From 83953b184cc8686f82d43e93d9dc48e2b4d2dfaf Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Mon, 6 Jan 2025 15:42:03 -0500 Subject: [PATCH 1/9] Cargue el dataset en la rama sanchez, y elimine graficos que sobraban --- Notebooks/eda_data.ipynb | 329 ++++++++++++++------------------------- 1 file changed, 116 insertions(+), 213 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index 5d5ac14..b4c8f47 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "tags": [] }, @@ -60,7 +60,8 @@ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns" + "import seaborn as sns\n", + "import kaggle" ] }, { @@ -72,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": { "tags": [] }, @@ -81,81 +82,55 @@ "name": "stdout", "output_type": "stream", "text": [ - "Downloading from https://www.kaggle.com/api/v1/datasets/download/sidhus/crab-age-prediction?dataset_version_number=1...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████████████████████████████████| 81.2k/81.2k [00:00<00:00, 33.3MB/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Extracting files...\n", - "Path to dataset files: /Users/andres/.cache/kagglehub/datasets/sidhus/crab-age-prediction/versions/1\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" + "Dataset URL: https://www.kaggle.com/datasets/sidhus/crab-age-prediction\n", + "License(s): CC0-1.0\n", + "crab-age-prediction.zip: Skipping, found more recently modified local copy (use --force to force download)\n" ] } ], "source": [ - "import kagglehub\n", - "\n", - "# Download latest version\n", - "path = kagglehub.dataset_download(\"sidhus/crab-age-prediction\")\n", - "\n", - "print(\"Path to dataset files:\", path)" + "!kaggle datasets download -d sidhus/crab-age-prediction -p \"D:\\DataSets\\CrabAge\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vamos a descomprimir el archivo .zip, vamos a utilizar python" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "tags": [] - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[01;34m/Users/andres/.cache/kagglehub/datasets/sidhus/\u001b[0m\n", - "└── \u001b[01;34mcrab-age-prediction\u001b[0m\n", - " ├── \u001b[00m1.complete\u001b[0m\n", - " └── \u001b[01;34mversions\u001b[0m\n", - " └── \u001b[01;34m1\u001b[0m\n", - " └── \u001b[00mCrabAgePrediction.csv\u001b[0m\n", - "\n", - "4 directories, 2 files\n" + "Archivo descomprimido correctamente.\n" ] } ], "source": [ - "!tree /Users/andres/.cache/kagglehub/datasets/sidhus/" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "data = pd.read_csv(path+'/CrabAgePrediction.csv')" + "import zipfile\n", + "\n", + "#Ruta del archivo zip\n", + "zip_file_path = \"D:/DataSets/CrabAge/crab-age-prediction.zip\"\n", + "\n", + "#Carpeta de destino\n", + "destination_path = \"D:/DataSets/CrabAge\"\n", + "\n", + "#Extraer el archivo\n", + "with zipfile.ZipFile(zip_file_path, \"r\") as zip_ref:\n", + " zip_ref.extractall(destination_path)\n", + "\n", + "print(\"Archivo descomprimido correctamente.\")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 4, "metadata": { "tags": [] }, @@ -164,34 +139,38 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - "RangeIndex: 3893 entries, 0 to 3892\n", - "Data columns (total 9 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 Sex 3893 non-null object \n", - " 1 Length 3893 non-null float64\n", - " 2 Diameter 3893 non-null float64\n", - " 3 Height 3893 non-null float64\n", - " 4 Weight 3893 non-null float64\n", - " 5 Shucked Weight 3893 non-null float64\n", - " 6 Viscera Weight 3893 non-null float64\n", - " 7 Shell Weight 3893 non-null float64\n", - " 8 Age 3893 non-null int64 \n", - "dtypes: float64(7), int64(1), object(1)\n", - "memory usage: 273.9+ KB\n" + "Dataframe cargado con éxito:\n", + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 F 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", + "1 M 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", + "2 I 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", + "3 F 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", + "4 I 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", + "\n", + " Shell Weight Age \n", + "0 6.747181 9 \n", + "1 1.559222 6 \n", + "2 2.764076 6 \n", + "3 5.244657 10 \n", + "4 1.700970 6 \n" ] } ], "source": [ - "data.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Contamos con `3893` observaciones y `9` variables, la una varible categoríca con la que contamos es el `Sex`" + "import os\n", + "\n", + "raw_path = \"D:/DataSets/CrabAge\"\n", + "\n", + "csv_path = os.path.join(raw_path, \"CrabAgePrediction.csv\")\n", + "\n", + "#Verificar si el archivo existe antes de cargarlo\n", + "if os.path.exists(csv_path):\n", + " #Cargar el archivo CSV en un dataframe\n", + " data = pd.read_csv(csv_path)\n", + " print(\"Dataframe cargado con éxito:\")\n", + " print(data.head()) # Mostrar las primeras filas del Dataframe\n", + "else:\n", + " print(f\"El archivo {csv_path} no fue encontrado.\")\n" ] }, { @@ -203,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "metadata": { "tags": [] }, @@ -321,7 +300,7 @@ "4 1.700970 6 " ] }, - "execution_count": 19, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -334,7 +313,55 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Analisis Exploratorio\n", + "## Comenzamos con la informacón básica de los Datos" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 3893 entries, 0 to 3892\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Sex 3893 non-null object \n", + " 1 Length 3893 non-null float64\n", + " 2 Diameter 3893 non-null float64\n", + " 3 Height 3893 non-null float64\n", + " 4 Weight 3893 non-null float64\n", + " 5 Shucked Weight 3893 non-null float64\n", + " 6 Viscera Weight 3893 non-null float64\n", + " 7 Shell Weight 3893 non-null float64\n", + " 8 Age 3893 non-null int64 \n", + "dtypes: float64(7), int64(1), object(1)\n", + "memory usage: 273.9+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Contamos con `3893` observaciones y `9` variables, la una varible categoríca con la que contamos es el `Sex`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis Exploratorio\n", "!que haremos¡" ] }, @@ -635,29 +662,6 @@ "data.describe(include = object)" ] }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "M 1435\n", - "I 1233\n", - "F 1225\n", - "Name: Sex, dtype: int64" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data[\"Sex\"].value_counts()" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -991,33 +995,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Age 1.000000\n", - "Shell Weight 0.625195\n", - "Diameter 0.573844\n", - "Length 0.554973\n", - "Height 0.551956\n", - "Weight 0.538819\n", - "Viscera Weight 0.501328\n", - "Shucked Weight 0.418760\n", - "Sex -0.033700\n", - "Name: Age, dtype: float64" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "corr_matrix = data.corr()\n", - "corr_matrix[\"Age\"].sort_values(ascending = False)" - ] + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -1215,84 +1196,6 @@ "data.corr()" ] }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "([,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ],\n", - " [Text(0, 0, 'Sex'),\n", - " Text(0, 1, 'Length'),\n", - " Text(0, 2, 'Diameter'),\n", - " Text(0, 3, 'Height'),\n", - " Text(0, 4, 'Weight'),\n", - " Text(0, 5, 'Shucked Weight'),\n", - " Text(0, 6, 'Viscera Weight'),\n", - " Text(0, 7, 'Shell Weight'),\n", - " Text(0, 8, 'Age')])" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Representar gráficamente la matriz de correlación\n", - "corr = data.corr()\n", - "fig, ax = plt.subplots(figsize=(8, 8))\n", - "ax.matshow(corr)\n", - "plt.xticks(range(len(corr.columns)), corr.columns)\n", - "plt.yticks(range(len(corr.columns)), corr.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Representar gráficamente las correlaciones\n", - "from pandas.plotting import scatter_matrix\n", - "\n", - "atributos = [\"Shell Weight\", \"Diameter\", \"Length\", \"Height\", \"Weight\", \"Age\"]\n", - "\n", - "scatter_matrix(data[atributos], figsize = (12, 8))\n", - "plt.show()" - ] - }, { "cell_type": "code", "execution_count": 27, @@ -1430,7 +1333,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Sanchez", "language": "python", "name": "python3" }, @@ -1444,7 +1347,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.1" } }, "nbformat": 4, From a95d3cb4a09a3988a83b3ea7c53f3109ed45ea65 Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Tue, 7 Jan 2025 17:01:04 -0500 Subject: [PATCH 2/9] =?UTF-8?q?Se=20realizo=20el=20respectivo=20an=C3=A1li?= =?UTF-8?q?sis=20exploratorio=20y=20limpiza=20de=20los=20datos?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Notebooks/eda_data.ipynb | 439 +++++++++++++++++++++++++++++++++------ 1 file changed, 380 insertions(+), 59 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index b4c8f47..be0d8ad 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -4,41 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Analisis Predictivo de la Edad del Cangrejo 🦀 " + "# **Analisis Predictivo de la Edad del Cangrejo 🦀**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "## Descripción del Prob\n", "\n", "Para un criador comercial de cangrejos, conocer la edad correcta del cangrejo les ayuda a decidir si cosechar los cangrejos y cuándo. Más allá de cierta edad, hay un crecimiento insignificante en las características físicas del cangrejo y, por lo tanto, es importante cronometrar la cosecha para reducir el costo y aumentar las ganancias.\n", "\n", - "## Descripción de los Datos\n", + "## Fuente del Dataset\n", "Estos Datos fueron extraidos de la plataforma kaggle [Dataset](https://www.kaggle.com/code/umutcindiloglu/crab-age-prediction).\n", - "\n", - "Este conjunto de datos contiene información sobre diferentes características de los cangrejos. Las variables incluidas son:\n", - "\n", - "Columnas:\n", - "\n", - " • Sex: Género del cangrejo (Macho, Hembra, Indeterminado).\n", - " • Length: Longitud del cangrejo (en pies; 1 pie = 30.48 cm).\n", - " • Diameter: Diámetro del cangrejo (en pies; 1 pie = 30.48 cm).\n", - " • Height: Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", - " • Weight: Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", - " • Shucked Weight: Peso del cangrejo sin cáscara (en onzas; 1 libra = 16 onzas).\n", - " • Viscera Weight: Peso de las vísceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", - " • Shell Weight: Peso de la cáscara del cangrejo (en onzas; 1 libra = 16 onzas).\n", - " • Age: Edad del cangrejo (en meses).\n", - "Objetivos:\n", - " \n", - "+ El primer objetivo es identificar cuáles de las variables disponibles (sexo, longitud, diámetro, altura, peso total, peso sin cáscara, peso de las vísceras y peso de la cáscara) tienen una correlación más fuerte con la edad del cangrejo.\n", - "\n", - " > Al identificar las variables más influyentes en la determinación de la edad, podemos enfocarnos en medir y registrar estas variables de manera más precisa y eficiente, reduciendo costos operativos.\n", - " \n", - "+ El segundo objetivo es desarrollar un modelo de machine learning que permita predecir la edad de un cangrejo en función de sus características físicas.\n", - "\n", - " > Un modelo preciso permitirá a los criadores tomar decisiones más informadas sobre cuándo cosechar los cangrejos, maximizando así sus ganancias.\n", "\n" ] }, @@ -46,7 +24,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Importamos Librerias" + "# **Importamos Librerias**" ] }, { @@ -68,7 +46,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Carga de datos" + "# **Carga de Datos**" ] }, { @@ -96,7 +74,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Vamos a descomprimir el archivo .zip, vamos a utilizar python" + "## Vamos a descomprimir el archivo .zip, para eso vamos a utilizar python" ] }, { @@ -128,6 +106,13 @@ "print(\"Archivo descomprimido correctamente.\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cargamos el archivo .csv" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -313,12 +298,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Comenzamos con la informacón básica de los Datos" + "# **Análisis Exploratorio**\n", + "\n", + "**Descripción General**\n", + "\n", + " • ¿Qué variables están presentes?\n", + " • ¿Cuántos registros hay en el dataset?\n", + " • ¿Qué tipos de datos tienen las variables? (numéricos, categóricos, fechas, texto, etc.)\n", + "\n", + "**Contexto del dominio**\n", + "\n", + " • ¿Qué significan las variables y cómo se relacionan con el objetivo del análisis?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Descripción General" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": { "tags": [] }, @@ -354,49 +356,369 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> Contamos con `3893` observaciones y `9` variables, la una varible categoríca con la que contamos es el `Sex`" + "Las variables presentes en el Dataset son:\n", + " \n", + " • Sex (Sexo)\n", + " • length (largo)\n", + " • Diameter (Diametro)\n", + " • Height (Altura)\n", + " • Weight (Peso)\n", + " • Shucked Weight (Peso Descascarado)\n", + " • Viscera Weight (Peso de las Visceras)\n", + " • Shell Weight (Peso de la Concha)\n", + " • Age (Edad)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cantidad de Registros y Tipos de Variables:\n", + "\n", + "> Tenemos `3893` registros, en cada una de las `9` variables obtenidas.\n", + "\n", + "> Todas las variables son tipo númerico en particular `Float`, excepto Sex que es de tipo `categórico`.\n", + "\n", + "> En particular, la variable númerica `Age` es discreta, excepto las otras variables númericas que son continuas." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Contexto del dominio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Objetivos**:\n", + " \n", + "+ El primer objetivo es identificar cuáles de las variables disponibles (sexo, longitud, diámetro, altura, peso total, peso sin cáscara, peso de las vísceras y peso de la cáscara) tienen una correlación más fuerte con la edad del cangrejo.\n", + "\n", + " > Al identificar las variables más influyentes en la determinación de la edad, podemos enfocarnos en medir y registrar estas variables de manera más precisa y eficiente, reduciendo costos operativos.\n", + " \n", + "+ El segundo objetivo es desarrollar un modelo de machine learning que permita predecir la edad de un cangrejo en función de sus características físicas.\n", + "\n", + " > Un modelo preciso permitirá a los criadores tomar decisiones más informadas sobre cuándo cosechar los cangrejos, maximizando así sus ganancias." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Análisis Exploratorio\n", - "!que haremos¡" + "**Descripción de las Variables o Características:**\n", + "\n", + "> - Age (Edad): Edad del cangrejo (en meses)\n", + "\n", + "> - Sex (Sexo): Sexo del cangrejo; Femenino (F), masculino (M) o indeterminado (I).\n", + "\n", + "> - length (largo): Largo del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Diameter (Diametro): Diametro del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Height (Altura): Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Weight (Peso): Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Shucked Weight (Peso Descascarado): Peso del cangrejo sin cascarón (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Viscera Weight (Peso de las Visceras): Peso de las visceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Shell Weight (Peso de la Concha): Peso del cascarón del cangrejo (en onzas; 1 libra = 16 onzas).\n", + "\n", + "La varible objetivo o a predecir es `Age`\n" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "tags": [] - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { + "image/png": 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", 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" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "data.duplicated().sum()" + "sns.scatterplot(x='Sex', y='Age', data=data)\n", + "plt.title(\"Sexo vs Edad\")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "No hay valores duplicados" + "> Notemos que los cangrejos de sexo femenino inician aproximadamente despues de los cinco meses.\n", + "\n", + "> Entre cangrejos de sexo `masculino` y `femenino` comparten casi las mismas edades." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", + "\n", + "#Crear un diagrama de dispersión multiple\n", + "sns.regplot(ax = axis[0,0], data = data, x = \"Length\", y = \"Age\")\n", + "sns.regplot(ax = axis[0,1], data = data, x = \"Height\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[0,2], data = data , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,0], data = data, x = \"Weight\", y = \"Age\")\n", + "sns.regplot(ax = axis[1,1], data = data, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,2], data = data, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[2,0], data = data, x = \"Shell Weight\", y = \"Age\")\n", + "\n", + "#Ajustar el layout\n", + "plt.tight_layout()\n", + "plt.delaxes(axis[2,1])\n", + "plt.delaxes(axis[2,2])\n", + "\n", + "#Mostrar el plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Observemos que la correspondencia entre las variables númericas de los cangrejos respecto a la variable objetivo (Age) es `lineal`.\n", + "\n", + "> Esto es, que a medida que la variable del X aumenta, la variable del eje Y (Age) también aumenta, no necesariamente con todas las variables.\n", + "\n", + "> A excepción de la variable `height`, ya que no aumenta tanto en el eje X pero si en el eje Y." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Detallemos más de cerca que esta pasando con Weight respecto a Age" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='Height', y='Age', data=data)\n", + "plt.title(\"Peso vs Age\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> No necesariamente entre más altura tenga el cangrejo mayor va a ser su edad." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Limpieza de datos**\n", + "\n", + "**Valores faltantes:**\n", + "\n", + " • ¿Qué proporción de datos falta en cada variable?\n", + " • ¿Estos valores faltantes tienen un patrón (aleatorio o no)?\n", + " • ¿Cómo se pueden manejar (eliminación, imputación)?\n", + "\n", + "**Errores o inconsistencias:**\n", + "\n", + " • ¿Existen valores que no tengan sentido o estén fuera de rango?\n", + " • Por ejemplo, edades negativas o fechas imposibles.\n", + "\n", + "**Duplicados:**\n", + "\n", + " • ¿Hay registros repetidos que deben eliminarse?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Valores Faltantes" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 3893 entries, 0 to 3892\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Sex 3893 non-null object \n", + " 1 Length 3893 non-null float64\n", + " 2 Diameter 3893 non-null float64\n", + " 3 Height 3893 non-null float64\n", + " 4 Weight 3893 non-null float64\n", + " 5 Shucked Weight 3893 non-null float64\n", + " 6 Viscera Weight 3893 non-null float64\n", + " 7 Shell Weight 3893 non-null float64\n", + " 8 Age 3893 non-null int64 \n", + "dtypes: float64(7), int64(1), object(1)\n", + "memory usage: 273.9+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Note que el dataset no tiene `valores faltantes`, cada columna tiene `3893` registros completos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Errores o Inscosistencias\n", + "\n", + "> Veamos que en las columnas de tipo númericas no tengamos valores negativos, ya que no tendrian sentido para nuestra predección." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valores negativos encontrados en la variable Length:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Diameter:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Height:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Weight:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Shucked Weight:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Viscera Weight:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Shell Weight:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n", + "Valores negativos encontrados en la variable Age:\n", + "Empty DataFrame\n", + "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", + "Index: []\n" + ] + } + ], + "source": [ + "# Verificar que no tengamos valores negativos por cada variable de la columna\n", + "\n", + "data_copy = data.drop(columns=[\"Sex\"])\n", + "\n", + "for column in data_copy.columns:\n", + " print(f\"Valores negativos encontrados en la variable {column}:\")\n", + " print(data[data[column] < 0])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> No tenemos valores negativos en nuestras variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Duplicados" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "sum_duplicados = data.duplicated().sum()\n", + "print(sum_duplicados)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> No tenemos registros `duplicados`" + ] + }, + { + "cell_type": "code", + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -425,12 +747,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "No hay valores nulos" + "> No tenemos registros `nulos`" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -579,7 +901,7 @@ "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 10, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -597,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -653,13 +975,14 @@ "freq 1435" ] }, - "execution_count": 11, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data.describe(include = object)" + "data.describe(include = object)\n", + "sns.heatmap(data.corr(), annot = True )" ] }, { @@ -671,22 +994,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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lyZIl1vjg4KC1O+P1ejU5OamhoaGI3ZjBwUGtWrXKqvnggw9mzf/hhx/O2uWZ4XK55HK5Zo07nU5bH9xLBacdCk6Z8ws0Vo8DEC+sQcwnJj2XL2X362w0c9n6PTHZ2dnyer0RW0uTk5M6ceKEFVDy8/PldDojavr7+9Xb22vVrFy5UsPDwzp16pRV88Ybb2h4eNiqAQAAt7aod2LGxsb09ttvW8d9fX3q6elRRkaGli5dqurqatXV1SknJ0c5OTmqq6tTSkqKKioqJElut1ubNm3Stm3blJmZqYyMDG3fvl15eXnW1UrLli3T2rVr9cgjj+i5556TJD366KMqLS3lyiQAACDpBkLMmTNndN9991nHM59D2bhxo5qbm7Vjxw5NTExo8+bNGhoa0ooVK9Te3q60tDTrPvv27VNiYqLKy8s1MTGhNWvWqLm5WQkJCVbNSy+9pK1bt1pXMZWVlV31u2kAAMCtJ+oQU1BQoHD46peBORwOBQIBBQKBq9YkJyersbFRjY2NV63JyMhQS0tLtO0BAIBbBH87CQAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBItoeYTz/9VH/1V3+l7OxsLVy4UF/60pf01FNPaXp62qoJh8MKBALy+XxauHChCgoKdPbs2Yh5gsGgtmzZoqysLKWmpqqsrEwXL160u10AAGAo20PMM888o+9973tqamrSuXPntGfPHv393/+9GhsbrZo9e/Zo7969ampq0unTp+X1elVUVKTR0VGrprq6WkeOHFFra6s6Ozs1Njam0tJSTU1N2d0yAAAwUKLdE7722mv6gz/4A61fv16SdPvtt+v73/++zpw5I+mzXZiGhgbt3LlTGzZskCQdPHhQHo9Hhw8fVlVVlYaHh3XgwAEdOnRIhYWFkqSWlhb5/X4dP35cJSUldrcNAAAMY3uI+drXvqbvfe97euutt/Sbv/mb+q//+i91dnaqoaFBktTX16eBgQEVFxdb93G5XFq9erW6urpUVVWl7u5uhUKhiBqfz6fc3Fx1dXVdMcQEg0EFg0HreGRkRJIUCoUUCoVsPceZ+VwLwrbOG2t2Pw5AvLAGMR+5Esx6Ps+sv1i9xs6F7SHm29/+toaHh/Vbv/VbSkhI0NTUlL7zne/oj//4jyVJAwMDkiSPxxNxP4/HowsXLlg1SUlJWrRo0ayamftfrr6+Xrt375413t7erpSUlM99Xlfy9PLp6xfdRI4ePRrvFgBbsQYxn+y5J94d3JiOjg5b5xsfH59zre0h5gc/+IFaWlp0+PBh3Xnnnerp6VF1dbV8Pp82btxo1Tkcjoj7hcPhWWOXu1ZNbW2tampqrOORkRH5/X4VFxcrPT39c5zRbKFQSB0dHdp1ZoGC09fu+WbSG+BtOMwPrEHMR7mBY/FuISquBWE9vXxaRUVFcjqdts07807KXNgeYp544gk9+eST+uY3vylJysvL04ULF1RfX6+NGzfK6/VK+my3ZcmSJdb9BgcHrd0Zr9eryclJDQ0NRezGDA4OatWqVVf8uS6XSy6Xa9a40+m09cG9VHDaoeCUOb9AY/U4APHCGsR8YtJz+VJ2v85GM5ftVyeNj49rwYLIaRMSEqxLrLOzs+X1eiO2nyYnJ3XixAkroOTn58vpdEbU9Pf3q7e396ohBgAA3Fps34m5//779Z3vfEdLly7VnXfeqZ/85Cfau3evHn74YUmfvY1UXV2turo65eTkKCcnR3V1dUpJSVFFRYUkye12a9OmTdq2bZsyMzOVkZGh7du3Ky8vz7paCQAA3NpsDzGNjY3atWuXNm/erMHBQfl8PlVVVemv//qvrZodO3ZoYmJCmzdv1tDQkFasWKH29nalpaVZNfv27VNiYqLKy8s1MTGhNWvWqLm5WQkJCXa3DAAADGR7iElLS1NDQ4N1SfWVOBwOBQIBBQKBq9YkJyersbEx4kvyAAAAZvC3kwAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMFJMQ8/Of/1zf+ta3lJmZqZSUFH35y19Wd3e3dXs4HFYgEJDP59PChQtVUFCgs2fPRswRDAa1ZcsWZWVlKTU1VWVlZbp48WIs2gUAAAayPcQMDQ3pq1/9qpxOp/7t3/5N//3f/61nn31Wt912m1WzZ88e7d27V01NTTp9+rS8Xq+Kioo0Ojpq1VRXV+vIkSNqbW1VZ2enxsbGVFpaqqmpKbtbBgAABkq0e8JnnnlGfr9fL774ojV2++23W/8dDofV0NCgnTt3asOGDZKkgwcPyuPx6PDhw6qqqtLw8LAOHDigQ4cOqbCwUJLU0tIiv9+v48ePq6SkxO62AQCAYWwPMa+++qpKSkr0jW98QydOnNCv//qva/PmzXrkkUckSX19fRoYGFBxcbF1H5fLpdWrV6urq0tVVVXq7u5WKBSKqPH5fMrNzVVXV9cVQ0wwGFQwGLSOR0ZGJEmhUEihUMjWc5yZz7UgbOu8sWb34wDEC2sQ85Erwazn88z6i9Vr7FzYHmL+93//V/v371dNTY3+8i//UqdOndLWrVvlcrn04IMPamBgQJLk8Xgi7ufxeHThwgVJ0sDAgJKSkrRo0aJZNTP3v1x9fb127949a7y9vV0pKSl2nNosTy+fjsm8sXL06NF4twDYijWI+WTPPfHu4MZ0dHTYOt/4+Pica20PMdPT01q+fLnq6uokSXfffbfOnj2r/fv368EHH7TqHA5HxP3C4fCssctdq6a2tlY1NTXW8cjIiPx+v4qLi5Wenn6jp3NFoVBIHR0d2nVmgYLT1+75ZtIb4G04zA+sQcxHuYFj8W4hKq4FYT29fFpFRUVyOp22zTvzTspc2B5ilixZot/+7d+OGFu2bJn++Z//WZLk9XolfbbbsmTJEqtmcHDQ2p3xer2anJzU0NBQxG7M4OCgVq1adcWf63K55HK5Zo07nU5bH9xLBacdCk6Z8ws0Vo8DEC+sQcwnJj2XL2X362w0c9l+ddJXv/pVnT9/PmLsrbfe0he/+EVJUnZ2trxeb8T20+TkpE6cOGEFlPz8fDmdzoia/v5+9fb2XjXEAACAW4vtOzF/8Rd/oVWrVqmurk7l5eU6deqUnn/+eT3//POSPnsbqbq6WnV1dcrJyVFOTo7q6uqUkpKiiooKSZLb7damTZu0bds2ZWZmKiMjQ9u3b1deXp51tRIAALi12R5ivvKVr+jIkSOqra3VU089pezsbDU0NOiBBx6wanbs2KGJiQlt3rxZQ0NDWrFihdrb25WWlmbV7Nu3T4mJiSovL9fExITWrFmj5uZmJSQk2N0yAAAwkO0hRpJKS0tVWlp61dsdDocCgYACgcBVa5KTk9XY2KjGxsYYdAgAAEzH304CAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMFLMQ0x9fb0cDoeqq6utsXA4rEAgIJ/Pp4ULF6qgoEBnz56NuF8wGNSWLVuUlZWl1NRUlZWV6eLFi7FuFwAAGCKmIeb06dN6/vnn9Tu/8zsR43v27NHevXvV1NSk06dPy+v1qqioSKOjo1ZNdXW1jhw5otbWVnV2dmpsbEylpaWampqKZcsAAMAQMQsxY2NjeuCBB/TCCy9o0aJF1ng4HFZDQ4N27typDRs2KDc3VwcPHtT4+LgOHz4sSRoeHtaBAwf07LPPqrCwUHfffbdaWlr0s5/9TMePH49VywAAwCCJsZr4scce0/r161VYWKi//du/tcb7+vo0MDCg4uJia8zlcmn16tXq6upSVVWVuru7FQqFImp8Pp9yc3PV1dWlkpKSWT8vGAwqGAxaxyMjI5KkUCikUChk67nNzOdaELZ13liz+3EA4oU1iPnIlWDW83lm/cXqNXYuYhJiWltb1d3drTNnzsy6bWBgQJLk8Xgixj0ejy5cuGDVJCUlRezgzNTM3P9y9fX12r1796zx9vZ2paSk3NB5XM/Ty6djMm+sHD16NN4tALZiDWI+2XNPvDu4MR0dHbbONz4+Puda20PMe++9pz//8z9Xe3u7kpOTr1rncDgijsPh8Kyxy12rpra2VjU1NdbxyMiI/H6/iouLlZ6eHsUZXF8oFFJHR4d2nVmg4PS1e76Z9AZm72ABJmINYj7KDRyLdwtRcS0I6+nl0yoqKpLT6bRt3pl3UubC9hDT3d2twcFB5efnW2NTU1M6efKkmpqadP78eUmf7bYsWbLEqhkcHLR2Z7xeryYnJzU0NBSxGzM4OKhVq1Zd8ee6XC65XK5Z406n09YH91LBaYeCU+b8Ao3V4wDEC2sQ84lJz+VL2f06G81ctn+wd82aNfrZz36mnp4e69/y5cv1wAMPqKenR1/60pfk9Xojtp8mJyd14sQJK6Dk5+fL6XRG1PT396u3t/eqIQYAANxabN+JSUtLU25ubsRYamqqMjMzrfHq6mrV1dUpJydHOTk5qqurU0pKiioqKiRJbrdbmzZt0rZt25SZmamMjAxt375deXl5KiwstLtlAABgoJhdnXQtO3bs0MTEhDZv3qyhoSGtWLFC7e3tSktLs2r27dunxMRElZeXa2JiQmvWrFFzc7MSEhLi0TIAALjJ/EpCzH/8x39EHDscDgUCAQUCgaveJzk5WY2NjWpsbIxtcwAAwEj87SQAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAI9keYurr6/WVr3xFaWlpWrx4sb7+9a/r/PnzETXhcFiBQEA+n08LFy5UQUGBzp49G1ETDAa1ZcsWZWVlKTU1VWVlZbp48aLd7QIAAEPZHmJOnDihxx57TK+//ro6Ojr06aefqri4WJ988olVs2fPHu3du1dNTU06ffq0vF6vioqKNDo6atVUV1fryJEjam1tVWdnp8bGxlRaWqqpqSm7WwYAAAZKtHvCtra2iOMXX3xRixcvVnd3t37/939f4XBYDQ0N2rlzpzZs2CBJOnjwoDwejw4fPqyqqioNDw/rwIEDOnTokAoLCyVJLS0t8vv9On78uEpKSuxuGwAAGMb2EHO54eFhSVJGRoYkqa+vTwMDAyouLrZqXC6XVq9era6uLlVVVam7u1uhUCiixufzKTc3V11dXVcMMcFgUMFg0DoeGRmRJIVCIYVCIVvPaWY+14KwrfPGmt2PAxAvrEHMR64Es57PM+svVq+xcxHTEBMOh1VTU6Ovfe1rys3NlSQNDAxIkjweT0Stx+PRhQsXrJqkpCQtWrRoVs3M/S9XX1+v3bt3zxpvb29XSkrK5z6XK3l6+XRM5o2Vo0ePxrsFwFasQcwne+6Jdwc3pqOjw9b5xsfH51wb0xDz+OOP66c//ak6Oztn3eZwOCKOw+HwrLHLXaumtrZWNTU11vHIyIj8fr+Ki4uVnp5+A91fXSgUUkdHh3adWaDg9LV7vpn0BngbDvMDaxDzUW7gWLxbiIprQVhPL59WUVGRnE6nbfPOvJMyFzELMVu2bNGrr76qkydP6gtf+II17vV6JX2227JkyRJrfHBw0Nqd8Xq9mpyc1NDQUMRuzODgoFatWnXFn+dyueRyuWaNO51OWx/cSwWnHQpOmfMLNFaPAxAvrEHMJyY9ly9l9+tsNHPZfnVSOBzW448/rpdfflk/+tGPlJ2dHXF7dna2vF5vxPbT5OSkTpw4YQWU/Px8OZ3OiJr+/n719vZeNcQAAIBbi+07MY899pgOHz6sf/mXf1FaWpr1GRa3262FCxfK4XCourpadXV1ysnJUU5Ojurq6pSSkqKKigqrdtOmTdq2bZsyMzOVkZGh7du3Ky8vz7paCQAA3NpsDzH79++XJBUUFESMv/jii3rooYckSTt27NDExIQ2b96soaEhrVixQu3t7UpLS7Pq9+3bp8TERJWXl2tiYkJr1qxRc3OzEhIS7G4ZAAAYyPYQEw5f/xIxh8OhQCCgQCBw1Zrk5GQ1NjaqsbHRxu4AAMB8wd9OAgAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADDSTR9ivvvd7yo7O1vJycnKz8/Xj3/843i3BAAAbgI3dYj5wQ9+oOrqau3cuVM/+clP9Hu/93tat26d3n333Xi3BgAA4uymDjF79+7Vpk2b9Kd/+qdatmyZGhoa5Pf7tX///ni3BgAA4iwx3g1czeTkpLq7u/Xkk09GjBcXF6urq2tWfTAYVDAYtI6Hh4clSb/4xS8UCoVs7S0UCml8fFyJoQWamnbYOncsffTRR/FuAbAFaxDzUeKnn8S7hagkToc1Pj6tjz76SE6n07Z5R0dHJUnhcPj6Pdj2U232f//3f5qampLH44kY93g8GhgYmFVfX1+v3bt3zxrPzs6OWY+myXo23h0AtzbWIOabihjOPTo6Krfbfc2amzbEzHA4Iv8vKxwOzxqTpNraWtXU1FjH09PT+sUvfqHMzMwr1n8eIyMj8vv9eu+995Senm7r3ACujzUIxF+s1mE4HNbo6Kh8Pt91a2/aEJOVlaWEhIRZuy6Dg4OzdmckyeVyyeVyRYzddtttsWxR6enp/AIF4og1CMRfLNbh9XZgZty0H+xNSkpSfn6+Ojo6IsY7Ojq0atWqOHUFAABuFjftTowk1dTUqLKyUsuXL9fKlSv1/PPP691339Wf/dmfxbs1AAAQZzd1iPmjP/ojffTRR3rqqafU39+v3NxcHT16VF/84hfj2pfL5dLf/M3fzHr7CsCvBmsQiL+bYR06wnO5hgkAAOAmc9N+JgYAAOBaCDEAAMBIhBgAAGAkQgwAADASISYKDz30kBwOx6x/b7/9drxbA+a9mfV3pa9Y2Lx5sxwOhx566KFffWPALeqhhx7S17/+9bj2QIiJ0tq1a9Xf3x/xj7/PBPxq+P1+tba2amJiwhr75S9/qe9///taunRpHDsDEA+EmCi5XC55vd6IfwkJCfFuC7gl/O7v/q6WLl2ql19+2Rp7+eWX5ff7dffdd8exMwDxQIgBYJQ/+ZM/0Ysvvmgd/9M//ZMefvjhOHYEIF4IMVH64Q9/qF/7tV+z/n3jG9+Id0vALaWyslKdnZ165513dOHCBf3nf/6nvvWtb8W7LQBxcFP/2YGb0X333af9+/dbx6mpqXHsBrj1ZGVlaf369Tp48KDC4bDWr1+vrKyseLcFIA4IMVFKTU3Vb/zGb8S7DeCW9vDDD+vxxx+XJP3jP/5jnLsBEC+EGADGWbt2rSYnJyVJJSUlce4GQLwQYgAYJyEhQefOnbP+G8CtiRADwEjp6enxbgFAnDnC4XA43k0AAABEi0usAQCAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADDS/wPnh3NNMVHijgAAAABJRU5ErkJggg==", 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", 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" ] @@ -703,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -712,13 +1035,13 @@ "" ] }, - "execution_count": 14, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -1222,9 +1545,7 @@ "output_type": "display_data" } ], - "source": [ - "sns.heatmap(data.corr(), annot = True )" - ] + "source": [] }, { "cell_type": "markdown", From 98466dc821ffc76cbe0adb3d46959d9332150d0c Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Wed, 8 Jan 2025 18:50:10 -0500 Subject: [PATCH 3/9] correciones en el analisis exploratorio, y descripcion estadistica de los datos --- Notebooks/eda_data.ipynb | 1381 ++++++++++++++++++++++++-------------- 1 file changed, 871 insertions(+), 510 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index be0d8ad..689f102 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Descripción del Prob\n", + "## Descripción del Problema\n", "\n", "Para un criador comercial de cangrejos, conocer la edad correcta del cangrejo les ayuda a decidir si cosechar los cangrejos y cuándo. Más allá de cierta edad, hay un crecimiento insignificante en las características físicas del cangrejo y, por lo tanto, es importante cronometrar la cosecha para reducir el costo y aumentar las ganancias.\n", "\n", @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "metadata": { "tags": [] }, @@ -431,119 +431,11 @@ "La varible objetivo o a predecir es `Age`\n" ] }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x='Sex', y='Age', data=data)\n", - "plt.title(\"Sexo vs Edad\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Notemos que los cangrejos de sexo femenino inician aproximadamente despues de los cinco meses.\n", - "\n", - "> Entre cangrejos de sexo `masculino` y `femenino` comparten casi las mismas edades." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", - "\n", - "#Crear un diagrama de dispersión multiple\n", - "sns.regplot(ax = axis[0,0], data = data, x = \"Length\", y = \"Age\")\n", - "sns.regplot(ax = axis[0,1], data = data, x = \"Height\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[0,2], data = data , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,0], data = data, x = \"Weight\", y = \"Age\")\n", - "sns.regplot(ax = axis[1,1], data = data, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,2], data = data, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[2,0], data = data, x = \"Shell Weight\", y = \"Age\")\n", - "\n", - "#Ajustar el layout\n", - "plt.tight_layout()\n", - "plt.delaxes(axis[2,1])\n", - "plt.delaxes(axis[2,2])\n", - "\n", - "#Mostrar el plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Observemos que la correspondencia entre las variables númericas de los cangrejos respecto a la variable objetivo (Age) es `lineal`.\n", - "\n", - "> Esto es, que a medida que la variable del X aumenta, la variable del eje Y (Age) también aumenta, no necesariamente con todas las variables.\n", - "\n", - "> A excepción de la variable `height`, ya que no aumenta tanto en el eje X pero si en el eje Y." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Detallemos más de cerca que esta pasando con Weight respecto a Age" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x='Height', y='Age', data=data)\n", - "plt.title(\"Peso vs Age\")\n", - "plt.show()" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "> No necesariamente entre más altura tenga el cangrejo mayor va a ser su edad." + "> Notemos que las variables son características de los cangrejos, que nos van ayudar a predeccir cuál es la edad correcta del cangrejo para cosecharlos." ] }, { @@ -572,12 +464,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Valores Faltantes" + "# Valores Faltantes o Nulos (NaN)" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -614,18 +506,45 @@ "> Note que el dataset no tiene `valores faltantes`, cada columna tiene `3893` registros completos." ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sex 0\n", + "Length 0\n", + "Diameter 0\n", + "Height 0\n", + "Weight 0\n", + "Shucked Weight 0\n", + "Viscera Weight 0\n", + "Shell Weight 0\n", + "Age 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "sum_nan = data.isnull().sum()\n", + "print(sum_nan)" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Errores o Inscosistencias\n", "\n", - "> Veamos que en las columnas de tipo númericas no tengamos valores negativos, ya que no tendrian sentido para nuestra predección." + "> Veamos que en las columnas de tipo númericas no tengan valores negativos, ya que no tendrian sentido para nuestra predección." ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -684,6 +603,98 @@ "> No tenemos valores negativos en nuestras variables" ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "269 I 0.7875 0.575 0.0 3.798833 1.630096 0.807961 \n", + "3867 I 1.0750 0.850 0.0 12.133586 5.854172 2.438057 \n", + "\n", + " Shell Weight Age \n", + "269 9.936500 6 \n", + "3867 3.260193 8 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[data[\"Height\"] == 0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Tiene sentido?" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -693,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -717,42 +728,37 @@ ] }, { - "cell_type": "code", - "execution_count": 55, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sex 0\n", - "Length 0\n", - "Diameter 0\n", - "Height 0\n", - "Weight 0\n", - "Shucked Weight 0\n", - "Viscera Weight 0\n", - "Shell Weight 0\n", - "Age 0\n", - "dtype: int64\n" - ] - } - ], "source": [ - "sum_nan = data.isnull().sum()\n", - "print(sum_nan)" + "# **Estadísticas Descriptivas**\n", + "\n", + "**Variables numéricas:**\n", + "\n", + " • Resumen estadístico: media, mediana, desviación estándar, percentiles.\n", + " • Distribución: ¿Es simétrica, sesgada o tiene valores atípicos?\n", + "\n", + "**Variables categóricas:**\n", + "\n", + " • Frecuencias y proporciones.\n", + " • ¿Cuáles son las categorías dominantes y menos representadas?\n", + "\n", + "**Correlaciones:**\n", + "\n", + " • ¿Qué relaciones existen entre variables numéricas?\n", + " • Coeficientes como la correlación de Pearson o de Spearman.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "> No tenemos registros `nulos`" + "# Variables Numéricas" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -901,7 +907,7 @@ "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 24, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -914,30 +920,137 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "!que vemos!🤔 " + "> Note que la desviación estándar de `Lenght`, `Diameter` y `Height` es muy baja en comparación con las otras variables.\n", + "\n", + "Recuerde!!! Que la desviación estándar es una medida de dispersión que nos induca qué tan dispersos están los datos con respecto a la media. Mientras mayor sea la desviación estándar, mayor será la dispersión de los datos.\n", + "\n", + "> Note que la media y el percentil del 50% (mediana) son aproxidamente iguales, podemos decir que nuestros datos conservcan una distribución más o menos simétrica.\n", + "\n", + "obs!! Veamos que min en `Height` es cero, tendria sentido ese valor pa nuestra predección?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Obs!!!\n", + "\n", + "- Sesgo Positivo (a la derecha): La cola derecha es más larga.\n", + "\n", + " > Si la media > mediana, entonces el sesgo es positivo.\n", + "\n", + "- Sesgo Negativo (a la izquierda): La cola izquierda es más larga.\n", + "\n", + " > Si la media < mediana, entonces el sesgo es negativo.\n", + "\n", + "Lo podemos evidenciar en la siguiente figura.\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", "\n", " \n", @@ -975,26 +1088,25 @@ "freq 1435" ] }, - "execution_count": 25, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data.describe(include = object)\n", - "sns.heatmap(data.corr(), annot = True )" + "data.describe(include = object)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Notemos que hay más cangrejos de sexo masculino" + "Mostremos las diferentes cantidades de cada tipo de sexo en cangrejos" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1003,7 +1115,7 @@ "" ] }, - "execution_count": 26, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -1019,73 +1131,552 @@ } ], "source": [ - "# Mostrar los valores de la caracteristica con un histograma\n", - "%matplotlib inline\n", "data[\"Sex\"].hist()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Notemos que hay más cangrejos de sexo masculino.\n", + "\n", + "> En cambio en femenino e indeterminado tenemos aproxidamente la misma proporción." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlaciones" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vamos a crear una tabla de correlaciones entre las variables númericas" + ] + }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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Viscera Weight0.9032530.8998100.7932720.9655830.9312801.0000000.9061050.501328
Shell Weight0.8977360.9055610.8122900.9552690.8824060.9061051.0000000.625195
Age0.5549730.5738440.5519560.5388190.4187600.5013280.6251951.000000
\n", + "
" + ], + "text/plain": [ + " Length Diameter Height Weight Shucked Weight \\\n", + "Length 1.000000 0.986653 0.823081 0.925374 0.898181 \n", + "Diameter 0.986653 1.000000 0.829532 0.925770 0.893626 \n", + "Height 0.823081 0.829532 1.000000 0.814405 0.770961 \n", + "Weight 0.925374 0.925770 0.814405 1.000000 0.969077 \n", + "Shucked Weight 0.898181 0.893626 0.770961 0.969077 1.000000 \n", + "Viscera Weight 0.903253 0.899810 0.793272 0.965583 0.931280 \n", + "Shell Weight 0.897736 0.905561 0.812290 0.955269 0.882406 \n", + "Age 0.554973 0.573844 0.551956 0.538819 0.418760 \n", + "\n", + " Viscera Weight Shell Weight Age \n", + "Length 0.903253 0.897736 0.554973 \n", + "Diameter 0.899810 0.905561 0.573844 \n", + "Height 0.793272 0.812290 0.551956 \n", + "Weight 0.965583 0.955269 0.538819 \n", + "Shucked Weight 0.931280 0.882406 0.418760 \n", + "Viscera Weight 1.000000 0.906105 0.501328 \n", + "Shell Weight 0.906105 1.000000 0.625195 \n", + "Age 0.501328 0.625195 1.000000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_copy.corr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Para visualizar mejor la información, vamos a crear un mapa de calor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dUyn466di8eo+r6D0r0TunDHlkG3JRveJZNqyTfSethiFAgK93OjRrDar75juDPZ156exz5Odr2HTwdNMWvon34x86qF1zO7X6K4NmbZ6D70/W2usy92JHvWrsvqA9ZxD/2T0442Z9tsues/+3ViDhzM9GoSwuoTpTms1uksDpv2+l95frEMBBHo40aN+FVYfPF/eqZXo9IGTnD5QNNp/en8CH0d/TrvnOvLLzB8B2LVmu+n3l09e4tKJi8zevoCwZrU5tqPk946H7l8y7VhapFNWCrKzs+nevTsfffRRsd/5+xdNkdjamk9pKRQK9KX0KeB+9z127FhGjRpl1qbMKtur6qyNu6szKqWy2KL+lLR0PD3cLG7j4ebKZ++NQVNQQHpGFj5eHnz69fcE+vuYYoIq+rHo02nk5uWTk5uHt6c7b783i0B/X4v7fFCGnEwMOh1KZ3duf8YVzm7oMy2PMNl1eR7tvhgKdxvXuekTL4KdPfb9Xqdg48/GBSm3qJ98GZuwxuR+PhZDRtldrODu5IBKqSDljkX9KVm5eLk4WtzGw9mR2S/3QFOoJT0nHx/XCsxZvZ2AOxZA29qoqOTjBkBYJV+OXbzOspiDTHy2fZnUcjt3R7WxrhzzheQpOfl4Odtb3Majgj2zn22NplBHep4GH2cH5myMJ8C9+Ae/h8FUwx2L+lOy8/G6Y/Tsbx4V7Jn9fJSxhlwNPi4OzPnzIAEe5VMDgLujHSqFgpRsC8/F3ep4ppX5c7HpEAHuFR5GymSlZaHT6nD1Mj+nXb3cSL+Zfk/70Gl1XDx2Ht/KJU/ZJ12+QWZKBr6V/a2rU/aIjZTJmrJS0KBBA44dO0ZwcDDVqlUze1SocG8v3Bo1anD58mVu3Lhhatu7d69ZjN2ttUw63YNfRaJWq3FxcTF7PEpTl2DsyIaFViXuYNEfIL1ez+6DR6gbVvJaDTCuI/P19kSr07FpWxxRzRsXi3F0sMfb052MrGx27o23GFMqdFr0V86gqn7bSKxCgSq0LvoLltfGKezUxb++xPSzwtSkfvJlbMKbkTt3PIbUG5QlWxsVtYJ82XPysqlNrzew5+RlIqreff2X2tYGXzcntHo90QdPExkRctd4vcG45ulhsLVRUcvfgz3niv7/9HoDe85dJ6KEW2L8TW2rwtfFEa3eQPTxy0TWLJ/bSdjaqKhV0YM9Z4sujtDrDew5e52ISt533VZtq8LX9VYNxy4RWav42qaHxViHO3vO3/lc3CCihFti/M38ubhCZI2H81zoCrWcP3KW2i2KXt8KhYLaLcLNRsPuRqFUElSjEuk3S75i1MPPEyd3Z9KTHt5VpaI4GSm7TxkZGcTHx5u1DR06lK+//ppnnnnGdHXlmTNnWL58Od98843ZtGJJOnToQEhICAMGDGDGjBlkZWUxYcIEwPgCBPDx8cHBwYENGzYQGBiIvb09rq4lXxJtLXJz87h0pWjh9dVrN0g4dRZXF2f8/XzusmXZ69+nO+M/+oLaoSGE16zG0l/XkpevoVenKADG/d9n+Hh5MnLwcwAcPnGKpORUaoRUISk5hflLfkZv0DPo6V6mfe7YG4/BYCA4qCKXrl5n1ldLqVIpgF6do8qsjoLYVdg/+ya6y2fQXzqFbZueKOzsKYzbBID9c2+iz0ih4I8lAGiP7cEushf6K+fQXTxlnL7s8hzaY3tMnTN1n1exbdiavG8+AE0eCmc3AAz5uVBYUCZ1vNCuAROX/ElYJR/qBPvxw+aD5GkK6flYbQAmLN6Aj5vxFhcAR84nkpSRTY1Ab5LSs1mwdjd6g4GBHRqZ9vnZ6u20CAvGz8OZ3PxC1u9LYN/py8wb9kSZ1GCxruY1mfjbLsIqelAn0JMfdhkvNujZoKqxrl934uPiyPAO9Yx1XU4mKSuPGn7uJGXmsiDmiLGulmEPLediNbQIY+KvOwgL8KROoBc/7DxhrKGhsQM84Zcd+Lg4MLxTg1s13CQpM48a/rdqiD5srKFV7XKrAeCFZjWZ+Ntu43MR4MEPu0+RV6ilZ/1bz8XK3cY62tcF4MiVFJIyc43PRVYuC2KPGutoUeuh5bzum995ZeZwzh0+y9lDp+ny4uPYO9qz5ZdoAF6dNZzU66n8NON7AHoP78uZgye5ceE6jq4VeHxoL7wCvYlZbrywTO1oz5Mj+7Fn/S7Sb6bhW9mPZ8cO4MaF6xzeevCh1XUvDIZ/x60sSot0yu5TbGws9evXN2t76aWX2LFjB2PGjKFjx45oNBoqV65M586dUSrvbTBSpVKxatUqBg8eTOPGjalatSoff/wx3bt3x97eOMVhY2PDZ599xrRp05g0aRKtWrUiNja2tEssdUcTTvPiG0VrkWZ8/hUAPbu054MJb5VXWgB0jmpBakYmcxctJzktnZohwSz4v/F43Zq+TExKRqEoeg41BYV8vnA5VxJv4OhgT6um9fnw3eG4OBWNiGbl5DLnmx+4kZyCq7MT7Vs9xvAXn8HWpuxebtqD29FUcEXd5TkULu7or54j98vJGLLTAVC4e6O8bUqy4K+fwGBA3fV5FK6expvHHt2DZt1SU4xdy64AOL4x3exYectmo90TXSZ1dGpYg7SsPOb/sYvkrFxqBHgzb1hvPF2M/7+JaVmmDykAGq2OuWt2ciU5A0e1LS1rV+H9AZ1xcSyaFkzNymXCkj9JzszByd6O0AAv5g17gma1KpdJDRbrCq9MWm4+8zcfJjk7nxp+7sx7Icq0cD4xI7d4XdGHuJKWjaOdLS2r+/P+k81wcbAr6RBlrlNEMGk5+cyPPkRylrGzNW9g29tqyOG2EtBo9czdGM+VtCxjDaEBvP9Ui3KtAaBTnUrGOmKO3Hou3Jj3fKRp8X/xOnTM3Xzk1nNhQ8vqFXm/98N9Lnb/sQMXTxf6jHoaN293Lh4/z//1n2a6zYVnRW/0t11AUcG1AoP/7zXcvN3Jycjm/NGzTH5iLFdPXwFAr9NTqWZlWj0ZRQUXR9JupHFkWzw/z1yGtkD70Oq6J4/YmjKFwfCQLiER923Hjh20bNmSM2fOEBJy9+mY0lCY/O9ZRHw3hnwrvNfO/0DzybjyTuGB2TzerbxTKB0pZTt1+1Dcw4j9v4KV3H/xQb307uHyTuGBLbv4W5kfIz/+j1Lbl329x0ttX2VFRsqsyG+//YaTkxPVq1fnzJkzjBgxghYtWjyUDpkQQghhdR6xhf7SKbMiWVlZjBkzhkuXLuHl5UX79u2ZOXNmeaclhBBClI9HbPpSOmVWpH///vTv3/+fA4UQQgjxnyOdMiGEEEJYp3/JF4mXFumUCSGEEMI6PWLTl3LzWCGEEEIIKyAjZUIIIYSwTnL1pRBCCCGEFXjEpi+lUyaEEEII6/SIjZTJmjIhhBBCCCsgI2VCCCGEsE6P2EiZdMqEEEIIYZUMhkfrPmUyfSmEEEIIYQVkpEwIIYQQ1kmmL4UQQgghrMAjdksMmb4UQgghhLACMlImhBBCCOsk05fiUWXIzynvFEqFwr5CeadQKhQ2MpBtNbTa8s5A/E2tLu8MSoWrwra8U/h3kOlLIYQQQgjxsMlImRBCCCGsk0xfCiGEEEJYgUds+lI6ZUIIIYSwTo/YSJmsKRNCCCGEsAIyUiaEEEII6/SIjZRJp0wIIYQQ1ukRW1Mm05dCCCGEEFZARsqEEEIIYZ1k+lIIIYQQwgrI9KUQQgghhHjYZKRMCCGEENZJpi+FEEIIIayATF8KIYQQQjza5s6dS3BwMPb29jRt2pQ9e/aUGFtYWMi0adMICQnB3t6eunXrsmHDhvs+pnTKhBBCCGGd9PrSe9yHn376iVGjRjF58mQOHDhA3bp16dSpE0lJSRbjJ0yYwJdffsnnn3/O8ePHeeWVV+jduzcHDx68r+NKp0wIIYQQ1qmcOmWzZs1iyJAhDBo0iLCwMBYsWICjoyMLFy60GL906VLGjRtH165dqVq1Kq+++ipdu3Zl5syZ93Vc6ZTdQaFQsGrVqvJOQwghhBAGQ6k9NBoNmZmZZg+NRlPskAUFBezfv5/27dub2pRKJe3bt2fXrl0W09RoNNjb25u1OTg4sH379vsq95FZ6D9w4EAWL14MgI2NDR4eHkRERPDMM88wcOBAlEpj/zQxMRF3d/fyTBWAKVOmsGrVKuLj48s7lbv6cdV6Fv38O8mp6dQIqczYN14ivGZ1i7GFWi3fLPuN3/+KJSk5leCgirw55HlaNqlvisnJzeOL75YTvT2O1PRMalYL5t1hL1KnZrWHVVKJ9sUf4btlKziecIabKanMmT6Rdq2bl3daJrbNu2Ib2QuFszv6xAtofvsK/eXTJce36o5tsy4o3L0w5GShPbyTgnVLQFsIgE2zztg264LSwwcA/fVLFGz6CV3CgTKtY/mWeBZv2k9KZg6hAd6M6RtFeLCfxdhCnY6Ff+5lTdxxktKzCfZ1Z0TPVrSoHWyK+XnrIX7ZdphrqZkAhPh7MrRLU1rWrlJ2New9zeKdJ0nJzifU140xXeoTHuBZYvz3u0/xy/6zXM/Ixc3Rjva1AhneLgK1jQqAHE0hc2OPEpNwldQcDTX83BjdqT51AjzKrAZLlsedYvGOE6Rk5xHq686Ybg0JD/SyGFuo07Nw6zHWxJ8nKSuXYE8XRnSsR4vqFR9uzrsSWLz1qDFnPw/G9GhCeJB3yTnHHmHNgTMkZeYS7OXKiM4NaVEjwBSz//x1Fm89xomrKdzMymPW81G0rV2pzOto80InOrzcHRdvN66cuMhPkxdy8dBZi7GP9WnDgE+GmbUVagoYXuN508/zL/xscduVHy5l41drSi9xKzJ9+nSmTp1q1jZ58mSmTJli1pacnIxOp8PX19es3dfXl4SEBIv77tSpE7NmzaJ169aEhIQQHR3NypUr0el095XjIzVS1rlzZxITE7lw4QLr168nKiqKESNG8Pjjj6PVagHw8/NDrVaXc6alp6CgoMz2vSFmBx8vWMwr/Z/i5wUzCA0J5uUx75OSlmEx/vOFP7Lij42MfeMlVi2cTd/uHRk5+WNOnD5nipk8cz679h/iw7HDWfnNTJo3qsuQ0dO4cTOlzOq4V3l5+dSoVpXxb71W3qkUY1O3JXY9XqRg40/kzh6F/tp5HIZMQeHkajm+fmvsuvanYONycme8jubnz4376PKCKcaQkULBuiXkzh5F7uy30J05gv3AcSh9g8qsjj/3n2Tmyq283PUxfnz3OUIDvXjti5WkZuVajJ+7Zicrth9mzFNRrJzYnz4tIxj19e8kXC5a9+Hr7sTwni1ZNuZZlo1+lsahQYz88nfOXEsumxqOXWLmX4d4uU1tfhzagVA/N177YSupOfkW49cduchn0Yd5uXUYK1/rzOTujfnr2GU+jz5iipm6Zh+7z93g/V5N+eWVjjSr6ssr32/hRqbl/5ey8OeRi8zccICXI+vw4ytdjHUtiSE123Jdc6MPsWLfGcZ0a8jK1x+nT+PqjPpxGwmJqQ8v58Pnmbl2Ly+3q8uPr3cn1N+d1xZuIjU7z3LOfx1kxZ6TjOnelJVv9qJP01BGfR9DwrWivz95BVpC/d0Z27PpwyqDho8348kJ/Vk7ZwUfdhvDleMXGb5kPM6eLiVuk5eZy5jGQ0yP8S3MO2m3/25M4yEseWceer2eg+vjyrqc+1OK05djx44lIyPD7DF27NhSSXPOnDlUr16dmjVrYmdnx+uvv86gQYNMAz736pHqlKnVavz8/AgICKBBgwaMGzeO1atXs379ehYtWgQUn74cM2YMoaGhODo6UrVqVSZOnEhhYaHp91OmTKFevXosXLiQSpUq4eTkxGuvvYZOp2PGjBn4+fnh4+PDBx98YJZLeno6gwcPxtvbGxcXF9q2bcuhQ4cAWLRoEVOnTuXQoUMoFAoUCoUpv7ttd3s+33zzDVWqVCk2nFqalqxYw5Nd29O7c1tCgoOYNHIoDmo1v23YbDH+j01bGfxsb1o3bUBQRV/69ehEq6b1WfyL8VNZvkbDpq27GTX0BRpFhFEpwJ/XBvQjqKIfP635q8zquFetmjVm+NABtG/TorxTKca2TU8K4/5Cuzcaw43LaH6dj6FQg03j9hbjlcE10V04gfbgVgxpSehOxaON34qqUtEop+74XnQJ+zEkJ2JIvkbBhu+hIB9l5RplVsfS6AM80bwOvZrVJsTfkwlPt8fezoZVu45ajF+75wQvdWpCqzpVCPRyo2/rurSsXYUl0ftNMW3CQ2hVpwqVfdyp7OvOGz1a4Ki25ciF62VTw65TPNGgKr3qVSHE25UJ3Rpib2vDqoPnLcYfupJCvSAvuoZXJsCtAs1D/OhcpxJHrxk7L/mFWqJPXGFkuwgaVvamkoczr0bWIcjDiV/2WR4pKZO6dibwRMMQejUIIcTHlQndmxjrOmA5h7WHLvBS69q0Cg0g0MOJvk2q0zK0Ikt2WB5pKJOctx3nicbV6dWoOiG+bkzo1Qx7OxWr9p2xnPPBs7wUGUGrmoEEejjT97GatKwRwJJtx00xLWsE8nrHBrStXflhlUG7wY+zY3k0u36J5fqZq/w4/msK8gpo1jeqxG0MGMi8mWF6ZCWbf1i+/XeZNzOI6NCYU7uOkXzZ8kL2clOKnTK1Wo2Li4vZw9IgjJeXFyqVihs3bpi137hxAz8/y6P23t7erFq1ipycHC5evEhCQgJOTk5UrVr1vsp9pDpllrRt25a6deuycuVKi793dnZm0aJFHD9+nDlz5vD111/z6aefmsWcPXuW9evXs2HDBn788Ue+/fZbunXrxpUrV9iyZQsfffQREyZMIC6u6BPIU089RVJSEuvXr2f//v00aNCAdu3akZqaSr9+/XjrrbeoXbs2iYmJJCYm0q9fv3/c7m9nzpzh119/ZeXKlWU2/VlYWMjxU+d4rEGEqU2pVPJYg3AOHT9pcZuCgkLUdnZmbWo7Ow4eNf6R1un06PR67OxszWLs1XYcPHqilCv4D1HZoAwIQXeqqHOOwYDu9CFUJXSg9BcSUAWGoAwydsIUHr7Y1GyI9sR+i/EolNjUawV29uguWn5+H1ShVseJyzdoWrNoKkipVNC0ZiUOn0u0uE2BVofa1nwVhtrWhoNnr1mM1+n1bNh3krwCLRFV/Esv+VsKdTpOJKbRtErRtIdSoaBpFR8OX7E82ls30JPjiWkcuWr8/ZW0bLafSaRlNb9bORvQGQymqcy/qW1UHLxcNqN9dyrU6jiRmErTkKI3JKVSQdMQPw5fsZxDgVZnOedLN8s0178VanWcuJZC02pF06XGnCtyuIQcCrT64jnb2nDwwg2L8Q+DylZFpTpVSdhRNHJqMBhI2HGEqg1CS9xO7WjP+9vn8sHOebzy9Tv4Vw8sMdbZy5XwqPrs/MnyB+pHjZ2dHQ0bNiQ6OtrUptfriY6OplmzZnfd1t7enoCAALRaLb/++is9e/a8r2M/MmvK7qZmzZocPnzY4u8mTJhg+ndwcDBvv/02y5cvZ/To0aZ2vV7PwoULcXZ2JiwsjKioKE6ePMm6detQKpXUqFGDjz76iJiYGJo2bcr27dvZs2cPSUlJpl76J598wqpVq1ixYgVDhw7FyckJGxsbs175vWwHxinLJUuW4O1ted0EGBcl3rnAUaEpQK22K2ELc2kZWej0ejzdzafHPN3dOH/5qsVtmjeux5IVa2gYEUZQRV92HzhC9PY4dLeuiqng6EDdsFC+/H4FVSsF4unuyrrNOzh0/BSVKlr+dCJAUcEFhUqFITvdrN2QlY7Sx/IfYu3BrSgquOAwbDooFChUNhTuXE/h5hVmcUq/yji88RHY2EFBHvmLpmO4cblM6kjLzkOnN+Dp7GjW7unsyIXraRa3aVarMkuj99OgWgBBXm7EnbzE5vgz6AwGs7jTV5Pp/8lyCrRaHNR2zBrSnRD/ktd4/c815BagMxjwrGD+6duzgj0XkrMsbtM1vDLpuRoGfRcDGNDqDTzVMITBrcIAqKC2JSLQk6+2HaeKtwueFdRsOHqZw1dSCPJwKvUaLEnL1RifmwrmI++eFey5cDPT4jbNqvmzdGcCDYK9CXJ3Ju7cdTafuIxOb7AYX9pMOTvdkbOzPRduWl5i0Sy0Iku3H6NBFV+CPJyJO5vI5mMXH1rOlji5u6CyUZGZnG7WnnkzHd8Qy+vzbpy7xtLR87macBEHZ0faD+nBO7++z7SOo0i/Xnz6+LEn25Cfk8/BP0u+D1e5Kaebx44aNYoBAwbQqFEjmjRpwuzZs8nJyWHQoEEA9O/fn4CAAKZPnw5AXFwcV69epV69ely9epUpU6ag1+vN+gr3QjplGD91KBQKi7/76aef+Oyzzzh79izZ2dlotVpcXMzn8YODg3F2djb97Ovri0qlMptL9vX1Nd3f5NChQ2RnZ+Ppaf6mkJeXx9mzJU9H3Ot2lStXvmuHDCwveJzw5itMHFV266XeHTaIKTMX0GPQCBRAUEU/enaKYtWGmKK8xg5n4sfzaNdvKCqlklrVq9IlqgXHb1t3Jh6cKqQOtm37oFn5JfpLp1B4+aPuORjb9n0p3FS0AFh/8yq5s0aisK+ATURz7J8eQe788WXWMbtfo/tEMm3ZJnpPW4xCAYFebvRoVpvVd0x3Bvu689PY58nO17Dp4GkmLf2Tb0Y+VSYds/u190IS325PYFzXBoQHeHA5LZsZG+L5ausxhrauDcAHvZoy5fe9dPx0DSqFgpr+7nSuE8SJRMudVWswumtDpq3eQ+/P1hqfG3cnetSvyuoD1vtaHv14E6b9tpPes1YZc/ZwpkfDaqwuYbrTWp0/cJrzB4ou8jm7/xSTN31Kq2c7sGbWT8Xim/eNYs+qbWg1hcV+V+7K6WuW+vXrx82bN5k0aRLXr1+nXr16bNiwwbT4/9KlS2bv8fn5+UyYMIFz587h5ORE165dWbp0KW5ubvd1XOmUASdOnKBKleJXYu3atYvnnnuOqVOn0qlTJ1xdXVm+fHmx+47Y2ppPtykUCott+lsnV3Z2Nv7+/sTGxhY75t2ewHvdrkKFCiXu429jx45l1KhR5jneLPlKvTu5uzqjUiqLLepPSUvH08PN4jYebq589t4YNAUFpGdk4ePlwadff0+gv48pJqiiH4s+nUZuXj45uXl4e7rz9nuzCPT3tbhPAYacTAw6HQonN7N2hbMbhkzLb9p2nZ5FeyAW7Z6NxobrFymwU6PuM4zC6F+Ml5AD6LQYUq5jAAqunkUZVB27lo+j+XV+qdfh7uSASqkg5Y5F/SlZuXi5OFrcxsPZkdkv90BTqCU9Jx8f1wrMWb2dAE/zEVxbGxWVfNwACKvky7GL11kWc5CJz1pec/c/1+Boh0qhICXHfBQ6JScfLyfL6zvnxRylW0RlnmhgXHtS3deNvAId7/2xj8GtwlAqFAR5OPHtwCjyCrRkawrxdnZg9IpdBLg9nJEyd0e18bm542KFlJx8vJwt1+VRwZ7Zz7ZGU6gjPU+Dj7MDczbGE+D+kHO+40KElKx8vJwdLG7j4WTP7BfaGnPOzcfHxZE5Gw4Q8JBGJC3JTstEp9Xh4uVm1u7i7UbmzfR72odeq+PysfN4W7iKuVrjmviFBPDN67MfPNn/mNdff53XX3/d4u/ufB9u06YNx48ftxh7Px75NWWbN2/myJEjPPnkk8V+t3PnTipXrsz48eNp1KgR1atX5+LFiw98zAYNGnD9+nVsbGyoVq2a2cPLy3h5uZ2dXbFLae9lu3tlecHjvU1dgrEjGhZalbiDResc9Ho9uw8eoW7Y3ReCq+3s8PX2RKvTsWlbHFHNGxeLcXSwx9vTnYysbHbujbcYI27RadFfPYuqetH6PhQKVNUiSl7/ZacuPi1g+kRqedQYAKUCbGxL/v0DsLVRUSvIlz0ni0bh9HoDe05eJqLq3dd/qW1t8HVzQqvXE33wNJERIXeN1xuMa55Km61KRS1/d/acL1qDpDcY2HM+iYhAy6Ny+Vodyjv+y5W3Ggx3TMM62Nng7exAZl4BO89eJ7LGw7m9hK2Nilr+Huw5d1tdegN7zl0nooRbYvxNbavC18URrd5A9PHLRNYMuGt8abG1UVGroid7zhatR9TrDew5m0hEpbvPJKhtVfi6VjDmfPQikWFlf8uLkugKdVw6eo4azeuY2hQKBTWa1+HcgVP3tA+FUkFAzUpkJBX/kNa8X1suHj7L1RMP/t5WJkrxPmX/Bo/USJlGo+H69evodDpu3LjBhg0bmD59Oo8//jj9+/cvFl+9enUuXbrE8uXLady4MWvXruW333574Dzat29Ps2bN6NWrFzNmzCA0NJRr166xdu1aevfuTaNGjQgODub8+fPEx8cTGBiIs7PzPW33MPXv053xH31B7dAQwmtWY+mva8nL19Crk/GKoHH/9xk+Xp6MHPwcAIdPnCIpOZUaIVVISk5h/pKf0Rv0DHq6l2mfO/bGYzAYCA6qyKWr15n11VKqVAqgV+eSrzJ6WHJz87h0pWgB+dVrN0g4dRZXF2f8/XzusmXZK9yyGvXTI9BfOYPu0mnsWnVHYWePdu8mANRPjzTe4mL9UsB4ZaVt657or55Hd+kkSk9/7Do/h/b4XlNnza7LC2hP7seQloxC7YBN/daoqtYh/+spZVbHC+0aMHHJn4RV8qFOsB8/bD5InqaQno8Zp/EmLN6Aj5vxFhcAR84nkpSRTY1Ab5LSs1mwdjd6g4GBHYpeC5+t3k6LsGD8PJzJzS9k/b4E9p2+zLxhT5RNDc1CmbhqD2EVPahT0YMf4k6RV6ilZz3jaPyEVXH4ODswvJ2xE926uj/f7z5FTT93wgM8uJSazbyYo7QOrYjq1vTIzjPXMWAg2NOZS6nZfLrpMFW8nE37fBheaF6Tib/tMtYV6MkPu4wXTPS8NcI34ded+Lg4MrxDPQCOXE4mKSuPGn7uJGXmsiDmiPG5aRn28HJuFcbEX7YTFuBJnSAvfthxwphzQ+N9Dyf8vM2Yc+eGxpwv3SQpM5caFT1IyshlQXS8MefWRR2iXE0hl1KK1gdeTcsi4Voqro52+JfRyGX0N38wYOYwLh05x4X4M7R9qStqRzW7fokFYMDMYaTfSGX1jB8B6Dr8Sc4fPM3NC9dxcKlAh5d74BHgzY7l0Wb7tXdyoEHXx/j1g6VlknepKKfpy/LySHXKNmzYgL+/PzY2Nri7u1O3bl0+++wzBgwYYPFeIj169ODNN9/k9ddfR6PR0K1bNyZOnFjsRnP3S6FQsG7dOsaPH8+gQYO4efMmfn5+tG7d2jRf/eSTT7Jy5UqioqJIT0/nu+++Y+DAgf+43cPUOaoFqRmZzF20nOS0dGqGBLPg/8bjdWv6MjEpGYWi6P9VU1DI5wuXcyXxBo4O9rRqWp8P3x2Oi1PRdGtWTi5zvvmBG8kpuDo70b7VYwx/8Rlsbcr/VD2acJoX3xhj+nnG518B0LNLez6Y8FZ5pQWA9tB2FE4u2HV61njz2GvnyftmKoZs4/Sy0t0L/W0jYwWbfsZgMGDX+TkUrh4YsjPRHt9LwfrvTTEKJ1fsnx6JwsUDQ34O+msXyf96CrrTh4odv7R0aliDtKw85v+xi+SsXGoEeDNvWG88XYznSGJaltn6T41Wx9w1O7mSnIGj2paWtavw/oDOuDgWTamlZuUyYcmfJGfm4GRvR2iAF/OGPUGzWmVzS4NOtSuRlqNhfuxRkrPzqeHrxrxnW5sWnCdm5JrVMKR1GAqFgrkxR0nKysPdUU3rUH9ebxtuisnSFPL55sPcyMzD1cGOdrUCeT2qDraqhzfZ0Sm8Mmm5+czffNhYl587816IwtPJwWJdGq2OudGHuJKWjaOdLS2r+/P+k81wcbj3EfkHzjmiCmnZ+czfFE9yVh41/D2YN6g9nremLxPTc4rnvPEgV1KzjDnXCOD9vq3Mcj52NYUhX/9p+nnm2n0AdG8QwntPtSyTOvb/sQsnDxcef7PvrZvHXuDzAR+abnPhEeBlNqrq6OrEc9NfxsXbjdzMHC4dOcfHT07g+hnzi7AadW+OQqFg7+/3d9d5UXYUhjvHx8Ujq+DKkX8O+hdQ2P/zmrp/A83/vVneKTwwVecu5Z1C6bhh+YrifxUr+GBTKmzLZvr8YRs1Kr68U3hgJX0rQGnK+/btUtuXw0uflNq+ysp/5FUqhBBCiP+ccrolRnmRTpkQQgghrJKhHO8RVx4e+asvhRBCCCGsgYyUCSGEEMI6ydWXQgghhBBW4BFbUybTl0IIIYQQVkBGyoQQQghhnR6xhf7SKRNCCCGEdXrE1pTJ9KUQQgghhBWQkTIhhBBCWKdHbKRMOmVCCCGEsE6P2DdByvSlEEIIIYQVkJEyIYQQQlgnmb4UQgghhLACcksMIYQQQggrIHf0F0IIIYQQD5uMlAkhhBDCOsn0pXhUaT4ZV94plAqFzX9jAFj97qflncIDy5/wWnmnUCryTueVdwoPzNZDUd4plAqVh7q8UygV6QaH8k7hX8HwiC30/2+8ewkhhBBC/MvJSJkQQgghrJNMXwohhBBCWAG5+lIIIYQQQjxsMlImhBBCCOsk05dCCCGEEFZArr4UQgghhBAPm4yUCSGEEMI6yfSlEEIIIYQVeMSuvpROmRBCCCGs0yM2UiZryoQQQgghrICMlAkhhBDCKj1q330pnTIhhBBCWCeZvhRCCCGEEA+bjJQJIYQQwjo9YiNl0ikTQgghhHV6xG6JIdOX5Sg4OJjZs2ffc/yFCxdQKBTEx8eXWU5CCCGEKB8yUvY/GDhwIOnp6axatcqsPTY2lqioKNLS0nBzc/vH/ezdu5cKFSqUam6LFi1i5MiRpKenl+p+S2Lbsit2bZ9A4eyO/tp58n/9Ev2l0yXHt+mBXYsuKNy8MeRkoj20E80fi0FbCIBd+z7YRDRH6ROAobAA3YUENGsWYUi6WnY1NO+KbWQvYw2JF9D89hX6y3epoVV3bJt1QeHuhSEnC+3hnRSsW2KqwaZZZ2ybdUHp4QOA/volCjb9hC7hQJnVcD/2xR/hu2UrOJ5whpspqcyZPpF2rZuXd1omtm26Y9exDwoXd/RXzpH/0zz0F06VHN+2F3atH0fh4Y0hOxPtwW1ofvvO9HyoqtXBrmMflJWqo3TzJG/+VLSHdpVpDQ49e+HY92mUHh5oz54l6/M5aE8mWIx1mzkbu3r1i7Vrdu8iY/y7APhEb7G4bfaX88n9eXnpJX4HdadeqHs8jdLNA93FM+Qu/AzdGct1OE2ZjW3tesXaCw/sInv6WAAUru44PP8ythGNUFRwQnviMLnfzkF/vQxf35HdUXfog8LVA/2Vc+Qtn4f+wskS4+3a9ca2dTeUHj4YsjMpPLANzW8Li86n6nWw6/gUqlvnU+68KWV+PgF06N+F7kN74+rtxqUTF1g0+WvOHrL8d6p1n7a8OnO4WVtBfgEDavQ1/fzKJ8Np81Rbs5hDsQf4vwHTSj/5ByHTl+Jh8fb2Lu8UHohN/Zaoew0m/+e56C+ewrZNDxxfmUbOh69gyM4oHt+gDerHB5D/42foLpxA6R2A/bMjAAOaVd8CoAqpQ8H2tcaOnVKJult/4z7/7zUo0JR+DXVbYtfjRTS/zkd36RR2rbrjMGQKuTNes1xD/dbYde2P5ufP0V1IQOldEXW/EWAwULBmIQCGjBQK1i1Bn3wNUGDbqC32A8eR9+mb6G9cLvUa7ldeXj41qlWld7eOjBz3fnmnY8amYWvUfYaQv+xz9BdOYtu2F45vfEDOlMEYsiw8H40jUfd+kfwls9CdO4HSJwD7AW+BATQrvjIGqe3RXTlP4c6/cHhlUpnXoI6MwumVYWTNnkVhwnEcn3gKt48+IWXg8xgsfFjKmDIRhY2t6WeFiwseX3+LZmusqS25T2+zbeyaNMX57dHkb7PcWSsNts2jcBjwGrlfzUJ75gT23frgNP5jMke8gCEzvVh8zicT4fY6nFxw+eRbCnYV5eg0+n0MWi3ZM8ZjyMvF/vGncJo0k8w3B4Imv9RrsGnUBvs+Q8lf9jm68wnYtetNheEfkD35pRLOpyjUvV8kb/EsdOeOo/QJwGHg24ABzS/G80lhZ4/+yjkKd/yJ46uTSz1nSx57vAUvTHiRb8fP50z8Kbq82IN3l07mrahhZKYUrwMgNzOHUW2HFTUYindu4mP3s+Dtz00/azWFpZ77gzI8Yp0ymb4sQ9u3b6dVq1Y4ODgQFBTE8OHDycnJMf3+zunLhIQEWrZsib29PWFhYWzatAmFQlFsRO7cuXNERUXh6OhI3bp12bXL+CktNjaWQYMGkZGRgUKhQKFQMGXKlDKrzy6yF4W7/kS7Jxr9jctofpmHoUCDbdMOFuNVVWqiO38C7YEtGFKT0J08iPbAVpSVQk0xeV9OMe7v+iX01y6Qv2w2Sg8fVIHVyqQG2zY9KYz7C+3eaAw3LqP5dT6GQg02jdtbjFcG10R34QTag1sxpCWhOxWPNn4rqkrVTTG643vRJezHkJyIIfkaBRu+h4J8lJVrlEkN96tVs8YMHzqA9m1alHcqxdi1f4LCHRvQ7tqIPvESmmWfYyjUYNu8k8V4VUgYurPH0O6NxZByA92JA2j3xqIMLvq/1h3bR8Hvi9HG73woNTj26Uveuj/I/3M9uosXyZo9E4MmH4fOXS3GG7Ky0Kelmh52DRthyNeQvyXWFHP77/VpqahbtKAw/iD6xMQyq8P+8afQRK+lIHYD+isXyf1qFhTkY9e2hDqyszCkp5oethGNQJNPwS5jHUr/QGxCa5P79afozp5Ef+0yuV9/isJOjV2LdmVSg7r9ExRu30Dhzr/QJ14i/4fPjH+jSjifbEznU4zpfCrcG4vqtvNJe2wfmtUP73wC6Da4J5uX/8WWXzZz9fQVvh03n4I8DZF9S/5/Mxgg42Z60SO5eOetUKM1i8nJzLGwJ/EwSaesjJw9e5bOnTvz5JNPcvjwYX766Se2b9/O66+/bjFep9PRq1cvHB0diYuL46uvvmL8+PEWY8ePH8/bb79NfHw8oaGhPPPMM2i1Wpo3b87s2bNxcXEhMTGRxMRE3n777bIpUGWDMrAaulOHitoMBnSn4s3eEG+nO5+AKigE5a0OjMLTF1VYI3TH95V8HAfj9K4hN6vUUjdR2aAMCClew+lDqEroQOkvJKAKDEEZdKsGD19sajZEe2K/5WMolNjUawV29uguljxlIjA+H5WqoztxsKjNYEB34iDKqrUsbqI7e9w4jRRs7NgrvPxQ1WmM7uieh5FxcTY22ISGUnDgtvPBYKDgwH5sw2rf0y4cunRDE7MZ8i2PHCnc3bFr2oy89etKI2PLbGxQVa2B9rB5HYWH92MTGnZPu1C360rBzs1FI2C2t0bRCgvM9klhITa1wksp8dvcOp+0J25bNmAwoE04iKqq5Rq0pvPJ+PpXePlhU6cx2qN7Sz+/e6SytaFKeAhHtx82tRkMBo5uP0T1BiV/0LOvYM9nO77ii13f8NbXYwmsHlQsJuyxOizYv4iZm+fy4vsv4+TmXCY1PBC9ofQe/wIyffk/+uOPP3BycjJr0+l0pn9Pnz6d5557jpEjRwJQvXp1PvvsM9q0acP8+fOxt7c323bjxo2cPXuW2NhY/Pz8APjggw/o0KH4qNPbb79Nt27dAJg6dSq1a9fmzJkz1KxZE1dXVxQKhWkfJdFoNGg05tOBBVodahvVPdWvqOCCQqVCn5Vm1m7ISkflG2hxG+2BLWicXHAc/hEoFChUNhTsWEfBpl9KOIgC+95D0J47jv76pXvK6378XYMhO92s3ZCVjtKnhBoObkVRwQWHYdNNNRTuXE/h5hVmcUq/yji88RHY2EFBHvmLpmOwgqlLa6ZwunVO3TE1ZshKR+VX/A0FQLs3Fo2TK45vzyw6p7b8QcGGnx5CxsUpXV1RqGzQp5m/LvRpadgEVfrH7W1q1MSmalUyP/moxBiHjp0x5Oai2bb1gfMticLZ1fhcZKSatRsy0lAF/HMdqmo1UVWqSs78GaY2/dVL6G5ex+HZIeR+ZRw9VHd7CqWXD0o3j9Kv4db5ZMhKN2s3ZKbd5XyKQePkQoV37jif1pfdur1/4uLujMpGRUZyull7RnIGFUMs/51KPHeVL9/5nEsJF3F0dqTb0F5MXfl/vNNhOKnXUwA4tOUAezfsIulyEr6V/eg3+nnGLJ7IpN7vWtdd9K0pl4dAOmX/o6ioKObPn2/WFhcXx/PPPw/AoUOHOHz4MD/88IPp9waDAb1ez/nz56lVy/yT/8mTJwkKCjLrTDVp0sTisSMiIkz/9vf3ByApKYmaNWvec/7Tp09n6tSpZm3vNq3OuMfKbopNVa0Odu2fQrNiAbqLJ1F6+aN+YiiGjqkU/FX8TVTd5xWU/pXInTOmzHK6X6qQOti27YNm5ZfoL51C4eWPuudgbNv3pXDTz6Y4/c2r5M4aicK+AjYRzbF/egS588dLx6yUqUIjsOvcD82Pc9GdT0DpUxF131cwZDxLwbpl5Z3efXPo2g3tubMlXhQAYN+5C/nRm8xHnKyMum1XtBfPml8UoNOR88kkHF8djduiPzDodGiP7KfwwG5QKMov2duoQiOw6/I0+cu+MJ1P9v1exa7rv+t8On3gJKcPFI3Mn9qfwCfRX9DuuU78MtNYx641202/v3zyIpdOXGDO9i8Ja1aHYzsOF9tnufmXjHCVFumU/Y8qVKhAtWrm65yuXLli+nd2djYvv/wyw4cPv3NTKlX650+ad2Nre9ti2lt/zPT3+Wli7NixjBo1yqytYNzT97y9IScTg06H0tmd24+scHZDn5lmcRu7Ls+j3RdD4e6/jDknXgQ7e+z7vU7Bxp/NFqKqn3wZm7DG5H4+FkNGyr0Xdh/+rkHh5GbWrnB2w1BSDZ2eRXsgFu2ejcaG6xcpsFOj7jOMwuhfimrQaTGkXMcAFFw9izKoOnYtH0fz63yL+xVgyL51Trm43fs51b0/2rjNFO7YAID+2gXjOfX8cArW/2hxcXNZ0mdkYNBpUbq7m7Ur3d3Rp6aWsNUt9vaoI9uSs3hhiSG24RHYVKpM5ntTS4wpDYasDONz4eqB7rZ2has7+vR/qENtj12LtuT99F2xX+nOnSLrncHgWAGFjQ2GzAycP5yH9mzpT+3/fT4pnN3M2hUu7ugzLJ9P6h4DKIyLNjufNGp77J8fUS7nE0BmWhY6rQ5XLzezdlcvV9JvWq7jTjqtjgvHzuFXueQZlKTLN8hMycCvsp91dcoeMbKmrIw0aNCA48ePU61atWIPOzu7YvE1atTg8uXL3Lhxw9S2d+/9r2Ows7Mzm0YtiVqtxsXFxexxr1OXAOi06K+cQVW9aNQOhQJVaN0SLzdX2Kkx3HkjQNPPRZ+U1U++jE14M3LnjseQeoMyo9Oiv3q2eA3VIkpe/2WnLn4zQ33xGopRKsyuTBMW6LToL51GVbNeUZtCgapmPfTnTljcxOI5dS/PR1nRatGeOoVd/YZFbQoFdvUbUHj82F03tW8TicLOlvxNG0uO6dKVwpMJaM+dLa2MLdNq0Z07iU14g6I2hQLb8IZoTx2/66Z2zSLBxo6CrSXXQW4OhswMlH4BqEJqULh3R+nkfbtb55NNrdtuN6JQYFOzHrpzlmtQ2KmLdbwM5Xk+AbpCLeePnKVOi6K/UwqFgtotIsxGw+5GoVQSVKMyaXfpxHn4eeLk7kx60r119B4aWVMmSsOYMWN47LHHeP311xk8eDAVKlTg+PHjbNy4kS+++KJYfIcOHQgJCWHAgAHMmDGDrKwsJkyYABSNht2L4OBgsrOziY6Opm7dujg6OuLo6Fhqdd2uIHYV9s++ie7yGfSXTmHbpicKO3sK4zYBYP/cm+gzUij4YwkA2mN7sIvshf7KOXQXTxmnL7s8h/bYHlNHR93nVWwbtibvmw9Ak2f6lGvIzy2T6ZrCLatRPz0C/ZUz6C6dxq5VdxR29mj3GmtQPz3SeIuL9UsB45WVtq17or96Ht2lkyg9/bHr/Bza43tNNdh1eQHtyf0Y0pJRqB2wqd8aVdU65H89pdTz/1/k5uZx6co1089Xr90g4dRZXF2c8ffzKcfMoGDTSuwHvo3u4ulbt8TobTyndhpHV+0Hvo0+PYWCVcZRGO2ROOza9UZ/+WzR9GWP/mgPxxV1ntX2KL0rmo6h8PJDGVgVQ04WhrSbpV5D7oqfcRkzFu2pBAoTEnB8sg8Kewfy/lwPgPOYceiTb5Lz7ddm29l36YZmx3YMmZkW96twdMS+dSRZC+aVes6W5P/xCxWGjUV39qTplhio7SmIMdbh+PpY9KnJ5C8zr8OubVcK927HkF28DtvH2mDIzECffANVpao4DHqDwj3b0R6+y8U+D0CzaSUOA99Gd+EUugsnsWt35/n0Dob0ZDR/n0+Hd2PX/gl0l87cOp8CsO8x4K7nk7KMzyeAtd+s5tWZIzh3+AxnDp2my4vdUTvas+WXaABenTWCtOspLJ/xPQBPDO/L6YOnuHEhEUfXCnQf2gvvQG9ilhs7ympHe54c2Y8963eRfjMd38p+PDt2ADcuJHJo68ES8ygPhnIYnSxP0ikrIxEREWzZsoXx48fTqlUrDAYDISEh9OvXz2K8SqVi1apVDB48mMaNG1O1alU+/vhjunfvXuyigLtp3rw5r7zyCv369SMlJYXJkyeX2W0xtAe3o6ngirrLc8YpgavnyP1ysmnhvMLdG+VtL6iCv34CgwF11+dRuHoabx57dA+adUtNMXYtjZfbO74x3exYectmo90TXfo1HNqOwskFu07Pmm6Am/fNVNM9ypTuXuhvG4kp2PQzBoMBu87PoXD1MN6s9PheCtZ/b4pROLli//RIFC4eGPJz0F+7SP7XU9CdPlTs+OXhaMJpXnyjaJ3ejM+N91/q2aU9H0x4q7zSAkC7fysaZ1fU3V8w3Tw29/MJpsXaCg8f83Nq3TLjOdVjAAo3TwzZGWgPx6FZvcgUo6ociuOoogXn9k+9DEDhro3kL55Z6jVoYmPIdnWjwsAXUbp7oD17hvR338Fwa/G/ysen2GirKjAIu/AI0kaX/P+vjmoHCgWamNJ/HVhSuDOGPBc37PsNMt489sIZsj8YjeHW1J/Sy7fYqJKyYhC2tSLIes9yHUp3T+wHDEPh5o4+LYWCLX+R/+uSMqtBu28L+U6uqHv0LzqfPhtvOp+UHt5mr2/NumUYMGDfc+Bt59Nu8lctMsWoKodS4a2PTT/b930FgIKdf5XJ+QSw+48duHi60mfUM7h5u3Px+Hn+r/9U020uvCp6m93Pq4KrE0P+7zXcvN3Jycjm/NGzTH7iXa6eNi6x0ev0VKoZTOsno6jgUoG0G2kc3hbPLzN/QFugLZMaxL1RGB61bui/yI4dO2jZsiVnzpwhJCSkzI+XNbJ7mR/jYVDY/Ddm5dXvflreKTyw/AmvlXcKpSLvdF55p/DAbD2sYzH9g1J5qMs7hVLx8gaH8k7hgf14cVWZHyNzSMdS25fL13+V2r7KioyUWZHffvsNJycnqlevzpkzZxgxYgQtWrR4KB0yIYQQwur8S9aClRbplFmRrKwsxowZw6VLl/Dy8qJ9+/bMnFk2w+FCCCGEsC7/jXme/4j+/ftz6tQp8vPzuXLlCosWLcLT07O80xJCCCHKhUFvKLXH/Zo7dy7BwcHY29vTtGlT9uy5+zeFzJ49mxo1api+WvHNN98kv4Rv5iiJjJQJIYQQwjqV0/TlTz/9xKhRo1iwYAFNmzZl9uzZdOrUiZMnT+LjU/wq9WXLlvHuu++ycOFCmjdvzqlTpxg4cCAKhYJZs2bd83FlpEwIIYQQ4jazZs1iyJAhDBo0iLCwMBYsWICjoyMLF1q+ufPOnTtp0aIFzz77LMHBwXTs2JFnnnnmH0fX7iSdMiGEEEJYJ33pPTQaDZmZmWaPO78DGqCgoID9+/fTvn17U5tSqaR9+/bs2rXLYprNmzdn//79pk7YuXPnWLduHV27dr2vcqVTJoQQQgirVJpryqZPn46rq6vZY/r06cWOmZycjE6nw9fX16zd19eX69evW8zz2WefZdq0abRs2RJbW1tCQkKIjIxk3Lhx91WvdMqEEEIIYZ1K8WuWxo4dS0ZGhtlj7NixpZJmbGwsH374IfPmzePAgQOsXLmStWvX8t57793XfmShvxBCCCH+89RqNWr1P9982MvLC5VKZfZd1AA3btzAz8/yl7pPnDiRF154gcGDBwMQHh5OTk4OQ4cOZfz48SiV9zYGJiNlQgghhLBOpbim7F7Z2dnRsGFDoqOLvtJMr9cTHR1Ns2bNLG6Tm5tbrOOlUqmA+/v+ThkpE0IIIYRV+l/uL1YaRo0axYABA2jUqBFNmjRh9uzZ5OTkMGjQIMB4X9GAgADTmrTu3bsza9Ys6tevT9OmTTlz5gwTJ06ke/fups7ZvZBOmRBCCCHEbfr168fNmzeZNGkS169fp169emzYsMG0+P/SpUtmI2MTJkxAoVAwYcIErl69ire3N927d+eDDz64r+PKF5ILE/lCcusiX0huPeQLya2HfCG59XgYX0ie9mRkqe3L/dfYUttXWZGRMiGEEEJYpfKaviwv/40hBSGEEEKIfzkZKRNCCCGEdbqPqyb/C6RTJoQQQgirZHjEOmUyfSmEEEIIYQVkpEyY2DzerbxTELf5L1y5aP/+vPJOoVTYJV8u7xQenE5b3hmUCkPhv/9KWIDc9QvKO4V/h0dspEw6ZUIIIYSwSo/a9KV0yoQQQghhnR6xTpmsKRNCCCGEsAIyUiaEEEIIqyTTl0IIIYQQVuBR65TJ9KUQQgghhBWQkTIhhBBCWKVHbaRMOmVCCCGEsE4GRXln8FDJ9KUQQgghhBWQkTIhhBBCWCWZvhRCCCGEsAIGvUxfCiGEEEKIh0xGyoQQQghhlWT6UgghhBDCChgesasvpVMmhBBCCKv0qI2UyZqychQbG4tCoSA9Pf2et5kyZQr16tUrs5yEEEIIUT5kpOweLViwgHfeeYe0tDRsbIz/bdnZ2bi7u9OiRQtiY2NNsbGxsURFRXHmzBlCQkJK3Gfz5s1JTEzE1dW1VHONjIykXr16zJ49u1T3a8nyLfEs3rSflMwcQgO8GdM3ivBgP4uxhTodC//cy5q44ySlZxPs686Inq1oUTvYFPPz1kP8su0w11IzAQjx92Rol6a0rF1FavgHtm26Y9exDwoXd/RXzpH/0zz0F06VHN+2F3atH0fh4Y0hOxPtwW1ofvsOtIUAqKrVwa5jH5SVqqN08yRv/lS0h3aVaQ33al/8Eb5btoLjCWe4mZLKnOkTade6eXmnZbJ8bQyLVv1FcloGocGBjB36DOGhlp//Qq2Wb1ds4PeYnSSlpBMc4MfIAU/QskEdU0znIWO5lpRSbNt+XSIZ/8qzZVfH+i0sWrWR5PRMYx2D+xJePdhibKFWx7cr/+T3mN0kpaYTXNGXkS/0omWD2qaYzi9P4NrN1GLb9uvcmvFDny6bGv7czuI1sSSnZxFauSLvDupNeLVKJdewKpo1W/eRlJpBsL83I597nBb1aprF3UjNYPYPf7AjPoF8TQFBfl5Me/VpaocElUkNAF37d6PXy0/g7u3OhRPn+WrSl5w+ZPn13bZPO0bMetOsrSC/gKdCn7AY/+qHw+j8fBe+mfoVa779vdRzfxCP2tWX0im7R1FRUWRnZ7Nv3z4ee+wxALZt24afnx9xcXHk5+djb28PQExMDJUqVbprhwzAzs4OPz/Lb/7/Bn/uP8nMlVsZ/3Q7woP9+CHmAK99sZLVkwfi4exYLH7ump2s3XOCSc92oIqfOzuPX2TU17+z+K2nqRnkA4CvuxPDe7akko8bGOD3uOOM/PJ3lr/7HNUqekkNJbBp2Bp1nyHkL/sc/YWT2LbtheMbH5AzZTCGrIzi8Y0jUfd+kfwls9CdO4HSJwD7AW+BATQrvjIGqe3RXTlP4c6/cHhlUpnk/b/Ky8unRrWq9O7WkZHj3i/vdMxs2LaXjxf+wsRXnyM8tArfr4nmlSlz+H3eNDzdXIrFf/HDatbGxjF52AtUCfRjx8FjvDl9Pks+GkOtqsbOw7JPxqHXF83jnLl4laGTZ9OxRcOyq2P7Pj7+7lcmvvwM4aHBfP/HZl6Z9jm/fz4FTzfn4nUs+521W/cw+dXnqBLgx47447w54yuWfPg2taoaOyvLZowxr+NSIkOnfkbH5g3KpoadB/lkye9MGNyH8OqV+GHdNl798CtWfzoGT1cLNfy0nrXb9jP55b5UqejDzkMnefOT71j83hvUqhIIQGZ2LgMnfU6jsGrMHTsEd5cKXEpMxqWCQ5nUANCyeytenDiY+ePmcir+JN1f6smU76fxWuTLZKQUf30D5GTm8FrUy6afDQbL+36sUzNC69cg5XrxTr81KCnv/yqZvrxHNWrUwN/fv9iIWM+ePalSpQq7d+82a4+KikKv1zN9+nSqVKmCg4MDdevWZcWKFWZxd05ffv311wQFBeHo6Ejv3r2ZNWsWbm5uxfJZunQpwcHBuLq68vTTT5OVlQXAwIED2bJlC3PmzEGhUKBQKLhw4UJp/3cYc4g+wBPN69CrWW1C/D2Z8HR77O1sWLXrqMX4tXtO8FKnJrSqU4VALzf6tq5Ly9pVWBK93xTTJjyEVnWqUNnHncq+7rzRowWOaluOXLguNdyFXfsnKNyxAe2ujegTL6FZ9jmGQg22zTtZjFeFhKE7ewzt3lgMKTfQnTiAdm8syuAaphjdsX0U/L4YbfzOMsv7f9WqWWOGDx1A+zYtyjuVYpas3siTHVvSq30LQipVZOKrz+GgtmPVph0W4/+I2c3gPl1o1SicQD9v+nWJpGXDOixZtdEU4+HqjJe7q+mxZd8Rgvy8aVQntOzqWLOZJzu0oFe7ZoQE+TPx5WeMdWy2fD78sWUPg5/sTKuGdQj086Jf59a0bFCbJb9v+uc6alcvkxqWrt3KE+0eo1dUE0IC/Zgw+Ens7WxZFbPHYvzabfsZ3LsdrerXItDXk74dm9Oyfi2W/LHFFLPw9834errx3mtPE16tEoE+njSvW4Mgv7L5wAXQc3Av/vrxT6J/2cTl05eZP3YumjwN7ft1KHEbg8FA+s100yMjOb1YjIevJ0OmvcysEZ+gLdSWWf7i3kmn7D5ERUURExNj+jkmJobIyEjatGljas/LyyMuLo6oqCimT5/OkiVLWLBgAceOHePNN9/k+eefZ8uWLRb3v2PHDl555RVGjBhBfHw8HTp04IMPPigWd/bsWVatWsUff/zBH3/8wZYtW/i///s/AObMmUOzZs0YMmQIiYmJJCYmEhRU+kPqhVodJy7foGnNomkApVJB05qVOHwu0eI2BVodalvzwVm1rQ0Hz16zGK/T69mw7yR5BVoiqviXXvK3/BdqAEBlg7JSdXQnDha1GQzoThxEWbWW5bzOHkdVqTrKYOObusLLD1WdxuiOWn6zEvemsFDLibOXeKxu0f+7Uqmkad1aHDp5zuI2BVotdna2Zm32dnYcPHGmxGOsjd1Nr/YtUCjKZmrHVEdEUSddqVTSNKImh06et7hNQaEWuzteG/Z2thw8cbbEY6zduodebZuVSR2FWi0nzl3hsfCiDp9SqeSx8FAOn75ocRtjDebPhdrOlvjbat6y7zi1qwbx9qzFRA6ZTN8xM/k1eveduyo1NrY2hIRX49D2eFObwWDg0PZ4ajSoWeJ2DhUc+HrnQr7d/R3jvplAUKj5lK1CoeDN2aP47cuVXD51qazSf2AGvaLUHv8GMn15H6Kiohg5ciRarZa8vDwOHjxImzZtKCwsZMGCBQDs2rULjUZDZGQkYWFhbNq0iWbNmgFQtWpVtm/fzpdffkmbNm2K7f/zzz+nS5cuvP322wCEhoayc+dO/vjjD7M4vV7PokWLcHY2Dr+/8MILREdH88EHH+Dq6oqdnR2Ojo5lOjWalp2HTm/A844pPk9nRy5cT7O4TbNalVkavZ8G1QII8nIj7uQlNsefQXfH+PTpq8n0/2Q5BVotDmo7Zg3pToi/p9RQAoWTCwqVCn1mulm7ISsdlZ/lDrl2bywaJ1cc354JCgUKlQ0FW/6gYMNPZZLjoyItMxudXl9smtLTzZnzVyx39JvXr83S1RtpWLs6QX7exB1OIHrXAXR6y/M2m+PiycrJo2fbsltDl5Z1lzqu3rC4TfP6tVi6ZjMNw6oT5OdF3OGTRO+OL7mOPYdu1fFYqecPkJaZY6zhjmlKT1cnzl9LsrhN87o1WLp2Cw1rVSXI15O4o6fZvOcIutumXK8kpfDzxp280K0NL/Vux7Gzl/nou9+wtVHRo03jUq/DxcMFlY2K9DtGutKT0wkMCbS4zdVzV/n8nTlcOHEeR+cK9Hr5CT5a+TFvtH/NNE35xGt90Ol0/LHQutaQ3enf0pkqLdIpuw+RkZHk5OSwd+9e0tLSCA0NxdvbmzZt2jBo0CDy8/OJjY2latWqZGdnk5ubS4cO5sPLBQUF1K9f3+L+T548Se/evc3amjRpUqxTFhwcbOqQAfj7+5OUZPmPTEk0Gg0ajcasTV9QiPqOT+ylaXSfSKYt20TvaYtRKCDQy40ezWqz+o6pwmBfd34a+zzZ+Ro2HTzNpKV/8s3Ip8qsU3M//gs1AKhCI7Dr3A/Nj3PRnU9A6VMRdd9XMGQ8S8G6ZeWd3iNlzOB+TJ27hJ7DJqFAQaCfNz3btWBVtOXpzt82bqdFwzr4eLo93ET/wZgXn2Lq/B/oOXzqrTq86Nm2Gas2W7445LfonbRoEIaPh9vDTfQuRg/sxbQvf6bXmx+hUCgI9PWkZ2Rjs+lOvd5A7ZBAhj/TFYBaVQI5c/k6v2zcVSadsv/FyQMJnDyQYPo5Yf8J5m6eT6fnurBs5veEhIfQfVAPRnUbUY5ZCkukU3YfqlWrRmBgIDExMaSlpZlGuypWrEhQUBA7d+4kJiaGtm3bkp2dDcDatWsJCAgw249arX6gPGzvGF5XKBRmi2fvxfTp05k6dapZ27gXujGh/+P3tL27kwMqpYKUrFyz9pSsXLxcii+QB/BwdmT2yz3QFGpJz8nHx7UCc1ZvJ8DT/OpTWxuVcZE8EFbJl2MXr7Ms5iATn21/j9Xdm/9CDQCG7EwMOh1KFzduPwsUzm7oMy2P+Nl17482bjOFOzYAoL92AezssX9+OAXrf3z0VteWEncXJ1RKJSnpmWbtKelZeLlbvsraw9WZOeOGoSkoJD0rGx8PN2YvWUmgb/E1SteSUth9+ASfvvtqmeT/N3fnu9Rh4WIFuFXHu6/cqiMHHw9XZi9ddZc6Evh09NAyyR/A3aWCsYaMLLP2lIxsvCxcqADg4eLE7HdeNNaQnYuPuwuzl60lwLfow5S3uwtVA3zNtqsa4MumuMOlXwSQmZqJTqvDzcvNrN3Ny420m5Zf33fSaXWcO3YO/2DjEoqwJrVx9XLlm13fmWJUNioGTXiJ7i/2ZGiLl0ot/wf1qP0pkjVl9ykqKorY2FhiY2OJjIw0tbdu3Zr169ezZ88eoqKiCAsLQ61Wc+nSJapVq2b2KGmNV40aNdi7d69Z250/3ws7Ozt0Ot1dY8aOHUtGRobZ452nLS8Kt8TWRkWtIF/2nLxsatPrDew5eZmIqndfO6W2tcHXzQmtXk/0wdNERtz9KlW9wbiWq7T9F2oAQKdFf+k0qpr1itoUClQ166E/d8LiJgo7NYY778po6tg/WtMFpcnW1oZaIZWIO1w0SqHX64k7fIK6NaredVu1nS2+nu5odTo27TxAZNN6xWJWRe/Aw9WZVo3CSzt1M0V1nDS1Ges4Sd0ad7+1i7EON7Q6PZt2xxPZOKJYzKrNu/BwcaZVwzoW9lA6bG1sqFU1kLgjp01ter2euKOniahe+a7bqu1s8fVwRavTEx13mKhGRXnWqxHMhcSbZvEXE29S0du9dAu4RVuo5eyRM0S0qGtqUygURLSoazYadjdKpZLKNSqTlmTsxMX+GsOIjm8wsvNw0yPlegqrvlzJ1Bes60prWVMm7ioqKophw4ZRWFhoti6sTZs2vP766xQUFBAVFYWzszNvv/02b775Jnq9npYtW5KRkcGOHTtwcXFhwIABxfb9xhtv0Lp1a2bNmkX37t3ZvHkz69evv+9FsMHBwcTFxXHhwgWcnJzw8PBAqTTvf6vV6mIjdnn3OXX5QrsGTFzyJ2GVfKgT7McPmw+Spymk52PG+xJNWLwBHzfj7SEAjpxPJCkjmxqB3iSlZ7Ng7W70BgMDOzQy7fOz1dtpERaMn4czufmFrN+XwL7Tl5k3zPL9dR7Uf6EGgIJNK7Ef+Da6i6dv3RKjNwo7ewp3/gWA/cC30aenULDK+MlYeyQOu3a90V8+WzR92aM/2sNxRbfQVtuj9K5oOobCyw9lYFUMOVkY0m4Wy+Fhys3N49KVoosrrl67QcKps7i6OOPv51OOmUH/nh2YMOc7wqpVJrx6Fb5fs4m8/AJ6tTdeKTru04X4eroxor/xfDh88hxJqenUrBLEjZR05i9fg95gYFBv8w9Jer2e1dE76RHVHBuVquzr6N6WCZ8vuVVHZb5fE0OeRkOvtsY1suPmLDLW8XwvYx2nzhvrCA7iRmo6839ai96gZ1Bv8yUcer2e1Zt30yPqsTKv44VurZk4bzm1Q4KoE1KJ79dtJU9TQK/IJgCM/2IZPh6ujHi2m7GG0xdJSs2gZnAASakZzF/xp/H13SPKtM/nu7ZmwKTP+ea3TXRsVo+jZy6xIno3k4b0KbM6Vn+zihEz3+TMkdOcjj9F95d6Yu9oz6afjVe2jvx0FCnXU1j60WIA+o14mpMHTpJ48RoVXJzo/fITeAf6sHH5nwBkpWeRlW4+gqgt1JJ2M42r566WWR3in0mn7D5FRUWRl5dHzZo18fUtGsJu06YNWVlZpltnALz33nt4e3szffp0zp07h5ubGw0aNGDcuHEW992iRQsWLFjA1KlTmTBhAp06deLNN9/kiy++uK8c3377bQYMGEBYWBh5eXmcP3+e4ODg/7nmknRqWIO0rDzm/7GL5KxcagR4M29YbzxdKgCQmJZl1qHUaHXMXbOTK8kZOKptaVm7Cu8P6IyLo70pJjUrlwlL/iQ5MwcneztCA7yYN+wJmtW6+yfbR7kGAO3+rWicXVF3f8F089jczydgyEoHQOHhg/K2eYCCdcvAYEDdYwAKN08M2RloD8ehWb3IFKOqHIrjqBmmn+2fMt7zqHDXRvIXzyyzWu7F0YTTvPjGGNPPMz433lutZ5f2fDDhrfJKC4DOrRqTlpnFvGW/k5yWSY0qgcyfPNy0aP56cipKZdE5VVBYyBffr+bKjZs42qtp2TCcD0e+iIuT+RT67kMnSLyZaurclXkdLRuRlpnNvB//IDn9Vh0TX7+tjjSzD3sFhYV8sWwNV24kG+toUJsPRwzApcIddRxOIDE5lV7tmpV9Dc3rk5aZw7yf/zTWEBzAvLFDTPdZu56SfsdzoWXuTxu4kpSCo70dLevV4oNhz5rdg6xOtUrMemsQn/24li9/3UiAtwejB/SkW6uyu2fc9jXbcPFw5dlRz+Pu7c754+eY+sIk020uvCp6my1hcXJ1YthHb+Du7U52RjZnj5xhTO93uHz6cglHsF6P2ndfKgyGR23G9t9lyJAhJCQksG3btjI/Vt6mBWV+DHHvtCtWlXcKD8z+/XnlnUKp0Cf/+97MitH9N+5DZSjMK+8USkW/Hv/+v7erL/3xz0EP6EzYvS+r+SfVjv9ZavsqKzJSZmU++eQTOnToQIUKFVi/fj2LFy9m3rz/xhubEEIIcT/0j9hImXTKrMyePXuYMWMGWVlZVK1alc8++4zBgweXd1pCCCGEKGPSKbMyP//8c3mnIIQQQliFR21NmXTKhBBCCGGV/i23sigtcp8yIYQQQggrICNlQgghhLBKj9r9IaRTJoQQQgirJNOXQgghhBDioZORMiGEEEJYJblPmRBCCCGEFXjUbokh05dCCCGEEFZARsqEEEIIYZXk6kshhBBCCCsga8qEEEIIIayArCkTQgghhBAPnYyUCSGEEMIqyZoyIYQQQggr8KitKZPpSyGEEEIIKyAjZaJIyo3yzqB0aLXlnUGpyDudV94pPDC75MvlnUKpUHoFlXcKD0x7ZHN5p1A6ziWUdwalYu31g+Wdwr/Co7bQXzplQgghhLBKMn0phBBCCPGImzt3LsHBwdjb29O0aVP27NlTYmxkZCQKhaLYo1u3bvd1TOmUCSGEEMIqGUrxcT9++uknRo0axeTJkzlw4AB169alU6dOJCUlWYxfuXIliYmJpsfRo0dRqVQ89dRT93Vc6ZQJIYQQwirpDYpSe9yPWbNmMWTIEAYNGkRYWBgLFizA0dGRhQsXWoz38PDAz8/P9Ni4cSOOjo7SKRNCCCGEuJNGoyEzM9PsodFoisUVFBSwf/9+2rdvb2pTKpW0b9+eXbt23dOxvv32W55++mkqVKhwXzlKp0wIIYQQVslgUJTaY/r06bi6upo9pk+fXuyYycnJ6HQ6fH19zdp9fX25fv36P+a8Z88ejh49yuDBg++7Xrn6UgghhBBWSV+K+xo7diyjRo0ya1Or1aV4BKNvv/2W8PBwmjRpct/bSqdMCCGEEFbJQOndEkOtVt9TJ8zLywuVSsWNG+b37rxx4wZ+fn533TYnJ4fly5czbdq0/ylHmb4UQgghhLjFzs6Ohg0bEh0dbWrT6/VER0fTrFmzu277yy+/oNFoeP755/+nY8tImRBCCCGskr6cvpB81KhRDBgwgEaNGtGkSRNmz55NTk4OgwYNAqB///4EBAQUW5P27bff0qtXLzw9Pf+n40qnTAghhBBWSV+K05f3o1+/fty8eZNJkyZx/fp16tWrx4YNG0yL/y9duoRSaT7ZePLkSbZv385ff/31Px9XOmVCCCGEEHd4/fXXef311y3+LjY2tlhbjRo1MBgebGhPOmVCCCGEsEqludD/30A6ZUIIIYSwSqV5S4x/A7n6UgghhBDCCpR6p0yhULBq1arS3q2Z4OBgZs+eXar7jIyMZOTIkaW6z3txv/9fsbGxKBQK0tPTyywnIYQQwhoYUJTa49/gvqYv/74SYe3atdy4cQN3d3fq1q3LpEmTaNGiRVnlWO4SEhKoVasWu3bt4rHHHjO1P/bYY8THx5Oeno69vT0A+fn5uLm5MXfuXF566aV/3HdiYiLu7u6lmu+UKVNYtWoV8fHxpbrfe7E87hSLd5wgJTuPUF93xnRrSHigl8XYQp2ehVuPsSb+PElZuQR7ujCiYz1aVK/4cHPee5rFO0+Skp1PqK8bY7rUJzyg5MuZv999il/2n+V6Ri5ujna0rxXI8HYRqG1UAORoCpkbe5SYhKuk5mio4efG6E71qRPgUaZ1OPTshWPfp1F6eKA9e5asz+egPZlgMdZt5mzs6tUv1q7ZvYuM8e8C4BO9xeK22V/OJ/fn5aWX+B2Wr41h0aq/SE7LIDQ4kLFDnyE8tIrF2EKtlm9XbOD3mJ0kpaQTHODHyAFP0LJBHVNM5yFjuZaUUmzbfl0iGf/Ks2VWx73YF3+E75at4HjCGW6mpDJn+kTatW5erjndbnnsARb/tZeUzBxCA30Y068d4VX8LcYW6nQs3BDHml1HSUrPJtjXgxFPtKFF7aLn7uctB/llazzXUjIBCPH3ZGi35rSsU7XsajhwnsV7zpKSoyHUx4Ux7esQ7l/y39zv953jl4MXuJ6Vh5uDHe1D/Rneppbp9a3TG1iw4yRrj18hJUeDt5M9PeoEMaRZdRSKsnvjf/WVAbw16lX8/Lw5fPg4I0ZOZO+++H/crm/fHiz7fj6rf9/Ak32M70k2Nja8N200nTu3pWqVymRkZBK9eTvjxn9IYuKNf9jjw/WoTV/eV6fsySefpKCggMWLF1O1alVu3LhBdHQ0KSnF/+D9l9SsWRM/Pz9iY2NNnbKsrCwOHDiAr68vu3fvJjIyEoBdu3ah0Who27btPe37n+4O/G/y55GLzNxwgPHdGxMe6MUPuxJ4bUkMq4d3x8PJvlj83OhDrD10gUk9m1DFy5WdZxIZ9eM2Fg/pQE3/su3AmHI+domZfx1ifLeGhAd48EPcaV77YSurh3XBo0LxnNcduchn0YeZ0qMxdYO8uJiSxeTVe1Cg4O1O9QCYumYfZ25m8H6vpng727P28EVe+X4Lv77aCV8XxzKpQx0ZhdMrw8iaPYvChOM4PvEUbh99QsrA5zFYGFXNmDIRhY2t6WeFiwseX3+LZmusqS25T2+zbeyaNMX57dHkb7PcWSsNG7bt5eOFvzDx1ecID63C92uieWXKHH6fNw1PN5di8V/8sJq1sXFMHvYCVQL92HHwGG9On8+Sj8ZQq2olAJZ9Mg69vuhP+5mLVxk6eTYdWzQsszruVV5ePjWqVaV3t46MHPd+eadj5s99CcxcEcv4ZzsQHuzPD5v389rnv7B6ykt4uBT/kuW5q7ezNu44k57vRBU/D3YeP8+oBatY/M6z1KxkvI2Ar7szw3u1oZKPO2Dg913HGDn/N5aPH0C1ipY/vD1QDSeuMjPmOOM7hhPu784P+87x2s9xrB4chUeF4nd2X3f8Cp9tOcGULnWpG+DBxdRsJq+LR6FQ8Hbb2gB8F3eGX+IvMK1rfUK8nDl+PZ3J6+JxUtvwbMOy6Vw+9VQPPvl4Mq8Ne5c9ew8y/I3BrFv7A2F1WnPzZsnvv5UrBzLj/yaxbdtus3ZHRwfq1wvngw/ncPjwcdzdXPl01lR+W/kdjzXrWiY1/K8etU7ZPU9fpqens23bNj766COioqKoXLkyTZo0YezYsfTo0cMsNjk5md69e+Po6Ej16tX5/fffTb9btGgRbm5uZvGrVq0q9gljzZo1NG7cGHt7e7y8vOjd2/wN4nbffPMNbm5uprvvHj16lC5duuDk5ISvry8vvPACycnJpvicnBz69++Pk5MT/v7+zJw58x/rj4qKMrsEdvv27YSGhtK9e3ez9tjYWCpXrkyVKsZPh6tXr6ZBgwbY29tTtWpVpk6dilarNcXfOX25c+dO6tWrh729PY0aNTL939w56rV//34aNWqEo6MjzZs35+TJk4Dx/3fq1KkcOnQIhUKBQqFg0aJF/1hfaVi6M4EnGobQq0EIIT6uTOjeBHtbG1YdOGsxfu2hC7zUujatQgMI9HCib5PqtAytyJIdlkd3yiTnXad4okFVetWrQoi3KxO6NTTmfPC8xfhDV1KoF+RF1/DKBLhVoHmIH53rVOLotVQA8gu1RJ+4wsh2ETSs7E0lD2dejaxDkIcTv+yz/P9QGhz79CVv3R/k/7ke3cWLZM2eiUGTj0Nny39gDVlZ6NNSTQ+7ho0w5GvI3xJrirn99/q0VNQtWlAYfxB9YmKZ1bFk9Uae7NiSXu1bEFKpIhNffQ4HtR2rNu2wGP9HzG4G9+lCq0bhBPp5069LJC0b1mHJqo2mGA9XZ7zcXU2PLfuOEOTnTaM6oWVWx71q1awxw4cOoH0b65tpWLppH0+0iKBX83BCKnox4dmO2NvasmrnUYvxa+OO8VKXprQKr0qgtxt929SnZZ0qLNm01xTTJqIarcKrUtnXncq+HrzRqxWOajuOnL9WNjXsO8cTEZXoFV6JEC9nJnSKwN5WxaojlyzGH7qaRr0AD7qGBRLg6kjzKj50rhXA0cS022JSiazmR+sQXwJcHelQoyLNqnhzNDG9TGoAeHPEEL75dhmLl/zMiROneW3Yu+Tm5jFo4NMlbqNUKlm6+AumTvuEc+fN683MzKJz12dYsWINp06dJW7PAYaPmECjhnUJCnq4MxXC3D13ypycnHBycmLVqlVoNJq7xk6dOpW+ffty+PBhunbtynPPPUdqauo9J7V27Vp69+5N165dOXjwINHR0SV+seeMGTN49913+euvv2jXrh3p6em0bduW+vXrs2/fPjZs2MCNGzfo27evaZt33nmHLVu2sHr1av766y9iY2M5cODAXXOKiopi+/btpg5VTEwMkZGRtGnThpiYGFNcTEwMUVFRAGzbto3+/fszYsQIjh8/zpdffsmiRYv44IMPLB4jMzOT7t27Ex4ezoEDB3jvvfcYM2aMxdjx48czc+ZM9u3bh42NDS+++CJgvOHdW2+9Re3atUlMTCQxMZF+/frdtbbSUKjVcSIxlaYhRSN/SqWCpiF+HL6SbHGbAq3ONCXwN7WNioOXbpZprn8r1Ok4kZhG0yq+pjalQkHTKj4cvmL502fdQE+OJ6Zx5Krx91fSstl+JpGW1Yx16/QGdAaD5bouW/5/eGA2NtiEhlJwYH9Rm8FAwYH92IbVvqddOHTphiZmM+TnW/y9wt0du6bNyFu/rjQytqiwUMuJs5d4rG4tU5tSqaRp3VocOnnO4jYFWi12drZmbfZ2dhw8cabEY6yN3U2v9i3KdKrp365Qq+PEpes0rVXZ1KZUKmhaqzKHz1nuQBVodahtzSdf1LY2HDxz1WK8Tq9nw94T5BUUElGl9DsChTo9J65n0DS4aAROqVDQtLIXh6+lWdymboA7x2+kc+RWJ+xKeg7bzyXRsqrvbTEexF1M5mJqNgAnkzI4eCWVFlV8Sr0GAFtbWxo0iCB68zZTm8FgIHrzdh57rOTR3okT3iTpZjLfLbq3pQauri7o9XrS0zMfOOfSJGvKSgq0sWHRokUMGTKEBQsW0KBBA9q0acPTTz9NRESEWezAgQN55plnAPjwww/57LPP2LNnD507d76nY33wwQc8/fTTTJ061dRWt27dYnFjxoxh6dKlbNmyhdq1jW8+X3zxBfXr1+fDDz80xS1cuJCgoCBOnTpFxYoV+fbbb/n+++9p164dAIsXLyYwMPCuOUVFRZGTk8PevXtp1qwZsbGxvPPOO7Rs2ZIBAwaQn5+PwWBgz549DB48GDB2Tt99910GDBgAQNWqVXnvvfcYPXo0kydPLnaMZcuWoVAo+Prrr7G3tycsLIyrV68yZMgQi/9Hbdq0AeDdd9+lW7du5Ofn4+DggJOTEzY2Ng91ajQtV4NOb8Dzjik/zwr2XLhp+UXerJo/S3cm0CDYmyB3Z+LOXWfzicvoHtL3aqTlFqAzGPC8YxrDs4I9F5KzLG7TNbwy6bkaBn0XAxjQ6g081TCEwa3CAKigtiUi0JOvth2nircLnhXUbDh6mcNXUgjycCqTOpSurihUNujTzN9o9Glp2ARV+sftbWrUxKZqVTI/+ajEGIeOnTHk5qLZtvWB8y1JWmY2Or2+2DSlp5sz569YHp1rXr82S1dvpGHt6gT5eRN3OIHoXQdKPIc2x8WTlZNHz7bWs27LGqVl5xlfz3dMt3s6O3LhuuUP2M3CqrB00z4aVAsiyNuNuISLbD54Gt0dN9M8ffUm/Wf8QEGhFge1HbNe7kVIGUxdml7fjne+vtVcuNWhulPXsEDS8woY9INxZFarN/BUvcoMblbdFPPiY9XIKdDS65sYVEoFOr2B11vXpFvtu7+H/K+8vDywsbEh6Yb5h7qkpJvUrBFicZsWzRszaOAzNGzc4Z6OoVar+fDDcSz/aRVZWZb/b8qL/t/Rlyo1972mrFu3bmzbto3du3ezfv16ZsyYwTfffMPAgQNNcbd30ipUqICLiwtJSUn3fJz4+HiLHZHbzZw5k5ycHPbt20fVqkXz+IcOHSImJgYnp+JvgGfPniUvL4+CggKaNm1qavfw8KBGjRp3PV61atUIDAwkNjaW2rVrc/DgQdq0aYOPjw+VKlVi165dGAwGNBqNaaTs0KFD7Nixw2xkTKfTkZ+fT25uLo6O5n/wTp48SUREhOmiAaDEEcLb/4/9/Y0Lb5OSkqhU6Z/fhAE0Gk2xEU99obbYJ92yNLprQ6at3kPvz9aiUECguxM96ldl9QHLoyLWYO+FJL7dnsC4rg0ID/Dgclo2MzbE89XWYwxtbfxg8EGvpkz5fS8dP12DSqGgpr87nesEcSLR8qfz8ubQtRvac2dLvCgAwL5zF/KjN0FhwUPM7J+NGdyPqXOX0HPYJBQoCPTzpme7FqyKtjzd+dvG7bRoWAcfT7eHm+gjYHTftkz7/k96T/nW+Hr2dqNH8zqsvmO6M9jXg5/GDyA7T8OmA6eYtHgd34x6ukw6Zvdr76Vkvt19hnEdwgmv6M7ltBxmRB/lq52nGNrcON39V8I11h2/wvTuDQjxcuZkUgYfRx8zLfgvb05OFVj03We88uo7pKT8898cGxsblv+4AIVCwbDXxz6EDMXd3Pc7sL29PR06dKBDhw5MnDiRwYMHM3nyZLNOma2t+XSCQqEwLbRVKpXFvoagsLDQ7GcHB4d/zKNVq1asXbuWn3/+mXfffdfUnp2dTffu3fnoo+Kf+v39/TlzxvK0xr2IjIwkJiaGiIgIqlevjo+Pcbj67ylMg8FAtWrVCAoKMuUydepUnnjiiWL7ur3j9b+4/f/472mY2xcz/5Pp06ebjUQCjHuyDROeivqf8nF3VKNSKkjJMZ/+SsnJx8vZcq0eFeyZ/WxrNIU60vM0+Dg7MGdjPAHuZTOidCd3RztUCgUpOead05ScfLwsXJgAMC/mKN0iKvNEA+MHgeq+buQV6Hjvj30MbhWGUqEgyMOJbwdGkVegJVtTiLezA6NX7CLArWzq0mdkYNBpUd5xFa/S3R39Py0bsLdHHdmWnMULSwyxDY/AplJlMt+bWmJMaXB3cUKlVJJyx/RJSnoWXu6uFrfxcHVmzrhhaAoKSc/KxsfDjdlLVhLoW/wN/lpSCrsPn+DTd18tk/z/S9ydHIyv58xcs/aUrFy8LCzyB/BwdmT2q73RFGpJz87Dx82JOb9tJcDL/LmztVHdWugPYZX9OHYxkWUx+5n4XKfSreHv13funa9vDV4WFvkDzNt+km5hgTxR1zhtW93bhbxCHe/9eYjBzaqjVCj4NPY4g5pWo3OtAFNMYkYeC3efLpNOWXJyKlqtFp87zmkfH2+u3yi+1CMkJJgqVSqx6rdFpra/v6MxP/ciYXVac+7cRaCoQ1apUiAdOva1ulEyKL/vviwvD3yfsrCwMHJycu453tvbm6ysLLNt7lzEHhERYVq0X5ImTZqwfv16PvzwQz755BNTe4MGDTh27BjBwcFUq1bN7FGhQgVCQkKwtbUlLi7OtE1aWhqnTp36x9yjoqLYuXMnGzduNF1tCdC6dWtiY2OJjY01jZL9ncvJkyeL5VGtWrViX2QKxu/NOnLkiNkI1t69e4vF/RM7Ozt0Ot1dY8aOHUtGRobZ451ere77WH+ztVFRy9+DPeeKLqfW6w3sOXediBJuifE3ta0KXxdHtHoD0ccvE1kz4H/O437YqlTU8ndnz/nbcjYY2HM+iYhAy7fEyNfqUN7xN0J5q+HODxsOdjZ4OzuQmVfAzrPXiaxRRgtotVq0p05hV/+29SUKBXb1G1B4/NhdN7VvE4nCzpb8TRtLjunSlcKTCWjPld2FCgC2tjbUCqlE3OGiETu9Xk/c4RPUrXH3q9rUdrb4erqj1enYtPMAkU3rFYtZFb0DD1dnWjUKL+3U/3NsbVTUquTHnoSLpja93sCehItEVL37eay2tcHX3RmtXk/0wVNE1q1213i9AQoK7/736n9hq1JSy8+VPReLpv30BgN7LiYTUdHyLTHyCy28vhV/v75vjzEPUioVlNWqi8LCQg4cOEzbqJamNoVCQduoluzevb9YfELCGerWb0vDxh1NjzV//EVs7E4aNu7I5cvGNYF/d8iqVatCp879SE21zpF8Qyk+/g3ueaQsJSWFp556ihdffJGIiAicnZ3Zt28fM2bMoGfPnvd8wKZNm+Lo6Mi4ceMYPnw4cXFxxa4OnDx5Mu3atSMkJISnn34arVbLunXrii16b968OevWraNLly7Y2NgwcuRIhg0bxtdff80zzzzD6NGj8fDw4MyZMyxfvpxvvvkGJycnXnrpJd555x08PT3x8fFh/PjxFjtJd/p7XdnChQv5+uuvTe1t2rQxrSN77bXXTO2TJk3i8ccfp1KlSvTp0welUsmhQ4c4evQo779f/PL3Z599lvHjxzN06FDeffddLl26ZOpw3s+i5ODgYM6fP098fDyBgYE4OzujVpt/MlSr1cXa8h5w6vKF5jWZ+Nsuwip6UCfQkx92nSSvQEvPW6NKE37diY+LI8M71APgyOVkkrLyqOHnTlJmLgtijqA3GBjYMuyB8rivnJuFMnHVHmPOFT34Ie4UeYVaetYzXj07YVUcPs4ODG9nnC5uXd2f73efoqafO+EBHlxKzWZezFFah1ZEdesc2nnmOgYMBHs6cyk1m083HaaKl7Npn2Uhd8XPuIwZi/ZUAoUJCTg+2QeFvQN5f64HwHnMOPTJN8n59muz7ey7dEOzYzuGTMvr/hSOjti3jiRrwbwyy/12/Xt2YMKc7wirVpnw6lX4fs0m8vIL6NXeeHXiuE8X4uvpxoj+xtHnwyfPkZSaTs0qQdxISWf+8jXoDQYG9TYfddHr9ayO3kmPqObYqFTFjltecnPzuHSlaOH81Ws3SDh1FlcXZ/z9ymbh+L16oX0jJi5aR1hlP+oE+/PD5n3kFRTSs7nxHnATvluLj5szw3u3BuDI+WskpWdTI9CHpPRsFvyxw/h67li0BOOz37bSok4V/NxdyNUUsH7PCfadusS8N54qmxoaVWXiunjC/Nyo4+/GD/vOkVeoo2e4cZnHhLUH8XGyZ3gb48UlrUN8+X7fOWr6uhLu786l9BzmbU+gdYgfqlu9tdbVfPlm12n8XByM05c3Mvh+7zl6hpfd1OWnc77mu28/Zf+Bw+zde5DhbwyhQgUHFi3+CYDvFs7h2rVExk/4PzQaDceOnTTb/u/F+3+329jY8PNPX1G/Xjg9ew9ApVLh6+sNQGpqerHZK/Hw3PO7sJOTE02bNuXTTz/l7NmzFBYWEhQUxJAhQxg3btw9H9DDw4Pvv/+ed955h6+//pp27doxZcoUhg4daoqJjIzkl19+4b333uP//u//cHFxoXXr1hb317JlS9auXUvXrl1RqVS88cYb7NixgzFjxtCxY0c0Gg2VK1emc+fOpo7Xxx9/bJrmdHZ25q233iIjI+Mfc69SpQqVK1fm4sWLpkX2AJUqVaJixYpcuHDBbAStU6dO/PHHH0ybNo2PPvoIW1tbatasaerA3cnFxYU1a9bw6quvUq9ePcLDw5k0aRLPPvvsfU13Pvnkk6xcuZKoqCjS09P57rvvzKaXy0qn8Mqk5eYzf/NhkrPzqeHnzrwXovB0Mk5HJ2bkmnUuNVodc6MPcSUtG0c7W1pW9+f9J5vh4mBX5rmacq5dibQcDfNjjxpz9nVj3rOt8bw1fXlnzkNah6FQKJgbc5SkrDzcHdW0DvXn9bZFoy9ZmkI+33yYG5l5uDrY0a5WIK9H1cFWVXbfaqaJjSHb1Y0KA19E6e6B9uwZ0t99B8Otxf8qHx8wmE9vqwKDsAuPIG30WyXuVx3VDhQKNDF3H7kuLZ1bNSYtM4t5y34nOS2TGlUCmT95uGnx//XkVNPIJEBBYSFffL+aKzdu4mivpmXDcD4c+SIuTubrNXcfOkHizVRT585aHE04zYtvFH3YnPH5VwD07NKeDyaU/Lw8DJ0a1SQtK5f5a3aQnJlDjUAf5r3RB89b05eJqVnmr+dCHXNXb+dKcjqOajta1qnC+4O64eJY9LcrNSuXCd+tIzkzBycHNaEBXsx74ymahQWXTQ21AkjLK2D+9pMk52io4ePCvKeami7uSczM4/bPu0OaV0ehgLnbEkjKzsfdwY7W1fx4vVVNU8y77cKZuz2B6RuPkJprvHnsk/Uq83LzsrvFyi+//I63lwdTJr2Nn583hw4do9vjz5OUZBwFrBRU8b6WrwQE+NGju/GDy4F95qPk7dr3YcvWXaWX/AN61O5TpjDcOecirMoPP/zAoEGDyMjIuKe1dg8i76eyXTP00Nx2H7h/s6yFZXel48PiOndaeadQKpRe5b+A+0Fpj2wu7xRKx7mHdx/DsuT86o/lncID0xZYvt1JaVrh/1yp7atP4g+ltq+y8vAutRP3ZMmSJVStWpWAgAAOHTrEmDFj6Nu3b5l3yIQQQghRvqRTZmWuX7/OpEmTuH79Ov7+/jz11FMl3mxWCCGE+C971KbypFNmZUaPHs3o0aPLOw0hhBCi3D1qa8qkUyaEEEIIq/So3dG/7C4HE0IIIYQQ90xGyoQQQghhlR61O/pLp0wIIYQQVulRW+gv05dCCCGEEFZARsqEEEIIYZUetYX+0ikTQgghhFV61G6JIdOXQgghhBBWQEbKhBBCCGGVHrWF/tIpE0IIIYRVetTWlMn0pRBCCCGEFZCRMiGEEEJYpUdtob90yoQQQghhlaRTJoQQQghhBQyypkwIIYQQQjxsMlImiqhU5Z2BuI2tx3/gI6JOW94ZlArtkc3lncIDswlvW94plAptWlJ5p1AqGnhVK+8U/hVk+lIIIYQQwgo8ap0ymb4UQgghhLACMlImhBBCCKskd/QXQgghhLACckd/IYQQQgjx0MlImRBCCCGs0qO20F86ZUIIIYSwSo9ap0ymL4UQQgghrICMlAkhhBDCKsnVl0IIIYQQVuBRu/pSOmVCCCGEsEqypkwIIYQQQjx0MlImhBBCCKska8qEEEIIIayA/hHrlsn0pRBCCCGEFZCRMiGEEEJYJVnoX8amTJlCvXr1HvZhrdKFCxdQKBTEx8ff8zaLFi3Czc2tzHISQgghrIWhFB//BqU2Uta9e3cKCwvZsGFDsd9t27aN1q1bc+jQId5++23eeOON0jrsQ7Fhwwa6dOlCYmIifn5+pnZ/f3/UajUXLlwwtV24cIEqVaqwadMm2rVrd9f9BgUFkZiYiJeXV6nmO3DgQNLT01m1alWp7vdeLN99ksXbjpGSnUeonztjHm9CeJDl+gp1ehZuOcqag2dJyswl2MuVEZ3q0yI04CFnXdzyuFMs3nHCWIevO2O6NSQ88C51bD3GmvjzJGXlEuzpwoiO9WhRveJDzVndqRfqHk+jdPNAd/EMuQs/Q3cmwWKs05TZ2NauV6y98MAusqePBUDh6o7D8y9jG9EIRQUntCcOk/vtHPTXr5ZlGSxfv4VFqzaSnJ5JaHAgYwf3Jbx6sMXYQq2Ob1f+ye8xu0lKTSe4oi8jX+hFywa1TTGdX57AtZupxbbt17k144c+XTY1xB5g8V97ScnMITTQhzH92hFexd9yDTodCzfEsWbXUZLSswn29WDEE21oUbuKKebnLQf5ZWs811IyAQjx92Rot+a0rFO1TPK/H/vij/DdshUcTzjDzZRU5kyfSLvWzcs7LZPluxJYvPXorb9JHozp0YTwIG+LsYU6PQtjj7DmwJmiv0mdG9KiRtHfpP3nr7N46zFOXE3hZlYes56Pom3tSg+rHJM+A3vx/KtP4+ntwenjZ/lkwhyOx1t+vXfr25nJs8eatWnyNbSq2vFhpCruQ6mNlL300kts3LiRK1euFPvdd999R6NGjYiIiMDJyQlPT8/SOux90el06PX3PxjasmVLbGxsiI2NNbWdOHGCvLw80tLSzDplMTExqNVqWrRo8Y/7ValU+Pn5YWPz35hF/vPwBWau28fLbSP4cVg3Qv3ceW1RNKnZeRbj526MZ8WeU4x5vAkrR/SgT5PqjPphCwnXir+BPkx/HrnIzA0HeDmyDj++0oVQPzdeWxJDana+xfi50YdYse8MY7o1ZOXrj9OncXVG/biNhMSHV4dt8ygcBrxG/i+LyBwzBN3FsziN/xiFi5vF+JxPJpI+5AnTI+PNgRh0Ogp2bTHFOI1+H6WPP9kzxpM5egj6m9dxmjQT1PZlVseG7fv4+LtfeaVvN376ZCw1ggN4ZdrnpKRnWYz/YtnvrPhrG2MH92XVnEk81akVb874ihPnLptils0Yw+Zvp5seX00eDkDH5g3KpIY/9yUwc0UsLz/enB/H9Sc00JvXPv+F1Mwci/FzV29nxdZDjOnXnpWTX6RP67qMWrCKhEs3TDG+7s4M79WGZWP7s2zsCzSuUZmR83/jzLXkMqnhfuTl5VOjWlXGv/VaeadSzJ+HzzNz7V5ebleXH1/vTqi/O68t3FTy36S/DrJiz0nGdG/Kyjd70adpKKO+jyHhWoopJq9AS6i/O//f3n3HNXmtARz/hb0RRMAtIOK24p6I2rrqbrXDPds6euuoWle1rmqdXWrdtrZW21qtrdYBuCcKOEFAcYCDPWQm9w9qNBIUFEjA53s/+dzm5LzJc3xJ8uSsd0r3JkXVjBzad/PmfzNHsWbJRgZ0GE7IpVBWbPkKu9Klcj0mKSGJTvV6qm/dG/ctuoBfgrIAb/n17bffUqVKFczMzGjSpAmnTp16Zv24uDhGjRql7rCpVq0af//9d75es8CSsjfffJMyZcqwYcMGjfKkpCS2bdvG0KFDgZzDl76+vjRu3BhLS0tKlSpFixYtuHHjhvrxXbt20ahRI8zMzHBwcKBnz57qx9LS0pgwYQLly5fH0tKSJk2aaCROj4b6du7cSc2aNTE1NSUiIoLTp0/z+uuv4+DggK2tLV5eXvj7++faNisrKxo1aqTx3L6+vrRs2ZIWLVrkKG/atClmZtlfXGvWrKFGjRqYmZlRvXp1vvvuO3VdbcOXO3fuxN3dHTMzM7y9vdm4cSMKhYK4uDiNmPbu3UuNGjWwsrKiY8eOREZGqv99N27cyJ9//olCoUChUGjEV5g2H71Er4bu9GhQFTfHUkzr3hQzY0N2nA3VWn/3+TCGtqlDK4/yVLC3pk8TD1p6lGfTkUtFEm9uNh+7Qq8GbvTwdMPN0ZZpXRtjZmzEDv9c2hFwnaGta9GqWnkq2FvRp7E7LauVY9NR7b9aC4PZm2+TdmA36b57UN66QcrqJZCeiknbzlrrq5ISUcXFqG/GdRtCWirpx30BMChbAaNqtUj5YSlZoVdR3rlJyg9LUZiYYtLi2T3AL2PTroP0fr0FPdo1w61iWaaPfBdzUxN2HDymtf5ffqcY1rsjrRrUpoKzA307tqalZy027dyvrmNva42Dna365ncmiIrOZWhYy71Q2rB5/xl6tahLj+Z1cCvnwLT33sDM2Jgdxy5orb/75EWGdmpCqzquVChTij5e9WlZ24VN+0+r63jVrUqrOq5UdrKjspM9Y3q0wsLUhKDwO4XShvxo1awRY0cMpL3X83+IFrXNhy/Rq5E7PRq64+ZUimk9mmFmYsiOM9e01t99LpShberSqnqF7M+kptWzP5MOP/5MaulRgdFveNK2VuWiakYO743ow44tf/HX1n8ID7nBgkmLSX2YStd3tb/fAVQqFdH3Y9S3mAexRRjxi1MqCu6WH1u3bmXcuHHMnDkTf39/6tWrR4cOHbh3757W+unp6bz++utcv36d7du3c/XqVX744QfKl8/fyE+BJWVGRkYMGDCADRs2oFI9Hr3dtm0bWVlZvPvuuzmOyczMpEePHnh5eREYGMjx48cZMWIECkX2v97u3bvp2bMnnTt35ty5cxw4cIDGjRurjx89ejTHjx/nl19+ITAwkLfffpuOHTsSEhKirpOSksKXX37JmjVruHjxIo6OjiQmJjJw4ECOHDnCiRMncHd3p3PnziQmav81DuDt7Y2Pj4/6vo+PD23atMHLy0uj3NfXF29vbwB++uknZsyYwdy5c7l8+TLz5s1j+vTpbNy4UetrhIeH89Zbb9GjRw8CAgIYOXIkU6dOzVEvJSWFr776is2bN3Po0CEiIiKYMGECABMmTKBPnz7qRC0yMpLmzQt/KCEjM4vLd2JoUvXx8K6BgYImVcsSGHFf6zHpmVmYGmn+CZoaGXLuhvY/+qKQkZnF5cgYmrg91Q43ZwJvae+VyG6HoUaZqZEh53Jpd4EzMsLQ1YPMwLOPy1QqMgLPYlStZp6ewrRdZ9KPHYS0/3oDjY2z/z8jXeM5ycjAqEadAgpcU0ZGJpdDI2ha10NdZmBgQJO61Qm4Gq71mPSMTEyMNXuazUyMOXdZewKdkZHJ7kOn6NG2mfpzpiBlZGZxOSKKJjUef2EbGChoUqMygWHaE6j0zCxMn2qDqbER565pHybOUirZc/oyD9MzqOtStEPkxUn2Z1I0Tao+/jfKfi+Xe8ZnkjLne9nYiHPX72qtrwtGxkZUr1uN04cfv99VKhWnD5+lToNauR5nbmnOn6e2suvMNhatn4trtSpFEG3xtWTJEoYPH87gwYOpWbMmK1euxMLCgnXr1mmtv27dOmJiYtixYwctWrSgSpUqeHl5Ua9evXy9boGOmw0ZMoRFixbh5+dHmzZtgOyhy969e2Nra5ujfkJCAvHx8bz55pu4ubkBUKNGDfXjc+fO5Z133mHWrFnqskcNjIiIYP369URERFCuXPabbsKECezZs4f169czb948ADIyMvjuu+80/mHatm2rEcfq1aspVaoUfn5+vPnmm1rb5u3tzbx584iMjKRs2bL4+fkxceJEMjMz+f777wEICwsjIiJCnZTNnDmTxYsX06tXLwBcXFy4dOkSq1atYuDAgTleY9WqVXh4eLBo0SIAPDw8uHDhAnPnztWol5GRwcqVK9X/ZqNHj2b27NlAdq+eubk5aWlpGvPfnpaWlkZaWppGmTIjM8eXQ17FpqSRpVRR2spco7y0lRnX78drPaaZezk2H72MZxUnKtpbczIskoOXIshS6m5KprodlppDdKUtzbh+P0HrMc2qlmXzsSt4VilDRTtrToZFcfDyzSJrh8LaFoWhIcp4zeFSVXwshuWfP9fFsGp1DCu5kvz9QnWZ8nYEWfejMH9vOCmrF6NKS8W0y9sYODhiUMq+wNsAEJuYRJZSSelSNhrlpUtZE35b+5di8/o12LzrIA1qulPR2YGTgVc5cOJ8rv/2B08FkJj8kO5tmxZ4/ACxSQ+z/35sLDTKS1tbcD1K+3B2s5oubN5/Bs+qFalYphQnr9zg4LkQslSabQi5fZ8BC38iPSMTc1MTlozsgVu5gp2PWpI8/kx66r1s/YzPpGrl2HzkIp4u/30mhUZy8OINnX4mPa2UvS1GRkbE3Nfs6Yp5EEvlqtrf7xGhN5kzbiEhl0Oxsrak34fvsGbnt7zjPYh7kUX04/EFFeQ+Zdq+90xNTTE1NdUoS09P5+zZs0yZ8ngenoGBAe3bt+f48eNan3vnzp00a9aMUaNG8eeff1KmTBnee+89Jk2ahKGhodZjtCnQ1ZfVq1enefPm6kzy2rVrHD58WD10+TR7e3sGDRpEhw4d6Nq1K8uXL1cPwwGcP38+18nyQUFBZGVlUa1aNaysrNQ3Pz8/QkMf/0o2MTGhbt26GsfevXuX4cOH4+7ujq2tLTY2NiQlJREREZFr25o3b46JiQm+vr5cunSJhw8f4unpScOGDbl//z7h4eH4+vpibm5O06ZNSU5OJjQ0lKFDh2rEN2fOHI34nnT16lUaNWqkUfZkz+AjFhYW6oQMshcc5Nalmpv58+dja2urcVv0x6F8PcfL+vTNRlQqbU3PZTtpNPMnFuw6TTdPNwwKoQejMH3auUF2O1bsptHsX1iw+wzd6rsWm3aYtu1M5o1QzUUBWVkkfzUDg3IVKbXhL0r9uBfj2vXJ8D+R3WOmJyYNeZtKZcvQfewsGvQZy7w1W+nethkGBtr/7f84cIwWnjVxtC9VtIE+w6d92lLJ0Y6en6+l0ejFLNi6n27Na+f4+6niZM/WqQPZPKkffVq/xoyNfxOqB3PKSpJP32xMJQcbei7ZQaPpm1mw8yTdGlQtNu/l3ASdvcjf2/cScvEa504E8OnQacRGx9GzX1ddh/ZcBbn6Utv33vz583O85oMHD8jKysLJyUmj3MnJiaioKK1xhoWFsX37drKysvj777+ZPn06ixcvZs6cOflqb4HPMB86dChjxozh22+/Zf369bi5ueHl5ZVr/fXr1zN27Fj27NnD1q1bmTZtGvv27aNp06aYm5vnelxSUhKGhoacPXs2RxZqZWWl/m9zc/McwxQDBw4kOjqa5cuXU7lyZUxNTWnWrBnp6enkxsLCgsaNG+Pj40NMTAwtW7bE0NAQQ0NDmjdvjo+PDz4+PrRo0QITExNiY7N/xfzwww80aaI5ITQ/WbM2xo+Glv6jUCg0hozzYsqUKYwbN06jTLl7yQvHZGdhiqGBguinJtBGJ6XiYKX9PNpbmrGsnzdpGVnEpaThaGPO8r3nKG9vpbV+UVC3I1lzUn90cioO1tonuNtbmrHsvdbZ7XiYhqO1Ocv3nae8XdG0Q5UYjyorCwNbe7KeKFfY2qGMe85iA1MzTFq05eHW9TkeygoLJnHiMLCwRGFkhCohHut535EZerVgG/AfO2srDA0MiI7T7JGMjkvE4anes0fsba1ZPvkD0tIziEtMxtHelmWbd1DBKWcP0p170ZwIvMLST0cUSvwAdlbm2X8/CSka5dGJKTjYWGo9xt7agmUf9iQtI5O4pIc4lrJi+R+HKO+gObpgbGRIJUc7AGpWdubijUi2+Jxl+vsdCqcxxdzjz6Sn3suJqThY5/KZZGXGsv5t//tMSsXRxoLle/x1+pn0tLiYeDIzM7EvY6dRbu9gR7SWVcbaZGVmEXzhGhVcKhRGiAWqIPcp0/a993Qv2YtSKpU4OjqyevVqDA0NadCgAbdv32bRokXMnDkzz89T4PuU9enTBwMDA7Zs2cKmTZsYMmTIc+du1K9fnylTpnDs2DFq167Nli1bAKhbty4HDhzI9ZisrCzu3btH1apVNW7PGrYDOHr0KGPHjqVz587UqlULU1NTHjx4/i9Ob29vfH198fX1VQ/PArRu3RpfX1/8/PzUQ5dOTk6UK1eOsLCwHPG5uLhofX4PDw/OnDmjUXb69GmtdZ/FxMSErKysZ9YxNTXFxsZG4/aiQ5eQ/YVRo5w9p0If/4pQKlWcCo2ibiXty8/VsRgb4mRrQaZSxYGLEbSpUfGF43hZxkaG1Chrz6mwx8NlSqWKU2FR1M1lS4xHTI0NcbL5rx2XbtKmehFt7ZGZSVbYVYzqPLGaUKHAuE4DMoOfvWjCpFkbMDIh/dC+3CulJKNKiMfAuTyGbh5knD5aMHE/xdjYiBpulTgZ+DjpUyqVnAy8Sj0P7e+ZR0xNjHEqXYrMLCX7T5ynTaO6OersOHgcextrWjWoXeCxP2JsZEiNSs6cuvJ4sZJSqeLUlRvUdX32/C9TYyOc7KzJVCo5cC6YNvWqPrO+UgXpGc9+n7/Ksj+TSnMq9PHoS/ZnUmQeP5Mss9/LF27QpmbRb3mRm8yMTK4EBtOoZQN1mUKhoGFLT4LOXszTcxgYGOBWw4Xou9HPr1yCaP3e05KUOTg4YGhoyN27mtMm7t69m2t+UbZsWapVq6bR6VKjRg2ioqKe2eHztALvKbOysqJv375MmTKFhIQEBg0alGvd8PBwVq9eTbdu3ShXrhxXr14lJCSEAQMGANlzstq1a4ebmxvvvPMOmZmZ/P3330yaNIlq1arx/vvvM2DAABYvXkz9+vW5f/8+Bw4coG7dunTp0iXX13V3d2fz5s00bNiQhIQEJk6c+MxeuUe8vb354osviIqKUk+sB/Dy8mLRokUkJiaqkzKAWbNmMXbsWGxtbenYsSNpaWmcOXOG2NjYHNk6wMiRI1myZAmTJk1i6NChnD9/Xr2aNT+TkqtUqcLevXu5evUqpUuXxtbWNkfvWmHo36Im0387Ss3ypaldwYGfjl3mYXom3RtkD7VO23YURxtzxnbITh6Cbt7nXsJDPMracS8hhZUHAlGqVAxqlftk1aLQv3l1pv9xnJrl7KldoTQ/Hb+a3Q7P7D2hpv12DEcbC8a+/hoAQTcfcC/xIR7O/7XDJyi7HS3zNsm+IKT+tQ3LUVPICr1K5rXLmHV5C0zNSPf5BwCL0VNQxjwgdcsPGseZtO1MxukjqJJyzpczbuqFKiEe5YO7GFZyxXzwGDJOHSEz8EyOugVlQNe2TPt6EzWrVqaOe2V+3OXDw7Q0erRtBsBnyzfgVLoUH/frAUBgcDj3YuKoXqUid2Pi+H7rbpQqJYN7vq7xvEqlkj8PnqCbd1OMXrKn+nn6t2/I9A1/U7OyM7WrlOWng2d4mJ5B9+bZyeC09btxLGXN2J6tAQgKv8O9uCQ8KjhyLy6JlX8dzf77eePx1IUVfxyiRW0XnO1sSElL559TlzkTHMF3Y94u1LbkRUrKQyJuPV7EcPvOXa4Eh2JrY01ZZ0cdRgb9W9Vk+rYj2Z9JFR346eijz6TshHfar4ez38sdsxOcoIj73EtIwaOcPffiU1h54Hz2uWj9OJFPScsgIvrxorDbsYlcuRODrYUJZUsVTY/altW/MnPZFC4HXOHiuSu8M/wtzC3M+euX7Pf758s/417Ufb6bn/1+H/rJQC74X+Rm+G2sba3o9+G7OJd35s8tfxVJvC9DF9e+NDExoUGDBhw4cIAePXpkx6FUcuDAAUaPHq31mBYtWrBlyxaUSiUGBtn9XcHBwZQtWxYTE5M8v3ahbJA1dOhQ1q5dS+fOndWT8LWxsLDgypUrbNy4kejoaMqWLcuoUaMYOXIkAG3atGHbtm188cUXLFiwABsbG1q3bq0+fv369cyZM4fx48dz+/ZtHBwcaNq0aa6T9R9Zu3YtI0aMwNPTk4oVKzJv3jyNJCs3zZo1w9TUFJVKRYMGj3+lNGnShIyMDPXWGY8MGzYMCwsLFi1axMSJE7G0tKROnTr873//0/r8Li4ubN++nfHjx7N8+XKaNWvG1KlT+fDDD/PVxTp8+HB8fX1p2LAhSUlJ6pWiha1D3SrEJqfy/YEAHiRmJ1vfDWqrnvwfGZ/Mk7llWqaSb/ed51ZsIhYmxrSsVp45b7fAxjzvf8CFoUOdysSmpPL9wUAeJKXi4WzHd/29n2hHikaSnJaZxbcHArgVm5TdDveyzOndrEjbkXHMh4c2pTDrOzh789jr10ia+ymq+OxhdAMHpxxzwQzKVcS4Rl0Svxiv9TkN7EpjNnAUilJ2KGOjSff7l9TfNhVqOzq2bEhsQhLf/fwXD+IS8HCpwPfTR6sn/0c9iFV/4AGkZ2TwzZZd3Lr7AAszU1p61mLexwOxsdScaH8i8AqRD2Lo0a5ZocYP0KFhdWITU/h+11EeJCTjUcGR78a8Ren/hi8jYxI1/34ysvj2zyPcehCHhakJLWu7MGdwF2wsHg+XxySmMG393zxISMbK3JRq5R34bszbNKtZpdDb8zwXroQwZMwk9f2FX68GoHun9sydpv1vq6h0qOtCbFIq3+8//99nkj3fDW5P6f+GLyPjknO+l/ed41bMf59JHuWZ06eVxnv54u1ohv+wV31/8e7sHyldPd344u2WRdKu/Tt9sCtdihETh1C6jD3BF6/x8fsT1dtcOJV31NiT08bWis8WTaR0GXsS4xO5HBjMsO6jCA+5kdtL6A1dzWAdN24cAwcOpGHDhjRu3Jhly5aRnJzM4MGDARgwYADly5dXz0n78MMP+eabb/j4448ZM2YMISEhzJs3j7Fjx+brdRWq/E5GEkVq7ty5rFy5kps3bz6/8kt6uD1/ExL11nOGbouL1O0+z6+k5yw+n67rEAqE8p72LTmKE6M6bZ9fqRjIPPSLrkMoEF6j9z6/kp47dcfv+ZVe0qdVcm6n9aIWXv85X/W/+eYbFi1aRFRUFK+99horVqxQzxFv06YNVapU0dib9fjx43zyySecP3+e8uXLM3To0HyvviwZW8mXIN999x2NGjWidOnSHD16lEWLFuXaXSqEEEKUZLq8IPno0aNz/f7Vtil7s2bNOHHixEu9piRleiYkJIQ5c+YQExNDpUqVGD9+vMZeKUIIIcSrQhdzynRJkjI9s3TpUpYuXarrMIQQQghRxCQpE0IIIYReerX6ySQpE0IIIYSe0uWcMl0o8M1jhRBCCCFE/klPmRBCCCH0kuoVG8CUpEwIIYQQeulVG76UpEwIIYQQeulV2xJD5pQJIYQQQugB6SkTQgghhF56tfrJJCkTQgghhJ6S4UshhBBCCFHkpKdMCCGEEHpJVl8KIYQQQuiBV22fMhm+FEIIIYTQA9JTJoQQQgi9JMOX4tWVkaHrCAqGqamuIygQhvbFvx2qjIe6DqFghF3RdQQvLTP2nq5DKBBGrd/RdQgFoq/RJV2HUCzI8KUQQgghhChy0lMmhBBCCL0kw5dCCCGEEHpAqXq1hi8lKRNCCCGEXnq1UjKZUyaEEEIIoRekp0wIIYQQeulVu/alJGVCCCGE0EuyJYYQQgghhChy0lMmhBBCCL0kW2IIIYQQQuiBV21OmQxfCiGEEELoAekpE0IIIYReetUm+ktSJoQQQgi99KrNKZPhSyGEEEIIPSA9ZUIIIYTQSyq59qUQQgghhO7J6stiQKFQsGPHjpd6jjZt2vC///1Pfb9KlSosW7bspZ4zv65fv45CoeD8+fN5PmbDhg2UKlWq0GISQggh9IWyAG/Fgd71lN2/f58ZM2awe/du7t69i52dHfXq1WPGjBm0aNFCJzHt2bOHTp06ERkZibOzs7q8bNmymJqacv36dXXZ9evXcXFxYf/+/bRr1+6Zz1uxYkUiIyNxcHAo0HgHDRpEXFzcSyeuL+KXUyFsPHqZ6KRUqjmXYlKnBtSpUFpr3YwsJesOX2JXQDj3Eh5SxcGGj9vXo4V72aKN+fgVNh66QHTSQ6o52zOpW2PqVCyTe8y+Qezyv8a9hBSqONjycccGtPAor65zNjyKjYcucvl2NPcTH7Kknzdta1Uq9HYYt+mK6etvobC1R3krjIe/fIfy+tVc65u064lx6y4Y2DuiSkogw/8waX+sg8wMAAzda2PyxtsYVnLHoFRpUr77nMyA44Xejl/2HmHjLl8exCVSrXI5Jg/uSZ2q2v/9MjKzWLvjALsOneFeTDxVypbhf++/SYvXqmvUuxsTz7Kf/uLo+SukpqVT0dmB2R++Qy23ioXTBv9wNp4KJTo5jWqONkxqX5s6Ze1yrf/jmTC2nbtOVOJDSpmb0L5aWcZ61cDUyBCALKWKlUevsvvSLaKT0yhjZUa32hUZ3swdhUJRKG2AkvPeyIsz54NYv2U7l65c4350DMvnT6dd6+a6DkvttQHtaTiyC5ZlbLl/OYKDMzYRFRCWa31TGwtaTnybqp0aYWZrScLtB/jO+pFwnwAA6vVrR73+7bCpkH0+o4NvcXz5H1z3DSyS9gjt9K6nrHfv3pw7d46NGzcSHBzMzp07adOmDdHR0TqLqWXLlhgZGeHr66suu3z5Mg8fPiQ2NlYjKfPx8cHU1DRPCaShoSHOzs4YGeldbvxC9l6IYPHec4xsU5ufR3agmlMpPvrRl5ikVK31vz0YyPazoUzq1IDfR3XmrYZujNt6hCuRsUUXc2A4i3efZmS7evw8uivVytrx0br9xCQ91B7zv+fYfuoqk7o24fdPevBWk2qM+9GHK3ce/30+TM+kWlk7pnRvUlTNwKihF2ZvjSBt908kzx1F1q0wLMfORWFtq71+I29Mew4h7a+fSPp8OA83LcG4oRemPQer6yhMzFDeCiP152+KqhnsOXaOrzbtZGTvN/hlwSd4VC7Hh/NWEx2fqLX+N1v/Yfv+40we3JM/Fn/K268355Ov1nM5/Ja6TkJSCoNmfI2RoSHfThnO70s+ZXz/bthYmhdKG/Zevs1in0uMbFGNnwe2ploZGz769SQxyWla6/996RYr/C4zskU1fh/qzcyO9fj3yh2+PnRFXWf9yWtsO3+dye3r8PtQbz72qsGGk9f42T+8UNoAJee9kVcPH6biUdWVqeM/0nUoOXh0bYLX9Pc5vuwPNneZxv3LEfT+cRLmpW201jcwNuStnyZjU6EMuz5YznrvieybtJakqMefrYlRMRxesJUfu0zjpzenE3HsEj3WjKN0tfJan1NXVAX4v+JAr5KyuLg4Dh8+zJdffom3tzeVK1emcePGTJkyhW7dumnUffDgAT179sTCwgJ3d3d27typ8fiFCxfo1KkTVlZWODk50b9/fx48ePBCcVlZWdGoUSONpMzX15eWLVvSokWLHOVNmzbFzMwMgDVr1lCjRg3MzMyoXr063333nbqutuHLnTt34u7ujpmZGd7e3mzcuBGFQkFcXJxGTHv37qVGjRpYWVnRsWNHIiMjAfj888/ZuHEjf/75JwqFAoVCoRFfYdp8/Aq9PN3oUd8VN0dbpr3ZCDNjI3ac0/5rbnfAdYa2qkmrauWoYG9Fn0butHQvy6ZjV7TWL5SYD1+iVyN3ejR0x82pFNN6NMPMxJAdZ65pj/lcKEPb1KVV9QpUsLemT9PqtPQoz6bDl9R1WnpUYPQbnrStVbmomoFp+15kHNlDxrF/UUZGkPrTClTpaRg376C1vpFbTbJCL5J52gdV9F2yLvuTcdoXwyoe6jqZF8+Q9udGMs8fK6pmsHn3IXq1a0oP78a4VXBm2rDemJkYs8PnlNb6uw+fZVjPdrSqX4MKTqXp80ZzWtavwaa//NR11u08iFPpUnzx0TvUqVqJCo6laV7Pg4rOBdtDrW7DmTB61a1EjzqVcHOwZlqHupgZG7IjKEJr/YDbsbxW3p7ONStQ3taC5i6OdKxRngtP/DgJuB1Dm6rOtHZzorytBa97lKOZSxkuRMYVShug5Lw38qpVs0aMHTGQ9l66GZF5lgbDOhH0sw8Xtx0iJuQO+6asJ+NhGnX6emmtX7uvF2alLPlz+FLunAkh4dYDbp28wv3Lj/8Gw/afI9wngLjrd4kNj+Loom2kp6RStn7VompWnihRFditONCrpMzKygorKyt27NhBWpr2X5WPzJo1iz59+hAYGEjnzp15//33iYmJAbKTu7Zt21K/fn3OnDnDnj17uHv3Ln369Hnh2Ly9vfHx8VHf9/HxoU2bNnh5eWmU+/r64u3tDcBPP/3EjBkzmDt3LpcvX2bevHlMnz6djRs3an2N8PBw3nrrLXr06EFAQAAjR45k6tSpOeqlpKTw1VdfsXnzZg4dOkRERAQTJkwAYMKECfTp00edqEVGRtK8eeF3wWdkZnH5TixNXJ3UZQYGCpq4OhF4S3svZ3qWElMjzT9BUyNDzkXcL9RYH8mOOZomVcupywwMFDRxK0dgLjGkZyrVQ0qPmBobce763UKN9ZkMjTCo5E7mZf/HZSoVmVfOYehaU+shmaGXsocl/0vCFA7OGNVuROaF00URsVYZmZlcDrtF0zru6jIDAwOa1qlGYMgNrcekZ2RiYmysUWZqYsz5q497kPzOXKKWa0UmLNlIm+Ez6TNpMb8dOFE4bchScjkqniZVHid8BgoFTSo7EHhHew9wvfJ2XLobR9B/SdituGSOhN2j5RPvpXrl7Tl54wE3YpIAuHovnnO3Ymjh4lg47Sgp740SwMDYEKc6LkQcufi4UKUi4shFynpqT6Dc2nty5+w12s0ZyAdnv2Xgvvk0HtUNhYH2oW6FgQKPrk0xNjfljn9IYTRD5JFejZsZGRmxYcMGhg8fzsqVK/H09MTLy4t33nmHunXratQdNGgQ7777LgDz5s1jxYoVnDp1io4dO/LNN99Qv3595s2bp66/bt06KlasSHBwMNWqVct3bN7e3sybN4/IyEjKli2Ln58fEydOJDMzk++//x6AsLAwIiIi1EnZzJkzWbx4Mb169QLAxcWFS5cusWrVKgYOHJjjNVatWoWHhweLFi0CwMPDgwsXLjB37lyNehkZGaxcuRI3NzcARo8ezezZs4HsxNbc3Jy0tDSN+W9PS0tLy5H4KjMyMTV+sT+J2JR0slQqSluZaZSXtjTj+oMErcc0c3Nm8/GreFZ2pKKdFSfD73Lw8i2yimgJdGxKGllKLTFbm3H9frzWY5pVK8fmIxfxdHGior01J0MjOXjxBllK3f0KU1jZoDA0RJUYp1GuSojF0Fn7nKnM0z6kWdlgOXExKBQoDI1I9/uL9H9+KYKItYtNSCZLqaS0rbVGeWlbK8Lv3NN6TPN6Hmze7UeDGq5UdCrNyQshHDwVRJby8bTeW/ei+XXfMfp38WJoz3ZcDL3Jl+v/wNjIkG5ejQq2DY/eBxammm2wNOX6fwnV0zrXrEDcw3QG/3QUgEylirdfq8ywZo+T0yFNq5KcnkmPNT4YGijIUqoY3bo6XWpVKND4H7ejZLw3SgJze2sMjAxJfqD5757yIB57N+3zb0tVcsSmuQOXdxzj90GLsKviRLs5gzA0NuT4sj/U9Rw8KvDujs8xMjUmPTmVnSOWERNyp1Dbk1+yJYaO9e7dmy5dunD48GFOnDjBP//8w8KFC1mzZg2DBg1S13sySbO0tMTGxoZ797I/uAMCAvDx8cHKyirH84eGhr5QUta8eXNMTEzw9fWlXr16PHz4EE9PT5RKJffv3yc8PBxfX1/Mzc1p2rQpycnJhIaGMnToUIYPH65+nszMTGxttc/zuXr1Ko0aaX5JNG7cOEc9CwsLdUIG2QsOHrU9r+bPn8+sWbM0yj7r1Zppb7XJ1/O8jE87eTJ752l6fvM3CqCCvRXd6rvw57nCmyfzsj59szGz/zhGzyU7UCiggr013RpU5c9chnT0lWG1uph0eofULd+QFX4FA8dymPX9EJPO75H+9xZdh5dnnw7qwexVv9Ljky9RKBRUcCpN9zaNNIY7lUoVtdwqMPbdzgDUcKnAtZtRbNt3vMCTshdxOuIBa09c47PX61CnnB03Y5NZeOACq48FM6J59mfVv1fu8PelW8zv6ombgzVX78Wz6MBF9YR/fVBS3hslgoGClOgE9k1ei0qp4l7Qdayc7Gn4QReNpCwmLJLNHadiYmNOtc6N6bhkJFv7zNGrxKy4rJosKHqXlAGYmZnx+uuv8/rrrzN9+nSGDRvGzJkzNZIy46eGLBQKBcr/fh0nJSXRtWtXvvzyyxzPXbbsi63ss7CwoHHjxvj4+BATE0PLli0xNDTE0NCQ5s2b4+Pjg4+PDy1atMDExITY2OyhiB9++IEmTTQntRoaGmp7iTzT1vb8/pqYMmUK48aN0yhT7sj575VXdhYmGCoURD81qT86ORUHK+0Tqu0tzVj2bivSMrKIe5iGo7U5y/cHUN7O8oXjyA87C1MMDbTEnJiKg3UuMVuZsax/2+yYU1JxtLFg+R5/ytvn/AFQVFRJCaiyslBYl9IoV9jYoYzXPmRm2m0gGScPkHF0DwDKO9dJMzXDrN/HpP/zM+jg16mdjSWGBgY5JvVHxyfhUMpa6zH2NlYsmziEtPQM4pJScLSzYdmW3ZR3erzit4ydDa7lnTSOcy3vxP6TBb/KTP0+SNHshY5OTsPB0lTrMd8duUqXmhXoVS97npV7GRseZmTxxd4AhjVzx0ChYKnvJQY3qUrHGuXVdSLjH7LuREihJGUl5b1REjyMSUSZmYWlg+aPeQsHW5Jz6bVMvheHMjML1RO9lNHXbmPlWAoDY0OUGVkAKDOyiLuRPbx8L+g6zvVc8RzSkf1T1hVSa8Tz6NWcstzUrFmT5OTkPNf39PTk4sWLVKlShapVq2rcLC1f/Avf29sbX19ffH19adOmjbq8devW+Pr64ufnpx66dHJyoly5coSFheWIwcXFRevze3h4cObMGY2y06fzP8fHxMSErKysZ9YxNTXFxsZG4/aiQ5cAxkaG1Chnx6nwx/NHlEoVp8LuUjeXLTHUsRgb4mRjQaZSxYFLt2jjUTSrf7JjLs2p0Eh1mVKp4lRoJHUraV/2/4ipsSFOtpbZMV+4QZuaOlzWn5WJMiIEoxr1H5cpFBhVf42ssEtaD1GYmOZIvFTqIb/C22LhWYyNjKjhWoGTQY/ntCiVSk5eCKGu+7MnhpuaGONkb0tmlpIDJwPxblhb/dhrHlW4Hqk5D+pG5H3Klcl9i4oXZWxoQA1nW07deLyoSKlScerGA+qW0/56qRlZPD3Vx+C/bS4enaLsOpqVDAwUFNbIYIl5b5QAyows7gaFU6lFrceFCgWVWtQi0l97L+SdMyGUquwET/zN2LmWJelurDoh00ahUGBool99NbL6Uoeio6Np27YtP/74I4GBgYSHh7Nt2zYWLlxI9+7d8/w8o0aNIiYmhnfffZfTp08TGhrK3r17GTx48HOTlWfx9vYmJCSEvXv34uX1eNWLl5cXO3bs4ObNm+qkDLIXI8yfP58VK1YQHBxMUFAQ69evZ8mSJVqff+TIkVy5coVJkyYRHBzMr7/+yoYNGwDytRdRlSpVCAwM5OrVqzx48ICMjIwXa3A+9W9Wnd/PhrLzfDhh9+OZu/sMDzMy6V7fFYBpv59gxf4Adf2gW9EcuHSTWzFJ+N+4x6gffVGqVAxqUaNI4gXo36omv58OZufZa4Tdi2Punyd4mJ5J9wbZE2in/XqYFXvOPo454j4HLtzgVkwi/uF3GbV+X3bMrR8nASlpGVy5E8OVO9kLT27HJnLlTgyRcdrnFBWEtP2/Y9yyE8ZN22PgXBGz98agMDEj49i/AJgNmohpj8fbXWQGnsCkdReMGnqhKO2EYQ1PzLoNJDPwJKj+S85MzTCo4IpBhezzZ+DgjEEFVxR2z/5Sfhn9u7Tm94Mn2el3mrBbd5mz5jcepqXTo032MP7Ub7awfMtudf3AkBvsPxnIrbvR+F8O46P5q7PPR7fH78N+nVsTFHKDNX/sJyLqAX8f8Wf7gRP0faNwVtn1b+jK7wER7Lxwk7DoROb+G8jDjCy618lOTqbtPscKv8vq+q3dnNh2/gZ7Lt/mdlwKx6/f57sjV2jt5ozhf9la66pOrDkewqHQu9yOT+FgcCQ/ng6jrXvu80Zfuh0l5L2RVykpD7kSHMqV4FAAbt+5y5XgUCKj8jc1pDCcXfMPdd5tQ823WmFftRzt5w3G2MKUC79mrzLuuHQkLSc9XsgWsHk/ZqWsaPt5f+xcnHFp+xpNRnXj/MZ96jotJ/WhfGMPbCo44OBRgZaT+lCxWQ2u7Ci61dZ58aqtvtSrlNjKyoomTZqwdOlSQkNDycjIoGLFigwfPpzPPvssz89Trlw5jh49yqRJk3jjjTdIS0ujcuXKdOzYEQODF89DmzVrhqmpKSqVigYNGqjLmzRpQkZGhnrrjEeGDRuGhYUFixYtYuLEiVhaWlKnTh2NKwk8ycXFhe3btzN+/HiWL19Os2bNmDp1Kh9++CGmptqHPrQZPnw4vr6+NGzYkKSkJPVK0cLWoXYlYpNT+d4niAdJqXg4l+K7fm3Uk4Uj45Of/OFGWmYW3x4M4lZsEhYmRrR0L8ecns2wMTcp9FjVMdd1ITYple/3n+dB4kM8ytrz3eD2lP5viCYyLlkjIU7LzOLbfee4FZOIhYkxLT3KM6dPK42YL96OZvgPe9X3F+/O7v3s6unGF2+3LJR2ZJ7xI9XKFtNuA7KHLW+FkbJiqnryv4F9GZSqx7Mz0v7eggoVZt0HoShVGlVSPJmBJ0jdsUFdx7ByNSzHL1LfN+vzAQDpx/4ldePiQmlHx+b1iU1I5rtf9/IgLgGPKuX5bspwSv83fBkVHYfBE91K6RmZfLt1D7fuRWNhZkLL12owd9R7GnuQ1a5aiSXjB7Pi592s+m0f5cvY8+nA7nRp1SDH6xeEDjXKE/swne+PXOVBchoejjZ893YTSv83fBmZ8FDjfTC8uTsKBXx7+Ar3klKxMzehdVVnRrd6vAHu5HZ1+PbIFebvCyImJXvz2N6vVWZk8/zPj81zO0rIeyOvLlwJYciYSer7C79eDUD3Tu2ZO228rsIC4Oquk5jb29BiXG8sythy/9INfuu/kJT/FlHZlHPQGKpMjIzht/5f0mZGPwbsnUfS3Vj81+3l9Pe71HUsStvQaekHWDqWIj0xhftXbvJb/4XcOHyhyNsnHlOoXrWlDcXM3LlzWblyJTdv3iz013r488xCf40ikY8EVp9l7PV7fiU9Z/LhGF2HUCBUZ311HcLLs7PXdQQFwqj1O7oOoUCs8Jyh6xBe2viIHwv9NdpVeKPAnuvArX8L7LkKi171lAn47rvvaNSoEaVLl+bo0aMsWrSI0aNH6zosIYQQosgVl2HHgiJJmZ4JCQlhzpw5xMTEUKlSJcaPH8+UKVN0HZYQQghR5IrLBP2CIkmZnlm6dClLly7VdRhCCCGEKGKSlAkhhBBCLylfsWnvkpQJIYQQQi+9WimZnu1TJoQQQgjxqpKeMiGEEELoJVl9KYQQQgihB161pEyGL4UQQgghnvLtt99SpUoVzMzMaNKkCadOncq17oYNG1AoFBo3MzOzfL+mJGVCCCGE0EsqlarAbvmxdetWxo0bx8yZM/H396devXp06NCBe/dyvxaqjY0NkZGR6tuNGzfy3V5JyoQQQgihl3R1QfIlS5YwfPhwBg8eTM2aNVm5ciUWFhasW7cu12MUCgXOzs7qm5OTU77bK0mZEEIIIUq8tLQ0EhISNG5paWk56qWnp3P27Fnat2+vLjMwMKB9+/YcP3481+dPSkqicuXKVKxYke7du3Px4sV8xyhJmRBCCCH0kqoA/zd//nxsbW01bvPnz8/xmg8ePCArKytHT5eTkxNRUVFa4/Tw8GDdunX8+eef/PjjjyiVSpo3b86tW7fy1V5ZfSmEEEIIvZTfuWDPMmXKFMaNG6dRZmpqWiDP3axZM5o1a6a+37x5c2rUqMGqVav44osv8vw8kpQJIYQQQi8V5JYYpqameUrCHBwcMDQ05O7duxrld+/exdnZOU+vZWxsTP369bl27Vq+YpThSyGEEEKI/5iYmNCgQQMOHDigLlMqlRw4cECjN+xZsrKyCAoKomzZsvl6bekpE0IIIYReKsjhy/wYN24cAwcOpGHDhjRu3Jhly5aRnJzM4MGDARgwYADly5dXz0mbPXs2TZs2pWrVqsTFxbFo0SJu3LjBsGHD8vW6kpQJtaGTA3UdQoGwVRjrOoQCEacy13UILy3ln5W6DqFA7I46p+sQXpqnQ1Vdh1Ag+hpd0nUIBWKs/2xdh1As6GpH/759+3L//n1mzJhBVFQUr732Gnv27FFP/o+IiMDA4PFgY2xsLMOHDycqKgo7OzsaNGjAsWPHqFmzZr5eV6HSVRoq9M57lXvqOoQCUXKSsnRdh/DSUlSZug6hQEhSpj/6GlXUdQgFoiQkZcYOroX+GvWcmxfYcwVEHSuw5yos0lMmhBBCCL2kesWufSlJmRBCCCH0kvIVG8yT1ZdCCCGEEHpAesqEEEIIoZdk+FIIIYQQQg/I8KUQQgghhChy0lMmhBBCCL0kw5dCCCGEEHrgVRu+lKRMCCGEEHrpVespkzllQgghhBB6QHrKhBBCCKGXZPhSCCGEEEIPyPClEEIIIYQoctJTJoQQQgi9pFIpdR1CkZKkTAghhBB6SSnDl0IIIYQQoqhJT5meOH78OC1btqRjx47s3r1b1+Hk2esDOvHmiB7YlilFxOXrbJy5htCAEK11W7/lzQeLx2qUpaemM8ijr/r+yK/G4PV2W406Ab7+fDnwi4IP/j9e/Tvw+siu2JQpxa3LN9g6cx03AkK11m36lhcDvxqlUZaRls5Yj37q+99f/1Xrsb/P28y+1bsKLvCnvD6gE11H9FSfiw0zf3jGuWjLh1rOxUCPPur7H3w1Vuu5WDBwdsEH/4TOA7rQY2Qv7MrYcf1yOKtnrCIkIFhr3bZvtePjJZ9olKWnpvN2tV5a6384bxQd+3VizazV7Fq7s8BjV7/OBwMZP+5DnJ3LEBh4iY//N53TZ84/97g+fbqx5cfv+XPnHnq/NRQAIyMjvpj9KR07tsXVpTLx8QkcOHiEz6bOIzLybqG1QZu3BvWg34fvULqMPSGXQvlq2nIunb+itW6XPh2ZuWyKRllaahqtXN8oilDVXhvQnoYju2BZxpb7lyM4OGMTUQFhudY3tbGg5cS3qdqpEWa2liTcfoDvrB8J9wkAoF6/dtTr3w6bCmUAiA6+xfHlf3DdN7BI2vM8Z84HsX7Ldi5ducb96BiWz59Ou9bNdR3WC1PJ6kuhC2vXrmXMmDGsXbuWO3fuUK5cOV2H9FxN32xBv2mDWTd1JdfOB9NpSFcmb57BeO/RJETHaz0mJSGZ8W1Hq+9re8Od9/Vn1YSv1fcz0zIKPvj/NHizGb2nDeDnaT8Qfi6EtkO6MHbTVD5v+z8SoxO0HvMwIYXP232svv90EyY1Gq5xv1ab+vT78gPO/XOywON/pOmbLeg/bQhrp37/37noxuTNMxnvPeqZ52Jc2ycSTK3n4iwri+hcALTs2ooh04fx/WffEnz+Kl2HdufzH2fzUZuRxOfSjuSEZD7yHqm+n9tneNMOzahW34PoqOjCCF3t7be78dWimXw0ajKnTp9j7Jhh/L37J2rWbs39+7m/duXKFVi4YAaHD5/QKLewMKf+a3WYO285gYGXsCtly9Ils/jj9/U0bda5UNvypPbdvPnfzFEsmLyEi/6XeGf426zY8hVvt+pHbHSc1mOSEpJ4u1V/9f2i/oL16NoEr+nvs/+z9USev0aDoR3p/eMk1rWZyEMt728DY0Pe+mkyKQ8S2PXBcpKiYrEp70BaQoq6TmJUDIcXbCU2PAqFQkHNt1rRY804NneeSnTw7aJsnlYPH6biUdWVnl3e4H+fzdF1OC9Nhi9FkUtKSmLr1q18+OGHdOnShQ0bNmg8vnPnTtzd3TEzM8Pb25uNGzeiUCiIi4tT1zly5AitWrXC3NycihUrMnbsWJKTkws17s7DuuHzyz78th3kdsgt1n62krSHaXj1aZfrMSoVxN+PU98SHuT8os1My9Cok5xQeO1oN+xNjv5ygOPbfIm6dpufp/5A+sN0mvXxzr0NqEi4H6++JT7VhicfS7gfT93XGxF8/CIPbt4rtHZ0Gdadg7/8+8S5+J70h2m0yce5iNdyLjLSMovsXAB0H9aDf3/ey4Ft+7kZcpPvp3xL2sM02vd9PddjVCoVcffj1Lf4B3E56tg7lWb47JEs+fgrMjMyC7EF8MnHw1mzdgsbN/3K5cshfDRqMikpDxk86J1cjzEwMGDzxm+YNfsrwsIjNB5LSEikY+d32b59F8HBoZw85c/Yj6fRsEE9KlYsuh9v743ow44tf/HX1n8ID7nBgkmLSX2YStd3c08MVSoV0fdj1LeYB7FFFi9Ag2GdCPrZh4vbDhETcod9U9aT8TCNOn29tNav3dcLs1KW/Dl8KXfOhJBw6wG3Tl7h/uXH5yRs/znCfQKIu36X2PAoji7aRnpKKmXrVy2qZj1Tq2aNGDtiIO29Wug6FPECJCnTA7/++ivVq1fHw8ODfv36sW7dOvUvyvDwcN566y169OhBQEAAI0eOZOrUqRrHh4aG0rFjR3r37k1gYCBbt27lyJEjjB49WtvLFQhDYyNc6rhx4UiAukylUnHhSCDunh65Hmdmacbyo6v4+vgPjPthCuXdK+aoU6Npbb4/u4GvDn7DkDkjsSplXUhtMKRSbVeuHA3SaMOVo0G4elbL9ThTCzPmHPmWuce+44MfJlLWvUKuda0dbKnjXZ9jWw8WaOxPenwuHg+fZJ+LgOeeixVHV/PN8TWM/2EKFbSci5pNa7Py7AYWH/y2UM8FgJGxEW51qhJw5Ly6TKVSEXDkPB6e1XM9ztzSnB+OrWPtifV8tmYaFatV0nhcoVDwybJx/LHqd24GR+TyLAXD2NgYT8+6HDh4WF2mUqk4cPAITZs2yPW46dM+4d79B6zf8EueXsfW1galUklcnPbe3IJmZGxE9brVOH34rLpMpVJx+vBZ6jSoletx5pbm/HlqK7vObGPR+rm4VqtSBNFmMzA2xKmOCxFHLj4uVKmIOHKRsp7aEyi39p7cOXuNdnMG8sHZbxm4bz6NR3VDYaDQWl9hoMCja1OMzU254699qoB4OSqVqsBuxYEMX+qBtWvX0q9f9pykjh07Eh8fj5+fH23atGHVqlV4eHiwaNEiADw8PLhw4QJz585VHz9//nzef/99/ve//wHg7u7OihUr8PLy4vvvv8fMzCzHa6alpZGWlqZRlqXKwlBhmKeYre2sMTQyzNG7Ev8gjnJu5bUeExl2h9UTvyHiynXMrS15c0R3Zv0+n09f/5iY/4aUAv3OcXrPCe7fvItTZWf6fNqPSRunM6PnZFTKgl0abWVng6GRIQlP9awk3I/DyU17D8TdsDts/vR7bl+5gbm1Be2Hd2Pib3OY/cY44qJictRv2tuL1ORUzu09VaCxP8lGfS7iNMrjH8RTzk17whgZdptVE78m4soNLKwt6DKiB7N+X8DE18eqz0WAnz+n9xzn3s17OFV2pm8hngsAG/vs8xH3VDviHsRRIZd23A67zdcTl3P9cjgW1pb0GNmLL39fxJj2H6mHKXt99BZZWVn8ta7w5pA94uBgj5GREffuPtAov3fvPtU93LQe06J5IwYPepcGjXLvDXySqakp8+Z9xi9bd5CYmPTSMedFKXtbjIyMiLmv2dMV8yCWylUraT0mIvQmc8YtJORyKFbWlvT78B3W7PyWd7wHcS/yfqHHbG5vjYGRIclPfUalPIjH3q2s1mNKVXLEprkDl3cc4/dBi7Cr4kS7OYMwNDbk+LI/1PUcPCrw7o7PMTI1Jj05lZ0jlhETcqdQ2/Oqkh39RZG6evUqp06d4o8/st/wRkZG9O3bl7Vr19KmTRuuXr1Ko0aNNI5p3Lixxv2AgAACAwP56aef1GUqlQqlUkl4eDg1atTI8brz589n1qxZGmW1bTyoUypn3YIS4n+VEP+rj++fvcKiA1/T7v032Lb4ZwCO7zqifvzm1QgiLt9g2ZGV1GxWi4tP9GjpSrh/COFP/CIOPRvMzP1LafXe6+xasjVH/eZ9vDm143Chz8XKr6fPRfDZK3x14Bvavd+BbYu3AE+fixtEXL7O8iOrqNmsNheP6sek5qv+V7jq/3ii+ZWzl/n24Pd0eL8TWxb/iFsdN7oO7sa4Lh8/41l0x8rKkg3rV/DBhxOJjn7+0J6RkRG//LwShULBqNFTnltfl4LOXiTo7ONeqsAzF/jVbxM9+3Vl1aJ1OozsGQwUpEQnsG/yWlRKFfeCrmPlZE/DD7poJGUxYZFs7jgVExtzqnVuTMclI9naZ44kZoXgVdvRX5IyHVu7di2ZmZkaE/tVKhWmpqZ88803eXqOpKQkRo4cydixY3M8VqmS9l+xU6ZMYdy4cRplw2v301pXm8TYRLIys7B1sNUot3UoRdz9uDw9R1ZmFjcuhuNUWfuvVoB7N++SEB2PU+WyBZ6UJcUmkJWZhY1DKY1ymzKlSMhjG5SZWdy8GE6ZKs45HqvaqDrObuVZM3rZywf7DAnqc1FKo9zWwZa4+3mbw5OVmcX1i2E4V87ZjkcenQvnys6FkpQlxGSfj1JPtaOUQyli89GOsIthlK2S/TdVs3EtbB1sWXN8vbqOoZEhg6cNpeuQ7oxoMbTA4gd48CCGzMxMHJ0cNModHcsQdTdn75CbWxVcXCqx448N6jIDg+xZJakpN6hZuzVhYTeAxwlZpUoVeP2NPkXWSwYQFxNPZmYm9mXsNMrtHeyIvp+zh1ibrMwsgi9co4JL7sP9BelhTCLKzCwsn/qMsnCwJfl+LotG7sWhzMxCpXycCERfu42VYykMjA1RZmQBoMzIIu5G9srXe0HXca7niueQjuyfoqfJpig2ZE6ZDmVmZrJp0yYWL17M+fPn1beAgADKlSvHzz//jIeHB2fOnNE47vTp0xr3PT09uXTpElWrVs1xMzEx0frapqam2NjYaNzyOnQJkJWRSXhQKLVa1FWXKRQKarWoo9ED8ywKAwMqelR6ZuJg71waKztr4u4V/AThrIwsIi6E4dG89uOYFAo8mtcmzF/7FgxPUxgoKF+9EvFa4mvety03AkO5fflGgcWszaNzUTvHuaibz3NR+ZnJT2GeC4DMjExCg65Rt0W9x3EpFNRtUU+jN+xZDAwMqOxRmdj/YvT9zYeP3xjD/zqOVd+io6LZsep3ZvWfUeBtyMjIwN8/kLbeLTXa0Na7JSdOnM1R/8qVa9Sr35YGjd5Q33b99S++vsdo0OgNbt7M7nl5lJBVrepCh459iYkp2gnzmRmZXAkMplHLx/PiFAoFDVt6avSGPYuBgQFuNVyIvlu4q18fUWZkcTconEotnpjzplBQqUUtIv2vaT3mzpkQSlV2AsXjOWR2rmVJuhurTsi0USgUGJpIH0dhkDllosj89ddfxMbGMnToUGxtNX/N9e7dm7Vr1/Lrr7+yZMkSJk2axNChQzl//rx6dabivw+OSZMm0bRpU0aPHs2wYcOwtLTk0qVL7Nu3L8+9bS/i7zU7+WDxWMICQwkNCKHTkDcxszDDb9sBAD5cMpaYqBi2LvwRgJ5j+3Dt3FXuXo/CwtaSN0f0wKFCGXx+2QdkT6Dv/b++nPrnOHH3Y3Gq7Mx7UwZy93oUgYfOFUobDqz5i4GLRxERFMb189doO7QzphamHN/mC8DAxaOIuxvDnwuzh1c7j+1N+LkQ7l+PwtzGktdHdsO+fBmO/nJA43nNrMzx7NyU3+ZuLpS4n7Z7zZ98uPhjwgKvcS0ghE5DumKqcS4+JjYqml/+Oxe9xvYh5Fwwd69HYmFrSdcRPSiT67mIe+JcRBJQSOcC4M81O/h48SdcCwoh5HwwXYd2x8zCjP2/7gfgf0vHER0VzeYvNwLQ9+N3uOp/lcgbd7C0saLnyF6UqeDIvl/2ApAYl0hiXKLGa2RmZBJ7P5bbYYWzfcHS5T+wfu1SzvoHcvr0OcaOGY6lpTkbNmYPb69ft5w7dyKZOm0BaWlpXLyomTg/mrz/qNzIyIhft66m/mt16N5zIIaGhjg5Ze+RFRMTR0ZG0QyNb1n9KzOXTeFywBUunrvCO8PfwtzCnL9++QeAz5d/xr2o+3w3/wcAhn4ykAv+F7kZfhtrWyv6ffguzuWd+XPLX0USL8DZNf/QcfFIooLCiTofiufQjhhbmHLhVz8AOi4dSVJULEe+zN5bMGDzfl4b+DptP+/PuQ3/UsrFmSajunFu/V71c7ac1IdwnwAS70RjYmlG9R7NqdisBr/1X1hk7XqWlJSHRNx6PIx6+85drgSHYmtjTVlnRx1G9mJetS0xJCnTobVr19K+ffscCRlkJ2ULFy4kMTGR7du3M378eJYvX06zZs2YOnUqH374IaampgDUrVsXPz8/pk6dSqtWrVCpVLi5udG3b98cz1uQTvx1FJvSNrw17h1KlbHjxqVwFgyYrd7monS5MiifGAawtLVk2IKPKFXGjuT4JMIvhDKz1xRuh9wCQJmlpFL1yrTq7Y2ljQWxd2MJOnyeXxdvITO9cLYxOPvXcazsbXjzkz7/bR57na8HzlNvc2Ff3kHjF5aFrRXvzx+JTZlSpCQkExEUxqLe04i6pvkF37BrcxQKBad3HqEoZJ8LW94a9+4T52KWeiGGQ7kyGkMylrZWDM9xLiY/dS6q0Lq3N5Y2lsTejSXw8Hm2Lf6p0M4FwJFdh7Gxt+W9cf2wK2NH+KUwZvWfoV7E4FCuDMonFhlY2Vox6ssx2JWxIyk+idCga0zqOZGbITcLLcbn2bZtJ2Uc7Pl8xgScncsQEHCRLm/249697Mn/lSqW02jD85Qv70y3rh0A8D+zT+Oxdu3fwu/Q8YIL/hn27/TBrnQpRkwcQuky9gRfvMbH709Ub3PhVN5Ro102tlZ8tmgipcvYkxifyOXAYIZ1H0V4SOH2HD/p6q6TmNvb0GJcbyzK2HL/0g1+67+QlAfZia9NOQeN90ViZAy/9f+SNjP6MWDvPJLuxuK/bi+nv3+86bNFaRs6Lf0AS8dSpCemcP/KTX7rv5Abhy8UWbue5cKVEIaMmaS+v/Dr1QB079SeudPG6yoskUcKVXHp0xNqc+fOZeXKldy8WbBfPO9V7lmgz6crtgpjXYdQIOJU6boO4aWlqAp3T7Cisjuq8HoHi4qng37so/Wy+hrl3LqlOBrrX7hXxigKxg6uhf4aDja5b0+UXw8S8jYtRZekp6wY+O6772jUqBGlS5fm6NGjLFq0qFD3IBNCCCH0gWyJIfROSEgIc+bMISYmhkqVKjF+/HimTNHv5fBCCCGEyB9JyoqBpUuXsnTpUl2HIYQQQhSpV22GlSRlQgghhNBLr9rqS9mnTAghhBBCD0hPmRBCCCH0kgxfCiGEEELoAVl9KYQQQgihB161C5LLnDIhhBBCCD0gPWVCCCGE0EsyfCmEEEIIoQdetYn+MnwphBBCCKEHpKdMCCGEEHrpVZvoL0mZEEIIIfSSDF8KIYQQQogiJz1lQgghhNBLr1pPmSRlQgghhNBLr1ZKJsOXQgghhBD6QSVEEUlNTVXNnDlTlZqaqutQXkpJaEdJaINKJe3QJyWhDSpVyWhHSWjDq0qhUr1iA7ZCZxISErC1tSU+Ph4bGxtdh/PCSkI7SkIbQNqhT0pCG6BktKMktOFVJcOXQgghhBB6QJIyIYQQQgg9IEmZEEIIIYQekKRMFBlTU1NmzpyJqamprkN5KSWhHSWhDSDt0CcloQ1QMtpREtrwqpKJ/kIIIYQQekB6yoQQQggh9IAkZUIIIYQQekCSMiGEEEIIPSBJmRBCiHw7dOgQmZmZOcozMzM5dOiQDiJ6MSWlHaJkkKRMCFGsREREoG19kkqlIiIiQgcR5d+mTZtIS0vLUZ6ens6mTZt0EFH+eXt7ExMTk6M8Pj4eb29vHUT0YkpKO0TJIEmZEKJYcXFx4f79+znKY2JicHFx0UFE+Td48GDi4+NzlCcmJjJ48GAdRJR/KpUKhUKRozw6OhpLS0sdRPRiSko7HklPT+fq1atae/+E/jPSdQBC6LuMjAzMzc05f/48tWvX1nU4L2X27NlMmDABCwsLjfKHDx+yaNEiZsyYoaPI8i63L9GkpCTMzMx0EFH+5daGW7duYWtrq4OI8q5Xr14AKBQKBg0apLEXVlZWFoGBgTRv3lxX4eVZSWnHIykpKYwZM4aNGzcCEBwcjKurK2PGjKF8+fJMnjxZxxGKvJCkTBS6rKwsNmzYwIEDB7h37x5KpVLj8YMHD+oosrwxNjamUqVKZGVl6TqUlzZr1iw++OCDHElZSkoKs2bN0uukbNy4cUD2l+j06dM12pCVlcXJkyd57bXXdBRd3tSvXx+FQoFCoaBdu3YYGT3+CM7KyiI8PJyOHTvqMMLne5Q0qlQqrK2tMTc3Vz9mYmJC06ZNGT58uK7Cy7OS0o5HpkyZQkBAAL6+vhp/Q+3bt+fzzz+XpKyYkKRMFLqPP/6YDRs20KVLF2rXrq21h0DfTZ06lc8++4zNmzdjb2+v63BeWG49NAEBAXrfrnPnzgHZbQgKCsLExET9mImJCfXq1WPChAm6Ci9PevToAcD58+fp0KEDVlZW6sdMTEyoUqUKvXv31lF0ebN+/XoAqlSpwoQJE4rlEB+UnHY8smPHDrZu3UrTpk013uO1atUiNDRUh5GJ/JAd/UWhc3BwYNOmTXTu3FnXobyw+vXrc+3aNTIyMqhcuXKOD3B/f38dRZY3dnZ2KBQK4uPjsbGx0fjQzsrKIikpiQ8++IBvv/1Wh1HmzeDBg1m+fDk2Nja6DuWFbdy4kb59+xab4Vah/ywsLLhw4QKurq5YW1sTEBCAq6srAQEBtG7dWuscRqF/pKdMFDoTExOqVq2q6zBeyqMejuJq2bJlqFQqhgwZwqxZszTmLT3qoWnWrJkOI8y7Rz0cxdnAgQOB7EnZ2ob0K1WqpIuw8uXu3btMmDBBPS3h6d/3xWW4v6S0o2HDhuzevZsxY8YAqH94rVmzpti8t4X0lIkisHjxYsLCwvjmm2+K5dBlSeLn50fz5s0xNjbWdSgvLDk5mQULFuQ6RzEsLExHkeVdSEgIQ4YM4dixYxrlj4aXi0Mi0KlTJyIiIhg9ejRly5bN8d7u3r27jiLLn5LSjiNHjtCpUyf69evHhg0bGDlyJJcuXeLYsWP4+fnRoEEDXYco8kCSMlEoHq1seuTgwYPY29tTq1atHAnB77//XpShvbC4uDi2b99OaGgoEydOxN7eHn9/f5ycnChfvryuw8szpVLJtWvXtCY0rVu31lFUeffuu+/i5+dH//79tX6JfvzxxzqKLO9atGiBkZERkydP1tqGevXq6SiyvLO2tubw4cN6v7jieUpKOwBCQ0NZsGABAQEBJCUl4enpyaRJk6hTp46uQxN5JMOXolA8vay/Z8+eOoqkYAQGBtK+fXtsbW25fv06w4cPx97ent9//52IiIhis+HniRMneO+997hx40aOYZri0kPzzz//sHv3blq0aKHrUF7Y+fPnOXv2LNWrV9d1KC+sYsWKWjfxLW5KSjsA3Nzc+OGHH3QdhngJkpSJQlES5v08ady4cQwaNIiFCxdibW2tLu/cuTPvvfeeDiPLnw8++EA990RbD01xYGdnp/crRZ+nZs2aPHjwQNdhvJRly5YxefJkVq1aRZUqVXQdzgsrKe1ISEjQWq5QKDA1NdVYrSz0lwxfikLXtm1bfv/9d0qVKqVRnpCQQI8ePfR+nzLI7vnz9/fHzc1NY2XTjRs38PDwIDU1Vdch5omlpSUBAQHFeuHFjz/+yJ9//snGjRtz7Lemz5780jxz5gzTpk1j3rx51KlTJ8eQvr6uLH20iveR5ORkMjMzsbCwyNEGbZcu0hclpR1PMjAweOaPrAoVKjBo0CBmzpyJgYFczEdfSU+ZKHS+vr6kp6fnKE9NTeXw4cM6iCj/TE1Ntf4SDQ4OpkyZMjqI6MU0adKEa9euFbuk7NGmq49cu3YNJycnqlSpkuNLVF+3JylVqpRGG1QqFe3atdOoo+8T/ZctW6brEApESWnHkzZs2MDUqVMZNGgQjRs3BuDUqVNs3LiRadOmcf/+fb766itMTU357LPPdBytyI0kZaLQBAYGqv/70qVLREVFqe9nZWWxZ8+eYjNBvlu3bsyePZtff/0VyB4SiIiIYNKkSXq/2eeT52HMmDGMHz+eqKgorT00devWLerw8qS4b0kC4OPjo+sQXtqjrTyKu5LSjidt3LiRxYsX06dPH3VZ165dqVOnDqtWreLAgQNUqlSJuXPnSlKmx2T4UhSaJ7vTtf2ZmZub8/XXXzNkyJCiDi3f4uPjeeuttzhz5gyJiYmUK1eOqKgomjVrxt9//63Xu4E/Og+5vdUfPabPPTRC/5SUOUwlpR3m5uYEBgbi7u6uUR4SEkK9evVISUkhPDycWrVqkZKSoqMoxfNIT5koNOHh4ahUKlxdXTl16pTGMJ+JiQmOjo4YGhrqMMK8s7W1Zd++fRw9elRjuXn79u11HdpzhYeH6zoE8ZQney+fpFAoMDMzo1KlShoXyNZHTw/HPq24zGEqKe2oWLEia9euZcGCBRrla9eupWLFigBER0djZ2eni/BEHklSJgpN5cqVAXLshVUcbdq0ib59+9KiRQuNrRjS09P55ZdfGDBggA6je7ZH56GkeHqS9iOPEpqqVasyaNAgBg8erIPo8ua11157ZiJgbGxM3759WbVqld5eiqmkzGEqKe346quvePvtt/nnn39o1KgRkL2g5PLly/z2228AnD59mr59++oyTPEcMnwpCt3OnTu1lj/5Jeri4lLEUeWPoaEhkZGRODo6apRHR0fj6OhYbIb9SsK5WLp0KXPnzqVTp04aX6J79uzhk08+ITw8nM2bN/P1118zfPhwHUer3Z9//smkSZOYOHGiRhsWL17MzJkzyczMZPLkyfTt25evvvpKx9Fq165dO0aOHKkxhwng119/Vc9h2rx5M3PnzuXKlSs6ivL5Sko7AK5fv87KlSsJDg4GwMPDg5EjR5KUlETt2rV1HJ3IE5UQhUyhUKgMDAxUCoVC4/aozMDAQNW6dWtVTEyMrkPNlUKhUN27dy9H+fnz51V2dnY6iOjFlIRz0atXL9X333+fo3zlypWqXr16qVQqlWrFihWq2rVrF3VoedaoUSPVnj17cpTv2bNH1ahRI5VKpVL98ccfKldX16IOLc/MzMxUwcHBOcqDg4NV5ubmKpVKpQoLC1P/t74qKe14Wnx8vGrlypWqxo0bqwwMDHQdjsgj/R0gFyXGvn37aNSoEfv27SM+Pp74+Hj27dtHkyZN+Ouvvzh06BDR0dFMmDBB16HmUL9+fTw9PVEoFLRr1w5PT0/1rV69erRq1apYzCt7pDifi0f27t2r9d+8Xbt27N27F8je1Fefr4EZFBSkdVi5cuXKBAUFAdlDnJGRkUUdWp49msP0tOI2h6mktOORQ4cOMXDgQMqVK8fixYvx9vbmxIkTug5L5JHMKROF7uOPP2b16tU0b95cXdauXTvMzMwYMWIEFy9eZNmyZXq5CvPRVgznz5+nQ4cOWFlZqR8zMTGhSpUqer8lxpOK87l4xN7enl27dvHJJ59olO/atUu9039ycrLGlRf0TfXq1VmwYAGrV69Wr+7LyMhgwYIF6ksv3b59GycnJ12G+Uy5zWG6cuUK27dvB4rHHKaS0I6oqCg2bNjA2rVrSUhIoE+fPqSlpbFjxw5q1qyp6/BEPkhSJgpdaGio1h3KbWxs1L0Z7u7uennZmZkzZwJQpUoV+vbtq7eTrvOqOJ+LR6ZPn86HH36Ij4+Pej7W6dOn+fvvv1m5ciWQ3SPo5eWlyzCf6dtvv6Vbt25UqFBBvTdcUFAQWVlZ/PXXXwCEhYXx0Ucf6TLMZ+rWrRtXrlxh9erVXL16FYBOnTqxY8cO9eWKPvzwQx1GmDfFvR1du3bl0KFDdOnShWXLltGxY0cMDQ3V7wVRvMhEf1HoWrZsibW1NZs2bVJvi3H//n0GDBhAcnIyhw4dYv/+/YwaNUr9oaiP4uLi2L59O6GhoUycOBF7e3v8/f1xcnIqNpvglpRzcfToUb755ht1jB4eHowZM0ajB1DfJSYm8tNPP2lMyn7vvff0uodP6B8jIyPGjh3Lhx9+qLFHmbGxMQEBAdJTVsxIUiYK3dWrV+nevTvh4eHqORo3b97E1dWVP//8k2rVqrFjxw4SExPp37+/jqPVLjAwkPbt22Nra8v169e5evUqrq6uTJs2jYiICDZt2qTrEPOkJJwLoTuBgYHUrl0bAwODXPdae0Rfrw4BJacdACdOnGDt2rVs3bqVGjVq0L9/f9555x3Kli0rSVkxJEmZKBJKpZJ///1Xo1fg9ddf1+vNGJ/Url07GjRowMKFCzUuSH7s2DHee+89rl+/rusQ86w4nouEhAT1sGtuO7A/oq8X8965cyedOnXC2Ng4161JHunWrVsRRZU/BgYGREVF4ejo+MwrRej71SFKSjuelJyczNatW1m3bh2nTp0iKyuLJUuWMGTIEOl9LUYkKRMiD2xtbfH398fNzU0jKbtx4wYeHh6kpqbqOsQS7cl94p68fNeTVHp+qainE4Hc6HMbbty4QaVKlVAoFNy4ceOZdfV50+KS0o7cXL16lbVr17J582bi4uJ4/fXXn/tDQOgHmegvisSBAwc4cOAA9+7dy7HD/7p163QUVd6Zmppq7aEJDg7WuHyUPlqxYgUjRozAzMyMFStWPLPu2LFjiyiq/Dl48KB6ZWVxvbD3k3/3xfUqF08mKMUxWXmkpLQjNx4eHixcuJD58+eza9euYvEZK7JJT5kodLNmzWL27Nk0bNiQsmXL5ujl+OOPP3QUWd4NGzaM6Ohofv31V+zt7QkMDMTQ0JAePXrQunVrli1bpusQc+Xi4sKZM2coXbr0M3frVygUer23V0mVmppabFf1bt68mZUrVxIeHs7x48epXLkyy5Ytw8XFhe7du+s6vDwrKe0QJYBOtqwVrxRnZ2fVpk2bdB3GS4mLi1O1b99eVapUKZWhoaGqYsWKKmNjY1Xr1q1VSUlJug7vlXPo0CHV+++/r2rWrJnq1q1bKpVKpdq0aZPq8OHDOo4sbzIzM1WzZ89WlStXTmVoaKgKDQ1VqVQq1bRp01Rr1qzRcXR5891336kcHBxUc+bMUZmbm6vbsH79elWbNm10HF3elZR2iJJBf2f2ihIjPT29WG1VoI2trS379u1j165drFixgtGjR/P333/j5+eHpaWlrsPLt/T0dK5evUpmZqauQ8m33377jQ4dOmBubo6/vz9paWkAxMfHM2/ePB1Hlzdz585lw4YNLFy4UL15LEDt2rVZs2aNDiPLu6+//poffviBqVOnYmhoqC5v2LCh+qoExUFJaYcoGSQpE4Vu2LBhbNmyRddhFIiWLVvy0Ucf8emnnxaryys9kpKSwtChQ7GwsKBWrVpEREQAMGbMGBYsWKDj6PJmzpw5rFy5kh9++AFjY2N1eYsWLfD399dhZHm3adMmVq9ezfvvv6+RCNSrV0/vL3r9SHh4OPXr189RbmpqSnJysg4iejElpR2iZJCJ/qLQpaamsnr1avbv30/dunU1vkgBlixZoqPI8uf06dP4+PhoXaxQXNowZcoUAgIC8PX1pWPHjury9u3b8/nnnzN58mQdRpc3V69epXXr1jnKbW1tiYuLK/qAXsDt27epWrVqjnKlUklGRoYOIso/FxcXzp8/n2Oi/J49e6hRo4aOosq/ktIOUTJIUiYKXWBgIK+99hoAFy5c0HhM29YG+mjevHlMmzYNDw8PnJycNOIuLm0A2LFjB1u3bqVp06YacdeqVYvQ0FAdRpZ3zs7OXLt2TX0JnEeOHDmCq6urboLKp5o1a3L48OEcicD27du19troo3HjxjFq1ChSU1NRqVScOnWKn3/+mfnz5xebIVgoOe0QJYSuJ7UJURw4Ojqq1q9fr+swXtqTE5mtrKzU/33+/HmVjY2NLkPLs3nz5qlq1qypOnHihMra2lp1+PBh1Y8//qgqU6aMasWKFboOL0927NihsrW1VS1YsEBlYWGhWrRokWrYsGEqExMT1b///qvr8PLsxx9/VFWtWlWlUChUCoVCVb58+WKzUOFJJaUdoviTpEwUmZCQENWePXtUKSkpKpVKpVIqlTqOKO+cnZ1VwcHBug7jpbVq1UqduFhZWanCwsJUKpVKNXr0aFWHDh10GdpzPYpVqVSq5syZo7K0tFR/iZqZmammTZum4wjz59ChQ6r27durypQpozI3N1e1aNFCtXfvXl2H9VwHDx5UpaWlaZQlJyer7t69q6OIXkxJaYcoWWSfMlHooqOj6dOnDz4+PigUCkJCQnB1dWXIkCHY2dmxePFiXYf4XAsXLuTOnTt6vR9ZXhw5coROnTrRr18/NmzYwMiRI7l06RLHjh3Dz8+PBg0a6DrEXBkYGFC5cmW8vb3x9vamTZs2JCYmkpSURM2aNbGystJ1iM+1fv162rZtW6w3LDUwMMDMzIymTZvi7e1N27ZtadKkCUZGxWs2TElphyhZJCkThW7AgAHcu3ePNWvWUKNGDfUlivbu3cu4ceO4ePGirkN8LqVSSZcuXQgODqZmzZo5Fiv8/vvvOoos/0JDQ1mwYAEBAQEkJSXh6enJpEmTqFOnjq5DeyZfX1/17eTJk6Snp+Pq6krbtm1p27Ytbdq0wcnJSddhPpO5uTnp6enq5LJt27Z4e3tTrlw5XYeWZzdu3ODgwYP4+fnh6+tLREQEFhYWtGjRQp0wN2rUSK+vpQolpx2iZJGkTBQ6Z2dn9u7dS7169TSuGxkWFkbdunVJSkrSdYjPNXr0aNasWYO3t3eOif6Q3QOiz553Ee9H9PVi3k9LTU3l2LFj6iTt1KlTZGRkUL16db1O8tPS0tS9kj4+Ppw6dYr09HSqVq2q0QOo78nlk8LCwtTnwc/Pj1u3bmFtbV1sVsI+UlLaIYo3ScpEobO2tsbf3x93d3eNpOzMmTN06NCB6OhoXYf4XNbW1vzyyy906dJF16G8kNwu4v2ISs8v5p2b9PR0jh49yj///MOqVatISkoqVm1ITU3l+PHj+Pj44Ovry+nTp8nIyCh2m/o+6nXy9fVlx44dZGRkkJKSouuw8q2ktEMUXzJ4Lgpdq1at2LRpE1988QWQvYWEUqlk4cKFtGnTRrfB5ZG9vT1ubm66DuOFPXkRb5VKRefOnVmzZg3ly5fXYVT5l56ezokTJ9RJzMmTJ6lYsSKtW7fmm2++wcvLS9ch5ouBgYE6YVYoFKhUKipVqqTrsJ4rIiICX19f9Xl48OABzZs3p1WrVvz11180adJE1yHmSUlphyg5pKdMFLoLFy7Qrl07PD09OXjwIN26dePixYvExMRw9OjRYpHsrF+/nj179rB+/XosLCx0Hc5Le7LHsrho27YtJ0+exMXFBS8vL1q1aoWXlxdly5bVdWh59iip9PX15eDBg5w8eZLKlSvTunVrWrdujZeXFxUrVtR1mM/k6upKbGwsLVq0UMfdsGHDYjdBvqS0Q5Qs8tcnCl3t2rUJDg7mm2++wdramqSkJHr16sWIESOYM2cOq1ev1nWIz7VixQpCQ0NxcnKiSpUqOSb6F5fL+xRnhw8fpmzZsupJ/V5eXpQuXVrXYeWLra0tjo6OdO3alVGjRvHLL7/g7Oys67Dy5eHDh0B2L5+RkRHGxsYal4oqLkpKO0TJIj1lQmcCAgLw9PQsFnOAZs2a9czHZ86cWUSRFIzi2FOWnJzM4cOH1cNN58+fp1q1anh5eamTtDJlyug6zGdq2rQp586dw8PDQx1zmzZtil1yeeXKFfV58PPzIzU1lZYtW6rb1KBBg2KxarGktEOUHJKUCZ0pTklZSWNtbU1gYCAuLi66DuWFJSYmcuTIEfV8oICAANzd3XNcykvfJCUlacR97tw5qlWrpk4EvLy8cHR01HWY+XL58mV1e/7991+AYrlqsaS0QxRfMnwpxCugV69eGvdTU1P54IMPsLS01CgvTvutWVpaYm9vj729PXZ2dhgZGXH58mVdh/VcVlZWdOzYUX1B+MTERA4fPsy+ffsYPnw4SUlJxWr15d27dwkMDCQwMJCAgAASEhIwNTXVdVj5VlLaIYo3ScqEyIOsrCyWLl3Kr7/+SkREBOnp6RqPx8TE6CiyvLG1tdW4369fPx1F8uKUSiVnzpxRDzcdPXqU5ORkypcvj7e3N99++y3e3t66DjPPlEolp0+fztEefd/t/969e+r9vHx8fAgODsbY2JjGjRvzzjvv4O3tTbNmzXQd5nOVlHaIkkWGL0Whebp35mlxcXH4+fkVi+HLGTNmsGbNGsaPH8+0adOYOnUq169fZ8eOHcyYMYOxY8fqOsQSz8bGhuTkZJydnTU2Wi0Oq3cfOXXqlDoROHLkCElJSVSoUIE2bdqo21SlShVdh/lMBgYGGBsb07BhQ3XMzZs3x9zcXNeh5UtJaYcoWSQpE4Vm8ODBeaqn77vhA7i5ubFixQq6dOmCtbU158+fV5edOHGCLVu26DrEEm/VqlV4e3tTrVo1XYfywgwMDDSSSm9v72KVVALs3buXli1b5hj6Lm5KSjtEySJJmRB5YGlpyeXLl6lUqRJly5Zl9+7deHp6EhYWRv369YmPj9d1iKIYuHr1Kh4eHroOQwihp2StrxB5UKFCBSIjI4HsXrNHK7NOnz4tk4FFnklCJoR4FknKhMiDnj17cuDAAQDGjBnD9OnTcXd3Z8CAAQwZMkTH0QkhhCgJZPhSiBdw/Phxjh8/jru7O127dtV1OEIIIUoAScqEEEIIIfSA7FMmRC527txJp06dMDY2ZufOnc+s261btyKKSgj9kZycjJ+fn9a9+/R5m5gVK1bkua4+t0OUPNJTJkQuDAwMiIqKwtHR8ZnXv1MoFMVirzWhW+PGjctz3SVLlhRiJAXj3LlzdO7cmZSUFJKTk7G3t+fBgwdYWFjg6OhIWFiYrkPMVV4vL6ZQKPS6HaLkkZ4yIXKhVCq1/rcQL+LcuXMa9/39/cnMzFSvyAwODsbQ0JAGDRroIrx8++STT+jatSsrV67E1taWEydOYGxsTL9+/fj44491Hd4zhYeH6zoEIbSSpEyI51AqlWzYsIHff/+d69evo1AocHV1pXfv3vTv3x+FQqHrEEUx4OPjo/7vJUuWYG1tzcaNG7GzswMgNjaWwYMH06pVK12FmC/nz59n1apVGBgYYGhoSFpaGq6urixcuJCBAwc+94oeQoicZPhSiGdQqVR07dqVv//+m3r16lG9enVUKhWXL18mKCiIbt26sWPHDl2HKYqZ8uXL8++//1KrVi2N8gsXLvDGG29w584dHUWWd2XKlOHYsWO4u7tTrVo1vv76azp06MCVK1do0KABycnJug4xVyVtKFmUHNJTJsQzbNiwgUOHDnHgwIEcF7s+ePAgPXr0YNOmTQwYMEBHEYriKCEhgfv37+cov3//PomJiTqIKP/q16/P6dOncXd3x8vLixkzZvDgwQM2b95M7dq1dR3eMz09lJwb6QUXRU16yoR4hjfeeIO2bdsyefJkrY/PmzcPPz8/9u7dW8SRieJswIABHD58mMWLF9O4cWMATp48ycSJE2nVqhUbN27UcYTPd+bMGRITE/H29ubevXsMGDBA3XO2bt066tWrp+sQhSh2JCkT4hmcnZ3Zs2cPr732mtbHz507R6dOnYiKiirawESxlpKSwoQJE1i3bh0ZGRkAGBkZMXToUBYtWqT3F8lWqVTcvHkTR0dHzMzMdB1Ogbh27RqhoaG0bt0ac3NzVCqV9JSJIidJmRDPYGJiwo0bNyhbtqzWx+/cuYOLiwtpaWlFHJkoCZKTkwkNDQWyr6mq78nYI0qlEjMzMy5evIi7u7uuw3kp0dHR9OnTBx8fHxQKBSEhIbi6ujJkyBDs7OxYvHixrkMUrxC59qUQz5CVlYWRUe5TLw0NDcnMzCzCiERJEhkZSWRkJO7u7lhaWlJcfiMbGBjg7u5OdHS0rkN5aZ988gnGxsZERERgYWGhLu/bty979uzRYWTiVSQT/YV4BpVKxaBBgzA1NdX6uPSQiReRW+/M0KFDi03vzIIFC5g4cSLff/+93k/sf5Z///2XvXv3UqFCBY1yd3d3bty4oaOoxKtKkjIhnmHgwIHPrSMrL0V+Pdk7U6NGDXV53759GTduXLFIygYMGEBKSgr16tXDxMQEc3NzjcdjYmJ0FFn+JCcna/SQPRITE5PrjzEhCoskZUI8w/r163UdgiiBSkLvzLJly3QdQoFo1aoVmzZt4osvvgCyt8FQKpUsXLgwxzY4QhQ2ScqEEKKIlYTembz0IhcHCxcupF27dpw5c4b09HQ+/fRTLl68SExMDEePHtV1eOIVIxP9hRCiiD3qnXmkuPbOhIaGMm3aNN59913u3bsHwD///MPFixd1HFne1a5dm+DgYFq2bEn37t1JTk6mV69enDt3Djc3N12HJ14xsiWGEEIUsQsXLtCuXTs8PT05ePAg3bp10+idKQ7JgJ+fH506daJFixYcOnSIy5cv4+rqyoIFCzhz5gzbt2/XdYhCFDuSlAkhhA7Ex8fzzTffEBAQQFJSEp6enowaNSrXPfH0TbNmzXj77bcZN24c1tbWBAQE4OrqyqlTp+jVqxe3bt3SdYh5FhcXx6lTp7h37x5KpVLjMVnII4qSJGVCCFHEfHx8ch2m/Pbbbxk1alQRR5R/VlZWBAUF4eLiopGUXb9+nerVq5OamqrrEPNk165dvP/++yQlJWFjY6Oxi79CoSg2q0hFySBzyoQQooj16tWLs2fP5ihfvnw5U6ZM0UFE+VeqVCkiIyNzlJ87d47y5cvrIKIXM378eIYMGUJSUhJxcXHExsaqb5KQiaImSZkQQhSxRYsW0alTJ65cuaIuW7x4MTNmzGD37t06jCzv3nnnHSZNmkRUVJR6ocLRo0eZMGFCsRryu337NmPHjtW6GlaIoiZbYgghRBEbNmwYMTExtG/fniNHjrB161bmzZvH33//TYsWLXQdXp7MmzePUaNGUbFiRbKysqhZsyZZWVm89957TJs2Tdfh5VmHDh04c+YMrq6uug5FCJlTJoQQujJp0iTWrl1LVlYW//zzD02bNtV1SPl28+ZNgoKCSEpKon79+sXiAuU7d+5U//f9+/eZPXs2gwcPpk6dOhgbG2vU7datW1GHJ15hkpQJIUQRWLFihdbyr776itatW9O4cWN12dixY4sqrFeSgUHeZu4oFAqysrIKORohHpOkTAghioCLi0ue6ikUCsLCwgo5mpfXu3dvGjduzKRJkzTKFy5cyOnTp9m2bZuOIhOi+JKkTAghRL6VKVOGgwcPUqdOHY3yoKAg2rdvz927d3UUmRDFl6y+FEIIkW9JSUmYmJjkKDc2NiYhIUEHEeXP8ePH+euvvzTKNm3ahIuLC46OjowYMYK0tDQdRSdeVZKUCSFEEevduzdffvlljvKFCxfy9ttv6yCi/KtTpw5bt27NUf7LL79Qs2ZNHUSUP7Nnz9a4RmdQUBBDhw6lffv2TJ48mV27djF//nwdRiheRTJ8KYQQRawkDP3t2rWLXr168d5779G2bVsADhw4wM8//8y2bdvo0aOHbgN8jrJly7Jr1y4aNmwIwNSpU/Hz8+PIkSMAbNu2jZkzZ3Lp0iVdhileMbJPmRBCFLHiPvQH0LVrV3bs2MG8efPYvn075ubm1K1bl/379+Pl5aXr8J4rNjYWJycn9f1HF1h/pFGjRty8eVMXoYlXmAxfCiFEESvuQ3+PdOnShaNHj5KcnMyDBw84ePBgsUjIAJycnAgPDwcgPT0df39/jX3iEhMTc+xZJkRhk54yIYQoYtOnT6dXr16EhoZqHforDm7evIlCoaBChQoAnDp1ii1btlCzZk1GjBih4+ier3PnzkyePJkvv/ySHTt2YGFhQatWrdSPBwYG4ubmpsMIxatIesqEEKKIPRr6u3btGh999BHjx4/n1q1b7N+/X+/nYj3y3nvv4ePjA0BUVBTt27fn1KlTTJ06ldmzZ+s4uuf74osvMDIywsvLix9++IEffvhBY0h53bp1vPHGGzqMULyKZKK/EEKIfLOzs+PEiRN4eHiwYsUKtm7dytGjR/n333/54IMPisUGuADx8fFYWVlhaGioUR4TE4OVlZXWuX9CFBYZvhRCCJFvGRkZmJqaArB//371NSKrV69OZGSkLkPLF1tbW63l9vb2RRyJEDJ8KYQQRc7AwABDQ8Ncb8VBrVq1WLlyJYcPH2bfvn107NgRgDt37lC6dGkdRydE8SQ9ZUIIUcT++OMPjfsZGRmcO3eOjRs3MmvWLB1FlT9ffvklPXv2ZNGiRQwcOJB69eoBsHPnTo2Lqwsh8k7mlAkhhJ7YsmULW7du5c8//9R1KHmSlZVFQkICdnZ26rLr169jYWGBo6OjDiMToniSpEwIIfREWFgYdevWJSkpSdehCCF0QIYvhRBCDzx8+JAVK1ZQvnx5XYeSK09PTw4cOICdnR3169dHoVDkWtff378IIxOiZJCkTAghipidnZ1GQqNSqUhMTMTCwoIff/xRh5E9W/fu3dUrLrt37/7MpEwIkX8yfCmEEEVs48aNGvcNDAwoU6YMTZo00ZifpY8uXLhA7dq1dR2GECWSJGVCCCHyzMDAgEaNGjFs2DDeeecdrK2tdR2SECWGJGVCCKEDcXFxnDp1inv37qFUKjUeGzBggI6ier7Dhw+zfv16tm/fjlKppHfv3gwbNkzjupFCiBcjSZkQQhSxXbt28f7775OUlISNjY3G3CyFQkFMTIwOo8ub5ORkfv31VzZs2MDhw4epWrUqQ4cOZeDAgTg7O+s6PCGKJUnKhBCiiFWrVo3OnTszb948LCwsdB3OS7t27Rrr169n8+bNREVF0bFjR3bu3KnrsIQodiQpE0KIImZpaUlQUBCurq66DqXAJCcn89NPPzFlyhTi4uLIysrSdUhCFDty7UshhChiHTp04MyZM7oOo0AcOnSIQYMG4ezszMSJE+nVqxdHjx7VdVhCFEuyT5kQQhSBJ4fzunTpwsSJE7l06RJ16tTB2NhYo263bt2KOrx8uXPnDhs2bGDDhg1cu3aN5s2bs2LFCvr06YOlpaWuwxOi2JLhSyGEKAIGBnkbmFAoFHo99NepUyf279+Pg4MDAwYMYMiQIXh4eOg6LCFKBOkpE0KIIvD0thfFlbGxMdu3b+fNN9/E0NBQ1+EIUaJIT5kQQgghhB6Qif5CCFFEjh8/zl9//aVRtmnTJlxcXHB0dGTEiBGkpaXpKDohhK5JUiaEEEVk9uzZXLx4UX0/KCiIoUOH0r59eyZPnsyuXbuYP3++DiMUQuiSDF8KIUQRKVu2LLt27aJhw4YATJ06FT8/P44cOQLAtm3bmDlzJpcuXdJlmEIIHZGeMiGEKCKxsbE4OTmp7/v5+dGpUyf1/UaNGnHz5k1dhCaE0AOSlAkhRBFxcnIiPDwcgPT0dPz9/WnatKn68cTExBx7lgkhXh2SlAkhRBHp3LkzkydP5vDhw0yZMgULCwtatWqlfjwwMBA3NzcdRiiE0CXZp0wIIYrIF198Qa9evfDy8sLKyoqNGzdiYmKifnzdunW88cYbOoxQCKFLMtFfCCGKWHx8PFZWVjk2X42JicHKykojURNCvDokKRNCCCGE0AMyp0wIIYQQQg9IUiaEEEIIoQckKRNCCCGE0AOSlAkhhBBC6AFJyoQQQggh9IAkZUIIIYQQekCSMiGEEEIIPfB/9QJVRDW3S3IAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(data_copy.corr(), annot = True )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note que las variables que tienen más correlación con nuestra variable objetivo `Age` son:\n", + " \n", + " • Shell Weight\n", + " • Diameter\n", + " • Height\n", + " • Lenght\n", + " • Weight\n", + " • Viscera Weight\n", + "\n", + "Note que hay variables que tienen una correlación muy alta respecto a las otras variables, por ejemplo algunas son: \n", + "\n", + " • length\n", + " • Diameter\n", + "\n", + "> Que podemos hacer con esa correlación tan alta entre las variables?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x = \"Shucked Weight\", y = \"Weight\", data = data)\n", + "plt.title(\"Altura vs Largo\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vamos a comparar nuestra variable objetivo (Age) con la distintas varaibles presentes en el Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", + "\n", + "#Crear un diagrama de dispersión multiple\n", + "sns.regplot(ax = axis[0,0], data = data, x = \"Length\", y = \"Age\")\n", + "sns.regplot(ax = axis[0,1], data = data, x = \"Height\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[0,2], data = data , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,0], data = data, x = \"Weight\", y = \"Age\")\n", + "sns.regplot(ax = axis[1,1], data = data, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,2], data = data, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[2,0], data = data, x = \"Shell Weight\", y = \"Age\")\n", + "\n", + "#Ajustar el layout\n", + "plt.tight_layout()\n", + "plt.delaxes(axis[2,1])\n", + "plt.delaxes(axis[2,2])\n", + "\n", + "#Mostrar el plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> Observemos que la correspondencia entre las variables númericas de los cangrejos respecto a la variable objetivo (Age) es `lineal`.\n", + "\n", + "> Esto es, que a medida que la variable del X aumenta, la variable del eje Y (Age) también aumenta, no necesariamente con todas las variables.\n", + "\n", + "> A excepción de la variable `height`, ya que no aumenta tanto en el eje X pero si en el eje Y.\n", + "\n", + "> Las ultimas cuatro graficas no son tan lineales" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Detallemos más de cerca que esta pasando con Weight respecto a Age" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x='Height', y='Age', data=data)\n", + "plt.title(\"Peso vs Age\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> No necesariamente entre más altura tenga el cangrejo mayor va a ser su edad." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# One Hot Encoding\n", + "\n", + "> Nuestra variable categorica `Sex` vamos a darle valores numéricos, para esto vamos a utilizar `one hot encoding`" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import OneHotEncoder" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "encoder = OneHotEncoder(sparse_output = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 0., 1.],\n", + " [0., 1., 0.],\n", + " ...,\n", + " [0., 1., 0.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.]], shape=(3893, 3))" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "encoded_data = encoder.fit_transform(data[[\"Sex\"]])\n", + "encoded_data" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], "text/plain": [ - "" + " Sex_F Sex_I Sex_M\n", + "0 1.0 0.0 0.0\n", + "1 0.0 0.0 1.0\n", + "2 0.0 1.0 0.0\n", + "3 1.0 0.0 0.0\n", + "4 0.0 1.0 0.0\n", + "... ... ... ...\n", + "3888 1.0 0.0 0.0\n", + "3889 1.0 0.0 0.0\n", + "3890 0.0 1.0 0.0\n", + "3891 0.0 1.0 0.0\n", + "3892 0.0 1.0 0.0\n", + "\n", + "[3893 rows x 3 columns]" ] }, - "execution_count": 27, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "data.hist(bins = 30 , figsize=(15, 10))\n", - "plt.show" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Vamos a analizar la correlación entre los atributos" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#Primero: Transformamos los valores del atributo sex de categoricos a númericos" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import LabelEncoder" + "encoded_df = pd.DataFrame(encoded_data, columns=encoder.get_feature_names_out([\"Sex\"]))\n", + "encoded_df" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1109,7 +1700,6 @@ " \n", " \n", " \n", - " Sex\n", " Length\n", " Diameter\n", " Height\n", @@ -1118,12 +1708,14 @@ " Viscera Weight\n", " Shell Weight\n", " Age\n", + " Sex_F\n", + " Sex_I\n", + " Sex_M\n", " \n", " \n", " \n", " \n", " 0\n", - " 0\n", " 1.4375\n", " 1.1750\n", " 0.4125\n", @@ -1132,10 +1724,12 @@ " 5.584852\n", " 6.747181\n", " 9\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 1\n", - " 2\n", " 0.8875\n", " 0.6500\n", " 0.2125\n", @@ -1144,10 +1738,12 @@ " 1.374951\n", " 1.559222\n", " 6\n", + " 0.0\n", + " 0.0\n", + " 1.0\n", " \n", " \n", " 2\n", - " 1\n", " 1.0375\n", " 0.7750\n", " 0.2500\n", @@ -1156,10 +1752,12 @@ " 1.601747\n", " 2.764076\n", " 6\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 3\n", - " 0\n", " 1.1750\n", " 0.8875\n", " 0.2500\n", @@ -1168,10 +1766,12 @@ " 2.282135\n", " 5.244657\n", " 10\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 4\n", - " 1\n", " 0.8875\n", " 0.6625\n", " 0.2125\n", @@ -1180,6 +1780,9 @@ " 1.488349\n", " 1.700970\n", " 6\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -1192,10 +1795,11 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", " 3888\n", - " 0\n", " 1.4625\n", " 1.1375\n", " 0.3250\n", @@ -1204,10 +1808,12 @@ " 5.854172\n", " 6.378637\n", " 8\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 3889\n", - " 0\n", " 1.5500\n", " 1.2125\n", " 0.4375\n", @@ -1216,10 +1822,12 @@ " 7.172423\n", " 9.780577\n", " 10\n", + " 1.0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " 3890\n", - " 1\n", " 0.6250\n", " 0.4625\n", " 0.1625\n", @@ -1228,10 +1836,12 @@ " 0.524466\n", " 0.637864\n", " 5\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 3891\n", - " 1\n", " 1.0625\n", " 0.7750\n", " 0.2625\n", @@ -1240,10 +1850,12 @@ " 2.338834\n", " 2.976698\n", " 6\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", " 3892\n", - " 1\n", " 0.7875\n", " 0.6125\n", " 0.2125\n", @@ -1252,291 +1864,75 @@ " 1.346601\n", " 1.417475\n", " 8\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " \n", " \n", "\n", - "

3893 rows × 9 columns

\n", + "

3893 rows × 11 columns

\n", "" ], "text/plain": [ - " Sex Length Diameter Height Weight Shucked Weight \\\n", - "0 0 1.4375 1.1750 0.4125 24.635715 12.332033 \n", - "1 2 0.8875 0.6500 0.2125 5.400580 2.296310 \n", - "2 1 1.0375 0.7750 0.2500 7.952035 3.231843 \n", - "3 0 1.1750 0.8875 0.2500 13.480187 4.748541 \n", - "4 1 0.8875 0.6625 0.2125 6.903103 3.458639 \n", - "... ... ... ... ... ... ... \n", - "3888 0 1.4625 1.1375 0.3250 24.819987 11.651644 \n", - "3889 0 1.5500 1.2125 0.4375 34.458817 15.450477 \n", - "3890 1 0.6250 0.4625 0.1625 2.012815 0.765436 \n", - "3891 1 1.0625 0.7750 0.2625 10.347568 4.507570 \n", - "3892 1 0.7875 0.6125 0.2125 4.068153 1.502523 \n", + " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", + "1 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", + "2 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", + "3 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", + "4 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", + "... ... ... ... ... ... ... \n", + "3888 1.4625 1.1375 0.3250 24.819987 11.651644 5.854172 \n", + "3889 1.5500 1.2125 0.4375 34.458817 15.450477 7.172423 \n", + "3890 0.6250 0.4625 0.1625 2.012815 0.765436 0.524466 \n", + "3891 1.0625 0.7750 0.2625 10.347568 4.507570 2.338834 \n", + "3892 0.7875 0.6125 0.2125 4.068153 1.502523 1.346601 \n", "\n", - " Viscera Weight Shell Weight Age \n", - "0 5.584852 6.747181 9 \n", - "1 1.374951 1.559222 6 \n", - "2 1.601747 2.764076 6 \n", - "3 2.282135 5.244657 10 \n", - "4 1.488349 1.700970 6 \n", - "... ... ... ... \n", - "3888 5.854172 6.378637 8 \n", - "3889 7.172423 9.780577 10 \n", - "3890 0.524466 0.637864 5 \n", - "3891 2.338834 2.976698 6 \n", - "3892 1.346601 1.417475 8 \n", + " Shell Weight Age Sex_F Sex_I Sex_M \n", + "0 6.747181 9 1.0 0.0 0.0 \n", + "1 1.559222 6 0.0 0.0 1.0 \n", + "2 2.764076 6 0.0 1.0 0.0 \n", + "3 5.244657 10 1.0 0.0 0.0 \n", + "4 1.700970 6 0.0 1.0 0.0 \n", + "... ... ... ... ... ... \n", + "3888 6.378637 8 1.0 0.0 0.0 \n", + "3889 9.780577 10 1.0 0.0 0.0 \n", + "3890 0.637864 5 0.0 1.0 0.0 \n", + "3891 2.976698 6 0.0 1.0 0.0 \n", + "3892 1.417475 8 0.0 1.0 0.0 \n", "\n", - "[3893 rows x 9 columns]" + "[3893 rows x 11 columns]" ] }, - "execution_count": 17, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "labelencoder = LabelEncoder()\n", - "data[\"Sex\"] = labelencoder.fit_transform(data[\"Sex\"])\n", + "data = pd.concat([data, encoded_df], axis=1)\n", + "\n", + "data.drop(\"Sex\", axis = 1, inplace=True)\n", "data" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Note que: \n", - " - 0 => Femenino\n", - " - 1 => Indeterminado\n", - " - 2 => Masculino\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Construimos la matriz de correlación" - ] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note que las caracteristicas que tienen más correlación con Age son:\n", - " - Shell Weight\n", - " - Diameter\n", - " - Length\n", - " - Height\n", - " - Weight\n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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SexLengthDiameterHeightWeightShucked WeightViscera WeightShell WeightAge
Sex1.000000-0.034975-0.038394-0.041629-0.021773-0.002353-0.032110-0.036216-0.033700
Length-0.0349751.0000000.9866530.8230810.9253740.8981810.9032530.8977360.554973
Diameter-0.0383940.9866531.0000000.8295320.9257700.8936260.8998100.9055610.573844
Height-0.0416290.8230810.8295321.0000000.8144050.7709610.7932720.8122900.551956
Weight-0.0217730.9253740.9257700.8144051.0000000.9690770.9655830.9552690.538819
Shucked Weight-0.0023530.8981810.8936260.7709610.9690771.0000000.9312800.8824060.418760
Viscera Weight-0.0321100.9032530.8998100.7932720.9655830.9312801.0000000.9061050.501328
Shell Weight-0.0362160.8977360.9055610.8122900.9552690.8824060.9061051.0000000.625195
Age-0.0337000.5549730.5738440.5519560.5388190.4187600.5013280.6251951.000000
\n", - "
" - ], - "text/plain": [ - " Sex Length Diameter Height Weight \\\n", - "Sex 1.000000 -0.034975 -0.038394 -0.041629 -0.021773 \n", - "Length -0.034975 1.000000 0.986653 0.823081 0.925374 \n", - "Diameter -0.038394 0.986653 1.000000 0.829532 0.925770 \n", - "Height -0.041629 0.823081 0.829532 1.000000 0.814405 \n", - "Weight -0.021773 0.925374 0.925770 0.814405 1.000000 \n", - "Shucked Weight -0.002353 0.898181 0.893626 0.770961 0.969077 \n", - "Viscera Weight -0.032110 0.903253 0.899810 0.793272 0.965583 \n", - "Shell Weight -0.036216 0.897736 0.905561 0.812290 0.955269 \n", - "Age -0.033700 0.554973 0.573844 0.551956 0.538819 \n", - "\n", - " Shucked Weight Viscera Weight Shell Weight Age \n", - "Sex -0.002353 -0.032110 -0.036216 -0.033700 \n", - "Length 0.898181 0.903253 0.897736 0.554973 \n", - "Diameter 0.893626 0.899810 0.905561 0.573844 \n", - "Height 0.770961 0.793272 0.812290 0.551956 \n", - "Weight 0.969077 0.965583 0.955269 0.538819 \n", - "Shucked Weight 1.000000 0.931280 0.882406 0.418760 \n", - "Viscera Weight 0.931280 1.000000 0.906105 0.501328 \n", - "Shell Weight 0.882406 0.906105 1.000000 0.625195 \n", - "Age 0.418760 0.501328 0.625195 1.000000 " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Mostrar correlación lineal entre todos los atributos del conjunto de datos\n", - "data.corr()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1545,50 +1941,15 @@ "output_type": "display_data" } ], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, "source": [ - "### Vamos a comparar Age con la distintas caracteristicas presentes en el dataset" + "sns.heatmap(data.corr(method= \"pearson\"), annot = True) # por defecto el metodo de corr() es pearson" ] }, { - "cell_type": "code", - "execution_count": 35, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", - "\n", - "#Crear un diagrama de dispersión multiple\n", - "sns.regplot(ax = axis[0,0], data = data, x = \"Sex\", y = \"Age\")\n", - "sns.regplot(ax = axis[0,1], data = data, x = \"Length\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[0,2], data = data , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,0], data = data, x = \"Weight\", y = \"Age\")\n", - "sns.regplot(ax = axis[1,1], data = data, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,2], data = data, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[2,0], data = data, x = \"Shell Weight\", y = \"Age\")\n", - "\n", - "#Ajustar el layout\n", - "plt.tight_layout()\n", - "plt.delaxes(axis[2,1])\n", - "plt.delaxes(axis[2,2])\n", - "\n", - "#Mostrar el plot\n", - "plt.show()" + "> No obtuvimos información tan interesante al aplicar One Hot Encoding, ya que la correlación con `Sex_F`, `Sex_M` y `Sex_I` fue baja, no le vamos a dar mucha relevancia a estas columnas." ] }, { From 2d6eadc2cf14a4b268d9cdaed830e1319030e2ea Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Tue, 14 Jan 2025 00:28:40 -0500 Subject: [PATCH 4/9] Redacte algunas partes del codigo, y queda pendiente los valores atipicos --- Notebooks/eda_data.ipynb | 770 ++++++++++++++++++++++++++++----------- 1 file changed, 563 insertions(+), 207 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index 689f102..ade712a 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -7,19 +7,6 @@ "# **Analisis Predictivo de la Edad del Cangrejo 🦀**" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Descripción del Problema\n", - "\n", - "Para un criador comercial de cangrejos, conocer la edad correcta del cangrejo les ayuda a decidir si cosechar los cangrejos y cuándo. Más allá de cierta edad, hay un crecimiento insignificante en las características físicas del cangrejo y, por lo tanto, es importante cronometrar la cosecha para reducir el costo y aumentar las ganancias.\n", - "\n", - "## Fuente del Dataset\n", - "Estos Datos fueron extraidos de la plataforma kaggle [Dataset](https://www.kaggle.com/code/umutcindiloglu/crab-age-prediction).\n", - "\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -64,6 +51,13 @@ "License(s): CC0-1.0\n", "crab-age-prediction.zip: Skipping, found more recently modified local copy (use --force to force download)\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-01-14 00:22:10,264 WARNING Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'NameResolutionError(\": Failed to resolve 'www.kaggle.com' ([Errno 11001] getaddrinfo failed)\")': /api/v1/datasets/metadata/sidhus/crab-age-prediction\n" + ] } ], "source": [ @@ -124,20 +118,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dataframe cargado con éxito:\n", - " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "0 F 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", - "1 M 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", - "2 I 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", - "3 F 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", - "4 I 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", - "\n", - " Shell Weight Age \n", - "0 6.747181 9 \n", - "1 1.559222 6 \n", - "2 2.764076 6 \n", - "3 5.244657 10 \n", - "4 1.700970 6 \n" + "Dataframe cargado con éxito\n" ] } ], @@ -152,8 +133,7 @@ "if os.path.exists(csv_path):\n", " #Cargar el archivo CSV en un dataframe\n", " data = pd.read_csv(csv_path)\n", - " print(\"Dataframe cargado con éxito:\")\n", - " print(data.head()) # Mostrar las primeras filas del Dataframe\n", + " print(\"Dataframe cargado con éxito\")\n", "else:\n", " print(f\"El archivo {csv_path} no fue encontrado.\")\n" ] @@ -393,15 +373,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Objetivos**:\n", - " \n", - "+ El primer objetivo es identificar cuáles de las variables disponibles (sexo, longitud, diámetro, altura, peso total, peso sin cáscara, peso de las vísceras y peso de la cáscara) tienen una correlación más fuerte con la edad del cangrejo.\n", - "\n", - " > Al identificar las variables más influyentes en la determinación de la edad, podemos enfocarnos en medir y registrar estas variables de manera más precisa y eficiente, reduciendo costos operativos.\n", - " \n", - "+ El segundo objetivo es desarrollar un modelo de machine learning que permita predecir la edad de un cangrejo en función de sus características físicas.\n", + "**Objetivo**:\n", "\n", - " > Un modelo preciso permitirá a los criadores tomar decisiones más informadas sobre cuándo cosechar los cangrejos, maximizando así sus ganancias." + "> Construir un modelo preciso que permitirá a los criadores tomar decisiones más informadas sobre cuándo cosechar los cangrejos, maximizando así sus ganancias." ] }, { @@ -473,30 +447,158 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 3893 entries, 0 to 3892\n", - "Data columns (total 9 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 Sex 3893 non-null object \n", - " 1 Length 3893 non-null float64\n", - " 2 Diameter 3893 non-null float64\n", - " 3 Height 3893 non-null float64\n", - " 4 Weight 3893 non-null float64\n", - " 5 Shucked Weight 3893 non-null float64\n", - " 6 Viscera Weight 3893 non-null float64\n", - " 7 Shell Weight 3893 non-null float64\n", - " 8 Age 3893 non-null int64 \n", - "dtypes: float64(7), int64(1), object(1)\n", - "memory usage: 273.9+ KB\n" - ] + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 F 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", + "1 M 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", + "2 I 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", + "3 F 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", + "4 I 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", + "\n", + " Shell Weight Age \n", + "0 6.747181 9 \n", + "1 1.559222 6 \n", + "2 2.764076 6 \n", + "3 5.244657 10 \n", + "4 1.700970 6 " ] }, - "execution_count": 10, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -688,13 +935,6 @@ "data[data[\"Height\"] == 0]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Tiene sentido?" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -704,7 +944,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -758,7 +998,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -808,7 +1048,7 @@ " mean\n", " 1.311306\n", " 1.020893\n", - " 0.349374\n", + " 0.349464\n", " 23.567275\n", " 10.207342\n", " 5.136546\n", @@ -819,7 +1059,7 @@ " std\n", " 0.300431\n", " 0.248233\n", - " 0.104976\n", + " 0.104751\n", " 13.891201\n", " 6.275275\n", " 3.104133\n", @@ -830,7 +1070,7 @@ " min\n", " 0.187500\n", " 0.137500\n", - " 0.000000\n", + " 0.025000\n", " 0.056699\n", " 0.028349\n", " 0.014175\n", @@ -888,9 +1128,9 @@ "text/plain": [ " Length Diameter Height Weight Shucked Weight \\\n", "count 3893.000000 3893.000000 3893.000000 3893.000000 3893.000000 \n", - "mean 1.311306 1.020893 0.349374 23.567275 10.207342 \n", - "std 0.300431 0.248233 0.104976 13.891201 6.275275 \n", - "min 0.187500 0.137500 0.000000 0.056699 0.028349 \n", + "mean 1.311306 1.020893 0.349464 23.567275 10.207342 \n", + "std 0.300431 0.248233 0.104751 13.891201 6.275275 \n", + "min 0.187500 0.137500 0.025000 0.056699 0.028349 \n", "25% 1.125000 0.875000 0.287500 12.672227 5.343881 \n", "50% 1.362500 1.062500 0.362500 22.792998 9.539607 \n", "75% 1.537500 1.200000 0.412500 32.786197 14.273973 \n", @@ -907,7 +1147,7 @@ "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -948,7 +1188,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -957,13 +1197,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -973,7 +1213,7 @@ } ], "source": [ - "data.hist(bins = 30 , figsize=(15, 10))\n", + "data.hist(bins = 30, color = \"Skyblue\", figsize=(15, 10))\n", "plt.show" ] }, @@ -990,7 +1230,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -999,7 +1239,7 @@ "text": [ "Length: -0.65086\n", "Diameter: -0.61716\n", - "Height: 3.31307\n", + "Height: 3.34858\n", "Weight: 0.51870\n", "Shucked Weight: 0.70284\n", "Viscera Weight: 0.57807\n", @@ -1032,7 +1272,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1088,7 +1328,7 @@ "freq 1435" ] }, - "execution_count": 15, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1106,22 +1346,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1131,7 +1361,24 @@ } ], "source": [ - "data[\"Sex\"].hist()" + "from collections import Counter # para que nos obtenga las distintas catergorias y el número total de cada una\n", + "\n", + "\n", + "counts = Counter(data[\"Sex\"]) # Nos devuelve un diccionario\n", + "categories = list(counts.keys())\n", + "frequencies = list(counts.values())\n", + "\n", + "plt.bar(categories, frequencies, color = \"Skyblue\", edgecolor = \"black\")\n", + "\n", + "for i, freq in enumerate(frequencies):\n", + " plt.text(i, freq + 0.2, str(freq), ha = \"center\", va = \"bottom\")\n", + "\n", + "\n", + "plt.title(\"Frecuencia de cada Sexo\")\n", + "plt.xlabel(\"Categorías\")\n", + "plt.ylabel(\"Frecuencia\")\n", + "\n", + "plt.show()\n" ] }, { @@ -1143,6 +1390,20 @@ "> En cambio en femenino e indeterminado tenemos aproxidamente la misma proporción." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis y Tratamiento de Valores Atípicos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -1159,7 +1420,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1198,7 +1459,7 @@ " Length\n", " 1.000000\n", " 0.986653\n", - " 0.823081\n", + " 0.823748\n", " 0.925374\n", " 0.898181\n", " 0.903253\n", @@ -1209,7 +1470,7 @@ " Diameter\n", " 0.986653\n", " 1.000000\n", - " 0.829532\n", + " 0.830230\n", " 0.925770\n", " 0.893626\n", " 0.899810\n", @@ -1218,20 +1479,20 @@ " \n", " \n", " Height\n", - " 0.823081\n", - " 0.829532\n", + " 0.823748\n", + " 0.830230\n", " 1.000000\n", - " 0.814405\n", - " 0.770961\n", - " 0.793272\n", - " 0.812290\n", - " 0.551956\n", + " 0.815180\n", + " 0.771722\n", + " 0.793995\n", + " 0.814012\n", + " 0.552345\n", " \n", " \n", " Weight\n", " 0.925374\n", " 0.925770\n", - " 0.814405\n", + " 0.815180\n", " 1.000000\n", " 0.969077\n", " 0.965583\n", @@ -1242,7 +1503,7 @@ " Shucked Weight\n", " 0.898181\n", " 0.893626\n", - " 0.770961\n", + " 0.771722\n", " 0.969077\n", " 1.000000\n", " 0.931280\n", @@ -1253,7 +1514,7 @@ " Viscera Weight\n", " 0.903253\n", " 0.899810\n", - " 0.793272\n", + " 0.793995\n", " 0.965583\n", " 0.931280\n", " 1.000000\n", @@ -1264,7 +1525,7 @@ " Shell Weight\n", " 0.897736\n", " 0.905561\n", - " 0.812290\n", + " 0.814012\n", " 0.955269\n", " 0.882406\n", " 0.906105\n", @@ -1275,7 +1536,7 @@ " Age\n", " 0.554973\n", " 0.573844\n", - " 0.551956\n", + " 0.552345\n", " 0.538819\n", " 0.418760\n", " 0.501328\n", @@ -1288,19 +1549,19 @@ ], "text/plain": [ " Length Diameter Height Weight Shucked Weight \\\n", - "Length 1.000000 0.986653 0.823081 0.925374 0.898181 \n", - "Diameter 0.986653 1.000000 0.829532 0.925770 0.893626 \n", - "Height 0.823081 0.829532 1.000000 0.814405 0.770961 \n", - "Weight 0.925374 0.925770 0.814405 1.000000 0.969077 \n", - "Shucked Weight 0.898181 0.893626 0.770961 0.969077 1.000000 \n", - "Viscera Weight 0.903253 0.899810 0.793272 0.965583 0.931280 \n", - "Shell Weight 0.897736 0.905561 0.812290 0.955269 0.882406 \n", - "Age 0.554973 0.573844 0.551956 0.538819 0.418760 \n", + "Length 1.000000 0.986653 0.823748 0.925374 0.898181 \n", + "Diameter 0.986653 1.000000 0.830230 0.925770 0.893626 \n", + "Height 0.823748 0.830230 1.000000 0.815180 0.771722 \n", + "Weight 0.925374 0.925770 0.815180 1.000000 0.969077 \n", + "Shucked Weight 0.898181 0.893626 0.771722 0.969077 1.000000 \n", + "Viscera Weight 0.903253 0.899810 0.793995 0.965583 0.931280 \n", + "Shell Weight 0.897736 0.905561 0.814012 0.955269 0.882406 \n", + "Age 0.554973 0.573844 0.552345 0.538819 0.418760 \n", "\n", " Viscera Weight Shell Weight Age \n", "Length 0.903253 0.897736 0.554973 \n", "Diameter 0.899810 0.905561 0.573844 \n", - "Height 0.793272 0.812290 0.551956 \n", + "Height 0.793995 0.814012 0.552345 \n", "Weight 0.965583 0.955269 0.538819 \n", "Shucked Weight 0.931280 0.882406 0.418760 \n", "Viscera Weight 1.000000 0.906105 0.501328 \n", @@ -1308,12 +1569,14 @@ "Age 0.501328 0.625195 1.000000 " ] }, - "execution_count": 17, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# No es necesario, con un mapa de calor estaria bien\n", + "data_copy = data.drop(columns=[\"Sex\"])\n", "data_copy.corr()" ] }, @@ -1326,7 +1589,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1335,13 +1598,13 @@ "" ] }, - "execution_count": 18, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1351,7 +1614,7 @@ } ], "source": [ - "sns.heatmap(data_copy.corr(), annot = True )" + "sns.heatmap(data_copy.corr(method=\"pearson\"), annot = True ) # por defecto el metodo de corr() es pearson" ] }, { @@ -1372,29 +1635,9 @@ " • length\n", " • Diameter\n", "\n", - "> Que podemos hacer con esa correlación tan alta entre las variables?\n" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x = \"Shucked Weight\", y = \"Weight\", data = data)\n", - "plt.title(\"Altura vs Largo\")\n", - "plt.show()" + "Al que estas varibles tenga una correlación tan cercana a `1` (una correlación positiva), nos indica que entre más aumente una variable la otra tambien va a crecer ya que tienen una correlación alta. Ejemplo, entre más diametro tenga va a ser más largo el cangrejo.\n", + "\n", + "\n" ] }, { @@ -1406,12 +1649,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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xthmtoEAIgafeOYjV65vBBfCDv+/Eysvn5Py62YZ8AGK0GY6d781vNzZj1fpmdId1cFhqPnc8uwPLFjbgmwv6/m0WC3kNa4QQuP7667FmzRq88sormDZt2qCf2bp1KwCgtrY2x60jxivDVTB670AXfOGeoIALAX/EwLv7faRkRBDjhNEKCqIGx70v7sGqf1pBAQA89fYB7O0IDvzBAoJ8ACJfDNXO9+a3G5vx4xf2wBfSIUkMdplBkhh8IR0/fmEPfruxeZTvKHvkNTBYtmwZ/vSnP+Gxxx6Dx+NBa2srWltbEQ6HAQDNzc2466678NZbb+Gjjz7C3//+d3z961/HggULcOKJJ+az6cQYJ65g1FjrQUgz0B7QENIMNNZ6cM9lc9IqGBmmZZ1tigRFkmCTJHABmJyjO2Jg9YZmcE5ShQQxVhmtoOBwt4bvPLEVL+5oS2yr8TrwP986C9MmlOT8+tmCfAAin2Rq53tjGByr1jfD5AJ2xSqKJjHL7tsVBpMLrFrfDMPgo3xH2SGvS4lWr14NwCpgkszDDz+Mq666Cna7HS+//DLuv/9+BINB1NfX44orrsCtt96ah9YS442hKBg5bTJ8YatyIoO1nzEGRQKiJkd5iZ2UjHrxgx/8oE+S4MyZM7F7924AQCQSwXe/+108/vjj0DQNF110ER544AFUV1fno7kEMSD+iI6OUQgKth/04ft/34GjIT2xbc4kLx782lxMKkuv1FOokA9A5JtM7HxvnnmvBd1hHYrMILHU8XWJSVBkju6wjmfea8Flp07K9S1knbwGBoMVeqmvr8eGDRtGqTUE0ZdMFYwUmUEIoFcfAQZACEBmDBrn41LhYCBmz56Nl19+OfFeUXq6pJtuugnPPfcc/vrXv6K0tBTXX389Lr/8cvzrX//KR1MJol9GKyh45t1D+NUrTTCSZh4vObkO/7GwARPcxbeunnwAohAYzM735mBXCByA0k/sIDHAjB1XjBRE8jFBFCtxZQMhAMaQ+H8cAeu9KURGCgfjDUVR0hYu8vl8eOihh/DYY4/h/PPPB2CNIjY2NmLLli2YN2/eaDeVINIyGkGBbnL8+pUmPPNeS2KbIjF854Jj8ekTaa09QYwmk8pckABwYQUBveHCGhQsthm8OBQYEDknLuM52DRdpsdl63PJn+0IaugK6ih1KvCFjYylRnuUDfywyxI0g4PJlh6yEAIGF3AoEsJRE7PqvAMqHGTKSO630Pjggw9QV1cHh8OB+fPnY+XKlZgyZQreeust6LqORYsWJY49/vjjMWXKFGzevHnAwIAKHBGjxWgEBUcCGn7wzE7sONTzd1xRYscdn52F2XW0LJEofjgX2HbQh3f2d4EJ4OQpZZgzqbSPXcuF7RvOtY+Z4ILHYYMvrENiPGU5ERcchilQ6rJhSZaD9tGy/RQYEDklLuPZ3B6AbgrYZIaGKncf+c5Mjxvu+Qf67M5DPvgjBkwuEiP+coZSo3Flg1vWbINucmgGoBs8oUokMQZZkuBxKAMqHGTKSO630DjzzDPxyCOPYObMmWhpacEdd9yBT3ziE9i+fTtaW1tht9tRVlaW8pnq6mq0trYOeF4qcESMBr6wjiOB3AYFu1r8uP3vO3Ak0LMEsbHWgzs+O7solw4RRG82NXVg5fO7sKc1AINbybo2WcJx1W6sWNyYsGu5sH0juXZ5iQ3dER1RQ0CROSRmzRQYpoAsMSxb2JDVegajafuZGGyRX5Hj9/tRWloKn88Hr3fko7VE5sRlPAOagXKXHXZZQtTkOBrS4VblRNZ/pscN9/wDta0zGEVYN2FygWTBICkWHDhtCipKbAOeK36+XNcxGMn9FsNz0NXVhalTp+LnP/85nE4nrr766pSRfwA444wzcN555+HHP/5xv+dJN2NQX19f0PdOFBejERS8uKMVP3/pfehmT8e0+IQafOeCY2FP43BMKncOWNysGPqAXDBe77sY2NTUgZue3IrD3RoYAFlmgIA1SAdgokfFfV84GQCGbftyeW2Tc+gmRzhqWsuGAXictqzXMRiJ7U8m02eBZgyInJAs41njdSSKhzgkGTVeCa1+Das3NOOMYyoyOm7e9MqU0fZMz9/7c8mf7Y7osYDAmikAYsnCsHIFuBApUqPpzhUnWdkgF5WPR3K/xUJZWRmOO+44NDU14ZOf/CSi0Si6urpSZg3a2trS5iQkQwWOiFyS66DAMDke3PAhnnrnYGKbLDH8x8IGXHpyXUohJoIoVjgXeGB9EzqDUTAG2KRYkTEGSJKAbnB0BqNY9c8mMIas2r6hXZsNeO1ZtV5cfupktPjCOal8nA/bX9x1m4mCJS7jWe6y9zFkjDGUuWxobg/gmfdaMjoueX3tUM7f+3PJn3XZFURNDin2eRb7T/xsErPKpTvtcr/nSiaubLDw+CpcduoknDezCnMm912rOBxGcr/FQiAQQHNzM2prazF37lzYbDasW7cusX/Pnj3Yt28f5s+fn8dWEuMZXyi3QUFXKIqb//ZeSlBQ5rThp587EZedMomCAmLMsOOQH7tbuyEEoEiplYcZGBRZghACO1qs47Jp+zK+9iE/9gxy7b0dQRxX7cH15x+Ly06dlNWgIN7W0bb9NGNA5IS4jKddTv+QqLIEHxc42BXK6LjeMp+Znj+dPGj8szZZsnIK0KMeFEfE/iNQGFKjI7nfQuV73/selixZgqlTp+LQoUP4/ve/D1mW8aUvfQmlpaW45pprsHz5clRUVMDr9eKGG27A/PnzSZGIyAu+kI4jwdwFBU3tAdz29Ha0+XuucWyVG3deMhvVXkfOrksQ+aAzFIVuWFP16cLduMqfbnAIScqq7cv02lGTQwB5tbv5sP0UGBA5IS7jGTU5HFLfda+ayWGTGCaVuTI6rsxpw7YDvkQ2fpnTBpvMoBkmAAaDcyiSBIfNiv7jn4vLgyZn83cGorDJVnJwPBhgQCwa6EHENgSjBiAEOro1bHj/cF6UgDL9PotJDvXAgQP40pe+hCNHjmDixIk455xzsGXLFkycOBEAcN9990GSJFxxxRUpBc4IYrTJdVCwblc7fvqPPdCSKqVecHwVvnvhcXDY+s8bIIhipcJlh01hQBSJ9flxBERirb/EGGxKj+0TQiCi84TNF+grBT6Yes9A1waQWFocX03gj+goddkSaoPx6xtcQGFAZyCaM98gH7afAgMiJ/TIeHajxps6VSeEQFdIR2OtB0tOrMVT7xwY8LjaUhU/eXE3PjwcTGTjT59YAtUm4ePOUOxYK8pXFQkT3CoCmonGWg9m13n7ZPMrEhA2ODjnsMsSIobZOyYAAMRt9JFAFGDAiqe2wWmTUaLKo64ElOn3mQ051NHi8ccfH3C/w+HAqlWrsGrVqlFqEUH0JZdBgckFfvd/H+KJNw8ktkkM+OYnpuMLp02mpUPEmGV2nRfH13jw2t5OGJwn1vmbQsAweUIMRDNMSBLQ3h1BucuOjoAGzeApNYOOr+mxfZmo9/R3bcAKSnTDmimIxnyD7oiOzmAUHocNAU1PXN8UAjJjuOvZHZAlKSdKQfmw/ZRjQOSEuIynW5XR6tcQ1k1wLhDWTbT6NbhVGdeda8l5DXScIgHt3Rp2t3ajRFVQ5VFRoip474Af+46EYJjCUgBiVicRjprY1xmCLAHXnduALR8ewS1rtmFXiz/xebfDBs6BUJQj/XhBKgIAE4DJOcK6AcaAXS3duGXNNmxq6hiNrzPj77NYE48JohDpCkVzFhR0R3SseGpbSlDgcShYefkcXHl6PQUFxJhGkhj+Y+EMVJTYrSVDpqXwEzV6ggJFYpjoUSEEQ3fEwL7OEMJRE4xZATTn1sxCe7eGLR8eSaj3JNv7ElXpY6/TXdsUHCbniOocHJZXMNHjQF2pE7LEEIyaaPVHEIqaAKxrCwEYXKBbM+Cyy2mvlY3vabRtPwUGRM44a8YE3HPZHDTWehDSDLQHNIQ0A421nhR5rf6OO77Gg4keFSYXqPE64LDJkCQGVZFgcqvzUBUGp12BAMB5Tw2CKo/aR/Eo/nmHTcaUCidcdgWKLA0SFljYbRJssgRTWKok1R47ApqJ1RuawXm6+Ybsk+n3SRDEyOkKRdEZzM3a4b0dQVz357fx5sdHE9umTSjBA185FacfU5GTaxJEoXHWjAm47wsnY3adF7LEYPCedf8Om4T6ChcqSlTUl1tqPPFZAs6tATunXcGUChdMDjywvhkPrG9Ka+9rvGofe516bQmGKaCb1vIlWQKmVLpQUWKH12nDpDJnosJx3NwziUFilg/CBXAkqEFVpLTXysb3NJq2n5YSETklWcZzoGp96Y7jQuC6P73VJxs/onNETQ5FZjAFMMmrgiXlGYAJHAlEB1U8qvKq6ApqcDsUOBXJ6hy4sHSNmQBjLKEhLoS13lCRAM3g0AyRogYwZ/LoVCDN9PskCGL45DIo2PjBYfzo+d2I6D35BAuOnYD/vPh4OO2UT0CML86aMQFPLzsHa945iDuf2QGbIqHUaYPTJifstmYIq9YAA2pKnVAkZuUU2qWEitCe1m4IiIzUe+L2On7teOXjlqNh/O2dAyhz2eC09bjHiiRBlhgkISBgrefvDEYhyVLMLxDQDI6IbqkY5sI3GE3bT4EBkXPiMp5DPW7D+4fTZuMb3FrfJ0uAya11uh6HAsAyqpwL+LiRkeJR3DZXlKiQJIbuiA7GrI6Ax6WJEEtGikmZWtOHHCV2JS9KQJl+nwRBDJ1cBQVcCDy66SP8ccu+xDYG4Oqzj8FXzpxCS4eIcYskMUzwqLArMqo8ah9nN16VWMBaXuRx2FL2q7GCXxBDVxCSJIaT6stwUn0ZNrx/GE+9cxCqnBqg9/gcDGZsnVGykmGyXwDIOVMrGi3bT4EBUbD0l41v6Q5bU3pxJz6ZISkeyQwMPcfEz91bvjT+7/h2RZKKUgmIIIj+yVVQENQM3PO/u7H5wyOJbSV2Gbd8qhHzGyqzfj2CKDYGUt+J2/h09h6wbLldthSKRqLek6nPYZOlhKRpsr8Qb1ux+wYUGBAFg2FwPPNeCw52hTCpzIVPn1DTJxtfCAEhBCTGoBkcLps1nRiHc46Obg2Ty52YVunC9Ikl2N0aSPl8RLeSnHxhHbPrPGBMwu7WblR7GbjgYGDQTQ45adRCCICDw+CAQ5FgmAZa/RpcdhkPvdqMEyeXYe7UCsyZNHhBs8Gk1AiCGH2OBqM4moPZv32dIdz+9A7siymoAUB9uRN3XXoCplS4sn49gihk+rN/cfWdnYf8KHPaYAqRkCBXFZZwxLng6AgYAACXTYbDLqErpOP4Gg8AMaC9P2GSF7PrvCltKHNasw9dYR1lThumTSjBjhY/Sh1WDiJgVSNXJIaIzuGyyyhz2tAV0hHRTQgmYHABVZFhkwWOBjUcCUYx0aOizR8GDqBfG1+ovgAFBkRB8NuNzVi1vhndYR0cVlb8Hc/a8OkTarC/M4RWvwa7wuALWVJhZiypRzOt0uXlTjuOhqM43K2BC2D/0TD+47G3Uem2Q5bQ9/Ox4MIfMfDZk+rwQXs3drd2W9OEMbjZkzgUje2QGRDRTXzUaSkTRAwDa7e2YO3WFsgSw6xaD1Ysbuw3GSgTKTWCIEaXXAUFWz48gh8+twvBmJIJAMybXoFbPtUIt0rmlxhfDGb/Fhw7AW981ImjoSgYY5AAKLIl/OFWFXRHDHzYEUo5pywBE90q/mNhAwDgljXb+rX3vrCOh179EBs/6EBzewDBqGk59wJw2mQoMhAxOMJRE76QnpAxl5Ba5ihicJTYZQQ0I7EtrJvY1RpMvN/XGcY3//AWPA4ZJ9WX97HxhewLMCGEGPyw4sXv96O0tBQ+nw9eb/FovI8nfruxGT9+YQ9MLqDIVqY/F4BhCsgSw5WnTcZ7B33Y2dINzgVkCVAVGQ6bDH9EBxfWKH7E4JAYUOVxoMxpQ9TkOBrSIUuAyy5jX2c45fNlLjs0g0OWrKn+gGYO3thBYACqvCru+8LJfR7uuJRaQDNQ7rLDHlsXeTSkw63KOVUWGs/PwXi+d2JwOoNRdGU5KBBC4M+v7cPD//ooxaH42rwpWHrWMYnCSdlkUrkTqtJ/8vJ4fQ7G630XGoPZv6+cOQV/fm0fjoaiiBoCumk57JZKEINDsRzxdA5rucuGVV8+FWfNmIBNTR1Y+fyuPv5CmcuOgKYjqJlw2WV4HDa0+yPgMReYMQYBgVg6Q5/rqIoEmTFwWHmLQc1ILC2Kt7M/XDYZVV41YePz5Qtk+izQkAWRVwyDY9X6ZphcwK4wSMyaupMYIDGOqCHw7LYWnFBXCo+qoNSpwCbLCTWCGqHiwNEwDFPAoyqYVO5InMMhyajxSmj1R3A0qMMdUwtI/jwXHO+3BWCYluqBTWHQDdHnIXco1rTkYLGDgOVoPLC+GfOmVyamBTkXKdKp8UTDnjZqWL0h9TMEQeSWXAQF4aiJH7+4Gxvf79Exd9gk/Nfi47Hg2IlZvRZBFAOD2b8WXwSr1jdDkRjqy10AAyJRq7qwBGsFQEAzIDHApkiWIx4TBzGFQEAz8MD6JsybXol50ytR6rT38RcAK4fIjNU+6ApFIRA/n4BmWFbfJiEhSmIVHWfgXECRGI6Z4EKrLwLNFHDZZVR5HLDLwJ72IHoPsccDBgCIGCb8YR2rNzT3kVEvRF+A6hgQeeWZ91rQHdZjMwWpf44Sk6DIDN1hAzta/JjoUeF12uG0y2Cx6gMSk+Bx2BDRTXgcSp9zMMbgtMnojujwOm19Pq/pVoE0AUCJJSID1sh/8qCebgokqQsOiGkK7Gntxo5D/sS2HYf8A0qnJsubEQSRe3IRFBzqCuOGv7yTEhTUlTmw6sunUlBAjFsGs39Ou4zusJ6QKGWwtnkcNkgxhUABS5WHgUFiDLLEIEsSFMkKFHbHbO6OQ358eDjQx1+IRHtkzi3JcROyFLf5aZRGEPNBJAlKbERf0wVcdgVhzUCZyw6XqqBb6ynIlkJSZWYurCVRze2BQWXUC8EXoBkDIq8c7AqBA1D6CYwlBhgAdIP3K0NmTe+lOvLJxFUD0k3fx2XI4sSnBHsfOdhUYcqxsHISkqXKOkPRQaVT8yF9ShDjkVwEBW9+1Im7ntuF7kjPuuPTppbjts809pFXJIjxxGD2byAbbnCO+Bx+OhMf36abPfZzMJlzIz4YGFcb7OUDpPybxXwIbp2jtz+hmxmOGApA5yIjGfV8+wIUGBB5ZVKZCxKsiFpKPKTWQ2spEMSm9xQrYleZhMPdGjSTQ5UlTPSoMLgJCKArpINzoNSpwBcxEIqaibLpANCt6QBDYiqRASlTdZwLMBarW5D4T2zfEO4pPtuwtyOYUBoYSIoNKH55M4IoFo4ENPjCetbOJ4TAX986gP/e+GHKyOEXTpuMb35ieoq6GUGMRwazf6YQVoJvilNuKQppRo/1FbCccy567GxiWZHgePrtgwgZBsK6iVZ/GHZFhssuw2nvkSI3zB7/wspjBFIWDyc1QsT2cG6pIfrDOrgQ4AI43B1BOGpigLSeFKyggsWCEoGjoShcdiWxrDlOIfgCFBgQeWXJibW449kd8IV0SIxDCJaI7OOPp8yAyWVONLUHEDFSXfS2bi3xb3/EgD9i4EBX+mt1BnV0Bvt3CEyBzKcFBoADCGkGfr3uA9gVCQ1Vbvz7gul9pFfjCCHQFdLRWOvB7DpKjiOIXJHtoCCim/j5S+/j5V3tiW2qIuF7Fx6HCxqrs3Ydgihm4lKk/dm/cNSEx2lDWDdRKgSCUROHuyPQDA7ORSLg1s3+DbQvYuKprQcT7wMaAOhgsHJ8nDa5z+cNbkmNpmxLequbIuUznaGeviOkc4R0Df3Re3CxM6RDlhhWvfIB4m6MLAEOm4KJHhVuVSkYXyCvOQYrV67E6aefDo/Hg6qqKlx66aXYs2dPyjGRSATLli1DZWUl3G43rrjiCrS1teWpxUS2URQJyxY2QJYYNMMqTsJFqn/usMloPtw3KChkvA4F1V4HSlQFu1q6ceva7Vhw7AS4VRmtfg1h3QTnIjayocGtyrju3AZKPCaIHJHtoKDNH8F3Ht+aEhRUeVT88osnU1CQIeQDjA8kieG6cxv6tX8eh4JlCxvgVhXs6wzjwNEQwnqP0sdIrKIAENZ5ilOfD2TJmt6Iz3YIWCslwlEDBzpD6AxGC8YXyGtgsGHDBixbtgxbtmzBSy+9BF3XceGFFyIY7NGCvemmm/DMM8/gr3/9KzZs2IBDhw7h8ssvz2OriWzzzQUNuPmi46D0ehBkiaHG68AxlS6EM838zTGZPqph3QRjVlBT41UR0Exs/KADd196AhprPQhpBtoDGkKagcZaT06lSglivJPtoODdA1247k9v44P2QGLbyfWlePCrp+LYak/WrjPWIR9g/HDWjAm457I5/dq/by5owN2XngBJspb7xkcHHXa53/zBYsFlk2CTGRhjsCkS7IoEiVn+hMQYDCHQEdBwfE1h+AIFVcfg8OHDqKqqwoYNG7BgwQL4fD5MnDgRjz32GD73uc8BAHbv3o3GxkZs3rwZ8+bN63MOTdOgaUnLS/x+1NfXk4ZxgbPtgA/X/vHNnpwCWUKZ0wbGGNr9kZQlQ4WGBIBJSCmOpkjAMZVuOO3WAsSwbiKkGfjN107D7DrvqFc7HM9a3uP53gmgI6DBn6WgQAiBp7ceSkgsx7n8lEn41rnTE5VS88FYqGNAPsDYZ6Bqv9sO+PDvf3wzpjjEoEgSIoaJA0fDWbt+fLS+P1RFAhdWHmJataEBmOi2Q1Vk6KZVbfloSIfEGGpLVbR1a5AYSyQtW9fgqPE6YQoB3eR4aOnpOKm+bLi3NiiZ9gEFJVfq8/kAABUVFQCAt956C7quY9GiRYljjj/+eEyZMgWbN29Oe46VK1eitLQ08aqvr899w4kR0xmKwjAFJpSoqPI4UqS8tF5Z/4U2eqDIEuReMqlcWMlGcVRZgh5TGpAkhjmTS3HucRMxZ3IpLR8iiByRzaAganD87B/v45evNCWCApvM8P9dNBPXnz8jr0HBWIF8gLHPQPYvrl7kddjgcdjgtMuZq/5kCSEslaThoHOB8hI7qrwOeJ02a1aAWbkKQqT6LnFhdEW2Eo0ZY+jK4qzmSCiYnoxzjhtvvBFnn302TjjhBABAa2sr7HY7ysrKUo6trq5Ga2tr2vOsWLECPp8v8dq/f3+um05kgWTVgt6oBW5wWezhT+5KJAYoUk+7C0FpgCDGE9kMCjoCGm56civ+d3uP3al023H/lSdj8Qk1WbnGeId8ACKdH2AbZfsflyNlw8hsSJYgjasgAdY9JBc8A2LXiPkJheYfFIwq0bJly7B9+3a8+uqrIzqPqqpQVTVLrSKywUBTh3GSVQuqvVYxklAs+chlT50ez+fiNynWacTbIAEwOQfAUqYnTQ50BiJQbZZUmi9sYFadl1SHCGIUONytoTuSnaBgxyEfvv/3negM9uiKz67z4o7PzkZFSWEY8rEA+QBjl8F8gPj+jqCGKq+KjzpCcNgkSIzBYctQDzRDBnUfhKVUpMgSuCGGJFQ4ocSOo6EoogaHbphWojET8KgSjgQlaAaHIllypSa3li3ZZaA9kH8lomQKIjC4/vrr8eyzz2Ljxo2YPHlyYntNTQ2i0Si6urpSRgza2tpQU0OjNMXApqYOrN7QjOb2AHRTwCYzNFS5cd25DSkJNnHVgpue3Irdrd0Y5dnDjOm95pADsFYMpe4QADrDBhC2ih3ZZYYFx06gZUMD8KMf/QgrVqzAd77zHdx///0ALEWS7373u3j88cehaRouuugiPPDAA6iuJtUXIj3ZDAqee68Fv1j3QYqk4afn1OKG82fArhT2TGYxQT7A2GUwHyB5fzBqIqDplv3PXlrBkNBi8qTC5IPmI/RmZ2t3340C2NXWk0wf7RFbQtTg+OBwEBUl9rwrESWT155NCIHrr78ea9aswSuvvIJp06al7J87dy5sNhvWrVuX2LZnzx7s27cP8+fPH+3mEkNkU1MHblmzDbta/ChRFVR51IR85y1rtmFTU0efz0QNXrBBQTJDfXx1U+B3r+5Ne88E8MYbb+A3v/kNTjzxxJTtpEhCDIVsBQWGyfGLlz/Az156PxEUKBLDTYuOxXcvPI6CgixBPsDYZjAf4LcbmxP7GWMIRPTCsf8iK2WNBrtEQZLXGYNly5bhsccew9NPPw2Px5NYM1haWgqn04nS0lJcc801WL58OSoqKuD1enHDDTdg/vz5adUIiMKBc4HVG5oR0AzUeB2JRGKHJKPGK6HVr2H1hmbMm14JSWLgXOCB9U0IaAZkKZ78w6DHip2NFjbJmg5s7Y4O+NAOtUkCQGcwigfW99wzYREIBPCVr3wFv/3tb3H33Xcntvt8Pjz00EN47LHHcP755wMAHn74YTQ2NmLLli3UBxAptHdHEIgYIz7P0VAUP/j7Tmw76EtsK3fZ8IMlszFncumIz58LXHYFNqn4ghXyAcYug/kALb4IVq1vhiIxVHtVfHwkNGQVIBYb0s+mi2CXAFMw2BSGqJF9/8MmAYxJMDmHXZExfYILbd3RFH8o3+S1J1m9ejV8Ph8WLlyI2traxOuJJ55IHHPffffhM5/5DK644gosWLAANTU1eOqpp/LYaiITdhzyo7k9kKIuFIcxhjKXDc3tAew45E8cv7u1G0JYyTiy1DdZZzTgwuoU4pdNTiqOl2Af9rm5wJ7W7sQ9ExbLli3Dpz/96RTlEWB4iiSAJVfo9/tTXsTYJltBwftt3fjWH99OCQpmVnvw4FfnFmRQYJMl1JQ6UFPqKAiHYqiQDzB2GcwHcNpldId1OG0yNF0govNY0m/mM/JCIPGZ4dLbpgtmKQXpxtDlSjO9oCwxKLIEg3NohujjD+WbvM4YZFJCweFwYNWqVVi1atUotIjIFnHZMXs/igKqLMEXk+9MHB+rRR5/TvORZCwE0iojZfPc8XsmgMcffxxvv/023njjjT77hqNIAlhyhXfccUe2m0oUKNkKCv6xsw0/f+l9RJMqrF84qxo3LToWapYTIEeKFBtcKY3VeilWyAcYuwzmA8iMgcNyzI1eKwPyucRGCKsu0dDSjod2fiCmfsStey+xKyn+UL4piORjYmyQrDzQGYhCkSxH2CH1VhUS8EV0mCZHZyAKw7D+L2Bp/ZqCQ4KUkdHINgJWonBPW1P3jbSvYAA+OhxMKDMAGPViZ4XC/v378Z3vfAcvvfQSHA5H1s67YsUKLF++PPE+XuCIGHtkIygwucBvNjbjf946mNgmMeBb5zbgilMnFZzj7VYVVJTYqW4CkTcyURqMS49qhgmAweAciiTBYZPAGIMpBCRYNlaJyXkO176OxCz3djO4EDDM3A1MWishBExhqRMZpkDEMEmulBh7pFMeCBscQb+GKRXOhHENaAba/RGEdROyxHD3cztwx7M7IDOGUNSAKQDTBCy9n9FHAOgI5CZq5wCCUQO//mcTbDJDpdvqBI4EogMqNo1V3nrrLbS3t+PUU09NbDNNExs3bsSvf/1rvPjii8NSJCG5wvFBNoICX1jHXc/uxNv7uhLbvA4Fty+ZhVOnlI+whdnFrkiY4FazLt9IEEMhU6XB2XVeVLrt2B1T6okX+FJjf8fhqAmP04awbsLrVOCwSQhqZt4TcrmwgoNcIbhAFNYyJQagrTsCADi+pnDkSmnIgRgx/SkPCCEQihrY1xlGWDfhD+s4cDSEUNSExBjKS+zwRwz4Qjp8YR0e1ZbvWwGQ25CEcwGXKoMxhh2H/NhxyA/GkJFi01jjggsuwLZt27B169bE67TTTsNXvvKVxL9JkYRIR7t/5EFB8+EArvvT2ylBQcPEEqz+6qkFFRTIEkOlW8XkchcFBUReGYrS4JYPj6C9W4PJBTgXiSrA4aiJfZ0hKDLDsoUNcKsK2vxRlDrtI8oVKBYM0SN7LkuWT2BygfZuDVs+PJLfxsWgGQNiRAykPFBf7sL+oyEwBgTCURwJ6TC5gMsuY6JHRUdAAxeAXWEwTAF/RIfE+tYKGFMwhiMBDYm6iswatSx32eGwpVdsGqt4PJ5EhdM4JSUlqKysTGwnRRKiN+3+CALayIKC9XsO494XdiOSlE9w3syJ+N5FM+EsIOfb67Sh3GWHPIb7AaI4GIrSIACs3tAMkwtMqXChIxCFZpgQ3AoOJMZQ5VFxzTnTMbuuFKs3NKOprRtsDDsAvVdKyYyBMcBhkzHBbUdAMwvG7lNgQIyIwZQHJnocCGkGvnj6FDy6+SO47DJKXTZEojxWBZBBYgySxBPTknaJwYxF0cXURzAAboeC7ogBBmudMgCYome/xICIbjkj8TXCmsER0TmcdrmPYlMhKqGMJvfddx8kScIVV1yRUuCMGH8IIXC4WxtRUGBygUc2fYQ/v7YvsY0B+LdPTMMXT68vmHwCh01GpdsOVSmcIIUY3wxVaTB+rMMmw+1QEInyRJ4BmMCRQBQ7Dvlx1owJmDe9Ek9vPYS7n9sJp11G1OBo79YyapfMLFvKhYBuFpbD4HUo8DptKHPa0BXWcagrDAaG2lIViixZORd2CQyWSlGh2H0KDIgRkan6kCRZowRehw0slogUX3OYgrDG0q0pNoD10gboLz9pBHlLWcWhSAhLltwZQyzAiakcWbJqLLF+MaHBLCxlAsByAnorNo0n1q9fn/KeFEkIIDtBQSBi4If/uwuv7e1MbHOrCm79dCPOmFaRjWaOGEWSUOG2w62SaSYKi6EqDSYfy2DJk8ZtHOcCPm4kjpUkhgq3HRJjKHXY0BHILCgArKBEYpatLTScdhnlsYRiRWIJyXNFluBxpC6dLiS7T70PMSLiygPp1IcAQDM5bBLDpDJXynFKvE4BemkQx97EgwaWpnhJuiAgHzUP+hCbIo23hbGeOgjx+xQQiWAoWbZMSSpOFP/OCkWhgCDyiRDW+tvgCIKCj48EcdvTO3DgaDixbWqlC3ddMhuTy13ZaOaIYIyhNDaymO9lBASRjkxtfdxuDeXY3ue3DUNxq0Am+1JIvo+4zxP/d28Kye5T8jExImbXedFQ5cbRkN5HXlQIga6QjoYqN5acWJtynMMmQVUkGFyACw7OBWQGmKaAbpjQDA4hRJ+HXaD/GYN8U2KXEdFNSAwwuIjJr/bMeAhY9ydL8QIqHLppLafSTY5w1ATnPPGdNdZ4sO2ADxveP4xtB3zgBTgiQhC5JBtBwb+aOrDssXdSgoKzZ1Ri1ZdPKYigwGVXMLnciYoSOwUFRMGSqa2fXeft91gBgZBm4LA/giqvA401HgCxBFyTw2GT0dIVhiJlbutMLqCbvOBmDBiASNTEwaMhHDgawpFABFwgJlFqoCOgoSOgIajpCEZ0tPu1lO8kn9CMATEiJInhunMbcMuabWj1ayhz2aDKEjTTcnDdqozrzm2Aokh9jqssUXHIF0bUEIn1+Bw9uUdDWS5YCEsLQ1EzJSciXUfFYeUUJBDW+4NdltPCGFBRYseCYyfg6kffGFQSjiDGKiMNCrgQ+NOWj/HIpo9Ttl911lR8dd5USHkeYrTJEirddrjsZIaJwidTWx8Pbnsfq5sc7X4tVtcA2N8ZxNWPvoEFx07A3989hPfbAoia1hLjQKeZcbsErIG4QkMA6AimWRYkgI86I302SwD2d4Zw9aNv5N3OM5GPKlKjiN/vR2lpKXw+H7zewtCIHYukaBtzAZuU3pHtfRznVhJyIegXZwMJw5M7lQBIkrWkwK0qsCsSTC5Q7rLDLkuImhxHY53vPZfNGXKnMZ6fg/F878XKSIOCUNTAyud3419NPfJ/LruMFYuPx9l5DqzzVbV4vD4H4/W+c0Wmtj752J2H/OgKRSEAOBRLldCuSGjzWyPmXFjCHLLEoJu5qjlc2MgMqCl1QDPEsO38YGT6LNBQBZEV4soCg1VD7H1cmdOGHz+/E699dBRmfmqaZRVFBqKZD3bElIoYbArDpDInHIqE99sDgAYcV+WGFFuLmE4SjpYdEGMRIQTa/BpC0eEFBQePhnHr09vx8ZFQYtvkcifuvGQ2jqksyVYzhwVVLSaKnUxtffzYM46pwOd+sxm6yTHRrSbU94QQMDlPzPbbFAmCj7+gIJ6DaAqgK6zjmAoX2rqjebXzFBgQWUOSWEYyW8nHbTvgw/vtwfwnDmeJoQY3AtZMgckFGBg0Q8TWZFr/diblIZGUKTHWGWlQ8PreTtz93K4U9aIzplXg1k81wu3In7mjqsXEWCJTWw8Au1q70e6PoNrrSPn7j+g8ZVmtELktLpprRqKMGP+spnNohsi7nafAgMgrnaEodGPsjBIMZ6kji33OkiztUTRKljCNU0iSZgSRTUYSFAgh8Pgb+/G7/9ub0pd85cwpuOqsY/JWIEyWGMpcdpQ6C6OqO0GMNv3JnFqS5UmJyaIAlAXzRUK6XMDgHCV2Ja92ngIDYkhwLjKaQgSAaNTEgxs/xEedQTgVGefOnICgxuF1KfCHDJQ6FWw/6AcXvGDqEOSDnvLoVu2DYpE0I4hsMZKgIKyb+OmLe/DPPYcT2xyKhJsvnomFM6uy2cwh4XHYUFFCVYuJsUc6PwBAWt/ArcoIRw3s7dBhVySUORTIshxTHuw5p+hXc7A4GFHLRc//IgaHwXUoDHmz88MODKLRKPbu3YuGhgYoCsUX44GUpKNBlHL+31Pv4Yk3D6SoBfz5davaaLKZZGOsAvpwbsXgAgxAm1/DBHdPQqKqpDoUcUm4xlpPoiMmiGJnJEFBqy+C257ejubDwcS22lIH7rxkNhomurPZzIyhqsXEWCadH1DpthzYI4Foim9glxn+uedwwsaHdI6usPWc9x4MLLSqxaNF8l1zYfVpjAGlTht84fzMGAw5AyoUCuGaa66By+XC7NmzsW+f5ezdcMMN+NGPfpT1BhKFwaamDtyyZht2tfhRoiqo8qgoURXsaunGLWu2YVNTR+LY//fUe/jz6/v7lRATSS8uCqMGQb6RJSAcNbCvM5xIUGzrjiKsm+BcIKybaPVrfSThCKKYGUlQ8Pa+o/jWn95KCQpOnVKGB75yal6CAkWSUOV1oK7MSUEBMSZJ5wcwZs0U7DjkB2Ms4Ru8sbcT63Yf7nfgb3yGAZkhBKAbHLeu3Z7iW40WQw4MVqxYgXfffRfr16+Hw+FIbF+0aBGeeOKJrDaOKAw4F1i9oRkBzUBNLIFIkhgcNhk1XhUBzcTqDc3gXCAaNfHEmweGfA2ZjfcAgUGSGGSJYXK5Ez/7/ElorPUgpBloD2gIaQYaaz05kTAjiHwghECrPzLkoEAIgb+9fQA3/8978Ed6Pvv5uZPx4ytOHPX1/JYogB2Ty51wqzR7ToxN0vkBjAG+sA4Ws9++sA4mAXaZIWJklkqs0CBXAkulEIkaKwHNSPhWo8mQe7G1a9fiiSeewLx581I0mGfPno3m5uasNo4oDHYc8qO5PYByl72P7nZvpZx/7m4fUrGR+NkkiUECUO60IRA1ETV4QRYtyRRFismxJd1Cf3kUEoCJHhUldgUCAkcCUZQ67Xj06jMyzucgiGIiHhSEh6LtC0DTTdz38gf4x862xDa7ImH5J4/DhbOqs93MQXHZrdk9u0Lyo8TYJp0fEFcWiufDaYaJSJTDH9EzPq8sWXl1uinA2NhPQE7nB8gMkCXJCrBi30HU5Kiw2fOiTjTkwODw4cOoquqb0BUMBke1WAsxevSnKhAnWSnn485g2mMGQsT+IwA47Qo0U8DkoqgDg94kHo10t8QAVZHgtMvgXMAfMdAZig5JEo4gioXhBgWHuzXc/vQO7GnrTmyr8qi485LZOK7ak+1mDghVLSbGG+n8AEtZKGbfGCC4tS06BN1uIQAWc5clAEPrFYqHZPeYxfydeEFUibFUkQImILj1GT0P6kRDHuY47bTT8NxzzyXex4OB3/3ud5g/f372WkYUDBUuO2wy6/dhjyvldAaiEMPQ8QesBFyDCxzyhRDWdJhFHhSYPHW2YCDBBYYeBSJSHSLGMpwPLyjYdsCHb/3prZSgYM6kUqz+6qmjGhRIjKGixFo2REEBMZ5I5wcosVFuU4iEzZYl1u8gYjrMWKEzYGwJkfQmIccq0rgCrO+x8ZmDfPgDQ+7Z7rnnHixevBg7d+6EYRj4xS9+gZ07d2LTpk3YsGFDLtpI5JnZdV40VLmxq6UbNV4pZWZICIHD3REwxnDvC7sQzXBdYW/iD4pu9t5SnPRu/UB347DLcNglUh0ixjTxoCCiDy0oeObdQ/jVK00pM4iXnFyH/1jYANsoVhCmqsXEeCadH2BwDp40CGap60VQYs88+T55ELC4rX5mpKgQwcop4MIqbMoYg4AVZKmKhLBuorHWO+r+wJB7uHPOOQdbt26FYRiYM2cO/vGPf6CqqgqbN2/G3Llzh3SujRs3YsmSJairqwNjDGvXrk3Zf9VVV4ExlvK6+OKLh9pkYoRIEsN15zbArcpo9WspSjn7j4YQ1Kz3bocNNaVOePNYYbTYkBgwwa0ionNSHSLGLMMJCnST4+cvvY/7Xv4gERQoEsN3P3kcvnPBsaMWFNgVCXVlTlR5HRQUZBnyAYqH3n5AZzCKg0fDKTkBsgSENBNt3VSAM1NskgSJMeicw+AcemxwVZEZ3KqSF39gWB5cQ0MDfvvb34744sFgECeddBK+8Y1v4PLLL097zMUXX4yHH3448V5V1RFflxg6Z82YgHsum5PQL/ZxAZtkddQuu4wpFa7ETMKUShd2HfJjnMoSZ4zDJqHEriAUNWGTOBprPWlrQhBEMTOcoOBIQMMPntmJHYf8iW2VJXb84LOzMLtudPJuqGpx7iEfoLiI+wEPrG/GGx91whACisxgjzmuJhexQmVEJkgMcNplSAzo1gxwLiBJDF6HDbPqvHnzB4YcGPj9/rTbGWNQVRV2e+ZroRYvXozFixcPeIyqqqipqcn4nJqmQdO0xPv+2ksMnbNmTMC86ZUJpZzOQBT3vrALboctZXlRJMqtRBvqH1JgDCixyRCM4QdLZuGykydhV2s3qQ4RYxbOBVr8EWhDCAp2tfhx+9934EigZ9SxsdaDOz47GxPco+MUUtXi0YF8gOLjrBkTUKIquObRN2CXJbjsChw2ayatK6SjxR+G4NYyGWJgGKyZgf/3qVkoK7GhK6ij3GVDpVvNqz8w5MCgrKxsQPWhyZMn46qrrsL3v/99SNLIp13Xr1+PqqoqlJeX4/zzz8fdd9+NysrKfo9fuXIl7rjjjhFfl0hPslLOhvcPw+Dok2hkcD6mk4iGCwNQ6VYR0k1rWYIikeoQMWYZTlDw/PZW3P/y+ylVUBefUIPvXHDsqEiCUtXiwoN8gMKjK6yDgaHcZU9xXhWZWQpDLF2GLREnPm4qhCXTWuG249zjJua7WQmG3NM+8sgjqKurwy233IK1a9di7dq1uOWWWzBp0iSsXr0a1157LX75y19mpQryxRdfjD/84Q9Yt24dfvzjH2PDhg1YvHgxTLN/Q7NixQr4fL7Ea//+/SNuB5Ge/tSKFEkCDbT1hYHBFIJUh2KsXr0aJ554IrxeL7xeL+bPn4/nn38+sT8SiWDZsmWorKyE2+3GFVdcgba2tgHOSBQKQw0KDJPjV6804Scv7kkEBbLE8O3zZ+B7Fx6X86CAqhYXJuQDFCYD2f7e48bkCvQPY9bAarb8AZGlIhBDnjF49NFH8bOf/Qxf+MIXEtuWLFmCOXPm4De/+Q3WrVuHKVOm4Ic//CFuueWWETXui1/8YuLfc+bMwYknnoiGhgasX78eF1xwQdrPqKpKaxBzAOeiT7Gt/tSK7Ap1BulQbQzd4Sgq3Q68+XEnuBCYM8maMdhxyI+OoDasqcR0v00xLEmaPHkyfvSjH+HYY4+FEAKPPvooLrnkErzzzjuYPXs2brrpJjz33HP461//itLSUlx//fW4/PLL8a9//SvfTR8Rxfp7ZcpQg4KuUBR3PrsTW/f7EtvKnDZ8f8ksnFRflqNWWjDGUOq0ocxpG1O/wViBfIDCIbnfKnPaMH2iG7tbe2y/iCnrQCAlv5AmDvoS/04kiWFmTV8VwqHaiPdbu/GLdR9gV4sf9115MuZMKh1RfzbkwGDTpk148MEH+2w/5ZRTsHnzZgCWctG+ffuG3aj+mD59OiZMmICmpqZ+OwUi+2xq6kgkHeumgE1maKhy47pzG3DduQ24Zc02tPo1lLls8Id1dAQ0WkqUhnCUIwTArwVx17M7oUgSJpU74FYVHOoKwx8ZevLRpqYO3PfSHuxq6QYXQJnLlvhtCj2JecmSJSnvf/jDH2L16tXYsmULJk+ejIceegiPPfYYzj//fADAww8/jMbGRmzZsgXz5s3r97yFvMZ4oGep0H+vTDBjicaZBgUftHXj9r/vQJu/5/eaUeXGXZfMRrXXkatmAgBKYvKjoyl5SowM8gHyQ7p+q9JthywBrX4NdoWhMxiFpnMKBIaAqkj4j4WpqkOZ2gjNMPG/77Vg9fpmvN8eSGz/xiOvY1Zd6YhsypB7xPr6ejz00EN9tj/00EOor68HABw5cgTl5eXDatBAHDhwAEeOHEFtbW3Wz02kZ1NTB25Zsw27WvwoURVUeVSUqAp2tXTjljXbAAD3XDYHjbUetPvDaO+moKA/BKyZFJvEoMiWBvTejhC2HfSjK2yACyso4FzAF9bx3oEu3LJmGzY1dfQ5l8kFfvny+/jGo2/gjY+7EIiaiBgmnDY58duk+1yhYpomHn/8cQSDQcyfPx9vvfUWdF3HokWLEsccf/zxmDJlSmIAoj9WrlyJ0tLSxCveL+WbwZ6lYvq90mFygRZfOOOgYN2udnz78a0pQcGixir88osn5zQosMkSakodqPY6KCgoMsgHGH3667dafNZz63HIaPVFEKGgYMiEoiZ2HOqZKc3ERnzUEcTdz+7Emfesw01PvpsSFABA1BAjtilDnjH46U9/is9//vN4/vnncfrppwMA3nzzTezatQt/+9vfAABvvPEGrrzyykHPFQgE0NTUlHi/d+9ebN26FRUVFaioqMAdd9yBK664AjU1NWhubsbNN9+MGTNm4KKLLhpqs4lhwLnA6g3NCGgGaryOxFIhhySjxiuh1a9h9YZmPHr1GThtSjnm/vDlPLe48GEMidGB5PWAVkETBolJEJKAYVqvgGZg9YZmzJteCUliaPVF8KctH+PJN/ejvVtLOTcXQMTgqPGqid8m/rlCZdu2bZg/fz4ikQjcbjfWrFmDWbNmYevWrbDb7SgrK0s5vrq6Gq2trQOec8WKFVi+fHnivd/vz3twkOmzVOi/V3/Eg4JMChyaXOB3//chnnjzQGKbxIB/XzAdn5s7eUBxi5EgMStZ0utUcnYNYmiQD1DYDNZvtfgi6AzqkBgDFyKRVEsMTPx74gJY9c9mXH3WNEgS6/e7rvIw7OsM47o/vw1fWE97TlWRUOm2o8xph8QwIpsy5MDgs5/9LPbs2YMHH3wQ77//PgBLcmzt2rUIBKzI5brrrsvoXG+++SbOO++8xPu4MV+6dClWr16N9957D48++ii6urpQV1eHCy+8EHfddRetHxwldhzyo7k9gHKXvY8hZYyhzGVDc3sAOw750dQeQChqQJGAYRY/HhfweFn0tLDYfxlkCYiaHBU2O5rauvHwv/bi/5o6sPH9w2lnZGwyQ0WJHR6H0ue3KWTlo5kzZ2Lr1q3w+Xz4n//5HyxdunTEFdQLcY3xUJ6lQv690jGUoMAf1nH3c7vw5sdHE9u8DgW3fWYW5k7N/ixzHLdDQWWJSvKjBQb5AIXNYP2W0y7jUFfYmgmXWYqaGDEw8eDAH9HxzHstmFHl7vNdRw2OzqCGzpCeUiE6GY+qoMqrwmmTU36jkdiUYRU4O+aYYxKqQ36/H3/5y19w5ZVX4s033xxQLaA3CxcuHDCL+sUXXxxO84gs0RmKQjdFHznSOKoswccFOkNRHOwKgWOYf1DjjPiffO+/fBFfawRrZoGb1pKigGbgrud2pT2XR1VQWWKH25E6Cpr82xQydrsdM2bMAADMnTsXb7zxBn7xi1/gyiuvRDQaRVdXV8qsQVtb25A0zQuFoTxLxcRQgoK9HUHc9vR2HOqKJLZNm1CCuy6ZjboyZ07ap9pkVJbY4bCR0lAhQj5AYTNYvyUzNsBAF5EJQgAHu0KocNutnAKJwR/WcSQYRUAz0n5m+sQSzJteiRe3t6LG60g7IzASmzJsP27jxo146KGH8Le//Q11dXW4/PLL8etf/3q4pyNyzEBZ7v3tS5Ykc0gyhBCI6FbZbkWSIMABATQfDqClKwIGULXjDIiaHHI/A5dmrAaEVUES8Ef6dgx1ZQ6cN7MKL+9sg9dpS+v0aCYvSllUzjk0TcPcuXNhs9mwbt06XHHFFQCAPXv2YN++fZg/f36eWzl0kp8llUkpz5HDJiV+rzKnDdsO+IpCsWgoQcHGDw7jR8/vRkTvOXbBcRPwnxcdD6c9+067LMVn0KhqMTG+6a0mBFh1CDLpX+L9lmaYAKy8OFliMeUhgYhuJoqZckouzJjkb4oxYFKZC5wLhKIGdrf1n6fptEn4/pLZuPL0emw/6Mf63e0J/6w3I/EBhhQYtLa24pFHHsFDDz0Ev9+PL3zhC9A0DWvXrsWsWbOGfHFidBgoyx1Av/vmTa9MyJG6VY6OgAbN4IgpkoFzAcaAlc/tgsGpEPpQSBdA9daETkZmDOcdPxFfnTcVC461CqHs6wz1kYoFrNyFrpCOxtq+MmiFxIoVK7B48WJMmTIF3d3deOyxx7B+/Xq8+OKLKC0txTXXXIPly5ejoqICXq8XN9xwA+bPnz+gIlGhEpf2fXe/DybniJrWcxTXsZYlCVMrnfjJi3vw4eHCVywyucChrjD0Af5mAYALgUc2fYQ/belRqWMAvnHOMfjyGVOyvtafMQavQ+lTeIkgxiPJtj8YNRHRTQgBOG0ySlR50P5ldp0XlW47drd2AwA4t55pwHqOU55+cgCGhZVn8AGaDwfTfoUyY5jgtkPnArPrvPjCafVgjPUrFw+M3AfIWJJhyZIlmDlzJt577z3cf//9OHToEH71q18N+YLE6DJQlvtNT27FTU9u7TcDfsuHR3DduQ2QJcsJDUdjowMQiRFtLkBBQY5ZcOwEbFpxPn639HQsnFkFSWKQJIbrzm2AW5XR6tcQ1k1wLhDWTbT6NbhVGded21DQzlF7ezu+/vWvY+bMmbjgggvwxhtv4MUXX8QnP/lJAMB9992Hz3zmM7jiiiuwYMEC1NTU4Kmnnspzq4eHJDEsOHYCQlEDoai13DI+Ox+KmghqOg4cDWN3a+ErFmUaFAQ1A7et3ZESFJTYZfzwshPwlTOnZj0ocNkVTCpzotKtFvTfPUGMBsm2nzGGkGbAMDlMzhHWDTCGQfuXLR8eQXu3BpMLmKaAKSxbL9ArKCBGRFM/QQFgzcwENANeh5Ji03PpA2Q8Y/D888/j29/+Nq677joce+yxQ74QMfoMpChQ7WV4v81KFj+uyg1JkhL7klVSHl56Oqo8KjqDUQghwDnQ2x+goCA3qIoEuyxBAJjo7ptsd9aMCbjnsjmJESEft9YnNtZ6CnKUuTfpZI+TcTgcWLVqFVatWjVKLcodnAts/KADJaoMwxSImjzxHNkVllCgGuhZLATFIsPkaPFFBg0K9neGcNvTO7CvM5TYVl/uxF2XnoApFa6stskmS6gosaNEpQwnggBSbX+1V8XHR8IQAGyKBAhAj0liT61woa07mrZ/iZ/D5AJTKpzYfzQC0iLPPRLrm4eoGRx3ffaEPjY9Vz5Axj3pq6++ioceeghz585FY2Mjvva1r6VUJSQKj4EUBTQ9VqUQDJoh4ExahpaskvLMey04EohiaqULEAyhqIH2bg2MAYZJMwW5osqtosqrImLwAZUFzpoxAfOmV47pSrpjgfizWOVxQLVJ6AxG0RmMJmRpTWElmx8N66gs6QkCC0mxKNOgYMuHR/DD53YhGO0Ropg3vQK3fKoR7iw671Lsuyl12kh+lCCSSLb9mi6gGSZkiYGBAQxQJMvZ1AzRb/+SfA4hrOUlkmydQ0CQAlEOUCTAJlv5nAJWgMAFB+cCHcH0ScS58AEy7qXnzZuHefPm4f7778cTTzyB3//+91i+fDk453jppZdQX18Pj8cz7IYQ2WcgRQGD96xxNjgHkJq8Es9oP9gVgm4KqLIMSWKxY5HoHIjcwJjlFGaiLCBJrOgkLscbyc9iUDPR0R0FFwKyxCAEg2laxYHa/RpURU5xoAtBsSiToEAIgT+/tg8P/+ujlJ7ha/OmYOlZx0DKovPujlUtVqhAGUH0IaW/iRqWrU96VBgsp9PgHCV2JW3/0uccAJRYcGF1A2T/s09Mspwx618MYMKqEXGwK9Tvp7LtAwy5Vy0pKcE3vvENvPrqq9i2bRu++93v4kc/+hGqqqrw2c9+NmsNI0ZOshJKbxRJQtxOK1LfP4N4RvukMlfKOeKfExCgMbrcEa/IWqzqQkQqCXUP08Thbg1cCCgyg8QYkv1lkwu0+iIpEo75/hvIJCgIR03c8cxO/D4pKHDYJPzgs7Nw9dnTshYU2BUJdWVOVHkdFBQQRD8k2/6EzU7y4wWswSdFkvrtXwY6B03Q5YZ03ysXVrgwqSy7SzAHYkQ968yZM3HvvffiwIED+Mtf/pKtNhFZIp61fjSk99GKVm3MikoZYJctw94d0RGOmuCcoyukY/rEEhwzwYXyEjtafREc7o4gqFmjD7SMKHdIsGQ7DxwNYV9nEKpizdSQHFzxEn8WOwJRRHSjZ1ofqTJ/AkBYN9F8OIiAZiTUJRqq3HlRmMokKDjUFcYNf3kHGz/oSWCsLXVg1ZdPTShojRRZYpjgUTG53EU1CQhiEJJtv2pjUBU5JhhiLSE2uIBdZuCCo92vocrrQGONB4bB8be3DuDWtdvxzNaDmOhRcbhbQ9Q0ITEG3eQwTJ5QJiKyi2kKy9YLAc45DG5aszY2GV5Vxrv7u/Du/i5seP8wth3w5cwnYGKg6iJjAL/fj9LSUvh8Pni9hSvdmCviygQBzUSZywZVtkYIukJ6Yp1hIObsx2HMmqqfXO7Eoa4wjoZ0yjnKMzIDZtV5sWJx47ASisbzc1Ao976pqQM3PbkV7X4NNoVBAoMhrByD3kiwpodLVBnlLjvuuWzOqCeTZxIUvPlRJ+56bhe6k+ptnDa1HLd+uhFeZ3ZqCHidNpS77FS1eIQUynMw2ozX+062/aoiod0f6ZEaZYAkSTBMDgagzGWH16mgxRdJqTVCFAYM1uAIY9Yy7kzlZnuT6bNAc7FjnHjWemOtByHNQHtAQ0gz0FjrwTXnTINdif8JxJORBbgQ8Id1NLcH0BWmoKAQMAWw7aAfNz25taCkK4nMOWvGBNxw/rGwyQymadWtMGNBgU0CbBJLLM9jzNILZ4zh7kv7qlHkmsGCAiEEnnxzP/7rqW0pQcGVp03GysvnZCUocNplTCp3YoJbpaCAIIZIsu0XQsClKlBkS++eC+sZVxUZkytcYAD2doQoKChQZMmShddjMwqZys0OF9J3Gweky1pvrPHg6kffgMkFjqt2Q9NFoqphqy+CUNRExOAUFBQYR7o1PLC+qSCkK4mhc0ylC067DH/YQKxgKADAiCXzxd/bFAke1QZFAkqdo5tbMFhQENFN/Owf72Pd7vbENlWR8L0Lj8MFjdUjvr4iSahw27OqYEQQ45Hett/rUHDHMzvw4eEgJrpVOFVLAedAZ/+JrUR+YUiViBexqtODyc2OBOp5xwm9s9a3HfAlpMgkJsXkSmWEoyaiJo9FqHlrLtEPXAC7W7vzLl1JDJ1NTR24de12ANa0sNkrtwCwjIAiW3UNukJRuFRlVNWIdJOjdYCgoM0fwe1P78AH7YHEtiqPirsumY1jq0emSscYQ5nThjIXyY8SRLZItv3bDvjQ7tdQ7XUkcnW6QjqGojyaPKBB5J5k2xBHYmxQudmRQIHBOKU/KdOEjCk9/gWJAKCb+ZWuJAaGc5EyQvfh4SAOHg3hf94+iK5QFB6HAodNRldIh9Yr+pYlq9PnsCqNhqMGyrK0Vn8wBgsK3t3fhTue2YmusJ7YdnJ9KW7/zCyUjVAxqSQmP2ojpSGCyBnp7P5gdUn6QK5Bfoh97wI9/x9IbnYkUGAwxuFcYNtBH97adxRtXRHUlDlwyuQytPsj0EyO9u4IvE4bnHYZEJY6ESkOFDY2meRLC5VNTR09VShDOkK62ceG+pPW5PfG4IDJeeIzuinw3oEunFRflqsmx67D0dIVSdQpSUYIgbVbD+GB9c0psxyXnzoJ31owfUSyoTZZwgS3avU/BEFkhbSDE74w2mLPuC+iQ1WkmFLR0CD3ID8kf++mEJAYIDOWEzlrCgzGMJuaOrDy+V3Y1dINY4BkgcOBKBTJKqJBOQWFjQDgVuW8SFcSA9OjAmIAQiCom4N/KA29H8Ff/7MJDRPdOUtAHigoiBocv1j3AZ7f3prYZpMZblp0HC4+oWbY15QYQ3lMCYWWDRFE9shkcOJoyJr1kxkDY2T0iw0urFerPwJZknBSfWlWfQKatx2jxKURtx/0DxgUxDE4BQXFwv7OMB569cN8N4NIgnOB1RuaEdAMVLnt6Azqg39oABgsB1yOSQqv3tCcE83qgYKCjoCGm57cmhIUVLrtuP/Kk0cUFHgcNtRXuFBKuQQEkVXigxO7WvyIGiaCaYKCZEwa/i9qglEToaiBBcdOyKoYCQUGYxDOBR5Y34QjAW3QaUIyy8UFgyVdump9MwzKDi8YdhzyJ5L527ujGOkvI2AVEXTYFExw2xPJZdkkavQfFOw45MO3/vQ2drV0J7bNrvPiN1+di8ba4Y1MqTYZdWVOTPSQ/ChBZJvegxPxWYHBGGqKAVE4SAxw2SVs/KAjqwNHFBiMQXYc8mN3a3dq0bJ+jqXxguIg+fdTJKA7rOOZ91ry1h4ilXhSX9TgOJqlJDABgEFAlWXoWU4uixpWonG6oOC591pw0xPvojPYc71Pz6nFzz5/EipKhr6OVZEkTPSomFTmpKrFBJEjkgcn/BEzI6UhmeLzokGRGFRFgqpIsMtSbEaZwevM/sAR5RiMQTpDUejG0JOKiAImSZGAAeAADnaR9nShUOGyQ5EQqy6avfN2ayYiupHV5LL+ggLd5Hjgn814+t1DiW2yxPDt82dgyUl1Q74OYwylThvKnDaquUEQOSZZcchvjmwpI1F4SIxBii+9ZFYyssGFlYDMOakSEQNT4bLDpjAwLd8tIbJNXCmOAZhU5spza4g4s+u8cKkKWvzZf+gOdEVwxrSKrCSX9RcUHA1F8YO/78S2g77EtnKXDT9YMntY2tguuyU/2lNZnSCIXFLhssMmM0RNnrHsL2Mxm0KjiAWPSFj++Hvr9zOFIFUion/iEmVHAhomlzlxNGkpAD33xU1yx21woMxlw5ITa/PXICKFLR8eQZs/kpNzRw2eleSy/oKC99u6cdvaHTgc6AlqZtZ4cOdnZ2OiRx3SNWyyhEq3HS47mRaCGE0aazyo8jrw4eEgKlwyJGDQXCeDU55hMSDBUiESEGBgEELA4AIORUI4amJWnXfsqBJt3LgRS5YsQV1dHRhjWLt2bcp+IQRuv/121NbWwul0YtGiRfjggw/y09gCZ1NTB5Y+/Dr+/Y9v4v/7n/ew/2iYEvzGIALWWsNlCxug0GhsQWAl+zcjoucmi8+msBEnl0UNjhZfuE9Q8I+dbfj241tTgoILZ1XjF1eePKSgQGIMFSV2TC53UlBAZAz5ANlhU1MHrn70DezvDCGg6fioM5KxAAINGhY2DIDTLoMB0A0Og3PonFt1DCQJHoeC685tGDuqRMFgECeddBJWrVqVdv+9996LX/7yl3jwwQfx2muvoaSkBBdddBEikdyMzBUryRJlJaqCKo+KihI7nHYZdpmB4oOxg1uV8Z8Xz8Q3FzTkuykjZuXKlTj99NPh8XhQVVWFSy+9FHv27Ek5JhKJYNmyZaisrITb7cYVV1yBtra2PLU4PTsO+bGntRsQIiejb5PLHCNKLosHBcnFycyYctmPnt+NaEzdSmLAsvMa8J8XzxzSEiC3Q8HkcifKXHaSHyWGBPkAIyfZ/jtsMs0AjDHOP34iTp1ajtJYrhbnAhJj8DoUnFRfinsum5P1Gjd5HdpZvHgxFi9enHafEAL3338/br31VlxyySUAgD/84Q+orq7G2rVr8cUvfnE0m1qwJEuU1XgdCcPskGTUl7vQ6o9gcrkTn5lTg5/84wNoJHFZFCgsNjsgM5Q6bBBCIGwKnDSpFNecMz3fzcsKGzZswLJly3D66afDMAzccsstuPDCC7Fz506UlJQAAG666SY899xz+Otf/4rS0lJcf/31uPzyy/Gvf/0rz63voTMURdTksane7FLussFps6Fb04aVXJYuKPCFddz17E68va8rsc3rUHD7klk4dUp5xudWbTIqS+ykNEQMG/IBRkay/a/2qvj4SBiMMTgUy4HUTZEQqyCKAwYrd0CWAN0E3trXhdf/6wLsaQ/gSEDD0ZCOshIbJpSomF3nzYmwQ8HO+e7duxetra1YtGhRYltpaSnOPPNMbN68ud9OQdM0aFrPtLjfn13t70IjWaKs92gdYwxlLjva/RpCUQHD5JAZMpIxI/KLHEse40LA67Rmf8K6ib0dQew45B9WQmih8cILL6S8f+SRR1BVVYW33noLCxYsgM/nw0MPPYTHHnsM559/PgDg4YcfRmNjI7Zs2YJ58+blo9l9iCf9Zdv4MgB1ZQ5oxvBK3muGiVZfJCUoaD4cwG1rd6A1KR+iYWIJ7rrkBNSUOjI6rywxlJfY4XXYhtQeghgK5AMMTrL913QBzTAhSwwMlpSlAIdOBr+oUGQGRYrP2HJ0h3U8t70Vl506adTaULCLlFtbrWqb1dXVKdurq6sT+9KxcuVKlJaWJl719fU5bWe+SZYoS4cqS9C5wMedQRo1KCKEsEYNLEky65eL/5bZlCUrJHw+SxGnoqICAPDWW29B1/UUx+D444/HlClTsHnz5n7Po2ka/H5/yiuXzK7zotSZfSdZAGhuD+JwdwQNVe4hJZelCwrW7zmMGx57JyUoOG/mRPzqS6dkFBTE5Ufry10UFBA5h3yAwUm2/wbnCbuRgGKCoiNZaESKrRwYbWnygg0MhsuKFSvg8/kSr/379+e7STklPlrpj+jojujoDGpo8YVx8GgIR4MaIroBCGtNMQSyqrFO5I54UMAYEqMHmjm8keNigHOOG2+8EWeffTZOOOEEAJZjYLfbUVZWlnJsoTkGWz48klIMLJtEDI6gZg5Jlah3UGBygd/934e489mdiMSWEjIA135iGm79dGNGS4GcdhmTypyodKtUk4AoaMaDD8C5wLYDPuztCAIANNOExKxnXdM5ooYJLjiomlHxkRzYcZEfafKCXUpUU1MDAGhra0NtbY8sY1tbG04++eR+P6eqKlR1aBJ7xYwvHEVIN+EL6X26gM5YSXQJwDPvHqIuoqgQMDngsMlw2CUIIdAV0tFY68mqLFmhsGzZMmzfvh2vvvrqiM+1YsUKLF++PPHe7/fnLDiIr/EVoqfGRDZxKBLsioyNH3TgmnOmD+qU9w4KAhEDd//vLry+tzNxjFtVcOunG3HGtIpBr2+TJVSU2FGiFqypIMYo5AOkZ1NTB1ZvaEZzewBRg8MfMdAR0FL6HlMApkEWvxiJd/FccBimQGkepMkLdsZg2rRpqKmpwbp16xLb/H4/XnvtNcyfPz+PLSscNjV14Na126Eb5oAOCQflFRQbWqxTr3TbEdE5Wv0a3KqcdVmyQuD666/Hs88+i3/+85+YPHlyYntNTQ2i0Si6urpSjm9ra0s4DelQVRVerzfllSvia3xdqpz1oEBm1vr/Kq+akSpR76DgoyNB/Mdjb6cEBVMrXXjgK6cMGhQwxlDusuRHKSgg8gH5AH3prUBY7XWA0bzAmCFu2g3OETUE5DxJk+e1xw8EAmhqakq837t3L7Zu3YqKigpMmTIFN954I+6++24ce+yxmDZtGm677TbU1dXh0ksvzV+jC4RkNQKqWjg2YOgZdZYlaz13KGrCJnE01npw3bkNWZclyydCCNxwww1Ys2YN1q9fj2nTpqXsnzt3Lmw2G9atW4crrrgCALBnzx7s27evYByDzlAUQc1EMGpk/dwSY5AkCSoEfIPklvQOCv7V1IF7/nc3wrqZOObsGZVYsfj4QesMuFWrarGSYfVUghgu5ANkTjoFQs45NBr1GxNIMeMfV5IqddmwbGFDXqTJ8xoYvPnmmzjvvPMS7+PT/0uXLsUjjzyCm2++GcFgENdeey26urpwzjnn4IUXXoDDkZl6xlgmPlLptMkpFY6J4qTcqaDCrcLkAia3FKRuvrgRFW47Klz2nMmS5ZNly5bhsccew9NPPw2Px5PIGygtLYXT6URpaSmuueYaLF++HBUVFfB6vbjhhhswf/78glEkKnPaENYNGDlI3jG4QFdQg2AMCkO/uSXJQQEXAn/c/DEe3fxxyjFXnTUVX503FdIAdQbsioTKEhVOO8mPEqMD+QCZk06BsMVH9RyKnXKXDZUldgSjJr50+hRIkpVTsOTE2rwVMc1rYLBw4UKIAYa7GWO48847ceedd45iq4qDuBqBIjOaMRgDCLDESC7nAu0BDRVuO849bmKeW5Y7Vq9eDcDqB5J5+OGHcdVVVwEA7rvvPkiShCuuuAKapuGiiy7CAw88MMot7Z/3DnTlTA5QANjfZRn+MpcNvnDfAYDkoCAUNbDy+d34V9ORxH6XXcaKxcfj7AFmmmTJkjXOhbISQQwE+QCZk06BUDNJa7DYsSsSVEWGL2LgpCllBWHzafFokRJXI0rIk1FwUNT07uzHqvpQMgM5BHEcDgdWrVrVb2XUfLKpqQM/e+n9UXn0IlETt67dnlLlMjkoOHA0hNue3oGPj/TI2k0ud+KuS2ZjamVJv+f1OGyoKLFDHmOzUQQx1ojb/KjJ4ZCsWT1VlhCEOcgniULGJksFZ/MpMCgiOBfYcciPzlAUXoeCKq+KvYeDUCQGk9YZFjUT3NZo7VhXHxorcC7wwPomBCL6qFwvanJ0R3Ss3tCMedMroXOeCApe39uJu5/bhYDWk+dwxrQK3PqpRrgd6bt4h01GpdsOVaFlQwRRDMyscsPtULDvSAglqgyHTem3fhFRHEgASh0K2rqjBWXzKTAoEpIlyoKaibBuQggBUwhaSlTkeB0yGJMQ1k10hfQxqz40lthxyI/drd0YrZl8Lqx6Fs3tAWzd34VKtx2GyfH4G/vxu//bmzJr8eUz6nH12dPSzgIokoQKtx1uUhoiiKLhtxub8Yt1HyCgWbMDVj2S0RmUIHJHeYkdbd3RgrP5ZB2KgLhEWUAzoCoSwrqRUB9hsNYI61S5rCgpd9ngtMloD2iwSWxMqg+NRTpDUYS1gWWCsw0XAqYp0HQ4ANXmxU9f3IN/7jmc2O9QJNx88fFYOLPvGtV41eIyp61gjA9BEIPz243N+NHzu0lyfIzhsElQFQkNVe6Cs/kUGBQ4yRJl1R4VH3eGYAprXRqYJW2VC0UUYnjE0z3irlf8lzmmwoFw1EQwygHG4FQYDC4wu64U/99FM9EV1ses+tBYpMxpQ3SUE/+EEJAYQ1Tn+PZf3kHz4WBiX22pA3deMhsNE919PlcSkx+10bIDgigqDINj1T+bKSgoEhgAp40hYgjIDHDbZdSWO+ELG+iOWEs9S+wSQlGO+goXfnjZHMyZVFpwNp8CgwInWaJMMwQ0g0ORWEKuTGKCUo8KCEVmUCTLAePC+r0AwOAMVaWpZc3DuokPDwcgMVYQSgRE5rx3oAvGKK/h644YmDqhBPe+uBv+SE8+walTynDbZ2b1URWyyRImuEl+lCCKlWfea4E/lsdEGiOFj8SAurISRAwTLV1huJ12yJKMihIZFSU91bjDuonOYDRWq6awggKAAoOCJ1miLBg1elSIYjDqLgqKZF8x+d96mtFlVZYGLVxFFB6bmjrw61eaRv2x4wJoag8geYLw83Mn49oF01PyCaRY1WKvU0kMIBAEUXwc7ApRDmERIYRVtVhmDBypvloyhW77KTDII8kqQ72XkcT3fXQ4CAEBzTChSBIYA0zOIRggOGiKscBICdqS/m2TGcJREwbnUCQJDlvhSZQRgxNf2qcZo5tfACAlj8iuSPjuJ4/DJ2dVpxzjdiioLFFJfpQgCpze9r+xxoNdrd0p/sCkMhcYsxxOMvWFD2OWwEPEMCEB/QZ1hW77KTDIE8kqQ7opYJNZIgkFQMq+7ogBX1hHXalV7VGnmiYFS6pD1tMrdAaj0LmWmPGxyxJkScJJ9aUFI1FGDE58aR/P4zDeRLeKOy+ZjZk1nsQ21SajssQOh42WDRFEodPb/nPBYQpAZgwSYwl/4NpzpsPrsKErTApExYCqSFAVhqMhEx6nDWHdRKkQKTO3xSBJToFBHkhWGSp32WGXJURNjl0t3bjpya0AAJOLxD67IqHFF8a+zjCNGhQ4JheQmAAXgGEKSLGVXmGdQ5EZZMlaEhKKmpAljgXHTijINYZEejpDUfgiOoJa/jJ7PnVCTSIoUCQJ5SU2eBxUtZggioHe9j9qcBzyRWGYArLEMKncCbssYVdLN277+3bMnVqGdbsPD35iIq8wAGUx+VGPQ8FXzpyCP7+2D61+DWUuG9RYIbNikCQnmYpRJlllqMbrgMMmQ5IYHDYZ1R47OoNRdAajqPaqiX0VJXbUlzspKChQ3KqMC46fiDKXDZwLawSIC5Q6bZha6YLHqcAVSwCNpxq47DJKVBkbP+gAJ1WpoqFUVRCK5jfd/6mtB8FNgTKXHZPLnRQUEESR0Nv+q4qEI0ENXAB2xXISjwSiUG0SarwqApqBNz86mudWE5kgSQyCCzTWenDPZXPwzQUNuOeyOWis9SCkGWgPaAhpRmJ/IcmT9oZmDEaZZJWh3omBmhEvViag6QLOpOVnlEuQHxTJkqZUJKDErqCh2oPjqj2I6CY0XeDkKWW45KQ6KIoEw+B45r0WHOwKYVKZC8dMcGHZn99GlccB1SYhEuU9OQZ2CRGdo7k9gB2H/JgzuTTft0pkwAs7W/OaDCgBCEYMbD3gw+dOm5y/hhAEMWR62/9w1EwoDUqMAZKVTxiJcjjtMpw2GR2BwkxQHYvYJMApAyEOmCYwwW1DXakKziTsPRyCwyZBkVhsRQCHJDF4HQqipkA4auLmixtxycl1iZmAs2ZMwLzplf3mkhYqFBiMMskqQ70xuDWcHM9sB3rWC6dTtSGyB0v8x0IIywkrUW342ZWnZCQnqigSLjt1UuL9hvcPJ35rBhaTjez5TQtdmYBIZVNTB/645eO8toHDksRr9Yfz2g6CIIZOb/tvcJ6iNMhioiJx+0+iYqNDmdOG+ooeOXHOBdoDGn76+ZNw7nETseH9w/jek++iyqOmdeqd3JImr3Db++yXJFZ0A3+0lGiUqXDZYZNZ2uJIcf37eGZ7MlScaBSJjQjHk4SHqxww0G8NFL4yAdED5wIPrG9GJM/LiOJMKnMNfhBBEAVFb5sQVxqMT0LGg4S4/Sep0tGh90Btb9s83mw5zRjkiHRSZDta/Hh731E4bDIOd0dQV+pA1LRmA0wuwGLdA2MMdpnh4NGQlbQqMVS6aR1xLklXrViSGGbWpCoHDCQx25vZdV40VLmxq6UbNV6p6JQJiB52HPJjT2s3CiEdxGGTseTE2nw3gyCIfuBcYNtBH97Z3wUmgBPrSyExhqPBKKq8DuzvDKG21AGHTYKqSDE7b+WnKRJDZ1CDCAiEDQ5FAgxaMJBTKlw9M/npbPN4s+UUGOSAvlJkAhHDRFTnMIWAgDUS0BUOQOqlURz/c9vZ2p1yzm7NAJFbkkdnJACVJXb8x8Ie5YCBJGbTJRJJEsN15zbgljXbilKZgOihMxRFKGoUhADAjKoSKArNIBJEIbKpqQMrn9+FPa2BxFIhAFBkBpddgSIxBKMG9nWGUeVVUVmiYv/REOImPmoKdIZInnQ0ef9wCBPcKrxOW1rbPN5sOVmXLBOXItvV4keJqsClyjgaiiKomdC5gMQY5KS/Hd6rcIkAFTIZLWSGlN8ijk1mmD3Ji59/4eSEw9/7d63yqChRFexq6cYta7ZhU1NH2mucNWNC0SoTED14HQoiRmEsI4ronJSsCKIA2dTUgZue3Iodh/wwObcG/mC9dFMgENHhsMlQFQlR08TRoIaOgFYQM5Hjkbj55wJo79bQ7g/3a5vHky2nGYMs0luKDAw41BVOeehNLvokFDFYlUwBAc2gHmK4qIoEt6pAVRhafRoEgBK7BC4sZyq+XEgwwKFIaJjohoDAwaMRVJTYsej4KtSWO3HqlHLMmVSaUoU6+XeNTyM6JBk1Xgmtfg2rNzRj3vTKtCMGxapMQFhsaurAvS/sQaHk//tDUVKyIogCw8pDakJnMGrlCTCWUq0csBxQX1jH1Eon2vwaJpU58UFbdz9nJIaCTbKWYRtcQGbW8iuJMXgcMgwuEIqaCV9MZlbeJmMMAiIhMy4Ew0NfOw12e/pCkePFllNgkEXSS5H1jDLGal31SSiKv6V1hMMj/r1O9Kgod9kRjpqQJA0AQ02plaT5cWcQUqyqJBcCBheI6JYk3ASPipBmYMnJk9I6WwNJzDLGUOayDSo7WozKBETPTFG7P5LvpgAAyhw2mGCkZEUQBcaOQ37sbu2GEMnJw/G8QQCx1QFxqesylx0fd4YQ0TlkRpLkQ8EWm+qPL+mVGIMZW7ZlkyXL1kvWMu4Jbgecdhnt/gjaujUoEmCTexx/BgZZYhDgCEUNPLe9NUVdsDfjwZZTYJBF0kmRZTpFKERPJ0IMj7ika7IEXLIEbH+ScIPJhg4kMQuQ7OhYJT5T1B3RC2J5HwPgdirgXBSU+sVQEvIJYqzSGYpCj834M/RdJhwfwYrLkZfYFegGR6owOZEJQiSpiwuASdb3zSDAYnt623keD9KQvm+SGGACONgVynn7Cx3KMcgiZU4bhBBo646gI6DBMFMDg4Gci6iZeRBBpCcu6RqXgIv/ezBJuMGkxsabVNlosnHjRixZsgR1dXVgjGHt2rUp+4UQuP3221FbWwun04lFixbhgw8+GJW2xWeKXHYFWgFM56mKhHDUREOVu2DULzY1dWDpw6/j3//4Jr735Lv49z++iaUPv95vzg1BjFXKnDYgtiwlavKU2kNC9KwU4EKgIxDF3iOBxDE0WzA0GENPZBATcJEYYkuDLHrbeSnmFIh+PDEeCzZICrrAA4Mf/OAHYIylvI4//vh8Nystm5o68P/WbMORYBQdgShafBEc6CqM5QdjHQFAllisYwZUW/zvBVAVlpCEM7gAF5Y0rKrIcNilhNTYQM5WXKrsaEjvM6uTyeeJ/gkGgzjppJOwatWqtPvvvfde/PKXv8SDDz6I1157DSUlJbjooosQieT+2YrPFHWHjYII2q31skrBqF8MNyGfIIZCMfgBcfvvjxjgSDNbkIQAENAMhKIcUYoIhgUTAmYsl4ALAcPkUBUZqq1/O29wS/rd5AAXqQM9XHAYpoDHaSMpaBTBUqLZs2fj5ZdfTrxXlMJrclyJ4HC3Zo1M07M+KkgMCYfNmq0BIoaJrpCOyhI7BIC27ijKXDZUlqg45AsjagjIEkOl246InpnU2HiTKhtNFi9ejMWLF6fdJ4TA/fffj1tvvRWXXHIJAOAPf/gDqqursXbtWnzxi1/Malt6L4kpc9ogM4EjkcKQDmyY6MKKT80qCPWLkSbkE8RQKGQ/INn+E7mHwZphUSRroORoTNq1zGWHIrF+7bzHYcPFs2vwxJsHEDUEFJknfAjDtI5ftrCBpKBRBIGBoiioqanJdzP6pbcSgU2SYHIOPf8rD8Yc8STj+L8ZgBJVRpVHhaZztAc02CSGxloPrju3AQB66g5wAa9DgSkAmTGEoiZsEk8cO5izFZcqi5/Px0XKtQrBWRtr7N27F62trVi0aFFiW2lpKc4880xs3ry538BA0zRoWo+R9vv9g14rXY2K6RPdUBQJhfIoz55UWjB/Z9lIyCeITClUP6C3/S+EmcWxCoO1nDIu4OK0y1AVGbPrnACAI4EoQjof1M4fM6EEq9Y3ozusw4ydt9Rlw7KFDfjmgoY83mHhUPCBwQcffIC6ujo4HA7Mnz8fK1euxJQpU/o9fjhOwUjorUSQvMaNSEUGEmv9J7rtMIUAg6UmVON14GhYh6rImFzuhD9iQGYMC4+fiBkT3Nh20A/BgBPrvNh7JIQWXxiTylxYcmItJIn1m/zYW1qsscaDXa3dw0qUHC9SZYVCa2srAKC6ujple3V1dWJfOlauXIk77rgj4+vEl8QENAPlLjvssoSoybG7tRsRvXAKC+4/Gs53ExJQQj4xmgzFDxhNHyDZ/kuMwRyn1j950C4ZCUgZWJEYcMXJtZgywY2aUieiUROPbP4IAc1AhcuGOZNK4XbaUKIqAAM6/FFUe1VMKndh+sQS+CNGYslwV1hP2GAAGdv5by5owNVnTcMz77XgYFco4UfQTEEPBR0YnHnmmXjkkUcwc+ZMtLS04I477sAnPvEJbN++HR6PJ+1nhuoUjJTeSgTA+B01YACqPCqOBKNQJAYwa4pucrkTHof1MHMu0B7Q8OPPn4Rzj5uY8blPPaYi7b/jDEUmdCQjmONBqqzYWbFiBZYvX5547/f7UV9fn/ZYw+C498U96AxGMdGtQlWs4D6+JObjI4VR1AwAjqkoyXcTEiQn5DukvpoqlJA/eox1Vaih+gGj6QMk2/9xGhOAAZhaaSXsHjgahiwBJkeK3Qd6bP9nTqlPsf1fOeuYrLRjKHZeUaQBJUnHOwUdGCSvPT7xxBNx5plnYurUqXjyySdxzTXXpP3MUJyC4cK5wLaDPrzz8VG8d9AH3TQhhAAHILgY14GBVTQk1kf2UgUAyGEgMie+dKCtrQ21tT0JYW1tbTj55JP7/ZyqqlBVddDzb2rqwL0v7sG2A10AYwgfDUFVJEz0OOBWFTDGUO1V0X24MGYNbvtUY76bkCCekL+rpRs1XillOVE8Ib+x1kMJ+Tkm3RK4hir3mFreOFQ/INc+QHIg1uoLQzMMmLw/rZuxj5Rk4+PLqXrbfYBsfzFR0IFBb8rKynDcccehqamp32MydQqGy6amDqx8fhd2t3T3qWpojvOqxarCUOpU0BWWENZNQABOuwKHvafYCzkMRKZMmzYNNTU1WLduXSIQ8Pv9eO2113DdddeN6Nzx5UOdQWupizWLzBDWOQ4eDWNSuTNWRbswFMYvOH4iHI7C6a4pIT//9LcELq4Kdc9lc8ZMcJDMYH5ALn2A5ECsMxhFpABkjPNNXPkPAOyyhFDUhMsuJ+w+QLa/2CiqRVWBQADNzc0po4ejSVx9YMchf5+ggADK3SoABm9MIUgAKHXaIDgQ1k20+jVyGIgUAoEAtm7diq1btwKwEo63bt2Kffv2gTGGG2+8EXfffTf+/ve/Y9u2bfj617+Ouro6XHrppcO+ZrKizkS3GvtbtKpn2iQGUwgc7o6AC46ucP7XyJ8+tRwPXXVGvpvRh3hCfmOtByHNQHtAQ0gz0FjrGbNOaaHQWxXKYZMhSQwOm4war4qAZmL1hmbwMWin8uUHJMvzdkd0CgpilJWoMUVADlmSIEsMiswQ0Tk4F2T7i5DCGYJKw/e+9z0sWbIEU6dOxaFDh/D9738fsizjS1/60qi3Ja4+cCSgjdulQv1R7rJhcrkTRwLRhDJQfFQgeRsp+BC9efPNN3Heeecl3seXACxduhSPPPIIbr75ZgSDQVx77bXo6urCOeecgxdeeAEOh2PY10xW1FFtElRFRkQ3wWRLUUeRgLDO0dwezLvxn3dMGR67dn5e2zAQlJCfH8aTKlQh+AHxQMwX1iEzoFsrnNyjfMAAVHtVTPSoKTb+pPpSLDh2AjZ+0EHqfUVMQQcGBw4cwJe+9CUcOXIEEydOxDnnnIMtW7Zg4sTMk1azxabmI3h731GMlUGCuIqAXe6pu6AqErwOBUySoOkmIroJ3RQQEFAY8G8LGiAzhp2t3dB0ExUuFV+ZPwWn1JcDQB/nIN02chiIZBYuXNinaFwyjDHceeeduPPOO7N2zWRFHQaGiR4VB4+GY1rWlhNgxl75pNxlw7cXzSz4Z4YS8kef8aQKlW8/gHOBRzd9hNf3dhZEBfSRcswEJ7x2G95v80MAYJIESXDr/4xBlqxiTFwAV50zDUcDOlQbQ4ldRkdQR4mqYPEJNThpchmA9Db+mnOmk+0vYgo6MHj88cfzen0hBLZ82Ik/bv4IL+5sy7ujkC0UiUGRGAwuUFvqRFdYB4SlIpDu4Y2rCcw9pnJAJaF0zgE5DEShkayoo0oSZMZQUWKHL6zD4LwglgnKDPjuhTNphI1Iy3hShcqXH3C4W8NfXt+Hx9/Yh0Ndua+0ngtY4j/WACAD8LlT6zFnchm+9+S7qPKoA9v8qRWDqgems/E0WFDcFHRgkC+6QlE8/vp+PPHGPuw9Esp3c7JOXDWIMcAU1qiTgBgXRoYg4oo67x3ogmFaf/dxo1kI2iISgHnTK/DlM/qv10KMb0gVKjcIIfBqUwf+uPljrNvdnnYwMF4tt6iItZcxYFKZa1wFlsTQocAghhACr314BH/csg8v7WxD1Ow7ZShLDHwMyJIxCBgccCgSwlETjbVeAAK7WwNkZIgxjyQxLDh2AjY3H4HJBRSZxbS3RUEsFZzoVbHsvGNp6p3oF1KFyi6dwSgef30fHn9jP/Z19h0MlJglpKEZJiqcCg74imSJVny2IPbW67AlioJSYEn0x7gPDHwhHX99az8ee20fPuwIpj3GLjOoigybDPgiBtLEDAVJumqEEgNMYf1fliR4HAr+Y6FVBpyMDDEe4Fxg4wcdcNllmNyaMTA5CuK5nui2474vnExLiIhBiatCxeUzKdFz6Jhc4Ht/fRfPvdeSdjBwokfFF+ZOxvG1Hvz3xg+xs6W7eIIC9OQPAtbyxGXnNSQq/FJgSfTHuA4M9neGsOjnG9ImFLlVBRIASQImehywyxK6wlEcDRdGsaOBkCWr0JhucPCYbCiDNY3IYJVu9zoUzKorTTEgZGSI8UBc0aXa64CqSIjoHMGogVZf/tcRr/7KqThtWmW+m0EUCaQKNTJkiaEzGE0JChiAs2ZU4qtnTsUnZ1Xj9b2dPfUinAqOBPWCXDUgMctviZocms5T2uhWZXzngmPxzQUNiW0UWBL9Ma4Dg8nlTjRMdGNniz+x7bSp5fjSGVPw1DsHsKe1GzVeBxhjEELAF9YTI+6AlcQrgJwlJTMAHjuDxhk451ZOAAdcqoKr5k/FeTOr0BXW8e6BLuxp7YbEGM4/vgqXnmyV+n7mvRYc7AqhttSJ6RNL4AvpOBrSUVZiw4QStY8BISNDjAdSVIkYg9MuoyMQybuxd9gkBPUCmLYgigpK9BwZXzlzCja8fxiVJXZcfuokfH3+VNRXlABIrRdR7VHxcWcIkpTb2UWJARUlNgTCOkwACmNgEkOVR8WZ0yrQ7o/C61RQX+nC0aAOl13GcdUeTHSrqHSraKzxYNshH57f3oqwZuLkKWW45KS6xExBMmTziXSM68CAMYYvnzkFP3/pfXz2pDp8dd5UzKhyY9sBH/YeDqZoREd0Ds3gkBiDGXMh5NjDM5TAIN3ynv72yRJDVWkJnPae5KCwbiKkGbhwdm3CGJzfWJ32fJedOinjdsUhI0OMdXon3nHO0ZXnmcASu4RSp52S/QhilDn/+Co8+NW5uKCxCrZe8q/J9SI0Q/TxATJhIJvfG2uJL0OZU0VtqSuxPW73vzpvWkb2+ZQp5ThlSnlm1ySbT/RiXAcGAPC5uZPx+dMmQ1V6nO90GtEG71EuiTOA/Hq/DOUjQljXBXraNpb0qQkiH/RWdPHlOShw2hicdgUNVW5K9iOIUUaRJVx8Qk3afcm+QDBq9PEBso4gu0/kn/TVUcYRDpucEhQAqSOKcRRJAmNI6RUYs15DYSiHM2ZdNxmSESOIkRFXdHGrMlr9Go4Etby0g8FajmhXZLhVhZL9CKLASPYF0vkAWYeR3Sfyz7gPDNIRH1E8GtITVVkdNgmqIoHH3ieSebPYSfSeTVAVBoe95yeKy4jRyCJBjIx44t2xVS6E87CunwFQZIZSpw0nTi7DPZfNoWQ/gigwkn0BVWFQFWlIS4elWM2gTON9IQC7LMFhI7tP5I9xv5QoHf1pRHudNoSiJiRYAYFu8CEHBpl2KTKzpjgjOicZMYLIAWfNmIBfvdKU02tIAC4+oQp2RYHLLqPK68DsSV4EwibKXTZUuvuKABAEURgk+wJt3VGoioSAZmb0WYak5cYZGH67zMCFJSMeMcjuE/mDAoN+6E/KKx6xH+qKwB/RoZtJMwgA0o09lthlyBJDKGrCSBptSJeUpMTkwj57Uh02ftBBMmIEkUNOmOTF5g+P5OTc1V6VahIQRJET9wUeWN+E1/ceTWzvL6mYAbHVBbFlQTKDYQoIYVVWj/sMybjsMuZOLceCYyeQ3SfyDgUGA9CflBdgqRW8+XEnfvHyB3DaJJSoNqg2hkiUIxg1YZgc8RrJv1t6OhRJwpGAhiPBKPxhHUxiOGlyKZgA3jnQhdauCKrLHJg7pRxzJpVCkhiuOWc6yYgRRA6ZVZsbNY4ZE0tw5yUnkDEniDHAWTMmoERV8G+PvgmbzOC0yQADDC5gGBwRw4RuCkgA/t9nZqHK60CZ0wYA6ArrKf/22GX83wcd+LgzCKdNwfkzJ6Kq1Jmw72T3iXxDgcEg9CflNWdyKTpDUdhkCRUlauLBdakSXKr1tXIu0B7Q4I8YOPe4if1e4+Sp6WXFSEaMIHLLkhNrcdvT2zJeHpAJJ04uxVPfOiutbjhBEMVJV1gHAJS77Gkd9bi9r/I6BrT3AHDqMRX97iO7T+QbslwjIJ16UTKkJEAQhY2iSPjMibVZO59HVfBfFx9PQQFBjDHI3hPjhXFvvTgX2HbAhw3vH8a2Az7wISgOpFMvikNKAgRRHHzpjKlZOU+NV8VvvjaXlg8RRBGRqQ9A9p4YL4zrpUSbmjoSycW6KWCTGRqq3Bkn+vSnXkRKAgRRPLx7oGvYn5UBlLvtePDLp+LUYyroWSeIImIoPgDZe2K8MG5nDDY1deCWNduwq8WPElVBlUdFiapgV0s3blmzDZuaOjI6T1yxoLHWg5BmoD2gIaQZaKz1kDY5QRQ4m5o6sOqfQ5cslRhQ6lRQX+nCL794Ck6bXkkOAUEUEcPxAcjeE+OBcTljwLnA6g3NCGgGarwOsFgxAocko8YrodWvYfWGZszL0Nj3p15EjgJBFC7xfkDTORQJYGDQM1hKKDOgzGXHrDovyQgSRBEyEh+A7D0x1hmXgcGOQ340twdQ7rInOoQ4jDGUuWxobg9gxyF/xuoApCRAELlj1apV+MlPfoLW1lacdNJJ+NWvfoUzzjhjROeM9wMTPHYYXCCim1AVBpMLCA4k6xQ5FQlfPK0OsydXYIJbpcJkBFHEjNQHIHtPjGXGZWDQGYpCNwXscvqVVKoswccFOkPRUW4ZQRC9eeKJJ7B8+XI8+OCDOPPMM3H//ffjoosuwp49e1BVVTXs88b7AVWWMdGj4uDRMEwuIEsSmAzIXEDnAlVuFfddSYXKCGKsQD4AQfTPuMwxINkxgigefv7zn+Ob3/wmrr76asyaNQsPPvggXC4Xfv/734/ovMn9gFtVMKncCYdNBhcChinAheU43HDBsRQUEMQYgnwAguifcRkYkOwYQRQH0WgUb731FhYtWpTYJkkSFi1ahM2bN6f9jKZp8Pv9Ka909O4H3KqCYya4MLWiBJPKHHA7bDj9mAp8+YwpObk3giDyA/kABNE/RREYrFq1CscccwwcDgfOPPNMvP766yM6X1x2zK3KaPVrCOsmOBcI6yZa/RrJjhFEgdDR0QHTNFFdXZ2yvbq6Gq2trWk/s3LlSpSWliZe9fX1aY9L1w8IDoABwShHmdOG/1hI/QBBFALZ9APIByCI/in4wCC+vvj73/8+3n77bZx00km46KKL0N7ePqLzkuwYQYxNVqxYAZ/Pl3jt37+/32OpHyCIwicXfgA9+wSRHiZ6z6MVGGeeeSZOP/10/PrXvwYAcM5RX1+PG264Af/1X//V53hN06BpWuK93+9HfX09fD4fvN6+04KcC5IdI8Y8fr8fpaWl/T4HhUo0GoXL5cL//M//4NJLL01sX7p0Kbq6uvD0008Peo5M7p36AWKsU6x9ADA0P4B8AIJIT6Z9QEHPGAxnfXGmywh6zmfJjp173ETMmVxKHQJBFBB2ux1z587FunXrEts451i3bh3mz5+ftetQP0AQhclQ/QDyAQhiZBR0YDCc9cVDWUZAEEThs3z5cvz2t7/Fo48+il27duG6665DMBjE1Vdfne+mEQSRY4bqB5APQBAjY8zVMVBVFaqqJt7HV0r1p0xCEOOB+N9/ga8cTMuVV16Jw4cP4/bbb0draytOPvlkvPDCC30chf6gPoAgirsPGArkAxBEejLtAwo6MJgwYQJkWUZbW1vK9ra2NtTU1GR0ju7ubgAYdDqRIMYD3d3dKC0tvoqd119/Pa6//vphfZb6AILoodj6gJH6AfT8E0Qqg/UBBR0YJK8vjicextcXZ+ok1NXVYf/+/fB4PH1KnxPDJ57QtX///qJLZBsLDPX7F0Kgu7sbdXV1o9C6wmKwPmA8/y3TvY+fey/WPmCkfsBY8wHG09/teLpXIPf3m2kfUNCBAWCtL166dClOO+00nHHGGbj//vuHtL5YkiRMnjw5x60cv3i93nHxwBYqQ/n+i2mUMJtk2geM579luvfxce/F2geMxA8Yqz7AePq7HU/3CuT2fjPpAwo+MBjp+mKCIAiCIIoX8gMIYvQo+MAAGNn6YoIgCIIgihvyAwhidChouVKicFFVFd///vdT1B+I0YO+/+wxnr9Luvfxee9E8TKe/m7H070ChXO/BV/5mCAIgiAIgiCI3EMzBgRBEARBEARBUGBAEARBEARBEAQFBgRBEARBEARBgAIDgiAIgiAIgiBAgQExDDZu3IglS5agrq4OjDGsXbs2300aN6xcuRKnn346PB4PqqqqcOmll2LPnj35blZRs2rVKhxzzDFwOBw488wz8frrr+e7STlnvD7D9PwQxcBQ+qRHHnkEjLGUl8PhGMXWDp/h9EPr16/HqaeeClVVMWPGDDzyyCM5b2c2GOq9rl+/vs/vyhhDa2trzttKgQExZILBIE466SSsWrUq300Zd2zYsAHLli3Dli1b8NJLL0HXdVx44YUIBoP5blpR8sQTT2D58uX4/ve/j7fffhsnnXQSLrroIrS3t+e7aTllvD7D9PwQhc5w+iSv14uWlpbE6+OPPx7FFg+fofZDe/fuxac//Wmcd9552Lp1K2688Ub827/9G1588cUct3TkDLfP3bNnT8pvW1VVlaMWJiEIYgQAEGvWrMl3M8Yt7e3tAoDYsGFDvptSlJxxxhli2bJlifemaYq6ujqxcuXKPLZqdBnPzzA9P0ShMdQ+6eGHHxalpaWj1LrckUk/dPPNN4vZs2enbLvyyivFRRddlMOWZZ9M7vWf//ynACCOHj06Km1KhmYMCKKI8fl8AICKioo8t6T4iEajeOutt7Bo0aLENkmSsGjRImzevDmPLSNGC3p+iEJiuH1SIBDA1KlTUV9fj0suuQQ7duwYjeaOOps3b075bgDgoosuGtP99cknn4za2lp88pOfxL/+9a9RuSYFBgRRpHDOceONN+Lss8/GCSeckO/mFB0dHR0wTRPV1dUp26urq0dlHSeRX+j5IQqN4fRJM2fOxO9//3s8/fTT+NOf/gTOOc466ywcOHBgNJo8qrS2tqb9bvx+P8LhcJ5alRtqa2vx4IMP4m9/+xv+9re/ob6+HgsXLsTbb7+d82srOb8CQRA5YdmyZdi+fTteffXVfDeFIIoOen6IscD8+fMxf/78xPuzzjoLjY2N+M1vfoO77rorjy0jRsLMmTMxc+bMxPuzzjoLzc3NuO+++/DHP/4xp9emGQOCKEKuv/56PPvss/jnP/+JyZMn57s5RcmECRMgyzLa2tpStre1taGmpiZPrSJGA3p+iEIkG32SzWbDKaecgqamplw0Ma/U1NSk/W68Xi+cTmeeWjV6nHHGGaPyu1JgQBBFhBAC119/PdasWYNXXnkF06ZNy3eTiha73Y65c+di3bp1iW2cc6xbty5lBI4YO9DzQxQy2eiTTNPEtm3bUFtbm6tm5o358+enfDcA8NJLL42b/nrr1q2j8rvSUiJiyAQCgZSode/evdi6dSsqKiowZcqUPLZs7LNs2TI89thjePrpp+HxeBLrTktLS8fFiEm2Wb58OZYuXYrTTjsNZ5xxBu6//34Eg0FcffXV+W5aThmvzzA9P0ShM1if9PWvfx2TJk3CypUrAQB33nkn5s2bhxkzZqCrqws/+clP8PHHH+Pf/u3f8nkbGTFYP7RixQocPHgQf/jDHwAA3/rWt/DrX/8aN998M77xjW/glVdewZNPPonnnnsuX7eQMUO91/vvvx/Tpk3D7NmzEYlE8Lvf/Q6vvPIK/vGPf+S+saOug0QUPXEZrd6vpUuX5rtpY5503zsA8fDDD+e7aUXLr371KzFlyhRht9vFGWecIbZs2ZLvJuWc8foM0/NDFAMD9UnnnntuynN64403Jo6trq4Wn/rUp8Tbb7+dh1YPncH6oaVLl4pzzz23z2dOPvlkYbfbxfTp04vm2R3qvf74xz8WDQ0NwuFwiIqKCrFw4ULxyiuvjEpbmRBC5D78IAiCIAiCIAiikKEcA4IgCIIgCIIgKDAgCIIgCIIgCIICA4IgCIIgCIIgQIEBQRAEQRAEQRCgwIAgCIIgCIIgCFBgQBAEQRAEQRAEKDAgCIIgCIIgCAIUGBAEQRAEQRAEAQoMiCLhqquuwqWXXprvZhAEkSHHHHMM7r///oyP/+ijj8AYw9atW3PWJoIgBocxhrVr1+a7GUSeoMCASCHfDjg5BwSRX/rrA9avXw/GGLq6ujI6zxtvvIFrr702q2175JFHUFZWltVzEsR44aqrrgJjDIwx2Gw2VFdX45Of/CR+//vfg3OeOK6lpQWLFy/OY0stfvCDH+Dkk0/OdzPGHRQYEARBEFln4sSJcLlc+W4GQRBJXHzxxWhpacFHH32E559/Hueddx6+853v4DOf+QwMwwAA1NTUQFXVPLc0e0Sj0Xw3oaigwIDImO3bt2Px4sVwu92orq7G1772NXR0dCT2L1y4EN/+9rdx8803o6KiAjU1NfjBD36Qco7du3fjnHPOgcPhwKxZs/Dyyy+nTFtOmzYNAHDKKaeAMYaFCxemfP6nP/0pamtrUVlZiWXLlkHX9VzeMkEQ/fDqq6/iE5/4BJxOJ+rr6/Htb38bwWAwsb/3UqLBnv3/n703j5Osqu/+P+fce+vW0lXV+zYrM8MMwzDDJgpIWBQFkqAgUcyTJ0Gj0SCYn1v0AU3yuBI1eUx8BPRRAzyJS+Kjo6IBVGSGwCAIOAuzMj0Ds3T39F573e2c3x/n3ttV3VXd1d3V3dVd5/16NUxX3Tp17+37+Z71+zkex44dwzXXXINwOIzzzz8fzzzzDAAxY/Hud78biUTCH/WcGF8kEsnU6LqOzs5OrFixAhdddBHuvvtu/OQnP8EjjzyCBx98EMDkpUSf+MQnsHHjRoTDYaxbtw5/8zd/U1T3eiP7//Iv/4LVq1ejoaEBH/jAB+A4Dr70pS+hs7MT7e3t+PznP190LmNjY3jve9+LtrY2xGIxvOENb8CePXsAiNnBT3/609izZ4+vd+/8pvpc4fl861vfwllnnYVgMDg/N3OZIjsGkooYGxvDG97wBlx44YV4/vnn8eijj+LMmTN4xzveUXTcQw89hEgkgmeffRZf+tKX8JnPfAa//OUvAQCO4+Cmm25COBzGs88+i//zf/4PPvnJTxZ9/rnnngMA/OpXv0JfXx9+9KMf+e898cQT6OnpwRNPPIGHHnoIDz74oB8oJBLJwtHT04Prr78et9xyC/bu3Yt///d/x1NPPYU777yz5PGVaN/jk5/8JD72sY9h9+7d2LhxI/74j/8Ytm3j8ssvxz/90z8hFouhr68PfX19+NjHPjaflymR1AVveMMbcP755xfVt4VEo1E8+OCDOHDgAP75n/8Z3/zmN/GVr3yl6Jienh488sgjePTRR/G9730P3/72t/EHf/AHOHXqFHbu3IkvfvGL+NSnPoVnn33W/8zb3/52DAwM4JFHHsELL7yAiy66CG984xsxMjKCW2+9FR/96EexZcsWX++33nrrtJ/zOHr0KH74wx/iRz/6kVyaPFO4RFLAbbfdxt/61rdOev2zn/0sf/Ob31z02smTJzkAfvjwYc4551dddRW/4oorio655JJL+Cc+8QnOOeePPPIIV1WV9/X1+e//8pe/5AD49u3bOeecHz9+nAPgv/vd7yad15o1a7ht2/5rb3/72/mtt94620uVSCQluO2227iiKDwSiRT9BINBDoCPjo7y97znPfx973tf0ef+67/+i1NKeS6X45xzvmbNGv6Vr3yFcz4z7X/rW9/yj9m/fz8HwA8ePMg55/yBBx7g8Xh8/i5eIlnGlKvfOef81ltv5Zs3b+ac8yJdluLLX/4yv/jii/3f/+7v/o6Hw2GeTCb916677jq+du1a7jiO/9qmTZv4PffcwzkX8SIWi/F8Pl9U9vr16/k3vvENv9zzzz+/6P1KP6dpGh8YGCh7DZLyqIvXJZEsJfbs2YMnnngCDQ0Nk97r6enBxo0bAQDbtm0req+rqwsDAwMAgMOHD2PVqlXo7Oz033/ta19b8Tls2bIFiqIUlb1v374ZXYdEIpmea665Bvfff3/Ra88++yz++3//7wBEPNi7dy++853v+O9zzsEYw/Hjx7F58+aiz85E+4UxpKurCwAwMDCAc845Z24XJZFIysI5ByGk5Hv//u//jq9+9avo6elBOp2GbduIxWJFx6xduxbRaNT/vaOjA4qigFJa9JrXHtizZw/S6TRaWlqKysnlcujp6Sl7npV+bs2aNWhra5vmqiWlkB0DSUWk02nceOON+OIXvzjpPa/yBgBN04reI4QUuR3MhfksWyKRjBOJRLBhw4ai106dOuX/O51O4/3vfz/+6q/+atJnV69ePafvLtS511CROpdI5peDBw/6OX6FPPPMM/iTP/kTfPrTn8Z1112HeDyO73//+/jHf/zHouNK1c9T1dnpdBpdXV3YsWPHpO+cynms0s9FIpGyZUimRnYMJBVx0UUX4Yc//CHWrl0LVZ3dY7Np0yacPHkSZ86cQUdHBwBhaVhIIBAAINYkSySS2uSiiy7CgQMHJnUeylGJ9ishEAjI2CCRVJlf//rX2LdvHz784Q9Pem/Xrl1Ys2ZNUU7Qq6++OufvvOiii9Df3w9VVbF27dqSx5TSeyWfk8wNmXwsmUQikcDu3buLft73vvdhZGQEf/zHf4zf/va36OnpwWOPPYZ3v/vdFVfUb3rTm7B+/Xrcdttt2Lt3L55++ml86lOfAjA+Mtje3o5QKOQnNycSiXm7TolEMjs+8YlPYNeuXbjzzjuxe/duvPzyy/jJT35SNvm4Eu1Xwtq1a5FOp/H4449jaGgI2Wy2KtcjkdQLhmGgv78fp0+fxosvvogvfOELeOtb34o//MM/xJ/92Z9NOv7ss8/GiRMn8P3vfx89PT346le/iu3bt8/5PK699lpcdtlluOmmm/CLX/wCr7zyCnbt2oVPfvKTeP755wEIvR8/fhy7d+/G0NAQDMOo6HOSuSE7BpJJ7NixAxdeeGHRz2c/+1k8/fTTcBwHb37zm7F161Z86EMfQmNjY9EawqlQFAU//vGPkU6ncckll+C9732vPwrh2YmpqoqvfvWr+MY3voHu7m689a1vnbfrlEgks2Pbtm3YuXMnjhw5gt/7vd/DhRdeiL/9279Fd3d3yeMr0X4lXH755fjLv/xL3HrrrWhra8OXvvSlqlyPRFIvPProo+jq6sLatWtx/fXX44knnsBXv/pV/OQnPynK4fN4y1vegg9/+MO48847ccEFF2DXrl34m7/5mzmfByEE//mf/4krr7wS7373u7Fx40a8853vxKuvvurPKt5yyy24/vrrcc0116CtrQ3f+973KvqcZG4Qzjlf7JOQ1C9PP/00rrjiChw9ehTr169f7NORSCQLhNS+RCKR1B6yYyBZULZv346GhgacffbZOHr0KP6//+//Q1NTE5566qnFPjWJRDKPSO1LJBJJ7SOTjyULSiqVwic+8QmcOHECra2tuPbaaye5G0gkkuWH1L5EIpHUPnLGQCKRSCQSiUQikcjkY4lEIpFIJBKJRCI7BhKJRCKRSCQSiQSyYyCRSCQSiUQikUggOwYSiUQikUgkEokEsmMgkUgkEolEIpFIIDsGEolEIpFIJBKJBLJjIJFIJBKJRCKRSCA7BhKJRCKRSCQSiQSyYyCRSCQSiUQikUggOwYSiUQikUgkEokEsmMgkUgkEolEIpFIIDsGEolEIpFIJBKJBLJjIJFIJBKJRCKRSCA7BhKJRCKRSCQSiQSyYyCRSCQSiUQikUggOwYSiUQikUgkEokEsmMgkUgkEolEIpFIsMgdg/vvvx/btm1DLBZDLBbDZZddhkceecR/P5/P44477kBLSwsaGhpwyy234MyZM4t4xhKJpFpI/Usk9Y2MARJJ7UE453yxvvzhhx+Goig4++yzwTnHQw89hC9/+cv43e9+hy1btuD222/Hz3/+czz44IOIx+O48847QSnF008/XfF3MMbQ29uLaDQKQsg8Xo1EUrtwzpFKpdDd3Q1Ka2OicCH0D8gYIJEA9RsDpP4lEkHFMYDXGE1NTfxb3/oWHxsb45qm8R/84Af+ewcPHuQA+DPPPFNxeSdPnuQA5I/8kT8AP3ny5HzItmpUW/+cyxggf+RP4U+9xQCpf/kjf4p/posBKmoEx3Hwgx/8AJlMBpdddhleeOEFWJaFa6+91j/mnHPOwerVq/HMM8/g0ksvLVmOYRgwDMP/nbsTIidPnkQsFpvfi5BIapRkMolVq1YhGo0u9qmUpFr6B2QMkEhKUS8xQOpfIilNpTFg0TsG+/btw2WXXYZ8Po+GhgZs374d5557Lnbv3o1AIIDGxsai4zs6OtDf31+2vHvuuQef/vSnJ73urWGUSOqZWptKr7b+ARkDJJKpWO4xQOpfIpma6WLAoi803LRpE3bv3o1nn30Wt99+O2677TYcOHBg1uXdddddSCQS/s/JkyereLYSiaSaVFv/gIwBEslSQrYBJJLaYtFnDAKBADZs2AAAuPjii/Hb3/4W//zP/4xbb70VpmlibGysaMTgzJkz6OzsLFueruvQdX2+T1tSQzDGsb83iZGsieZwAFu6Y6C0tkbFJKWptv4BGQMWE6lFyUyRbYClg9R3fbDoHYOJMMZgGAYuvvhiaJqGxx9/HLfccgsA4PDhwzhx4gQuu+yyRT5LSa2w6+gQ7t/Zg56BNCyHQ1MI1rc34Par1uPyDa2LfXqSGSL1v3SRWpRUAxkDahOp7/phUTsGd911F2644QasXr0aqVQK3/3ud7Fjxw489thjiMfjeM973oOPfOQjaG5uRiwWwwc/+EFcdtllUyYeSuqHXUeHcPf2fUgbNprCAQQUCtNhONiXwt3b9+ELN2+VAauGkfpfPkgtSmaDjAFLA6nv+mJROwYDAwP4sz/7M/T19SEej2Pbtm147LHH8KY3vQkA8JWvfAWUUtxyyy0wDAPXXXcd7rvvvsU8ZUmNwBjH/Tt7kDZsdMaCfjJNkCrojFH0Jw3cv7MHl65rkVOdNYrU//JAalEyW2QMqH2kvuuPRd3gbCFIJpOIx+NIJBLSkWAZse9UAu//1+cR0VUENWXS+znLQdaw8Y0/fQ22rowvwhnWFvWsg3q+9oVAanFpUK86qNfrrhZS38uHSrWw6K5EEslsGMmasByOgFL6EdYVCotxjGTNBT4ziaS+kFqUSJYvUt/1h+wYSJYkzeEANIXAdFjJ9w2HQaMEzeHAAp+ZRFJfSC1KJMsXqe/6Q3YMJEuSLd0xrG9vwGjWwsTVcJxzjGUtrG9vwJZuOXUskcwnUosSyfJF6rv+kB0DyZKEUoLbr1qPBl1Bf9JAznLAGEfOctCfNNCgK7j9qvUyGUoimWekFiWS5YvUd/0hOwaSJcvlG1rxhZu3YnNXFFnDxkDaQNawsbkrKu3TJJIFRGpRIlm+SH3XFzW3wZlEMhMu39CKS9e1yN0YJZJFRmpRIlm+SH3XD7JjIFnyUEqkTZpEUgNILUokyxep7/pALiWSSCQSiUQikUgkcsZAMjMY43U1lVhv1yupHZbTs7ecrkUiqSWWkraW0rnWM7JjIKmYXUeHcP/OHvQMpGE5HJpCsL69AbdftX5ZJh/V2/VKaofl9Owtp2uRSGqJpaStpXSu9Y5cSiSpiF1Hh3D39n042JdERFfRHtUR0VUc7Evh7u37sOvo0GKfYlWpt+uV1A7L6dlbTtcikdQSS0lbS+lcJbJjIKkAxjju39mDtGGjMxZEUFNAKUFQU9AZ05E2HNy/sweM8ekLWwLU2/VKaofl9Owtp2uRSGqJpaStpXSuEoHsGEimZX9vEj0DaTSFAyCkeD0gIQSNYQ09A2ns700u0hlWl3q7XkntsJyeveV0LRJJLbGUtLWUzlUikB0DybSMZE1YDkdAKf246AqFxThGsuYCn9n8UG/XK6kdltOzt5yuRSKpJZaStpbSuUoEMvlYAmBqt4DmcACaQmA6DEGqTPqs4TBolKA5HFjo054X6u16JbVDpc9eY0jDvlOJmnb3kDqSSKoPYxwjaROMcyTzFuJhDQTF2q8lbck4sPSQHQPJtG4BW7pjWN/egIN9KXTGaNF0IOccY1kLm7ui2NIdW8SrqB71dr2S2qGSZ68rruPLjx3CscFMTbt7SB1JJNXFq6uPnkkhmbcwmjUxkjHRHguiQRfNuVrTlowDSw+5lKjOqcQtgFKC269ajwZdQX/SQM5ywBhHznLQnzTQoCu4/ar1NTdiOVvq7XoltcN0z55KgYGUgUP9qZp395A6kkiqR2Fd3RDU0B0PQaEEWdPByZEsknmrJrUl48DSQ3YM6piZuAVcvqEVX7h5KzZ3RZE1bAykDWQNG5u7ovjCzVtraqSyGtTb9Upqh3LP3jmdUbRFdTiMLxl3D6kjiWTulKqrYyENK5vCCAcUMM7RO5arWW3JOLC0kEuJ6piZuAVsXRnH5Rtacem6lrrZubDerldSO5R69hjnuP3fXqhYr7WC1JFEMjfK1dUNuopIawRjOQtZw8ZfX3cO3npBd01qS8aBpYPsGNQxlbgFJCa4BVBKaqrRMd/U2/VKaoeJz97OI4Mz1mutIHUkkcyeqepqQgjiQQ2GzdDcEKjphraMA0sD2TGoYxbCLWAqtyOJRFI50+k1bzvgnOOVwYzUmkSyjJhpXS3rXclckB2DOma+3QKmczuSSCSVM5VeU3kLp8dyoITga08clVqTSJYRM6mrZb0rmSuLmnx8zz334JJLLkE0GkV7eztuuukmHD58uOiYq6++GoSQop+//Mu/XKQzXl7Mp1tAJW5HkvpG6n9mlNPrcMbAiZEsHMbR2qBLrUmWDDIGVEaldfVvjg3LelcyZxa1Y7Bz507ccccd+M1vfoNf/vKXsCwLb37zm5HJZIqO+4u/+Av09fX5P1/60pcW6YyXH/PhFjATtyNJ/SL1P3Mm6vVMKo+hlAmFEqxuDqM5EpBakywZZAyonOnq6kvXtch6V1IVFnUp0aOPPlr0+4MPPoj29na88MILuPLKK/3Xw+EwOjs7KyrTMAwYhuH/nkwmq3Oyy5hquwXM1O1IUp/Mh/6B5R8DCvX6wolR3Pvro4iHVYS04nAutSapdWQbYGZMVVfvO5WQ9a6kKtTUPgaJRAIA0NzcXPT6d77zHbS2tuK8887DXXfdhWw2W7aMe+65B/F43P9ZtWrVvJ7zcsFzC7hqYxu2rozPKVGpErcjq0bdUySLRzX0D9RHDPD0elZrBACgK5MTEsXrUmuSpYNsA0xPubpa1ruSalEzyceMMXzoQx/C61//epx33nn+6//tv/03rFmzBt3d3di7dy8+8YlP4PDhw/jRj35Uspy77roLH/nIR/zfk8nksgsMtc5CuB1JlhfV0j9QXzFAak2yXJBtgLkhY4GkWtRMx+COO+7ASy+9hKeeeqro9fe9733+v7du3Yquri688Y1vRE9PD9avXz+pHF3Xoev6vJ+vpDxzdTuaL6s1aeFWu1RL/0B9xYDF1prUlKRayDbA3JhPl8FKdC5jwfKhJjoGd955J372s5/hySefxMqVK6c89nWvex0A4OjRo2UbBpLFxXNQuHv7PvQnDTSGNegKheEwjGWtKd2O5stqTVq41S5S/7NnMbUmNSWpFjIGzJ25xIKpqETnMhYsLxY1x4BzjjvvvBPbt2/Hr3/9a5x11lnTfmb37t0AgK6urnk+O8lcmI3b0XxZnErr1NpE6r86LIbWpKYk1UDGgOpSbZfBSnQuY8HyY1FnDO644w5897vfxU9+8hNEo1H09/cDAOLxOEKhEHp6evDd734Xv//7v4+Wlhbs3bsXH/7wh3HllVdi27Zti3nqkgqYidvRRItTbxo0SBV0xij6kwbu39mDS9e1zHipw3yUK5k7Uv/VYyG1JjUlqRYyBlSfarkMVqLz+3YcBUBkLFhmLGrH4P777wcgNjAp5IEHHsC73vUuBAIB/OpXv8I//dM/IZPJYNWqVbjlllvwqU99ahHOVjIbPAeF6Zgvi1NpnVq7SP1Xl4XSmtSUpFrIGDA/VBoLpqISnR/qT4GAyFiwzFjUjgHnU2+0sWrVKuzcuXOBzkaymFRitZaYhdXafJUrmTtS/4vDXDUhNSWpFjIG1C4V2Z86HICMBcuNmkg+lswexjj2nU7gdyfHwDlHLKihuSGA1og+a1eAUu4CAMpOTVbDjWC+rNZq1cJNOjjUL55md58YAyfAhasasXWF8COfi/vHVOUWMldN1IqmpIYky4FKn2PvuOG0gdGshcaI5mtsLGdVzVUMEHX98SGx+7ThOAjRyU1Fw2HQFAKCxY8F8029xRrZMVjC7Do6hHseOYjD/WlYjMEbfFEoQWNIxbnd8Rm7ApRyF2hpEKIeTpuTHAcAVMWNYL6s1ubTwm22SAeH+sXT7JEzaVgOAwColGJTZwPecn43nnx5aFbuH1ee3Yqf7uktWe5dN2wueq7mqola0JTUkGQ5UOlz7B13oDeJZN4CYxwgAAUBpQRBTUEkoMzZVaywrjdthmTexljOxIrGEKJBzf+sp/NzOqMACA711079Wm3qMdYQPt1c3hInmUwiHo8jkUggFlu6D+dEdh0dwof/YzcGU2Lrdzbhr6hQgkhARXNEq9iNwHMXSBs2msIBBBSKsZyJvkQeANAVD6ExpMF0GEazFrzZQ4dx/3jvvQZdmbELwvj3OyWt1mbjqjCf5c6GUvd4LvesUparDiqhVq69ULMEQqMggONwMAAEQDSooj0aLPlcACj57Ayk8kjnbTAOUFJcLgfQFtXxlXdcMKmhMRdNLKamFktDS51a0cFCU6vXXelz7B03mjWRMRyx/IoAbv8fBIBKCdpjQRg2m6F+C+t6C32JHACgKx5EYyhQsv6fqHMANVO/VpvlFmsq1cKi2pVKZgdjHPftOIqRjAlC4M8UENEeACAa6w5jSOVt3L+zR4wwTFNmoQNBUFNACJDIWX65iZwFQoGgpqAjFsBIxsRIxkRHVEdQU/yRi86YjrThVPS9hVTbam2+y50ppe7xXO+ZZGkgNNsjNAtAUykUSqEQClUh4Fx07i2bQdfopOfivh1Hcd+Oyc+OrlHYDofDAQ5AVYhfrqZQEAKMZEzct+No0XM1V00slqakhiTLgUqfY9tm/nG2I55pL154EAIwiPq5IxaYVgMl63rq1u9ueV693xzRsbo5DIUSDKUNDKQm67xW6tdqU8+xRi4lWoLs703iUH8KnAOUEDBwv0MAAhC3kWDYDE2RQEWuAKUcCPIWg2EzqFT0Hw3bQd5kCAUUGBZ3E8cIDJsjVLCEcC5uBNWyWluocmeCdHOpX/b3JnG4PwXOOVSFgqDw708gFAuYDvM1Bkzv/pE3hUaLy4L/WZVSOIzjUH9q0nM1V00shqakhiTLgUqf44f39qFnII2QpiCRs8RsIMaTtgnEwKBCRf1sWHxWrmIijjhQFa+uZ8hbIg5FgxpWNxMkchbuvGYDLlrTNEnntVC/Vpt6jjWyY7AEGcmasGy3l+p2AkgJ/XHOoRACg7FpXQFKORDYbt4CIQAIwJl4DVCK3vNeK2QubgTVsFpbyHIrRbq51C8jWROmU6CnAgpH/xifrKep3D/sgtwiv6yC8r1/Wk7p52qumlhoTUkNSZYDlT7Hp8eysBzuzxIQCjDmDSMIhOQJGOewGUMkoM7YVcyvz6kokE+IQ0FVQZLYWNsWKav3xa5fq009xxq5lGgJ0hwOQFPdKt9bPlRiNosQAofzilwBCp1GPFQqliJwwG/QeLMH3nvevyeyXNwIqkmpe1yIvGfLl2Z3fWrh0j+Pwo4CJZP15Ll/eOtbCynU4cSygPGwoCnL47mSGpIsByp9jlc0hqF5nQIyXg9Pnm/kfv08E1cxD7+uLxhoLIxD9aireo41smNQ4zDGse9UAjuPDGLfqQQY49jSHXPdADgcJhIMvca7N4MAiMZAImuhPRbE5s7olN/jOY2MZi1/mjKoUegqhc0YbIdBVxUEA+KR0TUCQggIAXS1uDXiuRGsb2/w3QhKXUe1741ts6p/RzUpdY89St0zydJiqmd8S3cMmzqjIITAdhgYZ2Bc6Jfx8YonoFBfYwDAOMNQ2kB7VMeKpiBGs2bRsxMMCI2OI97jXOQYCYcijk0dDdjcGV0UfVRT+1JDkqXIRA1s7oxiXVsEgykDyZyFnOn4z7P3HK9ra8Da1jCaIgGk8jYCCoHDRCXvDQB4jXjGAV1VoGtkWg2UrOsDVAw82AyWzUSZjIFzPklX81GX1yL1HGvkUqIaZiqbrKs2tuG54yOwJ4iy8Le8xUAJw8mRLN790G+ntNeilOD2q9bj7u370J80fHeBWEhD1nQAAPGQBs6AvONgLGuhJRIAB3AmZZZ0I7j9qvWglMyL3dfEMhnncDiHQgBKaE1aipW7x6XumWRpMd0zTinBB65ej5cHUhhIGjBsrzs/jpeUnLcYdNclZCCVB+PAaZaHqgAZ08HJ0SzaokH/2VEVAsVtHNgOByEOnAnLDXoTedx8/9MlLYfnUx/V1r7UkGSpUc4WNG3YSBk2EnkLCiHQVYp4WINpc6gUSORM3PGdF5ExHKRNG96on+24M4PeamIOKETUz2eS5rQaKKUhy2YwbeYPMpo2x/HhLDSFIqgpaI5ouP2q9fjNseG6se6s51gj7UprlKlssrwlb3nLQd5y3EZGMQTCPag9piOg0IrttYqCGBPLkIr2MXBfK7mPwYT3Cq3Wqmn3NbFM02E4PZqDw8RazO54CAG18mteaErd4/kOrktVB9Vgvq99Js/4N5/swZcfOwzTKdasQoFYUMPKphCG0yYypoO0YYMSoD2qozEknvMzSQOm4yASUEEp8Z8dbx+DQ30pWAWDBUGVIKJrGHXXwXo2hAthuTefVn+LoaGlTr3GgMW87ukswJvCAbcOF515SglWN4eQNZ0iG/CxnImBlAGHcVBCfMvSauxjcKA3gdGsNcny3ENTCD5+3SZs6Y4vK+vOSllOsaZSLcgZgxpkok2WlxEfpAo6ogRHBtIAgI0dDSCEIGc6yLpTkd6+BmuawwgHVd/9pDNG0Z80cP/OHly6rqVsL7ecuwBQfufjcm4EU11Hpecz3b0BgR9kAyqBzYDhjIG1LRF0xvRZfcd8sxwdHOqVmTzjAPDky0OIhTTEgirylhihCwcUBDWKM0kT8VAAn3nrefibH7+EU6NZrGgMgbprfYNUwermEPoSeaxqDuNDbzwbLQ3jO5y/+/Kz8Eff2IWXB9KI6ioiuoqQpuCV4ayIAq4NYVM44FruzU6D1b4vs/leqSFJrVNKA5xz3woUXLj/nNUaQd5isBwHiZyN0YwY/OuKh3zdNEd0NIY0nB7LY0VjCH9+xVlobgjMaefjyze04rVrm/FH39iFsVwClAMBTcQazsX5M3fceMfhQew8Mjhveq5l6jHWyI5BDTKVTZZhczd5kcOwOEIBinBARTigImc6GEobAAgoLbZEnIm9Vjl3gZm6EcyH3dfEMnOmGG1RKAElBCrlRVZrtWopttwcHOqVmTzjAPxjg5qCiF5cVmNYw7HBNF4ZymIkY6ItGvQ7BYVlNkUCGEjm0dKgFz1DB/vFMqXueAhBTbiJePooZUM4n5Z7C2H1JzUkqWUqtgB39RiCAsaB3rEcuhtDk3RDKUVrVMdo1sTGjmhVnv2D/SmcHs2LTdLU8TYDIQBViJ8Htb83CVWZbJcsjl3e1p1A/cUamXxcg0xlkyUsxArtxIrf8xaGTXwPcG0PF9BeqxK7r5mez8QyiyxVMe7r7F3/Ql+zpL6YyTNe6bGeReFMdTOd5fBEbUxV1lyZD+1LJEuJKfWIcZehQj16LoC0lP84qq+bqWyUgXH3I9NhsGyp53pBzhjUGIxxjKRNOIwhmbcQD2n+FKQ32uAFlom2htNZiOYsG5bt4Ff7z2AkbeLGbV1QXUcT5o4KVDJVxhjHvtMJ/O7kGAgHLljdiC1dMRzsT2Eka6IxpAEAjg9lAACG4yBIFeRNBpuJ0ZJgoLStmm0zPLy3D6fHsljRGC46R2DcQiyRt+Aw7rqujNu4TbRaW86WYpLFp9DSLkgVX6fec84xbhfsTcuPZk2EAyqCgeJZvYkWhRPLtBwGhwmvcsYYhlIGdh4ZLKm3EFXBwWEzXpCULLShUDHTZjlitNJxGPacGAPjHK0RvWgpYGFM2NwZxf6+ZJHut66Il4wTE+/LRKQuJcudUhrw6mgGDuZwOEzsTG47DPGw5tftzHUDKowlQY0ib4slw68MZiqqpz39ejGicMkRYxx7TozBcliRJbkHhzD0YO4PAfdji3+Me44Z04JlM/QMpme01GYm7Q7JwiE7BjVEYZJLyrAxlrMwkjERDWpIGxYMm4ExDscNHjZzULQRkmshCky2EB1I5TGQNMAB/Ntzr+K7z72KT/9sP+64ej22dMcrdhrYdXQI9zxyEIf70/5Ih0IIdI1CVxXYjCNvOeAcCKoUeZthJGtAowQOHw8+AYVCVQi2rWz0cxi++WQP7t3Rg1TOAoOYzvLO8S+uFInOiZyJZN5C2nCKzst2k4IYgJAmgqhnKba5K7osLcUki49naXewL4UGXViL+p13V4LndEaRyJn4+s4eJHIWLIdBoUBQU9EW1dGgq0XP6o3buvCj350qKjNnCe0X5gfevX0fVIXAdniR3sZyopJN5i0/j8FLLCQATo9mYTHRKPH4p8ePQKEEsaCKc7vjuPLsVjz58lCR61fedmBaDI7bwdEUio0dDbjrhs2T4kThfemM0aLlB1KXknqglAaCGoVCCfLWuPiSeRvJvI3esTxCAYpoSMNYVtT9haP5CiGwGIdKCb72xNFp62mvTs+Yjl8nhzQFEV2BrlEMpgxkDQfemYglTgSaQuFwDrNgR/W8JZYgpkwbq5rCbpvExmAqj5zFXBtV4J6fH0QsJGLIdMm58+FWKKkO0pWoRijntOPZkVJ3pG9i46ArHkJjSPMttFQqRs0dBt9eqz+Zw3DGAgCo1C3HHUWkBIiFNCiUTOs0sOvoED78H7sxmDJAACiKOB8vftAJG68orltCMm+X/G6FEnzi+k34iyvX45tP9uCLjx72nYVogf2id9yW7jg+/B+7/Q5OKRRKsLIxBE2lvqXYcnVLmAlLRQfzwUK4Ek3UBTj8PUbiIQ0BlcJhHLoqKmTH1zVBeywIw2ZFz2phmQDKOoYAogPtzQTEgipGpnAYmQovxgQUAsPmCAcUdMSCMB1heeyVqVKhT+/62qI6vvKOC0o2TkRMc0pa/UldLiz1GgNqw5XI8W1BT4xky9ZfAHDhqjj2nU4W1YV2QUe+JRJAp6vLcvW015bQVQUDybw/W1mqTiYACvopKHBC9VGpiEHMHZRsiYiBB29G0jvGWwYV0lQ0R7SyGp9PxzJJeSrVgswxqAEmuhcENQWxoIZVzSF4s2qMi5G2UEDFmpYIVjeHoVCCobSBgZSBrGFjc1cU/+sdF+Ar77gAm7uiyBo2+pM5jLidAo0SaIoCSihUShFQxSj+WNZCe4NIiPSszzpjOtKGg/t39gh3AsZx346jGMmYIESMFlKQogaIFzg0lfqjDhnD9jsLDoMf3MIBBeGAiidfHoJpOrh3Rw8cxhFQCVRKi8+Rcdz7RA++9uuXMZIxQam4lokdEQAg4MiYtn8/ZICRzDeXrmtBe1SHQom7MZCoIEMBFauaQkgbNkYyJjpiOpojOlY0hREKCK3ZnGMobeCczuJntbDMaRv5BFAVoeWczaDRSW9P0snE9wHXiYRz5CzmNkSEHodSxgSdc2GVqlIQiKUQ9+3ombTR0eUbWvGFm7f6sWggbUhdSuqKQg1k8hZOj03dKQCAfaeTCGsU4YBYDWA7HF4aAoUY2ScUZetpry3REdORyFngKK6TvU4BIOprRRGbm/lxoOBcCMTsvqYoCCgU1F2uO5wx3ZnE4mM0SsE44DCGVN72z6uQUu2dcu0OyeIglxLVAOUcPBQiph0p5+Ag6IwF0RjR/HXJq5sJEjkLd16zARetaSppIfrw3l5867+OQaWkRN6Bt5k6kMw7aIqML0sq5ahyqD8Fzr11ksRdB1lY0vgOzJQIlyCLiSlCb91kW1RHJKC66yUZegbS+PqTx5DKWe7oSPE5UkKhKiLfYu/ppP/9lBAonPvfxyGCYkNQw51vOBsXr26S6xUlC8L+3iSG0ybWtIQBToryaPKmZwjguYgBDbqKSCDirs21YTkMf33dJpy/qnFSmR2xIPoTeX9Zku3uf1BYZYryCVQKGNa4AQHgdqCpyFGauHeC+JT4DynQscPF6J/pMCSyNgzbKTqe83GNqwqFwxgO96dKOpLUo9WfRFKIp4Gf7O7Fp37yEmxDNMxLKYBDzA6EAiraYjrypogRgykDlAIERDgZmaWdxYBx5zPD4r5jH4EYRSv8zkItC1c/sfOxN3mg0vG6HhBtAk2hYud2APGgirQx7gjoHePFjqZIoKRT0UI4lknmhuwY1ADlHDw8BwOFEjhMjAoWJisGVQVJYmNtW2SSgDx7rZ1HBtzpvcnfW9iAsAoXHLvoCkWiwGnAcjdSKxxhLNWn5xyT5iMpIe627RQhdyTEK//VkQwYALVMW4ESwObj5+gdRgjxGzYcYiSCc+Cs1sn3QyKZLzz96oriNnjHO9iTXcTEe4QQhAIKdJViIG1gLGeVLDOkiKddLCMUHeCJMhnvjItZxUJdE7eD7nDvyAkUJRuiuKPvam7iwJ1/HBl3VjEdVtaRpN6s/iSSiVBK0NwQQNHK7VJCdhHJviJGeDGEui17zopjyaR62m1LZExb5CcUNCsmLhwv1jKBQsWMJwGgKsXmCN4pe6EkoFLAcCa5GXmxQyEEBpscFypxLCu8HsnCI5cS1QCF7gWF+A4GvNhpx6MSZ48VjWFQlF6jXChorYRIC8tvDgeguS13XvD5Um15v9wJjY6J1+CVv6Y5UvYcgfHr986xXGfES2qWTieShaScfoHx572UfoHyGvbK9N22+BR6Q6EjFynStW/jW+azmNBO8Y739Kq5ywdKfR8gdSeRVEqzu5a+EgrtSr12gNeIL1eP+vW0G4v8zxUNFBR/D5nwGi94vVT2KS/4jBdrSnU2CAEczqeMbaXi5cTrkSwOcsagBijn4BEMiLV/WdPxd0cttC5M5MTyhedfGcELJ0Zx4api29DmcAB/cF4nPv0zDYmsBUqYa33qjq4XtApMy8JQWiQcGjaDaTlImw46Yzqee2UY8aCG9oYAxrIWbMaguB0Wr4TC2OAwDpszf6bCcTgY5QhpCnSVIGvYyJo2knkHG9ojeN8VZ+Ffdh33z7FwORHjDLbDEQ9pOLcriudeGYHlcChELJHwZgxsh4FSghVNQQxlDOw7lZj1kgVpoSaZCVM58Oiq11An0DUCDu7b9iqEYCxnYlVTBM+/OoLnXx1Bg64ibdjgANpjOk6N5hBQKPKWI7Rb4vs5AMsWw3y6SoVzmbv6h3MGTigYY5M+Wzj65+Ewz/EMCGsE8bCK0awC23T87xrvPHBfdxs7GsA4x84jg5N2P5dakkhEnNjSHcOunuHJ9qAFdSklQNqwEMxR3/JYoUS4BHFA1xRYjCGZtGDZDrIWw4rGIEzHETMNBHh1OItoUBGJxQ5zl/ZOWILo/t9hHAwcIMJIRHWXHtoOg+ZmFHsz8g4XM5axoCZykBQqch6U4t2Sg5qCrGFjdUsEw+ni+rgwXnbECAyL+8svdY3M2rFMxprqsaiuRPfccw9+9KMf4dChQwiFQrj88svxxS9+EZs2bfKPyefz+OhHP4rvf//7MAwD1113He677z50dHRU9B1LxYmhnIPHYCqPjOEgHFDREFSQyArbUs8RZHxZjRhlCLq2oZQQ3/5rdVMI//78Kf8zs2ViZ2AmUAI0hTVkDEfYObqva5TgnK4otq2I++dYzpUIAL782OGitdKFiZWqQhANqqCEztr6bLlaqNWiDhZC/8DCXPtUDjzeIGHecmDaHJbjuIm+4nVKi/N1APFMK26CPeeAtQiJeJQAnfEgNIXi5HAWpcb3CIT72cqmEIbTZpFmJlqeLhctLVXqNQbU0nXvOjqEO777Ikaz1vQHu/jLZasQAgiEnXfWKj1aDwBvPKcNL/UmhSMaH88d9AgoBG+/eCWe7hnGaNZEOm9jYvoSJaKDEQ1qRW0RT/ue69pIxvSXP3qzEC2RAP5XCZezqViu9Xa1WRKuRDt37sQdd9yB3/zmN/jlL38Jy7Lw5je/GZlMxj/mwx/+MB5++GH84Ac/wM6dO9Hb24u3ve1ti3jW80M5B49tKxvxies3YU1LCGeSBrKmGBUoHKn3/m0zjrThYCxrIqwriOgqDval8HTPMK7a2FpyZ8OZ4MyyUwAIy8bRrIV8QadAdRtE+3uT+NWhAdz6mpWIhzUwxoXjAeOIhzXfqvQ7z55w12WPXwgHxJ4HrktDc0RHe1T3r/3u7fuw6+hQRefoNe4O9iUR0dVZlyOpjOWk/6kceL7yjgvw3ivOgmEzGLbjZwl42nUYLzkdz9yE4dl0CgiEJuYC40B/Io+hlFHW1sjr9PQl8kWa2XtqDF989DD2nByTWpKUZTnFgEq4fEMr7v1vF+Gs1vCUTmGFFOb+zBUOIGexst9NALzUm8R7rzgLa1rCYCiu83VV5D083TOMP3ndaqxuDpeciWRc5DoENaUC7Xv7LxUvVa4UWW9Xn5rax2BwcBDt7e3YuXMnrrzySiQSCbS1teG73/0u/uiP/ggAcOjQIWzevBnPPPMMLr300mnLrKXRgkooNR0GAH/2L8/hpdMJxEMqBlImcpZTtgwCIKIrWNsaAbiotB3OQThD1hIbl1Tjj14wCzrtcZSKA5mbtCTWPIspS4uJqc7XndWMf/mzS/Dzl/qLdj6mlOC2B57Dwb4kOmNBgAA500HWFLtADqVNEAAbOxpAC1pDnHP0Jw1s7orioXe/dsppRcZ40XdM3JCp0nJqlaWgg/nQP7Cw115Ov7c98BwO9CbQGArAZgwDKbFp2XwyIf+/Yr16xwrdEugqhUqBFU0hGBZH1o09QZXg1GgeIK72iJcDxHF8MOMvgTyrNeLraTloaalSrzGgFq/bthnedv/T2Hs6Oe2xE3U8F7yyvDqZuK96+6BYtlga+Nq1zQCEg1BIowAhCAcUYRzCgf6ksFjmnGF/bxLxkAaHAZRwDKYtmI4DcGHZvLY17Nf13ucAjkP9KXREdRh2wVIileBMyqw4Piz3ervaVKqFmsoxSCQSAIDmZvFQvvDCC7AsC9dee61/zDnnnIPVq1eXDQqGYcAwDP/3ZHJ64dUSpRw89p1K4NhgGm1R3XcKAUpPMXrCz1vMtzQLBRT0jeXQ2qAjbZpQFQKrhHXhTJguWJGCA8RmSGJ6KqDSosQqYW8mNn861J/C4YE0br5oxaTrn2hvFg6oCAdU5EwHQ2kDHGJTplBBvtJMrM+khdriUw39A4sbA8rpt2cgjeaIjqCmIGc6vv5mUunPpGE/k+PKfVZ1NzDMWQ5WNIagUAVhHQjrotrImY6bozBuxQoAeZOJ5Ec3wTBvMd+JTGpJMhX10gY42J9CX8KAQjBpGc5Eqjlyq1CRPyTy/yZbmHv2w/v7klApQVtUxKwiiFg+eLg/BQ6OtmjQPyZnOrCZ4ZdbylrV+1xTOABKqRs3xr9jJvFB1tvzQ824EjHG8KEPfQivf/3rcd555wEA+vv7EQgE0NjYWHRsR0cH+vv7S5Zzzz33IB6P+z+rVq2a71OfdwrtvTwLUwBlp/eBQntEYRvGgPF1zAs4RzQx2anUcibvJcspbVE2lb1Z4f3wrrcQXaGwKrA+q8RCrZJyJLOjWvoHai8GTHy2xDM7OxEu9PRu4Z4FE5lsxTr++rh96mRdSi1JSlFPbYCRrAnTYVVbIlQpfGKFPAHPZciyGSx76vrQdCYf42mfFJRVqP9yn5tYdqXxQdbb80PNzBjccccdeOmll/DUU0/NqZy77roLH/nIR/zfk8nkogeGuWbLN4Y0AMBo1hSf84YZy9iJAWIazbAZqGEhmTMBDmQMW2yNvgDBqNAPvRDb4b4XOyHFI6aaUtqirNDeTKfUd3VRqdgAztuxdTRjwnIYVIVCdS0YcpaY0vTuYTkKvyNIlUnvSwu1+aVa+gcWJgbMRNMTny2KcX3MRIpzlW2hWUElsAKzAsftzOStce15DX8Okd8kdE2KbJYBsVOrajoIasKxKW+LJYCvDGbQHA5gc2e0yElNOhrVJ0uxDTDbZ9SzLiUzmTKsAoXpShxid3OR9Ost7S22Bh/NmggHVOiacA8ybUe4IjLmuhLB3QBRbOxoO9y3VgUvZa3quB0GjmTeQjw8vmHr+DGirh1KGXjo6VfACXD+yjgoIRjLWUVLNEfSJhwmNkCNh7RJsway3p4dNdExuPPOO/Gzn/0MTz75JFauXOm/3tnZCdM0MTY2VjRicObMGXR2dpYsS9d16Lo+36dcMXPNlt91dAj37TiKRM6C5bCiCneqeMIgEgcLj5nKiWCmeI2MwvMpdxxzRw8ZFw2IUhAAnTG9pEWZZ2+299QYbIf7Iy2M86LvTuRtJPLju0p6bwUUii8/dggfuHpD2Xs+leUk53zWFmqS6amm/oH5jwEz1XThs6VQC4Mpo6TDz0IwkzZI4RKHU2N5nEmJ5RleZ6Cw49CfyGEsa4mdzXUFCgHythgAGEjm/VyFiK5iJGOCEoKvPXEUjAsLRIWgyE1MOhrVF0uxDTCXun1LdwybOqPY1WNMeVy1KdS/zQCA+fW4WNLL3A1DObKGg0TO8gfwSjkSUgKM5Wx/gA4QqxI8i4VQQEUwIDoGqbyF02M5tyyOlGFjJGOiPRZEg7s8kXOOwVQeDuO460d7xYCD+6WqQhAOqIgEFLQ0iIb+cNpEyrAxlrNKliXr7dmxqEuJOOe48847sX37dvz617/GWWedVfT+xRdfDE3T8Pjjj/uvHT58GCdOnMBll1220Kc7Y+aaLe99/lB/Cm3RgNj9dAY1+3wPRMxkBHK68+YABtMmfnNseNJ7lBJceXYrMoZIOAbEszNdh8QjFlRwqD895T2nlOD2q9ajQVfQnzSQsxx/fXV/0kCDruD2q9bLEcsqshT1PxtNe8+WwxjOJI0ZabgW8CoJy3FHGIEi62PFnTnImTZOjWTRN5aHUbBLukJFcmPWdHAmacB2OFobdIR1BYmchUTWQjJvIxwQTmp7TibwxUcPY+8p6Wi03FmKMQCYe91OKcFVG1sXfClRKbzBO9Pb5dxdPtge08VOyLy8IyHj47bilIjr8qyYGRduhJwBIxkTJ0aycBhHW1THisYwFEqQNR2cHMkimbeQsxycHM0inbeRMRw4jPt7L3CI+JPOWzBtkfC8vzcJQgi6G0OgRJR1ajSLZM6S9fYcWdSOwR133IF/+7d/w3e/+11Eo1H09/ejv78fuVwOABCPx/Ge97wHH/nIR/DEE0/ghRdewLvf/W5cdtllFTuSLBaMcdy/swdpw0ZnTCTnUEoQ1BR0xnSkDQf37+wBK9NKmPj5pkgAqrL4D7dChSex9+BMlzhVuM/AVOgKge3wkveEMY4nXx5COKAg7CYxVpo7TQmQtxk6ooFp7/lUlpNfuHmrHKmsMktN/3PR9GvXNvumAbWCQqbWJoFY3ld4EOPjeyoQtwxNpf69sLlYz6sqBB0xHWFddWcXxgcHdI2iMaxiOC3W/QZUMeAxnDEQUAgcd5mC7XDoGp1R3JQsLZZaDADmXrd7Zew4PLjgOUPTQYhwNFzdHEZTOAC1zNr9iXGDw90ojQm3I4WKcjjnGEgZGEobUCjB6uYwmiM6YiENK5vCCAcUMM7RO5ZDxrDFsiLi7oOgTB4IdbhY3uTNYiRyFqJBFauaRVkO4+hN5JDJW7LengOLupTo/vvvBwBcffXVRa8/8MADeNe73gUA+MpXvgJKKW655ZaizU1qnblmy0/8fM503DV9wvPXZgzz3c6ggL/koTGkIh4KQFOo2IEZHEMpE6m8BapQdDQEQAiFxRjypgO46xRNW1gzAlM7sNiMIxRQSt4T7150xILQVYqBlOGXOR0KJa5/PK/IoeDyDa24dF2LXNu8ACw1/c9F0w/v7UPOdERDG5izK9hs8Kp45v57bUsEAIT9KOfImQ7G3KV4mkKguDst2+5up4WeB6pC/OUDDuNY0RQCcXdyHkmb6IjqaIro4FGx03PGtDGYMkCIOD6RtWHYjruJG4FKRU5UImcXOxqZ0tFoObPUYgBQHSec/b1J7O9bPLekQj03hlSEAioch2EobSIeKm5zqNRbdjT+2VK0RMQsoEopQDgyeRt/fd05SOYs/O8nXkZjSEMoMN7kbNBVRFojGMtZyBo2/viS1fi/z7wiBhzcDoln0uDlYnCIzoFGCSglvutRg64i0hZBImshazr4+PWb8dYLumW9PUsWtWNQiTNHMBjEvffei3vvvXcBzqh6VJItn5giW760kwmgKAQEBBQEzjyON4jKXzgIAGIb9lhBAi8BQWuDjrwbMYKaCkoJQlAQC44fdyaZq+j7OBfuSQZjk+5J4b0ghMxsozY/OZIhElCnvOcepSwnJdVnqel/Lpo+PSZ2DlYJwPkCZxy6UCrS/BgTtiEO54gGNd9+dCCZB/wcHTEA4eURFErOXx7kNi84d8vSVViOimFi+hUygdgQyXMm8ayLLTdPyN36QJTEx19XqDhOfG7cDGC6uClZWiy1GADMvW73y7DHbccXY+bA+15dU9DaoCORM93ReqFdr81R6XInQoCoW/czxpHgNpobAmhuCICAQFcnm3oQQhAPasIohYrZSC8BmrEp7osbO3hBjCAgiAU15G2G5oZAXXUKMoaNvOWgpaE6uTU1Y1e63Ch0IinFdNnyEz/vOX1UYlVaDSgpthbVSgRBw2HQFIJAQQdiMpWdKHEbKqXuycR7Uepcyhc8nlglHQokc2Euml7RGBYzcLy0Ze9CULC5qOj4T/AwL9SVd47elP3EcgpdlQqdRxzOi1yXPAqdijzXk1LleK97x008R6lhyWIz17rdL0P1NgRcXDR/dN5LMhZn5Gm20nhVGD8K70Gl92tFY9h3avI6B2W/uuCYYtej+okPjHEkshZOjmRxJpnHof4UvvfciaqUXROuRMuRzZ1RtMeCODaYQVtDwN/gAxjPlj+nswGMc+w8MjhpycpEl5yAKnryps380bTCpT7zgVPgP6wQsXmJroqNxCyHIZGzsKU7CoBgf28SjDHYXAQIMZrCkLOYv4nLVAFQVylSeQsrm8IwHQf/7/mT2HMygZCu4LotHVjX1oBD/eJeNIY09I2J3ZynwgtyIU1BQAFOj+XR2qDj+VdHwDjH1hXxsqMK0ipRMpFCTXZEyaQdOyc6YBQ+Q6tbQggHFKQMB5qyOKOEToHDh8OBVM7AcEbonEAMBngwxkAU6jcSJi4jspzxOKSr4vo558iZNsIBFcmchYBCEdLFSF4wQBFQCLImg65SBFQxoGDYDKAcNgNCGkU8pGIkQ5C1xHEcHJxzEEKky4ikJtjSHcO6tgheOi12/PWW15Z7RkvVJZs7o1jTHMZYNrEo1+Dr2dV8MmcilbcRCSgYzZhIG7aYWeR80pLlUnFLxA+OjGHBsBlGMyZWNoexqb0Bqkqxvr0BB3qTaAxprguZNyvBkchZOG9FDDdu68IPXzyFZ4+bsN344n9nwZcqxHUkZLzI9ahe4oNpC3vWdF4sx3zq5SH8dE8v9pxKgBLgqo1t6G4Mzek7ZMdgHvBszE6OZJExLKQNC7qqoD2qQ1MpxrIWFCoSZ27/txdKWp15TiZ3b9+HY4MZ5G3HT8Tx1vuFAwrytjMvuQaOZwUAIfoTozkxEui+zyE6Kr2JPAZTBtKGU/jpGX9f3mYwHI6egTT+6P5nioLPN588hg7XIaE/aaAxrKG1IeDbJ5aDELE8SVcpDg+k4TAgadj47M8OQFMoNnY04K4bNk9KTpqrxaxkeeJp8sP/sRtHBtLFO44ToDkS8B0wCp+hjOEgZzlwuBDqYuQXAJOdwc6krbLHWgywSmwYyAHfcYi5MjcdjmNDWVDC4XAgoBCkDAcpwxZxL6bDdjjyNhO7stsMJ0ZybnIhh2OLzkZLRMdozoLh3h/TZnh1OAtdpYiHNZg2ly4jkkXnN8eGkchZSBk2EnnLr2NKPaOl6hLParN3LL9oy4g8OAdOjY4v9/XPx5xZHc4BnBjNF712dCCN1/7947jj6vW48uxW/PaVEYy6y6sKYyelBImchedeGcEHrl6PlwdSGEgacEqcAgXQFA74y7Q816O842Asay3r+JA1bSRzNrKmjf5EHj/b24tHXurHaHY8jjMOfP+3J/GRN22c03fJpURVptDGrDkSwMrmMHRVgWELK67RjIGuuFgH1pfIT2l1dvmGVrx+fYuwziwRPTKmA90drZhPKAFUSuAU2JDpihi5Pz6UndApmB2iTOI3HgrhEB2CjGGjK64ja9hggO9QVA6FEGgKxWjWEjMsRCRVqpTAdoTl2Yf/Y3eRtdxcbegk9QR310gXP7GFzxAhQM6yxewbX54BlzOOvOUgazJQAB2xEFY1hRH04t5IFn2JHCghaI0EEAkoADgMd1+VsK4gFlQxlrNwJmmAEqAlEnD1zX2b0664Ll1GJIuKp+2+RB6dsSDCWvlntFRdQgh8q01g8ZYVlqOanRRKgETWwt8/cgj37eiBrlKolPr7IXg/jSENfQkDd2/fBwB47xVn+SYNkyBij4Ut3TFs6Y4J16Nl7B7I3BmVkyNZnB7N4fGDZ3DXj/bhT771LL773MmiTgEAbO6KYX1bZM7fK2cMqshEGzNChIVZNKgiZzgYShtY2RRGg676gcVbXhSkCjpjFP1JA/fv7MGl61rAGMfPXxLbvgcUsUDYW/PHGIflcCiUYFtXFL99daxiC8+ZEFAAhxMwJhralIj9AxRKkDPtOZdPML5meboN2DKGg6iu4HM3XYzRjIl/evxlnBzOIBhQkLMYCMSyIcUdgVjTEoZpM7w8kAEhHBp1Ny4jAKUcls0wkjFx3w5xvwFM+vsBpf82y3FEQjI1nr4dxrGxowGGVbCUSCM4kzRx346jAAjSho2OqI5XR7LCRUOhAHF3/i7YA2A+8J7M+R6J9JYfaSoFuNjhmLijp17cy5o2Xh3JggA4uy0CRVHAIZyKLMdBIm9jS1cMH7tuEz7145dwejSHFU1BUEInHRcPBXydSiQLTan6vSmilXxGSx3LOfc3DAMHxrJmTexjMFfKzXowLqyIDdtbOh3BidG8O0gnXIUcJtzI1rSE3PjZA4AjFtIQC6rIW2KgMBwQ1qfDaROrmiP4f++/DJSSZbvc13IYkjkLqbyNobSBR17qw8N7+kq6MWoKwTWb2nHLxSvx5nM7JjllzQbZMagi5WzMCAjCuoo2Styd/0hFVmdHB9JI5SzXGrB4rFGhBBwMGdPBS31psWwGlfv7l2Nio4IQCgoOi3F3tF34Dhu28BqfKxxiNoJzXmSJNvGcvNGFA30pUELQ0qBjIJlHc4OOoDZ55kBTFfSOGbDc+UiV0kl/E1UROz0e7k/5IzhztaGTLF8K9U0JRSgAFDrmNIY1HOpP+fo2bKETlRL/eSJkfjsFgNCJ4la68w2lYv8RAOMWoxbzc6ooofD8iUwHCCnjTkUhKNBUBceHMnhlKIvRjIm2qA7qWhVNPO7YoNSeZPEoVb+Xe0aByXVJ3mJuPBC5O96SwoXqyM8X5XIOvI3OvGOG0zZMm0FVqO98BAoYtgPDEnbih/tT4OBoCgcQ1BREJpjsUEoxkMzjYH8KW1fGl10syJmOmz9gYffJMfx0Tx+eOjpUMpavbArhD7d14botnWiJ6IiHtap0CgDZMagqldiYWe7i/UqszgotDktBCWAXWPxVI7BMtCYUTgWiae69LkRfxQbODAoynXEbuOnutekwWHZx8C3Em6kwHVZxmdIqsX6Zqb4zpu07Z3gs2HjWArQyvFjh1VmlLEY9y0NCJluPAuOaOj2WldqT1DQztSmdeGyhFpbHuPYUuHVr4YyI6bDJ8ZCMW45GAqpwLuKoqzjAOUfKsJHMWRhOG3hs/xk8vKcXJ0cnW71TAlyxoRVvOb8bF65pQlRX0RBUEQ5UtykvOwZVpNCWK0gnj2J79p4E4hidUIzlLFgOg+au2S+02+qKhwAO2DYHqCP2LyDwp8sc14/cq5yr1RYoLKfQmchyOBgXfsPV9FVhnFc8pcoZx/YXTmIgbSJr2UjkhZNJ4bKOoCasSQMKBQGH6Uzu8ADFVolD7hQd4xzJvCV63+4nvCUNWdMGuFgTOetrnQe3I+mgtDBMr29HaBFAIm8BbudZuHCIDvZCjQqyBVqj4BQsi7LdVCPFnQEUI6SO20AQOxlzcF9XQLFV4bSxs8CGcOIzv7kzioP9qXnRgNSXBKiwfi94RguP5VzkITDOYbPi2mipzhRMhRd+CjsBvhUpCmZJ3I6CQgmSecv9DIdhO0WboXkYDoNKgJG0iScOD2AkbSKRM9GfNNAVC+KiNU1Tug3WErbDkMzbSOZM7O9N4qd7evHE4UGYJZZOtDXo+MNtXbhhaye64iHEghoagiqUebpO2TGoIhMtRgundcYtSoW95+9OjE5KKu4dyyGkKbhoTRMSORP/8tRx0bAAXF/SAq/BAvLl1uBUgcKv4hD2YtX2SJ1u+VPh2zmb4cd7+vzfM0YOp0fHN28iRAQghVJsWxkH5wzPvTIKm7HxHAOIBo3nq5zJW/gfP9zr7qUgtlwfyZhojwUBAIMpA3nLhsPEWvEvP3YIH7h6w4yTnObD7Ug6KC0cU+k7lbdweiwHcICBI5kbTwpzIHILNH9GYf5ZqMZGqcs5MZyB4l4rK+g49I7lMJaz0BbV0aCrRfaCN27rwo9+d2rK2OnZEE585hnnfueLElpVDUh9STwqqd8LrTK9YxViYShj+stBxP+WY3dgMoXLpVoaVGQtGzmLQaPiRcddotyfyCNnOe7GicCrI1msaAz5G6YB4h4PJA1QCnzu5/sxlrMnLbHRKME5XdGSboO1Qt5ykMxZGEob+NXBAfx0Ty+ODqQnHUcAXLK2CTee343L1re4eRdayaXT1WY5mmQsGp6dYYOuoD9piIY/48hZDvqTBhp0BR+4egPWNIeQMSc7DTEunIYCCsFHf7AHB/oXb8v0pQSHCDBemM6aDrKmjas2tuKOa85GcyTg76rqcJEo5nUKvI3cGOciyLie6VnTwYnhDE4MZ5Bzl4RoCkFbNIBD/ekZOxTNh9uRV+aB3gRCmoK2hoB0UJpHyul7JGPixEgWDuOIh7SSdT4HptgEcHlhMbGeunA2ARDjCVnDxqmRLEYyph8Tb79qPVSVThs7b79qPX5zbLhIR2FdQSJnIZG1kMzbCAeUqmlAOpRJCqmkfvesMr1jHcZwJmUsSL5PLRPRFQymbcRCGhQi6mLLZuCcw7QZsqboFHTHQ2iLBuEwjhMjWQxnDP8enxjJIWvasGynZKcAEDsnv3R6stvgYsM59wePnj46hM//50G8/evP4H/98sikTkE8pOGdl6zCv77ntfjKOy/EWy9cgXWtDWiPBhekUwDIjkHVuXxDK75w81Zs7ooia9iTrLReu7bZdxoiGJ9SK/z3jsODGEkvD8eChcR2A4VoHCh48uUhXLquBV95xwXY0h2DQilsZzzJOahSBFQKDmFrqqliFEhTCMIBBQ4XI6KUigSzFU1hNEd0dMZ0pA0H9+/sEZvATMNEh4qgpoBS4Vg107I88qaDr/76ZYxlTagKRX8yj5OjuTmVKZmeSfpOGRhKG1AowarmEPKuM4+mkLoLrqUmtSkBAir17Qc5ROU9lDZwTmexveB0sfPSdS1FOtI1iuG0WGscUAkYB4YzBnSVzlkD86HZ+cB2GBJZ0eAw7LnbRkumZrpntHCU+rVrm+tmMGAqKAHWtkRwTmcDwIFQQIVCKVTF3RQOos5e2RRGLKShORLA6uYwFEowlDJxJpVHJm+BUiAcEFMNU3W0RKKzgft2LL4+HcYxmjHRM5DB9587gb/81xfwnoeex0929yIzYa+IrSvi+OTvn4P/95eX4WPXbcIlZzVjRaNYNrTQS6PkUqJ54PINrbh0XUvJdanbXzyNVM6CphAorigKE5JsxmAzsa4dcCtbdzn/cm3iTcxWEDsbjr9XaWglBOiIBdEY1pC3mO8gdPmGVvzkjiuw73QC/7m3D9/77QnEgip0VcGJ0WyRa4xIoORoaQggbzngADqiosxxZ5mZORSVc6uaaVmMcaRNG4mshR++cAq7T4zBsBl4btw21s9XkQ5K80ahvl98dRT/+4mX3bwTAsPOQ6EElBAoRCxxYVwkIeamseNd6pSKT5rnQEIICGFgTLg3AcBfX7cJ569qLDp+qti571SiSEc504FhO/79VqlwgfJckeaigWppdj5gjCNj2kgbNnKmA9thePHEGJ5/dRRvu2gFLl9fm0solgtTPaOFPLy3D3nTgUrFM7NYGxsuFoqbO8A4x5mkgc/fvBWUEIxkTTSGNBwdSOPzPz+AiK4iHip21IkGNaxpIUhkbdzxhg2IBzV8+bFDUKiwep8OzuG7DS5G/WfYDhI5Cy+fSePhPWIjskRu8oaSkYCCN53bgRvP78a53TFEgxoirqPbYiI7BvMEpaTkA1noNEQIGW/4uxQm5RRBALKMOweFKJSCM+b6pJMZ9fpVKpK7J7oXUEpw/qpGjOUs/Oh3pxEPBUq7xvguCWJJETiHqpBJQp2JO8JM3SwmkreEhdlLpxL4xYEz+NXBMxhKlz42mbPQ0qAvS/eGWsLT90jWFM+bqow/T+6fmRACBcW2ffUGL8g0pCBg4IgEVGQtB2MlKkqgfOycqCPf5cW73+73ee5Hc9HAXDVbbbzk1YxhI2M6MG0HL7w6ip1HBrGrZxipvBgcUAiRHYMFoNwzWohX1wcoAefVM+tYKhBvrwJb5PON5SxctbHNf38sZ0GhFLFgaZtNXVEAYuOsVrFhl+XmafEKllJMdBtcKNKGjZGMgZ2HB/HTPb14/pXRkn/1s9sb8Jbzu/GmczvQHgsiGlTFXjc1guwYzBOlnCwAwLZFZWbYHAoRLiZipIG4a92Ly+EQHYLl7G82UTiO2ynwNiOrFEIIVHe/B8MRVkTHhzL+/WeMY8+JMeQsG0NpuD3z0i4JnkgJgV9mIXnbAeccrwxmpnUqmambBSCWCKQNG68MZfDYgTP45YEzJROUADFVGwuKKVhvN+hSZUqqh6fvVwYz4BAuGtR93WDcnwH0HMNqKOYvKEJfwnXMm/532PizWYnjj3fM8aEMAKHtEFXdvUnGNctRrNe5aGA2mp0P8paDVN5G1hSzA8+/OoInjwzh6Z4hZErsOP/YgX58zjmvphoZy51SzzBjHH1jeYADps1Rb50CD0/zmlKs96GMgX0nE7AZw1DaQDCgQKVCxA7nQsOET3J5Ynx8wG4qPBOShaj/HCbyB44NZvDTPafx8739GExP3ogsoFK8YVM73nJBNy5e3YhoSKu6zWi1mPVZmaaJ48ePY/369VDV2ry4xaKUk0VLQwCDKQP9yfEHxp9ZdCYHDj7x33xZ9w2K8O5LgBI4nFVsjKoQgmCA+kk+BARfe/xlBFQKXaMYTBnImQ4cDqQNB9Sd6rQZL3JJCGoKYiEFZ1IAQKBrxXfeK58Sgq89cXRap5JK3SzO7YoiY9gYTBn41cEz+MWBM3j+lZGSo80KJWjQVdgOQ1c8iICq+NZlpRwyJNVjor5TeRsjGbPo7zSx3jLs+mwY2I7YubRwaWB/Mo/NXTEkciZue+C5KR1/Cu+1aQt7v7GciRWNITS4ywHzlgNQkTsU0oRd8Vw1MFMHmmpi2A7SeRsZQ5go/PaVETz58hB2HR2atC7ZQ1MIrtrYhhvP75a5aQtIqbpe1ygG3Lqmnv8UdkFAtB2OZ3oG8aXHDuFAbwLJvO3aF4/j51sSzxSE4JzOYpenA71J6CqFXUYHKChjU+f81n+mzTCaNfFfLw/iJ7t78fTRoZJ19aqmEG48vxt/eH4XVsTD82ozWi1m3KLPZrP44Ac/iIceeggAcOTIEaxbtw4f/OAHsWLFCvyP//E/qn6SSwnPySJt2GgKBxBQxF4F+07P3WGo3oKM6TC4gwgVH39iOIu0IabVu+I6GkMBnEnm0OuuS1QpoBECi3EwDjCHg5JxWzVKCOIhDQMpC80RMdpwJmmiMaxBVyhGcyb63bLa40E0hjSYDvOdSiYmoAHjbhZ3b9+H/qThl2U4DGNZC5EAxR9fsgoP7+3FY/vPYOeRQWTLBL5NHVG86dx2vPncTvQmcrjnPw9iLGejMUygY7zMQocMSfUopW/DdmDMo2XwUmbismpvBuXUaA4f/cEeOIz793GijgAU3eumMIWumehL5HFiJIuueAgtDQGcHs3BtMWSv5aIjrw9dw1Mp9lq68tyGDKGjVTeRjpv4blXRvHkkUE8c2y4bCzQVYrXntWMqza24dJ1zTi7IwpdXRjXEknpWNCfzPt1jYy8AlG/OvjSY0cQUETdO9GxDBiv57k3Tko4BlIGfnNsGJdvaPX1mLdsTEdrg44PXD0/9V/WtHFiOIsf7z6Nn+3tw6kSG5EplOD3NrTirRd04/UbWhELLYzNaLWYccfgrrvuwp49e7Bjxw5cf/31/uvXXnst/uf//J913TGY6GQhMu45xrKTp5UklSGWYUztQlBIMm+LDZOahAcyYwyj2fG1zIwLBxNCibBLc19TCaAoFEFNbEazuSuK269aDwD+iNCYw5DM2VAoKfJYDlIFnTGK/qSB+3f24NJ1LZMCkudmUViWSgk6Yzo6Yjr+58MHMJAq/Zy0R3W8cXM7bjivC1u6Y4joKoKagm2rGhELan6ZCSamXr1zr1Uf56VKSX1z7ndEJVOjUCCkqWiJaKLxZAAbOxpA3SSBQh3dt+MoAFJ0rwGgOaJDUyhOj+UwlDYQC2qIhzR/H4Os5UBzWFU0MFGz1daXw8SzkzZsJLImnjs+gp1HBvGbYyPIWaU7A0GV4nXrWnDVxla87qwWRIMawrqCcEApmw8hqT7lYkFh3ky9DeSVI6CK59JhHHl3M9PpmuuEACubQsiYzK9TL9/Qis/ddB7u/N7vQExW9v426Ar+4e3nV7X+Y0xsfPpMzzB+9LvT2HF4oGQyeXtUx43nd+GtF6zA2tYIGgLqkhycm3HH4Mc//jH+/d//HZdeemnR9OqWLVvQ09NT1ZNbapRyssibwiWjmjSFtaLG7nInqqv+UqBK+gdNYc1vtCdytj9q6SUnci6WHVGNwnYYGAfufOPZuGZTO8Zy1qS1zp4DxQsnRnHvr48iHlYR0oqlU4lTyeUbWnH+ykY8cXgAvzhwBntOjuGl3iRe6p18DeGAgivPbsN153Xg8vWtiAU1hAKTRxwqdciQzJ1S+h7LWXWbWAyU3/9cpUDhJEpLRENTWEcwQJE3mbvchcOwOEIFy4A9HR3qT4GAlHQFigY1rG4mSOQs3HnNBly0pmnedj6utr48R6GM4WA4Y+DZY6Iz8Oyx4bIbVQY1isvWteDKjW143VnNiLlrk8MBZUmNQi4nysUCbz+dOg4JRahULCOyIQYGbCZe81xcS90rz8VJUxQ0hpWiOjUeCiCkUkSbQqDu0l/b4bA5h0oJVIXAcTjioerkFlgOQ+9YDj/+3Wn8dE8vegYzk44hAF63rhlvvaAbbzynA43hgN8ZWqrMuGMwODiI9vb2Sa9nMplFt1habEo5WXjOGbPFu6WFZSy2N+9CYzkMsVDlj2rh3bEKfaTJeMcABCAgwk7NEUFlonWiR6EDDeC6JZSgnFOJ5TAMpw38Yv8ZPPJSP557ZaTkDAglwGvWNuO6czvwpi0daG3QEdKmty6rxCFDMndK6duqc59yP/kX8PXlvoNCJaqU+h1b4RpU7CBUiO7vEF3eFSioKkgSG2vbIv6zP18amKu+Ch2FhtIGnukZxs6XB/HssZGyS9BCmoJL1zXjqk1tuPSsFsTDGsKa2NBNJhYvPjIWVAYl1K/rKBExgZdxV/QiBgHxY0MkoBbVqSNZEzYDmiOlvf0Z4xhIG3N2I8qZDp5/ZQT/8cJJ/OrAQMkZvKawhhvO68QfXbwKGzujNWEzWi1m3DF4zWteg5///Of44Ac/CAD+jfjWt76Fyy67rLpnt8Qo5WThOWdUawiBADWfuFJNCABNpRVNP3rQAnEWVaJuGYXaZe5rKxrD05Y7E6cSzjmSOQu7jg3jZ3v6sOPIQEkXEQDY0NaAN2/pwB9u68LqlsiyCjDLiVJ//3pupHmuS0Cxs5enscKwV3ifPNegco5fhsOgKcJ2eLFdgeZCznSQNmwMpvJ4+ugwnnx5EM8eH4FZpjMQDii4fH0LrjxbzAw0RQIIBRSEA7WfrFhvyFgwPW43YHxw09ubaQrrdW+AgUDEhok6n0+3MM7Fxos/3t2L7S+exoG+0nmh56+M46YLV+APtnahORKAugz/7jPuGHzhC1/ADTfcgAMHDsC2bfzzP/8zDhw4gF27dmHnzp3zcY5LAsbERkZNkQBOj+WwojEISiiCAeGSkTFnN5owcbZBIUDOtOtmujKgAKubQjg2NHkKrxRiulJstU4IQTykoi8hkiA5PLcDcSzjDLbDEQ4oWNsaBmN8yiUClTiVbOpoQN5y8Hc/2Y9fHDiD/mTpzVhaGgK4dnMH3nJ+N7atjCOyRNci1hNbumNY19aAl3oTiAdVMdUd0tA7lqvL5UQcxcnFXqziEHrw3iIANAXIGjYczkHhaXCy45eno3M6owAIDvUvvCvQXMhbYmZgIGngv44OYufhQTz3ykjZza0iuoLXr2/FlW7OQJNrOVzJTKFk8djcGUV7LIjjg2kxs6uLWNCXyFecD1cP2A53O7XCNUws/xl/f6L7IoFoS2kqhcMcjGZtrGgKgXEOxnjJOphzjrzFYDkMiZyF81bEZhQXLIfhpdMJfP+5E3jkpX4k85NzxiK6guu3dOIdr1mFbSsbSy7rXU7MuGNwxRVXYPfu3fj7v/97bN26Fb/4xS9w0UUX4ZlnnsHWrVtnVNaTTz6JL3/5y3jhhRfQ19eH7du346abbvLff9e73uW7H3lcd911ePTRR2d62vNKoWVZxnCQNm0cOZNGe1S41jSGdWTMyZnrs8HmgF1H1oeGA+ydgaNTLKhBVWiRk0hjWMNwRuRkUCIaFt4O0wAADtzxnRentBwFyjuV5G0HwxkTnHOcGs3h7d94puTngxrF753dhj/c1oUrN7YhFtTqfiRwKcWA3xwbRiJnIpUXu08rFNBVBQ26WrIyqWfsCZX/K8M50TEHADJut1vo+FXo+POBqzcAwIK5As0Fy2FI5230JXJ48sggdh4ZwvOvlu8MNOgqXr+hBVdtbCvqDNRjvsBS0r+HV9+fHMkgZdhIGTZ0VUF7TEdjSMNwRm4qCYw3+gttSwkAMoWZiDfYwCyG48OizWQ5DLf/2wt+/VxYBwdUgkTWgmEzMehARO6R52Q0Fcmchf/c14cfPH8SL5wYK3nMps4obr5wBW66cAXaGvS6qa9ntQHB+vXr8c1vfnPOX57JZHD++efjz//8z/G2t72t5DHXX389HnjgAf93Xdfn/L3VZKJlWVM4gLGciYGUgf5kHmnDRiSgYOuKGE6N5uoqaXihIQASOQvxkIaVTSEMp00kGIeuKjirVfP3MTBt7o9OtEQ0dMRC01qOenhOJfftOIqXz6TQbzKYtgPL9WRO5IobiATARWua8PtbO/H753WhLaovy6nH2bJUYkChzjtjOsbcyihrOaBEuEsNZ8yyjcF6x7srDIBOKXRNQUClaI/qvk5LOf7MpyvQXPAchXoTOTxxcAA7jwzihVdHixpBhUSDKl6/vhVXbWrFZetb0egmEC/1JMW5slT071EYB5ojOhp0Ua/kbQenRrJoDAfQGdOL9iuSjCNSh6aPkd4RFGK/AEJIUf38hZu34p5HDuJAXwqMcSgUCGsKGsMB9CWMsvU45xwvD6TxvWdP4Kd7ezGcntyJC6oUb9zcgVsvWYXXntVclx32GXcMksnSo7eEEOi6jkCg8rVdN9xwA2644YYpj9F1HZ2dnTM6x4WilGUZICz1GkMaTo/lsbIphM/fvBVbumJ414O/xZ4TI8iYDDJNqXpoikgiBgcsJnYMjgU1fO6mrUUuQ4xx/GRPL776+MsYzhhY3RSC4iYSV2I5CgCG5SBvOWiOBJAynLIe42e1RnDDeZ146wXdWNfWINeflmEpxIBSOm8KB4qmr9e3RbC+rQF7To5BoWIDPdlHGCegiIRCxsV+A6uagjiTMhEPTdZpoe5qyXXLcxTqHcvj8YNnsOPIIF6cojMQC6q44uxWXLWxHa9f34JYWENYU+TAQAFLQf8epeJAUFMQDarImQ4G0yZWNYUQVEnddQwU4tp+U8Aq9vvwmWk4DFCAKhS2w5HIWVjTEsKZpIn7d/bggdsuQTwUQFRXEQ+JZZ3BAHUTl/mkety0HPzi4Bl8/7kT2NUzXHLp55qWMG6+cAX+6OKV6I6HamI2crGYccegsbFxyrWPK1euxLve9S783d/9HWiJxLKZsmPHDrS3t6OpqQlveMMb8LnPfQ4tLS1ljzcMA4YxLspyHZlqUMqyzINSitaojpGMCUoIDvancGwwjcZI9ZYVSQSUiERFuMmMDuM4fCYFSsRuoP5xlGBjRxSWw9AVH+8UeJSzHGWM41B/Ej988TQeeakPvWOl8waaIwG8aXMHbr5wBS5a01T3o4HVYrFjQCmdE0IQCigIQYGmUhw+kwYBQVdjCJwDyXx6Tt+53OAAVIWCcQ7TYTBsjsawhmODmUk6nchium5xzpGzHJwazeIX7uaDL54YK7sUIh7ScMWGVlxzThsuX98i7BU1pa4bGXNlsfXvUa6+J4QgrKtopwSnxnJld6dezhBCxOZlpRLr3VtVKuHYM2YpmYhMqescKHYDNyzu188P7+3DscE02qL6pBH9wnr8icMD+N2JMfzoxVP+xnOFqJTgqk1teOdrVuHKjW3Q63B2oBQz7hg8+OCD+OQnP4l3vetdeO1rXwsAeO655/DQQw/hU5/6FAYHB/EP//AP0HUdd99995xO7vrrr8fb3vY2nHXWWejp6cHdd9+NG264Ac8888ykRp3HPffcg09/+tNz+t5KKWVZVshE+0qxZTqti6ThhcSzH8X4/2A5k21DgZn9zfoTefxk92k8vLcXL5XJc9BVkTfw1gu6cc2mNjS4+ydIqkMtxIBKnplCe82MaUuNT8BbPeDtJVLKirCWyFsOTo5k8ej+fuw4NIDfnRwrm2DeFNZwxdmteOM5HbhsfTPioUBdLj+YD2pB/x6VxgG7DndB96rgasY931acAJwVx4zTY9myfwvGGEzLwVDaxPv+9YWSnfjOWBBvu2gFbr1kFVY3h2Wi/wRm3DF46KGH8I//+I94xzve4b924403YuvWrfjGN76Bxx9/HKtXr8bnP//5OXcM3vnOd/r/3rp1K7Zt24b169djx44deOMb31jyM3fddRc+8pGP+L8nk0msWrVqTudRjsaQaASOZk2EA2rRVFbeYsiYNhhjGEoZSOdtcM6QNcrv2CeZHRxikxO4icXcndJsDGnYdyqBkazp/62ODaZhOQ5GMgYiugZdJTBskYwsZhscWJaDf/7Vy9h3eqzkmnECYGNHFK9Z24Trt3Ti9RtaZzQiyBjH/t4khjIGxjIWmsIaWhp0uTFZCWohBngWeYbjADbxn5VggAIcGMuZsB0GgGMglYdp19+I4XRwzmE7DJwIfRo2g+WY4Izh2EAaI2lzSh14mqn2cqLCcqO6igZdxWP7+/HrwwPYM01n4Mqz23DtuR24fL3YgVilBPt7kzjUn5YbDVaJWtC/R6FVpk4pcoaDrOtvH9YU5G3H3TCz/mp4hwnXoIlX7u5jWL7TMMWtcjgD5WIg1bM29uxIVzSGi/4WeZPBsGxkLYaUYZe0BCZEuEn9wdZu/Pnr10LXFOzvTeLJl4ekXicw447Brl278PWvf33S6xdeeCGeeUa4sVxxxRU4ceLE3M9uAuvWrUNrayuOHj1aNijour4gyUm7jg7hvh1HkchZsBwGhQJBTVQsacNyKz6xC+Ld2/dBpQRZ05GdgnmgVOM9bzF8cvs+jGRMZAwHOcsBdzdXsRnHWM4GJYawRysIXF5JL54YnVTmmuYwLlgVx6mxHHpHc/jF/jN44tDAtG5GhXiOFgd6E0jmbd8iNRbUcG53bNGTKmudxYgBW7pjaGkI4FB/CtwdxiKus47DeNHzlzFrb/S7FnA44BQ0mPoKpvU/958HAV5eB4Wub2LWlcxIc+XYdXQI9+44iiN9KWRMBxZjUyaPt0QCuHJjG950bjsuW9+KqK76+QLzdY6SYhazDeBZZe49NQbDYjBsOchXyFT3otx7U33GYYDDGCgBwgEVukZwJmlic1cUN27rwo9+d8r9Wzgw7MmdEo9oUEUsqMK0GQZTJr7z7Kt4dH8fAGA4bUq9lmDGi6BXrVqFb3/725Ne//a3v+33yoeHh9HU1DT3s5vAqVOnMDw8jK6urqqXPRM8Z4JD/Sm0RcUoAufCp7s/mUfWdOA445t5mDZDRnYKFpSs6eBAXxKm7SBn2bDdSt9mHIq/j8H4/gZivHcyTWEN77xkFf7j/Zfi8zdtwZ5TCbw6nEVDUEN7VEdEV323hF1Hh6Y8J++52XNyTHQK3MYQYyK5au+psYrKqWcWIwb85tgwBlIGHCY6lpSiwDtbqnquOExsglRKB55mDvYlEdHVGWuu3Pf94Lcn8IHvvIBnj41gMGMiazkl/5atDQHcctEK/J8/vRhPfOxq/OPbz8fvb+1GUzhQ1Cmo9jlKSrOYbQBKCa48uxWpvI287BQsGIwLp6AzSdO3KbYYQySgIJGzkS/TKVjZGML7r1yHppAKw2ZoDAfQHtVBiMgX2d+bBCFE6rUEM54x+Id/+Ae8/e1vxyOPPIJLLrkEAPD888/j4MGD+OEPfwgA+O1vf4tbb7112rLS6TSOHj3q/378+HHs3r0bzc3NaG5uxqc//Wnccsst6OzsRE9PDz7+8Y9jw4YNuO6662Z62lWjlDNBQFUwkMwh625ixrjI0qcQjjmWwytx6JJUgcKRf0qA0ayFiQ5plbTlmiMaPvOW8/CmczugawoY47jtgecmOVBV6mbkPTepvCWmXTmgUXeDFiqWQtmOsECcqpzlRq3HAO/v5jCO1c1hDKUN5C0HdbiMeF5hHAiotEgH9+3oAcBnrbmi8hlHz2Aa/7mvD788eKZszhAgBnPaG3R87qbzcNn6FkR0tewa5HLOdLM5x3qk1vVfCGMcO48M+gmzkoUjkbPwunXNeMv53fj5vj68/99eQKrM3jEqBXRFwdrWCPb3JpC1mK9NzsXgg/c3TOQsNEU0qdcJzLhj8Ja3vAWHDx/G17/+dRw5cgSAsBz78Y9/jHRaOHHcfvvtFZX1/PPP45prrvF/99YF3nbbbbj//vuxd+9ePPTQQxgbG0N3dzfe/OY347Of/eyi+hiXciZo0FXQWAivjmQBd7kKIQSq+2DV45rD+aStIYCxnAXGOByvE0YJqPv3MNxWG4HYEE4hqMgeVlcpmiMB6CqFaTOsaYn4LgVTOVCVczMqxPt8OKAimc9DpWTc4cZ1XjAdhmYtMGU5y41ajwGFf/egJjYzG8ta6E3U527H84GXkMy5WJ7l6eBwfwocfNaa45zj6EAaP9/Xh18eOIP9veU7AyoliAZVxIMaCAUMi6EzHprWTGCucaHeqXX9FyLyR1IgIAio4nmVM4bVp5TFKaUEw2kTH//hvpKfCSgUDbqCeEhDRFeRt1nJ+JF3l4CprmOmYTvImwyhgCL1WsCsNjhbu3Yt/v7v/x6ASOz53ve+h1tvvRXPP/88HKfyxLurr77aXbNbmscee2w2pzevlHMm8NbPKlTMEIBzEBDZeKgylAh7Us7d7dW5+N0TeqEDgbf1+nSx292xHV3xIKJBzfUrN4rcUmbqQDUR7/OaQt2OY/H7nvMCIYBVo04t80Gtx4CJf3dCCFSlfkeS5gUy3jGgdFwHpsMAjhlrrmcwjZ/u7sUvD/TjQF+q7Nf6nYGQhnBAgeLGEMY40oZRkQbnGhfqnVrXfyEjWROWLc6VgriDTbKCnxdI8Sy/YTMc7J+s5XhQRUtURyRQ3JTVFVoyftiMjde/BW5HgOJ/Tup1lh0DQGxl/u1vfxs//OEP0d3djbe97W342te+Vs1zq0kKnQmCdNwuTaVUrJN1G6wA8bPpJdWDgEBTxL32A0fBPeZ8fG6g0pDtbXPujyK4zgfN4fHN+sr93T1KfaYQ7/OMi/XUBQ6r7nnDv6apypEsLKX+7iqloK7WJTOj5CoMN/nfe/69/wcUCg5ekeaODqTw8J5ePLb/DA6VaEB4dMeDuGBVI549Pix2H9YnzwhMp+VC5hoXJEuH5nAAmkoAE7Jun0e4/5/SrG+L4OpNbfjZnl7EylgDGw4rGT+8dprvlkTG633vc1KvM+wY9Pf348EHH8S3v/1tJJNJvOMd74BhGPjxj3+Mc889d77OsSYotJhsj+l4ZSiLeEgVDxUBbIdDIQR5myGgjE+JE9l4qCqUAhljfBkRIKZzrRnMVAHFDRSHceiqAg6OZM5EImdjbWsYQxkDe06OAQCGMgYiuoLesRxiQRXhgOpPP3LOMZa1sLkrii3dsZLf5zlaHOhNQKXEnc4k/jpGcQ4UOcvB5q5Y2XIkC8vmzijaY0EcH0yjtUFHKKCAMSYbBbOkVDj0XmOcw3E4FEqQylvY0h0H5xx7TyegKaIzFtQUqJTAZhxD6TxCmoY7vvsiToxky35nSySAy9a34L9fugaXrGkCIQS3PfAcDvalEAoU5w9M1LJtMzy8tw+nx7JY0RjGjdu6oBZsXOjp+mBfCp0xOmVZ5ZgvK1bJ3Cn82zSGNJzdFsFzr47CtDkoqb53v6Q8a1vCOK87hgtXNyIWCuA3x0ZwejSHiK7AZmI2XlcpbIchkbexpSsGQoCDfSk0hjQ4XLTRAopop4EDIddmHpis13rWZcUdgxtvvBFPPvkk/uAP/gD/9E//hOuvvx6KopS0Ll1uFFrRZUwHWcOGxTjGchYAd+S3YATbdDC+jkVSVSyHYzRXOuloJhQGc8aBnOWgZzDjv7b/dBJ3fvdF2A53k4W5P0KcMR0QGCInoSEA0+a+W0K5wOE5Wvz2lREYlnC0MIWHI6j7vqoQNOjqlOVIFg5P9ydHMkgZNpJusptsCMwP3npt5toJH+hLImPYQifwOv5W0WcM2/LjcCG0IB6PZU080zOMRM7y7Qhvv2o97t6+D/1JA41hDboiPNLHspav5W8/dQz37uhBKmeBQZhJfPpn+3HH1evxF1euF99DSUVlldOztDmtXSb+bQzbQdqw/XpAphcsLK8MZ/HKcBY/29df9Hop/SuUIJm3sG1FHM+/OorRrAlCCCgAQgmYu1wxHtLAGZB3nCK9/ubYcF3rkvCpFvgVoKoq/uqv/gq33347zj77bP91TdOwZ8+emp0xSCaTiMfjSCQSiMVmPgrrWdGlDRu6qmAgmfcbiaVunBxBWFqU+nu5yw8rSlimRIwa3nXD5ikDhvccjWRM2G4lU1ixxIIqzl/VOG+BZ646WMrM5toLdd8UDiCRtzCQNOb5TCVzgRJhawiI/AThTCbsgAkhiOgKmsIBfOHmrbh8Q2txw49xaHS88t/fm8AXHz0Mh3GoCvGXjtnujMYnrt/kdw4ATFlWOT1PfMYC7rroUbeB4p1ntajXGCD1X3/EgioAgqxpQ1cpGAcsxxG5TBD5RSuaQjAsNkmvABZUlwtJpVqoeMbgqaeewre//W1cfPHF2Lx5M/70T/+0aFfC5UihFV1HTMerwznxUCkEVoF3rte4pESsDzfkUMKSIaRRGDYD9ZLGXcr9Bf110BA/lIhNmS5d11L2Owqfo9XNYQBwPfAdOIwjkbOxrq0BD9x2SdEyBcniMNGCEgTIjM19lkoyv3g7Kgc1BRwEmuv8Vc4O+PINrbh0Xcuk5QKMcXzguy/CYRwBlYASoUlhfMBg2hz37ujBuy8/y9drubLKzRRIm9PaZeLfhoNjOCU7BUuJdN5GKKD4ZiTr2yLIWww2Y1AIQSJvYUVjGH993SaM5SxfrwDmZEu+XKi4FXLppZfim9/8Jvr6+vD+978f3//+99Hd3Q3GGH75y18ilSqf8LVUKbSiMywxyisSVUlRw9FLJOVcTi8uNQyHQ1UoKCF+MrC3D0JJ+HjSsKKILuGRM+kprRAnWhoSQhAKKIiFAmiK6OiIBzGQzJd0XZAsPBP/XnmTwbBnlsMiWTgIhHe5t1+Jl79TbAcscr5CmuLbEQJiKdDWlXFctbENW1fGQSnBw3v7kMpZ7kxBcRVJCYWqEKRyFh7e21f8XomyyjETm1PJwjLxb5PI2rJeXyJ4SmIQg2+qawyQt4QlaTSoIayraAwHcGwwDUpIkV6lLgUzHp6MRCL48z//czz11FPYt28fPvrRj+Lv//7v0d7ejre85S3zcY6LRqEVXaHNFS+zjGjiRlqS2od7LkFl/qYlIcWdQdNhU9qbVWJpWE8WpbXOxL+XzZh0IKphCuOu+DfHxCZ5oePRdFo7PZYVOQVl2vXU1f/psfIJz9MhY0LtMvFvY8l8wSUJB/dzjYQl6Tjl9CV1KZi1XSkAbNq0CV/60pdwzz334OGHH8a//Mu/VOu8aoJCKzphacXhsNKN/0JnDcnSgXPhCDSjSUEv+czdwZgxjqMDKYykTTSFNTRFAmCcY8+pBAgHGoIqVHcDsyBVwDn3pzVVKizVZmqRVs+OCfONp3sxSyAcpOSdrW2cgo4B44DlLhngbg+ecbHxZM50oFKCkbSJnUcG0RwOYHNnFPv7kvjdyTEQDtiu/7ntcFDKxGwiETMPcMsnAFY0hiedR6W6LKxbdEqRN8fjQTBApW3iIjLRglYr00iU1B4TW19eHZ02bNiM+0uLFEpK6qsxJOyLR7Mmwq5jESmI/pXqcqHr52p/35w6Bh6KouCmm27CTTfdVI3iaoZCK7qITt2e59QNf9ktWFpwzGz3ysIjvY+lDBuf/dlB312IQwgVECOUmkKhKQQZk6E5omEobcCwCzZaAXBO59SWhoVIJ5P5ZUt3DC0NAd8PXy4RXFpwCFM4p0Q0HkyboAT43M8PiMRkzpG3HZgWg8O572/OIf7mjiMWFno6JhC5CvGwhhu3dRWVPRNdenXL3lNjsB3hte7Fg4AilittW9kobYsXgYkWtPGwit6xyswoJLUD4+N7zQylJ4/wN+gKErnx13cdHcJ9O44ikbNgOQwKBYKairaojgZdrdh+eKHr5/n4PtkVngLPik6hwMmRnGz0S6aEAf6ohJenQIkYgcwYDtJ5C6+OZJEzHRAi3mPu8QMpA785Njztd3huGQf7kojoKtqjOiK6ioN9Kdy9fR92HR2a78tc9vzm2DAGUoYYbWLcTTpd7LOSVAvGxYggJeL/GcOB5c4all0mygHTZjBs4Up0x9Xri4wCZqpLz744YzjImiJ/xRuYzpoOMoaDK89ulbOAi4BX7zfoCvqTBkazlty3ZBmSMRx89Ad7sOvokK/fQ/0ptEXFjJGYYbRxaiSLkYyJ/qRRkf3wQtbP8/V9smMwDZeua0F7VGBrVrkAAJ5BSURBVIdChWWdIiOEZAYwLlysfPtTdxkCE6sVEAqoWN0chsOA+3f2+DMNJcua4JYR1BRQShDUFHTGdKQNZ9oyJFPj3WOHcaxuDiMUUIv2sJAsDxgHBlJG0d+1klkhhQJ/fV2xVelsdMkYx5MvDyEcUBAOiF1ZvaXs4jUVT748JLW8SFy+oRVfuHkrzulswFDKlPpfhlAKjGRM3PvEUdy346iv3+aIjhVNYYQCQsc25xhKGzinMzqlVelC18/z+X1VWUq0nNnfm8Rw2sSaljDACWzGkDUdDEj7MkkFiJQTAkUBmCNGnzsbQ1Ap8dcTExCoCvXdDraujJcsayaOCeXKkExN4T0OagoagirGMhZ6EznZOFhACvcX8fYQqDaFRU61/4xK3e/nYg3y5euLGwaz0aX3mY5YELpKi3KOghpF3mZSy4vM5RtaEdFVvPeh58HBMZq1/DXqkoVlbXMQF6xuwqMv9cN0xOzeXJd3UjcHaX9vEqpCivTboKuIBITFaca0YTkMf33dJpy/qrFseQtdP8/n98kZg2nwstR1RfHtruScgaRSJjpVcS42V4kGNYQCip/YVInbgXRMmH8m3mPRaSNS8wtNwQ1f7NU0lFAEFCpGDxmq4mRS+BnPvtiPCYRILdcI3q664YAiEwgXkbCu4eaLVkFXVVBCQH0rYsw+Nrt/T9NhsOzJ+vV02ew2vEvtsFzIQtfP8/l9smMwDYUOBR7SpUBSKQQoWp9KCFyHq2IqcTso9SzOtAzJ1JS6xyqlk0ZkJPNMDTXCCBk/HU2ZrK/Z6FJqeWng/Z0KjSIkC8/q5oj4W6juH4HMoUPg4RYQUCg0de5aXGhNz+f3yRbuFDDGwThHY1hDXyKPwVQefYkcsqYlRxAlFSEqEw7Hnf4kBGCcIZW3kDVtZAwLQ+5z1R7TsbkzCkA8e/tOJbDzyCD2nUqAMe67ZYxmLfAJtrieY8L69gbpZDIHtnTHsK6tAYNpA4msgdGMgdGsgZpqqdYBhXfbXgA7mLI7nQNwHAbLYeDgWNEYwubOKBjj2HNyDA/uegXPvzKC9piO0awJxhlypoNU3kLOdMA4K6nLamq5VKyQzA3vng5lDLRFdQylDXlfFxGVMnznmVdg2w5sxmE54wYfs8Vhwm3s3K4oVjaGcCZpIGvYvh45OLKGjcFkHu2xoF83l2Oh6+f5/D6ZY1AGzwLqQG8Co1nL98KVSGaCcCUSGceRgALTZnhlWGyMNLGeeel0Ejff/zTecn43nnx5qKT92O1Xrcfd2/ehP2mgMaxBV4Tn+VjWmtYxQTI9vzk2jETORDJnYSw79dSxZHlRKs+AA7D5+C/HhzK4+f6nkTZsnB7N+xsnKUTYFI9mTd/diBCxHKElEpikS8/5Zq5altbF1afwno5kTeQtaVS62Pxs30DZ92bbOWAcCFCClGGjdyyPjGEhbVjQVQXRkIpUzvZ3vD85ksG7H/rtlLqqlqYrZT6/j/CJXY1lRjKZRDweRyKRQCxWuU/83dv3YSRjImM6MuFIMmuo63/e3RhE1nSQt8SPYfNJxxGIYEWJ2BStPRpEQKEwHYZRV+hfuHkrAIw3BpjYHG26xsBsdLBcqPTaC3WfMmy5i7mkCArR2PeSHikRjmPg8EcwAUBxOwRwj2+OBPCVd1xQUptFDfsKtVz42bu370PasNEUDpSMFYVl1GsMmMl1F95T02ZI5uVg4HInrFGsaArDdBgGkgbyltgBhQAIaQraojoCKi2rq4nMRdOzYSbfV6kW5IzBBDwLqFReOBDIToFkIiop3mmVAlAVoD0ahEIpFAoMpQ20NgTxp5etwQWrGvGPvziCQ/1JrGwK4ZXhrD8SUYjiluu4u6/qmnAsClIFnTGK/qSB+3f24KF3vxaXrmuROx9XkYm6l52C5YG3B0WpTeq8zcQA7nfUNSp2RfV+952RAGgqKerQcy6cTUAAUvDMaCpFRzQITaHQVYIzKRP37+zBpetaJmn08g2ts9LyRKtCryMyMVaU+k5JaQrvaXtDAAf604t9SpIFIGcxBBSCoKYhqqs4OpBG3mYIahRntYZB3ZzASnU1W03Plvn4PtkxmIBnARUOqEjk8ot9OpIahFACFfCn7r0dVIOaipDrSU4pRdaw8Zo1zQCAY4PCVsywOAx3apq4/+Hc/aHjixkMmyNvMr+8UvZj0sawehTqfiwrdb9cUFxbYMY5HLtAd0DBGoRx3TEOcMahKgS2mxfkrWUuNUbkdQY4Hy/Fdjg0hfranc42kFIyYy1L6+LqU3hPhzJyGWG9wAEkcjaaIgHk3R3QNYXAZmLAIOTm7s5EV7PR9Fyo9vfJ5OMJeBZQwuNWDhtKJsMnZD15a4q99cZAsVVYoa2Yzdj4aHRBfV7K1rSwvIllSqpLke5lovHyoaDhXuotr1Puv8ZFB4CAFD0FE/U58fNFx3JeNhZUC2ldXH0K72k5pxfJ8sRy/95e/ezNMtZrHSw7BhPwLKAY59KiUFISznlR45Gj2IaUc45E3oLjMIykTTSGNN9WTFhfFnzQpRJbU2lhOH8U6V56ji0bGISzHMd4BV/YiGecweHj7xF32N9rEEzVRfQ0SyZYJxJCirQ7H7qVdqfVp/CelutwSZYnngW9Vz8zXt918KI+/U8++SRuvPFGdHd3gxCCH//4x0Xvc87xt3/7t+jq6kIoFMK1116Ll19+eV7PybOAypoOVLk2U1ICh49bKFoOh+Uw6KrYsTRt2Dg+lEHvWA4pw8aXHzuELz92GC0NAYxmLeia2LLcX6LgtjwIAUjBkKSuEgQD4/JcrnaktRIDCnUf1GSjYLngMMCwGawJKT2e0mwmjvGP5wBD6WVD9oQXPf16nQPvXV2j/jM0X7pdLtbFtaJ/oPiehlRZ99cLBEA8JFbVBwNiM0PbnTkqrAuWkq7myqLWgJlMBueffz7uvffeku9/6Utfwle/+lV8/etfx7PPPotIJILrrrsO+fz8rQH2LKBUhcBYCANtyZKHcSCoKkjlbZwazSJrOqCEoLsxhIiu4lB/CgMpAwoFziRNxEPapN1cqZt4TCCSkFWFIm8xMMaRsxz0J41laUdaKzHA0300qAp7WcmSZyFUYjoMtjO+PJASIB7SwDnmVbfe89qgK+hPGshZzpKMFbWif2D8nioUODkm84zqBV0lMBwOxjjyFoOqECiUQKEUeXv518GlqBm7UkIItm/fjptuugmA6J11d3fjox/9KD72sY8BABKJBDo6OvDggw/ine98Z0XlzsaijTGOt977FA71p2DJRoJkCggASsd9zB3GEdIUtMeCaNDFKATnHP1JA11xHfGQhmODGWRMB1nT9huh3rTlps6G4n0MqmR3thSsCmshBjx5ZADvfvC3kEuMlz6l9iWoBpSIpObCukFXhSVxg65iOG0uiE0hMD9WhYtFLeifMY63fO0pvNSbnNO1SGofAuFKFtIVhDWlSD9Xnt1a9Tq4FljydqXHjx9Hf38/rr32Wv+1eDyO173udXjmmWfKBgXDMGAYhv97Mjlzge/vTWI4bSKqqxiRmxxJpoASoCsWRNqwwUEQC6qIh7Wideqem8Fw2sTnbtoKSghGsiL3gHGOvScT4AS4cFUjtq6Ig1KC91yxru7tSBcjBgynrZLLSCRLC00h7k61BN4y4bkO8qhEOJJxzrG6OQxwIJG3YNkcf3vjubj5whUAsKC6XWhrxIVkMfS/vzeJM0lj+gMlSwI/d881CAhqFJpCEdUVNIYDMByOTN7CX193DpobAkX6qec6uGY7Bv39/QCAjo6Ootc7Ojr890pxzz334NOf/vScvttzJ3BqYzJFUsNwiClo7nYEYkGtZPKqrlAkGMdYzsJVG9uK3rtwddOk4xfa7qwWWYwYcHosK/cwWDYIHSqUQOQSz/wPWzTrQMQSA9sRM4PRoIagpmAgbaA1qvuNhoXW7XKNFYuh/5GsKR2JlhkEBKoqcok6YkFEg5r/ng6OBAeaGwKT6uXlqqtKWHZZdnfddRcSiYT/c/LkyRmX4bkTKNKVSDINnq2ZppApbe7qxc2gFphLDFjRGIaU/fLATwrmqMrftLAsz61E6rr2mIv+m90dpCXLAy8G1LvL0EypWQV0dnYCAM6cOVP0+pkzZ/z3SqHrOmKxWNHPTPHcCahsIUimQSEEWdPGpo4GrGgKYiCZR9awi+1M68jNoJosRgy4cVsXYgUjSpKlieNwBDWKoKa4u9eP63FiVJ8qyk/cn8ByLYd1jZTVNWMc+04lsPPIIPadSrhLmiQzZTH0v6U7hk2dUelIuEwIaQp0tbTLEGMMQykDzZEAGOdSpwXUbMfgrLPOQmdnJx5//HH/tWQyiWeffRaXXXbZvH43pQRXnt267DexkMwdk3Ek8zZ6E3mcHMkiZdg4PpxBz0AGybxVd24G1WQxYoCqUkTcHWslSxcOIB4KoKVBjASaNnd3QZ7cEai0OWAzMfJoOgzHBrM4MZKbpOtdR4dw2wPP4f3/+jw+9h978P5/fR63PfAcdh0dqtq11QuLoX9KCT5w9Xr/uZEsXSgBGsOBki5DwxkDRwbSSBk2To7mcPu/vSB1WsCi5hik02kcPXrU//348ePYvXs3mpubsXr1anzoQx/C5z73OZx99tk466yz8Dd/8zfo7u72XQvmi11Hh/DPj78skxCXEQRANKjCdBjyVnXWkFJ3atJmDK8OZ9EVD2FVk4bBlIG87eDUSBaN4QDO7Y4teTeD+aLWYsDN9z6F3oS0KlyqUHfpgEII8pYD6hDEQxoczqEQ0bjPmQ4cxlBpLrLXkRjfmJDDsB1wcPzJ68Z1vevoEO7evg9pw0aTuyTFdBgO9qVw9/Z9+MLNW2UMmECt6R8QCd3XntOO7zw382XIktpAoQQNugrOObatbCxyGRo0HaQNG5QAnbEgGkOa1OkEFrVj8Pzzz+Oaa67xf//IRz4CALjtttvw4IMP4uMf/zgymQze9773YWxsDFdccQUeffRRBIPBeTsnxji+9usjSBvO9AdLahpdcXc0JATnr2zEx68/B2M5C9GAgp2HB/B/nz2BrOmgJRIQmwS5yYUKARI5G2tbwnjLBd3oH8vDAccj+/qRyFmIh1QEVAUKIehP5eFYEA4lOQtrW8OIBlXkTAeDaROrmsN44LZLoKo1Ozm3qNRSDMhmLfzuZKLq5Uqqj+c2wjgQUAjaGgJQFQpNUaBrBP0JA6uaw/jQG89GS4OOzZ1RHOxPYSRrIhZU8emH96NnII2Y6wwGEIQ1BUGN4sRIDs2RAO64Zj2+8+yrOD6URVuDjlBAQd5isBmDQggSeQtPvjyE91yxDgBw/84epA0bnbEgiNuLCFIFnTGK/qSB+3f24NJ1LXLWsIBa0r+HbTP8ZPepeStfIpipnTCB6PgHVDH63xDU8JatXXjzlg68MpzF7lMJRDQFbz6vAyqlGMtZk1yG9p1O4O7t+3B6NIcVTUFQIuplqdNiFrVjcPXVV0/atbEQQgg+85nP4DOf+cyCndP+3iT2npYexsuBtmgITZEAcpaD40MZUEJ85wFNVfCDF0+jtUFHUJu8dERTFQykDFyytgVbV8ax71QCj+zrR3djyD8+ZzowbTaeiGg7yJsMoYCCsK6inRIMJPM42J+qW3eD6ailGPCRH+6d9++QVAcOgBICjYp/hwIaQgVLwJoiAQwk82hp0H3tef/fdyqBgaSBzniopPY74kFkDRuaomAwZaIjFvSPE98h/k0oQc9AGvtdz/uegTSawgG/U+Dh2RV7x8pYME4t6d/j4b19SJtyucB8E9QUGLYDuLuNT4dCAYVS2IyjtSEAh3HceMEKbF0Zx2vOasEfvWbVlJ+nlIASgtGMibao7ncKPKROx5HDmBMYyZqwbBkUlgOW6xCkKxQW40U5I54lbTkHiomfKXW8zcSOp97oJefitXJlSGqbEyOZxT4FSQWMr+jhvitYoe6AqbVXqfZPj2UrjhEzjSeS2uX0WHaxT6EuKNwxvBI8ZyHPGWw2epI6rQzZMZiAZ1UqWfpoSnlLQe/vXKm9aKnjVUpFoMJkG8Ny3yupXVY3Rxb7FCQV4LUlCCGzsiGsVPsrGsMVx4iZxhNJbcIY9weUJPOLqpAZ2QjTgk4B55iVnqROK0N2DCaQyJnImDK/YKmjECAeVstaCnqWtKNZa9JUdqnPlDo+qFFhhcYYbIdBVxUEA7RsGZLa5u0Xr1jsU5BUiEIAXSUlbQin016l2r9xW1fFMWKm8URSe+w6OoQ3/q8d+OrjR6c/WDJnVCLsRCvthhGIjQUDCkXOcmalJ6nTypAdgwJ2HR3Ce//v87PYH1NSa7REdRg2L2sVSinB7VetR4OuoD9pIGc5YIyXtRctdTznQCykgXPPHlEDZ5AWpUuQXUeH8L5/e2GxT0NSIY3hADSFTrIhrER7lWpfVWnFMWKm8URSW+w6OoQ7vvsijg9lZf2/AFACEKogoFJUskCDAL5LpKoIx6HZ6EnqtDIInyrzZxmQTCYRj8eRSCSm3OiEMY4/+eYuPHN8bOFOTlJVCIRNWTigQNcUaJRgfXvDlFahu44O4f6dPegZSMNifNrPlDre87weTpsVlbEYVKqD5ch0184Yxx9/42k8+6p0JKp1CAHCAQXxoIb17Q1FNoQz1V6l2p9JjJhpPFlI6jUGVKL/P/32s9jVMyw7BQuAphCsbAojEhCN82hQwWjGwljOKnm850ZEKUEsqFXF/ruWdTqfVBoDFtWVqJbY35vE7lPSjWgxKLQtC7m7lapEbCRkOhw5i4ES0egnhIAzkfErdisEdJXibRevxCVrmvEH53Xi8EAaI1mzyKqsHJdvaMWl61qwvzdZ0WfKHQ+g4jIktcX+3iRekDalC4JGAUopGOfgnMMuWEcQC6rQVQqVUlju8jzGgT/Y1oXueAjdjSGsb40gYdiTbAhno71KtT+TGDHTeCJZfPb3JrG/Lyk7BVVGpSIXwNsvhADojutoiui+c1djWEPWsPHAuy/BK0NZvDqSxqG+NMIBitUtEfze2a1I5m2MZSw0hTW0NOhV0ZPU6dTIjoHLSNaEXemON5I5o1IC210vqFDiNhI4OmJBRIMaGOM4NZYDJQwKATSVgnh+JO7cI+ccNjh0TcF1Wzp9K9KZ2oxRSmb0mXLH17O92VLl14fO4PM/P1jUQJXMH4RQUCJsAx3G4RkVKoSgORJANKj5xzLGMZA2cP15Xb62SzFT/c7mszP5jrmcj2ThEU6EMgDMhcLBPa9OB0ROgOMm+lIibMAL7Xx1hSLBOJJ5GzdftLA5XlKn5ZE5Bi7N7tbZkoWFu+GEo9hdxHAYNIWIDoHrQjD5swJNkS4CktmRtxh6BqVN6UJR6EIy8d8zcRaSSKpFczgATW5AOSem0vX4v4nU+BJBqsFlc2cU61tDi30adQPnHAoVdoOMM9iMQ1eFu4jnDnBOZxRbumIghAjP44LJXjHDwEAIxHF17iIgmR1Xb2orcrSRVB9apqFQ2NvXVeI7eom3pEOIZGHY0h3DuZ3RxT6NJQuF0O8447ou1LtXv/tHSY3XLLJGhEhEufn+p3GoX44cLhQOB2K6CgLAtMVGRS0RHXmb+e4AH7h6A+64ZgOaIwFwAJbN4DAGhzNY7uYozZEAPnD1Brk2UDIrwgEV153bgZDsHMwbGhXOIwTFGrYZF4YBBFAVirxVubOQRFINHMbxP3+6H8++MrrYp7JkaQiqCKiKcBoigO1wOFzo3LIZKITGZ+oeJlk86j7HYNfRIXzwey9iOFM6I15SXQp3CU7kLTToKiglUAiQtRxoDsPmrmiRO8BX3nEB7nnkII6cSfubz6iUYlNnA+66YfOydhGQzC/ffLIHP9/XD5vJ/KLZQAAEFAKjTH4WAUAo8M6LV2Hv6cQkDZ/b2YC3nN/tOwslXIeQiTFAIpkPftMzhO88+ypkeuHsyZgOzu2K4i3nd+One3pxuD8N29W4plBs7JAaX2rUdcegfyyH9/3r80gbckOzuaJTQNMUhDSCjMHR3RjErZesxIO7TmAsa6IxrEFThONIUKPImQ6G0gbOamvAf/zFpVM6CV2+oRU/ueMK7DudwO4TY+AEuHBVI7auiMuRBsmssW2Ge3f0uEmwkunQFQKFElBK0aArCAcUJPM2VjaFYNgOXhnKIqhSKAoV/6diTXEib+HEaA7bb3899vclS2p4ts5CEslsYYzjvh1HZadgAgEqBu8IITBsjoaAAl2jSBsOAgqBqlCEAgqCmgLbYUjkbcRDAbzninV4zxXrsO90Ar87OQbCgQtWS40vReq6Y3AmZSArdzkuiSdXVSG+WxOHcBPqjAVxJpUHdRcQMs6xqjmCUEABIDb4yho2WhtC4JyjuzGEoKYUlR/WVbRRgoFkHocH0tO6A1BKcP6qRpy/qrGalympYx7e24dUzgIlkI2DCRAAAVXYiloOh0JQpHEPSilOj+bBwbGyKTxJ5wBAKEHPQBoH+1NlNSwdQiQLzf7eJPb31qdFuadvADBdRyYvBLbHQmiKiGTgnOVgLGuCgGBVs15S35qq4NhgGvt7k9i6Mi41vgyo64W1YzkLGq3rWzAlHPB39fVf49xf30/cdcOcAzYbt3vTFQqLcZwey8JyhCVpKbzjRrLmvF6HRFKK02NZSJPC0nja98Q/UeMeukJhOgyWLXUuWVqMZE2Ydn2OCPh1u1e/Fwzce0v9AFe7DofpMKnvOqKuZwyawwGEdQV2TjR0ZSOhFLzgv2J6UVOKLUQnWg3mbQecc6RyNgDAcByE6ORHTVqVSRaTFY3h+h4ZmQI/F8j73dU4B0feZLAZE5onokPAIRoPQTp5RFHqXFKLNIcDCKgE2TpML/T07f27cPRPUwhypgObCYMAjYr9R6S+64e6rhe3dMcQD6lwZKdgEl6cmLjvi0oJ4mEVuirWF9qMFdmQpfIWToxkkcrb+OGLp5DIWXh1OItUvjj6SqsyyWJz47YuhAKKXEZUDs7huM5BlBLYzHF3J83g1GgOrwyn8epwFh0xHed0RjGatcAnbDgidS6pVbZ0x+r6mSRk/MdTLSXASMbwNd47loPFODpiutR3HVHXHYNvP3UMJ4Zzi30aSwqLcaTzDuIhzZ+OjIU0cA4MZwycGMnCYRytDTo6YkG0RQNwGMeJkSxGMqa0KpPUDM+9MiLdiMrAAVhuj6kxrKFBV3FiJIecabsdBaF9h3EMpg1ctbENDbqC/qSBnOVInUtqHkoJrt7Ujnp6Kr1r5RDa5Zxjoiw9hzHxnnhzMG1AoZD6rhPqtmNg2wxfe+KonCkoQKEEUZ1OChReolJQJeCcozeRA2NsfMSFA2dSeQylTCiUYHVzGM2RACglaI7oWN0chkIJhtIGBlIGsoaNzV1RfOHmrdKqTLIoMMZx7xMvI2/VXwTQKBAPqSizZNiHAzi3K4r//ccXYmVTyHUkEpsScg6EAgpWN4fhMODJl4fwuZvOw+auKLKGjYG01LmktmGM48mXhxCcvDpmWUKJMBPpjOmIh1QwJowFOAciAWV88zF3rCQUULGqOYxVTULj7VExMyj1vfyp2xwD4UhiL/ZpLBhhjYIDvr/wH128Em+7eCX296bAOUcsqKG5IYCxjIUvPXYICiX+MoJQQPHdSBJZC1nTwcev34y3XtANQLg7vHBiFPf++ijiYRUhrfixigY1rG4mSOQs3HnNBly0pklalUkWleXmSKJA1OcUgKoSRAIKVErw4es24bGXzmA4Y6I7FsTbLl6BrngYjsPwF//6AjRFNPZVKqxIASBnOjDdOPH5m7eBEoLhtIk1zWEAxM8vCGoUhAj7wp6BNOKhAB5692ulJaFkSbC/N4megTSsJTBpqLo5fYoilvMSQpAxSw9qUM8UBGID0KAmYoGXE5Q1HDz0rtfi+HAWp8eyWNEYxtrWMO74zotQ3DigUopggIK4cwyNYQ3DaROfu2krKCFS38ucuu0YLDdHElIwRzgxzlEA7bEgokENjHEMpA1cv7Ubl6xtwSVrW4qO3XlkELbD0RwOlBR8LKghbzM0N4y/v3Vl3Hck0JXSwy9BVUGS2FjbFpGWZZJFZzk5kggr0TCiQc1/zdN5VzyMB9792kmf2XlkEADQVELn4YDqf34sJ3KDLIdDVxX32GKN6wpFwnUlkZaEkqXCSNaE5XCUMNuqKSK6grXNEZwaE8ueVzaGkDFtGKM5qArxG++cCwMAAjEz4DCgQVcnxYUEs5EwbNx80Qr/9Z1HBmE5vGQ8AMY1PpazcNXG/7+9O4+Pqrr7B/45986eSSaE7JCwhFU2FSEslkVRxP6ooFZrfSpaq5WCraKtYlXkaZVWW2t9RLRqgVqpS1twq1pLSVxAFBRBZI0gIAkhhGSSzGSWe8/vj5sZMtkDSWaS+bxfr2jmzp07Z2ZyL/c795zPSevcF0xRF7eFQSiRJMaPCW0ngeY6S9ZPDWotQSDFYYFZFe1OIDjdxxFFQ09KJBFChPdvKSVqAzpq/EFIKZFsjzwpCH2bX17tb9f+yn2beprQv1mKgpguDiyqYuxjdUWAXzOu2IWSAUNfCkqgrhuw0d2vYVogwH+/qW3itjCYPToLD7z+BSp7SHeiFuoC2MzGZcFQgsDwrMRmEwRGZCchL92JXcVVyEwyugqEn6OFx5/u44iiITQ+5sOi8mg35bQoAgiNmw6lglX7gjheVQtf0IgZtKgKHnlnD34yLQ8AsKKwyOg6oUmYFMAbNAqInF6OVvdX7tvU04T+zTpaWRvtprQoM9GC4zUBDMtMBCCwu6QKGUkWWE0qagMaRF0/wqAuYTMpAAQ8fg0Oiwqb5VRhwH+/qa1ievDxAw88ACFExM+wYcM6ZNsmk4IES/euixQBXDgsDWroG4NmuhGlJtpQG9DblCCgKALzp+a1O2HkdB9H1JLOOgYoisCBMk8HtDBKpLFvqwJQFQXlHj++OemB12/sdyYhkOq0YndJFW5/eRtuf3kbdhW7kWA1IT3RCqfNDF0HanwaDp/0tLi/ct+maOrMY8Dnh092QAs7j8Os4HhNEE6rip9MG4SfTDP2w2NuP1x2MwSAQFBHQNOhCsDlsEBVFGOcgCpQG9D57ze1W8yfGY8YMQL/+c9/wrdNpo5psscTiPlvClqSYFVx24WDcdOUPDzzXhH+uH4fqn1axDo2s1H8ePwazIqO4VmJmD81r9UEgUmDUvHQ3FHhbxgrdQmzIlp9/Ok+jqglnXEMqK7xd9v9XwAwmxQMyXDiO2OyUbj3OD4+cBIBTUJVAJvZhLREK5xWE3Rdx97SagDAkAwnFGF8F2RTVOSm2HGo3AshAI8v2OL+yn2boqkzjgEVVbVw12qtrxglZlUg2WFBXrozYh+rvx86rCbUBrRwShgkMCbHhSmDU/HevjL++02nJeYLA5PJhMzMzDav7/P54PP5wrfd7qaTRxb9Y/sZt+1MWBQjNtBsNsFuVpCRZIPNpCLZacUFQ9MwKM2JbUcqsP1IJWoDGmwmI1XIaTPh3NwUXDYmGyaT8Y/8TVPycMOkAXj186PYdqgCdquKWSMzMSrbhV0lVaeVIDBpUComDOzd7oSR030cUXM64xhw0wufdkjb2kMB4LQasb8BXUCXEi67Gb0TzBia5UJ6ohUev4YjFV7YVAW6lPBpEnazilF9XHDZzXD7glAhcHZuMkb1cUFRBMYP6I0frd4CsyrgsJgi0kR8QVk3Q7mELyBhr9dFWAiB9CQramoD+PnMYUhxWlrcX7lvU7S05xjQ1nOAK/+0uUPa1l4mAfRxWeC0W9DbaUVqgg1XnpeN17eX4FC5B7kpDlxxTh/UBPQm97GG+2FoHFGFNxCx/o3nD+S/33RaYr4w2LdvH7Kzs2Gz2TBx4kQsW7YMubm5za6/bNkyLF26tNXtHiqv6chmtolFVSCEkR380xlDsPCCwS2uf27/lDZv22RScMXYvrhibN+I5WeSEHK6CSNMJqGO1BnHgG8quq4bkVkBNAksuqj1ff50hJKDmkoUCdaNqpQy9HsTiUISSHFa2pQ2wn2boqE9x4C2ngMcr+rcK4YW1ZgTKKhL9O1lR4LFhNJqH3733TFN7muTBqW3edtt2Q/57zedrpgeY5Cfn49Vq1bh7bffxooVK3DgwAF861vfQlVVVbOPWbx4MSorK8M/hw8fbnK93JSEzmp2s0TdgEEBIxWJiFrWWceArtz/QsEAnfWc9RNFGgqlkjSVUAIwbYRiX3uPAW09B0hLtHVms43UIJza97ivUXcR01cMZs2aFf599OjRyM/PR79+/fDyyy/jxhtvbPIxVqsVVqu11W0/esVovL2zpMPa2hrjizyJoCbhcpgxe3RWlz03UXfVWceAZ649FyN/9W6HtrUpAkBQNyYI6qx9vqVEEatJ1MUZCljNkVcTmDZC3UF7jwFtPQf4+835OPvB9R3a1kgSQR2wmxVYTQLHqvzc16hbiOkrBg0lJydjyJAh2L9//xlvy+EwY1Ba1101UATgD0qoisCCaXnh8QFE1HYddQxwJli6ZP+XMGYq7cx9vqVEkWNVfqQkWJCSYMExt59pI9TtddQxIDnRht4J5tZXPA0CQFCTUAWQZDfjWJWf+xp1G93q7LS6uhpFRUXIyjrzb9427i/D/uNdM85AwOjj63KYcdclQ3HTlLwueV6inqYjjwFH62YS7SwKjCsFXbHPhxJFhmclwuMLorTaB48viOFZifjDVWfjD1ed3eR9D80dxbQR6lY68hhwsqZjZzhUhJEYaDEpUBUFdosJkOC+Rt1KTHcluvPOOzF79mz069cPR48exZIlS6CqKq655poz2q6uS/z+rZ0d0karAgR0IMmmIn9Ab9itKlKdVvRJdmBMXxcOnPCguNKLPskOzB6dxSsFRO3QWceAskoPPIHTn+5UAWAxGTOmpjpNyOmdiNqAhmSHBaP6uGA1KejbK6FL9/nWEkWYNkLdUWcdA46ccONMJzzu47LAaTVheLYL107oB4uqosIbaDYpiKg7iOnC4MiRI7jmmmtw4sQJpKWl4fzzz8dHH32EtLTW0zNasvOoG1u/qT7j9qkCyOntBOpywBdeOKTRaP72JAsRUaTOOgZc+n8bz+jx2cl29EqwwBvQ4PEFce+3R8REkkdLiSJMG6HuqLOOATP+8OEZt+3OmWdh7rl9zng7RLEkpguDF198sVO2W+7xd8h29LoIwASLCZW67LDtEpGhs44Bld4z21cDdQlAVlXhvk/UiTrrGOALnun1gq6NPSbqKnHZr6Wj4sIUxpARdUsu+5ntq2bVOHRy3yfqnqwd0MWPsePUE8VlYTAiOwlj+zjPeDtWk4DVJFDhCSAv3ckYMqJu4l+3TjrtxwoALrspHPfJfZ+o+/nP7ZPP6PFJNpWx49QjxXRXos6iKALJiXYApz/OQBFAcoKVMWRE3VCq6/S/6UtLtMKnSVR4uO8TdVdv7Tx+2o8VAG69YDDDRKhHisvCwO/XULDn9A8KigASbeZwDNn8qXmMISPqRqprTm9MQJJNhQTCcZ/c94m6n2BQx2P/3n1ajzWrAr+Yydhx6rnisjB46r2voMn2PUYRwHdGZ+IHkwbApCiMISPqxm564dN2re8wCTx/0wRYVJVxn0Td3Ovbi1ETbN9jRmQ5MW/SAFx+Tl9eKaAeLS4Lg6/L2z+xWaLNjLljczG2H+NHibq79qaJmM0mVPs0TB3C/Z+ou2v3/q8I/GLWWZg65MwiUom6g7gse/ulJLRrfQHj8iGTR4h6hvamiXD/J+o52rv/m0wK93+KG3FZGNwyZSDUdvQAUAUwLDORySNEPcQz157b5nVVcP8n6klmj85CQjv6S5zdJ4n7P8WNuCwMLBYV3xuX0+b1eyda8ZNpg9ifmKiHcCZYMCitbVcOU5O4/xP1JCaTgtsuHtamdW1mBbdeOIT7P8WNuCwMAODBy0fjwmGt9xcc1ScJf7jqbCaPEPUw/3vZSKitHAG5/xP1TDdNycO141v+gtBpVfHneeO4/1NcicvBxwCg6xJ+TaK3wwwpdbh9GkIzpFtVQAhgaKYL/7hlEhMIiHoYXZdYUViEXg4LettVfF3uRa1m3GdWjBSyYVnc/4l6Kl2XOHTSi9QECxRoKKvRoMMYU2hRjdnNz85JxoSBvaPdVKIuFbeFwc6jbhSVViPFaYXNrKJPg/u9AQ3Hq3zYVVKFUX1dUWkjEXWO0P7fy2GBxaxicGbkwELu/0Q9W/gYkGCBzawiIznyfm9Aw1fHa7DzqJvHAIorcftVWLnHj4AmYWmmL4FVVRDQJco9pzcREhHFLu7/RPGNxwCipsXtFYMUhwVmVcAX1AAIBHUdJkWBzaxACAGfpsOsMKKQqCfi/k8U33gMIGpa3BYGI7KT0Ntpwe6SKgCAlMa4AqtJQarTimqfhuFZjCgk6om4/xPFNx4DiJoWt12JPvrqBEqrfNB0CV2XUIRxUPD6NRwq90BVgPlT8xhRRtQDcf8nim88BhA1LS4Lg1AiiaZL5KY4YLeYIAHounFgUBWB9EQr0wiIeiDu/0TxjccAoubFZVei+okkNrMKp82EWr8e7mMIIXGi2s80AqIeiPs/UXzjMYCoeXFZGDRMIxAQsFtUACoA49uESj3INAKiHoj7P1F84zGAqHlx2ZUolEbg1/Qm72caAVHPxf2fKL7xGEDUvLgsDEZkJyEv3YmTngCklBH3SSlR4QkgL93JNAKiHoj7P1F84zGAqHndojBYvnw5+vfvD5vNhvz8fHz88cdntD1FEZg/NQ9Oq4oStw/egAZdl/AGNJS4fXBaVaYREMWQjjwGcP8n6n54DCDqGjFfGLz00ktYtGgRlixZgk8//RRjxozBzJkzUVpaekbbnTQoFQ/NHYXhWYnw+IIorfbB4wtieFYiHpo7CpMGpXbQKyCiM9EZxwDu/0TdB48BRF1HyIbX0WJMfn4+xo0bhyeeeAIAoOs6cnJycOutt+Luu+9u9fFutxsulwuVlZVISmp8WVDXJXYedaPc40eKw4IR2Un8loB6nNb2g1jWmccA7v8UL+L1GMBzACJDW48BMZ1K5Pf7sXXrVixevDi8TFEUzJgxA5s2bWryMT6fDz6fL3zb7Xa3+ByKIhhHRhSjOvsYwP2fKLa19xjAcwCiMxPTXYnKysqgaRoyMjIilmdkZKCkpKTJxyxbtgwulyv8k5OT0xVNJaJOwGMAUXxr7zGA+z/RmYnpKwanY/HixVi0aFH4dmVlJXJzc1v91oCoJwv9/cd4z8EOwWMAUWPxcgzg/k/UtLYeA2K6MEhNTYWqqjh27FjE8mPHjiEzM7PJx1itVlit1vDt0BvBbw2IgKqqKrhc3eeyOY8BRB2rpx8DuP8Ttay1Y0BMFwYWiwVjx47F+vXrMWfOHADGoKP169dj4cKFbdpGdnY2Dh8+jMTERAjR9IAit9uNnJwcHD58uNsNymoNX1v31NGvTUqJqqoqZGdnd0Druk5XHAN68t9RNPD97Fgd9X7G6zEg3s8BuhLfx47RWe9jW48BMV0YAMCiRYswb948nHfeeRg/fjwee+wx1NTU4IYbbmjT4xVFQd++fdu0blJSUo/9Y+Zr65468rV1p28J6+uqY0BP/juKBr6fHasj3s94PAbwHKDr8X3sGJ3xPrblGBDzhcHVV1+N48eP4/7770dJSQnOPvtsvP32240GIhFRz8RjAFF84zGAqOvE/DwGXaE75zu3hq+te+rJry3W8L3uWHw/Oxbfz87H97hj8H3sGNF+H2M6rrSrWK1WLFmyJGLAUk/B19Y99eTXFmv4Xncsvp8di+9n5+N73DH4PnaMaL+PvGJARERERES8YkBERERERCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAywfPly9O/fHzabDfn5+fj444+j3aR2W7ZsGcaNG4fExESkp6djzpw52LNnT8Q606ZNgxAi4ueWW26JUovb7oEHHmjU7mHDhoXvr62txYIFC9C7d284nU5cccUVOHbsWBRb3D79+/dv9PqEEFiwYAGA7vu5dSc94RjQ1dpyzOnu+2Y0/eY3v4EQArfddlt4Gd/PzsH9v/3ee+89zJ49G9nZ2RBCYN26dRH3Sylx//33IysrC3a7HTNmzMC+ffui09gYFcvH0LguDF566SUsWrQIS5YswaeffooxY8Zg5syZKC0tjXbT2qWwsBALFizARx99hHfffReBQAAXX3wxampqIta76aabUFxcHP55+OGHo9Ti9hkxYkREuz/44IPwfbfffjtef/11vPLKKygsLMTRo0dx+eWXR7G17fPJJ59EvLZ3330XAPDd7343vE53/dy6g55yDOhqbTnmdPd9M1o++eQTPP300xg9enTEcr6fHY/7/+mpqanBmDFjsHz58ibvf/jhh/H444/jqaeewubNm5GQkICZM2eitra2i1sau2L6GCrj2Pjx4+WCBQvCtzVNk9nZ2XLZsmVRbNWZKy0tlQBkYWFheNnUqVPlz372s+g16jQtWbJEjhkzpsn7KioqpNlslq+88kp42a5duyQAuWnTpi5qYcf62c9+JvPy8qSu61LK7vu5dRc99RjQ1Roec3rivtkVqqqq5ODBg+W7774bse/z/ewc3P/PHAC5du3a8G1d12VmZqZ85JFHwssqKiqk1WqVf/vb36LQwu4hlo6hcXvFwO/3Y+vWrZgxY0Z4maIomDFjBjZt2hTFlp25yspKAEBKSkrE8hdeeAGpqakYOXIkFi9eDI/HE43mtdu+ffuQnZ2NgQMH4tprr8WhQ4cAAFu3bkUgEIj4DIcNG4bc3Nxu+Rn6/X789a9/xQ9/+EMIIcLLu+vnFut68jGgqzU85vS0fbOrLFiwAN/+9rcj3jeA72dn4P7fOQ4cOICSkpKI99XlciE/P5/vawti6Rhq6tStx7CysjJomoaMjIyI5RkZGdi9e3eUWnXmdF3HbbfdhsmTJ2PkyJHh5d///vfRr18/ZGdnY/v27bjrrruwZ88e/POf/4xia1uXn5+PVatWYejQoSguLsbSpUvxrW99C1988QVKSkpgsViQnJwc8ZiMjAyUlJREp8FnYN26daioqMD1118fXtZdP7fuoKceA7paU8ecnrZvdoUXX3wRn376KT755JNG9/H97Hjc/ztH6O+xqfeVf6tNi7VjaNwWBj3VggUL8MUXX0T0wweAm2++Ofz7qFGjkJWVhQsvvBBFRUXIy8vr6ma22axZs8K/jx49Gvn5+ejXrx9efvll2O32KLas4z333HOYNWsWsrOzw8u66+dG8aO5Yw613eHDh/Gzn/0M7777Lmw2W7SbQ0RdKNaOoXHblSg1NRWqqjYa4X3s2DFkZmZGqVVnZuHChXjjjTewYcMG9O3bt8V18/PzAQD79+/viqZ1mOTkZAwZMgT79+9HZmYm/H4/KioqItbpjp/h119/jf/85z/40Y9+1OJ63fVzi0U98RjQ1Zo75vSkfbMrbN26FaWlpTj33HNhMplgMplQWFiIxx9/HCaTCRkZGXw/Oxj3/84Reu/4vrZNLB5D47YwsFgsGDt2LNavXx9epus61q9fj4kTJ0axZe0npcTChQuxdu1a/Pe//8WAAQNafcy2bdsAAFlZWZ3cuo5VXV2NoqIiZGVlYezYsTCbzRGf4Z49e3Do0KFu9xmuXLkS6enp+Pa3v93iet31c4tFPekY0NVaO+b0pH2zK1x44YXYsWMHtm3bFv4577zzcO2114Z/5/vZsbj/d44BAwYgMzMz4n11u93YvHkz39d6YvoY2qlDm2Pciy++KK1Wq1y1apX88ssv5c033yyTk5NlSUlJtJvWLvPnz5cul0sWFBTI4uLi8I/H45FSSrl//375v//7v3LLli3ywIED8tVXX5UDBw6UU6ZMiXLLW3fHHXfIgoICeeDAAfnhhx/KGTNmyNTUVFlaWiqllPKWW26Rubm58r///a/csmWLnDhxopw4cWKUW90+mqbJ3Nxcedddd0Us786fW3fRU44BXa21Y46UPWPfjKaGiWR8Pzse9//TU1VVJT/77DP52WefSQDy0UcflZ999pn8+uuvpZRS/uY3v5HJycny1Vdfldu3b5eXXXaZHDBggPR6vVFueeyI5WNoXBcGUkr5f//3fzI3N1daLBY5fvx4+dFHH0W7Se0GoMmflStXSimlPHTokJwyZYpMSUmRVqtVDho0SP785z+XlZWV0W14G1x99dUyKytLWiwW2adPH3n11VfL/fv3h+/3er3yJz/5iezVq5d0OBxy7ty5sri4OIotbr933nlHApB79uyJWN6dP7fupCccA7paa8ccKXvGvhlNDQsDvp+dg/t/+23YsKHJ/X/evHlSSiOy9L777pMZGRnSarXKCy+8sNG/b/Eulo+hoq6BREREREQUx+J2jAEREREREZ3CwoCIiIiIiFgYEBERERERCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILA+pEBQUFEEKgoqKizY954IEHcPbZZ3dam4i6OyEE1q1b16nP0b9/fzz22GMdus1p06bhtttu69BttkV736/TOW4RRRP/3Tzl4MGDEEJg27ZtbX7MqlWrkJyc3Glt6m5YGBAA4KmnnkJiYiKCwWB4WXV1NcxmM6ZNmxaxbugfzqKioha3OWnSJBQXF8PlcnVoW6N1gkHU2Y4fP4758+cjNzcXVqsVmZmZmDlzJj788MNoN61T7d69G0IIfPTRRxHLJ0yYAJvNhtra2vCy2tpa2Gw2PPfcc23adnFxMWbNmtWh7eWJGHWF2bNn45JLLmnyvvfffx9CCGzfvh133nkn1q9f38WtOzNvv/02hBAoKSmJWJ6VlYX+/ftHLAud7LflNebk5KC4uBgjR47syObi+uuvx5w5czp0m7GKhQEBAKZPn47q6mps2bIlvOz9999HZmYmNm/eHPEP84YNG5Cbm4u8vLwWt2mxWJCZmQkhRKe1m6gnueKKK/DZZ59h9erV2Lt3L1577TVMmzYNJ06ciHbTOtWwYcOQmZmJgoKC8LKqqip8+umnSEtLiygYNm3aBJ/PhwsuuKBN287MzITVau3oJhN1uhtvvBHvvvsujhw50ui+lStX4rzzzsPo0aPhdDrRu3fvKLQQ0DQNuq63+3Hnn38+TCZTxD6/a9cueL1enDx5EgcPHgwv37BhA6xWKyZPntzqdlVVRWZmJkwmU7vbRAYWBgQAGDp0KLKysiJ20oKCAlx22WUYMGBAxD/MBQUFmD59OnRdx7JlyzBgwADY7XaMGTMGf//73yPWa3hJ/plnnkFOTg4cDgfmzp2LRx99tMlLeM8//zz69+8Pl8uF733ve6iqqgJgVO2FhYX44x//CCEEhBARBxCi7qqiogLvv/8+fvvb32L69Ono168fxo8fj8WLF+M73/lOxLplZWWYO3cuHA4HBg8ejNdeey18X1OXxdetW9eoQH/99dcxbtw42Gw2pKamYu7cuc227dlnn0VycnL4G7svvvgCs2bNgtPpREZGBn7wgx+grKwsvH5NTQ2uu+46OJ1OZGVl4fe//32rr3/69OkRx58PPvgAQ4YMwezZsxsdl/r164cBAwYAAF599VWce+65sNlsGDhwIJYuXRpx5bNhV6KNGzfi7LPPhs1mw3nnnRd+bxp2Pdi6dSvOO+88OBwOTJo0CXv27AFgvL9Lly7F559/Hj4GrVq1qtXXR9Re/+///T+kpaU1+vuqrq7GK6+8ghtvvBFA4ytYBQUFGD9+PBISEpCcnIzJkyfj66+/Dt/f0r7v8/lw5513ok+fPkhISEB+fn7E/hc6vrz22ms466yzYLVacejQIXzyySe46KKLkJqaCpfLhalTp+LTTz9t9rU5nU6MGzeu0b59/vnnY/LkyY2Wh64eAsbxaPjw4bDZbBg2bBiefPLJ8LpNdSV67bXXMHjwYNhsNkyfPh2rV69usrvgO++8g+HDh8PpdOKSSy5BcXFx+P1dvXo1Xn311fA+X799PQ0LAwqbPn06NmzYEL69YcMGTJs2DVOnTg0v93q92Lx5M6ZPn45ly5bhL3/5C5566ins3LkTt99+O/7nf/4HhYWFTW7/ww8/xC233IKf/exn2LZtGy666CI8+OCDjdYrKirCunXr8MYbb+CNN95AYWEhfvOb3wAA/vjHP2LixIm46aabUFxcjOLiYuTk5HTCu0HUtZxOJ5xOJ9atWwefz9fiukuXLsVVV12F7du349JLL8W1116L8vLyNj/Xm2++iblz5+LSSy/FZ599hvXr12P8+PFNrvvwww/j7rvvxr///W9ceOGFqKiowAUXXIBzzjkHW7Zswdtvv41jx47hqquuCj/m5z//OQoLC/Hqq6/i3//+NwoKClo8SQCM488HH3wQPqlv6vgTWj59+nQAxlXN6667Dj/72c/w5Zdf4umnn8aqVauaPK4AgNvtxuzZszFq1Ch8+umn+NWvfoW77rqryXV/+ctf4ve//z22bNkCk8mEH/7whwCAq6++GnfccQdGjBgRPgZdffXVLb42otNhMplw3XXXYdWqVZBShpe/8sor0DQN11xzTaPHBINBzJkzB1OnTsX27duxadMm3HzzzeEvBlrb9xcuXIhNmzbhxRdfxPbt2/Hd734Xl1xyCfbt2xdex+Px4Le//S2effZZ7Ny5E+np6aiqqsK8efPwwQcf4KOPPsLgwYNx6aWXhr/Ua0pbzjmAU19GAsALL7yA+++/Hw8++CB27dqFhx56CPfddx9Wr17d5HMcOHAAV155JebMmYPPP/8cP/7xj/HLX/6y0Xoejwe/+93v8Pzzz+O9997DoUOHcOeddwIA7rzzTlx11VXhYqG4uBiTJk1q9nV1e5KozjPPPCMTEhJkIBCQbrdbmkwmWVpaKtesWSOnTJkipZRy/fr1EoA8ePCgdDgccuPGjRHbuPHGG+U111wjpZRyw4YNEoA8efKklFLKq6++Wn7729+OWP/aa6+VLpcrfHvJkiXS4XBIt9sdXvbzn/9c5ufnh29PnTpV/uxnP+vAV04UG/7+97/LXr16SZvNJidNmiQXL14sP//884h1AMh77703fLu6uloCkG+99ZaUUsqVK1dG7FNSSrl27VpZ/3A/ceJEee211zbbjn79+sk//OEP8he/+IXMysqSX3zxRfi+X/3qV/Liiy+OWP/w4cMSgNyzZ4+sqqqSFotFvvzyy+H7T5w4Ie12e4v77b59+ySA8DFl3Lhx8uWXX5ZHjx6VVqtVer1e6fF4pNVqlatXr5ZSSnnhhRfKhx56KGI7zz//vMzKyop4v9auXSullHLFihWyd+/e0uv1hu9/5plnJAD52WefSSlPHbf+85//hNd58803JYDw45YsWSLHjBnT7Gsh6ii7du2SAOSGDRvCy771rW/J//mf/wnfrv/3eOLECQlAFhQUNLm9lvb9r7/+WqqqKr/55puI5RdeeKFcvHixlNI4vgCQ27Zta7HdmqbJxMRE+frrrze7zrvvvisByKNHj0oppUxPT5cff/yx3Lhxo+zXr5+UUsqioiIJQBYWFkoppczLy5Nr1qyJ2M6vfvUrOXHiRCmllAcOHIjYn++66y45cuTIiPV/+ctfRpybhF7T/v37w+ssX75cZmRkhG/PmzdPXnbZZS2+5p6CnbAobNq0aaipqcEnn3yCkydPYsiQIUhLS8PUqVNxww03oLa2FgUFBRg4cCCqq6vh8Xhw0UUXRWzD7/fjnHPOaXL7e/bsadRdYfz48XjjjTcilvXv3x+JiYnh21lZWSgtLe2gV0kUu6644gp8+9vfxvvvv4+PPvoIb731Fh5++GE8++yzuP7668PrjR49Ovx7QkICkpKS2rWPbNu2DTfddFOL6/z+979HTU0NtmzZgoEDB4aXf/7559iwYQOcTmejxxQVFcHr9cLv9yM/Pz+8PCUlBUOHDm3x+QYNGoS+ffuioKAAI0aMwGeffYapU6ciPT0dubm52LRpE6SU8Pl84W8PP//8c3z44YcRVwg0TUNtbS08Hg8cDkfEc+zZswejR48Od0kA0OyVkvrvcVZWFgCgtLQUubm5Lb4Ooo40bNgwTJo0CX/+858xbdo07N+/H++//z7+93//t8n1U1JScP3112PmzJm46KKLMGPGDFx11VXhv+GW9v0dO3ZA0zQMGTIkYrnP54sYw2CxWCL2DwA4duwY7r33XhQUFKC0tBSapsHj8eDQoUPNvrZJkybBYrGgoKAAY8aMgdfrxbnnngtd13H8+HEcOHAABQUFsNvtmDBhAmpqalBUVIQbb7wx4jUEg8FmQ0727NmDcePGRSxrap93OBwR4ybj+byDhQGFhf5h3rBhA06ePImpU6cCALKzs5GTk4ONGzdiw4YNuOCCC1BdXQ3AuCzZp0+fiO2c6UA/s9kccVsIcVqDm4i6I5vNhosuuggXXXQR7rvvPvzoRz/CkiVLIgqDlvYRRVEiuh0AQCAQiLhtt9tbbce3vvUtvPnmm3j55Zdx9913h5dXV1dj9uzZ+O1vf9voMVlZWdi/f3+r227OtGnTsGHDBowePRqDBw9Geno6AIS7FkgpMWjQoHD3werqaixduhSXX355o23VP/k/HfXf41A3DB6HKBpuvPFG3HrrrVi+fDlWrlyJvLy88L/PTVm5ciV++tOf4u2338ZLL72Ee++9F++++y4mTJjQ4r5fXV0NVVWxdetWqKoacV/9LwLsdnujMUvz5s3DiRMn8Mc//hH9+vWD1WrFxIkT4ff7m30+h8OB8ePHY8OGDSgvL8f5558PVVWhqiomTZqEDRs2YMOGDZg8eTIsFgtOnjwJwBirWP+LBwCN2tteTR1TGx5H4wXHGFCE0ADAgoKCiJjSKVOm4K233sLHH3+M6dOnRww6GjRoUMRPc33+hw4dik8++SRiWcPbbWGxWKBpWrsfR9QdnXXWWaipqWnz+mlpaaiqqop4TMOBtaNHj241+m/8+PF466238NBDD+F3v/tdePm5556LnTt3on///o32/YSEBOTl5cFsNmPz5s3hx5w8eRJ79+5tte3Tp0/Hxo0b8e677zY6/oSOS6GrBaG27Nmzp1E7Bg0aBEVp/M/b0KFDsWPHjogxHDwGUay76qqroCgK1qxZg7/85S/44Q9/2Gra3znnnIPFixdj48aNGDlyJNasWQOg5X3/nHPOgaZpKC0tbbQ/ZWZmtvh8H374IX7605/i0ksvxYgRI2C1WiMCCZrT0jlHQUEBCgsLw/t8RkYGsrOz8dVXXzVqXyiMoKGhQ4dGpC0C3Odbw8KAIoQGAG7bti3iG4mpU6fi6aefht/vx/Tp05GYmIg777wTt99+O1avXo2ioiJ8+umn+L//+79mBwHdeuut+Ne//oVHH30U+/btw9NPP4233nqr3XGm/fv3x+bNm3Hw4EGUlZXxWzzqEU6cOIELLrgAf/3rX7F9+3YcOHAAr7zyCh5++GFcdtllbd5Ofn4+HA4H7rnnHhQVFWHNmjWNUk2WLFmCv/3tb1iyZAl27dqFHTt2NHkFYNKkSfjXv/6FpUuXhic8W7BgAcrLy3HNNdfgk08+QVFREd555x3ccMMN0DQNTqcTN954I37+85/jv//9L7744gtcf/31TZ6oNzR9+nTU1NTgz3/+c6Pjz+bNm8NfTITcf//9+Mtf/oKlS5di586d2LVrF1588UXce++9TW7/+9//PnRdx80334xdu3bhnXfeCRc97TkO9e/fHwcOHMC2bdtQVlbW6mBxojPhdDpx9dVXY/HixSguLo64etjQgQMHsHjxYmzatAlff/01/v3vf2Pfvn0YPnw4gJb3/SFDhuDaa6/Fddddh3/+8584cOAAPv74Yyxbtgxvvvlmi20cPHgwnn/+eezatQubN2/Gtdde26Yrk9OnT8e+ffvwzjvvNNrn161bh8OHD0fs80uXLsWyZcvw+OOPY+/evdixYwdWrlyJRx99tMnt//jHP8bu3btx1113Ye/evXj55ZfDx8P27vPbt2/Hnj17UFZW1ugqbI8S3SEOFGtCA3eGDRsWsfzgwYMSgBw6dGh4ma7r8rHHHpNDhw6VZrNZpqWlyZkzZ4YHCTUcfCyllH/6059knz59pN1ul3PmzJG//vWvZWZmZvj+pgb1/eEPfwgPRJJSyj179sgJEyZIu90uAcgDBw502Osnipba2lp59913y3PPPVe6XC7pcDjk0KFD5b333is9Hk94PdQbTBvicrnkypUrw7fXrl0rBw0aJO12u/x//+//yT/96U+y4eH+H//4hzz77LOlxWKRqamp8vLLLw/fFxp8HFJYWCgTEhLk448/LqWUcu/evXLu3LkyOTlZ2u12OWzYMHnbbbdJXdellFJWVVXJ//mf/5EOh0NmZGTIhx9+uM2hAf369ZMAZHFxccTy/v37RwxUDHn77bflpEmTpN1ul0lJSXL8+PHyT3/6U7Pv14cffihHjx4tLRaLHDt2rFyzZo0EIHfv3i2lbPq49dlnn0Uca2pra+UVV1whk5OTJYCI956oM2zcuFECkJdeemmj++r/u1lSUiLnzJkjs7KypMVikf369ZP333+/1DQtvH5L+77f75f333+/7N+/vzSbzTIrK0vOnTtXbt++XUrZdLiBlFJ++umn8rzzzpM2m00OHjxYvvLKK42OI03xer3SarVKp9MpA4FAeHltba202WyNlksp5QsvvBBuf69eveSUKVPkP//5Tyll48HHUkr56quvykGDBkmr1SqnTZsmV6xYEREm0JbAhtLSUnnRRRdJp9PZaDB4TyOkjNNOVBQTbrrpJuzevRvvv/9+tJtCRHHohRdewA033IDKyso2fcNJRN3bgw8+iKeeegqHDx+OdlNiEgcfU5f63e9+h4suuggJCQl46623sHr16ojJSYiIOtNf/vIXDBw4EH369MHnn3+Ou+66C1dddRWLAqIe6sknn8S4cePQu3dvfPjhh3jkkUewcOHCaDcrZrEwoC718ccf4+GHH0ZVVRUGDhyIxx9/HD/60Y+i3SwiihMlJSW4//77UVJSgqysLHz3u99tdkI0Iur+9u3bh1//+tcoLy9Hbm4u7rjjDixevDjazYpZ7EpERERERERMJSIiIiIiIhYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERATAFM0nX7FiBVasWIGDBw8CAEaMGIH7778fs2bNAgDU1tbijjvuwIsvvgifz4eZM2fiySefREZGRpufQ9d1HD16FImJiRBCdMbLIIp5UkpUVVUhOzsbisLvA4iIiKgxIaWU0Xry119/HaqqYvDgwZBSYvXq1XjkkUfw2WefYcSIEZg/fz7efPNNrFq1Ci6XCwsXLoSiKPjwww/b/BxHjhxBTk5OJ74Kou7j8OHD6Nu3b7SbQURERDEoqoVBU1JSUvDII4/gyiuvRFpaGtasWYMrr7wSALB7924MHz4cmzZtwoQJE9q0vcrKSiQnJ+Pw4cNISkrqzKYTxSy3242cnBxUVFTA5XJFuzlEREQUg6Lalag+TdPwyiuvoKamBhMnTsTWrVsRCAQwY8aM8DrDhg1Dbm5ui4WBz+eDz+cL366qqgIAJCUlsTCguMfudERERNScqHc23rFjB5xOJ6xWK2655RasXbsWZ511FkpKSmCxWJCcnByxfkZGBkpKSprd3rJly+ByucI/7EZERERERNS6qBcGQ4cOxbZt27B582bMnz8f8+bNw5dffnna21u8eDEqKyvDP4cPH+7A1lJLdF1ix5FKFO49jh1HKqHrMdVLjYiIiIhaEPWuRBaLBYMGDQIAjB07Fp988gn++Mc/4uqrr4bf70dFRUXEVYNjx44hMzOz2e1ZrVZYrdbObjY1sHF/GVYUFqGotBoBTcKsCuSlOzF/ah4mDUqNdvOIiIiIqBVRv2LQkK7r8Pl8GDt2LMxmM9avXx++b8+ePTh06BAmTpwYxRZSQxv3l+GetTuwq9iNBKsJ6YlWJFhN2FVchXvW7sDG/WXRbiIRERERtSKqVwwWL16MWbNmITc3F1VVVVizZg0KCgrwzjvvwOVy4cYbb8SiRYuQkpKCpKQk3HrrrZg4cWKbE4mo8+m6xIrCIlT7gshMsoUHt9oUFZlJCkrcPqwoLMKEgb2hKBz4SkRERBSroloYlJaW4rrrrkNxcTFcLhdGjx6Nd955BxdddBEA4A9/+AMURcEVV1wRMcEZxY6dR90oKq1GL4elUeKNEALJDjOKSqux86gbo/oyJpOIiIgoVkW1MHjuuedavN9ms2H58uVYvnx5F7WI2qvc40dAk7CoTfdKs6oKKnWJco+/i1tGRERERO0Rc2MMqHtJcVhgVgX8mt7k/T5Nh1kRSHFYurhlRERERNQeLAzojIzITkJeuhMnPQE0nERbSokKTwB56U6MyObkckRERESxjIUBnRFFEZg/NQ9Oq4oStw/egAZdl/AGNJS4fXBaVcyfmseBx0REREQxjoUBnbFJg1Lx0NxRGJ6VCI8viNJqHzy+IIZnJeKhuaM4jwERERFRNxD1Cc6oZ5g0KBUTBvbGzqNulHv8SHFYMCI7iVcKiIiIiLoJFgbUYRRFMJKUiIiIqJtiVyIiIiIiIuIVA+paui7jtrtRPL92IiIiin0sDKjLbNxfhhWFRSgqrUZAkzCrAnnpTsyfmtfjByjH82snIiKi7oFdiahLbNxfhnvW7sCuYjcSrCakJ1qRYDVhV3EV7lm7Axv3l0W7iZ0mnl87ERERdR8sDKjT6brEisIiVPuCyEyywWZWoSgCNrOKzCQrqn0aVhQWQddl6xvrZuL5tRMREVH3wsKAOt3Oo24UlVajl8MCISL71AshkOwwo6i0GjuPuqPUws4Tz6+diIiIuhcWBtTpyj1+BDQJi9r0n5tVVRDQJco9/i5uWeeL59dORERE3QsHHxOAzk3MSXFYYFYF/JoOm6I2ut+n6TArAikOS4c8XyyJ59dORERE3QsLA+r0xJwR2UnIS3diV3EVMpOUiC41UkpUeAIYnpWIEdlJZ/xcsSaeXzsRERF1L+xKFOe6IjFHUQTmT82D06qixO2DN6BB1yW8AQ0lbh+cVhXzp+b1yEz/eH7tRERE1L2wMIhjXZmYM2lQKh6aOwrDsxLh8QVRWu2DxxfE8KxEPDR3VI/O8o/n105ERETdB7sSxbH2JOaM6us64+ebNCgVEwb2jsvZf+P5tRMREVH3wMIgjrUlMaeygxNzFEV0SJHRHcXzayciIqLYx65Ecax+Yk5TmJhDREREFD9YGMSxUGLOSU8AUkaOIwgl5uSlO884MUfXJXYcqUTh3uPYcaSSs/wSERERxaCoFgbLli3DuHHjkJiYiPT0dMyZMwd79uyJWGfatGkQQkT83HLLLVFqcc/SFYk5G/eXYd7Kj/Hj57fgzpc/x4+f34J5Kz/ukLQjIiIiIuo4US0MCgsLsWDBAnz00Ud49913EQgEcPHFF6OmpiZivZtuugnFxcXhn4cffjhKLe55OjMxpyuiUImIiIioY0R18PHbb78dcXvVqlVIT0/H1q1bMWXKlPByh8OBzMzMrm5e3OiMxJyGUaih1COboiIzSUGJ24cVhUWYMLA3k3mIiIiIYkBMjTGorKwEAKSkpEQsf+GFF5CamoqRI0di8eLF8Hg8zW7D5/PB7XZH/FDrQok5U4ekYVRf1xmfrLcnCpWIiIiIoi9m4kp1Xcdtt92GyZMnY+TIkeHl3//+99GvXz9kZ2dj+/btuOuuu7Bnzx7885//bHI7y5Ytw9KlS7uq2dSMaEShEhEREdHpi5nCYMGCBfjiiy/wwQcfRCy/+eabw7+PGjUKWVlZuPDCC1FUVIS8vLxG21m8eDEWLVoUvu12u5GTk9N5Dacm1Y9CtSlqo/vrR6HquuzSib+6+vmIiIiIuoOYKAwWLlyIN954A++99x769u3b4rr5+fkAgP379zdZGFitVlit1k5pJ7VdKAp1V3EVMpOUiO5EoSjU4VmJqPT6MW/lxygqrUZAkzCrAnnpTsyfmndGA5+bs3F/GVYUFnXZ8xERERF1F1EdYyClxMKFC7F27Vr897//xYABA1p9zLZt2wAAWVlZndw6OhNtiUKdMjgV9677ostSi5iSRERERNS8qBYGCxYswF//+lesWbMGiYmJKCkpQUlJCbxeLwCgqKgIv/rVr7B161YcPHgQr732Gq677jpMmTIFo0ePjmbTqQ1aikL99ZyReG9fWTi1yGZWoSgCNrOKzCQrqn0aVhQWddhkaA1Tkjr7+YiIiIi6m6h2JVqxYgUAYxKz+lauXInrr78eFosF//nPf/DYY4+hpqYGOTk5uOKKK3DvvfdGobV0OpqLQm1PatGovq4zbkdXPx8RERFRdxPVwkDKlr+dzcnJQWFhYRe1hjpLKAq1vq5OLWJKEhEREVHLYmoeA4of9VOLmlI/tag7Ph8RERFRdxMTqUTUuvoRm8l2M3Qpsf1wJaQAzslJxqg+7Z+UrLnYzvbGeZ5O/GdbU4tGZCdF/fmIiIiI4gELg26gfsRmjV+Dxx9EUDO6YQkBmBQFQzOdWDxreJsjN5uL7ZwyOBXv7Strc5zn6cZ/hlKL7lm7AyVuH5IdZlhVBT5NR4UnAKdVxfypeY1O+Lv6+YiIiIjihZCtdfTv5txuN1wuFyorK5GU1P2+DQ5FbFb7grCaVJRUeqHV+8RMCiAlIAGkJVrxh6vObrU4qL/NXg4LLKoCv6bjmNsHjz+IBKuK9ERbePnJuhPnh+aOith2c9tpbv3m2hI+0dclzErzJ/pd/Xw9SXffD4iIiKjz8YpBDKsfsZmRZMXXJ7xomKapS8CsCASlRHmNH08W7MeEgb2b/ea7YWxnqEuNVSjQdB2aLhHUJKxmBQICNkVFZpKCErcPKwqLwttubjvNrd+c5lKLGj6mq5+PiIiIKN6wMIhh9SM2fQGJ2oAGCUDA+I+Uxg+EgEkIaLrE7pKqFiM3m4vtrA3o8Gs6THUDdGv9OuwWFUDTcZ4dGf/ZVGpRW9vdWc9HREREFG+YShTD6kdsBnUd4U5f9c6LJYziILQooLUcudlcbGdo+0pdwRHUI9N7rKqCQL04z7bEfwa6OG60I5+PiIiIKN7wikEMqx+xaVIUCAEgdJWgHl1KhBaZ1ZYjN+tv06ao4eWh7evy1IDm+kJxnsl2M3YcqcTB4zWQkPAFNdgtjf+M2hr/2VLCUP37yqv9MClo1O72Ph8RERERNY2FQQyrH7HptCrQGw4wqBOsWy4AZCZZW4zcbC6202ZWYFEVePwaHBYVNsupwiAU55nlsuKRd3bjq+M1CGgSVbVBVHoD6JNsR6LN3Gj91uI/W0oYAtDoPm9QR43bh9wUO+NGiYiIiDoYuxLFsFDEpqrAGHjchsccr/bjo69OtLpNp1VFidsHb0CDrkvUBnWoigJVETCpArUBHbou4Q1oKHH7YFKA0iofdpdUIcFqQnqiFalOKzRd4lC5BydqfBHrtxb/GUoY2lXsDm8vwWrCruIq3P7yNtz+8rZG90kp4fEHcajcG253W5+PiIiIiFrGwiDGTRjYG2nO1rvHKALITbFD041v2pu7ugAYyTwPzR2F4VmJ8PiCKK32weMLYkyOC3ddMhSj+yZHLB+WmYi0RKMIyEyywWZWoSgCKQkW5KY4oCoCZVV+HKuqhccXxPCsxBajQxsmDIW2ZzOryEiyoLzGj/IaPzISrRH35fRyIMGqQlGAmtpAuH2tPR8RERERtY5diWLczqNulLh9UBWBUO+ZgHaq61Do9F8RAmZVRbJDbVM6T0uxnTeePzBiuS4l5v91a5OJQIk2M/r1Fqj0BLHggkEYm9ur1fjPlhKGfAEJY2oNAV9Qwl6vJhJCIC3RBo8viJ/PHIYUp4Vxo0REREQdhIVBjCv3+BEIGqf/qhB18xjIcGSpQCi2VCKo60iwmFDZxnSe5mI7Gy4v3Hu8lUQgFRBBDEhNaFMMaEsJQ6F0JCFCyUiRA42tqoJKXSLFacHUIWmtPhcRERERtQ27EsW4FIcFZpPxbXjdlAWI+G687pKBEAImRemUdJ76SUZNae9ztrS9cPoSGicjnc5zEREREVHb8IpBFLQ1ojPFYcHwzEQMy0zE5gPlCOo6THVdinSJU/2IAFhMAlaTwLEq/2ml84Se90S1Dyc9ASQ5THB7gujlMKNXggUD05zYXXIqyUhCotavI6BpqPQG0a+3A1sOlmProZM4JycZo/q4mu3e01wyEgBYTQKAMJKGampxohpQFQVJdhPsZrVD04da+hyIiIiI4g0Lgy7W3ojOvHQnpg5Jw77Sahyv8iGoNRdZChw+WYuUBHO703lCbfryqBvu2gA0XYYnTVNVgSSbGdnJNqgKUOL2wWpSUOHxwxfUoOlGfVJxpBLbj1SG50AYmunE4lnDmxwQHEpGumftDpS4fUh2mGFVFVR4AyitqjWeH0CZJxh+TFmNH4oA0hKtHZI+1NLn0J0GMUsp4fYGoUuJXgm8ikJERESnT0jZcLqsnsXtdsPlcqGyshJJSdHNuA9FdFb7gujlsMCiKvBrOk56Agh1t9d02eg+p1XFtfm5eO3zo9hVXBWetyBEAQABWEwK7rhoCG6aktfuNp30+FHj08In5fW3rSgCCVYVNrMKh0XFoXIvdCmhQEBr8OdjUurGPMA4if/DVWc3e6Jd/+S8xq+h2heElBItBCoh0WrC0z8Ye0Yn7y19Dk6r2m0Sjqp9QZys8cMf1LCrpAppTivyB/Zuct1Y2g+IiIgoNnGMQRc53YjOzCQrqn0a3ttXhn/8eBJG9klCglVFVpIVeWkJyEtLQG5vBwb0ToDTasJ7+8pajCptrk1BTYbHMEQQdQObNYmgpqO8xo9Eq4rcXnZYTI3/fHSJcHen8ho/nizY32x7Jg1KxeobxmPF/4xFTi87nBa1xaIAME6Gl29ofpvtec0NP4fQe91a3Gu01QY0fFPhRam7FtuPVODOv2/HwjWfYclrO2O63URERBTbWBh0kbZEdEoJ+IKRJ3ZCCCQ7zCgqrcabX5Sg1O1DtsuO1EQbHBYTHBYTEm1mOKwmJDss4ajS9rTJblbh13QoAuEuRKEmSmlcMfBrOkyKguraIBJtZphVFYG6wcMN10fdQGgpgd0lVS22R1EEFCFQXuOHzaw2u16IBLCz2N3m19jca27qc6j/Xp/u9jtTQNNxzF2LoxVe7Clx4/5Xd2LBms/w2aEKAMZ7/drnR6PbSCIiIuq2OMagi3REROc3FZ5WYkOVNkeV1m+TSRVGAVA3qLj+6XKoTJES0KWEjlPtDPciEpHrG9sybge01tsTakfEaOomhOZtCAT1Nr/G5p6ro97DrqDpEic9flTVBlFc6cXqjQfx7pfHGl1dmTiwN/LSnNFpJBEREXV7LAy6SP2ITpsSeeJfP6JTVQS8fg1BXYdal03q8WuQUiLLZQ9vw6ooqPXrdUlFCmyWyKhSXZfY8U0lPjtcASklEq0mVNUGIRQRTg1KtpsBGNvXdQm97sRchv9jCHVPCY1tcHsDSLCaEBqN0HCUioREUDeWmxWE21M/9Sg5wYzUBCtGZCeF35tm0lDrbdegCBFue/02tiVhqKXPAYitOFQpJSq9AVR4Aiiv8eGFzYfw2udHwxPchQzJcOKnFw7Gt0dlNboKQkRERNRWUS0Mli1bhn/+85/YvXs37HY7Jk2ahN/+9rcYOnRoeJ3a2lrccccdePHFF+Hz+TBz5kw8+eSTyMjIiGLL26/FiE6zgBACupQorvAioMtwMlCIxaTgn58eQW+nBYfKPQhqEn7t1JUGi6rApAqM7puMSq8fly3/AHtKqhGo/80+jG/dzaqCPr1sSLCoqPD4EWilX3roPPSkJwAAqPAGUeENNrt+/RPXgC6xsagMD7+zO5x6pOsSiiKQZDPhrGwXfjxlIPLSnfjyaGXEbM7N8QV1PPLObvxk2iBMGpTaroShlj4HKWWHxqGeidDA4kqvH69sOYKXtxyBN6BFrNO3lx0/nDwAU4akIiXByqKAiIiIzkhUU4kuueQSfO9738O4ceMQDAZxzz334IsvvsCXX36JhIQEAMD8+fPx5ptvYtWqVXC5XFi4cCEURcGHH37YpueIpTSWU2k4Wjii06fpqPAEoOk6Kr2Buj79aPTtee8Eo0+8putwewPGIF9VQKmb0yCoSaiKwNXn9cV/dpfieJUPAJoczNuWk++OoAjAblbgC0pYTQp8QR1SGkWBLiUUIWA3m5CSYMa1+bl4YfMhlFTWojbY/KUDRQBZLht8QRlOa3ph86F2JQy19DlEO5WoNqDhRI0fVd4AXvv8KF7YfAiV3kDEOqlOC66f1B8zR2TCZlbRK8ECp7XlGj+W9gMiIiKKTTEVV3r8+HGkp6ejsLAQU6ZMQWVlJdLS0rBmzRpceeWVAIDdu3dj+PDh2LRpEyZMmNDqNmPthCji221dwqwIDExzotLrx9cnPAhqOrwBvV63GQAQcFhU9EuxY29pNXQpYTOpja4YqHVpQB6/ZowH0LumAGiKzaQg02XD8SofPH4NQhhdgEyqgKibwCygS9hMCmxmFWdlJ+Gmbw3AT1/chgpPoPntmhUMSncCEihx1yKoS6gCyHLZG337X+L2YXhWIlbfML5Rt6KmPodozmPgDxqJT1W1Afz7y2NYvfEgSuuKu5Akmwnfz8/FZWOy4bSZkewwI9FmbmaLkWJtPyAiIqLYE1NjDCorKwEAKSkpAICtW7ciEAhgxowZ4XWGDRuG3NzcZgsDn88Hn+/UCZXbHVvpMpMGpWLCwN4R/eF1KTH/r1uRkWSDrkt8Xe4BgPCJvpFWpKGy1sj5FxDITLJBCHFqjIHZmCDs6EkvhBBQFAEtSmWBAqBPLzsEjL78qmJMwKYqgKgbqSyEgEkB/JqOXglGmtKJ6gDsJgWJvewQMMYyVNYGjUnTVAFIYyBurV+H3aLCblZxtMKL7GR7qwlDo/q6Iu5v6nOIxszHmi7DBcH7+8rw5w8OhD//EJtZwZVj++Kq83LQy2FpV0FARERE1FYxUxjouo7bbrsNkydPxsiRIwEAJSUlsFgsSE5Ojlg3IyMDJSUlTW5n2bJlWLp0aWc394woiog4US3cezyclFOjGX33jbkA6k5ShYTUjbjK0BUCrW5Acf0EI1UI6AAUSEBGsb+5ME54gdAMykbnpSamSICURrt9uo5vKjwI6kBKgtmIMVUEqv1a+L2Qom4+hbrkJmHUClCa6VvfWsJQw8+hK9UfWLzl63I8+/4B7C6piljHpAh8Z0w2vp+fi4wkG1wOMxKtJo4lICIiok4RM4XBggUL8MUXX+CDDz44o+0sXrwYixYtCt92u93Iyck50+Z1qvpJOaGEIolTKaChYsCsnkovMimN4zY1KaGg7kQ8iueOijjVPlE3QRrQuFtTaEI1TRpdefokOyISgxq+F6H3IbTt0JwLejO94WIpYai+qtoATtYE8MXRCjz3/gFsrZuHIEQAuHhEBuZN7I++vRxITmBBQERERJ0vJgqDhQsX4o033sB7772Hvn37hpdnZmbC7/ejoqIi4qrBsWPHkJmZ2eS2rFYrrFZrZzf5tDUVq1k/KScj0RhAWxvQoNR1CQrW9cW3qMI4SZYSHp8fbi8ACNgsClQAJ6t94RNtTWu5HR0p1N0pxGoyujYBxtgHj1+DAOqSlnTUpbBCk8ZVErfHj4Hpifj2yEz849PD+OIbN1x2M0yKMN6LoAZVCAT1U9uWUsIb0JBoN8Pj1+Cyy5hNGArx+jWcqPFh/7Fq/HnjAby3t6zROpPzeuOH5w/A4PREuBxmJNlYEBAREVHXiGphIKXErbfeirVr16KgoAADBgyIuH/s2LEwm81Yv349rrjiCgDAnj17cOjQIUycODEaTT4jLcVqzp+ah3vW7sDhk7UIaBKaNE6cQ7FC/qCOgyc8kNL4Bv2oO3Ym4Gr4hb3dbIKUQIU3gNqg1miStPq8ug6fAA6X1+CKpzei2hdElS+IytoAVCHqCgqEx0v4ghqKjtfAYhLo5bCcSjNy+5pMGJo/Na/Lxw005AtqOFkTwMGyavxl09d4e2dJo7SoMX1d+NG3BmBM314sCIiIiCgqoppK9JOf/ARr1qzBq6++GjF3gcvlgt1uB2DElf7rX//CqlWrkJSUhFtvvRUAsHHjxjY9R6yksZyKyGw+VnPn0Ur8/t298AeNOKGGoZ2qODWnQCwyK6JukjQBm1lBbUAHIFuduCw90QqzqqC40gvA6FrlDWjwBrTwCbQAwif4UkpYTAruuGgIbpqSF3MJQyHBus/3SLkHaz4+hHXbvmk0OdmgdCd+dP4ATBiYgl4OK5LsnVMQxMp+QERERLErqoVBcydAK1euxPXXXw/g1ARnf/vb3yImOGuuK1FDsXBCpOsS81Z+jF3F7nCaUEgoVnNYphOAwO4SN1w2c3i8QLG7Fr5mCoXOYFEF/vc7I/Dgv75Ela9tzyhgdPHJSzPmnjhy0ouglDALAV9QgzfY8p9YgsUYQF0b0AAB2M0q+qU48FWZp65LFWA1K8hKskOTEqoQqPAGcFZ2UjiKtK0zH3cFXTcGFhdXevHylsN4ecsRePyRfbv6JNvxw8n9ccHwdKR0YkEQEgv7AREREcW2qHclao3NZsPy5cuxfPnyLmhR59h51I2i0mr0cliajdXcXVIFAaN7jM1snCh7/RqCuoRZVaDpEnorMxR3hKAuseMbN2r8bS9DTKqAJiV8QQm7RUWi3YziCi+ciVZU+0/NkCzqZlYLvYrQRGu1AR1CSJhUY1yCL6ij0htEUNdhMRnLApoxhiCxbiIvoYiIKNJoJgzV564NoLTSh3XbjuCvHx1CRYPJyXonWDBvUj98e1QWejutSLKZo97ViYiIiAiIkcHHPV25xx+OI22KVVXquphErhPUT8WTdhUpgYPlNY3GDbT8IOMEPxQjGopNlVI2OfNy44cbsaamUOEg60WzKqeWhbYPtB5F2tU8/iCOV/nwrx3FWLXxII65IycnS7SZcM24HFwxti8ykmwsCIiIiCjmsDDoJPW7tpRX+2FSjEGoQOSkZEIII1azbkZgn6YBQWOdoCbDcZ1dRQI4Uu5t13PKurWDmo6yah88viAgAV9AazE19dSVAwEhZHhwssSpiFIjychYTxGhqyg6tLqxBF0RRdpSNyVfUMOJah/W7yrFcx8cwMETDSYnMym4/Nw+uGZ8Lvr2csBl7/iCIJa6UREREVH3xcKgEzSVPuT2BVFa7YciTuXxW00KUp1WVPs0DMtMRIUngD3Hquq6WBlfn0tpJPJ05UiQhjPvtiZY1+voSEVtxPLK2sh+9c29BgkJRQhjLEWdsmpfo6sNB8s8p64gAEiym1Hp7dwrBs0lSd38rYEYmpWID/aV4dn3v8KXxZGTk6mKwP8blYXrJvXDgFQnXHYz1E44WW8p6SqaA6+JiIio+4nq4OOu0NWDLptKH6rw+lFcWQu9bkIus2oE+Wua8e14WqIVPzp/AJ794ACOV/kgAKiqcakgqMkuGXQcSxSBFrsgKcI48babTUhJMOOhuaM65SS4qc/SF9RQ7glAFUBKggV7jlVHPEYAuHB4On44eQCGZSV1WkHQXPsaJl2F3hcOPiYiIqLW8IpBB9J1iRWFRaj2BcPpQ1IaCTVCAIo0Bs1KeeqqgSIE0pxWFO49Dk2XyE1xoKzaB1/Q6GOvKIDeDSuDhpOeNUURxnq6EboEBYDFpERcOWhy2zBSfZxWE0rcPqwoLMKEgb07tPtMU5+lpksEdQl/UEO1T8Px6sirFRMGpuCmbw3E2TnJSHZYOq0gaK59AGBTVGQmKZ32vhAREVHPxcKgAzWVPlQb0OELGmMKoBh96DOSbDApwlgmJI65fShx14YTiZxWE2oDenicQXGlNzx/QSjJJxYIYZzMNze3QqitqhBItKqoqA3CZTPBYTXBYVZhMyuo9AZR7PaGxyL0TrDgWFUtBIxZnzVdR1AHTIqAIkR4PINJUcKJTvXTiTpK/c9SSmNw8YlqHyprg43WHdXHhZumDMTkvN6dXhA01b7mkq46430hIiKinouFQQdqKn0oIllIALLuJDfRZgZgfPPr1/yARPhxQgjYLSoAFVW1gchCQABCxkhxIAFZd07aZMESXihhNilQBJDssCDJbg6vYqobdK0qxgzHQd0YX6EqwrjiUpdxqghjmZFOJMMJRZ2VTlTu8cMf1GE3Sxyt9qLCE2j0+lQFuG5Cf/xkeh56OSzhuNWu0Jakq1hKbSIiIqLYx8KgA6U4LDCrAn5Nh00xYjWNb7bD58cQdf3jI9J1VOPs2l0bgICsu1ogoSgCFqVBLFGsFAUhMuJ/pxbLyN+DdfGjFV4/NF2HqgiYVbWuADDGFBj/l9Cl0WVHVZTwdnVpzPAmYSQ1qcJ4D2v8QUgpkWw/VWg1l9DT8L7hmYnYVVLVaN2gpsPnN2ZePuHxN+oSZVYFkmxmqAK47Ow+SEu0temtqv/8ofZWeAOnlSTU1N9afT5N77LUJiIiIuoZWBh0oBHZSchLd2JXcRUyk4yuLjazAqtJgTegGVcFTAqO1c1mrOtGxxi7WQUgUVbd+re7sVQUhGJFW6MDOOk1uuBUeoOorPtdVQCbySgOfAFjXEGo374enrfAYFxJMJ5NEcCRCk/dOsa35o+8swdTh6TivX1lTSb0AIhI79GlrJtFGVCEArMqMDAtAd8bl4O9pTV4ftNB1DSYrVhVBHonWNDLbkJZTQBDs5Iwuo3ddOqnB9X4jKJDCMBmVpFgUdudJNTU31qIlBIVngCGZyViRDYHGhMREVHbMJWog51KitGQ7DDDqio46fWjpLI2fMUAABRFGN+CQ4QLhHikAKeduqTAOFlPT7Kh2hdAjU+Dw6IiI8kWkdAT6m2j6RK9HBb4NR3fnPRC0yVMqkBWkg2qInCsyhj0rTWIRBIwolHTnBZIGMVNw9SfltRPD7KaFByv8oWfQxFG+31BvV3bjNzuqb81n6ajgqlEREREdBq6rlN0nJg0KBUPzR2F4VmJ8PiCKK32ARI4KysJDqtqTNwVSpAxqeFuRPGqPUVBw542QgB9etnRK8GMoCah6caP1aRAUQRsZhUZiRaU1/hRXuNHRpIVVrOCE3VXJSwmgaAmUVJVi28qvPD4tYiiwGpScMGwNJybmwyHWUFlbRBev4bhWYltPoGvnx6UkWhFpTcATQJmVYHZpNQVGgFkJFlQ7dOworAIelumi0bTf2seX7Bd7SMiIiIKYVeiTjBpUComDOwd0Z9dlxK3PL8FvepSa0yKAiklDp30QFVOTRIWD+rGExsRpXWxphJG331F1MW5QiJQL+5IFUBmkhXHqvyoH8JjUhTU+nX4NR2muj73tQG9bvA24AuGJoeT8AWM7ki+oBZ+XgDwBxufiE8ZnIq7LhmGwRmJMCnitGcWrp8e5AvKuoQqES4O1boZsX0BeVpJQk39rXHmYyIiIjodLAw6iaKIiJO7wr3HEdSBlARz+KStqjYQntOAAEjjfYMwEooAGZF2FCqe1LoB2afSiYz38FSykZFYZDzm1P1GQpQ0JpZrZp4Fp1WFqii4blJ/jOhz6vM73cjP+ulBxkBpRBQ2oi6pKqjrSLCYTitJqOHfGhEREdHpYGHQRVpKLAIQW6OKu5CoO/WXxo1Ty0XETQghYFaViInThDDew9DvoWSj0DIg8vegJlFe40ddzRHBZlKQ6bKFE6My2pg01Jr6n3v9hKrwx16vzUwSIiIiomhiYdAJdF1ixzeV+PTQSRyt8EJIINNlQ1qiFUdOepHlsoUTi8wK4AlEu8VdrF7kqtUs4PUbt4KaBKQGVVEQLhbqWFQBl8OECq8Krz8ICONkXkqJoJRQhUBtUIfDrEDTNBRX+qHrElbTqcHdRyq8TTbHUpdIpAiBErevzWk+LUWjhtRPD8pItNQlVOkwK6i7MiJhM6uwmgWOuf1MEiIiIqKoOe3CwO/348CBA8jLy4PJxPoiZOP+Mix7axd2l1RF9JEHjH7yiiIQ0CTSk6xwewPwBuLvUkHoFSvCmBla1lse0IGA3njAhTeg43i1Hy67GR5/EFI31j1U7oGOunkOAHgCOg6UN10ANEcRAhXeAPxBCadVxfypea320a8fP9owGrX+oF9FEZg/NQ/3rN2BY1V+JNnN8Ad9CBh9paAIAZfdjGNuf5ufm4iIiKgztDuVyOPx4MYbb4TD4cCIESNw6NAhAMCtt96K3/zmNx3ewO5k4/4y3P7yNnzxjbtRUQAAmjS+FfcGgjh60oPSKl+89iAyOhBJo/uPIozZoFsiAZS6faiqDaBfbwfMqjERmS4lBCTMSvv+lAWM51UE4AvqOOb2IctlbVOaTygmdFexGwlWE9ITrUiwmrCruAr3rN2BjfvLItavnx4ECdgtJqiKApOqwGE1QUrJJCEiIiKKunZ/1b948WJ8/vnnKCgowCWXXBJePmPGDDzwwAO4++67O7SB3YWuSzxZUITyGn+LJ/sSgKbJNkdS9jQCgMOiQEpjdl4AMCvGBF2qosNXLyFICCMyFDDeX3/dxGRZSTZU1QbhspnrJikTOFrpAbSmnjHyuRMtCno5bTCrCqxmAV9AIqBpqKwNwmW3YMLA3i1uo378aGaS7VT0rKIiM0lBiduHFYVFmDCwd8Q3/w3Tg8505mMiIiKijtbuwmDdunV46aWXMGHChIjZVkeMGIGioqIObVx3svOoG3tKqtp0wi9hfFMejyQAi0lFpScAIQRM6qnozobvSSixSRECqiJghg6PX8OXxVVIS7TCZjYGcdfUBlDbhi5ZEoDdZkZS3Uk5ANgtgB0qzCYVXx1vPSq0fvxo/b9/wBgg3VLkKNODiIiIKJa1uyvR8ePHkZ6e3mh5TU1NoxOleFLu8cOv6W2KHo3TmiBMl8ZgYFkXRxrS1HtXf1lo7gG/psOiKtB1HRUePw6d9Lb4ntb/s2xuom+rqiDQhqjQ+vGjZ7IdIiIioljT7sLgvPPOw5tvvhm+HSoGnn32WUycOLHjWtbNhGIp4/2kvy28/mA4slOTxmzFupRoqq6UMO7T69aDACyKwEmPH1+VeXD4pBfBZi6/CHFqMrVTy5ouXtsaFVo/fvRMtkNEREQUa9rdleihhx7CrFmz8OWXXyIYDOKPf/wjvvzyS2zcuBGFhYWd0cZuYVPRcZz0tDy+gAz+urEAmjTGW6DBlYP6AnX311flD6KiNtjic9SfXbm+8ho/7GYVibZT3YmklKjwBNoUFVo/fjQzSYkoNNqzHSIiIqJY0+4rBueffz62bduGYDCIUaNG4d///jfS09OxadMmjB07tl3beu+99zB79mxkZ2dDCIF169ZF3H/99ddDCBHxU3/Ac6x45r0iPPzOXjTzJTK1QePT/+Y1fJ8dZhW9neaIZbKJoiDJpkLTJQ6Ve4yJznQJb0BDidvX5qjQUPyo06qixO2DN6Cd1naIiIiIYs1pTUCQl5eHZ5555oyfvKamBmPGjMEPf/hDXH755U2uc8kll2DlypXh21ar9YyftyMFgzqWFxRBq5tMS0qBgKbzysEZatADqEmKAFw2E0wmFWZFYFQfO45X+XDMHRkDqwggPdGYYK6qNoBvKrwoq/bBH9RhVgWGZyU2mn+gJaH40dA8BpW6hFlp/3aIiIiIYkm7CwO3293kciEErFYrLJa2962eNWsWZs2a1eI6VqsVmZmZbd6mz+eDz+cL326uvR3l9e3FqPIGYFIFFKEYZ7QQ8DcxjwE1L9lugklRUF7jhxBAmtOMkqqmp4Q2q0YffkUAv7hkOFKclnDkJwD849MjeOC1nVAVgSSbCS67GUrdPAeJNjNyUwQqvQEsnD4I5/brdVpRoQ3jRxk5SkRERN1du7sSJScno1evXo1+kpOTYbfb0a9fPyxZsgR6E7PXno6CggKkp6dj6NChmD9/Pk6cONHi+suWLYPL5Qr/5OTkdEg7mvNNhTHzbuT5IE8O28tqUuG0GXWqLoFjzRQFAkC2y4ZUpxVBCaQ4LZg6JA2j+rqgKAKKIpCeZIPDYkJOLwd6JVjDRUGIzaRCCIH+aQnhx52OUPxo/ecnIiIi6q7afcVg1apV+OUvf4nrr78e48ePBwB8/PHHWL16Ne69914cP34cv/vd72C1WnHPPfecUeMuueQSXH755RgwYACKiopwzz33YNasWdi0aRNUVW3yMYsXL8aiRYvCt91ud6cWB32SHVBwagZfoC4NB4wlbQ+TIlBdG0Rz5aRJERCQgBAwq2qL6T/1k4NsSuO/EyYHERERETXW7sJg9erV+P3vf4+rrroqvGz27NkYNWoUnn76aaxfvx65ubl48MEHz7gw+N73vhf+fdSoURg9ejTy8vJQUFCACy+8sMnHWK3WLhuHoOsS/VMdsJlVePwaBDQAArouWRS0U2m1ry6BKJKAcVlLCGPQsUkAlV4/agM6Rvd1NZn+09bkoOGZidhxpLJRVyBdl812EWrpPiIiIqLurN2FwcaNG/HUU081Wn7OOedg06ZNAIzkokOHDp156xoYOHAgUlNTsX///mYLg66ycX9ZePApYFwdMGI4WRKcjqaKAgWADkBDKNYU8GsSx6uNycO2HanAcx98hZum5EU+ri456J61O1Di9iHZYYZVVeDTdFR4AnBaVUwZnIobVn+CotJqBDQJsyqQl+7ElMGpeG9fWaPl86cazxH6zBvexwHHRERE1N21e4xBTk4OnnvuuUbLn3vuuXCXnRMnTqBXr15n3roGjhw5ghMnTiArK6vDt90eG/eX4Z61O7Cr2I0EqwmpTitHFXSQBIsKV2isQSvr1vg0/PbtPXjmvaJG94WSg4ZnJcLjC6K02gePL4jhWYm4Nj8XL2w+FP780hOtSLCasP1IBX779h58frgiYvmu4irc/vI23P7ytkaP2VVchXvW7sDG/WWd8G4QERERdZ12XzH43e9+h+9+97t46623MG7cOADAli1bsGvXLvzjH/8AAHzyySe4+uqrW91WdXU19u/fH7594MABbNu2DSkpKUhJScHSpUtxxRVXIDMzE0VFRfjFL36BQYMGYebMme1tdofRdYkVhUWo9gWRmWQDAByt8ERcJxAAVMUYd9DMpLzUBLtZYEBqAg6e8EAVxgRoLREANF1ieUERbpg0ACZTZJ3bVHLQ8MxE3LD6k/DnF+pmZFUUBDVjdmUjetbogmRTVGQkCew9ZlwZGpLuDA9mtikqMpMUlLh9WFFYhAkDe7NbEREREXVb7S4MvvOd72DPnj146qmnsHfvXgBG7Oi6detQXW2cPM2fP79N29qyZQumT58evh0aNDxv3jysWLEC27dvx+rVq1FRUYHs7GxcfPHF+NWvfhXVuQx2HnWjqLQavRwWCCHg9WvwBU99tx06LRTC6KtOLQsVUaqiIKhLVHgD8AU1KIoIdx9q7nGoe2yVN4DXtxdj7rl9Gq0XSg4K2XGkMuLzC6n16/BrOkx1g5ZrAzrsFmPgsi8gIaUEIOALStjrjVkWQiDZYUZRaTV2HnVHPBcRERFRd3JaE5z1798fv/nNbwAYqT9/+9vfcPXVV2PLli3QNK3N25k2bVrdCVfT3nnnndNpXqcq9/gR0CQsqvGtcVDXI68KiLpZd1kTtCrZZkK1X4NJMWKcpA5jcjjZMP61acapuoAOiW8qPG16zoafX0hQN55XVYxBzkFdB6BG3CdE5PIQq6qgUpco9/jb1AYiIiKiWHRahQEAvPfee3juuefwj3/8A9nZ2bj88svxxBNPdGTbYkIoheZEtQ8nPQFUeI2TP5+mwSZUBOtOZMPqftd4taBVVbVBaDCSglRVGFcBpPEWttaNKHS3Xvfm6zpQuPd4q0lBzUWZmhQFQhhdv4Qwbje8L/R7Q4w/JSIiop6gXYVBSUkJVq1aheeeew5utxtXXXUVfD4f1q1bh7POOquz2hg1oeShL4+64a4NQNdl3RwFAuUeH1QhENAio0llg/9T80LXljQJaEEJAaCsxt+uoipUQKz88CuYPlJbTQpqLsrUZlFgURV4/BocFhU286kCwGoWp8YimCILjvrxp01FpxIRERF1F21OJZo9ezaGDh2K7du347HHHsPRo0fxf//3f53ZtqgKJQ9tP1KBSq9RFCiKqPs2W0LTjehMFgAdR+L0r7RU153Qt5YUFIoydVpVlLh98AY06LpEbcAYX6AqAqqioDaoQ9clvAENx9x+9E6wICXBgmNV/vBjvAENJW4fnFYV86fmceAxERERdWttvmLw1ltv4ac//Snmz5+PwYMHd2aboq5+8lCw7itps0kx+rPrOnzsJtTp2jpztABgMQkEdeBEjQ/9eycgM8naYlJQKMo0NCdBpS5hVgRG902OmMcgtHx4VmKjeQwa3sd5DIiIiKi7a3Nh8MEHH+C5557D2LFjMXz4cPzgBz+ImJm4JwklD9nNKiq9AaiKgAjl4IjGp6wmRSDIYqHDqAIwqwogjCsIujTmN3DXBpFkM8FuViEBlFf7oKoKFCFgUiR8wVNpQq0lBTUVZRoam3Dj+QObnd24uccQERERdXdtLgwmTJiACRMm4LHHHsNLL72EP//5z1i0aBF0Xce7776LnJwcJCYmdmZbu0woucakCiONpl6Hq/oDjdv6rTa1jwTCffpVYfTjt5lUVIkgkh1muOwWVNUGUC5EeFCwgPHZhFKD2pIU1DDKtLXlrd1HRERE1J21e+bjhIQE/PCHP8QHH3yAHTt24I477sBvfvMbpKen4zvf+U5ntLHLhZJrQhGVEcVAvS+HjbjMyGV05pSG77EAIIw/1tBnEUoKCt0OrRdKDWJSEBEREVH7tLswqG/o0KF4+OGHceTIEfztb3/rqDZFXSi5xhvQYFEVaLqEhDHJlabpEetKgBOZdTBVCOhSIqjpCGo6LKqCQFCDw2KC2xtAjS8Ad20Amm50H/IFNASCengMiK7rOFnjR3qSDcerarH2029QsLsUO45URnxWui6x40glCvceb3QfERERUbwRsqUZxnoAt9sNl8uFyspKJCW1PU4ylEp00uNHjc9IodFbfxh1AkUY4zhsZhVVtcFWu2/VXz+UIKQoAkk2M87KTmo0kDigyVZjTru7090PiIiIKH6wMGhBaB6Dzw9XwF0b7KQWUktC4zgEALtZgSfQ9vJMVYxHK0LUzUEhkGBVYTMbE5tpukQvhwUWVYFf03HSE4DTquKhuaN6XHHAwoCIiIhac0ZdiXq6SYNSsXLeOAxMS0BdSA5MfMc6nUkx/jAtKmAzK1AVozhoT1EAGCf+JkXApCgw131wQU2ivMaP8ho/MhKtsJlVKHVXFzKTrKj2aVhRWMRuRURERBR3eJrbil0lVfjmZG1dXj7frq6g1p3I6xJGOpSiQD3tAd6i7r/G5GW+uonLpAR8wciTfyFERMwpERERUTzhmW4ryj1++DU9nFDEL5I7X/33Wkp5RrGwDROlpDy1zIg2jWRVFQRaiTklIiIi6onaPI9BPNJ1ibIqH4K6bnx7HdTRs0dkxIaApkNogA5jILFf00+7INOlhNSNcQZAZLRsKNq0PsacEhERUbxiYdCMjfvLsOytXdhV7Eaw7otljUVBl5A4dYXgTK/QnJqR2vi/1SSgSxH+PeJ5pUSFJ4DhWYkYkc0BukRERBRfWBg0YeP+Mtz+8jaUVvl4haCH8Qclkh1mWEwKjlX5kewww6oq8Gk6KupSieZPzYOicNY6IiIiii8cY9CArks8WbAf5dV+FgU9VJ9kO37/3TEYnpUIjy+I0mofPL4ghmcl9sioUiIiIqK24BWDBnYedWN3SVW4C8uZDHylzmcSQFAaYxEUGL83xawIQBiF3zG3Dy67BatvGI+dR90o9/iR4rBgRHYSrxQQERFR3GJh0EC5x49AUEKyHOgWeiVYcNITgEkRRjGnRSYNhSdIEwKKYhQGfk1HuccPRREY1dcVjWYTERERxRx2JWogxWGB2SQgwG+OY50AoAhhxJAiMnGo4XqhqFIhAIuqMHWIiIiIqAEWBg2MyE7CsMxEhHqU8LpB7LKbFdQGNJgVgaAuIWXjeQlCBYMQQFDTIYTA0EymDhERERE1FNXC4L333sPs2bORnZ0NIQTWrVsXcb+UEvfffz+ysrJgt9sxY8YM7Nu3r1PbpCgCP5k2CE4be1nFMiEAoQhU+zX4NAkpJfxa0+sqom4OCgC9Eyz4yTSmDhERERE1FNXCoKamBmPGjMHy5cubvP/hhx/G448/jqeeegqbN29GQkICZs6cidra2i5uKcWaFIcF/VMSkJlkAyBbnO9Ak4BJVTAiOwmPXnU2U4eIiIiImhDVr8VnzZqFWbNmNXmflBKPPfYY7r33Xlx22WUAgL/85S/IyMjAunXr8L3vfa9T2mTElRah2hfslO1Tx/AFNQgF6JVgRoXHD49fg9WkoLfTArOqQFUEdF3H8So/0pNsePS7YzA6J5lXCoiIiIiaEbNjDA4cOICSkhLMmDEjvMzlciE/Px+bNm1q9nE+nw9utzvipz12HnVjT0kVNE5zHNNqAzpq/caPX9NhUgU0KWE3m5BoM8NhMcFpsyAz2Y7agAZVVVgUEBEREbUgZguDkpISAEBGRkbE8oyMjPB9TVm2bBlcLlf4Jycnp13PW+7xw6/pHHQc46QEgrqOoK5D1s1jEFpWn1VVENAlyj3+KLWUiIiIqHuI2cLgdC1evBiVlZXhn8OHD7fr8SkOCyyqwrDSGCcEYFIUmBQFQgC6PLWsPp+mw6wIxpMSERERtSJmC4PMzEwAwLFjxyKWHzt2LHxfU6xWK5KSkiJ+2mNEdhKGZibyikGMs5kV2CzGj0VVENQkLKoCm/nUn7SUEhWeAPLSnYwnJSIiImpFzBYGAwYMQGZmJtavXx9e5na7sXnzZkycOLHTnldRBGp8ARYGMUwAcNktkLox1sCkCqiKgKooqA3q0HUJb0BDidsHp1XF/KmMJyUiIiJqTVRTiaqrq7F///7w7QMHDmDbtm1ISUlBbm4ubrvtNvz617/G4MGDMWDAANx3333Izs7GnDlzOq1NtbVBfHa4stO2T6fPpAjkpNjhtJpwotqP0mofzIrA6L7JmDI4Fe/tK0NRaTUqdQmzIjA8KxHzp+YxnpSIiIioDaJaGGzZsgXTp08P3160aBEAYN68eVi1ahV+8YtfoKamBjfffDMqKipw/vnn4+2334bNZuu0Nv3qX7s6bdvUPJMCKEJAl0BaohWKAHwBDd6AhovOysTonGSMze2FUX1cAIz0qHKPHykOC0ZkJ0FRBG48f2CTy4mIiIiodUJK2aN7zbjdbrhcLlRWVrZpvMG1z36ED/ef6IKWUX0mRcCkCgQ1ib697Ei0maHrEqXVPvzuu2MwdUhatJvYrbV3PyAiIqL4E7NjDKKlf0pCtJsQl0Rd3Gj9ZCEmChERERF1HRYGDfzykmHRbkJcEpDQdAmrSYXNojBRiIiIiKiLRXWMQazZuL8Mi17eFu1mxB1FAAENUBWgt9OC2oCOCk+AiUJEREREXYiFQZ2N+8tw8/NbUO3Tot2UHsWiiroZiWWjCFgBwGFRYTMr0CSgCgGPX4NZ0ZkoRERERNTFWBgA0HWJJ/67l0VBGykAku0K/JqAJ6BBl4AqgCS7GbpuzCtgVlV4/RpG9knCzy8ehs+PVEKTOqq8QSgKkJ3swMC0BLhrg0hxWDA8MxG7SqqYKEREREQUJSwMYERfbv/GHe1mdB8CSHE6AABfl9dArVvcO8EKu0UNr+YNaDhQ5oGqKpg3uX+rmx3V19UJjSUiIiKituDgYwDlHj8CwR6d2tqhjK5BOoK6DimNMQKhZfVZVQUBXaLc449SS4mIiIiorVgYAEhxWGBWW1+P6gjAF9QR1CQACb1BzGgI40aJiIiIug92JQJQ6fVD5wWDNpMSKHXXQlGMmYp1XSLBYsSMnlrHiBsdnpXIuFEiIiKibiDuC4ON+8twxyufwxvQW1+ZABixoqZQURAuqCRqAzqsqgKfxrhRIiIiou4mrgsDXZd4smA/yqv9jaI0qTEBwGpSoEkJTTe6DyXUDTY2mxTU1AZQKQGzIhg3SkRERNTNxHVhsPOoG7tLquKmG1FaggllNUFYTQKqMLr76FAASEAasw8riooHLhuB2SOz8PT7X+HzbyogdWDH0Uok282wWVTU+o2BxyZFgc2ioDagw+ML4uczhyHFaWHcKBEREVE3FNeFQSiNqPHUWz2DRVWgKEAgqMNpM2Pe5AFYvfFrpCdamzxp13WJ0mof0pNssNlM+NlFQwAAhXuP486XP4fVpEJA1EWSnhqtbVUVVOoSKU4Lpg5J66qXR0REREQdKK4LgxSHBSbVGEzb0wgYXX1kXWKQRVWQ5bJDQuJETS10XQCQsJhUuBwmKEJpNkXISG0S8Gs6bErj+CamDxERERF1f3FdGNjNCio8gR55vUAIAJAIahKKIpCRZMU/Pz2Ckx4/tAbjrIsrgdREKzQdTaYIjchOQl66E7uKq5CZpECIU1cbmD5ERERE1DPE9TwG63cdg9YTqwIYk44FNaOTlNNqwvFqH7YdPtmoKAAATQLH3D5out5kipCiCMyfmgenVUWJ2wdvQIOuS3gDGkrcPqYPEREREfUAcVsYBIM6niwsinYzOo2mAyZVwVlZSejby46gprcayRrQdIzvn9LkfZMGpeKhuaMwPCsRHl8QpdU+eHxBDM9KxENzRzF9iIiIiKibi9uuRK9vL0aVNxjtZrQoNE4glJqkKgICQLBuQeh+ABBCIMtlAwC4a4O45rwcXDo6CwAw/69bYVKU8HbCPYGMMCIAgEkBvH4Nr28vxtxz+zTZnkmDUjFhYG/sPOpGucfP9CEiIiKiHiRuC4NvKjyIxSnNLKoCCYmAJmFSBEyqAk2X8Gs6VAEY5YBxOm9WFaiKgKwbS2BSBBIsJviCOiYNTsWYnGQU7j2OgCaBpkZSCEDUFQcCAjokvqnwtNg+RREY1dfVwa+aiIiIiKItbrsS9Ul2xOSLF/W/fK/7PRSnKhvcH/o9lDxkUhonC4UShRTR/Lf6ou45BIz3hYiIiIjiTyyeG3eJ2aOzkGiPvQsmUurQdQlVALqU0KUOXRrdiKQ07q+3NiQkNF3CalJhNQtUeALIS3eGE4JCiUJBXYdSr5Coe3j4OoKmA4l2M2bXdT8iIiIiovgS04XBAw88ACFExM+wYcM6ZNsmk4L/Nyp2ToJNioCqAAHNGC/QO9EKRQj4g8Y3+akJxhWAgAaoirF+UJMIBHUIAC67Gcfc/kYJQaFEoUSbGXbzqY9b1isKJIzCY8G0PJhMMf0nQURERESdJPa+Mm9gxIgR+M9//hO+bTJ1TJM37i/Dmk8Od8i2zoSAMVbAblFhUozoUFUYVweSbKbwbR3Gyb8mjasJQd0YLCwEYDOrkFJieFYi5k/Na5QQFEoUWlFYhM8PV6CqNhguChQBJNnNWDAtDzdNyevql09EREREMSLmCwOTyYTMzMwO3aauSzy+fm+XzHhsBmAyAckOK6wmAbcvALtJxYjsZFx5Xl9kJNkBABXeAFIcFgzPTMSukqpw6k9Lt5Pt5ojHtpQQVD9R6HhVLb74xg0oQE6yA7NHZ/FKAREREVGci/nCYN++fcjOzobNZsPEiROxbNky5ObmNru+z+eDz+cL33a73Y3W2XnUjU8OVnRGcyMoAnj4u2c3G//ZnIapP63dbnN7wolCLlwwPOO0tkFEREREPVNMf02cn5+PVatW4e2338aKFStw4MABfOtb30JVVVWzj1m2bBlcLlf4Jycnp9E65R4/tC64XCAlWo3/JCIiIiKKBULKruhQ0zEqKirQr18/PProo7jxxhubXKepKwY5OTmorKxEUpKR1LPjSCXmLP+w04sDRQC/P40rBkQdze12w+VyRewHRERERPXFfFei+pKTkzFkyBDs37+/2XWsViusVmuL2xmRnYRx/ZPx0YGTHd3ECEk2xn8SERERUfcQ012JGqqurkZRURGyss7sZFtRBA6VezuoVU1TBbBgOuM/iYiIiKh7iOmz1jvvvBOFhYU4ePAgNm7ciLlz50JVVVxzzTVntN3qGj+OVtZ2UCsbc1pV3D1rGOM/iYiIiKjbiOmuREeOHME111yDEydOIC0tDeeffz4++ugjpKWlndF2b3rh0w5pn1kBzHUTk804KwsJNjPOyUnGZWOyeaWAiIiIiLqVmC4MXnzxxU7ZbkckBSVYVAxMc0LXJUqrfZhzbl9MHXJmBQsRERERUbTE5dfafZIdZ7wNi2q8dT5Nh1kRSHFYznibRERERETREpeFwTPXnnvG28hMskBKiQpPAHnpTozIZgQkEREREXVfcVkYOBMsGJSWcNqPT7CoCEiBErcPTquK+VPzoCiiA1tIRERERNS1YnqMQWdKtJ3eS7eqAg6rCR5fEMOzEjF/ah4mDUrt4NYREREREXWtuCwMPJ4APjtc2eb1B6bakT+gN+6bdRaKyj0o9/iR4rBgRHYSrxQQERERUY8Ql4XBon9sb9f6Ewem4cHLRwEARjlcndEkIiIiIqKoissxBofKa9q1/sF2rk9ERERE1N3EZWGQm9K+gcf927k+EREREVF3E5eFwaNXjG7X+vddOryTWkJEREREFBvisjBwOMxtjiu9cFgabKeZYERERERE1F3EZWGg6xJZyXaorQQKTR+WhueuH981jSIiIiIiiqK4/Cp851E3ikqrMTDNCZOQOFTugScgIWFUSjazgNOiYtGModFuKhERERFRl4jLwqDc40dAk7CoChRFYGB6UsT9ui5RWu1DuccfpRYSEREREXWtuOxKlOKwwKwK+DW9yft9mg6zIpDisHRxy4iIiIiIoiMuC4MR2UnIS3fipCcAXdfh9Wuoqg3A69eg6zoqPAHkpTsxIjup9Y0REREREfUAcVkYKIrA/Kl5UBVgb2k1Dp6owZGTXhw8UYO9pdVQFWD+1DwoSiujk4mIiIiIeoi4LAwak5BSApDRbggRERERUVTE5eBjXZdYUVgETZcYkuGELyAR1HWYFAVWs8Axtx8rCoswYWBvXjUgIiIiorgQl1cMQnGlvRwWKEKB3aIi0WaG3aJCEQqSHWYUlVZj51F3tJtKRERERNQl4rIwqB9X2hSrqiCgS8aVEhEREVHciMvCgHGlRERERESRukVhsHz5cvTv3x82mw35+fn4+OOPz2h79eNKjUHHp0gpGVdKRERERHEn5guDl156CYsWLcKSJUvw6aefYsyYMZg5cyZKS0tPe5uhuFKnVUWJ2wdvQIOuS3gDGkrcPjitKuNKiYiIiCiuCNnwK/MYk5+fj3HjxuGJJ54AAOi6jpycHNx66624++67W3282+2Gy+VCZWUlkpIirwBs3F+GFYVFKCqtRkCXMCsCeelOzJ+ah0mDUjvl9RBFQ0v7AREREREQ43Glfr8fW7duxeLFi8PLFEXBjBkzsGnTpiYf4/P54PP5wrfd7uaThSYNSsWEgb2x86gb5R4/UhwWjMhO4pUCIiIiIoo7MV0YlJWVQdM0ZGRkRCzPyMjA7t27m3zMsmXLsHTp0jY/h6IIjOrrOqN2EhERERF1dzE/xqC9Fi9ejMrKyvDP4cOHo90kIiIiIqKYF9NXDFJTU6GqKo4dOxax/NixY8jMzGzyMVarFVarNXw7NISipS5FRD1d6O8/xocUERERURTFdGFgsVgwduxYrF+/HnPmzAFgDD5ev349Fi5c2KZtVFVVAQBycnI6q5lE3UZVVRVcLnadIyIiosZiujAAgEWLFmHevHk477zzMH78eDz22GOoqanBDTfc0KbHZ2dn4/Dhw0hMTIQQjQcVu91u5OTk4PDhw3GX1hKvrz0eX7eUElVVVcjOzo52U4iIiChGxXxhcPXVV+P48eO4//77UVJSgrPPPhtvv/12owHJzVEUBX379m11vaSkpLg5SWwoXl97vL1uXikgIiKilsT8PAadLZ7z3eP1tcfr6yYiIiJqSY9LJSIiIiIiovaL+8LAarViyZIlEUlG8SJeX3u8vm4iIiKilsR9VyIiIiIiIuIVAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDLF++HP3794fNZkN+fj4+/vjjaDepQ7333nuYPXs2srOzIYTAunXrIu6XUuL+++9HVlYW7HY7ZsyYgX379kWnsR1o2bJlGDduHBITE5Geno45c+Zgz549EevU1tZiwYIF6N27N5xOJ6644gocO3YsSi0mIiIiiq64LgxeeuklLFq0CEuWLMGnn36KMWPGYObMmSgtLY120zpMTU0NxowZg+XLlzd5/8MPP4zHH38cTz31FDZv3oyEhATMnDkTtbW1XdzSjlVYWIgFCxbgo48+wrvvvotAIICLL74YNTU14XVuv/12vP7663jllVdQWFiIo0eP4vLLL49iq4mIiIiiJ67jSvPz8zFu3Dg88cQTAABd15GTk4Nbb70Vd999d5Rb1/GEEFi7di3mzJkDwLhakJ2djTvuuAN33nknAKCyshIZGRlYtWoVvve970WxtR3r+PHjSE9PR2FhIaZMmYLKykqkpaVhzZo1uPLKKwEAu3fvxvDhw7Fp0yZMmDAhyi0mIiIi6lpxe8XA7/dj69atmDFjRniZoiiYMWMGNm3aFMWWdZ0DBw6gpKQk4j1wuVzIz8/vce9BZWUlACAlJQUAsHXrVgQCgYjXPmzYMOTm5va4105ERETUFnFbGJSVlUHTNGRkZEQsz8jIQElJSZRa1bVCr7Onvwe6ruO2227D5MmTMXLkSADGa7dYLEhOTo5Yt6e9diIiIqK2MkW7AUSdbcGCBfjiiy/wwQcfRLspRERERDErbq8YpKamQlXVRik0x44dQ2ZmZpRa1bVCr7MnvwcLFy7EG2+8gQ0bNqBv377h5ZmZmfD7/aioqIhYvye9diIiIqL2iNvCwGKxYOzYsVi/fn14ma7rWL9+PSZOnBjFlnWdAQMGIDMzM+I9cLvd2Lx5c7d/D6SUWLhwIdauXYv//ve/GDBgQMT9Y8eOhdlsjnjte/bswaFDh7r9ayciIiI6HXHdlWjRokWYN28ezjvvPIwfPx6PPfYYampqcMMNN0S7aR2muroa+/fvD98+cOAAtm3bhpSUFOTm5uK2227Dr3/9awwePBgDBgzAfffdh+zs7HByUXe1YMECrFmzBq+++ioSExPD4wZcLhfsdjtcLhduvPFGLFq0CCkpKUhKSsKtt96KiRMnMpGIiIiI4lJcx5UCwBNPPIFHHnkEJSUlOPvss/H4448jPz8/2s3qMAUFBZg+fXqj5fPmzcOqVasgpcSSJUvwpz/9CRUVFTj//PPx5JNPYsiQIVFobccRQjS5fOXKlbj++usBGBOc3XHHHfjb3/4Gn8+HmTNn4sknn2RXIiIiIopLcV8YEBERERFRHI8xICIiIiKiU1gYEBERERERCwMiIiIiImJhQEREREREYGFARERERERgYUBERERERGBhQEREREREYGFARERERERgYRAXhBBYt27dGW1j2rRpuO2228K3+/fvj8cee+yMttleBw8ehBAC27Zta/NjVq1aheTk5E5rExEREVFPwcKgmzt+/Djmz5+P3NxcWK1WZGZmYubMmfjwww+j1qa3334bQgiUlJRELM/KykL//v0jloVO9tevX9/qdnNyclBcXIyRI0d2ZHNx/fXXY86cOR26TSIiIqLuhoVBN3fFFVfgs88+w+rVq7F371689tprmDZtGk6cOBG1Np1//vkwmUwoKCgIL9u1axe8Xi9OnjyJgwcPhpdv2LABVqsVkydPbnW7qqoiMzMTJpOpE1pNREREFN9YGHRjFRUVeP/99/Hb3/4W06dPR79+/TB+/HgsXrwY3/nOdyLWLSsrw9y5c+FwODB48GC89tprEfd/8cUXmDVrFpxOJzIyMvCDH/wAZWVlp9Uup9OJcePGRRQGBQUFOP/88zF58uRGyydMmACbzQYAePbZZzF8+HDYbDYMGzYMTz75ZHjdproSvfbaaxg8eDBsNhumT5+O1atXQwiBioqKiDa98847GD58OJxOJy655BIUFxcDAB544AGsXr0ar776KoQQEEJEtI+IiIgoXrAw6MacTiecTifWrVsHn8/X4rpLly7FVVddhe3bt+PSSy/Ftddei/LycgBGgXHBBRfgnHPOwZYtW/D222/j2LFjuOqqq067bdOnT8eGDRvCtzds2IBp06Zh6tSpEcsLCgowffp0AMALL7yA+++/Hw8++CB27dqFhx56CPfddx9Wr17d5HMcOHAAV155JebMmYPPP/8cP/7xj/HLX/6y0Xoejwe/+93v8Pzzz+O9997DoUOHcOeddwIA7rzzTlx11VXhYqG4uBiTJk067ddNRERE1F2xMOjGTCYTVq1ahdWrVyM5ORmTJ0/GPffcg+3btzda9/rrr8c111yDQYMG4aGHHkJ1dTU+/vhjAMATTzyBc845Bw899BCGDRuGc845B3/+85+xYcMG7N2797TaNn36dOzduzf8zXxhYSGmTp2KKVOmoLCwEADw1Vdf4dChQ+HCYMmSJfj973+Pyy+/HAMGDMDll1+O22+/HU8//XSTz/H0009j6NCheOSRRzB06FB873vfw/XXX99ovUAggKeeegrnnXcezj33XCxcuDA8psHpdMJut4fHZ2RmZsJisZzWayYiIiLqzlgYdHNXXHEFjh49itdeew2XXHIJCgoKcO6552LVqlUR640ePTr8e0JCApKSklBaWgoA+Pzzz7Fhw4bwFQin04lhw4YBAIqKik6rXZMmTYLFYkFBQQG+/PJLeL1enHvuuTjvvPNw/PhxHDhwAAUFBbDb7ZgwYQJqampQVFSEG2+8MaIdv/71r5ttw549ezBu3LiIZePHj2+0nsPhQF5eXvh2VlZW+LUTERERkYGjOHsAm82Giy66CBdddBHuu+8+/OhHP8KSJUsivj03m80RjxFCQNd1AEB1dTVmz56N3/72t422nZWVdVptcjgcGD9+PDZs2IDy8nKcf/75UFUVqqpi0qRJ2LBhAzZs2IDJkyfDYrHg5MmTAIBnnnkG+fn5EdtSVfW02hDS1GuXUp7RNomIiIh6GhYGPdBZZ53VrnkLzj33XPzjH/9A//79OzTxZ/r06XjxxRdx8uRJTJs2Lbx8ypQpKCgoQGFhIW655RYAQEZGBrKzs/HVV1/h2muvbdP2hw4din/9618Ryz755JN2t9NisUDTtHY/joiIiKgnYVeibuzEiRO44IIL8Ne//hXbt2/HgQMH8Morr+Dhhx/GZZdd1ubtLFiwAOXl5bjmmmvwySefoKioCO+88w5uuOGGMzphnj59Ovbt24d33nkHU6dODS+fOnUq1q1bh8OHD4fHFwDGAOlly5bh8ccfx969e7Fjxw6sXLkSjz76aJPb//GPf4zdu3fjrrvuwt69e/Hyyy+Hu1AJIdrczv79+2P79u3Ys2cPysrKEAgETu8FExEREXVjLAy6MafTifz8fPzhD3/AlClTMHLkSNx333246aab8MQTT7R5O9nZ2fjwww+haRouvvhijBo1CrfddhuSk5OhKKf/JzJx4kRYrVZIKTF27Njw8vz8fAQCgXCsaciPfvQjPPvss1i5ciVGjRqFqVOnYtWqVRgwYECT2x8wYAD+/ve/45///CdGjx6NFStWhFOJrFZrm9t50003YejQoTjvvPOQlpYW1cnhiIiIiKJFSHa2ph7kwQcfxFNPPYXDhw9HuylERERE3QrHGFC39uSTT2LcuHHo3bs3PvzwQzzyyCNYuHBhtJtFRERE1O2wMKBubd++ffj1r3+N8vJy5Obm4o477sDixYuj3SwiIiKiboddiYiIiIiIiIOPiYiIiIiIhQEREREREYGFARERERERgYUBERERERGBhQEREREREYGFARERERERgYUBERERERGBhQEREREREQH4/04uPBw/MPSsAAAAAElFTkSuQmCC", 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", 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" ] @@ -1463,12 +1706,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1490,6 +1733,13 @@ "> No necesariamente entre más altura tenga el cangrejo mayor va a ser su edad." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Preparacion de Datos**" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1501,7 +1751,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1510,7 +1760,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1519,7 +1769,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1534,7 +1784,7 @@ " [0., 1., 0.]], shape=(3893, 3))" ] }, - "execution_count": 23, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1546,7 +1796,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1664,7 +1914,7 @@ "[3893 rows x 3 columns]" ] }, - "execution_count": 24, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1676,7 +1926,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1903,7 +2153,7 @@ "[3893 rows x 11 columns]" ] }, - "execution_count": 25, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1917,55 +2167,161 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "sns.heatmap(data.corr(method= \"pearson\"), annot = True) # por defecto el metodo de corr() es pearson" + "df_clear = data" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 34, "metadata": {}, + "outputs": [], "source": [ - "> No obtuvimos información tan interesante al aplicar One Hot Encoding, ya que la correlación con `Sex_F`, `Sex_M` y `Sex_I` fue baja, no le vamos a dar mucha relevancia a estas columnas." + "df_clear.to_csv(\"D:/DataSets/CrabAge/data_clear.csv\")" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 35, "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LengthDiameterHeightWeightShucked WeightViscera WeightShell WeightAgeSex_FSex_ISex_M
01.43751.17500.412524.63571512.3320335.5848526.74718191.00.00.0
10.88750.65000.21255.4005802.2963101.3749511.55922260.00.01.0
21.03750.77500.25007.9520353.2318431.6017472.76407660.01.00.0
31.17500.88750.250013.4801874.7485412.2821355.244657101.00.00.0
40.88750.66250.21256.9031033.4586391.4883491.70097060.01.00.0
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" + ], + "text/plain": [ + " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", + "1 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", + "2 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", + "3 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", + "4 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", + "\n", + " Shell Weight Age Sex_F Sex_I Sex_M \n", + "0 6.747181 9 1.0 0.0 0.0 \n", + "1 1.559222 6 0.0 0.0 1.0 \n", + "2 2.764076 6 0.0 1.0 0.0 \n", + "3 5.244657 10 1.0 0.0 0.0 \n", + "4 1.700970 6 0.0 1.0 0.0 " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Preparacion de Datos" + "df_clear.head()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, From 1b2636ee90aeaccc89063b6ed1c85249a6340b98 Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Thu, 16 Jan 2025 18:15:14 -0500 Subject: [PATCH 5/9] Recorte valores extremos y cree un modelado de random forest y linear regretion --- Notebooks/eda_data.ipynb | 7236 +++++++++++++++++++++++++++++++++++--- 1 file changed, 6696 insertions(+), 540 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index ade712a..885ec34 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -51,13 +51,6 @@ "License(s): CC0-1.0\n", "crab-age-prediction.zip: Skipping, found more recently modified local copy (use --force to force download)\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2025-01-14 00:22:10,264 WARNING Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'NameResolutionError(\": Failed to resolve 'www.kaggle.com' ([Errno 11001] getaddrinfo failed)\")': /api/v1/datasets/metadata/sidhus/crab-age-prediction\n" - ] } ], "source": [ @@ -810,7 +803,7 @@ 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3.31307\n", "Weight: 0.51870\n", "Shucked Weight: 0.70284\n", "Viscera Weight: 0.57807\n", @@ -1272,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1328,7 +1251,7 @@ "freq 1435" ] }, - "execution_count": 22, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1346,7 +1269,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1399,28 +1322,4808 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import plotly.express as px" + ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 20, "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "Age=%{y}", + 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"bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "width": 600, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ] + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Age" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Correlaciones" + "fig = px.box(data[\"Age\"], y = \"Age\", width= 600, height= 600)\n", + "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Vamos a crear una tabla de correlaciones entre las variables númericas" + "> Necesitamos quitar o recortar los valores atipicos o extremos, ya que es un pre-requesito para aplicar una regresión lineal.\n", + "\n", + "> Otra \n", + "\n", + "> Otra" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1456,186 +6159,559 @@ " \n", " \n", " \n", - " Length\n", - " 1.000000\n", - " 0.986653\n", - " 0.823748\n", - " 0.925374\n", - " 0.898181\n", - " 0.903253\n", - " 0.897736\n", - " 0.554973\n", + " count\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", + " 3893.000000\n", " \n", " \n", - " Diameter\n", - " 0.986653\n", - " 1.000000\n", - " 0.830230\n", - " 0.925770\n", - " 0.893626\n", - " 0.899810\n", - " 0.905561\n", - " 0.573844\n", + " mean\n", + " 1.311306\n", + " 1.020893\n", + " 0.349464\n", + " 23.567275\n", + " 10.207342\n", + " 5.136546\n", + " 6.795844\n", + " 9.954791\n", " \n", " \n", - " Height\n", - " 0.823748\n", - " 0.830230\n", - " 1.000000\n", - " 0.815180\n", - " 0.771722\n", - " 0.793995\n", - " 0.814012\n", - " 0.552345\n", + " std\n", + " 0.300431\n", + " 0.248233\n", + " 0.104751\n", + " 13.891201\n", + " 6.275275\n", + " 3.104133\n", + " 3.943392\n", + " 3.220967\n", " \n", " \n", - " Weight\n", - " 0.925374\n", - " 0.925770\n", - " 0.815180\n", + " min\n", + " 0.187500\n", + " 0.137500\n", + " 0.025000\n", + " 0.056699\n", + " 0.028349\n", + " 0.014175\n", + " 0.042524\n", " 1.000000\n", - " 0.969077\n", - " 0.965583\n", - " 0.955269\n", - " 0.538819\n", " \n", " \n", - " Shucked Weight\n", - " 0.898181\n", - " 0.893626\n", - " 0.771722\n", - " 0.969077\n", - " 1.000000\n", - " 0.931280\n", - " 0.882406\n", - " 0.418760\n", + " 25%\n", + " 1.125000\n", + " 0.875000\n", + " 0.287500\n", + " 12.672227\n", + " 5.343881\n", + " 2.664853\n", + " 3.713785\n", + " 8.000000\n", " \n", " \n", - " Viscera Weight\n", - " 0.903253\n", - " 0.899810\n", - " 0.793995\n", - " 0.965583\n", - " 0.931280\n", - " 1.000000\n", - " 0.906105\n", - " 0.501328\n", + " 50%\n", + " 1.362500\n", + " 1.062500\n", + " 0.362500\n", + " 22.792998\n", + " 9.539607\n", + " 4.861939\n", + " 6.662133\n", + " 10.000000\n", " \n", " \n", - " Shell Weight\n", - " 0.897736\n", - " 0.905561\n", - " 0.814012\n", - " 0.955269\n", - " 0.882406\n", - " 0.906105\n", - " 1.000000\n", - " 0.625195\n", + " 75%\n", + " 1.537500\n", + " 1.200000\n", + " 0.412500\n", + " 32.786197\n", + " 14.273973\n", + " 7.200773\n", + " 9.355335\n", + " 11.000000\n", " \n", " \n", - " Age\n", - " 0.554973\n", - " 0.573844\n", - " 0.552345\n", - " 0.538819\n", - " 0.418760\n", - " 0.501328\n", - " 0.625195\n", - " 1.000000\n", + " max\n", + " 2.037500\n", + " 1.625000\n", + " 2.825000\n", + " 80.101512\n", + " 42.184056\n", + " 21.545620\n", + " 28.491248\n", + " 29.000000\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Length Diameter Height Weight Shucked Weight \\\n", - "Length 1.000000 0.986653 0.823748 0.925374 0.898181 \n", - "Diameter 0.986653 1.000000 0.830230 0.925770 0.893626 \n", - "Height 0.823748 0.830230 1.000000 0.815180 0.771722 \n", - "Weight 0.925374 0.925770 0.815180 1.000000 0.969077 \n", - "Shucked Weight 0.898181 0.893626 0.771722 0.969077 1.000000 \n", - "Viscera Weight 0.903253 0.899810 0.793995 0.965583 0.931280 \n", - "Shell Weight 0.897736 0.905561 0.814012 0.955269 0.882406 \n", - "Age 0.554973 0.573844 0.552345 0.538819 0.418760 \n", + " Length Diameter Height Weight Shucked Weight \\\n", + "count 3893.000000 3893.000000 3893.000000 3893.000000 3893.000000 \n", + "mean 1.311306 1.020893 0.349464 23.567275 10.207342 \n", + "std 0.300431 0.248233 0.104751 13.891201 6.275275 \n", + "min 0.187500 0.137500 0.025000 0.056699 0.028349 \n", + "25% 1.125000 0.875000 0.287500 12.672227 5.343881 \n", + "50% 1.362500 1.062500 0.362500 22.792998 9.539607 \n", + "75% 1.537500 1.200000 0.412500 32.786197 14.273973 \n", + "max 2.037500 1.625000 2.825000 80.101512 42.184056 \n", "\n", - " Viscera Weight Shell Weight Age \n", - "Length 0.903253 0.897736 0.554973 \n", - "Diameter 0.899810 0.905561 0.573844 \n", - "Height 0.793995 0.814012 0.552345 \n", - "Weight 0.965583 0.955269 0.538819 \n", - "Shucked Weight 0.931280 0.882406 0.418760 \n", - "Viscera Weight 1.000000 0.906105 0.501328 \n", - "Shell Weight 0.906105 1.000000 0.625195 \n", - "Age 0.501328 0.625195 1.000000 " + " Viscera Weight Shell Weight Age \n", + "count 3893.000000 3893.000000 3893.000000 \n", + "mean 5.136546 6.795844 9.954791 \n", + "std 3.104133 3.943392 3.220967 \n", + "min 0.014175 0.042524 1.000000 \n", + "25% 2.664853 3.713785 8.000000 \n", + "50% 4.861939 6.662133 10.000000 \n", + "75% 7.200773 9.355335 11.000000 \n", + "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 24, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# No es necesario, con un mapa de calor estaria bien\n", - "data_copy = data.drop(columns=[\"Sex\"])\n", - "data_copy.corr()" + "data.describe()" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 22, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valores extremos: [20, 17, 17, 17, 19, 26, 17, 23, 18, 16, 18, 17, 16, 18, 20, 16, 18, 3, 18, 17, 24, 16, 19, 17, 19, 19, 17, 16, 23, 18, 18, 17, 21, 16, 17, 3, 19, 20, 19, 3, 17, 19, 16, 19, 16, 17, 17, 19, 18, 18, 17, 17, 16, 16, 19, 16, 18, 20, 20, 17, 20, 17, 19, 16, 2, 18, 18, 17, 3, 16, 16, 17, 23, 3, 18, 17, 16, 21, 19, 16, 16, 16, 17, 1, 16, 20, 3, 17, 22, 20, 18, 20, 17, 17, 20, 16, 19, 16, 16, 18, 19, 22, 16, 17, 17, 20, 17, 19, 18, 17, 19, 20, 18, 20, 19, 29, 16, 20, 16, 21, 21, 21, 19, 19, 19, 20, 18, 22, 17, 21, 21, 19, 23, 18, 3, 16, 18, 17, 16, 16, 20, 18, 18, 18, 16, 19, 16, 21, 19, 19, 23, 16, 16, 25, 17, 17, 17, 17, 16, 17, 19, 17, 17, 18, 16, 18, 16, 18, 17, 19, 3, 3, 18, 16, 20, 16, 16, 3, 17, 17, 20, 17, 16, 18, 18, 21, 18, 21, 19, 17, 19, 16, 18, 27, 17, 23, 20, 17, 22, 16, 20, 16, 16, 21, 18, 22, 16, 23, 19, 21, 18, 24, 16, 17, 16, 16, 18, 16, 16, 16, 16, 3, 3, 16, 19, 16, 16, 16, 27, 17, 16, 17, 19, 16, 17, 18, 16, 22, 20, 17, 18, 17, 16, 18, 21, 17, 16, 17, 20, 3, 16, 20, 18, 17, 17, 16, 21]\n", + "Tenemos 257 valores extremos.\n" + ] + } + ], "source": [ - "### Para visualizar mejor la información, vamos a crear un mapa de calor" + "# Calculos\n", + "Q1 = np.percentile(data[\"Age\"], 25)\n", + "Q3 = np.percentile(data[\"Age\"], 75)\n", + "IQR = Q3 - Q1\n", + "\n", + "# Limites\n", + "lower_limit = Q1 - 1.5 * IQR\n", + "upper_limit = Q3 + 1.5 * IQR\n", + "\n", + "# Identificar valores extremos\n", + "outliers_age = [x for x in data.Age if x < lower_limit or x > upper_limit]\n", + "print(\"Valores extremos:\", outliers_age)\n", + "\n", + "print(\"Tenemos\", len(outliers_age), \"valores extremos.\")" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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upper_limit]\n", + "print(\"Datos filtrados:\", filtered_age)\n", + "print(len(filtered_age))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 24, "metadata": {}, - "source": [ - "Note que las variables que tienen más correlación con nuestra variable objetivo `Age` son:\n", - " \n", - " • Shell Weight\n", + "outputs": [ + { + "data": { + "text/html": [ + "
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SexLengthDiameterHeightWeightShucked WeightViscera WeightShell WeightAge
9I0.91250.68750.33756.8038803.0617461.2615532.0836887
6F1.30001.00000.325017.7042636.0951425.8541724.81941515
6F1.30001.00000.325017.7042636.0951425.8541724.81941515
10M0.82500.53750.18753.2460181.2757270.7512620.9922326
6F1.30001.00000.325017.7042636.0951425.8541724.81941515
\n", + "
" + ], + "text/plain": [ + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "9 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "10 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "\n", + " Shell Weight Age \n", + "9 2.083688 7 \n", + "6 4.819415 15 \n", + "6 4.819415 15 \n", + "10 0.992232 6 \n", + "6 4.819415 15 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_clear = data.iloc[filtered_age]\n", + "df_clear.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3636, 9)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_clear.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlaciones" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vamos a crear una tabla de correlaciones entre las variables númericas" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LengthDiameterHeightWeightShucked WeightViscera WeightShell WeightAge
Length1.0000000.9951770.8277500.9562030.9054660.9645790.9764050.803830
Diameter0.9951771.0000000.8575190.9522840.9018450.9580630.9741780.820581
Height0.8277500.8575191.0000000.7793940.7132140.7545310.8637970.609151
Weight0.9562030.9522840.7793941.0000000.9865810.9855670.9706180.768048
Shucked Weight0.9054660.9018450.7132140.9865811.0000000.9582980.9247380.709753
Viscera Weight0.9645790.9580630.7545310.9855670.9582981.0000000.9550920.838498
Shell Weight0.9764050.9741780.8637970.9706180.9247380.9550921.0000000.754562
Age0.8038300.8205810.6091510.7680480.7097530.8384980.7545621.000000
\n", + "
" + ], + "text/plain": [ + " Length Diameter Height Weight Shucked Weight \\\n", + "Length 1.000000 0.995177 0.827750 0.956203 0.905466 \n", + "Diameter 0.995177 1.000000 0.857519 0.952284 0.901845 \n", + "Height 0.827750 0.857519 1.000000 0.779394 0.713214 \n", + "Weight 0.956203 0.952284 0.779394 1.000000 0.986581 \n", + "Shucked Weight 0.905466 0.901845 0.713214 0.986581 1.000000 \n", + "Viscera Weight 0.964579 0.958063 0.754531 0.985567 0.958298 \n", + "Shell Weight 0.976405 0.974178 0.863797 0.970618 0.924738 \n", + "Age 0.803830 0.820581 0.609151 0.768048 0.709753 \n", + "\n", + " Viscera Weight Shell Weight Age \n", + "Length 0.964579 0.976405 0.803830 \n", + "Diameter 0.958063 0.974178 0.820581 \n", + "Height 0.754531 0.863797 0.609151 \n", + "Weight 0.985567 0.970618 0.768048 \n", + "Shucked Weight 0.958298 0.924738 0.709753 \n", + "Viscera Weight 1.000000 0.955092 0.838498 \n", + "Shell Weight 0.955092 1.000000 0.754562 \n", + "Age 0.838498 0.754562 1.000000 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# No es necesario, con un mapa de calor estaria bien\n", + "df_clear_copy = df_clear.drop(columns=[\"Sex\"])\n", + "df_clear_copy.corr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Para visualizar mejor la información, vamos a crear un mapa de calor" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(df_clear_copy.corr(method=\"pearson\"), annot = True ) # por defecto el metodo de corr() es pearson" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note que las variables que tienen más correlación con nuestra variable objetivo `Age` son:\n", + "\n", + " • Viscera Weight\n", " • Diameter\n", - " • Height\n", " • Lenght\n", " • Weight\n", - " • Viscera Weight\n", + " • Shell Weight\n", + " • Shucked Weight\n", "\n", - "Note que hay variables que tienen una correlación muy alta respecto a las otras variables, por ejemplo algunas son: \n", + "Note que hay variables que tienen una correlación muy alta respecto a las otras variables, por ejemplo algunas son:\n", "\n", " • length\n", " • Diameter\n", "\n", - "Al que estas varibles tenga una correlación tan cercana a `1` (una correlación positiva), nos indica que entre más aumente una variable la otra tambien va a crecer ya que tienen una correlación alta. Ejemplo, entre más diametro tenga va a ser más largo el cangrejo.\n", + "Al que estas varibles tenga una correlación tan cercana o igual a `1` (una correlación positiva), nos indica que entre más aumente una variable la otra tambien va a crecer ya que tienen una correlación alta. Ejemplo, entre más diametro tenga va a ser más largo el cangrejo.\n", "\n", "\n" ] @@ -1649,12 +6725,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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eCwBoaGjIOCmoqgpVVXMyTmJ8kFAw2tfUhWqvlJZOlFApmF3j6aVgtH5bI94+FkAgqoNzAUli8DoUzKn1pdUwEAQxthmtoODQiTBufWIPDndEAABf/83r+Muq8zHRU1w2kHwAYrQZip3vyYMvNmLd1kZ0RXRwWGo+dzy1FysX1+OrF/T+2ywW8hrWCCGwatUqbNq0CS+88AKmTZs24Ht27doFAKipqcnx6IjxylAVjN460gl/pDso4EIgEDXw5mE/KRkRxDjheNfoBAX/aGjDNze+kQwKAGBOjReqrXhWK8kHIPLFYO18Tx58sRE/evYA/GEdksRglxkkicEf1vGjZw/gwRcbR/kTjRx53TFYuXIlNm7ciCeeeAIejwfNzc0AAJ/PB6fTicbGRmzcuBEf//jHUVFRgbfeegs33ngjLrjgApx22mn5HDoxxhmKgpFhWlJnNkUCgyV9pnMBk3N0RQ1SMiKIMc7xLg1d0dwGBVwI/HbnB9iw/YO04ysvqsd3PjqzqOYX8gGIfJKtne+JYXCs29oIkwvYFQaJWcG4xACJccQMgXVbG3HNedOKMq0or4HB+vXrAVgNTFJ5+OGHcfXVV8Nut+P555/Hfffdh1AohLq6Olx55ZW45ZZb8jBaYrwxGAUjp02GP2J1TmSwXmeMQZGAmMlRVmInJaMefO973+tVJDhz5kzs378fABCNRvGd73wHjz76KDRNw9KlS3H//fejqqoqH8MliH5p7YoiGDVyeo+QZuCHz+zHPxpPJI85bTLWLJuFq86pK6qgACAfgMg/2dj5njz5VhO6IjoUuTsoSCAxCYrM0RXR8eRbTbj8zEm5/ggjTl4Dg54daHtSV1eHbdu2jdJoCKI32SoYKTKDEECPOQIMgBCAzBg0zselwkF/zJ07F88//3zye0XpnpJuvPFGPP300/jDH/4An8+HVatW4YorrsA//vGPfAyVIPpkNIKCQ+1h3PbEXhxqDyePTS5z4s5L52JqRUlO750ryAcgCoGB7HxPjnaGwQEofcQOEgPM+HnFSEEUHxNEsZJQNhACYAzJ/ycQsL43hchK4WC8oShKxsZFfr8fDz30EDZu3IiLL74YgLWKOHv2bOzcuRMLFy4c7aESRC+EEDjepSGo5TYo2NF4Anf/7z6EYmby2MLp5bh52Wy4HWTGCWI0mVTqggSACysI6AkX1qLgpNLMvTYKHZpRiJyTkPEcaJsu2/NG6n2p720LaegM6fA5FfgjRtZSo93KBgHYZQmawcFkJGsMDC7gUCREYibm1Hr7VTjIluF83kLj3XffRW1tLRwOBxYtWoS1a9diypQpeP3116HrOpYsWZI8d9asWZgyZQp27NjRb2BADY6I0WA0ggIuBH638xAe3v5+2vF/WTgFV583FRIrzueeIFLhXGD3UT/+ebgTTACnTynFvEm+XnYtF7ZvKPeeOsEFj8MGf0SHxHhaOhEXHIYp4HPZsPy0kS2QHy3bT4EBkVMSMp6NrUHopoBNZqivdPcq7Mn2vKFev7/3vn3Mj0DUgMlFcsVfzlJqNKFscPOm3dBNDs0AdIMnVYkkxiBLEjwOpV+Fg2wZzuctNM4991xs2LABM2fORFNTE+644w58+MMfxp49e9Dc3Ay73Y7S0tK091RVVSULFPuCGhwRuUYIgdYuDaEcBgXhmIEfPnMAL6WomTlsEv592SxccPLEnN2XIEaT7Q1tWPvMPhxoDsLgHABgkyWcUuXGmmWzk3YtF7ZvOPcuK7GhK6ojZggoMofErJ0CwxSQJYaVi+tHtPB4NG0/EwMl+RU5gUAAPp8Pfr8fXu/wV2uJ7EnIeAY1A2UuO+yyhJjJ0RHW4VZl3H35PJw3Y0LW5w31+v2NrT0UQ0Q3YXIBnvIkSPHgwGlTUF5i6/daievluo/BcD5vMTwHnZ2dOOmkk/Bf//VfcDqduOaaa9JW/gHgnHPOwUUXXYQf/ehHfV4n045BXV1dQX92ongYjaDgSEcYtz6xFx+c6M5RnlRq1RNMm5C5nmBSmROq0rtRU4JimANywXj93MXA9oY23Pj4Lhzv0sAAyDIDBKxFOgATPSru/ezpADBk25fLe5ucQzc5IjHTShsG4HHaRryPwXBsfyrZPgu0Y0DkhFQZz2qvI9k8xCHJqPZKaA5oWL+tEedMLc/qvJ4yn9leP5M8aOK9XVE9HhBYOwVAvFgYVq0AF9lLjaYqG+Si8/FwPm+xUFpailNOOQUNDQ346Ec/ilgshs7OzrRdg5aWlow1CalQgyMiVwgh0BLQEI7lLijY+d4J/OB/9yGkddcTnDOtHP/x8VnwOGw5uy9BjCacC9y/tQHtoRgYA2xSvMkYAyRJQDc42kMxrPt7AxjDiNq+wd2b9XvvOTVeXHHmZDT5IznpfJwP2198AqtEUZCQ8Sxz2dM6CgKWjGepy4bG1iCefKspq/P2HkvPE8/2+j3fl/pel11BzOTJPF0W/0/iahKz2qU77XKf10oloWyweFYlLj9zEi6aWYl5k3vnKg6F4XzeYiEYDKKxsRE1NTVYsGABbDYbtmzZknz9wIEDOHToEBYtWpTHURLjlVwHBUII/O7lD/Afm/akBQVfOKcOP7jsVAoKiDHF3mMB7G/ughCAIqV3HmZgUGQJQgjsbbLOG0nbl/W9jwVwYIB7H2wL4ZQqD1ZdfDIuP3PSiPctyIftpx0DIickZDztcuaHRJUl+LnA0c5wVuf1lPnM9vqZ5EET77XJklVTgG71oAQi/h+BwpAaHc7nLVS++93vYvny5TjppJNw7Ngx3H777ZBlGZ///Ofh8/lw7bXXYvXq1SgvL4fX68X111+PRYsWkSIRMeoIIdAciCKSogo0kkRiJn707H68+G56PcG/XTILF55C9QTE2KM9HINuWFv1mZbOEip/usEhJGlEbV+2946ZHALIq93Nh+2nwIDICQkZz5jJ4ZB6571qJodNYphU6srqvFKnDbuP+JPV+KVOG2wyg2aYABgMzqFIEhw2K/pPvC8hD5pazd8ejMEmW8XBiWCAAfFooBsRPxCKGYAQaOvSsO2d43lRAsr251lMcqhHjhzB5z//eZw4cQITJ07E+eefj507d2LiRMsRuvfeeyFJEq688sq0BmcEMZrkOig42hHBrU/swfsp9QS1pQ58/9JT+6wnIIhip9xlh01hQAzJ/PwEAiKZ6y8xBpvSbfuEEIjqPGnzBXpLgQ+k3tPfvQEkU4sT2QSBqA6fy5ZUG0zc3+ACCgPag7Gc+Qb5sP0UGBA5oVvGswvV3vStOiEEOsM6Ztd4sPy0Gvz5n0f6Pa/Gp+LHz+3He8dDyWr86RNLoNokfBBv9pNQE1IVCRPcKoKaidk1Hsyt9faq5lckIGJwcM5hlyVEDbNnTAAAMCyRApwIxgAGrPnzbjhtMkpUedSVgLL9eY6EHOpo8eijj/b7usPhwLp167Bu3bpRGhFBpMO5FRRE9dwEBa8cbMddT+9Lkzw9e2oZbvnEbEodIsY0c2u9mFXtwcsH22FwnszzN4WAYfKkGIhmmJAkq4lgmcuOtqAGzeBpPYNmVXfbvmzUe/q6N2AFJbph7RTE4r5BV1RHeygGj8OGoKYn728KAZkxfP+pvZAlKSdKQfmw/VRjQOSEhIynW5XRHNAQ0U1wLhDRTTQHNLhVGdddaMl59XeeIgGtXRr2N3ehRFVQ6VFRoip460gAh06EYZjCUgBi1iQRiZk41B6GLAHXXViPne+dwM2bdmNfUyD5frfDBs6BcIwj83pBOgIAE4DJOSK6AcaAfU1duHnTbmxPkRLMJdn+PIu18JggCo1cBgVCCPz+lUNY8+fdaUHB586uw92Xz6OggBjzSBLDNxfPQHmJ3UoZMi2Fn5jRHRQoEsNEjwohGLqiBg61hxGJmWDMUg7k3NpZaO3SsPO9E0n1nlR7X6Iqvex1pnubgsPkHDGdg8PyCiZ6HKj1OSFLDKGYieZAFOH4ziGPy5sbXKBLM+CyyxnvNRI/p9G2/RQYEDnjvBkTcPfl8zC7xoOwZqA1qCGsGZhd40mT1+rrvFnVHkz0qDC5QLXXAYdNhiQxqIoEk1uTh6owOO0KBADOu3sQVHrUXopHifc7bDKmlDvhsitQZGmAsMDCbpNgkyWYAvBHdFR57AhqJtZvawTnmfYbRp5sf54EQQwPzgWachQURGIm7nxqHx78v4PJnUqHIuHWT8zG1y6YDpmCe2KccN6MCbj3s6djbq0XssRg8O68f4dNQl25C+UlKurKLDWexC4B59aCndOuYEq5CyYH7t/aiPu3NmS099VetZe9Tr+3BMMU0E0rfUmWgCkVLpSX2OF12jCp1JnscJww90xikJjlg3ABnAhpUBUp471G4uc0mrafUomInJIq49lft75M53EhcN1vX+9VjR/VOWImhyIzmAKY5FXBUuoMwAROBGMDKh5VelV0hjS4HQqcimRNDtzqZsqYAGMMumk92EJY+YaKBGgGh2aINDWAeZN9uf9h9vFzKubOxwRRaCSCAi0HQcGxzghue2Iv3msLJY/V+By489K5qJ/oHvH7EUShc96MCXhi5fnY9M+juPPJvbApEnxOG5w2OWm3NUNYvQYYUO1zQpGYVVNol5IqQgeauyAgslLvSdjrxL0TnY+bOiL40z+PoNRlg9PW7R4rkgRZYpCEgICVz98eikGSpbhfIKAZHFHdUjHMhW8wmrafAgMi5yRkPAd73rZ3jmesxje4ld8nS4DJrYYkHocCwCrM4VzAz42sFI/0eB1BeYkKSWLoiupgzJoIeEKaCPFipLiUqbV9yFFiV/KiBJTtz5MgiMGRy6Dg1feteoKuaHfq0IIppbjlk3Pgc1LqEDF+kSSGCR4VdkVGpUft5ewmuhILWOlFPVPt1HjDL4jBKwhJEsP8ulLMryvFtneO48//PApVTi/y7fY5GMx4nlGqkmGqXwDIOVMrGi3bT4EBUbD0VY1v6Q5bW3oJJz6VQSkeyQwM3eckrt1TvjTx78RxRZKKUgmIIIjMmFygyR9BLKE6MEIIIfDYq4fxy5cOpnVXv+qsyfjKhyl1iCCA/tV3EjY+k70HLFtuly2FouGo92Trc9hkKSlpmuovJMZW7L4BBQZEwWAYHE++1YSjnWFMKnXhE6dW96rGF0JACAGJMWgGh8tmbScm4JyjrUvD5DInplW4MH1iCfY3B9PeH9WtIid/RMfcWg8Yk7C/uQtVXgYuOBgYdJOnGWwhAA4Og1v5wIZpoDmgwWWX8dBLjThtcikWnFSOeZMGbmg2kJQaQRCjS66Cgohu4ifPHcDfDxxPHlMVCf9v6UxcPKtyRO9FEMVAX/Yvob7z9rEASp02mEIkJchVhSUdcS442oLWrpvLJsNhl9AZ1jGr2gNA9GvvT53kxdxab9oYSuO7dZ0RHaVOG6ZNKMHepgB8DqsGEQAMk0ORGKI6h8suo9RpQ2dYR1Q3IZiAwQVURYZNFugIaTgRimGiR0VLIAIcQZ82vlB9AQoMiILgwRcbsW5rI7oiOjisqvg7nrLhE6dW43B7GM0BDXaFwR+2pMLM+NKbZlqty8ucdnREYjjepYEL4HBHBN/c+AYq3HbIEnq/Px5cBKIGPjW/Fu+2dmF/c5e1TRiHm93Le7H4CzIDorqJ99utVIOoYWDzriZs3tUEWWKYU+PBmmWz+ywGykZKjSCI0SNXQUGTP4Jbn9iL94531xNUex34/qVzUV9J9QTE+GMg+3fByRPw6vvt6AjHwBiDBECRLeEPt6qgK2rgvbZw2jVlCZjoVvHNxfUAgJs37e7T3vsjOh566T28+G4bGluDCMVMy7kXgNMmQ5GBqMERiZnwh/WkOICE9DZHUYOjxC6nKYpFdBP7mruf9UPtEXz116/D45Axv66sl40vZF+ACSHEwKcVL4FAAD6fD36/H15v8Wi8jycefLERP3r2AEwuoMhWpT8XgGEKyBLDVWdNxltH/Xi7qQucC8gSoCoyHDYZgagOLqxV/KjBITGg0uNAqdOGmMnREdYhS4DLLuNQeyTt/aUuOzSDQ5aAkGYgqA0/r5gBqPSquPezp/d6uBNSakHNQJnLDns8L7IjrMOtyjlVFhrPz8F4/uxE/5hc4FhnBLo5skHB6x904PtPvY3AKNYTTCpzQlV6p1AkGK/PwXj93IXGQPbvi+dOwe9ePoSOcAwxQ0A3LYfdUglicCiWI57JYS1z2bDuC2fivBkTsL2hDWuf2dfLXyh12RHUdIQ0Ey67DI/DhtZAFDzuAjPGICAQL2fodR9VkSAzBg6rbjGkGcnUosQ4+8Jlk1HpVZM2Pl++QLbPAu0YEHnFMDjWbW2EyQXsCoPErK07iQES44gZAk/tbsKptT54VAU+pwKbLCfVCKqFiiMdERimgEdVMKnMkbyGQ5JR7ZXQHIiiI6TDHVcLSH0/FxzvtARhmJbqgU1h0A3R6yF3KNa25ECxgwDQHorh/q2NWDi9IrktyLlIk05NqCZ0j1HD+m3p7yEIIncYJkeTPzqiQYEQAo+/dgQP/t97afUEnz1rMr5K9QTEOGUg+9fkj2Ld1kYoEkNdmQtgQDRmdReWYGUABDUDEgNsimQ54nFxEFMIBDUD929twMLpFVg4vQI+p72XvwAAneEYzHjvg85wDAKJ6wlohvXA2iQkRUlsMgAwcC6gSAxTJ7jQ7I9CMwVcdhmVHgfsMnCgNYSeS+yJgAEAooaJQETH+m2NvWTUC9EXoD4GRF558q0mdEX0+E5B+p+jxCQoMkNXxMDepgAmelR4nXY47TJYvPuAxCR4HDZEdRMeh9LrGowxOG0yuqI6vE5br/drutUgTQBQ4oXIgLXyn1p8rJsiOVkMhGkKHGjuwt5jgeSxvccC/UqnpsqbEQSRW3IRFER1Ez/43/34xYvdQYGqSPiPj8/CNy6sp6CAGLcMZP+cdhldET0pUcpgHfM4bJDiCoEClioPA4PEGGSJQZYkKJIVKOyP29y9xwJ473iwl78QjXXLnFuS4yZkKWHzMyiNIO6DSBKU+Iq+pgu47AoimoFSlx0uVUGXxtMWAZKkdGbmwkqJamwNDiijXgi+AO0YEHnlaGcYHIDSh82UGGAA0A3epwyZtb2X7sinklANkDKckJAhS5DYEux55kBbhWnnwqpJSJUqaw/HBpROzYf0KUGMN3IRFDT7o7jtib1oOB5MHqvyqrjzU3NxcpVnxO5DEMXIQPavPxtucI7EHn4mE584ppvd9nMgmXMjsRiYUBvs4QOk/ZvFfQhuXaOnP5H1PCIAnYusZNTz7QtQYEDklUmlLkiwImop+ZBaD62lQBDf3lOsiF1lEo53adBMDlWWMNGjwuAmIIDOsA7OAZ9TgT9qIBwzk23TAaBL0wGG5FYiA9K26jgXYCzetyD5n/hrg/hMid2Gg22hpNJAf1JsQPHLmxFEMZCLoOCNQx2488n0eoLT60px+yfnwOei/gQEMZD9M4WwCnzTnHJLUUhLEQUQsJxzLrrtbDKtSHA88cZRhA0DEd1EcyACuyLDZZfhtHdLkRtmt39h1TECacnDKYMQ8Vc4t9QQAxEdXAhwARzviiISM9FPWU8aVlDB4kGJQEc4BpddSaY1JygEX4ACAyKvLD+tBnc8tRf+sA6JcQjBkpF94vGUGTC51ImG1iCiPZRDWrq05L8DUQOBqIEjnZnv1R7S0R7S+xyLKZD9tkA/cABhzcDPt7wLuyKhvtKNr18wvZf0agIhBDrDOmbXeDC3lorjCCIX6CZH8wgGBUII/PH1I2mpQwBw5ZmTKHWIIFJISJH2Zf8iMRMepw0R3YRPCIRiJo53RaEZHJyL5POlm30baH/UxJ93HU1+H9QAQAcD4LBJcNrkXu83uCU1mnYs5VvdFGnvaQ93+w9hnSOsa+iLnouL7WEdssSw7oV3kXBjZAlw2BRM9Khwq0rB+AJ5rTFYu3Ytzj77bHg8HlRWVuKyyy7DgQMH0s6JRqNYuXIlKioq4Ha7ceWVV6KlpSVPIyZGGkWRsHKxZUQ1w2pOwkW6f+6wyWg83jsoKGS8DgVVXgdKVAX7mrpwy+Y9uODkCXCrMpoDGiK6Cc5FfGVDg1uVcd2F9VR4TBA5QDc5mjpHLiiI6ibWPrMf67d1BwV2RcKaZbOw8qIZFBRkCfkA4wNJYrjuwvo+7Z/HoWDl4nq4VQWH2iM40hFGJKX7+HCeJgEgovM0pz4fyJK1vZHY7RCwMiUiMQNH2sNoD8UKxhfIa2Cwbds2rFy5Ejt37sTf/vY36LqOj33sYwiFurVgb7zxRjz55JP4wx/+gG3btuHYsWO44oor8jhqYqT56gX1uGnpKVB6PAiyxFDtdWBqhQuRbCt/c0y2j2pEN8GYFdRUe1UENRMvvtuGuy47FbNrPAhrBlqDGsKagdk1npxKlRLEeCZmWEGBwUdmDmkORPGtR3fh+X2tyWOVHhU/+9zp+OicqhG5x3iBfIDxw3kzJuDuy+f1af++ekE97rrsVEiSle6bWB102OU+6weLBZdNgk1mYIzBpkiwKxIkZvkTEmMwhEBbUMOs6sLwBQqqj8Hx48dRWVmJbdu24YILLoDf78fEiROxceNGfPrTnwYA7N+/H7Nnz8aOHTuwcOHCXtfQNA2alpJeEgigrq6ONIwLnN1H/Pjab17rrimQJZQ6bWCMoTUQTUsZKjQkAExCWnM0RQKmVrjhtFsJiBHdRFgz8It/PQtza72j3u1wPGt5j+fPPt6JGVb60EgFBZnrCXy47ZNzUJrn+qCx0MeAfICxT3/dfncf8ePrv3ktrjjEoEgSooaJIx2REbt/YrW+L1RFAhdWHWJGtaF+mOi2Q1Vk6KbVbbkjrENiDDU+FS1dGiTGkkXL1j04qr1OmEJANzkeWnE25teVDvWjDUi2c0BByZX6/X4AQHl5OQDg9ddfh67rWLJkSfKcWbNmYcqUKdixY0fGa6xduxY+ny/5VVdXl/uBE8OmPRyDYQpMKFFR6XGkSXlpPbb/C231QJElyD1kUrlAmjOiyhL0uNKAJDHMm+zDhadMxLzJPkofIogcMJJBQaKe4KY/vpUWFFxxxiTcc+VpeQ8KxgrkA4x9+rN/CfUir8MGj8MGp10e8eaDAyGEpZI0FHQuUFZiR6XXAa/TZu0KMKtWQYh03yUhjK7IVqExYwydkfymOyUomMCAc44bbrgBH/rQh3DqqacCAJqbm2G321FaWpp2blVVFZqbmzNeZ82aNfD7/cmvw4cP53roxAiQqlrQE7UPWa9CgcUf/tSpRGKAInWPuxCUBghivBAzOJr8kREJCjTdxA+fPYD7tzYmVxBtMsO/XTITqy6eAaXA56digXwAIpMfYBvl5yshR8qGUNmQKkGaUEECrM+Q2vAMiN8j7icUmn9QMKpEK1euxJ49e/DSSy8N6zqqqkJV1REaFTES9Ld1mCBVtaDKazUjCceLj1z29O3xfCa/SfFJIzEGCYDJOQCWtj1pcqA9GIVqs6TS/BEDc2q9pDpEEDlGM0w0+6NWnvIwaQlEcftf9uKdlu7+BBPdKu68dC5mVlN/gpGEfICxy0A+QOL1tpCGSq+K99vCcNgkSIzBYctSDzRLBpwVhKVUpMgSuCEGJVQ4ocSOjnAMMYNDN0yr0JgJeFQJJ0ISNINDkSy5UpNbaUt2GWgN5l+JKJWCCAxWrVqFp556Ci+++CImT56cPF5dXY1YLIbOzs60FYOWlhZUV1fnYaTEYNne0Ib12xrR2BqEbgrYZIb6Sjeuu7A+rcAmoVpw4+O7sL+5C6O8e5g1PX0NDsBalEx/QQBojxhAxEo7sMsMF5w8gdKG+uGHP/wh1qxZg29/+9u47777AFiKJN/5znfw6KOPQtM0LF26FPfffz+qqqjIk+jNSAYFbx7uxB1Pvp22vX/aZB9uXz4HZQWysgdY3VI9DqXPhknFAPkAY5eBfIDU10MxE0FNt+z/yJUVDAotLk8qTD5gPUJP3m7u6n1QAPtauovpY91iS4gZHO8eD6G8xJ53JaJU8jqTCCGwatUqbNq0CS+88AKmTZuW9vqCBQtgs9mwZcuW5LEDBw7g0KFDWLRo0WgPlxgk2xvacPOm3djXFECJqqDSoyblO2/etBvbG9p6vSdm8IINClIZ7OOrmwK/fOlgxs9MAK+++ip+8Ytf4LTTTks7TookRLaMVFAghMCf3ziK7/zhzbSg4LLTa/GTT59WUEGBwyajttSBCW41TRu+WCAfYGwzkA/w4IuNydcZYwhG9cKx/2JE2hoNdIuCJK87BitXrsTGjRvxxBNPwOPxJHMGfT4fnE4nfD4frr32WqxevRrl5eXwer24/vrrsWjRooxqBEThwLnA+m2NCGoGqr2OpNFySDKqvRKaAxrWb2vEwukVkCQGzgXu39qAoGZAlhLFPwx6vNnZaGGTrO3A5q5Yvw/tYIckALSHYrh/a/dnJiyCwSC++MUv4sEHH8Rdd92VPO73+/HQQw9h48aNuPjiiwEADz/8MGbPno2dO3fSHEAkiepWUMCHOVnEDI57n38Hz+3t1sm3yQw3LjkFl5xaOCvUiiSh3G2HWy2ITf8hQz7A2GUgH6DJH8W6rY1QJIYqr4oPToQHrQLE4kv6I+ki2CXAFAw2hSFmjLz/YZMAxiSYnMOuyJg+wYWWrliaP5Rv8rpjsH79evj9fixevBg1NTXJr8ceeyx5zr333otPfvKTuPLKK3HBBReguroaf/7zn/M4aiIb9h4LoLE1mKYulIAxhlKXDY2tQew9Fkiev7+5C0JYRk+WehfrjAZcWJNC4rapRcWJFuxDvjYXONDclfzMhMXKlSvxiU98Ik15BBiaIglgyRUGAoG0L2LsMlJBQWsgim8/tistKJjgtuO+q04vmKDAmjvtmFzmLPqgACAfYCwzkA/gtMvoiuhw2mRoukBU5/Gi3+x35IVA8j1DpadNF8xSCtKNwcuVZntDWWJQZAkG59AM0csfyjd5nVmyaaHgcDiwbt06rFu3bhRGRIwUCdmxvvJeVVmCPy7fmTw/3os88Zzmo8hYCGRURhrJayc+MwE8+uijeOONN/Dqq6/2em0oiiSAJVd4xx13jPRQiQJkpIKCN4904s4n30ZHSnfUeZOseoLyksJIHXLZFZSX2GFXireWoCfkA4xdBvIBZMbAYTnmRo/MgHym2Ahh9SUaXNnx4K4PxNWPuPXZS+xKmj+Ub4p/yYEoGFKVB9qDMSiS5Qg7pJ6qQgL+qA7T5GgPxmAY1v8FLK1fU3BIkLIyGiONgFUo3D3W9NeGO1cwAO8fDyWVGQCMerOzQuHw4cP49re/jb/97W9wOBwjdt01a9Zg9erVye8TDY6IscVIBAVCCGzedQz3b21Mq024dH4tvnlR/ahLJWbCJksoL7GjZAzsEBBjg2yUBhPSo5phAmAwOIciSXDYJDDGYAoBCZaNVeJynkO1r8Mxyz2nDy4EDDN3C5NWJoSAKSx1IsMUiBomyZUSY49MygMRgyMU0DCl3JncSgxqBloDUUR0E7LEcNfTe3HHU3shM4ZwzIApANMELL2f0UcAaAvmJmrnAEIxAz//ewNsMkOF25oETgRj/So2jVVef/11tLa24swzz0weM00TL774In7+85/jueeeG5IiCckVjn0iMRPNgeiwFg9iBsd9z7+LZ/d27z7ZZIZvf+RkfHxezUgMc1gwxlDqtKHUZSvKwmJibJKt0uDcWi8q3Hbsjyv1JBp8qYqECW4VkZgJj9OGiG7C61TgsEkIaWbeC3K5wLB3IPtDcIEYrDQlBqClKwoAmFVdOHKl+V8OIYqevpQHhBAIxwwcao8gopsIRHQc6QgjHDMhMYayEjsCUQP+sA5/RIdHteX7owDIbUjCuYBLlcEYw95jAew9FgBjyEqxaazxkY98BLt378auXbuSX2eddRa++MUvJv9NiiRET0YiKDjepeGGx3alBQUV8XqCQggKSlQFk8ucKCvpnZ9NEPliMEqDO987gdYuDSYX4FwkuwBHYiYOtYehyAwrF9fDrSpoCcTgc9qHVStQLBiiW/ZcliyfwOQCrV0adr53Ir+Di0M7BsSw6E95oK7MhcMdYTAGBCMxnAjrMLmAyy5jokdFW1ADF4BdYTBMgUBUh8R69woYUzCGE0ENyb6KDPBHdJS57HDYMis2jVU8Hk+yw2mCkpISVFRUJI+TIgmRSjhmoCWgDSsoeOuI1Z8gtZ7g1FovvvepuXmvJ7DJEircdrjsZJqJwmIwSoMAsH6blZ43pdyFtmAMmmFCcCs4kBhDpUfFtedPx9xaH9Zva0RDSxfYGHYAemZKyYyBMUtyeILbjqBmFozdp9mHGBYDKQ9M9DgQ1gx87uwpeGTH+3DZZfhcNkRjPN4FkEFiDJLEk9uSdonBjEfRxTRHMABuh4KuqAEGq0syAJii+3WJAVHd2pNQ4vnLmsER1TmcdrmXYtO8yb5R/xyFxL333gtJknDllVemNTgjxh/DDQqEEPjLm8fw87+n1xMsP60Gqy6ekdd6Ain+3PuclDZEFCaDVRpMnOuwyXA7FERjPFlnACZwIhjD3mMBnDdjAhZOr8ATu47hrqffhtMuI2ZwtHZpWY1LZpYt5UJANwvLYfA6FHidNpQ6beiM6DjWGQEDQ41PhSJLVs2FXQKDpVJUKHafAgNiWGSrPiRJlvHzOmxg8UKkRM5hGsJaS7e22ADWQxugr/qkYdQtjSgORUJEsuTOGOIBTlzlyJJVY8n8xaQGs7CUCQCrSLunYtN4YuvWrWnfkyIJAQAhzUBr19CDgpjB8bMt7+J/96TXE3zr4pPxidPymzrkVi21IaUACp0Joi8GqzSYei6DJU+asHGcC/i5kTxXkhjK3XZIjMHnsKEtmF1QAFhBicTYiHQ7H2mcdjnZEFGRWFLyXJEleBzpqdOFZPcpMCCGRUJ5IJP6EABoJodNYphU6ko7T0n0KUAPDeL4N4mggWVoXpIpCMhHz4NexLdIE2NhrLsPQuJzCohkMJQqW6ZI3ZNt4mdWKAoFBJFPhhsUHO/S8L0n92JfU1fyWEWJHXd8ai7m5LHYzyZbRZiWw0QQhU22tj5htwZzbs/rD2X3rhA32lI/R8LnSfy7J4Vk92mJghgWc2u9qK90oyOs9zLcQgh0hnXUV7qx/LSatPMcNgmqIsHgAlxwcC4gM8A0BXTDhGZwCCF6PewCfe8Y5JsSu4yobkJigMFFXH61e8dDwPp8spRooMKhm1Y6lW5yRGImOOfJn9nsag92H/Fj2zvHsfuIH7wAV0QIIpcEhxkU7Dnqx3W/eyMtKJhT48UD/3Jm3oICiTFUlKiYXOakoIAoGrK19XNrvX2eKyAQ1gwcD0RR6XVgdrUHQLwA1+Rw2GQ0dUagSNk/7yYX0E1ecDsGDEA0ZuJoRxhHOsI4EYyCC8QlSg20BTW0BTWENB2hqI7WgJb2M8kntGNADAtJYrjuwnrcvGk3mgMaSl02qLIEzbQcXLcq47oL66EoUq/zKkpUHPNHEDNEMh+fo7v2aDDpgoWQWhiOmWk1EZkmKg6rpiCJsL4/2hkBYK16lJfYccHJE3DNI68OKAlHEGOVhLTxUHnqrWP42ZYGGCnP4Sfm1eD6i2fkrUmY26GgokSFPIZFBYixSba2PlE42/Nc3eRoDWjxvgbA4fYQrnnkVVxw8gT85c1jeKcliJhppRgH282sxyWAtGe8UBAA2kIZ0oIE8H5773lNAnC4PYxrHnk173aeiXx0kRpFAoEAfD4f/H4/vN7C0Igdi6RpG3MBm5TZke15HudWEXIh6BePBBKGJncqAZAkK1/SrSqwKxJMLlDmssMuS4iZHB3xyffuy+cNetIYz8/BeP7sxUpXVMfxLIsPexIzOP77hQY8vbspeUyRGK6/eAaWz68dqSEOCntcu91hy98OwXh9Dsbr584V2dr61HPfPhZAZzgGAcChWKqEdkVCS8BaMefCEuaQJQbdzFXP4cJGZkC1zwHNEEO28wOR7bNAOwbEiJBQFhioG2LP80qdNvzombfx8vsdMPPT02xEUWQglv1iR1ypiMGmMEwqdcKhSHinNQhowCmVbkjxXMRMknD5ljQjiFwwnKCgLajhe395G283BZLHykvs+N7yOTh10ugrfciS1a/F6yiMHi0EMVyytfWJc8+ZWo5P/2IHdJNjYrymhjFmdf/lPLnbb1MkCD7+goJEDaIpgM6IjqnlLrR0xfJq5ykwIEYMSWJZyWylnrf7iB/vtIbyXzg8Qgw2uBGwdgpMLsDAoBkinpNp/duZUodEUqbEWCcQ1dE2xKBg7zE/bv/L22hP2b6fXePB95bPxUTP6HfC9jhsKC+xU9oQMebI1tYDwL7mLrQGoqjyOtJ2zKI6T0urFSK3zUVzzXCUERPv1XQOzRB5t/MUGBB5pT0cg26MnVWCoaQ6svj7LMnSbkWjVAnTBIUkaUYQI4k/oseb/w2ep95qws+2vJuWa/zxU6vxrY+cPOr1BGq8YZGqUGExQfQlc2pJlqcUJosCUBbMF0npcgGDc5TYlbzaeQoMiEHBuchqCxEAYjETD7z4Ht5vD8GpyLhw5gSENA6vS0EgbMDnVLDnaABc8ILpQ5APutujW70PikXSjCBGiqEGBbrJ8fO/N+DJN7vrCeREPcFpNaPaLEyWGMpL7L30yQlirJHJDwCQ0TdwqzIiMQMH23TYFQmlDgWyLMeVB7uvKfrUHCwOhjVy0f2/qMFhcB0KQ97s/JADg1gshoMHD6K+vh6KQvHFeCCt6GgApZz/+PNbeOy1I2kreL975RCAdGlRNsY6oA/loxhcgAFoCWiY4O7ufKoq6U5NQhJudo0nORETRLHjD+s4ERp8UNAeiuF7f9mLPce66wnKXDZ8b/ncUd1+Z4zB61BQ5rJT3Q8x5snkB1S4LQf2RDCW5hvYZYa/HzietPFhnaMzYgDonXpTaF2LR4vUT80F0OyPgjHA57TBH8nPjsGg91jD4TCuvfZauFwuzJ07F4cOWc7e9ddfjx/+8IcjPkCiMNje0IabN+3GvqYASlQFlR4VJaqCfU1duHnTbmxvaEue+x9/fgu/e+VwnxJiIuWLi8LoQZBvZAmIxAwcao8kO6G2dMUQ0U1wLhDRTTQHtF6ScARRzHSGY0MKCvY1BfD1376eFhTMrPbggX9ZMKpBgdMuo7bUgQq3Ss8kMebJ5AcwZu0U7D0WAGMs6Ru8erAdW/Yf73Phb3yGAdkhBKAbHLds3pPmW40Wgw4M1qxZgzfffBNbt26Fw+FIHl+yZAkee+yxER0cURhwLrB+WyOCmoHqeAGRJDE4bDKqvSqCmon12xrBuUAsZuKx144M+h4yG+8BAoMkMcgSw+QyJ/7zM/Mxu8aDsGagNaghrBmYXePJiYQZQeSDznAsrVA4W/53dxNueGwXTgS737vs1Gr89KrTR63IWJEkVHodqPE5qZaAGBdk8gMYs9IAWdx++yM6mATYZYaokV0psUIBdRJLpdBSKgSsXi4J32o0GXQO0ObNm/HYY49h4cKFafmbc+fORWNj44gOjigM9h4LoLE1iDKXvVfObk+lnL/vbx1Us5HE1SSJQQJQ5rQhGDMRM3hBNi3JFkWKy7GlfIS+6igkABM9KkrsCgQETgRj8DnteOSac7Ku5yCIYqIjFEPHIAvrdJNj3d8b8Zc3jyWPyRLDqovq8an5taNST8AYg89pQ6nTRs8iMa7I5AcklIUS9XCaYSIa4whE9ayvK0tWXZ1uCjA29guQM/kBMgNkSbICrPjPIGZylNvseVEnGnRgcPz4cVRWVvY6HgqFRrXQixg9+lIVSJCqlPNBe2jQ1xfx/wgATrsCzRQwuSjqwKAnyUcj00digKpIcNplcC4QiBpoD8cGJQlHEMVCeyiGzkEGBe2hGO54ci92H02vJ7ht+RzMn1w6wiPMjMtupfjlq2syQeSTTH6ApSwUt28MENw6FhuEbrcQAIu7yxKAQbQBKipS3WMW93cSDVElxtJljZmA4NZ79DyoEw16hjvrrLPw9NNPJ79PBAO//OUvsWjRopEbGVEwlLvssMmsz4c9oZTTHoxBDEHHH7AKcA0ucMwfRkTTYRZ5UGDy9N2C/gQXGLoViEh1iBjLDCUo2NcUwDd++3paUDCzyoP1XzxzVIICmyyhyutAtc9BQQExbsnkByjxVW5TiKTNliXW5yJiJsx4ozNgbAmR9CQpxyoyuAKs97mJnYN8+AOD3jG4++67sWzZMrz99tswDAM//elP8fbbb2P79u3Ytm1bLsZI5Jm5tV7UV7qxr6kL1V4pbWdICIHjXVEwxnDPs/sQyzKvsCeJB0U3ex4pTnqOvr9P47DLcNglUh0ixjQnghr8kexTDADg2T3NuPf5d9IUS5bOrcINHzkZqi23uf2MMZQ6bSh12Wg3nBj3ZPIDDM7BUxbBLHW9KErs2T+bqYuAxW31syNNhQhWTQEXVmNTxhgErCBLVSREdBOza7yj7g8Mevnj/PPPx65du2AYBubNm4e//vWvqKysxI4dO7BgwYJBXevFF1/E8uXLUVtr5Ydu3rw57fWrr74ajLG0r0suuWSwQyaGiSQxXHdhPdyqjOaAlqaUc7gjjJBmfe922FDtc8LrIPnabJEYMMGtIqpzUh0ixixtgwwKDJPjZ1vexT3PHUgGBRIDVl00AzctnZnzoKBEVTC5zImykt51VcTIQT5A8dDTD2gPxXC0I5JWEyBLQFgz0dJFDTizxSZJkBiDzjkMzqHHF1cVmcGtKnnxB4bkwdXX1+PBBx8c9s1DoRDmz5+PL3/5y7jiiisynnPJJZfg4YcfTn6vqqPf2p4AzpsxAXdfPi+pX+znAjbJmqhddhlTyl1JAzqlwoV9xwIYp7LEWeOwSSixKwjHTNgkjtk1now9IQiimGkLaggMIijoCMdwx5Nv460j/uSxUqcNty+fg/l1pTkYYTc2WUKF2w6XnRY3RgPyAYqLhB9w/9ZGvPp+OwwhoMgM9rjjanIRb1RGZIPELMljiQFdmgHOBSSJweuwYU6tN2/+wKBnv0AgkPE4YwyqqsJuzz4XatmyZVi2bFm/56iqiurq6qyvqWkaNK1bF7uv8RKD57wZE7BwekVSKac9GMM9z+6D25G+1R6NcavQhuaHNBgDSmwyBGP43vI5uPz0SdjX3EWqQ8SY5XiXhq5BKJQcaO7CbU/sxfGULsinVLlxx6fmosrr6Oedw0OKq6v5nJQ2NJqQD1B8nDdjAkpUBdc+8irssgSXXYHDZiWfdIZ1NAUiENxKkyH6h8HaGfiPj89BaYkNnSEdZS4bKtxqXv2BQQcGpaWl/U6ckydPxtVXX43bb78dkjT8Qq2tW7eisrISZWVluPjii3HXXXehoqKiz/PXrl2LO+64Y9j3JTKTqpSz7Z3jMDh6FRoZnI/pIqKhwgBUuFWEdROVXgcURSLVIWLM0toVRTBqZH3+X/c24z//ll5P8NE5VVi9JLf1BImGgsogCiaJ0YN8gMKjM6KDgfXq9q3IzFIYYpkqbIkEiXVTISyZ1nK3HReeMjHfw0oy6Jlww4YNqK2txc0334zNmzdj8+bNuPnmmzFp0iSsX78eX/va1/Czn/1sRLogX3LJJfj1r3+NLVu24Ec/+hG2bduGZcuWwTT7FrRas2YN/H5/8uvw4cPDHgeRmb7UihRJAi1894aBwRSCVIfirF+/Hqeddhq8Xi+8Xi8WLVqEZ555Jvl6NBrFypUrUVFRAbfbjSuvvBItLS15HDGRLYMJCgyT4+cvNOCHz6bXE3xzcT3+/ZLc1RPYFQm1pU4rSKegoCAhH6Aw6c/291w3JlegbxizFlZHyh8QI9QEYtA7Bo888gj+8z//E5/97GeTx5YvX4558+bhF7/4BbZs2YIpU6bgBz/4AW6++eZhDe5zn/tc8t/z5s3Daaedhvr6emzduhUf+chHMr5HVVXKQcwBnItezbb6UiuyKzQZZEK1MXRFYqhwO/DaB+3gQmDeJGvHYO+xANpC2pC2EjP9boohJWny5Mn44Q9/iJNPPhlCCDzyyCO49NJL8c9//hNz587FjTfeiKeffhp/+MMf4PP5sGrVKlxxxRX4xz/+ke+hD5li/V0NhtZAFEEtu6CgM15P8GZKPYHPacNtn5yNM6aU5WR8ErNWOr1OhdKGChzyAQqH1Lmr1GnD9Ilu7G/utv0irqwDgbT6Qto46E3iZyJJDDOre6sQDtZOvNPchZ9ueRf7mgK496rTMW+Sb1h2ZdCBwfbt2/HAAw/0On7GGWdgx44dACzlokOHDg15UH0xffp0TJgwAQ0NDX1OCsTIs72hLVl0rJsCNpmhvtKN6y6sx3UX1uPmTbvRHNBQ6rIhENHRFtQolSgDkRhHGEBAC+H7T70NRZIwqcwBt6rgWGcEgejgi4+2N7ThvuffwdvHAuACKHXZkr+bQi9iXr58edr3P/jBD7B+/Xrs3LkTkydPxkMPPYSNGzfi4osvBgA8/PDDmD17Nnbu3ImFCxf2ed1CzTHu7zkq9N9VNljSxVrWQcE7LVY9QWtX9+9qRqUbd146F9U5qidwOxRUlKjpzYSIooF8gPyQae6qcNshS0BzQINdYWgPxaDpnAKBQaAqEr65OF11KFs7oRkm/vetJqzf1oh3WoLJ41/e8Arm1PqGZVcGvX9aV1eHhx56qNfxhx56CHV1dQCAEydOoKxs5Fd7jhw5ghMnTqCmpmbEr01kZntDG27etBv7mgIoURVUelSUqAr2NXXh5k27AQB3Xz4Ps2s8aA1E0NpFQUFfCFg7KTaJQZEtDeiDbWHsPhpAZ8QAF1ZQwLmAP6LjrSOduHnTbmxvaOt1LZML/PyFd/HlR17FK+93IBgzETVMOG1y8neT6X2FimmaePTRRxEKhbBo0SK8/vrr0HUdS5YsSZ4za9YsTJkyJbkA0Rdr166Fz+dLfiXmpXwy0HNUTL+rTAgh0DqIoOCvb7fgW4/uSgsKlsyuxM8+d3pOggLVJltpQx4HBQVFDPkAo09fc1eT33p2PQ4Zzf4oohQUDJpwzMTeY927pdnYiffbQrjrqbdx7t1bcOPjb6YFBQAQM8Sw7cqgdwx+8pOf4DOf+QyeeeYZnH322QCA1157Dfv27cOf/vQnAMCrr76Kq666asBrBYNBNDQ0JL8/ePAgdu3ahfLycpSXl+OOO+7AlVdeierqajQ2NuKmm27CjBkzsHTp0sEOmxgCnAus39aIoGag2utIbrs7JBnVXgnNAQ3rtzXikWvOwVlTyrDgB8/necSFD2NIrg6k5gNaDU0YJCZBSAKGaX0FNQPrtzVi4fQKSBJDsz+K379yCI++cggtKU4VYHWNjBoc1V41+btJvK9Q2b17NxYtWoRoNAq3241NmzZhzpw52LVrF+x2O0pLS9POr6qqQnNzc7/XXLNmDVavXp38PhAI5DU4yPY5KvTfVV8kgoJQFkGByQUe2NaIP71xNHlMYsDXL6zHp8+cNOKpPbLEUFZih9dhG9HrEiMD+QCFzUBzV5M/ivaQDokxcCGSRbVE/yR+TlwA6/7eiGvOmwZJYn3+rCs9DIc7Irjud2/02Q9GVSyp5VKnHRLDsOzKoAODT33qUzhw4AAeeOABvPPOOwAsybHNmzcjGLQil+uuuy6ra7322mu46KKLkt8njPmKFSuwfv16vPXWW3jkkUfQ2dmJ2tpafOxjH8P3v/99yh8cJfYeC6CxNYgyV+8mPywu79fYGsTeYwE0tAYRjhlQJGCIzY/HBTzRFj0jLP5fBlkCYiZHuc2OhpYubNj+Pl5qaMPWA60Zd2RsMkN5iR0eh9Lrd1PIykczZ87Erl274Pf78cc//hErVqwYdgf1QssxHsxzVMi/q0wIIdAS0BCODRwU+MM67nz6bfzzUGfymNeh4Lblc3BmDuoJPA4bykvstENQwJAPUNgMNHc57TKOdUasnXCZpSmKEf2TCA4CUR1PvtWEGZXuXj/rmMHRHtLQHtbTOkSn4lEVTPRYvVdSf0fDsStD6uIyderUpOpQIBDA73//e1x11VV47bXX+lUL6MnixYv7raJ+7rnnhjI8YoRoD8egm6KXHGkCVZbg5wLt4RiOdobBMcQ/qHFG4k++51++SOQawdpZ4KaVUhTUDNz51NsZr+VRFVSU2OF2pE8Kqb+bQsZut2PGjBkAgAULFuDVV1/FT3/6U1x11VWIxWLo7OxM2zVoaWkZlKZ5ITCY56iYGExQ8G5LF277y160BFLqCSbG6wl8I5s65LDJqHDboSq57Y5MDB/yAQqbgeYumbF+FrqIbBACONoZRrnbbtUUSAyBiI4ToVifqZnTJ5Tg3Onl+OveFlR7HRl3BIZjV4bsx7344ot46KGH8Kc//Qm1tbW44oor8POf/3yolyNyTH9V7n29lipJ5pBkCCEQ1a223YokQYADAmg8HkRTZxQMoG7HWRAzOeQ+FjHNeA8Iq4MkEMgg+Vhb6sDFMyvxt7db4HXa4Mgg56iZvChlUTnn0DQNCxYsgM1mw5YtW3DllVcCAA4cOIBDhw5h0aJFeR7l4Eg8R5phAmDJ58dhs9Q8NJNDYUB7MIZt7xwvCrUiIQSaA1FEYgMvBG3Z14Kf/PUdaClbiRfPqsR3P3ZKxr/doaJIEspKbPBQ2hBBJOmpJgRYfQiymWcyzV2yxOLKQwJR3Uw2M+VUXJg1qT8pxoBJpS5wLhCOGdjf0nedpsMm4XvL5+Kqs+uw52gA2w4cT/pnPRmODzCowKC5uRkbNmzAQw89hEAggM9+9rPQNA2bN2/GnDlzBn1zYnTor8odQJ+vLZxekZQjdascbUENmsERVyQD5wKMAWuf3geDUyP0wZApgOqpCZ2KzBgumjUR/7poKj4cVxr4oD3cSyoWsJy2zrCO2TW9ZdAKiTVr1mDZsmWYMmUKurq6sHHjRmzduhXPPfccfD4frr32WqxevRrl5eXwer24/vrrsWjRon4ViQqRubVeVLjt2N/cBcBaIWLMygmd4FatHF0J+PFz+4tCrYhzgZaugYMCkwv8z4vv4Q+vH0kekxjw1Q9Px2fPmjxi9QSMMXgdSq9mSwQx3km1/aGYiahuQgjAaZNRosoDzjM95y7OAR7fImDo0d2YHIAhYdUZvIvG46GMP0KZMUxw26Fzgbm1Xnz2rDowxvqUiweG7wNkrUq0fPlyzJw5E2+99Rbuu+8+HDt2DP/93/896BsSo0t/Ve43Pr4LNz6+q88K+J3vncB1F9ZDloBD7WFEYvHVAYjkijYXoKAgx1xw8gRsX3MxfrnibFx4ykRIEoMkMVx3YT3cqozmgIaIboJzgYhuojmgwa3KuO7C+oJ2lFpbW/GlL30JM2fOxEc+8hG8+uqreO655/DRj34UAHDvvffik5/8JK688kpccMEFqK6uxp///Oc8j3rw7HzvBFq7NJhcWHK0zAoMIjETH7SHEdR0CCGKQq2I8+x2CvxhHf/2p7fSggKvQ8EPr5iHq86uG7GgwGmXManUiQq3WtB/6wQx2qTafsYYwpoBw+QwOUdEN8AYBpxnUucu0xQwhWXrBXoEBcSwaOgjKACsnZmgZsDrUNJsei59gKx3DJ555hl861vfwnXXXYeTTz550DciRp/+FAWqvCwpc3VKpRuSJCVfS1VKeXjF2aj0qGgPxSCEAOdAz4VtCgpyg6pIsMsSBICJ7t7FdufNmIC7L5+XXBHycys/cXaNp2BXm1PJJHucisPhwLp167Bu3bpRGtHIk3gGTS4wpdyFtmAMmmFCxJ+hxO7BpFIH5Ph2cKGqFSWCgqjef1DQ0BrErU/sSasnmD6xBHd+ai5qS50jMhZFklDutsOtUlUTQfQk1fZXeVV8cCICAcCmSIAA9Lgk9knlLrR0xTLOM+lzlxOHO6IgLfLcI7HedYiawfH9T53ay6bnygfIelZ96aWX8NBDD2HBggWYPXs2/vVf/zWtKyFRePSnKKDp8S6FYNAMAWdKGlqqUsqTbzXhRDCGkypcgGAIxwy0dmlgDDBM2inIFZVuFZVeFVGD96sscN6MCVg4vWLMd9MtVlKfQYdNhtuhoD0UQ3soBt2wnh4ugINtEVT7HElHt9DUijgXaApEoQ0QFGzZ14qf/PVAWj3B4lMm4v9dMhPOEagnYIzB57Sh1Gmjv3GC6IPUeUfTBTTDhCwxMDCAAYpkOZuaIfqcZ1KvIYSVXiLJ1jUEBCkQ5QBFAmyyVc8pYAUIXHBwLtAWylxEnAsfIOvAYOHChVi4cCHuu+8+PPbYY/jVr36F1atXg3OOv/3tb6irq4PH4xnyQIiRpz9FAYPz5GqlwTmAdKOdqGg/2hmGbgqosgxJYvFzkZwciNzAmOUEZaMsIEks744jkZmez2BIM9HWFUs2szPjxlUzTBztiGBSmTMZHBSKWlE2QYHJBR78v/fw+Gvp9QRfOX/aiKUOuewKykvssCuD7stJEOOK1HknFDMsW5/y2DBYTqfBOUrsSsZ5ptc1ACjx4MLKGiD7P/LEJcsZs/7FACasHhFHO8N9vmukfYBBz7AlJSX48pe/jJdeegm7d+/Gd77zHfzwhz9EZWUlPvWpT43YwIjhk6oq1BNFkpCw1YrU+88gUdE+qdSVdo3E+wQEaL0ud9jijmSxqgsRFqnPoIDA8S4NXAgoMoOU4izLEoPBBZr90aR8YyH87k0ucMwf6TcoCER0/Pufd6cFBR6HgrVXzMPnzpky7KDAJkuo8jpQ7XNQUEAQWZA67yRtdoofL2AtPimS1Oc80981RrgPIREn08+VCytcmFTqGrVxDGuWnTlzJu655x4cOXIEv//970dqTMQIkaha7wjrvbSiVRuzolIG2GWrELIrqiMSM8E5R2dYx/SJJZg6wYWyEjua/VEc74oipFmrD5RGlDskWLKdRzrCONQegqpYOzUkB1d8pD6DEc1M39JPeYJ0U4ALq3Cs8XgIXVEdnWEd9ZXuvClLmVygyR9BrJ+OhY3Hg7jud2/g9Q86ksemTSjB/V88E2dPLR/W/RljKHPZMbnMiRKqJSCIrEmdd1Qbg6rIccEQK4XY4AJ2mYELjtaAhkqvA7OrPTAMjj+9fgS3bN6DJ3cdxUSPiuNdGmKmCYkx6CaHYfKkMhExspimsGy9EOCcw+CmtWtjk+FVZbx5uBNvHu7EtneOY/cRf858Aib66y4yBggEAvD5fPD7/fB6C1e6MVcklAmCmolSlw2qbK0QdIb1ZJ5hMO7sJ2AMcKsKJpc5cawzgo6wTjVHeUZmwJxaL9Ysmz2kgqLx/Bzk+7MnnsGOeMMaRWYAmKUQkuG5kgCAAZUeFf/12dPzUkSeTVCw9UAr7nn2AKIp51x4ykTctHQmnPbh1ROUqFbakK2PxkrE4Mn3c5AvxuvnTrX9qiKhNRDtlhplgCRJMEwOBqDUZYfXqaDJH0VUJ72hQoPB2lVmzErjzlZutifZPgs0645xElXrs2s8CGsGWoMawpqB2TUeXHv+tJSt+UQxsrVyGYjoaGwNojNCQUEhYApg99EAbnx8V8FJWBL9k3gGp010Q8DaHUhI/DIANglpaXlMYpAlhokeFQunV4z6eAcKChL9Ce58al8yKGAAvvrhabjtk7OHFRTYZAk1PieqvA4KCghiGKTafiEEXKoCRbb07rkADJNDVWRMLneBATjYFqagoECRJUsWXo/vKGQrNztUaH92HJCpan12tQfXPPIqTC5wSpUbmi6SXQ2b/VGEYyaiBqegoMA40aXh/q0NBSNhSWTHeTMmYDXn+ObGfyIUNQAhkjrgBk8v47PLEspcNpwIxkZdkcjkAsc6I9D7aLYXiOi46+l9eC0ldcitKrjlE7NxzrShpw5JcRUmn9M2Yj0OCGK809P2ex0K7nhyL947HsJEtwqnaingHGnvu7CVyC8M6RLxIt51eiC52eFAgcE4oWfV+u4j/qQUmcSkuFypjEjMRMzk8Qg1b8Ml+oALYH9zV0FIWBLZs72hDbc9sRcys7aEzZSIO/EvBkCRrTze410aXKoyqopEhsnR5I/2GRS8dzyIW5/YiyZ/NHlsaoUL37/0VEwqG3p/Anc8bUihHQKCGHFSbf/uI360BjRUeR1wxOWDO8N6xpTGvkivjiJyTap9SCAxNqDc7HCgwGCc0peUaVLGlB7/giSRipJvCUsiM5wL7D0WQGswir1HAmAMqPY58NudH+B4UINHVVBiV9ARjiHSY9tekqznjkkChiEQ1U2UOm2jMu6BgoJt7xzHj57Zn1ZP8OGTJ+DfLpkJl31oZsSuSJjgVpMOCkEQuSWT3e/rme8Tcg3yQ/znLtD9//7kZocDBQZjHM4Fdh/14/VDHWjpjKK61IEzJpeiNRCFZnK0dkXhddqsvGBhqROR4kBhY5NJvrQQ2d7QhvXbGvHm4Q50Rc2MtjOkmX3K/JocMMFTvh+d57C/oMDkAg//4yA2vnI4eYwB+PL5U/GFIUqRSoyhrMQO3ygFPQQx3kgsUCTSh947HsJRfwQtnVEYnMMf1aEqUlypaHCQe5AfUn/uphCQGCAzlhNZawoMxjDbG9qw9pl92NfUBaMfJ+N4MAZFsppoUE1BYSMAuFU5bxKWRGYSCiCtgSjCAxTwZfuIcSGwvfEE5teVDnt8faGbHM19BAVdUR0/eHofXnm/u56gRJXxHx+fPeSiaI/DhvISO2SqjyGInJBYoGhsDcIf1hHWey9SdIR1AJZjyRgZ/WKDC+urORCFLEmYX+cbUZ+AkjrHKNsb2nDj47uw52ig36AggcEpKCgWDrdH8NBL7+V7GEQczgXWb2tEIBJLS7UZKgxAQizsub3NOdOq1k2Ops7MQcHBthC++bt/pgUFJ1W4sP6LZw4pKFBtMmpLnZjoUSkoIIgckVig2NcUQMwwEcoQFKRi0vJ/UROKmQjHDFxw8oQRFSOhwGAMwrnA/VsbcCKoDbg6SSa6uGCwpEvXbW2EQdXhBcHeYwE0tgZhk+URCa4FrLQiVZHRGohi77HA8C/ag5hhBQUG7/039OK7x7Fy4xs42hlJHjt/xgSs+8IZmFw2uO6bssQwwaNiUqmTagkIIockFiiCmoFKtz25KzAQgy0xIAoHiQEuu4QX320b0QUkSiUag+w9FsD+5q70pmXInMJA6wXFQervT5GAroiOJ99qwuVnTsrnsAh0F/TpIxioCQAyE9BHuKgMsIKCZn/voIALgYf/8T5+9/KhtOPXfGgqvnjuFEiDrCfwOm0oc1HaEEGMBokFijKXHYGomZXSkMxAmQJFghLvbwNY9QaJ6hCv006qRMTAtIdj0I3BFxURBUyKIgEDwAEc7STt6UKg3GWHIgEdsexW6LIlGONwOzCiRWV9BQXBqIG7n9mHne+1J4+V2GXc/PHZWFQ/uNQhh01GhdsOVaEdAoIYLVIVhwLmyM5FRP6RGOtenGFWcGBwYRUgc06qRET/lLvssCkMTMv3SIiRJrFzwABMKh1cWgeRG+bWesEYy0nfD7sycoXmMYOjyR/ppXb0/okQbntiL450dKcOnVTuwp2XzkVdefZ/Y4okoazEBo+D1IYIYrQpd9lhkxliJs+6azhjcZtCq4gFj0ha/sT31u/PFIJUiYi+SUiUnQhqmFzqREeoO4Kk5764SZ24DQ6UumxYflpN/gZEJHnopffQHIgOfOIQ8DmUESkq0wwTzf5or6Dg/95tww+f2Y+IbiaPfai+Av++bBZK1OzMA2MMXodiNUuktCGCyAuzqz2o9Drw3vEQyl0yJAADrVUYnOoMiwEJVsqXgAADgxACBhdwKBIiMRNzar1jR5XoxRdfxPLly1FbWwvGGDZv3pz2uhACt912G2pqauB0OrFkyRK8++67+RlsgbO9oQ0rHn4FX//Na/h/f3wLhzsilNs7BhGwcg1XLq6HopB2QL4xDI51WxtztuLmj+rDLirLFBRY9QQHcftf9qYFBVefdxLuuHRu1kGB0y5jUqkTFW6VggJi0JAPMDJsb2jDNY+8isPtYQQ1He+3RwcMChLQomFhw2DNswyAbnAYnEPn3OpjIEnwOBRcd2H92FElCoVCmD9/PtatW5fx9XvuuQc/+9nP8MADD+Dll19GSUkJli5dimg0N6tzxUqqRFmJqqDSo6K8xA6nXYZdZiB7PXZwqzL+7ZKZ+OoF9fkeyrBZu3Ytzj77bHg8HlRWVuKyyy7DgQMH0s6JRqNYuXIlKioq4Ha7ceWVV6KlpSVPI+7Nk281oSuiI8ud+0ET081hqRJlCgqCmoFbNu/Bb3Z2Fxm77DK+f+lcfGnR1KyKjBVJQqXXgRqfE3YKUIkhQj7A8Em1/w6bTDsAY4yLZ03EmSeVwee0QZIYOBeQ4ru08+t8uPvyeThvxoQRvWdeU4mWLVuGZcuWZXxNCIH77rsPt9xyCy699FIAwK9//WtUVVVh8+bN+NznPjeaQy1YUiXKqr2OZCdShySjrsyF5kAUk8uc+OS8avz4r+9CI4nLokBh8d0BmcHnsEEIgYgpMH+SD9eePz3fwxsRtm3bhpUrV+Lss8+GYRi4+eab8bGPfQxvv/02SkpKAAA33ngjnn76afzhD3+Az+fDqlWrcMUVV+Af//hHnkdvcbQzbG3x5mDZrdRlgwk25KKyqG6iJZAeFBw6EcYtT+xJqyeoK3Pi+5eeiikVA9cTMMbgc9pQ5rINqesxQaRCPsDwSLX/VV4VH5yIgDEGh2I5kLopkmIVRHHAYNUOyBKgm8Drhzrxyr9/BAdagzgR1NAR1lFaYsOEEhVza7052akt2BqDgwcPorm5GUuWLEke8/l8OPfcc7Fjx44+JwVN06Bp3VW3gcDIa4AXEqkSZT0NNWMMpS47WgMawjEBw+SQGbKSMSPyixxfguZCwOu0dn8iuomDbaERlSXLJ88++2za9xs2bEBlZSVef/11XHDBBfD7/XjooYewceNGXHzxxQCAhx9+GLNnz8bOnTuxcOHCfAw7jRqfMydb8RIDKkpsiMT4kIrKorq1U8BTIpZ/NLRh7TP7EY51pw4tml6BNR+fBXcWqUMuu4IKtz3rwkaCGA7kAwxMqv3XdAHNMCFLDAyWtKUAh04Gv6hQZAZFSsyxHF0RHU/vaR5VafKCneGbm5sBAFVVVWnHq6qqkq9lYu3atfD5fMmvurq6nI4z36RKlGVClSXoXOCD9hCtGhQRQlirBpYkmfWbS/wuR1rXvlDw+/0AgPLycgDA66+/Dl3X0xyDWbNmYcqUKdixY0ef19E0DYFAIO0rV0yfWJKTrXsugA9OhFHhtg+6qKxnUMCFwIbt7+PWJ/amBQVfWnQSvn/Z3AGDApssodrnQLXPQUEBMWqQDzAwqfbf4DxpN5JQTFB0pO4+S/HMgdGWJh9zs/yaNWvg9/uTX4cPH873kHJKQqIsENXRFdXRHtLQ5I/gaEcYHSENUd0ABKx0AkHNTIqFRFDAGJKrB5rJR1yWrFDgnOOGG27Ahz70IZx66qkALMfAbrejtLQ07dxCcgx2vteeM9trcqC1S8PO905k/Z6eQUFIM3DbE3vx6x0fJM9J1BNcfV7/9QSMMZS57Jhc5oTLXrCbywSRxnjwATgX2H3Ej4NtIQCAZpqQmGXnNZ0jZpjggoO6GRUfqVMyF/mRJi/Y2b66uhoA0NLSgpqablnGlpYWnH766X2+T1VVqKqa6+EVDP5IDGHdhD+s95oC2uMt0SUAT755jKaIokLA5FazKIddghACnWEds2s8IypLViisXLkSe/bswUsvvTTsa61ZswarV69Ofh8IBHISHHAu8NzeZmtVR4z84ly1zwHdtHKIF06vGDCXNBKzagoSQcGh9jBue2IvDrV3rzZNLnPi+5fOxUkVJf1eq0RVUF5CaUNE/iAfIDPbG9qwflsjGluDiBkcgaiBtqCWNv+YAjANsvjFSGKa54LDMAV8eZAmL9hZf9q0aaiursaWLVuSxwKBAF5++WUsWrQojyMrHLY3tOGWzXugG2a/TgkH1RUUG1p8Uq9w2xHVOZoDGtyqPOKyZIXAqlWr8NRTT+Hvf/87Jk+enDxeXV2NWCyGzs7OtPNbWlqSTkMmVFWF1+tN+8oFe48F0BqIQpGkEQ8KHIqEihI7Sl22ZLv7/ojETDSnBAU7Gk9g5e/eSAsKFk4vx/1fOLPfoCCRNlTlpbQhIr+QD9CbngqEVV4HGO0LjBkSpt3gHDFDQM6TNHledwyCwSAaGhqS3x88eBC7du1CeXk5pkyZghtuuAF33XUXTj75ZEybNg233noramtrcdlll+Vv0AVCqhoBdS0cGzB0dzaWJUv9JRwzYZM4Ztd4cN2F9SMuS5ZPhBC4/vrrsWnTJmzduhXTpk1Le33BggWw2WzYsmULrrzySgDAgQMHcOjQoYJwDNrDMYQ0M1kDMpI47TIYY1BlCf4B6krCMQMtAQ1CCHAh8Ludh/Dw9vfTzvmXhVP6TR2y0oZs8DlJbYgYPcgHyJ5MCoScc2i06jcmkOLGP6Ek5XPZsHJxfV6kyfMaGLz22mu46KKLkt8ntv9XrFiBDRs24KabbkIoFMLXvvY1dHZ24vzzz8ezzz4Lh8ORryEXDAk1AqdNTutwTBQnZU4F5W4VJhcwuaUgddMls1HutqPcZc+ZLFk+WblyJTZu3IgnnngCHo8nWTfg8/ngdDrh8/lw7bXXYvXq1SgvL4fX68X111+PRYsWFYQikdehIBTTc1K30xXV0RnSIBiDwtBnXUlqUBCOGVj7zH78o6G7JsFpk/Hvy2bhwyf3HVCWqAoqSuxQaIeAGGXIB8ieTAqETX7q51DslLlsqCixIxQz8fmzp0CSrJqC5afV5K2JaV4Dg8WLF0P0s9zNGMOdd96JO++8cxRHVRwk1AgUmdGOwRhAgCULPDkXaA1qKHfbceEpE/M8styxfv16ANY8kMrDDz+Mq6++GgBw7733QpIkXHnlldA0DUuXLsX9998/yiPtzfaGNty6eTdy1RbE4MDhTsvol7ps8Ed6B/8hzUBrlxUUHOkI49Yn9uKDE+n1BHdeOhdT+0gdsskSKtx2Kiwm8gb5ANmTSYFQM0lrsNixKxJURYY/amD+lNKCsPlkEYqUhBpRUp6MgoOipudkP1bVh1LpzyFI4HA4sG7duj47o+aD7Q1tuPHxXWgNaAOfPAJEYyZu2bwnrcNlalCw870T+MH/7kNI65YiPXdaOf7j47PhdvSe4iltiCCKj4TNj5kcDkkGYElYh2AO8E6ikLHJUsHZfAoMigjOBfYeC6A9HIPXoaDSq+Lg8RAUicGkPMOiZoLbBgBjXn2o2OFc4P6tDWgfxfS9mMnRFdWT6kRh3cTxLg0m5/jdy4ew4R/vp60LfPFcq55AzpB6RmlDBFGczKx0w+1QcOhEGCWqDIdN6bN/EVEcSAB8DgUtXbGCsvkUGBQJqRJlIc1ERDchhIApBKUSFTlehwzGJER0E51hfcyqD40F9h4LYH9zF0w+ekogXFi9LBpbg3j1/XZUeh0IaTp+9OwB/N+7bcnzHDYJ/37JLFyQYSvaJkuY4FbhtMujNGqCIEaKB19sxE+3vItgfFcwanAAen4HRQybshI7WrpiBWfzKTAoAhISZUHNgKpIiOiG1bAMloqNLDHo1LmsKClz2eC0yWgNarBJbEyqD40l2sMxRDRz1BsFciFgmALvnwhBM0zc9sRevJ9ST1Bb6sD3Lz0V0yak1xNIjKGU0oYIomh58MVG/PCZ/SQ5PsZw2CSoioT6SnfB2XwKDAqcVImyKo+KD9rDMIW1AghmSVsZFBQUDIlyj4QLlvjNTC13IBIzEYpxgDE4FQaDC8yt9eH/LZ2Jzog+ZtWHxhKlThtiOZAnHQguBGTGcPhEBHc+9XZaPcE5U8vwH5+YDY/DlvYed7xJGaUNEURxYhgc6/7eSEFBkcAAOG0MUUNAZoDbLqOmzAl/xEBX1AAAlNglhGMcdeUu/ODyeZg3yVdwNp8CgwInVaJMMwQ0g0ORWHL1T2KCSo8KCEVmUCTLEePC+n0BgMEZKn3pbc0juon3jgchMVYQSgRE4RLSDJS7Vazb2pCWwvT5c+rw5Q9NS6snoLQhghgbPPlWEwJRK2WINEYKH4kBtaUliBommjojcDvtkCUZ5SUyyku6u3FHdBPtoRgkxgouKAAoMCh4UiXKQjGjW4UoDqPpoqBIrfdI/beeQVYum+ZVRGGxvbENRh6W7wwOHOvs1ix3KBJuumQWFs/sDiglxlDmssPrVChtiCDGAEc7w1RDWEQIYXUtlhkDR7qvlkqh234KDPJIqspQzzSSxGvvHw9BQEAzTCiSBMYAk3MIBggO2mIsMNKCtpR/22SGSMzqkqtIEhy2wpMoI/qHc4Hn9rTkJQxPTRes8Tnw/UvnYvpEd/IYpQ0RRHHR0/7PrvZgX3NXmj8wqdQFxiyHk0x94cOYJRQRNUxIQJ9BXaHbfgoM8kSqypBuCthklixCAZD2WlfUgD+io9ZndXvUqadJwZIuEdk9K7SHYtC5ltzxscsSZEnC/DpfwUiUEf2z91gARzrCA5+YQxacVIZbPzEbXqdVT0BpQwRRfPS0/1xwmAKQGYPEWNIf+Nr50+F12NAZIQWiYkBVJKgKQ0fYhMdpQ0Q34RMibQe3GCTJKTDIA6kqQ2UuO+yyhJjJsa+pCzc+vgsAYHKRfM2uSGjyR3CoPUKrBgWOyQUkJsAFYJgCUjzTK6JzKDKDLFnyk+GYCVniuODkCQWZY0j0pj0cQzBm5O3+DMCCKaXwOm2UNkQQRUpP+x8zOI75YzBMAVlimFTmhF2WsK+pC7f+ZQ8WnFSKLfuP53vYxAAwAKVx+VGPQ8EXz52C3718CM0BDaUuG9R4I7NikCSnfedRJlVlqNrrgMMmQ5IYHDYZVR472kMxtIdiqPKqydfKS+yoK3NSUFCguFUZH5k1EaUuGzgX1goQF/A5bTipwgWPU4ErvqKbKDVw2WWUqDJefLcNnFSligKPXYaWx+06AeD3rx6GQ5EwucwJn4skSAmimOhp/1VFwomQBi4Au2I9yyeCMag2CdVeFUHNwGvvd+R51EQ2SBKD4AKzazy4+/J5+OoF9bj78nmYXeNBWDPQGtQQ1ozk64UkT9oT2jEYZVJVhnoadc1INCsT0HQBZ0r6GdUS5AdFsiQqFQkosSuor/LglCoPoroJTRc4fUopLp1fC0WRYBgcT77VhKOdYUwqdWHqBBdW/u4NVHocUG0SojHeXWNglxDVORpbg9h7LIB5k335/qhEP2xvaMP/+8OuvAbnEoBQ1MDLBztw+ZmT8jgSgiCGQk/7H4mZSaVBiTFAsuoJozEOp12G0yajLViYBapjEZsEOGUgzAHTBCa4baj1qeBMwsHjYThsEhSJxTMCOCSJwetQEDMFIjETN10yG5eeXpvcCThvxgQsnF7RZy1poUKBwSiTqjLUEyOuj56obAe684YzqdoQIwdL/sdCCMsRK1Ft+M+rzshKTlRRpDSHbds7x5O/awYWzwPv/p0WujIBYbG9oQ03Pr4LLQEtr+PgsOTwjnbmt86BIIih0dP+G5ynKQ2yuKhIwv7ThuDoUOq0oa68W06cc4HWoIaffGY+LjxlIra9cxzfffxNVHrUjE69k1vS5OVue6/XJYkV3cIfpRKNMuUuO2wyQyyDo5/Qv09UtqdiI7WR0SO+LJwoEh6qckB/v2ug8JUJCMtA3L+1Ee2hwgneJpW6Bj6JIIiCo6dNSCgNJnYiE0FCwv6TVOno0HOhtqdtHm+2nHYMckQmKbK9TQG8cagDDpuM411R1PociJnWboDJBVh8emCMwS4zHO0IW0WrEkOF2zbAHYnhkKlbsSQxzKxOVw7oT2K2J3NrvaivdGNfUxeqvVLRKRMQ1tb/geau+POZf8lAh03G8tNq8jwKgiD6g3OB3Uf9+OfhTjABnFbng8QYOkIxVHodONweRo3PAYdNgqpIcTtv1acpEkN7SIMICkQMDkWy+pgQuaPc1b2Tn8k2jzdbToFBDugtRSYQNUzEdA5TCAhYKwGdkSCkHhrFiT+3t5u70q7ZpeVPDWW8kLo6IwGoKLHjm4u7lQP6k5jNVEgkSQzXXViPmzftLkplAsLa+g/HDBRKffiMyhIoCu0eEkShsr2hDWuf2YcDzcFkqhAAKDKDy65AkRhCMQOH2iOo9KqoKFFxuCOMhImPmQLtYZInHU3eOR7GBLcKr9OW0TaPN1tOFmaESUiR7WsKoERV4FJldIRjCGkmdC4gMQY55W+H92hcIpD/VcnxgsyQ9rtIYJMZ5k7y4r8+e3rS4e/5e630qChRFexr6sLNm3Zje0NbxnucN2NC0SoTEIDXoUAroOW6qM5JxYogCpREPdLeYwGYnFsLf7C+dFMgGNXhsMlQFQkx00RHSENbUCuYhYfxRsL8cwG0dmloDUT6tM3jyZbTjsEI0lOKDAw41hlJe+hNLnoVFDEAdkUCIKAZNEMMFVWR4FYVqApDs1+DAFBil8CF5VAl0oUEAxyKhPqJbggIHO2IorzEjiWzKlFT5sSZU8owb5IvrQt16u81sY3okGRUeyU0BzSs39aIhdMrMq4YFKsywXhne0Mb7nn2QFrX4XwTCMdIxYogChCrHqkB7aGYVSfAGPQecwcXgD+i46QKJ1oCGiaVOvFuS1cfVyQGg02y0rANLiAzK/1KYgwehwyDC4RjZtIXk5lVt8kYg4BIyowLwfDQv54Fex8NI8eLLafAYATJLEVmJl9P5Cj3LChKfFtAC5NFReLnOtGjosxlRyRmQpI0AAzVPqtQ84P2EKR4V0kuBAwuENUtSbgJHhVhzcDy0ydldLj6k5hljKHUZRtQdrQYlQnGM4kdovZQrCBqCwCg1GGDCUYqVgRRgOw9FsD+5i4IkVo8nKgbBBDPDkhIXZe67PigPYyoziEzkiQfDLb4Vn8ipVdiDGY8bcsmS5atl6w07gluB5x2Ga2BKFq6NCgSYJO7HX8GBlliEOAIxww8vae5Xzno8WDLKTAYQTJJkWW72ChE9yRCDI2EpGuqBFyqBGxfknADyYb2JzELkOzoWCN1h2hCiR2BaP7reyQGuJ0KOBcFpXwxmGJ8ghjLtIdj0OM7/gy904QTKwwJOfISuwLd4EgXJieyQYgUdXEBMMn6eTMIsPgrPe08TwRpyDw/SQwwQXLQANUYjCilThuEEGjpiqItqMEw0wOD/tz+mJl9EEFkJiHpmpCAS/x7IEm4gaTGxptU2Wjy4osvYvny5aitrQVjDJs3b057XQiB2267DTU1NXA6nViyZAnefffdnI4pdYeoM1oYRYBOm4xIzER9pbtglC+2N7RhxcOv4Ou/eQ3fffxNfP03r2HFw6/0WW9DEGOZUqcNiKelxEye1ntIiO5MAS4E2oIxHDwRTJ5DuwWDgzF0RwZxAReJIZ4aZNHTzktxp0D04YnxeLBBctAFHhh873vfA2Ms7WvWrFn5HlZGtje04T827caJUAxtwRia/FEc6Yzme1jjAgFAllh8YgZUW+LvBVAVlpSEM7gAF5Y0rKrIcNilpNRYfw5XQqqsI6z32tXJ5v1E34RCIcyfPx/r1q3L+Po999yDn/3sZ3jggQfw8ssvo6SkBEuXLkU0mrtnK7FD5I/oaA8VRmAgSxI8DqVglC+GWoxPEIOlGPyAhP0PRA1wZNgtSEEACGoGwjGOGEUEQ4IJATNeS8CFgGFyqIoM1da3nTe4Jf1ucoCL9EU+LjgMU8DjtJEcNIoglWju3Ll4/vnnk98rSuENOaFEcLxLs1am6VkfFSSG5C6LtVsDRA0TnWEdFSV2CAAtXTGUumyoKFFxzB9BzBCQJYYKtx1RPTupsfEmVTaaLFu2DMuWLcv4mhAC9913H2655RZceumlAIBf//rXqKqqwubNm/G5z31uRMbQMx2m1GmDzARag4WTGjZvkhcrL5pREMoXwy3GJ4jBUsh+QKr9J3IPg7XDokgMHoeCjri0a6nLDkVifdp5j8OGS+ZW47HXjiBmCCgyT/oQhmmdv3JxPclBowgCA0VRUF1dne9h9ElPJQKbJMHkHDoVEo84qUWgiZ3EElVGpUeFpnO0BjXYJIbZNR5cd2E9AHT3HeACXocCUwAyYwjHTNgknjx3IIcrIVWWuJ6fi7R7FYLDNtY4ePAgmpubsWTJkuQxn8+Hc889Fzt27OgzMNA0DZrWbaQDgUCf98jUm2L6RDcURSqo1L4rzpxcMH9jI1GMTxCDoVD9gJ72v5DmjLEGg6U8mBBwcdplqIqMubVOAMCJYAxhnQ9o56dOKMG6rY3oiugw49f1uWxYubgeX72gPo+fsHAo+MDg3XffRW1tLRwOBxYtWoS1a9diypQpfZ4/GKdgJOipRJCa40akIwPJXP+JbjtMYXWTnehRUe11oCOiQ1VkTC5zIhA1IDOGxbMmYsYEN3YfDUAw4LRaLw6eCKPJH8GkUheWn1YDSWJ9FkD2lBabXe3BvuauIRVLjhepskKhubkZAFBVVZV2vKqqKvlaJtauXYs77rhjwOsn0mGCmoEylx12WULM5Njf3IWonv+C41Sa/JF8DyEJFeMTo81g/IDR9AFS7b/EGMxxav37Um6TAKSukUoMuPL0GkyZ4Ea1z4lYzMSGHe8jqBkod9kwb5IPbqcNJaoCMKAtEEOVV8WkMhemTyxBIGokU4Y7I3rSBgPI2s5/9YJ6XHPeNDz5VhOOdoaTfgTtFHRT0IHBueeeiw0bNmDmzJloamrCHXfcgQ9/+MPYs2cPPB5Pxvdk6xSMFD2VCIDxu2rAAFR6VJwIxaBIDGDWFt3kMic8Duth5lygNajhR5+ZjwtPmZj1tc+cWp7x3wkGIxM6nFXM8SBVVuysWbMGq1evTn4fCARQV1eXds5A6TAfnDBRSBRSQVxqMb5D6q2nQsX4o8tYV4YarB8wmj5Aqv0fpzEBGICTKqz56UhHBLIEmBxpdh/otv2fPKMuzfZ/8bypIzKOwdh5RZH6lSQd7xR0YJCae3zaaafh3HPPxUknnYTHH38c1157bcb3ZOMUDBfOBXYf9eOfH3TgraN+6KYJIQQ4AMHFuA4MrKYh8TmyhyoAQE4DkT2J1IGWlhbU1HQXhLW0tOD000/v832qqkJV1X6vPVA6TJVXRbDNKIh6IbedFVRBXKIYf19TF6q9UtrPL1GMP7vGQ8X4o0CmVLj6SveYSm8crB+Qax8gNRBr9kegGQZM3pfWzdhHSrHxiXSqnnYfINtfTBR0YNCT0tJSnHLKKWhoaOjznGycguGwvaENa5/Zh/1NXb26GprjvGuxqjD4nAo6IxIiugkIwGlX4LB3N3shp4HIlmnTpqG6uhpbtmxJBgKBQAAvv/wyrrvuumFde8B0GEWGqkiIFkCx0LeXzCyobW4qxi8M+kqFSyhD3X35vDETHKQykB+QSx8gNRBrD8UQpa6kSeU/ALDLEsIxEy67nLT7ANn+YqNwrE0WBINBNDY2pq0ejiYJ9YG9xwK9ggICKHOrABi8cYUgAcDntEFwIKKbaA5o5DQQaQSDQezatQu7du0CYBUc79q1C4cOHQJjDDfccAPuuusu/OUvf8Hu3bvxpS99CbW1tbjsssuGdd8Be1MYJvQCCAq+/KGpBVkQlyjGn13jQVgz0BrUENYMzK7xjFmHtJDomQrnsMmQJAaHTUa1V0VQM7F+WyP4GLRT+fIDUiV6u6I6BQVxSkvUuCIghyxJkCUGRWaI6hycC7L9RUhB7xh897vfxfLly3HSSSfh2LFjuP322yHLMj7/+c+P+lgS6gMngtq4TRXqizKXDZPLnDgRjCWVgRKrAqnHSMGH6Mlrr72Giy66KPl9IgVgxYoV2LBhA2666SaEQiF87WtfQ2dnJ84//3w8++yzcDgcw7pvf+kwXVEdh06EkW+zf970ctzyiTl5HkXfUDF+/hhPylCF4AckAjF/RIfEgC6tsGqQRhsGoMqrYqJHTbPx8+t8uODkCXjx3TZS7ytiCjowOHLkCD7/+c/jxIkTmDhxIs4//3zs3LkTEydmX7Q6UmxvPIE3DnVgrCwSJFQE7HJ33wVVkeB1KGCSBE03EdVN6KaAgIDCgK9cUA+ZMbzd3AVNN1HuUvHFRVNwRl0ZAPRyEDIdI6eBSGXx4sW9msalwhjDnXfeiTvvvHNE79tXOkxnRMfRzvwrAFV5Vay6+OSCf16oGD8/jCdlqHz7AZwLbNj+Pl452A5tDDgAUyc44bXb8E5LAAIAkyRIglv/ZwyyZDVj4gK4+vxp6AjqUG0MJXYZbSEdJaqCZadWY/7kUgCZbfy1508n21/EFHRg8Oijj+b1/kII7HyvHb/e8T7++nYLzDGyVaBIDIrEYHCBGp8TnREdEJaKQKaHN6EmsGBqRb9KQpkcBHIaiEKlV28KU6Azkn9HanKpA/d8ej6trhF9Mp6UofLlBxzv0vD7lw/h0dcO4Vhn7jqt5xKW/I+1AMgAfPrMOsybXIrvPv4mKj1q/zb/pPIB1QMz2XhaMChuCjowyBed4RgefeUQHn31MN4/Ec73cEachGoQY4AprFUnATEujAxBpJKaDvPH1w/jtzs/yOt4SuwSXli9GHZ77+eQIBKQMlRuEELgpXfb8OsdH+CFA60ZFwMT3XKLivh4GbOkj8dTYEkMHgoM4li7Ayfwm52H8PzbLRmLEmWJgY8BWTIGAYMDDkVCJGZido0XgMD+5iAZGWLcIUkMXVEdz+5thpnHh5sBuGHJKRQUEANCylAjS3soho0vH8Ljrx3Gofbei4ESs4Q0NMNEuVPBEX/+dxazIrFbEP/W67Alm4JSYEn0xbgPDPxhHX94/TB+9/IhHGwLZTzHLjOoigybDPijBvoQMik4MnUjlBhgCuv/siTB41DwzcWW6gkZGWI8kigsjMbyW1B4dYEqEBGFSa9UOCr0HDQmF/juH97E0281ZVwMrPSo+MxZkzGr2oP/efE9vN3UVTxBAZDWh0VmwMqL6pPSxxRYEn0xrgODw+1hLPmvbRkLityqEneeGSa4VdhlCZ2RGDoiRh5GOjhkyWo0phscPC4bymBtIzJYrdu9DgVzan1pBoSMDDEe2XssgDcPdyIQzd+zPa/WjVsLWIGIKExIGWp4yBJDeyiWFhQwAOfNqMC/LpyKJbMr8crB9u5+EU4FJ0J6QWYNSMzyW2Imh6bztDG6VRnf/sjJaQsPFFgSfTGuA4PJZU7UT3Tj7aZA8tjZU8vwhXOm4I9vHMGB5i5Uex1gjEEIkZQqS6QbKBKDAHJWlMwAeOwMGmfgnFs1ARxwqQquXnQSLppZic6IjjePdOJAcxckxnDxrEpcdrrV6vvJt5pwtDOMGp8T0yeWwB/W0RHWUVpiw4QStZcBISNDjEd+9/L7eQ0KAODjp02i54wYElToOTy+eO4UbHvnOCpK7LjyzMn410Unoa7cBSC9X0SVR8UH7WFIEnKaNSAxoLzEhmBEhwlAYQxMYqj0qDh3WjlaAzF4nQrqKlzoCOlw2WWcUuXBRLeKCreK2dUe7D7mxzN7mhHRTJw+pRSXzq/N2CSRbD6RiXEdGDDG8IVzp+C//vYOLj29Fv9y7kmor3Rj9xE/Dh4PpWlER3UOzeCQGIMZj8Xl+MMzmMAgU3pPX6/JEkOlrwTOlJzjiG4irBn42NyapDG4eHZVxutdfuakrMeVgIwMMZ4wDI4ndx3N6xh8ThvOnzH6EswEQQAXz6rEA/+yAB+ZXQlbD/nX1H4RmiF6+QDZ0J/N70kiS6HUqaLG50oeT9j9f1k4LSv7fMaUMpwxpSy7e5LNJ3owrgMDAPj0gsn4zFmToSrdzncmjWiD86TcV4J+5Nf7ZDBvEcK6L9A9trGkT00Q+eY/n38HIT1/iQE2mWHeJB8V+RFEnlBkCZecWp3xtVRfIBQzevkAI44gu0/kn3EfGDhsvRVAMkl5KZKEHg0me32fDYNZPWDMum8qJCNGECPD9oY2PLL9YF7uLQEAAypK7PjmYiryI4hCJNUXyOQDjDiM7D6RfzK3TRznJDSiO8J6siurwyZBVSTw+PfJYt4RnCh6BgyqwuCwd/+KEjJi9ZVuWmEkiGHAucD9WxsRjo2+xBgDYFMkzK314r8+ezoV+RFEgZLqC6gKg6pIg0odluI9g7KN+4UA7LIEh43sPpE/xv2OQSb60oj2Om0Ix0xIsAIC3eCDDgyynVJkZm1xRnVOMmIEMcLsPRbAgeauQe3gDRY7gDOnlaHa58C8SaXwOW0IaAZkMJw+pRTzJvnoOSaIAibVF2jpikFVJAS17GSNGVLSjbOYZOwyAxeWjHjUILtP5A8KDPqgLymvRMR+rDOKQFSHbqbsIADItP5YYpchSwzhmAkjZbUhk1OixOXCPjW/Fi++20YyYgSRA9rDlkRhLgIDCcCUChfuvnwePasEUeQkfIH7tzbglYMdyeN9zR0MiGcXxNOCZAbDFBACEBBJnyEVl13GgpPKcMHJE8juE3mHAoN+6EvKC7BWHF/7oB0/ff5dOG0SSlQbVBtDNMYRipkwTI5Ej+RfrjgbiiThRFDDiVAMgYgOJjHMn+wDE8A/j3SiuTOKqlIHFkwpS64kXnv+dJIRI4gcUO6yp4kLjCSn1ZXipqUzyZATxBjhvBkTUKIq+Mojr8EmMzhtMsAAgwsYBkfUMKGbAhKA//jkHFR6HSh12gAAnRE97d8eu4z/e7cNH7SH4LQpuHjmRFT6nEn7TnafyDcUGAxAX1Je8yb70B6OwSZLKC9Rkw+uS5XgUq0fK+cCrUENgaiBC0/pW47w9JMyy4qRjBhB5Ia5tV7MrPZgR6M2YlsGMrPmhT9+fVFGzXCCIIqXzogOAChz2TM66gl7X+l19GvvAeDMqeV9vkZ2n8g3ZL2GQapiQSZISYAgChNJYvjm4np44it5w4UBmOhRcdPSWRQUEMQYhOw9MV4Y9xaMc4HdR/zY9s5x7D7iBx+E4kAm9aIEpCRAEIXNeTMm4MYlJw/7OrLEcOokUhgiiGIkWx+A7D0xXhjXqUTbG9qSxcW6KWCTGeor3VkX+vSlXkRKAgRR+GxvaMOf3xh61+MKl4JvXnQyzppaTgpDBFGEDMYHIHtPjBfG7Y7B9oY23LxpN/Y1BVCiKqj0qChRFexr6sLNm3Zje0NbVtdJKBbMrvEgrBloDWoIawZm13hIlYQgCpTE83+wLTToSdChSJha4cJ/f2EBrv3wdMyvKyVngCCKjKH4AGTvifHAuNwx4Fxg/bZGBDUD1V4HWLwZgUOSUe2V0BzQsH5bIxZOr8jK4PelXkTOAkEUHqnP/0S3iohuQhaAnkUaYUJWkOQDCaJ4GY4PQPaeGOuMy8Bg77EAGluDKHPZkxNCAsYYSl02NLYGsfdYIGt1AFISIIjcsW7dOvz4xz9Gc3Mz5s+fj//+7//GOeecM6RrpT7/qk2CqsiI6iZUhcHkAka8tlAGYAJwKgyfml+Dj82pSZMVJAiiOBmuD0D2nhjLjMvAoD0cg26KPnXMVVmCnwu0h2OjPDKCIHry2GOPYfXq1XjggQdw7rnn4r777sPSpUtx4MABVFZWDvp6qc8/A8NEj4qjHRGYXECWJMiSFRyU2BWUl9goRYAgxhjkAxBE34zLGgOSHSOI4uG//uu/8NWvfhXXXHMN5syZgwceeAAulwu/+tWvhnS9ns+/W1UwqcwJh00GFwKGKQAhMH1iCQUFBDEGIR+AIPpmXAYGJDtGEMVBLBbD66+/jiVLliSPSZKEJUuWYMeOHRnfo2kaAoFA2lcqmZ5/t6pg6gQXppS54FYVzJtcij9+fREFBQQxBiEfgCD6pigCg3Xr1mHq1KlwOBw499xz8corrwzregnZMbcqozmgIaKb4FwgoptoDmgkO0YQBUJbWxtM00RVVVXa8aqqKjQ3N2d8z9q1a+Hz+ZJfdXV1aa/39fxHdQ5/1EBZiR03LZ1JjcoIooAYST+AfACC6JuCt3yJ/OLbb78db7zxBubPn4+lS5eitbV1WNcl2TGCGJusWbMGfr8/+XX48OFe59DzTxDFQy78AJoDCCIzTPTcRyswzj33XJx99tn4+c9/DgDgnKOurg7XX389/v3f/73X+ZqmQdO05PeBQAB1dXXw+/3wentvC3IuSHaMGPMEAgH4fL4+n4NCJRaLweVy4Y9//CMuu+yy5PEVK1ags7MTTzzxxIDX6O+z0/NPjBeKdQ4ABucHkA9AEJnJdg4o6B2DoeQXD5RG0JOE7NiFp0zEvMnUvZQgCgm73Y4FCxZgy5YtyWOcc2zZsgWLFi0a9vXp+SeIwmawfgD5AAQxPAo6MBhKfnE2aQQEQRQPq1evxoMPPohHHnkE+/btw3XXXYdQKIRrrrkm30MjCCLHDNYPIB+AIIbHmOtjoKoqVFVNfp/IlOqpTEIQ44nE33+BZw5m5KqrrsLx48dx2223obm5GaeffjqeffbZXo5CX9AcQBDFPQcMBvIBCCIz2c4BBR0YTJgwAbIso6WlJe14S0sLqqurs7pGV1cXAAy4nUgQ44Guri74fMXXsXPVqlVYtWrVkN5LcwBBdFNsc8Bw/QB6/gkinYHmgIIODFLzixOFh4n84mydhNraWhw+fBgej6dX63Ni6CQKug4fPlx0hWxjgcH+/IUQ6OrqQm1t7SiMrrDobw4Yz3/H9NnH12cv1jlguH7AWPMBxtPf7nj6rEDuP2+2c0BBBwaAlV+8YsUKnHXWWTjnnHNw3333DSq/WJIkTJ48OcejHL94vd5x8cAWKoP5+RfTKuFIks0cMJ7/jumzj5/PXqxzwHD8gLHqA4ynv93x9FmB3H7ebOaAgg8MhptfTBAEQRBE8UJ+AEGMHgUfGADDyy8mCIIgCKK4IT+AIEaHgpYrJQoXVVVx++23p6k/EKMH/fxHhvH8c6TPPj4/O1HcjKe/3fH0WYHC+bwF3/mYIAiCIAiCIIjcQzsGBEEQBEEQBEFQYEAQBEEQBEEQBAUGBEEQBEEQBEGAAgOCIAiCIAiCIECBATEEXnzxRSxfvhy1tbVgjGHz5s35HtK4Ye3atTj77LPh8XhQWVmJyy67DAcOHMj3sIqSdevWYerUqXA4HDj33HPxyiuv5HtIo8J4fn7p+SGKgcHMTRs2bABjLO3L4XCM4miHzlDmoq1bt+LMM8+EqqqYMWMGNmzYkPNxjgSD/axbt27t9XtljKG5uTnnY6XAgBg0oVAI8+fPx7p16/I9lHHHtm3bsHLlSuzcuRN/+9vfoOs6PvaxjyEUCuV7aEXFY489htWrV+P222/HG2+8gfnz52Pp0qVobW3N99Byznh+fun5IQqdocxNXq8XTU1Nya8PPvhgFEc8dAY7Fx08eBCf+MQncNFFF2HXrl244YYb8JWvfAXPPfdcjkc6fIY67x44cCDtd1tZWZmjEaYgCGIYABCbNm3K9zDGLa2trQKA2LZtW76HUlScc845YuXKlcnvTdMUtbW1Yu3atXkc1egz3p9fen6IQmOwc9PDDz8sfD7fKI0ud2QzF910001i7ty5aceuuuoqsXTp0hyObOTJ5rP+/e9/FwBER0fHqIwpFdoxIIgixu/3AwDKy8vzPJLiIRaL4fXXX8eSJUuSxyRJwpIlS7Bjx448jowYbej5IQqJoc5NwWAQJ510Eurq6nDppZdi7969ozHcUWfHjh1pPxsAWLp06Ziet08//XTU1NTgox/9KP7xj3+Myj0pMCCIIoVzjhtuuAEf+tCHcOqpp+Z7OEVDW1sbTNNEVVVV2vGqqqpRyd8kCgN6fohCYyhz08yZM/GrX/0KTzzxBH7729+Cc47zzjsPR44cGY0hjyrNzc0ZfzaBQACRSCRPo8oNNTU1eOCBB/CnP/0Jf/rTn1BXV4fFixfjjTfeyPm9lZzfgSCInLBy5Urs2bMHL730Ur6HQhBFBz0/xFhg0aJFWLRoUfL78847D7Nnz8YvfvELfP/738/jyIjhMHPmTMycOTP5/XnnnYfGxkbce++9+M1vfpPTe9OOAUEUIatWrcJTTz2Fv//975g8eXK+h1NUTJgwAbIso6WlJe14S0sLqqur8zQqYjSh54coREZibrLZbDjjjDPQ0NCQiyHmlerq6ow/G6/XC6fTmadRjR7nnHPOqPxeKTAgiCJCCIFVq1Zh06ZNeOGFFzBt2rR8D6nosNvtWLBgAbZs2ZI8xjnHli1b0lbeiLEHPT9EITMSc5Npmti9ezdqampyNcy8sWjRorSfDQD87W9/Gzfz9q5du0bl90qpRMSgCQaDaVHrwYMHsWvXLpSXl2PKlCl5HNnYZ+XKldi4cSOeeOIJeDyeZN6pz+cbFysmI8Xq1auxYsUKnHXWWTjnnHNw3333IRQK4Zprrsn30HLOeH5+6fkhCp2B5qYvfelLmDRpEtauXQsAuPPOO7Fw4ULMmDEDnZ2d+PGPf4wPPvgAX/nKV/L5MbJioLlozZo1OHr0KH79618DAL7xjW/g5z//OW666SZ8+ctfxgsvvIDHH38cTz/9dL4+QtYM9rPed999mDZtGubOnYtoNIpf/vKXeOGFF/DXv/4194MddR0kouhJyGj1/FqxYkW+hzbmyfRzByAefvjhfA+t6Pjv//5vMWXKFGG328U555wjdu7cme8hjQrj+fml54coBvqbmy688MK0Z/WGG25InltVVSU+/vGPizfeeCMPox48A81FK1asEBdeeGGv95x++unCbreL6dOnF82zO9jP+qMf/UjU19cLh8MhysvLxeLFi8ULL7wwKmNlQgiR+/CDIAiCIAiCIIhChmoMCIIgCIIgCIKgwIAgCIIgCIIgCAoMCIIgCIIgCIIABQYEQRAEQRAEQYACA4IgCIIgCIIgQIEBQRAEQRAEQRCgwIAgCIIgCIIgCFBgQBAEQRAEQRAEKDAgioSrr74al112Wb6HQRBElkydOhX33Xdf1ue///77YIxh165dORsTQRADwxjD5s2b8z0MIk9QYECkkW8HnJwDgsgvfc0BW7duBWMMnZ2dWV3n1Vdfxde+9rURHduGDRtQWlo6otckiPHC1VdfDcYYGGOw2WyoqqrCRz/6UfzqV78C5zx5XlNTE5YtW5bHkVp873vfw+mnn57vYYw7KDAgCIIgRpyJEyfC5XLlexgEQaRwySWXoKmpCe+//z6eeeYZXHTRRfj2t7+NT37ykzAMAwBQXV0NVVXzPNKRIxaL5XsIRQUFBkTW7NmzB8uWLYPb7UZVVRX+9V//FW1tbcnXFy9ejG9961u46aabUF5ejurqanzve99Lu8b+/ftx/vnnw+FwYM6cOXj++efTti2nTZsGADjjjDPAGMPixYvT3v+Tn/wENTU1qKiowMqVK6Hrei4/MkEQffDSSy/hwx/+MJxOJ+rq6vCtb30LoVAo+XrPVKKBnv0E7733Hi666CK4XC7Mnz8fO3bsAGDtWFxzzTXw+/3JVc+e8wtBEP2jqiqqq6sxadIknHnmmbj55pvxxBNP4JlnnsGGDRsA9E4l+rd/+zeccsopcLlcmD59Om699dY025tY2f/Vr36FKVOmwO1245vf/CZM08Q999yD6upqVFZW4gc/+EHaWDo7O/GVr3wFEydOhNfrxcUXX4w333wTgLU7eMcdd+DNN99MPu+J8fX3vtTx/PKXv8T/Z+/N4ySr6rv/zzl3q6WrqtfpZVZmBoZhGNaggARQUSAJChJFnzwJGhMNgvm5JT6gWTRGXJLHxEdAH2OAJxE1PjoaNICKzPDAsAjKzDAbTDMwS3dP77XX3c75/XHuvV3VXdVd3V3dXd113q9Xw3TVrVP33r6f71m/n3PaaachFAotzM1cociOgaQqxsfH8aY3vQnnn38+nnvuOTz88MM4deoU3vWud5Ucd//99yMajeKZZ57Bl770JXz2s5/Fz3/+cwCA67q4/vrrEYlE8Mwzz+B//+//jU996lMln3/22WcBAL/4xS/Q39+PH/7wh8F7jz32GHp7e/HYY4/h/vvvx3333RcEColEsnj09vbimmuuwY033oi9e/fie9/7Hp544gncdtttZY+vRvs+n/rUp/CJT3wCL7zwAs444wy85z3vgeM4uPTSS/FP//RPiMfj6O/vR39/Pz7xiU8s5GVKJA3Bm970Jpx77rkl9W0xsVgM9913Hw4cOIB//ud/xje/+U185StfKTmmt7cXDz30EB5++GF85zvfwbe+9S387u/+Lk6cOIFdu3bhi1/8Ij796U/jmWeeCT7zzne+E4ODg3jooYfw/PPP44ILLsCb3/xmjI6O4qabbsLHP/5xbNu2LdD7TTfdNOPnfI4cOYIf/OAH+OEPfyiXJs8WLpEUcfPNN/O3v/3tU17/u7/7O/7Wt7615LXjx49zAPzw4cOcc86vuOIKftlll5Ucc9FFF/FPfvKTnHPOH3roIa6qKu/v7w/e//nPf84B8B07dnDOOT969CgHwH/zm99MOa/169dzx3GC1975znfym266aa6XKpFIynDzzTdzRVF4NBot+QmFQhwAHxsb4+9///v5Bz7wgZLP/b//9/84pZTn83nOOefr16/nX/nKVzjns9P+v/zLvwTH7N+/nwPgBw8e5Jxzfu+99/JEIrFwFy+RrGAq1e+cc37TTTfxrVu3cs55iS7L8eUvf5lfeOGFwe9/8zd/wyORCE+lUsFrV199Nd+wYQN3XTd4bcuWLfzOO+/knIt4EY/HeaFQKCl706ZN/Bvf+EZQ7rnnnlvyfrWf0zSNDw4OVrwGSWXUpeuSSJYTe/bswWOPPYampqYp7/X29uKMM84AAJxzzjkl73V3d2NwcBAAcPjwYaxduxZdXV3B+6973euqPodt27ZBUZSSsvft2zer65BIJDPzxje+Effcc0/Ja8888wz++3//7wBEPNi7dy++/e1vB+9zzsEYw9GjR7F169aSz85G+8UxpLu7GwAwODiIM888c34XJZFIKsI5ByGk7Hvf+9738NWvfhW9vb3IZDJwHAfxeLzkmA0bNiAWiwW/d3Z2QlEUUEpLXvPbA3v27EEmk0FbW1tJOfl8Hr29vRXPs9rPrV+/Hh0dHTNctaQcsmMgqYpMJoPrrrsOX/ziF6e851feAKBpWsl7hJASt4P5sJBlSySSCaLRKDZv3lzy2okTJ4J/ZzIZfPCDH8Sf//mfT/nsunXr5vXdxTr3GypS5xLJwnLw4MEgx6+Yp556Cn/wB3+Az3zmM7j66quRSCTw3e9+F//4j/9Ycly5+nm6OjuTyaC7uxs7d+6c8p3TOY9V+7loNFqxDMn0yI6BpCouuOAC/OAHP8CGDRugqnN7bLZs2YLjx4/j1KlT6OzsBCAsDYvRdR2AWJMskUjqkwsuuAAHDhyY0nmoRDXarwZd12VskEhqzC9/+Uvs27cPH/3oR6e8t3v3bqxfv74kJ+i1116b93decMEFGBgYgKqq2LBhQ9ljyum9ms9J5odMPpZMIZlM4oUXXij5+cAHPoDR0VG85z3vwa9+9Sv09vbikUcewfve976qK+q3vOUt2LRpE26++Wbs3bsXTz75JD796U8DmBgZXLVqFcLhcJDcnEwmF+w6JRLJ3PjkJz+J3bt347bbbsMLL7yAl19+GT/+8Y8rJh9Xo/1q2LBhAzKZDB599FEMDw8jl8vV5HokkkbBNE0MDAzg5MmT+PWvf43Pf/7zePvb347f+73fwx/90R9NOf7000/HsWPH8N3vfhe9vb346le/ih07dsz7PK666ipccskluP766/Gzn/0Mr776Knbv3o1PfepTeO655wAIvR89ehQvvPAChoeHYZpmVZ+TzA/ZMZBMYefOnTj//PNLfv7u7/4OTz75JFzXxVvf+lZs374dH/nIR9Dc3FyyhnA6FEXBj370I2QyGVx00UX4kz/5k2AUwrcTU1UVX/3qV/GNb3wDPT09ePvb375g1ymRSObGOeecg127duGll17Cb//2b+P888/HX//1X6Onp6fs8dVovxouvfRS/Nmf/RluuukmdHR04Etf+lJNrkciaRQefvhhdHd3Y8OGDbjmmmvw2GOP4atf/Sp+/OMfl+Tw+bztbW/DRz/6Udx2220477zzsHv3bvzVX/3VvM+DEIL/+q//wuWXX473ve99OOOMM/Dud78br732WjCreOONN+Kaa67BG9/4RnR0dOA73/lOVZ+TzA/COedLfRKSxuXJJ5/EZZddhiNHjmDTpk1LfToSiWSRkNqXSCSS+kN2DCSLyo4dO9DU1ITTTz8dR44cwf/3//1/aGlpwRNPPLHUpyaRSBYQqX2JRCKpf2TysWRRSafT+OQnP4ljx46hvb0dV1111RR3A4lEsvKQ2pdIJJL6R84YSCQSiUQikUgkEpl8LJFIJBKJRCKRSGTHQCKRSCQSiUQikUB2DCQSiUQikUgkEglkx0AikUgkEolEIpFAdgwkEolEIpFIJBIJZMdAIpFIJBKJRCKRQHYMJBKJRCKRSCQSCWTHQCKRSCQSiUQikUB2DCQSiUQikUgkEglkx0AikUgkEolEIpFAdgwkEolEIpFIJBIJZMdAIpFIJBKJRCKRQHYMJBKJRCKRSCQSCWTHQCKRSCQSiUQikUB2DCQSiUQikUgkEglkx0AikUgkEolEIpFAdgwkEolEIpFIJBIJlrhjcM899+Ccc85BPB5HPB7HJZdcgoceeih4v1Ao4NZbb0VbWxuamppw44034tSpU0t4xhKJpFZI/UskjY2MARJJ/UE453ypvvzBBx+Eoig4/fTTwTnH/fffjy9/+cv4zW9+g23btuGWW27BT3/6U9x3331IJBK47bbbQCnFk08+WfV3MMbQ19eHWCwGQsgCXo1EUr9wzpFOp9HT0wNK62OicDH0D8gYIJEAjRsDpP4lEkHVMYDXGS0tLfxf/uVf+Pj4ONc0jX//+98P3jt48CAHwJ966qmqyzt+/DgHIH/kj/wB+PHjxxdCtjWj1vrnXMYA+SN/in8aLQZI/csf+VP6M1MMUFEnuK6L73//+8hms7jkkkvw/PPPw7ZtXHXVVcExZ555JtatW4ennnoKF198cdlyTNOEaZrB79ybEDl+/Dji8fjCXoREUqekUimsXbsWsVhsqU+lLLXSPyBjgERSjkaJAVL/Ekl5qo0BS94x2LdvHy655BIUCgU0NTVhx44dOOuss/DCCy9A13U0NzeXHN/Z2YmBgYGK5d155534zGc+M+V1fw2jRNLI1NtUeq31D8gYIJFMx0qPAVL/Esn0zBQDlnyh4ZYtW/DCCy/gmWeewS233IKbb74ZBw4cmHN5t99+O5LJZPBz/PjxGp6tRCKpJbXWPyBjgESynJBtAImkvljyGQNd17F582YAwIUXXohf/epX+Od//mfcdNNNsCwL4+PjJSMGp06dQldXV8XyDMOAYRgLfdqSOoIxjv19KYzmLLRGdGzriYPS+hoVk5Sn1voHZAxYSqQWJbNFtgGWD1LfjcGSdwwmwxiDaZq48MILoWkaHn30Udx4440AgMOHD+PYsWO45JJLlvgsJfXC7iPDuGdXL3oHM7BdDk0h2LSqCbdcsQmXbm5f6tOTzBKp/+WL1KKkFsgYUJ9IfTcOS9oxuP3223Httddi3bp1SKfTeOCBB7Bz50488sgjSCQSeP/734+PfexjaG1tRTwex4c//GFccskl0yYeShqH3UeGcceOfciYDloiOnSFwnIZDvancceOffj8DdtlwKpjpP5XDlKLkrkgY8DyQOq7sVjSjsHg4CD+6I/+CP39/UgkEjjnnHPwyCOP4C1veQsA4Ctf+Qoopbjxxhthmiauvvpq3H333Ut5ypI6gTGOe3b1ImM66IqHgmSaEFXQFacYSJm4Z1cvLt7YJqc66xSp/5WB1KJkrsgYUP9IfTceS7rB2WKQSqWQSCSQTCalI8EKYt+JJD74b88haqgIacqU9/O2i5zp4Bt/+FvYviaxBGdYXzSyDhr52hcDqcXlQaPqoFGvu1ZIfa8cqtXCkrsSSSRzYTRnwXY5dKX8I2woFDbjGM1Zi3xmEkljIbUokaxcpL4bD9kxkCxLWiM6NIXAclnZ902XQaMErRF9kc9MImkspBYlkpWL1HfjITsGkmXJtp44Nq1qwljOxuTVcJxzjOdsbFrVhG09cupYIllIpBYlkpWL1HfjITsGkmUJpQS3XLEJTYaCgZSJvO2CMY687WIgZaLJUHDLFZtkMpREssBILUokKxep78ZDdgwky5ZLN7fj8zdsx9buGHKmg8GMiZzpYGt3TNqnSSSLiNSiRLJykfpuLOpugzOJZDZcurkdF29sk7sxSiRLjNSiRLJykfpuHGTHQLLsoZRImzSJpA6QWpRIVi5S342BXEokkUgkEolEIpFI5IyBZHYwxhtqKrHRrldSP6ykZ28lXYtEUk8sJ20tp3NtZGTHQFI1u48M455dvegdzMB2OTSFYNOqJtxyxaYVmXzUaNcrqR9W0rO3kq5FIqknlpO2ltO5NjpyKZGkKnYfGcYdO/bhYH8KUUPFqpiBqKHiYH8ad+zYh91Hhpf6FGtKo12vpH5YSc/eSroWiaSeWE7aWk7nKpEdA0kVMMZxz65eZEwHXfEQQpoCSglCmoKuuIGM6eKeXb1gjM9c2DKg0a5XUj+spGdvJV2LRFJPLCdtLadzlQhkx0AyI/v7UugdzKAlooOQ0vWAhBA0RzT0Dmawvy+1RGdYWxrteiX1w0p69lbStUgk9cRy0tZyOleJQHYMJDMymrNguxy6Uv5xMRQKm3GM5qxFPrOFodGuV1I/rKRnbyVdi0RSTywnbS2nc5UIZPKxBMD0bgGtER2aQmC5DCGqTPms6TJolKA1oi/2aS8IjXa9kvqh2mevOaxh34lkXbt7SB1JJLWHMY7RjAXGOVIFG4mIBoJS7deTtmQcWH7IjoFkRreAbT1xbFrVhIP9aXTFacl0IOcc4zkbW7tj2NYTX8KrqB2Ndr2S+qGaZ687YeDLjxzCK0PZunb3kDqSSGqLX1cfOZVGqmBjLGdhNGthVTyEJkM05+pNWzIOLD/kUqIGpxq3AEoJbrliE5oMBQMpE3nbBWMcedvFQMpEk6Hglis21d2I5VxptOuV1A8zPXsqBQbTJg4NpOve3UPqSCKpHcV1dVNIQ08iDIUS5CwXx0dzSBXsutSWjAPLD9kxaGBm4xZw6eZ2fP6G7djaHUPOdDCYMZEzHWztjuHzN2yvq5HKWtBo1yupHyo9e2d2xdARM+AyvmzcPaSOJJL5U66ujoc1rGmJIKIrYJyjbzxft9qScWB5IZcSNTCzcQvYviaBSze34+KNbQ2zc2GjXa+kfij37DHOccu/P1+1XusFqSOJZH5UqqubDBXR9ijG8zZypoO/uPpMvP28nrrUlowDywfZMWhgqnELSE5yC6CU1FWjY6FptOuV1A+Tn71dLw3NWq/1gtSRRDJ3pqurCSFIhDSYDkNrk17XDW0ZB5YHsmPQwCyGW8B0bkcSiaR6ZtJrwXHBOcerQ1mpNYlkBTHbulrWu5L5IDsGDcxCuwXM5HYkkUiqZzq9pgs2To7nQQnB1x47IrUmkawgZlNXy3pXMl+WNPn4zjvvxEUXXYRYLIZVq1bh+uuvx+HDh0uOufLKK0EIKfn5sz/7syU645XFQroFVON2JGlspP5nRyW9jmRNHBvNwWUc7U2G1Jpk2SBjQHVUW1c//cqIrHcl82ZJOwa7du3Crbfeiqeffho///nPYds23vrWtyKbzZYc96d/+qfo7+8Pfr70pS8t0RmvPBbCLWA2bkeSxkXqf/ZM1uupdAHDaQsKJVjXGkFrVJdakywbZAyonpnq6os3tsl6V1ITlnQp0cMPP1zy+3333YdVq1bh+eefx+WXXx68HolE0NXVVVWZpmnCNM3g91QqVZuTXcHU2i1gtm5HksZkIfQPrPwYUKzX54+N4a5fHkEioiKslYZzqTVJvSPbALNjurp634mkrHclNaGu9jFIJpMAgNbW1pLXv/3tb6O9vR1nn302br/9duRyuYpl3HnnnUgkEsHP2rVrF/ScVwq+W8AVZ3Rg+5rEvBKVqnE7suvUPUWydNRC/0BjxABfr6e1RwEAhjI1IVG8LrUmWT7INsDMVKqrZb0rqRV1k3zMGMNHPvIRvOENb8DZZ58dvP7f/tt/w/r169HT04O9e/fik5/8JA4fPowf/vCHZcu5/fbb8bGPfSz4PZVKrbjAUO8shtuRZGVRK/0DjRUDpNYkKwXZBpgfMhZIakXddAxuvfVWvPjii3jiiSdKXv/ABz4Q/Hv79u3o7u7Gm9/8ZvT29mLTpk1TyjEMA4ZhLPj5SiozX7ejhbJakxZu9Uut9A80VgxYaq1JTUlqhWwDzI+FdBmsRucyFqwc6qJjcNttt+EnP/kJHn/8caxZs2baY1//+tcDAI4cOVKxYSBZWnwHhTt27MNAykRzRIOhUJguw3jOntbtaKGs1qSFW/0i9T93llJrUlOSWiFjwPyZTyyYjmp0LmPBymJJcww457jtttuwY8cO/PKXv8Rpp50242deeOEFAEB3d/cCn51kPszF7WihLE6ldWp9IvVfG5ZCa1JTklogY0BtqbXLYDU6l7Fg5bGkMwa33norHnjgAfz4xz9GLBbDwMAAACCRSCAcDqO3txcPPPAAfud3fgdtbW3Yu3cvPvrRj+Lyyy/HOeecs5SnLqmC2bgdTbY49adBQ1RBV5xiIGXinl29uHhj26yXOixEuZL5I/VfOxZTa1JTklohY0DtqZXLYDU6v3vnEQBExoIVxpJ2DO655x4AYgOTYu699168973vha7r+MUvfoF/+qd/Qjabxdq1a3HjjTfi05/+9BKcrWQu+A4KM7FQFqfSOrV+kfqvLYulNakpSa2QMWBhqDYWTEc1Oj80kAYBkbFghbGkHQPOp99oY+3atdi1a9cinY1kKanGai05B6u1hSpXMn+k/peG+WpCakpSK2QMqF+qsj91OQAZC1YadZF8LJk7jHHsO5nEb46Pg3OOeEhDa5OO9qgxZ1eAcu4CACpOTdbCjWChrNbq1cJNOjg0Lr5mXzg2Dk6A89c2Y/tq4Uc+H/eP6cotZr6aqBdNSQ1JVgLVPsf+cSMZE2M5G81RLdDYeN6umasYIOr6o8Ni92nTdRGmU5uKpsugKQQESx8LFppGizWyY7CM2X1kGHc+dBCHBzKwGYM/+KJQguawirN6ErN2BSjnLtDWJEQ9krGmOA4AqIkbwUJZrS2khdtckQ4OjYuv2ZdOZWC7DACgUootXU1427k9ePzl4Tm5f1x+ejv+c09f2XJvv3ZryXM1X03Ug6akhiQrgWqfY/+4A30ppAo2GOMAASgIKCUIaQqiujJvV7Hiut5yGFIFB+N5C6ubw4iFtOCzvs7P7IoBIDg0UD/1a61pxFhD+ExzecucVCqFRCKBZDKJeHz5PpyT2X1kGB/9jxcwlBZbv7NJf0WFEkR1Fa1RrWo3At9dIGM6aIno0BWK8byF/mQBANCdCKM5rMFyGcZyNvzZQ5fx4Hj/vSZDmbULwsT3u2Wt1ubiqrCQ5c6Fcvd4PvesWlaqDqqhXq69WLMEQqMggOtyMAAEQCykYlUsVPa5AFD22RlMF5ApOGAcoKS0XA6gI2bgK+86b0pDYz6aWEpNLZWGljv1ooPFpl6vu9rn2D9uLGcha7pi+RUBvP4/CACVEqyKh2A6bJb6La7rbfQn8wCA7kQIzWG9bP0/WecA6qZ+rTUrLdZUq4UltSuVzA3GOO7eeQSjWQuEIJgpIKI9AEA01l3GkC44uGdXrxhhmKHMYgeCkKaAECCZt4Nyk3kbhAIhTUFnXMdo1sJo1kJnzEBIU4KRi664gYzpVvW9xdTaam2hy50t5e7xfO+ZZHkgNNsrNAtAUykUSqEQClUh4Fx07m2HwdDolOfi7p1HcPfOqc+OoVE4LofLAQ5AVUhQrqZQEAKMZi3cvfNIyXM1X00slaakhiQrgWqfY8dhwXGOK55pP174EAIwiPq5M67PqIGydT316nevPL/eb40aWNcagUIJhjMmBtNTdV4v9WutaeRYI5cSLUP296VwaCANzgFKCBh40CEAAYjXSDAdhpaoXpUrQDkHgoLNYDoMKhX9R9NxUbAYwroC0+Ze4hiB6XCEi5YQzseNoFZWa4tV7myQbi6Ny/6+FA4PpME5h6pQEBT//QmEYgHLZYHGgJndPwqW0GhpWQg+q1IKl3EcGkhPea7mq4ml0JTUkGQlUO1z/ODefvQOZhDWFCTztpgNxETSNoEYGFSoqJ9Nm8/JVUzEEReq4tf1DAVbxKFYSMO6VoJk3sZtb9yMC9a3TNF5PdSvtaaRY43sGCxDRnMWbMfrpXqdAFJGf5xzKITAZGxGV4ByDgSOl7dACAACcCZeA5SS9/zXipmPG0EtrNYWs9xqkW4ujctozoLlFumpiOLRP8an6mk69w+nKLcoKKuofP+ftlv+uZqvJhZbU1JDkpVAtc/xyfEcbJcHswSEAoz5wwgCIXkCxjkcxhDV1Vm7igX1ORUF8klxKKQqSBEHGzqiFfW+1PVrrWnkWCOXEi1DWiM6NNWr8v3lQ2VmswghcDmvyhWg2GnER6ViKQIHggaNP3vgv+f/ezIrxY2glpS7x8XIe7ZyafXWpxYv/fMp7ihQMlVPvvuHv761mGIdTi4LmAgLmrIyniupIclKoNrneHVzBJrfKSAT9fDU+UYe1M+zcRXzCer6ooHG4jjUiLpq5FgjOwZ1DmMc+04kseulIew7kQRjHNt64p4bAIfLRIKh33j3ZxAA0RhI5mysioewtSs27ff4TiNjOTuYpgxpFIZK4TAGx2UwVAUhXTwyhkZACAEhgKGWtkZ8N4JNq5oCN4Jy11Hre+M4rObfUUvK3WOfcvdMsryY7hnf1hPHlq4YCCFwXAbGGRgX+mV8ouLRFRpoDAAYZxjOmFgVM7C6JYSxnFXy7IR0odEJxHucixwj4VDEsaWzCVu7Ykuij1pqX2pIshyZrIGtXTFs7IhiKG0ilbeRt9zgefaf440dTdjQHkFLVEe64EBXCFwmKnl/AMBvxDMOGKoCQyMzaqBsXa9TMfDgMNgOE2UyBs75FF0tRF1ejzRyrJFLieqY6WyyrjijA88eHYUzSZTFvxVsBkoYjo/m8L77fzWtvRalBLdcsQl37NiHgZQZuAvEwxpylgsASIQ1cAYUXBfjORttUR0cwKm0VdaN4JYrNoFSsiB2X5PLZJzD5RwKASihdWkpVukel7tnkuXFTM84pQQfunITXh5MYzBlwnT87vwEflJywWYwPJeQwXQBjAMnWQGqAmQtF8fHcuiIhYJnR1UIFK9x4LgchLhwJy036EsWcMM9T5a1HF5IfdRa+1JDkuVGJVvQjOkgbTpIFmwohMBQKRIRDZbDoVIgmbdw67d/jazpImM58Ef9HNebGfRXE3NAIaJ+PpWyZtRAOQ3ZDoPlsGCQ0XI4jo7koCkUIU1Ba1TDLVdswtOvjDSMdWcjxxppV1qnTGeT5S95K9guCrbrNTJKIRDuQaviBnSFVm2vVRLEmFiGVLKPgfda2X0MJr1XbLVWS7uvyWVaLsPJsTxcJtZi9iTC0NXqr3mxKXePFzq4Llcd1IKFvvbZPOPffLwXX37kMCy3VLMKBeIhDWtawhjJWMhaLjKmA0qAVTEDzWHxnJ9KmbBcF1FdBaUkeHb8fQwO9adhFw0WhFSCqKFhzFsH69sQLobl3kJa/S2FhpY7jRoDlvK6Z7IAb4noXh0uOvOUEqxrDSNnuSU24ON5C4NpEy7joIQElqW12MfgQF8SYzl7iuW5j6YQ/OXVW7CtJ7GirDurZSXFmmq1IGcM6pDJNll+RnyIKuiMEbw0mAEAnNHZBEII8paLnDcV6e9rsL41gkhIDdxPuuIUAykT9+zqxcUb2yr2ciu5CwCVdz6u5EYw3XVUez4z3RsQBEFWVwkcBoxkTWxoi6IrbszpOxaalejg0KjM5hkHgMdfHkY8rCEeUlGwxQhdRFcQ0ihOpSwkwjo++/az8Vc/ehEnxnJY3RwG9db6hqiCda1h9CcLWNsawUfefDramiZ2OH/fpafh97+xGy8PZhAzVEQNFWFNwasjOREFPBvClojuWe7NTYO1vi9z+V6pIUm9U04DnPPAChRcuP+c1h5FwWawXRfJvIOxrBj8606EA920Rg00hzWcHC9gdXMYf3zZaWht0ue18/Glm9vxug2t+P1v7MZ4PgnKAV0TsYZzcf7MGzfeeXgIu14aWjA91zONGGtkx6AOmc4my3S4l7zIYdocYZ0ioquI6CrylovhjAmAgNJSS8TZ2GtVcheYrRvBQth9TS4zb4nRFoUSUEKgUl5itVavlmIrzcGhUZnNMw4gODakKYgapWU1RzS8MpTBq8M5jGYtdMRCQaeguMyWqI7BVAFtTUbJM3RwQCxT6kmEEdKEm4ivj3I2hAtpubcYVn9SQ5J6pmoLcE+PYShgHOgbz6OnOTxFN5RStMcMjOUsnNEZq8mzf3AgjZNjBbFJmjrRZiAEoAoJ8qD296WgKlPtksWxK9u6E2i8WCOTj+uQ6WyyhIVYsZ1Y6Xv+wrDJ7wGe7eEi2mtVY/c12/OZXGaJpSomfJ3961/sa5Y0FrN5xqs91rconK1uZrIcnqyN6cqaLwuhfYlkOTGtHjHhMlSsR98FkJbzH0ftdTOdjTIw4X5kuQy2I/XcKMgZgzqDMY7RjAWXMaQKNhJhLZiC9Ecb/MAy2dZwJgvRvO3Adlz8Yv8pjGYsXHdON1TP0YR5owLVTJUxxrHvZBK/OT4OwoHz1jVjW3ccBwfSGM1ZaA5rAICjw1kAgOm6CFEFBYvBYWK0JKSXt1VzHIYH9/bj5HgOq5sjJecITFiIJQs2XMY915UJG7fJVmsr2VJMsvQUW9qFqBLo1H/OOSbsgv1p+bGchYiuIqSXzupNtiicXKbtMrhMeJUzxjCcNrHrpaGyegtTFRwcDuNFSclCGwoVM222K0YrXZdhz7FxMM7RHjVKlgIWx4StXTHs70+V6H776kTZODH5vkxG6lKy0imnAb+OZuBgLofLxM7kjsuQiGhB3c48N6DiWBLSKAqOWDL86lC2qnra168fI4qXHDHGsefYOGyXlViS+3AIQw/m/RDwILYEx3jnmLVs2A5D71BmVkttZtPukCwesmNQRxQnuaRNB+N5G6NZC7GQhoxpw3QYGONwveDhMBclGyF5FqLAVAvRwXQBgykTHMC/P/saHnj2NXzmJ/tx65WbsK0nUbXTwO4jw7jzoYM4PJAJRjoUQmBoFIaqwGEcBdsF50BIpSg4DKM5ExolcPlE8NEVClUhOGdNc5DD8M3He3HXzl6k8zYYxHSWf45/erlIdE7mLaQKNjKmW3JejpcUxACENRFEfUuxrd2xFWkpJll6fEu7g/1pNBnCWjTovHsSPLMrhmTewtd39SKZt2G7DAoFQpqKjpiBJkMteVavO6cbP/zNiZIy87bQfnF+4B079kFVCByXl+htPC8q2VTBDvIY/MRCAuDkWA42E40Sn3969CUolCAeUnFWTwKXn96Ox18eLnH9KjguLJvB9To4mkJxRmcTbr9265Q4UXxfuuK0ZPmB1KWkESingZBGoVCCgj0hvlTBQargoG+8gLBOEQtrGM+Jur94NF8hBDbjUCnB1x47MmM97dfpWcsN6uSwpiBqKDA0iqG0iZzpwj8TscSJQFMoXM5hFe2oXrDFEsS05WBtS8RrkzgYSheQt5lnowrc+dODiIdFDJkpOXch3AoltUG6EtUJlZx2fDtS6o30TW4cdCfCaA5rgYWWSsWoucsQ2GsNpPIYydoAAJV65XijiJQA8bAGhZIZnQZ2HxnGR//jBQylTRAAiiLOx48fdNLGK4rnlpAqOGW/W6EEn7xmC/708k345uO9+OLDhwNnIVpkv+gft60ngY/+xwtBB6ccCiVY0xyGptLAUmyluiXMhuWig4VgMVyJJusCHMEeI4mwBl2lcBmHoYoK2Q10TbAqHoLpsJJntbhMABUdQwDRgfZnAuIhFaPTOIxMhx9jdIXAdDgiuoLOeAiWKyyP/TJVKvTpX19HzMBX3nVe2caJiGluWas/qcvFpVFjQH24ErmBLeix0VzF+gsAzl+bwL6TqZK60CnqyLdFdXR5uqxUT/ttCUNVMJgqBLOV5epkAqCon4IiJ9QAlYoYxLxBybaoGHjwZyT9Y/xlUGFNRWtUq6jxhXQsk1SmWi3IHIM6YLJ7QUhTEA9pWNsahj+rxrgYaQvrKta3RbGuNQKFEgxnTAymTeRMB1u7Y/if7zoPX3nXedjaHUPOdDCQymPU6xRolEBTFFBCoVIKXRWj+OM5G6uaREKkb33WFTeQMV3cs6tXuBMwjrt3HsFo1gIhYrSQgpQ0QPzAoak0GHXImk7QWXAZguAW0RVEdBWPvzwMy3Jx185euIxDVwlUSkvPkXHc9VgvvvbLlzGatUCpuJbJHREAIODIWk5wP2SAkSw0F29sw6qYAYUSb2MgUUGGdRVrW8LImA5GsxY64wZaowZWt0QQ1oXWHM4xnDFxZlfps1pc5oyNfAKoitBy3mHQ6JS3p+hk8vuA50TCOfI28xoiQo/DaXOSzrmwSlUpCMRSiLt39k7Z6OjSze34/A3bg1g0mDGlLiUNRbEGsgUbJ8en7xQAwL6TKUQ0ioguVgM4LoefhkAhRvYJRcV62m9LdMYNJPM2OErrZL9TAIj6WlHE5mZBHCg6FwIxu68pCnSFgnrLdUeyljeTWHqMRikYB1zGkC44wXkVU669U6ndIVka5FKiOqCSg4dCxLQj5RwcBF3xEJqjWrAueV0rQTJv47Y3bsYF61vKWog+uLcP//L/XoFKSZm8A38zdSBVcNESnViWVM5R5dBAGpz76ySJtw6yuKSJHZgpES5BNhNThP66yY6YgaiueuslGXoHM/j6468gnbe90ZHSc6SEQlVEvsXek6ng+ykhUDgPvo9DBMWmkIbb3nQ6LlzXItcrShaF/X0pjGQsrG+LAJyU5NEULN8QwHcRA5oMFVE96q3NdWC7DH9x9Racu7Z5Spmd8RAGkoVgWZLj7X9QXGWK8glUCpj2hAEB4HWgqchRmrx3gviU+A8p0rHLxeif5TIkcw5Mxy05nvMJjasKhcsYDg+kyzqSNKLVn0RSjK+BH7/Qh0//+EU4pmiYl1MAh5gdCOsqOuIGCpaIEUNpE5QCBEQ4GVnlncWACecz0+aBYx+BGEUr/s5iLQtXP7HzsT95oNKJuh4QbQJNoWLndgCJkIqMOeEI6B/jx46WqF7WqWgxHMsk80N2DOqASg4evoOBQglcJkYFi5MVQ6qCFHGwoSM6RUC+vdaulwa96b2p31vcgLCLFxx7GApFsshpwPY2UiseYSzXp+ccU+YjKSHetu0UYW8kxC//tdEsGAC1QluBEsDhE+foH0YICRo2HGIkgnPgtPap90MiWSh8/RqK4jV4JzrYU13ExHuEEIR1BYZKMZgxMZ63y5YZVsTTLpYRig7wZJlMdMbFrGKxronXQXe5f+QkSpINUdrR9zQ3eeAuOI5MOKtYLqvoSNJoVn8SyWQoJWht0lGycruckD1Esq+IEX4MoV7LnrPSWDKlnvbaElnLEfkJRc2KyQvHS7VMoFAx40kAqEqpOYJ/yn4o0VUKmO4UNyM/diiEwGRT40I1jmXF1yNZfORSojqg2L2gmMDBgJc67fhU4+yxujkCivJrlIsFrZURaXH5rREdmtdy50WfL9eWD8qd1OiYfA1++etboxXPEZi4fv8cK3VG/KRm6XQiWUwq6ReYeN7L6ReorGG/zMBti0+jNxQ7cpESXQc2vhU+i0ntFP94X6+at3yg3PcBUncSSbW0emvpq6HYrtRvB/iN+Er1aFBPe7Eo+FzJQEHp95BJr/Gi18tln/Kiz/ixplxngxDA5Xza2FYuXk6+HsnSIGcM6oBKDh4hXaz9y1lusDtqsXVhMi+WLzz36iiePzaG89eW2oa2RnT87tld+MxPNCRzNihhnvWpN7pe1CqwbBvDGZFwaDoMlu0iY7noiht49tURJEIaVjXpGM/ZcBiD4nVY/BKKY4PLOBzOgpkK1+VglCOsKTBUgpzpIGc5SBVcbF4VxQcuOw3/uvtocI7Fy4kYZ3BcjkRYw1ndMTz76ihsl0MhYomEP2PguAyUEqxuCWE4a2LfieSclyxICzXJbJjOgcdQ/YY6gaERcPDAtlchBON5C2tbonjutVE899oomgwVGdMBB7AqbuDEWB66QlGwXaHdMt/PAdiOGOYzVCqcy7zVP5wzcELBGJvy2eLRPx+X+Y5nQEQjSERUjOUUOJYbfNdE54EHujujswmMc+x6aWjK7udSSxKJiBPbeuLY3Tsy1R60qC6lBMiYNkJ5GlgeK5QIlyAOGJoCmzGkUjZsx0XOZljdHILlumKmgQCvjeQQCykisdhl3tLeSUsQvf+7jIOBA0QYiaje0kPHZdC8jGJ/Rt7lYsYyHtJEDpJCRc6DUrpbckhTkDMdrGuLYiRTWh8Xx8vOOIFp82D5paGROTuWyVhTO5bUlejOO+/ED3/4Qxw6dAjhcBiXXnopvvjFL2LLli3BMYVCAR//+Mfx3e9+F6Zp4uqrr8bdd9+Nzs7Oqr5juTgxVHLwGEoXkDVdRHQVTSEFyZywLfUdQSaW1YhRhpBnG0oJCey/1rWE8b3nTgSfmSuTOwOzgRKgJaIha7rCztF7XaMEZ3bHcM7qRHCOlVyJAODLjxwuWStdnFipKgSxkApK6Jytz1aqhVo96mAx9A8szrVP58DjDxIWbBeWw2G7rpfoK16ntDRfBxDPtOIl2HMO2EuQiEcJ0JUIQVMojo/kUG58j0C4n61pCWMkY5VoZrLl6UrR0nKlUWNAPV337iPDuPWBX2MsZ898sEewXLYGIYBA2Hnn7PKj9QDw5jM78GJfSjii8YncQR9dIXjnhWvwZO8IxnIWMgUHk9OXKBEdjFhIK2mL+Nr3XddGs1aw/NGfhWiL6vifZVzOpmOl1tu1Zlm4Eu3atQu33nornn76afz85z+Hbdt461vfimw2Gxzz0Y9+FA8++CC+//3vY9euXejr68M73vGOJTzrhaGSg8c5a5rxyWu2YH1bGKdSJnKWGBUoHqn3/+0wjozpYjxnIWIoiBoqDvan8WTvCK44o73szoazwZ1jpwAQlo1jORuFok6B6jWI9vel8ItDg7jpt9YgEdHAGBeOB4wjEdECq9JvP3PMW5c9cSEcEHseeC4NrVEDq2JGcO137NiH3UeGqzpHv3F3sD+FqKHOuRxJdawk/U/nwPOVd52HP7nsNJgOg+m4QZaAr12X8bLT8cxLGJ5Lp4BAaGI+MA4MJAsYTpsVbY38Tk9/slCimb0nxvHFhw9jz/FxqSVJRVZSDKiGSze3467/dgFOa49M6xRWTHHuz3zhAPI2q/jdBMCLfSn8yWWnYX1bBAyldb6hiryHJ3tH8AevX4d1rZGyM5GMi1yHkKZUoX1//6XSpcrVIuvt2lNX+xgMDQ1h1apV2LVrFy6//HIkk0l0dHTggQcewO///u8DAA4dOoStW7fiqaeewsUXXzxjmfU0WlAN5abDAOCP/vVZvHgyiURYxWDaQt52K5ZBAEQNBRvaowAXlbbLOQhnyNli45Ja/NGLZkFnPI5ScSDzkpbEmmcxZWkzMdX5+tNa8a9/dBF++uJAyc7HlBLcfO+zONifQlc8BBAgb7nIWWIXyOGMBQLgjM4m0KLWEOccAykTW7tjuP99r5t2WpExXvIdkzdkqracemU56GAh9A8s7rVX0u/N9z6LA31JNId1OIxhMC02LVtIJuX/V61X/1ihWwJDpVApsLolDNPmyHmxJ6QSnBgrAMTTHvFzgDiODmWDJZCntUcDPa0ELS1XGjUG1ON1Ow7DO+55EntPpmY8drKO54Nfll8nE+9Vfx8U2xFLA1+3oRWAcBAKaxQgBBFdEcYhHBhICYtlzhn296WQCGtwGUAJx1DGhuW6ABeWzRvaI0Fd738O4Dg0kEZnzIDpFC0lUglOpa2q48NKr7drTbVaqKscg2QyCQBobRUP5fPPPw/btnHVVVcFx5x55plYt25dxaBgmiZM0wx+T6VmFl49Uc7BY9+JJF4ZyqAjZgROIUD5KUZf+AWbBZZmYV1B/3ge7U0GMpYFVSGwy1gXzoaZghUpOkBshiSmp3SVliRWCXszsfnToYE0Dg9mcMMFq6dc/2R7s4iuIqKryFsuhjMmOMSmTOGifKXZWJ9JC7Wlpxb6B5Y2BlTSb+9gBq1RAyFNQd5yA/3NptKfTcN+NsdV+qzqbWCYt12sbg5DoQoiBhAxRLWRt1wvR2HCihUAChYTyY9egmHBZoETmdSSZDoapQ1wcCCN/qQJhWDKMpzJ1HLkVqEif0jk/021MPfth/f3p6BSgo6YiFklELF88PBAGhwcHbFQcEzecuEwMyi3nLWq/7mWiA5KqRc3Jr5jNvFB1tsLQ924EjHG8JGPfARveMMbcPbZZwMABgYGoOs6mpubS47t7OzEwMBA2XLuvPNOJBKJ4Gft2rULfeoLTrG9l29hCqDi9D5QbI8obMMYMLGOeRHniCYnO5VbzuS/ZLvlLcqmszcrvh/+9RZjKBR2FdZn1VioVVOOZG7USv9A/cWAyc+WeGbnJsLFnt4t3rNgMlOtWCden7BPnapLqSVJORqpDTCas2C5rGZLhKqFT66QJ+G7DNkOg+1MXx9a7tRjfO2TorKK9V/pc5PLrjY+yHp7YaibGYNbb70VL774Ip544ol5lXP77bfjYx/7WPB7KpVa8sAw32z55rAGABjLWeJz/jBjBTsxQEyjmQ4DNW2k8hbAgazpiK3RFyEYFfuhF+O4PPBiJ6R0xFRTyluUFdubGZQGri4qFRvA+Tu2jmUt2C6DqlCongVD3hZTmv49rETxd4SoMuV9aaG2sNRK/8DixIDZaHrys0UxoY/ZSHG+si02K6gGVmRW4HqdmYI9oT2/4c8h8puErkmJzTIgdmpVLRchTTg2FRyxBPDVoSxaIzq2dsVKnNSko1FjshzbAHN9Rn3rUjKbKcMaUJyuxCF2NxdJv/7S3lJr8LGchYiuwtCEe5DluMIVkTHPlQjeBohiY0fH5YG1Kng5a1XX6zBwpAo2EpGJDVsnjhF17XDaxP1PvgpOgHPXJEAJwXjeLlmiOZqx4DKxAWoirE2ZNZD19tyoi47Bbbfdhp/85Cd4/PHHsWbNmuD1rq4uWJaF8fHxkhGDU6dOoaurq2xZhmHAMIyFPuWqmW+2/O4jw7h75xEk8zZsl5VUuNPFEwaROFh8zHROBLPFb2QUn0+l45g3esi4aECUgwDoihtlLcp8e7O9J8bhuDwYaWGcl3x3suAgWZjYVdJ/S1covvzIIXzoys0V7/l0lpOc8zlbqElmppb6BxY+BsxW08XPlkJtDKXNsg4/i8Fs2iDFSxxOjBdwKi2WZ/idgeKOw0Ayj/GcLXY2NxQoBCg4YgBgMFUIchWihorRrAVKCL722BEwLiwQFYISNzHpaNRYLMc2wHzq9m09cWzpimF3rzntcbWmWP8OAwAW1ONiSS/zNgzlyJkuknk7GMAr50hICTCed4IBOkCsSvAtFsK6ipAuOgbpgo2T43mvLI606WA0a2FVPIQmb3ki5xxD6QJcxnH7D/eKAQfvS1WFIKKriOoK2ppEQ38kYyFtOhjP22XLkvX23FjSpUScc9x2223YsWMHfvnLX+K0004ref/CCy+Epml49NFHg9cOHz6MY8eO4ZJLLlns0501882W9z9/aCCNjpgudj+dRc2+0AMRsxmBnOm8OYChjIWnXxmZ8h6lBJef3o6sKRKOAfHszNQh8YmHFBwayEx7zykluOWKTWgyFAykTORtN1hfPZAy0WQouOWKTXLEsoYsR/3PRdP+s+UyhlMpc1Yargf8SsJ2vRFGoMT6WPFmDvKWgxOjOfSPF2AW7ZKuUJHcmLNcnEqZcFyO9iYDEUNBMm8jmbORKjiI6MJJbc/xJL748GHsPSEdjVY6yzEGAPOv2ykluOKM9kVfSlQOf/DO8nc595YProobYidkXtmRkPEJW3FKxHX5VsyMCzdCzoDRrIVjozm4jKMjZmB1cwQKJchZLo6P5pAq2MjbLo6P5ZApOMiaLlzGg70XOET8yRRsWI5IeN7flwIhBD3NYVAiyjoxlkMqb8t6e54sacfg1ltvxb//+7/jgQceQCwWw8DAAAYGBpDP5wEAiUQC73//+/Gxj30Mjz32GJ5//nm8733vwyWXXFK1I8lSwRjHPbt6kTEddMVFcg6lBCFNQVfcQMZ0cc+uXrAKrYTJn2+J6lCVpX+4FSo8if0HZ6bEqeJ9BqbDUAgcl5e9J4xxPP7yMCK6goiXxFht7jQlQMFh6IzpM97z6SwnP3/DdjlSWWOWm/7no+nXbWgNTAPqBYVMr00Csbyv+CDGJ/ZUIF4ZmkqDe+FwsZ5XVQg64wYihurNLkwMDhgaRXNExUhGrPvVVTHgMZI1oSsErrdMwXE5DI3OKm5KlhfLLQYA86/b/TJ2Hh5a9JyhmSBEOBqua42gJaJDrbB2f3Lc4PA2SmPC7UihohzOOQbTJoYzJhRKsK41gtaogXhYw5qWCCK6AsY5+sbzyJqOWFZEvH0QlKkDoS4Xy5v8WYxk3kYspGJtqyjLZRx9yTyyBVvW2/NgSZcS3XPPPQCAK6+8suT1e++9F+9973sBAF/5yldAKcWNN95YsrlJvTPfbPnJn89brremT3j+OoxhodsZFAiWPDSHVSTCOjSFih2YwTGctpAu2KAKRWeTDkIobMZQsFzAW6doOcKaEZjegcVhHGFdKXtP/HvRGQ/BUCkG02ZQ5kwolHj+8bwqh4JLN7fj4o1tcm3zIrDc9D8fTT+4tx95yxUNbWDermBzwa/imffvDW1RABD2o5wjb7kY95biaQqB4u207Hi7nRZ7HqgKCZYPuIxjdUsYxNvJeTRjoTNmoCVqgMfETs9Zy8FQ2gQh4vhkzoHpuN4mbgQqFTlRybxT6mhkSUejlcxyiwFAbZxw9velsL9/6dySivXcHFYR1lW4LsNwxkIiXNrmUKm/7Gjis+Voi4pZQJVSgHBkCw7+4uozkcrb+F+PvYzmsIawPtHkbDJURNujGM/byJkO3nPROvyfp14VAw5eh8Q3afBzMThE50CjBJSSwPWoyVAR7YgimbORs1z85TVb8fbzemS9PUeWtGNQjTNHKBTCXXfdhbvuumsRzqh2VJMtn5wmW768kwmgKAQEBBQE7gKON4jKXzgIAGIb9nhRAi8BQXuTgYIXMUKaCkoJwlAQD00cdyqVr+r7OBfuSSZjU+5J8b0ghMxuo7YgOZIhqqvT3nOfcpaTktqz3PQ/H02fHBc7B6sE4HyRMw49KBVpfowJ2xCXc8RCWmA/OpgqAEGOjhiA8PMIiiUXLA/ymhece2UZKmxXxQixggqZQGyI5DuT+NbFtpcn5G19IEriE68rVBwnPjdhBjBT3JQsL5ZbDADmX7cHZTgTtuNLMXPgf6+hKWhvMpDMW95ovdCu3+aodrkTIUDMq/sZ40hyB61NOlqbdBAQGOpUUw9CCBIhTRilUDEb6SdAMzbNffFiBy+KEQQE8ZCGgsPQ2qQ3VKcgb7ko2C5aorVJsq4bu9KVRrETSTlmypaf/Hnf6aMaq9JaQEmptahWJgiaLoOmEOhFHYipVHeixGuolLsnk+9FuXOpXPBEYpV0KJDMh/loenVzRMzA8fKWvYtB0eaiouM/ycO8WFf+OfpT9pPLKXZVKnYecTkvcV3yKXYq8l1PypXjv+4fN/kcpYYlS8186/agDNXfEHBp0YLReT/JWJyRr9lq41Vx/Ci+B9Xer9XNkcCpye8cVPzqomNKXY8aJz74zk4nxnLoT+ZxoD+F7zx7rCZl14Ur0Upka1cMq+IhvDKURUeTHmzwAUxky5/Z1QTGOXa9NDRlycpklxxdFT15y2HBaFrxUp+FwC3yH1aI6JUaqthIzHYZknkb23piAAj296XAGIPDRYAQoykMeZsFm7hMFwANlSJdsLGmJQLLdfF/nzuOPceTCBsKrt7WiY0dTTg0IO5Fc1hD/7jYzXk6/CAX1hToCnByvID2JgPPvTYKxjm2r05UHFWQVomSyRRrsjNGpuzYOdkBo/gZWtcWRkRXkDZdaMrSjBK6RQ4fLgfSeRMjWaFzAjEY4MMYA1Fo0EiYvIzIdifikKGK6+ecI285iOgqUnkbukIRNsRIXkin0BWCnMVgqBS6KgYUTIcBlMNhQFijSIRVjGYJcrY4joODcw5CiHQZkdQF23ri2NgRxYsnxY6//vLaSs9oubpka1cM61sjGM8ll+QaAj17mk/lLaQLDqK6grGshYzpiJlFzqcsWS4Xt0T84MiaNkyHYSxrYU1rBFtWNUFVKTatasKBvhSaw5rnQubPSnAk8zbOXh3Hded04we/PoFnjlpwvPgSfGfRlyrEcyRkvMT1qFHig+MypAoO0gUbBdvFEy8P4z/39GHPiSQoAa44owM9zeF5fYfsGCwAvo3Z8dEcsqaNjGnDUBWsihnQVIrxnA2FisSZW/79+bJWZ76TyR079uGVoSwKjhsk4vjr/SK6goLjLkiugetbAUCI/thYXowEeu9ziI5KX7KAobSJjOkWf3rW31dwGEyXo3cwg9+/56mS4PPNx19Bp+eQMJAy0RzR0N6kB/aJlSBELE8yVIrDgxm4DEiZDv7uJwegKRRndDbh9mu3TklOmq/FrGRl4mvyo//xAl4azJTuOE6A1qgeOGAUP0NZ00XeduFyIdSlyC8ApjqDncrYFY+1GWCX2TCQA4HjEPNkbrkcrwznQAmHywFdIUibLtKmI+Je3IDjchQcJnZldxiOjea95EIO1xGdjbaogbG8DdO7P5bD8NpIDoZKkYhosBwuXUYkS87Tr4wgmbeRNh0kC3ZQx5R7RsvVJb7VZt94YcmWEflwDpwYm1juG5yPNbs6nAM4NlYoee3IYAav+8KjuPXKTbj89Hb86tVRjHnLq4pjJ6UEybyNZ18dxYeu3ISXB9MYTJlwy5wCBdAS0YNlWr7rUcF1MZ6zV3R8KNguUnkbWctF/3geP9nbh4deHMBYbiKOMw5891fH8bG3nDGv75JLiWpMsY1Za1THmtYIDFWB6QgrrrGsie6E8FjuTxamtTq7dHM73rCpTVhnlokeWcuF4Y1WLCSUAColcItsyAxFjNwfHc5N6hTMDVEmCRoPxXCIDkHWdNCdMJAzHTAgcCiqhEIINIViLGeLGRYikipVSuC4wvLso//xQom13Hxt6CSNBPfWSJc+scXPECFA3nbE7BtfmQGXM46C7SJnMVAAnfEw1rZEEPLj3qiY6qaEoD2qI6orADhMb1+ViKEgHlIxnrdxKmWCEqAtqnv65oHNaXfCkC4jkiXF13Z/soCueAgRrfIzWq4uIQSB1SawdMsKK1HLTgolQDJn4wsPHcLdO3thqBQqpcF+CP5Pc1hDf9LEHTv2AQD+5LLTApOGKRCxx8K2nji29cSF69EKdg/knCPtLRc6PprDzw+cwv/4wV78wb88gweePV7SKQCArd1xbOqIzvt75YxBDZlsY0aIsDCLhVTkTRfDGRNrWiJoMtQgsPjLi0JUQVecYiBl4p5dvbh4YxsY4/jpi2Lbd10RC4T9NX+Mcdguh0IJzumO4VevjVdt4TkbdAVwOQFjoqFNidg/QKEEecuZd/kEE2uWZ9qALWu6iBkKPnf9hRjLWvinR1/G8ZEsQrqCvM1AIJYNKd4IxPq2CCyH4eXBLAjh0Ki3cRkBKOWwHYbRrIW7d4r7DWDK3w8o/7dZiSMSkunx9e0yjjM6m2DaRUuJNIJTKQt37zwCgCBjOuiMGXhtNCdcNBQKEG/n76I9ABYC/8lc6JFIf/mRplKAix2OiTd66se9nOXgtdEcCIDTO6JQFAUcwqnIdl0kCw62dcfxiau34NM/ehEnx/JY3RICJXTKcYmwHuhUIllsytXvLVGt7DNa7ljOebBhGDgwnrPqYh+D+VJp1oNxYUVsOv7S6SiOjRW8QTrhKuQy4Ua2vi3sxc9eABzxsIZ4SEXBFgOFEV1Yn45kLKxtjeL/fvASUEpW7HLf4uVCQ2kTD73Yjwf39Jd1Y9QUgjduWYUbL1yDt57VOcUpay7IjkENqWRjRkAQMVR0UOLt/Eeqsjo7MphBOm971oClY40KJeBgyFouXuzPiGUzqN7fvxKTGxWEUFBw2Ix7o+3Cd9h0hNf4fOEQsxGc8xJLtMnn5I8uHOhPgxKCtiYDg6kCWpsMhLSpMweaqqBv3ITtzUeqlE75m6iK2Onx8EA6GMGZrw2dZOVSrG9KKMI6UOyY0xzRcGggHejbdIROVEqC54mQhe0UAEInilfpLjSUiv1HAExYjNosyKmihML3J7JcIKxMOBWFoUBTFRwdzuLV4RzGshY6YgaoZ1U0+bhXhqT2JEtHufq90jMKTK1LCjbz4oHI3fGXFC5WR36hqJRz4G905h8zknFgOQyqQgPnI1DAdFyYtrATPzyQBgdHS0RHSFMQnbSBNaUUg6kCDg6ksX1NYsXFAn+5UMZ08JtjY/jPPf144shw2Vi+piWM3zunG1dv60Jb1EAirNWkUwDIjkFNqcbGzPYW71djdVZscVgOSgCnyOKvFoFlsjWhcCoQTXP/dSH6GjZwZlGQ5U7YwM10ry2XwXZKg28x/kyF5bKqy5RWiY3LbPWdtZzAOcNn0cazFqGV4ccKv84qZzHqWx4SMtV6FJjQ1MnxnNSepK6ZrU3p5GOLtbAyxrWnwatbi2dELJdNjYdkwnI0qqvCuYijoeIA5xwZ00Gq4GA4XcAj+0/hwT19OD421eqdEuCyze1427k9OH99C5oMFbGQiohe26a87BjUkGJbrhCdOort23sSiGMMQjGet2G7DJq3Zr/Ybqs7EQY44DgcoK7Yv4AgmC5zPT9yv3KuVVuguJxiZyLb5WBc+A3X0leFcV71lCpnHDueP47BjIWc7SBZEE4mxcs6QpqwJtUVCgIOy53a4QFKrRKHvSk65lmAJSKa1yFCsKQhZzkAF2si53ytC+B2JB2UFoeZ9e0KLQJIFmzA6zwLFw7RwV6sUUG2SGsU3KJlUY6XaqR4M4BihNT1GghiJ2MOHugKKLUqnDF2FtkQTn7mt3bFcHAgvSAakPqSAFXW70XPaPGxnIs8BMY5HFZaGy3XmYLp8MNPcScgsCJF0SyJ11FQKEGqYHuf4TAdt2QzNB/TZVAJMJqx8NjhQYxmLCTzFgZSJrrjIVywvmVat8F6wmUcqbyNVN7Gi31J/OeePjx2eAhWmaUTHU0Gfu+cbly7vQvdiTDiIQ1NIRXKAl2n7BjUkMkWo8XTOhMWpcLe8zfHxqYkFfeN5xHWFFywvgXJvIV/feKoaFgAni9pkddgEYVKa3BqQPFXcQh7sVp7pM60/Kn47bzD8KM9/cHvWTOPk2MTmzcRIgKQQinOWZMA5wzPvjoGh7GJHAMIUfq+ytmCjf/xg73eXgpiy/XRrIVV8RAAYChtomA7cJlYK/7lRw7hQ1dunnWS00K4HUkHpcVjOn2nCzZOjucBDjCIgO/jQuQWaMGMwsKzWI2NcpdzbCQLxbtWVtRx6BvPYzxvoyNmoMlQS+wFrzunGz/8zYlpY6dvQzj5mWecB50vSmhNNSD1JfGppn4vtsr0j1WIjeGsFSwHEf9bid2BqRQvl2prUpGzHeRtBo2KF11vifJAsoC87XobJwKvjeawujkcbJgGiHs8mDJBKfC5n+7HeN6ZssRGowRndsfKug3WCwXbRapgYzht4hcHB/Gfe/pwZDAz5TgC4KINLbju3B5csqkNibCOWEgtu3S61qxEk4wlw7czbDIUDKRM0fBnHHnbxUDKRJOh4ENXbsb61jCy1lSnIcaF05CuEHz8+3twYGDptkxfTnCIAOOH6ZzlImc5uOKMdtz6xtPRGtWDXVVdLhLF/E6Bv5Eb41wEGc8zPWe5ODaSxbGRLPLekhBNIeiI6Tg0kJm1Q9FCuB3tPjKM23+4F/v7kghpCjqadOmgtIBU0vdo1sKx0RxcxpEIa2XrfA5MswngysJmYj118WwCIMYTcqaDE6M5jGatICbecsUmqCqdMXbecsUmPP3KSImOIoaCZN5GMmcjVXAQ0ZWaaUA6lEmKqaZ+960y/WNdxnAqbS5Kvk89EzUUDGUcxMMaFCLqYtth4JzDchhylugU9CTC6IiF4DKOY6M5jGTN4B4fG80jZzmwHbdspwAQOye/eHKq2+BS4y8X6hvP48kjw/j7nx7EO7/+FP7nz1+a0ilIhDW8+6K1+Lf3vw5feff5ePv5q7GxvQkdsfL5lAuB7BjUmEs3t+PzN2zH1u4YcqYzxUrrdRtaA6chgokpteJ/7zw8hNHMynAsWEwcL1CIxoGCx18exsUb2/CVd52HbT1xKJTCcSeSnEMqha5ScAhbU00Vo0CaQhDRFbhcjIhSKhLMVrdE0Bo10BU3kDFd3LOrV2wCMwOTHSpCmgJKhWPVbMvyyVsO/vnRl5HM29AUilOpAo6P5edVpmRmpug7bWI4Y0KhBGtbwyh4zjyaQhouuJab1KYE0FUa2A9yiMp7OGPizK5Se8GZYufFG9tKdGRoFCMZsdZYVwkYB0ayJgyVzlsDC6HZhaJgC8c7u0E6nkvJTM9o8Sj16za0NsxgwHRQAmxoi+LMriaAA2FdhUIpVMXbFA6izl7TEkE8rKE1qmNdawQKJRhOWziVLiBbsEEpENHFVMN0HS2R6Gzi7p1Lr0+XcYznLPQOZvGdZ17DB//tebz//ufw4xf6kJ20V8T21Ql86nfOxP/9s0vwF1dvwUWntWJ1s1g2tNhLo+RSogXg0s3tuHhjW9l1qTt+fRLpvA1NIVA8URQnJDmMwWFiXTvgVbbecv6lr4IWhsnZCmJnw4n3qg2thACd8RCaIxoKNgschC7d3I4f33oZ9p1M4r/29uM7vzqGeEiFoSo4NpYrcY0RCZQcbU06CrYLDqAzJsqccJaZnUNRJbeq2ZbFGEfGcjCes/HD509gz/FxmA4Dz0/Yxgb5KtJBacEo1vevXxvD/3rsZS/vhMB0ClAoASUEChFLXBgXSYj5Gex4lzvl4pPmO5AQAkIYGBPuTQDwF1dvwblrm0uOny527juRLNFR3nJhOm5wv1UqXKB8V6T5aKBWml0oLIchYzrImg7yloNfHxvHc6+N4R0XrMalm+pzCcVKYbpntJgH9/ajYLlQqXhmlmpjw6VC8XIHGOc4lTLx9zdsByUEozkLzWENRwYz+PufHkDUUKc46sRCGta3ESRzDm5902YkQhq+/MghKFRYvc8E5wjcBpdCn6bjIpV38NKpNB7cIzYiS+anbigZ1RW85axOXHduD87qiSMW0hD1HN2WEtkxWCAoJWUfyGKnIULIRMPfozgppwQCkBXcOShGoRScMc8nncyq169Skdw92b2AUoJz1zZjPG/jh785iURYL+8aE7gkiCVF4ByqQqYIdTbuCLN1s5hM3nKRNm28eCKJnx04hV8cPIXhTPljU3kbbU3GinRvqCd8fY/mLPG8qcrE8+T9mQkhUFBq29do8KJMQwoCBo6oriJnuxgvU1EClWPnZB0FLi/+/fa+z3c/mo8G5qvZhcB2GbKmE3QInn9tDLteGsLu3hGkC2JwQCFEdgwWgUrPaDF+Xa9TAs5rZ9axXCD+XgWOyOcbz9u44oyO4P3xvA2FUsRD5W02DUUBiIPT2sWGXbaXp8WrWEox2W1wsciaDkayJnYdHsJ/7unDc6+Olf2rn76qCW87twdv3daJVbEQYiEVaoVYsxTIjsECUc7JAgAcR1RmpsOhEOFiIkYaiLfWvbQcDtEhWMn+ZpOF43qdAn8zsmohhED19nswXWFFdHQ4G9x/xjj2HBtH3nYwnIHXMy/vkqB5IiUEQZnFFBwXnHO8OpSd0alktm4WgNjgJGM6eHU4i0cOnMLPD5wqm6AEiKnaeEhMwfq7QZcrU1I7fH2/OpQFh3DRoN7rJuPBDKDvGFZHMX9REfoSrmP+9L/LJp7Nahx//GOODmcBCG2HqertTTKhWY5Svc5HA3PR7ELguAxZ00XGcpDO23jutVE8/tIwnuwdRrbMjvOPHBjA59yzg/glWXjKPcOMcfSPFwAOWA5Ho3UKfHzNa0qp3oezJvYdT8JhDMMZEyFdgUqFiF3OhYYJn+LyxPjEgN10+CYki1H/uYwjU3DwylAGP95zEj/dO4ChzNSNyHSV4k1bVuFt5/XgwnXNiId1hPXFyRmYLXPuGFiWhaNHj2LTpk1QVdm/KKack0Vbk46htImB1MQDE8wsulMDB5/8b76i+wYl+PdFpwQuZ1UboyqEIKTTwCGGgOBrj74MXaUwNIqhtIm85cLlQMZ0Qb2pTofxEpeEkKYgHlZwKg0ABIZWeuf98ikh+NpjR2Z0KqnWzeKs7hgypuO5FZzCzw6cwnOvjpYdbVYoQZOhwnEZuhIhGKoSWJeVc8iQ1I7J+k4XHIxmrZK/0+R6y3Qas2HguGLn0uKlgQOpArZ2x5HMW7j53mendfwpvteWI3YDHc9bWN0cRpO3HLBguwAVuUNhTdgVz1cDs3WgqSUu48haYlYgmbPxq1dH8fjLw9h9ZHjKumQfTSG44owOXHduj8xNW0TK1fWGRjHo1TWN/KdwigKi43I81TuELz1yCAf6kkgVHM++eIIg35L4piAEZ3aVujwd6EvBUCmcCjpAURlbuha2/rMchrGchf/38hB+/EIfnjwyXLauXtsSxnXn9uD3zu3G6kRkQW1Ga8WsW/S5XA4f/vCHcf/99wMAXnrpJWzcuBEf/vCHsXr1avyP//E/an6SywnfySJjOmiJ6NAVsVfBvpPzdxhqtCBjuQzeIELVxx8bySFjimn17oSB5rCOU6k8+rx1iSoFNEJgMw7GAeZyUDJhq0YJQSKsYTBtozUqRhtOpSw0RzQYCsVY3sKAV9aqRAjNYQ2WywKnkskJaMCEm8UdO/ZhIGUGZZkuw3jORlSneM9Fa/Hg3j48sv8Udr00hFyFwLelM4a3nLUKbz6zE/3JPL7w8CEk8w6aIwQGJsosdsiQ1I5y+jYdF+YCWgYvZyYvq/ZnUE6M5fHx7++By3hwHyfrCEDJvW6JUBiahf5kAcdGc+hOhNHWpOPkWB6WI5b8tUUNFJz5a2AmzdZaX5xzZC0XmYKD8ZyFZ46O4vGXhvDUKyMVY4GhUrzutFZccUYHLt7YitM7YzDU+hyBXImUiwUDqUJQ18jIKxD1q4svPfISdEXUvZMdy4CJep7746SEYzBt4ulXRnDp5vZAjwXbwUy0Nxn40JULU/9lTQfHR3P40Qsn8ZO9/ThRZiMyhRL89uZ2vP28HrxhczviYW3RHIVqwaw7Brfffjv27NmDnTt34pprrglev+qqq/C3f/u3Dd0xmOxkITLuOcZzU6eVJNUhlmFM70JQTKrgiA2TWoQHMmMMY7mJtcyMCwcTQomwS/NeUwmgKBQhTWxGs7U7hluu2AQAwYjQuMuQyjtQKCnxWA5RBV1xioGUiXt29eLijW1TApLvZlFclkoJuuIGOuMG/vbBAxhMl39OVsUMvHnrKly9rQtndceFTaOu4HzSguaIHpSZZGLq1T/3evVxXq6U1bdnQyeZGYUCYU1FW1QTjScTOKOzCdRLEijW0d07jwAgJfcaAFqjBjSF4uR4HsMZE/GQhkRYC/YxyNkuNJfVRAOTNVtrfXEubBgzpoPRjIWnXxnBrpeG8PQro8jb5TsDIZXi9RvbcMUZ7Xj9aW2Ih7XAolV2ChaPSrGgOG+m0QbyKqGrQt8u4yh4m5nO1FwnBFjTEkbWYkGdeunmdnzu+rNx23d+A2Kxive3yVDwD+88t6b1H/M2I3vqlRH88DcnsfPwYNlk8lUxA9ed243rz1uNDe1RRHV1WQ7Ozbpj8KMf/Qjf+973cPHFF5dMr27btg29vb01PbnlRjkni4IlXDJqSUtEK2nsrnRihhosBaqmf9AS0YJGezLvBKOWfnIi52LZEdUoHJeBceC2N5+ON25ZhfG8PWWts+9A8fyxMdz1yyNIRFSEtVLpVONUcunmdpy7phmPHR7Ezw6cwp7j43ixL4UX+6ZeQ0RXcPnpHXjrtk5csqkNsZCGiGeZOLnMahwyJPOnnL7H83bDJhYDlfc/VylQPInSFtXQEjEQ0ikKFvOWu3CYNke4aBmwr6NDA2kQkLKuQLGQhnWtBMm8jdveuBkXrG9ZsJ2PF0JfBa8zMJw2sbtXdAaeeWWk4kaVIY3iko1tuPyMDrz+tFYkIjqiuoKIrgaNLsniUikW+PvpNHBIKEGlYhmRAzEw4DDxmu/iWu5e+S5OmqKgOaKU1KmJsI6wShFrCYN6S38dl8PhHColUBUC1+VIhGuTW2A5DP3JPH70m5P4zz196B3KTjmGAHj9xla8/bwevPnMTjRH9GWvy1l3DIaGhrBq1aopr2ez2SW3WFpqyjlZ+M4Zc8W/pcVlLLU372JjuwzxcPWPavHdKfH2JhMdAxCAgAg7NVcElcnWiT7FDjSA55ZQhkpOJY7LMJI18ciLp/DQiwN49tXRsjMglAC/taEVbz2rE1dt7URbk17ViEM1DhmS+VNO343uHR8k/wKBvrx3UKxEldIg0U64BpU6CBVjBDtEV3YFCqkKUsTBho5o8OwvlAZqoS/TcZE1XQylC3ji5WHsenkIz7wyWnEJWlhTcPHGVlyxpQMXn9aGRERDRFcR1ZW6ci9pVGQsqA5KaFDXUSJiAq/gruhHDAISxIaorpbUqaM5Cw4DWqPlvf0Z4xjMmPN2IxKuX6P4/vMn8IsDg2Vn8FoiGq49uwu/f+FabOmKIVIHNqO1YtYdg9/6rd/CT3/6U3z4wx8GgOBG/Mu//AsuueSS2p7dMqOck4XvnFGrIQQC1H3iSi0hADSVVjX96EOLxFnizuGVUaxd5r22ujkyY7mzcSrhXCSl7u4dxoN7+rHzpcGyLiIAsLmjCW/Z1onfObsL673px0b6Gy8Xyv39G9n9xXddAkqdvXyNFYe94vvkuwZVcvwyXQZNEbbDS+0KNB98e9HBVAG7XhrG4y8P4Zmjo7AqdAYiuoJLN7Xh8tPFzEBLVEfEUMvOFEqWFhkLZsbrBkwMbvp7M01jve4PMBCI2DBZ5wvpFuYyjpGMiR/v6cOOX5/Egf7yeaHnrkng+vNX4/fO6UZLRF+RHfVZdww+//nP49prr8WBAwfgOA7++Z//GQcOHMDu3buxa9euhTjHZQFjYiOjlqiOk+N5rG4OgRKKkC5cMrLW3EYTJs82KETsetso05W6AqxrCeOV4alTeOUQ05Viq3VCCBJhFf1JkQTJ4bsdiGMZZ3BcjoiuYEN7BIzxaSvgapxKtnQ2wXJc/M1/7sfP9p/CQKr8ZixtTTquOnMVfvecbpy7pgVRQ44E1jvbeuLY2NGEF/uSSIRUMdUd1tA3nm/I5UQcpcnFfqziEHrw3yIANAXImQ5czkHha3Cq45evozO7YgAIDg0svivQfHCZyDkZTBXw2OFB7Do8hGdfHa24uVXUUPCGTe243MsZaI7oiBoKwtrKGX1ciWztimFVPISjQxm0NxkIGyIW9CcLVefDNQKOy71BLuEaJpb/TLw/2X2RQLSlNJXCZS7Gcg5Wt4TBOAdjvGwdzDlHwWawXYZk3sbZq+Ozigum4+LFkyl871fH8PCLA0gVpuaMRQ0F12zrwrsuWotz1zQvq0TiuTDrjsFll12GF154AV/4whewfft2/OxnP8MFF1yAp556Ctu3b59VWY8//ji+/OUv4/nnn0d/fz927NiB66+/Pnj/ve99b+B+5HP11Vfj4Ycfnu1pLyjFlmW+5/RLpzJYFROuNc0RA1lraub6XHA44DSQ9aHpAntn4egUD2lQFVriJNIc0TCSFTkZlIiGhb/DNACAA7d++9fTWo4ClZ1KCo6LkawFcI4TY3nc+PWnyn4+pFH89ukd+J2zu/Dbp3cgHtaW/VrE+bKcYsDTr4wgmbeQLggbSYUChqqgyVDLViaNjDOp8n91JC865gBAJux2ix2/ih1/PnTlZgBYNFeg+cA8e9GBZAGPHhKdgedeq9wZaDJUvGFzG644owOvP61NzAzoyopvbJRjOenfx6/vj49mkTYdpE0HhqpgVdxAc1gTdYEkaPQX25YSAGQaMxF/sIHZDEdHRJvJdhlu+ffng/q5uA7WVYJkzobpMDHoQETuke9kNB3jOQsPvdiP//vcCTx/bLzsMVu6YnjH+atx/fmr0dFk1EW8WQzmtAHBpk2b8M1vfnPeX57NZnHuuefij//4j/GOd7yj7DHXXHMN7r333uB3wzDm/b21ZLJlWUtEx3jewmDaxECqgIzpIKor2L46jhNj+YZKGl5sCIBk3kYirGFNSxgjGQtJxmGoCk5r14J9DCyHB6MTbVENnfHwjJajPsVOJS8NpDBgMViOC9vzZB7PlzYQCYAL1rfgmm1duPbsLnTEDekeUsRyiQHFOu+KGxj3KqOc7YIS4S41krUqNgYbHf+uMAAGpTA0BbpKsSpmBDot5/izkK5A87oez1GobyyPnx88hZ2Hh/D8a2MljaBiYiEVb9jUjiu2tOPSTe1oDuuIGErDLz9ZLvr3KY4DrVEDTYaoVwqOixOjOTRHdHTFjZL9iiQTiNShmWOkfwSFSAAmhJTUz5+/YTvufOggDvSnwRiHQoGIpqA5oqM/aVasx13GcWQwje88cxwP7uvDSGZqJy6kUrz5rE6856K1eN1pbQ05eDfrjkEqVX70lhACwzCg69Wv7br22mtx7bXXTnuMYRjo6uqa1TkuFuUsywBhqdcc1nByvIA1LWH8/Q3bsa07jvfe9yvsOTaKrMUg05Rqh6aIJGJwwGZix+B4SMPnrt9e4jLEGMeP9/Thq4++jJGsiXUtYSheInE1lqMAYDsuLJehJaIjbboVPcZPa4/i6m2deNu5PdjY0dSQo4HVsBxiQDmdt0T0kunrTR1RbOpowp7j41Co2EBP9hEm0BWRUMi42G9gbUsIp9IWEuGpOi3WXb25buUtFyfH8/j5gQE8dngIv56mMxAPqbjs9HZcccYqXLa5DbGwJvOHJrEc9O9TLg6ENAWxkIq85WIoY2FtSxghlTRcx0Ahnu03BexSv4+A2YZDnQJUoXBcjmTexvq2ME6lLNyzqxf33nwREmEdMUNFIiyWdYZ06iUu8yn1eN5y8PMDg/jec8fwVO9I2aWf69siuPGCNXjnhWvQlQg19FK+WXcMmpubp71ha9aswXvf+178zd/8DWiZxLLZsnPnTqxatQotLS1405vehM997nNoa2ureLxpmjDNCVFW6sjUgnKWZT6UUrTHDIxmLVBCcHAgjVeGMmiO1m5ZkURAiUhUhJfM6DKOw6fSoETsBhocRwnO6IzBdhm6ExOdAp9KlqOccxwaSOMHz5/Af73Yj77x8nkDrVGRN/C283tw4brWut3ufLmx1DGgnM4JIQjrCsJQoKkUh09lQEDQ3RwG50CqkJnXd640OABVoWCcw3IZTIejOaLhlaHsFJ1OZqldtwq2ixNjOfxs/yk8dngQvz42XnEpRCKs4bLN7XjjmR24dFMbEmF9RbmVLAVLrX+fSvU9IQQRQ8UqSnBiPF9xd+qVDCFEbF5WLrHeu1XlEo59Y5ayiciUes6BIg/AtHlQPz+4tx+vDGXQETOmDLr59fiRU2k8evAUfnN8HDt+cxL9yan1tkoJrtzSgfe8bh0uP70dmpzNBzCHjsF9992HT33qU3jve9+L173udQCAZ599Fvfffz8+/elPY2hoCP/wD/8AwzBwxx13zOvkrrnmGrzjHe/Aaaedht7eXtxxxx249tpr8dRTT01p1Pnceeed+MxnPjOv762WcpZlxUy2rxRbptOGSBpeTHz7UUz8D7Y71TYUmN3fbDBdwI9+cxIP7umruHO1oVJcdno73nZuD648Q+QNyEZA7aiHGFDNM1Nsr5m1HKnxSfirB/y9RMpZEdYTlsNwfDSHh18cwC8PicZFpZzSloiGy05vx5vP7MQlm1qRCOtyhrBG1IP+faqNA04D7oLuV8G1jHuBrTgBOCuNGSfHcxX/FowxmLaLkayNP/v2r8t24rviIdx44Wq856J1WNM6syNhozHrjsH999+Pf/zHf8S73vWu4LXrrrsO27dvxze+8Q08+uijWLduHf7+7/9+3h2Dd7/73cG/t2/fjnPOOQebNm3Czp078eY3v7nsZ26//XZ87GMfC35PpVJYu3btvM6jEs1hsYnWWM5CRFdLprIKNkPWcsAYw3DaRKbggHOGnFl5xz7J3OAQm5zASyzm3pRmc1jDvhNJjOas4G/1ylAGtutiNGsiamgwVALTEcnIYrbBhe24+OovXsbek+Nl14wTAGd0xnDB+mZcfVYXLtvcDnUW6xAZ49jfl8Jw1sR41kZLRENbkyE3JitDPcQA3yLPdF3AIcGzEtIpwIHxvAXHZQA4BtMFWE7jjRjOBOccjsvAidCn6TDYrgXOGF4ZzGA0Y02rA18ztV5OVFxuIqQhFlLx0Iv9ePTQIPbM0Bm4/PQOXHVWJy7Z2IZYWIVGKfb3pXBoILPkS55WCvWgf59iq0yDUuRNFznP3z6iKSg4rrdhZuPV8C4TrkGTr9zbx7Byp2GaW+VyBsrFQKpvbezbka5ujpT8LQoWg2k7yHqbB1plDFoIAbZ2xXHdOd344zecBk0Veu0dHpJ6ncSsOwa7d+/G17/+9Smvn3/++XjqKeHGctlll+HYsWPzP7tJbNy4Ee3t7Thy5EjFoGAYxqIkJ+0+Moy7dx5BMm/DdhkUCoQ0FU2GioxpexWf2AXxjh37oFKCnOXKTsECUK7xXrAZPrVjH0azFrKmi7ztgnubqziMYzzvgBJzImB505l+Sc8fG5tS5vrWCM5Zk8DJ8Rz6xwv4xQHhQDKTm1ExvqPFgb4kUgUnsEiNhzSc1RNf8qTKemcpYsC2njjamnQcGkiDe8NYxHPWcRkvef6yVv2NftcDLgfcogZT8bT+5/7rIMAr66DY9U3MupJZaa4Sfgw/PJBG1nRhMzZt8nhbVMflZ3TgLWetwsUb2xEPqYHF8EKdo6SUpWwD+FaZe0+Mw7QZTEcO8hUz3b2o9N50n3EZ4DIGSoCIrsLQCE6lLGztjuG6c7rxw9+c8P4WLkxnaqfEJxZSEQ+psB2GobSJf3v6NfzXi/0AgJGMJfVahlknAaxduxbf+ta3prz+rW99K+iVj4yMoKWlZf5nN4kTJ05gZGQE3d3dNS97NvjOBIcG0uiIiVEEzoVP90CqgJzlwnUnNvOwHIas7BQsKjnLxYH+FCzHRd524HiVvsM4lGAfA88ajQu3lHJ/n5aIhndeuAYP/Mnr8dm3n4V9J5M4NppHU0jDqpiBqKEGbgm7jwxPe07+c7Pn+LjoFHiNIcZEctXeE+NVldPILEUMePqVEQymTbhMdCwpRZF3tlT1fHGZ2ASpnA58zRzsTyFqqLPWXDkY4/i/zx3Hh779PJ5+ZRRDGQs52y37t2xv0nHjBavxv//wQjz2iSvxj+88F7+zvQetUb2kU1Drc5SUZynbAJQSXH56O9IFBwXZKVg0GBdOQadSVmBTbLkMEV1BMu+gUKFTsKYljFuu2IiWsArTYUhEdKyKGSBE5Ivs70uBECL1WoZZzxj8wz/8A975znfioYcewkUXXQQAeO6553Dw4EH84Ac/AAD86le/wk033TRjWZlMBkeOHAl+P3r0KF544QW0traitbUVn/nMZ3DjjTeiq6sLvb29+Mu//Ets3rwZV1999WxPu2aUcybQVQWDqTxy3iZmjIssfQrhmGO7vBqHLkkN8GcA/M3MxnI2JjukVdOWa41o+OvrtuEtZ3UiaqhgjOPme5+d4kBVrZuR/9ykC7aYduWARr0NWqhYCuW4YnOk6cpZadR7DPD/bi7jWNcawXDGRMF20YDLiBcUxgFdpSU6uHtnLwA+Z80VwznH0eEsfrKnDz8/eKpizhAgBnNWxQx87u1n45JNbYgaasW8oUrOdHM5x0ak3vVfDGMcu14aChJmJYtHMm/j9Rtbcd053fjJvn588N+fR7rC3jEqBQxFwYa2KPadTCJns0CbnIvBB/9vmMzbaIlqUq+TmHXH4G1vexsOHz6Mr3/963jppZcACMuxH/3oR8hkhBPHLbfcUlVZzz33HN74xjcGv/vrAm+++Wbcc8892Lt3L+6//36Mj4+jp6cHb33rW/F3f/d3S+pjXM6ZoMlQQeNhvDaaA7zlKoQQqN6D1YhrDheSjiYd43kbjHG4fieMElDv72F6rTYCsSGcQlCVPayhUrRGNBiaAsth2NTRhKghJDKdA1UlN6Ni/M9HdBWpQgEqJRMON57zguUytGr6tOWsNOo9BhT/3UOa2MxsPGejL9mYux0vBH5CMudieZavg8MDaXDwOWsOAHoHM/jJ3j787MAp7O+r3BlQKUEspCIR0kAoYNoMXYkwmkLatOc+37jQ6NS7/osR+SNpEBDoqnhe5Yxh7SlncUopwXDGwid/+GLZz+gKRVNIQSKkIWqoKDisbPwoeEvAVM8x03RcFCyGsOccJvUqmNMGZxs2bMAXvvAFACKx5zvf+Q5uuukmPPfcc3Dd6hPvrrzySm/NbnkeeeSRuZzeglLJmcBfP6tQMUMAzkFAZOOhxlAi7Ek597ZX5+J3X+jFDgT+1uszxW5vx3Z0J0KIhTRvJ1OzxC1ltg5Uk/E/rynU6ziWvu87LxAC2HXq1LIQ1HsMmPx3J4RAVRp3JGlBIBMdA0ondGC5DOCYteZ6hzJ4cE8ffrb/FA70V9EZCGuI6AoUL4YwxpExzao0ON+40OjUu/6LGc1ZsL2kVgriDTbJCn5BIKWz/KbDcGggPeWwRFhDe5OOiF7alDUUWjZ+OIxN1L9FbkeAEnxO6nWOHQNAbGX+rW99Cz/4wQ/Q09ODd7zjHfja175Wy3OrS4qdCUJ0wi5NpVSsk/UarAAJsukltYOAQFPEvQ4CR9E95nxibqDakO1vOBSMInjOB62Ric36Kv3dfcp9phj/84yL9dRFDqveeSO4punKkSwu5f7uKqWgntYls6PsKgzPtcR//v3/6woFB69Kc72DojPwyP4BHCzTgPDpSYRw3tpmPHN0BM1hDRFj6ozATFouZr5xQbJ8aI3o0FQCWJB1+wLCg/+UZ3NHE67c0oGf7O1DLKSVtQY2XVY2fvjttMAtiUzU+/7npF5n2TEYGBjAfffdh29961tIpVJ417veBdM08aMf/QhnnXXWQp1jXVBsMbkqbuDV4RwSYVU8VARwXA6FEBQcBl2ZmBInsvFQUygFsubEMiJATOfas5ipAkobKC7jMFQFHBypvIVk3sGG9giGsyb2HB8HAAxnTUQNBX3jecRDKiK6Gkw/cs4xnrOxtTuGbT3xst/nO1oc6EtCpcSbziTBOkZxDhR528XW7njFciSLy9auGFbFQzg6lEF7k4GwroAxJhsFc6RcOPRfY5zDdTkUSpAu2NjWkwDnHHtPJqEpojMW0hSolMBhHMOZAsKahlsf+DWOjeYqfmdbVMelm9rw3y9ej99a3wJCCG6+91kc7E8jrJfmD0zWsuMwPLi3HyfHc1jdHMF153SXWBP7uj7Yn0ZXnE5bViUWyopVMn+K/zbNYQ2nd0Tx7GtjsBwOSmrv3S+pzIa2CM5eHcf5a5sRD+t46hUDJ8fyiBoKHCZm4w2VwnEZkgUH27rjIAQ42J9Gc1iDy0UbTVdEOw0cCHs288BUvTayLqvuGFx33XV4/PHH8bu/+7v4p3/6J1xzzTVQFKWsdelKo9iKLmu5yJkObMYxnrcBeCO/RSPYlouJdSySmmK7HGP58klHs6E4mDMO5G0XvUPZ4LX9J1O47YFfw3G5lyzMgxHirOWCwBQ5CU06LIcHbgmVAofvaPGrV0dh2sLRwhIejqDe+6pC0GSo05YjWTx83R8fzSJtOkh5yW6yIbAw+Ou1mWcnfKA/hazpCJ3A7/jbJZ8xHTuIw8XQoniczFvY3TuC8bwd2BHecsUm3LFjHwZSJpojGgxFeKSP5+xAy9964hXctbMX6bwNBmEm8Zmf7MetV27Cn16+SXwPJVWVVUnP0ua0fpn8tzEd4ZHv1wMyvWBxeXUkh1dHcvjJ3oGS18vpX6EEqYKNc1Yn8NxrYxjLWSCEgAIglIB5yxUTYQ2cAQXXLdHr06+MNLQuCZ9ugV8Rqqriz//8z3HLLbfg9NNPD17XNA179uyp2xmDVCqFRCKBZDKJeHz2o7C+FV3GdGCoCgZThaCRWO7GyRGE5UW5v5e3/LCqhGVKxKjh7ddunTZg+M/RaNaC41UyxRVLPKTi3LXNCxZ45quD5cxcrr1Y9y0RHcmCjcGUucBnKpkPlAhbQ0DkJwhnMmEHTAhB1FDQEtHx+Ru249LN7aUNP8ah0YnKf39fEl98+DBcxqEqJFg65ngzGp+8ZkvQOQAwbVmV9Dz5GdO9ddFjXgPFP89a0agxQOq/8YiHVAAEOcuBoVIwDtiuK3KZIPKLVreEYdpsil4BLKouF5NqtVD1jMETTzyBb33rW7jwwguxdetW/OEf/mHJroQrkWIrus64gddG8uKhUgjsIu9cv3FJiVgfbsqhhGVDWKMwHQbqJ417VPoLBuugIX4oEZsyXbyxreJ3FD9H67zt14UHvguXcSTzDjZ2NOHemy+a1Q7KkoVhsgUlCJAdn/8slWRh8XdUDmkKOAg0z/mrkh3wpZvbcfHGtinLBRjj+NADv4bLOHSVgBKhSWF8wGA5HHft7MX7Lj0t0GulsirNFEib0/pl8t+Gg2MkLTsFy4lMwUFYVwIzkk0dURRsBocxKIQgWbCxujmCv7h6C8bzdqBXAPOyJV8pVN0Kufjii/HNb34T/f39+OAHP4jvfve76OnpAWMMP//5z5FOV074Wq4UW9GZthjlFYmqpKTh6CeSci6nF5cbpsuhKhSUkCAZ2N8HoSx8ImlYUUSX8KVTmWmtECdbGhJCENYVxMM6WqIGOhMhDKYK0yZNShaPyX+vgsVgOrPLYZEsHgTCu9zfr8TP3ym1AxY5X2FNCewIAbEUaPuaBK44owPb1yRAKcGDe/uRztveTEFpFUkJhaoQpPM2HtzbX/pembIqMRubU8niMvlvk8w5sl5fJvhKYhCDb6pnDFCwhSVpLKQhYqhojuh4ZSgDSkiJXqUuBbMenoxGo/jjP/5jPPHEE9i3bx8+/vGP4wtf+AJWrVqFt73tbQtxjktGsRVdsc0Vr7CMaPJGWpL6h/suQRX+pmUhpZ1By2XT2ptVY2nYSBal9c7kv5fDmHQgqmOK4674N8fkJnmx49FMWjs5nhM5BRXa9dTT/8nxygnPMyFjQv0y+W9jy3zBZQkHD3KNhCXpBJX0JXUpmLNdKQBs2bIFX/rSl3DnnXfiwQcfxL/+67/W6rzqgmIrOmFpxeGy8o3/YmcNyfKBc+EINKtJQT/5zNvBmDGOI4NpjGYstEQ0tER1MM6x50QShANNIRWqt4FZiCrgnAfTmioVlmqztUhrZMeEhcbXvZglEA5S8s7WN25Rx4BxwPaWDHCvB8+42Hgyb7lQKcFoxsKul4bQGtGxtSuG/f0p/Ob4OAgHHM//3HE5KGViNpGImQd45RMAq5sjU86jWl0W1y0GpShYE/EgpFNpm7iETLag1So0EiX1x+TWl19HZ0wHDuPB0iKFkrL6ag4L++KxnIWI51hEiqJ/tbpc7Pq51t83r46Bj6IouP7663H99dfXori6odiKLmpQr+c5fcNfdguWFxyz272y+Ej/Y2nTwd/95GDgLsQhhAqIEUpNodAUgqzF0BrVMJwxYTpFG60AOLNrekvDYqSTycKyrSeOtiY92FBHLhFcXnAIUzi3TDQeyligBPjcTw+IxGTOUXBcWDaDy3ngb84h/uauKxYW+jomELkKiYiG687pLil7Nrr065a9J8bhuMJr3Y8HuiKWK52zplnaFi8Bky1oExEVfePVmVFI6gfGJ/aaGc5MHeFvMhQk8xOv7z4yjLt3HkEyb8N2GRQKhDQVHTEDTYZatf3wYtfPC/F9sis8Db4VnUKB46N52eiXTAsDglEJP0+BEjECmTVdZAo2XhvNIW+5IES8x7zjB9Mmnn5lZMbv8N0yDvanEDVUrIoZiBoqDvancceOfdh9ZHihL3PF8/QrIxhMm2K0iXEv6XSpz0pSKxgXI4KUiP9nTRe2N2tYcZkoByyHwXSEK9GtV24qMQqYrS59++Ks6SJnifwVf2A6Z7nImi4uP71dzgIuAX6932QoGEiZGMvZct+SFUjWdPHx7+/B7iPDgX4PDaTRERMzRmKG0cGJ0RxGsxYGUmZV9sOLWT8v1PfJjsEMXLyxDatiBhQqLOsUGSEks4Bx4WIV2J96yxCYWK2AsK5iXWsELgPu2dUbzDSULWuSW0ZIU0ApQUhT0BU3kDHdGcuQTI9/j13Gsa41grCuluxhIVkZMA4Mps2Sv2s1s0IKBf7i6lKr0rnokjGOx18eRkRXENHFrqz+UnbxmorHXx6WWl4iLt3cjs/fsB1ndjVhOG1J/a9AKAVGs2DHgJUAAJ2xSURBVBbueuwI7t55JNBva9TA6pYIwrrQscM5hjMmzuyKTWtVutj180J+X02WEq1k9velMJKxsL4tAnAChzHkLBeD0r5MUgUi5YRAUQDmitHnruYwVEqC9cQEBKpCA7eD7WsSZcuajWNCpTIk01N8j0OagqaQivGsjb5kXjYOFpHi/UX8PQRqTXGR0+0/o1Lv+7lYg3zpptKGwVx06X+mMx6CodKSnKOQRlFwmNTyEnPp5nZEDRV/cv9z4OAYy9nBGnXJ4rKhNYTz1rXg4RcHYLlidm++yzupl4O0vy8FVSEl+m0yVER1YXGatRzYLsNfXL0F565trljeYtfPC/l9csZgBvwsdUNRArsrOWcgqZbJTlWci81VYiENYV0JEpuqcTuQjgkLz+R7LDptRGp+sSm64Uu9moYSCl2hYvSQoSZOJsWf8e2Lg5hAiNRyneDvqhvRFZlAuIREDA03XLAWhqqCEgIaWBFj7rHZ+3taLoPtTNWvr8tWr+FdboflYha7fl7I75MdgxkodijwkS4FkmohQMn6VELgOVyVUo3bQblncbZlSKan3D1WKZ0yIiNZYOqoEUbIxOloylR9zUWXUsvLA//vVGwUIVl81rVGxd9C9f4IZB4dAh+vAF2h0NT5a3GxNb2Q3ydbuNPAGAfjHM0RDf3JAobSBfQn88hZthxBlFSFqEw4XG/6kxCAcYZ0wUbOcpA1bQx7z9WquIGtXTEA4tnbdyKJXS8NYd+JJBjjgVvGWM4Gn2SL6zsmbFrVJJ1M5sG2njg2djRhKGMimTMxljUxljNRVy3VBqD4bjuLYAdTcadzAK7LYLsMHByrm8PY2hUDYxx7jo/jvt2v4rlXR7EqbmAsZ4FxhrzlIl2wkbdcMM7K6rKWWi4XKyTzw7+nw1kTHTEDwxlT3tclRKUM337qVTiOC4dx2O6EwcdccZlwGzurO4Y1zWGcSpnImU6gRw6OnOlgKFXAqngoqJsrsdj180J+n8wxqIBvAXWgL4mxnB144Uoks0G4EomM46iuwHIYXh0RGyNNrmdePJnCDfc8ibed24PHXx4uaz92yxWbcMeOfRhImWiOaDAU4Xk+nrNndEyQzMzTr4wgmbeQytsYz00/dSxZWZTLM+AAHD7xy9HhLG6450lkTAcnxwrBxkkKETbFYzkrcDciRCxHaIvqU3TpO9/MV8vSurj2FN/T0ZyFgi2NSpean+wbrPjeXDsHjAM6JUibDvrGC8iaNjKmDUNVEAurSOedYMf746NZvO/+X02rq1ppuloW8vsIn9zVWGGkUikkEgkkk0nE49X7xN+xYx9GsxaylisTjiRzhnr+5z3NIeQsFwVb/JgOn3IcgQhWlIhN0VbFQtAVCstlGPOE/vkbtgPARGOAic3RZmoMzEUHK4Vqr71Y92nTkbuYS0qgEI19P+mREuE4Bo5gBBMAFK9DAO/41qiOr7zrvLLaLGnYV6nl4s/esWMfMqaDloheNlYUl9GoMWA21118Ty2HIVWQg4ErnYhGsbolAstlGEyZKNhiBxQCIKwp6IgZ0FVaUVeTmY+m58Jsvq9aLcgZg0n4FlDpgnAgkJ0CyWRUUrrTKgWgKsCqWAgKpVAoMJwx0d4Uwh9esh7nrW3GP/7sJRwaSGFNSxivjuSCkYhiFK9c19t91dCEY1GIKuiKUwykTNyzqxf3v+91uHhjm9z5uIZM1r3sFKwM/D0oym1S528mBvCgo65RsSuq/3vgjARAU0lJh55z4WwCApCiZ0ZTKTpjIWgKhaESnEpbuGdXLy7e2DZFo5dubp+TlidbFfodkcmxotx3SspTfE9XNek4MJBZ6lOSLAJ5m0FXCEKahpih4shgBgWHIaRRnNYeAfVyAqvV1Vw1PVcW4vtkx2ASvgVURFeRzBeW+nQkdQihBCoQTN37O6iGNBVhz5OcUoqc6eC31rcCAF4ZErZips1helPTxPsP594PnVjMYDocBYsF5ZWzH5M2hrWjWPfjOan7lYLi2QIzzuE6RboDitYgTOiOcYAzDlUhcLy8IH8tc7kxIr8zwPlEKY7LoSk00O5MtoGUkllrWVoX157iezqclcsIGwUOIJl30BLVUfB2QNcUAoeJAYOwl7s7G13NRdPzodbfJ5OPJ+FbQAmPWzlsKJkKn5T15K8p9tcbA6VWYcW2Yg5jE6PRRfV5OVvT4vImlympLSW6l4nGK4eihnu5t/xOefAaFx0AAlLyFEzW5+TPlxzLecVYUCukdXHtKb6nlZxeJCsT2/t7+/WzP8vYqHWw7BhMwreAYpxLi0JJWTjnJY1HjlIbUs45kgUbrsswmrHQHNYCWzFhfVn0QY9qbE2lheHCUaJ76Tm2YmAQznIcExV8cSOecQaXT7xHvGF/v0EwXRfR1yyZZJ1ICCnR7kLoVtqd1p7ie1qpwyVZmfgW9H79zHhj18FL+vQ//vjjuO6669DT0wNCCH70ox+VvM85x1//9V+ju7sb4XAYV111FV5++eUFPSffAipnuVDl2kxJGVw+YaFouxy2y2CoYsfSjOng6HAWfeN5pE0HX37kEL78yGG0NekYy9kwNLFlebBEwWt5EAKQoiFJQyUI6RPyXKl2pPUSA4p1H9Jko2Cl4DLAdBjsSSk9vtIcJo4JjucAQ/llQ86kF339+p0D/11Do8EztFC6XSnWxfWif6D0noZVWfc3CgRAIixW1Yd0sZmh480cFdcFy0lX82VJa8BsNotzzz0Xd911V9n3v/SlL+GrX/0qvv71r+OZZ55BNBrF1VdfjUJh4dYA+xZQqkJgLoaBtmTZwzgQUhWkCw5OjOWQs1xQQtDTHEbUUHFoII3BtAmFAqdSFhJhbcpurtRLPCYQSciqQlGwGRjjyNsuBlLmirQjrZcY4Os+FlKFvaxk2bMYKrFcBsedWB5ICZAIa+AcC6pb/3ltMhQMpEzkbXdZxop60T8wcU8VChwfl3lGjYKhEpguB2McBZtBVQgUSqBQioKz8uvgctSNXSkhBDt27MD1118PQPTOenp68PGPfxyf+MQnAADJZBKdnZ2477778O53v7uqcudi0cYYx9vvegKHBtKwZSNBMg0EAKUTPuYu4whrClbFQ2gyxCgE5xwDKRPdCQOJsIZXhrLIWi5ylhM0Qv1pyy1dTaX7GNTI7mw5WBXWQwx4/KVBvO++X0EuMV7+lNuXoBZQIpKai+sGQxWWxE2GipGMtSg2hcDCWBUuFfWgf8Y43va1J/BiX2pe1yKpfwiEK1nYUBDRlBL9XH56e83r4Hpg2duVHj16FAMDA7jqqquC1xKJBF7/+tfjqaeeqhgUTNOEaZrB76nU7AW+vy+FkYyFmKFiVG5yJJkGSoDueAgZ0wEHQTykIhHRStap+24GIxkLn7t+OyghGM2J3APGOfYeT4IT4Py1zdi+OgFKCd5/2caGtyNdihgwkrHLLiORLC80hXg71RL4y4TnO8ijEuFIxjnHutYIwIFkwYbtcPz1dWfhhvNXA8Ci6naxrREXk6XQ//6+FE6lzJkPlCwLgtw9zyAgpFFoCkXMUNAc0WG6HNmCjb+4+ky0Nukl+mnkOrhuOwYDAwMAgM7OzpLXOzs7g/fKceedd+Izn/nMvL7bdydw62MyRVLHcIgpaO51BOIhrWzyqqFQJBnHeN7GFWd0lLx3/rqWKccvtt1ZPbIUMeDkeE7uYbBiEDpUKIHIJZ79H7Zk1oGIJQaOK2YGYyENIU3BYMZEe8wIGg2LrduVGiuWQv+jOUs6Eq0wCAhUVeQSdcZDiIW04D0DHEkOtDbpU+rllaqralhxWXa33347kslk8HP8+PFZl+G7EyjSlUgyA76tmaaQaW3uGsXNoB6YTwxY3RyBlP3KIEgK5qjJ37S4LN+tROq6/piP/lu9HaQlKwM/BjS6y9BsqVsFdHV1AQBOnTpV8vqpU6eC98phGAbi8XjJz2zx3QmobCFIZkAhBDnLwZbOJqxuCWEwVUDOdErtTBvIzaCWLEUMuO6cbsSLRpQkyxPX5QhpFCFN8Xavn9Dj5Kg+XZSfvD+B7VkOGxqpqGvGOPadSGLXS0PYdyLpLWmSzJal0P+2nji2dMWkI+EKIawpMNTyLkOMMQynTbRGdTDOpU6LqNuOwWmnnYauri48+uijwWupVArPPPMMLrnkkgX9bkoJLj+9fcVvYiGZPxbjSBUc9CULOD6aQ9p0cHQki97BLFIFu+HcDGrJUsQAVaWIejvWSpYvHEAirKOtSYwEWg73dkGe2hGotjngMDHyaLkMrwzlcGw0P0XXu48M4+Z7n8UH/+05fOI/9uCD//Ycbr73Wew+Mlyza2sUlkL/lBJ86MpNwXMjWb5QAjRH9LIuQyNZEy8NZpA2HRwfy+OWf39e6rSIJc0xyGQyOHLkSPD70aNH8cILL6C1tRXr1q3DRz7yEXzuc5/D6aefjtNOOw1/9Vd/hZ6ensC1YKHYfWQY//zoyzIJcQVBAMRCKiyXoWDXZg0p9aYmHcbw2kgO3Ykw1rZoGEqbKDguTozm0BzRcVZPfNm7GSwU9RYDbrjrCfQlpVXhcoV6SwcUQlCwXVCXIBHW4HIOhYjGfd5y4TKGanOR/Y7ExMaEHKbjgoPjD14/oevdR4Zxx459yJgOWrwlKZbLcLA/jTt27MPnb9guY8Ak6k3/gEjovurMVfj2s7NfhiypDxRK0GSo4JzjnDXNJS5DQ5aLjOmAEqArHkJzWJM6ncSSdgyee+45vPGNbwx+/9jHPgYAuPnmm3HffffhL//yL5HNZvGBD3wA4+PjuOyyy/Dwww8jFAot2DkxxvG1X76EjOnOfLCkrjEUb0dDQnDummb85TVnYjxvI6Yr2HV4EP/nmWPIWS7aorrYJMhLLlQIkMw72NAWwdvO68HAeAEuOB7aN4Bk3kYirEJXFSiEYCBdgGtDOJTkbWxojyAWUpG3XAxlLKxtjeDemy+Cqtbt5NySUk8xIJez8ZvjyZqXK6k9vtsI44CuEHQ06VAVCk1RYGgEA0kTa1sj+MibT0dbk4GtXTEcHEhjNGchHlLxmQf3o3cwg7jnDAYQRDQFIY3i2GgerVEdt75xE779zGs4OpxDR5OBsK6gYDM4jEEhBMmCjcdfHsb7L9sIALhnVy8ypoOueAjE60WEqIKuOMVAysQ9u3px8cY2OWtYRD3p38dxGH78wokFK18imK2dMIHo+OuqGP1vCml42/ZuvHVbJ14dyeGFE0lENQVvPbsTKqUYz9tTXIb2nUzijh37cHIsj9UtIVAi6mWp01KWtGNw5ZVXTtm1sRhCCD772c/is5/97KKd0/6+FPaelB7GK4GOWBgtUR1528XR4SwoIYHzgKYq+P6vT6K9yUBIm7p0RFMVDKZNXLShDdvXJLDvRBIP7RtAT3M4OD5vubAcNpGI6LgoWAxhXUHEULGKEgymCjg4kG5Yd4OZqKcY8LEf7F3w75DUBg6AEgKNin+HdQ3hoiVgLVEdg6kC2pqMQHv+//edSGIwZaIrES6r/c5ECDnTgaYoGEpb6IyHguPEd4h/E0rQO5jBfs/zvncwg5aIHnQKfHy7Yv9YGQsmqCf9+zy4tx8ZSy4XWGhCmgLTcQFvt/GZUCigUAqHcbQ36XAZx3Xnrcb2NQn81mlt+P3fWjvt5ykloIRgLGuhI2YEnQIfqdMJ5DDmJEZzFmxHBoWVgO05BBkKhc14Sc6Ib0lbyYFi8mfKHe8wseOpP3rJuXitUhmS+ubYaHapT0FSBRMrenjgClasO2B67VWr/ZPjuapjxGzjiaR+OTmeW+pTaAiKdwyvBt9ZyHcGm4uepE6rQ3YMJuFblUqWP5pS2VLQ/ztXay9a7niVUhGoMNXGsNL3SuqXda3RpT4FSRX4bQlCyJxsCKvV/urmSNUxYrbxRFKfMMaDASXJwqIqZFY2wrSoU8A55qQnqdPqkB2DSSTzFrKWzC9Y7igESETUipaCviXtWM6eMpVd7jPljg9pVFihMQbHZTBUBSGdVixDUt+888LVS30KkipRCGCopKwN4Uzaq1b7153TXXWMmG08kdQfu48M483/cye++uiRmQ+WzBuVCDvRarthBGJjQV2hyNvunPQkdVodsmNQxO4jw/iT//PcHPbHlNQbbTEDpsMrWoVSSnDLFZvQZCgYSJnI2y4Y4xXtRcsdzzkQD2vg3LdH1MAZpEXpMmT3kWF84N+fX+rTkFRJc0SHptApNoTVaK9a7asqrTpGzDaeSOqL3UeGcesDv8bR4Zys/xcBSgBCFegqRTULNAgQuESqinAcmouepE6rg/DpMn9WAKlUColEAslkctqNThjj+INv7sZTR8cX7+QkNYVA2JRFdAWGpkCjBJtWNU1rFbr7yDDu2dWL3sEMbMZn/Ey5433P65GMVVUZS0G1OliJzHTtjHG85xtP4pnXpCNRvUMIENEVJEIaNq1qKrEhnK32qtX+bGLEbOPJYtKoMaAa/f/ht57B7t4R2SlYBDSFYE1LBFFdNM5jIQVjWRvjebvs8b4bEaUE8ZBWE/vvetbpQlJtDFhSV6J6Yn9fCi+ckG5ES0GxbVnY261UJWIjIcvlyNsMlIhGPyEEnImMX7FbIWCoFO+4cA0uWt+K3z27C4cHMxjNWSVWZZW4dHM7Lt7Yhv19qao+U+l4AFWXIakv9vel8Ly0KV0UNApQSsE4B+ccTtE6gnhIhaFSqJTC9pbnMQ787jnd6EmE0dMcxqb2KJKmM8WGcC7aq1b7s4kRs40nkqVnf18K+/tTslNQY1QqcgH8/UIIgJ6EgZaoETh3NUc05EwH977vIrw6nMNroxkc6s8golOsa4vit09vR6rgYDxroyWioa3JqImepE6nR3YMPEZzFpxqd7yRzBuVEjjeekGFEq+RwNEZDyEW0sAYx4nxPChhUAigqRTE9yPx5h4553DAYWgKrt7WFViRztZmjFIyq89UOr6R7c2WK788dAp//9ODJQ1UycJBCAUlwjbQZRy+UaFCCFqjOmIhLTiWMY7BjIlrzu4OtF2O2ep3Lp+dzXfM53wki49wIpQBYD4UD+75dTogcgJcL9GXEmEDXmznaygUScaRKji44YLFzfGSOq2MzDHwaPW2zpYsLtwLJxyl7iKmy6ApRHQIPBeCqZ8VaIp0EZDMjYLN0DskbUoXi2IXksn/no2zkERSK1ojOjS5AeW8mE7XE/8mUuPLBKkGj61dMWxqDy/1aTQMnHMoVNgNMs7gMA5DFe4ivjvAmV0xbOuOgxAiPI+LJnvFDAMDIRDHNbiLgGRuXLmlo8TRRlJ7aIWGQnFv31BJ4Ogl3pIOIZLFYVtPHGd1xZb6NJYtFEK/E0zouljvfv0eHCU1XrfIGhEiEeWGe57EoQE5crhYuByIGyoIAMsRGxW1RQ0UHBa4A3zoys249Y2b0RrVwQHYDoPLGFzOYHubo7RGdXzoys1ybaBkTkR0FVef1Ymw7BwsGBoVziMEpRp2GBeGAQRQFYqCXb2zkERSC1zG8bf/uR/PvDq21KeybGkKqdBVRTgNEcBxOVwudG47DBRC47N1D5MsHQ2fY7D7yDA+/J1fYyRbPiNeUluKdwlOFmw0GSooJVAIkLNdaC7D1u5YiTvAV951Hu586CBeOpUJNp9RKcWWribcfu3WFe0iIFlYvvl4L366bwAOk/lFc4EA0BUCs0J+FgFAKPDuC9di78nkFA2f1dWEt53bEzgLJT2HkMkxQCJZCJ7uHca3n3kNMr1w7mQtF2d1x/C2c3vwn3v6cHggA8fTuKZQnNEpNb7caOiOwcB4Hh/4t+eQMeWGZvPFoICmKQhrBFmTo6c5hJsuWoP7dh/DeM5Cc0SDpgjHkZBGkbdcDGdMnNbRhP/404undRK6dHM7fnzrZdh3MokXjo2DE+D8tc3YvjohRxokc8ZxGO7a2eslwUpmwlAIFEpAKUWToSCiK0gVHKxpCcN0XLw6nENIpVAUKv5PxZriZMHGsbE8dtzyBuzvT5XV8FydhSSSucIYx907j8hOwSR0KgbvCCEwHY4mXYGhUWRMF7pCoCoUYV1BSFPguAzJgoNEWMf7L9uI91+2EftOJvGb4+MgHDhvndT4cqShOwan0iZycpfjsvhyVRUSuDVxCDehrngIp9IFUG8BIeMca1ujCOsKALHBV8500N4UBuccPc1hhDSlpPyIoaKDEgymCjg8mJnRHYBSgnPXNuPctc21vExJA/Pg3n6k8zYogWwcTIIA0FVhK2q7HApBicZ9KKU4OVYAB8ealsgUnQMAoQS9gxkcHEhX1LB0CJEsNvv7Utjf15gW5b6+AcDyHJn8ELgqHkZLVCQD520X4zkLBARrW42y+tZUBa8MZbC/L4XtaxJS4yuAhl5YO563odGGvgXTwoFgV9/gNc6D9f3EWzfMOeCwCbs3Q6GwGcfJ8RxsV1iSlsM/bjRnLeh1SCTlODmegzQpLI+vfV/8kzXuYygUlstgO1LnkuXFaM6C5TTmiEBQt/v1e9HAvb/UD/C063JYLpP6biAaesagNaIjYihw8qKhKxsJ5eBF/xXTi5pSaiE62Wqw4LjgnCOddwAApusiTKc+atKqTLKUrG6ONPbIyDQEuUD+757GOTgKFoPDmNA8ER0CDtF4CNGpI4pS55J6pDWiQ1cJcg2YXujr2/938eifphDkLRcOEwYBGhX7j0h9Nw4NXS9u64kjEVbhyk7BFPw4MXnfF5USJCIqDFWsL3QYK7EhSxdsHBvNIV1w8INfn0Ayb+O1kRzShdLoK63KJEvNded0I6wrchlRJTiH6zkHUUrgMNfbnTSLE2N5vDqSwWsjOXTGDZzZFcNYzgaftOGI1LmkXtnWE2/oZ5KQiR9ftZQAo1kz0HjfeB424+iMG1LfDURDdwy+9cQrODaSX+rTWFbYjCNTcJEIa8F0ZDysgXNgJGvi2GgOLuNobzLQGQ+hI6bDZRzHRnMYzVrSqkxSNzz76qh0I6oAB2B7PabmiIYmQ8Wx0TzyluN1FIT2XcYxlDFxxRkdaDIUDKRM5G1X6lxS91BKcOWWVWikp9K/Vg6hXc45JsvSdxgT74k3hzImFAqp7wahYTsGjsPwtceOyJmCIhRKEDPolEDhJyqFVALOOfqSeTDGJkZcOHAqXcBw2oJCCda1RtAa1UEpQWvUwLrWCBRKMJwxMZg2kTMdbO2O4fM3bJdWZZIlgTGOux57GQW78SKARoFEWEWFJcMBHMBZ3TH8r/ecjzUtYc+RSGxKyDkQ1hWsa43AZcDjLw/jc9efja3dMeRMB4MZqXNJfcMYx+MvDyM0dXXMioQSYSbSFTeQCKtgTBgLcA5EdWVi8zFvrCSsq1jbGsHaFqHxVTExMyj1vfJp2BwD4UjiLPVpLBoRjYIDgb/w71+4Bu+4cA3296XBOUc8pKG1Scd41saXHjkEhZJgGUFYVwI3kmTORs5y8ZfXbMXbz+sBINwdnj82hrt+eQSJiIqwVvpYxUIa1rUSJPM2bnvjZlywvkValUmWlJXmSKJA1OcUgKoSRHUFKiX46NVb8MiLpzCStdATD+EdF65GdyIC12X40397HpoiGvsqFVakAJC3XFhenPj7G84BJQQjGQvrWyMASJBfENIoCBH2hb2DGSTCOu5/3+ukJaFkWbC/L4XewQzsZTBpqHo5fYoilvMSQpC1yg9qUN8UBGID0JAmYoGfE5QzXdz/3tfh6EgOJ8dzWN0cwYb2CG799q+heHFApRQhnYJ4cwzNEQ0jGQufu347KCFS3yuchu0YrDRHElI0Rzg5zlEAq+IhxEIaGOMYzJi4ZnsPLtrQhos2tJUcu+ulITguR2tELyv4eEhDwWFobZp4f/uaROBIYCjlh19CqoIUcbChIyotyyRLzkpyJBFWohHEQlrwmq/z7kQE977vdVM+s+ulIQBASxmdR3Q1+Px4XuQG2S6HoSresaUaNxSKpOdKIi0JJcuF0ZwF2+UoY7ZVV0QNBRtaozgxLpY9r2kOI2s5MMfyUBUSNN45FwYABGJmwGVAk6FOiQtJ5iBpOrjhgtXB67teGoLt8rLxAJjQ+HjexhVndCzsBUuWnIbtGPiOJHUeE6qHA5UWSxa7Bs3kINAa0aEpZNYOBHP9nESyFKwkRxJCSKBvzjkKNkPWcsA5R3O4tFHgj+aPZqxZ6VVqW7LS8OssSlHXnQNdoUJjXifAcsWMne8M6A8KcsBbBiyW+012CwRk/S2pjobtGFx3Tjf+9sEXkVwhy4mm6RcgpIlpQd9BYGt3rKKDwLaeODatasLB/jS64mKpQPAd03x+rp+TSJYCPz/myd7RpT6VOUEJ4OdN+65gGdPBULoA0xE2g7pC8eVHDuNDV24CANyzq1csnXA5VArkHdGBWNsSmVGvUtuSlYZfZ/UlC0t9KtPSFdMxlLVxZlcMAMGhgfT/396dx0dR3/8Df31m9s4mG0LIBQlHOEVA5QhXORRF7JcKarXWtmipVgq2iraKVSm/Vmm1tdaKaNUCbaUebcGrai0l8QBRUA6RM4KAJIQQkk2ymz1mPr8/JrtkcweS7Cb7ej4e0ezs7OxndzPDvHc+n9cH6UkWWE0qagIaRG0/wqAuYTMpAAQ8fg0Oiwqb5UxhwH+/qbVievDxL37xCwghIn6GDh3aLts2mRQkWLp2XaQI4JKhvaCGvjFoohtRaqINNQG9VQkCiiKwYGpumxNGzvZxRM3pqGOAoggcKvW0QwujRBr7tioAVVFQ5vHjq9MeeP3GfmcSAqlOK/YWV+KOl7bjjpe2Y0+RGwlWE9ISrXDazNB1oNqn4ehpT7P7K/dtiqaOPAbsOHq6HVrYcRxmBSerg3BaVfxo2kD8aJqxH55w++GymyEABII6ApoOVQAuhwWqohjjBFSBmoDOf7+pzWL+zHj48OH473//G75tMrVPkz2eQMx/U9CcBKuK2y8ZhJun5OKZdwvxhw0HUOXTItaxmY3ix+PXYFZ0DMtMxIKpuS0mCEwcmIqH5o4If8NYoUuYFdHi48/2cUTN6YhjQFW1v8vu/wKA2aRgcLoT3xiVhYL9J/HRodMIaBKqAtjMJvRKtMJpNUHXdewvqQIADE53QhHGd0E2RUVOih1HyrwQAvD4gs3ur9y3KZo64hhQXlkDd43W8opRYlYFkh0W5KY5I/axuvuhw2pCTUALp4RBAqOyXZgyKBXvHijlv990VmK+MDCZTMjIyGj1+j6fDz6fL3zb7W48eWTxP3eec9vOhUUxYgPNZhPsZgXpSTbYTCqSnVZcPKQXBvZyYvuxcuw8VoGagAabyUgVctpMuCgnBVeOyoLJZPwjf/OUXNw0sT9e2XEc24+Uw25VMev8DIzIcmFPceVZJQhMHJiK8QN6tjlh5GwfR9SUjjgG3Pz8J+3StrZQADitRuxvQBfQpYTLbkbPBDOGZLqQlmiFx6/hWLkXNlWBLiV8moTdrGJEbxdcdjPcviBUCFyQk4wRvV1QFIFx/XviB2u2wqwKOCymiDQRX1DWzlAu4QtI2Ot0ERZCIC3JiuqaAH46cyhSnJZm91fu2xQtbTkGtPYc4Jo/bWmXtrWVSQC9XRY47Rb0dFqRmmDDNWOy8NrOYhwp8yAnxYGrL+yN6oDe6D5Wfz8MjSMq9wYi1p8/eQD//aazEvOFwYEDB5CVlQWbzYYJEyZg+fLlyMnJaXL95cuXY9myZS1u90hZdXs2s1UsqgIhjOzgH88YjEUXD2p2/Yv6pbR62yaTgqtH98HVo/tELD+XhJCzTRhhMgm1p444BnxV3nndiMwKoElg8aUt7/NnI5Qc1FiiSLB2VKWUod8bSRSSQIrT0qq0Ee7bFA1tOQa09hzgZGXHXjG0qMacQEFdok8POxIsJpRU+fDbb45qdF+bODCt1dtuzX7If7/pbMX0GIO8vDysXr0ab731FlauXIlDhw7ha1/7GiorK5t8zJIlS1BRURH+OXr0aKPr5aQkdFSzmyRqBwwKGKlIRNS8jjoGdOb+FwoG6KjnrJsoUl8olaSxhBKAaSMU+9p6DGjtOUCvRFtHNttIDcKZfY/7GnUVMX3FYNasWeHfR44ciby8PPTt2xcvvfQS5s+f3+hjrFYrrFZri9t+9OqReGt3cbu1tSXGF3kSQU3C5TBj9sjMTntuoq6qo44Bz9xwEc7/5Tvt2tbGCABB3ZggqKP2+eYSRawmURtnKGA1R15NYNoIdQVtPQa09hzgH7fk4YIHN7RrWyNJBHXAblZgNQmcqPRzX6MuIaavGNSXnJyMwYMH4+DBg+e8LYfDjIG9Ou+qgSIAf1BCVQQWTssNjw8gotZrr2OAM8HSKfu/hDFTaUfu880lipyo9CMlwYKUBAtOuP1MG6Eur72OAcmJNvRMMLe84lkQAIKahCqAJLsZJyr93Neoy+hSZ6dVVVUoLCxEZua5f/O26WApDp7snHEGAkYfX5fDjLsvH4Kbp+R2yvMSdTfteQw4XjuTaEdRYFwp6Ix9PpQoMiwzER5fECVVPnh8QQzLTMTvr70Av7/2gkbve2juCKaNUJfSnseA09XtO8OhIozEQItJgaoosFtMgAT3NepSYror0V133YXZs2ejb9++OH78OJYuXQpVVXH99def03Z1XeJ3b+5ulzZaFSCgA0k2FXn9e8JuVZHqtKJ3sgOj+rhw6JQHRRVe9E52YPbITF4pIGqDjjoGlFZ44Amc/XSnCgCLyZgxNdVpQnbPRNQENCQ7LBjR2wWrSUGfHgmdus+3lCjCtBHqijrqGHDslBvnOuFxb5cFTqsJw7JcuGF8X1hUFeXeQJNJQURdQUwXBseOHcP111+PU6dOoVevXpg8eTI+/PBD9OrVcnpGc3Yfd2PbV1Xn3D5VANk9nUBtDviiSwY3GM3flmQhIorUUceAK/646Zwen5VsR48EC7wBDR5fEPd9fXhMJHk0lyjCtBHqijrqGDDj9x+cc9vumnke5l7U+5y3QxRLYroweOGFFzpku2Uef7tsR6+NAEywmFChy3bbLhEZOuoYUOE9t301UJsAZFUV7vtEHaijjgG+4LleL+jc2GOizhKX/VraKy5MYQwZUZfksp/bvmpWjUMn932irsnaDl38GDtO3VFcFgbDs5IwurfznLdjNQlYTQLlngBy05yMISPqIv5928SzfqwA4LKbwnGf3PeJup7/3jHpnB6fZFMZO07dUkx3JeooiiKQnGgHcPbjDBQBJCdYGUNG1AWlus7+m75eiVb4NIlyD/d9oq7qzd0nz/qxAsBtFw9imAh1S3FZGPj9GvL3nf1BQRFAos0cjiFbMDWXMWREXUhV9dmNCUiyqZBAOO6T+z5R1xMM6njsP3vP6rFmVeBnMxk7Tt1XXBYGT737BTTZtscoAvjGyAx8d2J/mBSFMWREXdjNz3/SpvUdJoG/3jweFlVl3CdRF/faziJUB9v2mOGZTsyb2B9XXdiHVwqoW4vLwuDLsrZPbJZoM2Pu6ByM7sv4UaKurq1pImazCVU+DVMHc/8n6uravP8rAj+bdR6mDj63iFSiriAuy96+KQltWl/AuHzI5BGi7qGtaSLc/4m6j7bu/yaTwv2f4kZcFga3ThkAtQ09AFQBDM1IZPIIUTfxzA0XtXpdFdz/ibqT2SMzkdCG/hIX9E7i/k9xIy4LA4tFxbfGZrd6/Z6JVvxo2kD2JybqJpwJFgzs1borh6lJ3P+JuhOTScHtlw1t1bo2s4LbLhnM/Z/iRlwWBgDw4FUjccnQlvsLjuidhN9fewGTR4i6mf935flQWzgCcv8n6p5unpKLG8Y1/wWh06riz/PGcv+nuBKXg48BQNcl/JpET4cZUupw+zSEZki3qoAQwJAMF/5560QmEBB1M7ousbKgED0cFvS0q/iyzIsazbjPrBgpZEMzuf8TdVe6LnHktBepCRYo0FBarUGHMabQohqzm1+QnYzxA3pGu6lEnSpuC4Pdx90oLKlCitMKm1lF73r3ewMaTlb6sKe4EiP6uKLSRiLqGKH9v4fDAotZxaCMyIGF3P+JurfwMSDBAptZRXpy5P3egIYvTlZj93E3jwEUV+L2q7Ayjx8BTcLSRF8Cq6ogoEuUec5uIiQiil3c/4niG48BRI2L2ysGKQ4LzKqAL6gBEAjqOkyKAptZgRACPk2HWWFEIVF3xP2fKL7xGEDUuLgtDIZnJaGn04K9xZUAACmNcQVWk4JUpxVVPg3DMhlRSNQdcf8nim88BhA1Lm67En34xSmUVPqg6RK6LqEI46Dg9Ws4UuaBqgALpuYyooyoG+L+TxTfeAwgalxcFgahRBJNl8hJccBuMUEC0HXjwKAqAmmJVqYREHVD3P+J4huPAURNi8uuRHUTSWxmFU6bCTV+PdzHEELiVJWfaQRE3RD3f6L4xmMAUdPisjCon0YgIGC3qABUAMa3CRV6kGkERN0Q93+i+MZjAFHT4rIrUSiNwK/pjd7PNAKi7ov7P1F84zGAqGlxWRgMz0pCbpoTpz0BSCkj7pNSotwTQG6ak2kERN0Q93+i+MZjAFHTukRhsGLFCvTr1w82mw15eXn46KOPzml7iiKwYGounFYVxW4fvAENui7hDWgodvvgtKpMIyCKIe15DOD+T9T18BhA1DlivjB48cUXsXjxYixduhSffPIJRo0ahZkzZ6KkpOSctjtxYCoemjsCwzIT4fEFUVLlg8cXxLDMRDw0dwQmDkxtp1dAROeiI44B3P+Jug4eA4g6j5D1r6PFmLy8PIwdOxZPPPEEAEDXdWRnZ+O2227DPffc0+Lj3W43XC4XKioqkJTU8LKgrkvsPu5GmcePFIcFw7OS+C0BdTst7QexrCOPAdz/KV7E6zGA5wBEhtYeA2I6lcjv92Pbtm1YsmRJeJmiKJgxYwY2b97c6GN8Ph98Pl/4ttvtbvY5FEUwjowoRnX0MYD7P1Fsa+sxgOcAROcmprsSlZaWQtM0pKenRyxPT09HcXFxo49Zvnw5XC5X+Cc7O7szmkpEHYDHAKL41tZjAPd/onMT01cMzsaSJUuwePHi8O2Kigrk5OS0+K0BUXcW+vuP8Z6D7YLHAKKG4uUYwP2fqHGtPQbEdGGQmpoKVVVx4sSJiOUnTpxARkZGo4+xWq2wWq3h26E3gt8aEAGVlZVwubrOZXMeA4jaV3c/BnD/J2peS8eAmC4MLBYLRo8ejQ0bNmDOnDkAjEFHGzZswKJFi1q1jaysLBw9ehSJiYkQovEBRW63G9nZ2Th69GiXG5TVEr62rqm9X5uUEpWVlcjKymqH1nWezjgGdOe/o2jg+9m+2uv9jNdjQLyfA3Qmvo/to6Pex9YeA2K6MACAxYsXY968eRgzZgzGjRuHxx57DNXV1bjpppta9XhFUdCnT59WrZuUlNRt/5j52rqm9nxtXelbwro66xjQnf+OooHvZ/tqj/czHo8BPAfofHwf20dHvI+tOQbEfGFw3XXX4eTJk3jggQdQXFyMCy64AG+99VaDgUhE1D3xGEAU33gMIOo8MT+PQWfoyvnOLeFr65q682uLNXyv2xffz/bF97Pj8T1uH3wf20e038eYjivtLFarFUuXLo0YsNRd8LV1Td35tcUavtfti+9n++L72fH4HrcPvo/tI9rvI68YEBERERERrxgQERERERELAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDrFixAv369YPNZkNeXh4++uijaDepzZYvX46xY8ciMTERaWlpmDNnDvbt2xexzrRp0yCEiPi59dZbo9Ti1vvFL37RoN1Dhw4N319TU4OFCxeiZ8+ecDqduPrqq3HixIkotrht+vXr1+D1CSGwcOFCAF33c+tKusMxoLO15pjT1ffNaPr1r38NIQRuv/328DK+nx2D+3/bvfvuu5g9ezaysrIghMD69esj7pdS4oEHHkBmZibsdjtmzJiBAwcORKexMSqWj6FxXRi8+OKLWLx4MZYuXYpPPvkEo0aNwsyZM1FSUhLtprVJQUEBFi5ciA8//BDvvPMOAoEALrvsMlRXV0esd/PNN6OoqCj88/DDD0epxW0zfPjwiHa///774fvuuOMOvPbaa3j55ZdRUFCA48eP46qrropia9vm448/jnht77zzDgDgm9/8Znidrvq5dQXd5RjQ2VpzzOnq+2a0fPzxx3j66acxcuTIiOV8P9sf9/+zU11djVGjRmHFihWN3v/www/j8ccfx1NPPYUtW7YgISEBM2fORE1NTSe3NHbF9DFUxrFx48bJhQsXhm9rmiazsrLk8uXLo9iqc1dSUiIByIKCgvCyqVOnyp/85CfRa9RZWrp0qRw1alSj95WXl0uz2Sxffvnl8LI9e/ZIAHLz5s2d1ML29ZOf/ETm5uZKXdellF33c+squusxoLPVP+Z0x32zM1RWVspBgwbJd955J2Lf5/vZMbj/nzsAct26deHbuq7LjIwM+cgjj4SXlZeXS6vVKv/+979HoYVdQywdQ+P2ioHf78e2bdswY8aM8DJFUTBjxgxs3rw5ii07dxUVFQCAlJSUiOXPP/88UlNTcf7552PJkiXweDzRaF6bHThwAFlZWRgwYABuuOEGHDlyBACwbds2BAKBiM9w6NChyMnJ6ZKfod/vx9/+9jd8//vfhxAivLyrfm6xrjsfAzpb/WNOd9s3O8vChQvx9a9/PeJ9A/h+dgTu/x3j0KFDKC4ujnhfXS4X8vLy+L42I5aOoaYO3XoMKy0thaZpSE9Pj1ienp6OvXv3RqlV507Xddx+++2YNGkSzj///PDyb3/72+jbty+ysrKwc+dO3H333di3bx/+9a9/RbG1LcvLy8Pq1asxZMgQFBUVYdmyZfja176Gzz77DMXFxbBYLEhOTo54THp6OoqLi6PT4HOwfv16lJeX48Ybbwwv66qfW1fQXY8Bna2xY0532zc7wwsvvIBPPvkEH3/8cYP7+H62P+7/HSP099jY+8q/1cbF2jE0bguD7mrhwoX47LPPIvrhA8Att9wS/n3EiBHIzMzEJZdcgsLCQuTm5nZ2M1tt1qxZ4d9HjhyJvLw89O3bFy+99BLsdnsUW9b+nnvuOcyaNQtZWVnhZV31c6P40dQxh1rv6NGj+MlPfoJ33nkHNpst2s0hok4Ua8fQuO1KlJqaClVVG4zwPnHiBDIyMqLUqnOzaNEivP7669i4cSP69OnT7Lp5eXkAgIMHD3ZG09pNcnIyBg8ejIMHDyIjIwN+vx/l5eUR63TFz/DLL7/Ef//7X/zgBz9odr2u+rnFou54DOhsTR1zutO+2Rm2bduGkpISXHTRRTCZTDCZTCgoKMDjjz8Ok8mE9PR0vp/tjPt/xwi9d3xfWycWj6FxWxhYLBaMHj0aGzZsCC/TdR0bNmzAhAkTotiytpNSYtGiRVi3bh3+97//oX///i0+Zvv27QCAzMzMDm5d+6qqqkJhYSEyMzMxevRomM3miM9w3759OHLkSJf7DFetWoW0tDR8/etfb3a9rvq5xaLudAzobC0dc7rTvtkZLrnkEuzatQvbt28P/4wZMwY33HBD+He+n+2L+3/H6N+/PzIyMiLeV7fbjS1btvB9rSOmj6EdOrQ5xr3wwgvSarXK1atXy88//1zecsstMjk5WRYXF0e7aW2yYMEC6XK5ZH5+viwqKgr/eDweKaWUBw8elP/v//0/uXXrVnno0CH5yiuvyAEDBsgpU6ZEueUtu/POO2V+fr48dOiQ/OCDD+SMGTNkamqqLCkpkVJKeeutt8qcnBz5v//9T27dulVOmDBBTpgwIcqtbhtN02ROTo68++67I5Z35c+tq+gux4DO1tIxR8rusW9GU/1EMr6f7Y/7/9mprKyUn376qfz0008lAPnoo4/KTz/9VH755ZdSSil//etfy+TkZPnKK6/InTt3yiuvvFL2799fer3eKLc8dsTyMTSuCwMppfzjH/8oc3JypMVikePGjZMffvhhtJvUZgAa/Vm1apWUUsojR47IKVOmyJSUFGm1WuXAgQPlT3/6U1lRURHdhrfCddddJzMzM6XFYpG9e/eW1113nTx48GD4fq/XK3/0ox/JHj16SIfDIefOnSuLioqi2OK2e/vttyUAuW/fvojlXflz60q6wzGgs7V0zJGye+yb0VS/MOD72TG4/7fdxo0bG93/582bJ6U0Ikvvv/9+mZ6eLq1Wq7zkkksa/PsW72L5GCpqG0hERERERHEsbscYEBERERHRGSwMiIiIiIiIhQEREREREbEwICIiIiIisDAgIiIiIiKwMCAiIiIiIrAwICIiIiIisDCgDpSfnw8hBMrLy1v9mF/84he44IILOqxNRF2dEALr16/v0Ofo168fHnvssXbd5rRp03D77be36zZbo63v19kct4iiif9unnH48GEIIbB9+/ZWP2b16tVITk7usDZ1NSwMCADw1FNPITExEcFgMLysqqoKZrMZ06ZNi1g39A9nYWFhs9ucOHEiioqK4HK52rWt0TrBIOpoJ0+exIIFC5CTkwOr1YqMjAzMnDkTH3zwQbSb1qH27t0LIQQ+/PDDiOXjx4+HzWZDTU1NeFlNTQ1sNhuee+65Vm27qKgIs2bNatf28kSMOsPs2bNx+eWXN3rfe++9ByEEdu7cibvuugsbNmzo5Nadm7feegtCCBQXF0csz8zMRL9+/SKWhU72W/Mas7OzUVRUhPPPP789m4sbb7wRc+bMaddtxioWBgQAmD59OqqqqrB169bwsvfeew8ZGRnYsmVLxD/MGzduRE5ODnJzc5vdpsViQUZGBoQQHdZuou7k6quvxqeffoo1a9Zg//79ePXVVzFt2jScOnUq2k3rUEOHDkVGRgby8/PDyyorK/HJJ5+gV69eEQXD5s2b4fP5cPHFF7dq2xkZGbBare3dZKION3/+fLzzzjs4duxYg/tWrVqFMWPGYOTIkXA6nejZs2cUWghomgZd19v8uMmTJ8NkMkXs83v27IHX68Xp06dx+PDh8PKNGzfCarVi0qRJLW5XVVVkZGTAZDK1uU1kYGFAAIAhQ4YgMzMzYifNz8/HlVdeif79+0f8w5yfn4/p06dD13UsX74c/fv3h91ux6hRo/CPf/wjYr36l+SfeeYZZGdnw+FwYO7cuXj00UcbvYT317/+Ff369YPL5cK3vvUtVFZWAjCq9oKCAvzhD3+AEAJCiIgDCFFXVV5ejvfeew+/+c1vMH36dPTt2xfjxo3DkiVL8I1vfCNi3dLSUsydOxcOhwODBg3Cq6++Gr6vscvi69evb1Cgv/baaxg7dixsNhtSU1Mxd+7cJtv27LPPIjk5OfyN3WeffYZZs2bB6XQiPT0d3/3ud1FaWhpev7q6Gt/73vfgdDqRmZmJ3/3udy2+/unTp0ccf95//30MHjwYs2fPbnBc6tu3L/r37w8AeOWVV3DRRRfBZrNhwIABWLZsWcSVz/pdiTZt2oQLLrgANpsNY8aMCb839bsebNu2DWPGjIHD4cDEiROxb98+AMb7u2zZMuzYsSN8DFq9enWLr4+orf7v//4PvXr1avD3VVVVhZdffhnz588H0PAKVn5+PsaNG4eEhAQkJydj0qRJ+PLLL8P3N7fv+3w+3HXXXejduzcSEhKQl5cXsf+Fji+vvvoqzjvvPFitVhw5cgQff/wxLr30UqSmpsLlcmHq1Kn45JNPmnxtTqcTY8eObbBvT548GZMmTWqwPHT1EDCOR8OGDYPNZsPQoUPx5JNPhtdtrCvRq6++ikGDBsFms2H69OlYs2ZNo90F3377bQwbNgxOpxOXX345ioqKwu/vmjVr8Morr4T3+brt625YGFDY9OnTsXHjxvDtjRs3Ytq0aZg6dWp4udfrxZYtWzB9+nQsX74cf/nLX/DUU09h9+7duOOOO/Cd73wHBQUFjW7/gw8+wK233oqf/OQn2L59Oy699FI8+OCDDdYrLCzE+vXr8frrr+P1119HQUEBfv3rXwMA/vCHP2DChAm4+eabUVRUhKKiImRnZ3fAu0HUuZxOJ5xOJ9avXw+fz9fsusuWLcO1116LnTt34oorrsANN9yAsrKyVj/XG2+8gblz5+KKK67Ap59+ig0bNmDcuHGNrvvwww/jnnvuwX/+8x9ccsklKC8vx8UXX4wLL7wQW7duxVtvvYUTJ07g2muvDT/mpz/9KQoKCvDKK6/gP//5D/Lz85s9SQCM48/7778fPqlv7PgTWj59+nQAxlXN733ve/jJT36Czz//HE8//TRWr17d6HEFANxuN2bPno0RI0bgk08+wS9/+Uvcfffdja7785//HL/73e+wdetWmEwmfP/73wcAXHfddbjzzjsxfPjw8DHouuuua/a1EZ0Nk8mE733ve1i9ejWklOHlL7/8MjRNw/XXX9/gMcFgEHPmzMHUqVOxc+dObN68Gbfcckv4i4GW9v1FixZh8+bNeOGFF7Bz505885vfxOWXX44DBw6E1/F4PPjNb36DZ599Frt370ZaWhoqKysxb948vP/++/jwww8xaNAgXHHFFeEv9RrTmnMO4MyXkQDw/PPP44EHHsCDDz6IPXv24KGHHsL999+PNWvWNPochw4dwjXXXIM5c+Zgx44d+OEPf4if//znDdbzeDz47W9/i7/+9a949913ceTIEdx1110AgLvuugvXXnttuFgoKirCxIkTm3xdXZ4kqvXMM8/IhIQEGQgEpNvtliaTSZaUlMi1a9fKKVOmSCml3LBhgwQgDx8+LB0Oh9y0aVPENubPny+vv/56KaWUGzdulADk6dOnpZRSXnfddfLrX/96xPo33HCDdLlc4dtLly6VDodDut3u8LKf/vSnMi8vL3x76tSp8ic/+Uk7vnKi2PCPf/xD9ujRQ9psNjlx4kS5ZMkSuWPHjoh1AMj77rsvfLuqqkoCkG+++aaUUspVq1ZF7FNSSrlu3TpZ93A/YcIEecMNNzTZjr59+8rf//738mc/+5nMzMyUn332Wfi+X/7yl/Kyyy6LWP/o0aMSgNy3b5+srKyUFotFvvTSS+H7T506Je12e7P77YEDBySA8DFl7Nix8qWXXpLHjx+XVqtVer1e6fF4pNVqlWvWrJFSSnnJJZfIhx56KGI7f/3rX2VmZmbE+7Vu3ToppZQrV66UPXv2lF6vN3z/M888IwHITz/9VEp55rj13//+N7zOG2+8IQGEH7d06VI5atSoJl8LUXvZs2ePBCA3btwYXva1r31Nfuc73wnfrvv3eOrUKQlA5ufnN7q95vb9L7/8UqqqKr/66quI5ZdccolcsmSJlNI4vgCQ27dvb7bdmqbJxMRE+dprrzW5zjvvvCMByOPHj0sppUxLS5MfffSR3LRpk+zbt6+UUsrCwkIJQBYUFEgppczNzZVr166N2M4vf/lLOWHCBCmllIcOHYrYn++++255/vnnR6z/85//POLcJPSaDh48GF5nxYoVMj09PXx73rx58sorr2z2NXcX7IRFYdOmTUN1dTU+/vhjnD59GoMHD0avXr0wdepU3HTTTaipqUF+fj4GDBiAqqoqeDweXHrppRHb8Pv9uPDCCxvd/r59+xp0Vxg3bhxef/31iGX9+vVDYmJi+HZmZiZKSkra6VUSxa6rr74aX//61/Hee+/hww8/xJtvvomHH34Yzz77LG688cbweiNHjgz/npCQgKSkpDbtI9u3b8fNN9/c7Dq/+93vUF1dja1bt2LAgAHh5Tt27MDGjRvhdDobPKawsBBerxd+vx95eXnh5SkpKRgyZEizzzdw4ED06dMH+fn5GD58OD799FNMnToVaWlpyMnJwebNmyGlhM/nC397uGPHDnzwwQcRVwg0TUNNTQ08Hg8cDkfEc+zbtw8jR44Md0kA0OSVkrrvcWZmJgCgpKQEOTk5zb4OovY0dOhQTJw4EX/+858xbdo0HDx4EO+99x7+3//7f42un5KSghtvvBEzZ87EpZdeihkzZuDaa68N/w03t+/v2rULmqZh8ODBEct9Pl/EGAaLxRKxfwDAiRMncN999yE/Px8lJSXQNA0ejwdHjhxp8rVNnDgRFosF+fn5GDVqFLxeLy666CLouo6TJ0/i0KFDyM/Ph91ux/jx41FdXY3CwkLMnz8/4jUEg8EmQ0727duHsWPHRixrbJ93OBwR4ybj+byDhQGFhf5h3rhxI06fPo2pU6cCALKyspCdnY1NmzZh48aNuPjii1FVVQXAuCzZu3fviO2c60A/s9kccVsIcVaDm4i6IpvNhksvvRSXXnop7r//fvzgBz/A0qVLIwqD5vYRRVEiuh0AQCAQiLhtt9tbbMfXvvY1vPHGG3jppZdwzz33hJdXVVVh9uzZ+M1vftPgMZmZmTh48GCL227KtGnTsHHjRowcORKDBg1CWloaAIS7FkgpMXDgwHD3waqqKixbtgxXXXVVg23VPfk/G3Xf41A3DB6HKBrmz5+P2267DStWrMCqVauQm5sb/ve5MatWrcKPf/xjvPXWW3jxxRdx33334Z133sH48eOb3ferqqqgqiq2bdsGVVUj7qv7RYDdbm8wZmnevHk4deoU/vCHP6Bv376wWq2YMGEC/H5/k8/ncDgwbtw4bNy4EWVlZZg8eTJUVYWqqpg4cSI2btyIjRs3YtKkSbBYLDh9+jQAY6xi3S8eADRob1s1dkytfxyNFxxjQBFCAwDz8/MjYkqnTJmCN998Ex999BGmT58eMeho4MCBET9N9fkfMmQIPv7444hl9W+3hsVigaZpbX4cUVd03nnnobq6utXr9+rVC5WVlRGPqT+wduTIkS1G/40bNw5vvvkmHnroIfz2t78NL7/ooouwe/du9OvXr8G+n5CQgNzcXJjNZmzZsiX8mNOnT2P//v0ttn369OnYtGkT3nnnnQbHn9BxKXS1INSWffv2NWjHwIEDoSgN/3kbMmQIdu3aFTGGg8cginXXXnstFEXB2rVr8Ze//AXf//73W0z7u/DCC7FkyRJs2rQJ559/PtauXQug+X3/wgsvhKZpKCkpabA/ZWRkNPt8H3zwAX784x/jiiuuwPDhw2G1WiMCCZrS3DlHfn4+CgoKwvt8eno6srKy8MUXXzRoXyiMoL4hQ4ZEpC0C3OdbwsKAIoQGAG7fvj3iG4mpU6fi6aefht/vx/Tp05GYmIi77roLd9xxB9asWYPCwkJ88skn+OMf/9jkIKDbbrsN//73v/Hoo4/iwIEDePrpp/Hmm2+2Oc60X79+2LJlCw4fPozS0lJ+i0fdwqlTp3DxxRfjb3/7G3bu3IlDhw7h5ZdfxsMPP4wrr7yy1dvJy8uDw+HAvffei8LCQqxdu7ZBqsnSpUvx97//HUuXLsWePXuwa9euRq8ATJw4Ef/+97+xbNmy8IRnCxcuRFlZGa6//np8/PHHKCwsxNtvv42bbroJmqbB6XRi/vz5+OlPf4r//e9/+Oyzz3DjjTc2eqJe3/Tp01FdXY0///nPDY4/W7ZsCX8xEfLAAw/gL3/5C5YtW4bdu3djz549eOGFF3Dfffc1uv1vf/vb0HUdt9xyC/bs2YO33347XPS05TjUr18/HDp0CNu3b0dpaWmLg8WJzoXT6cR1112HJUuWoKioKOLqYX2HDh3CkiVLsHnzZnz55Zf4z3/+gwMHDmDYsGEAmt/3Bw8ejBtuuAHf+9738K9//QuHDh3CRx99hOXLl+ONN95oto2DBg3CX//6V+zZswdbtmzBDTfc0Kork9OnT8eBAwfw9ttvN9jn169fj6NHj0bs88uWLcPy5cvx+OOPY//+/di1axdWrVqFRx99tNHt//CHP8TevXtx9913Y//+/XjppZfCx8O27vM7d+7Evn37UFpa2uAqbLcS3SEOFGtCA3eGDh0asfzw4cMSgBwyZEh4ma7r8rHHHpNDhgyRZrNZ9urVS86cOTM8SKj+4GMppfzTn/4ke/fuLe12u5wzZ4781a9+JTMyMsL3Nzao7/e//314IJKUUu7bt0+OHz9e2u12CUAeOnSo3V4/UbTU1NTIe+65R1500UXS5XJJh8MhhwwZIu+77z7p8XjC66HOYNoQl8slV61aFb69bt06OXDgQGm32+X//d//yT/96U+y/uH+n//8p7zgggukxWKRqamp8qqrrgrfFxp8HFJQUCATEhLk448/LqWUcv/+/XLu3LkyOTlZ2u12OXToUHn77bdLXdellFJWVlbK73znO9LhcMj09HT58MMPtzo0oG/fvhKALCoqiljer1+/iIGKIW+99ZacOHGitNvtMikpSY4bN07+6U9/avL9+uCDD+TIkSOlxWKRo0ePlmvXrpUA5N69e6WUjR+3Pv3004hjTU1Njbz66qtlcnKyBBDx3hN1hE2bNkkA8oorrmhwX91/N4uLi+WcOXNkZmamtFgssm/fvvKBBx6QmqaF129u3/f7/fKBBx6Q/fr1k2azWWZmZsq5c+fKnTt3SikbDzeQUspPPvlEjhkzRtpsNjlo0CD58ssvNziONMbr9Uqr1SqdTqcMBALh5TU1NdJmszVYLqWUzz//fLj9PXr0kFOmTJH/+te/pJQNBx9LKeUrr7wiBw4cKK1Wq5w2bZpcuXJlRJhAawIbSkpK5KWXXiqdTmeDweDdjZAyTjtRUUy4+eabsXfvXrz33nvRbgoRxaHnn38eN910EyoqKlr1DScRdW0PPvggnnrqKRw9ejTaTYlJHHxMneq3v/0tLr30UiQkJODNN9/EmjVrIiYnISLqSH/5y18wYMAA9O7dGzt27MDdd9+Na6+9lkUBUTf15JNPYuzYsejZsyc++OADPPLII1i0aFG0mxWzWBhQp/roo4/w8MMPo7KyEgMGDMDjjz+OH/zgB9FuFhHFieLiYjzwwAMoLi5GZmYmvvnNbzY5IRoRdX0HDhzAr371K5SVlSEnJwd33nknlixZEu1mxSx2JSIiIiIiIqYSERERERERCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAgsDIiIiIiICCwMiIiIiIgILAyIiIiIiAmCK5pOvXLkSK1euxOHDhwEAw4cPxwMPPIBZs2YBAGpqanDnnXfihRdegM/nw8yZM/Hkk08iPT291c+h6zqOHz+OxMRECCE64mUQxTwpJSorK5GVlQVF4fcBRERE1JCQUspoPflrr70GVVUxaNAgSCmxZs0aPPLII/j0008xfPhwLFiwAG+88QZWr14Nl8uFRYsWQVEUfPDBB61+jmPHjiE7O7sDXwVR13H06FH06dMn2s0gIiKiGBTVwqAxKSkpeOSRR3DNNdegV69eWLt2La655hoAwN69ezFs2DBs3rwZ48ePb9X2KioqkJycjKNHjyIpKakjm04Us9xuN7Kzs1FeXg6XyxXt5hAREVEMimpXoro0TcPLL7+M6upqTJgwAdu2bUMgEMCMGTPC6wwdOhQ5OTnNFgY+nw8+ny98u7KyEgCQlJTEwoDiHrvTERERUVOi3tl4165dcDqdsFqtuPXWW7Fu3Tqcd955KC4uhsViQXJycsT66enpKC4ubnJ7y5cvh8vlCv+wGxERERERUcuiXhgMGTIE27dvx5YtW7BgwQLMmzcPn3/++Vlvb8mSJaioqAj/HD16tB1bS83RdYldxypQsP8kdh2rgK7HVC81IiIiImpG1LsSWSwWDBw4EAAwevRofPzxx/jDH/6A6667Dn6/H+Xl5RFXDU6cOIGMjIwmt2e1WmG1Wju62VTPpoOlWFlQiMKSKgQ0CbMqkJvmxIKpuZg4MDXazSMiIiKiFkT9ikF9uq7D5/Nh9OjRMJvN2LBhQ/i+ffv24ciRI5gwYUIUW0j1bTpYinvX7cKeIjcSrCakJVqRYDVhT1El7l23C5sOlka7iURERETUgqheMViyZAlmzZqFnJwcVFZWYu3atcjPz8fbb78Nl8uF+fPnY/HixUhJSUFSUhJuu+02TJgwodWJRNTxdF1iZUEhqnxBZCTZwoNbbYqKjCQFxW4fVhYUYvyAnlAUDnwlIiIiilVRLQxKSkrwve99D0VFRXC5XBg5ciTefvttXHrppQCA3//+91AUBVdffXXEBGcUO3Yfd6OwpAo9HJYGiTdCCCQ7zCgsqcLu426M6MOYTCIiIqJYFdXC4Lnnnmv2fpvNhhUrVmDFihWd1CJqqzKPHwFNwqI23ivNqiqo0CXKPP5ObhkRERERtUXMjTGgriXFYYFZFfBreqP3+zQdZkUgxWHp5JYRERERUVuwMKBzMjwrCblpTpz2BFB/Em0pJco9AeSmOTE8i5PLEREREcUyFgZ0ThRFYMHUXDitKordPngDGnRdwhvQUOz2wWlVsWBqLgceExEREcU4FgZ0ziYOTMVDc0dgWGYiPL4gSqp88PiCGJaZiIfmjuA8BkRERERdQNQnOKPuYeLAVIwf0BO7j7tR5vEjxWHB8KwkXikgIiIi6iJYGFC7URTBSFIiIiKiLopdiYiIiIiIiFcMqHPpuozb7kbx/NqJiIgo9rEwoE6z6WApVhYUorCkCgFNwqwK5KY5sWBqbrcfoBzPr52IiIi6BnYlok6x6WAp7l23C3uK3EiwmpCWaEWC1YQ9RZW4d90ubDpYGu0mdph4fu1ERETUdbAwoA6n6xIrCwpR5QsiI8kGm1mFogjYzCoykqyo8mlYWVAIXZctb6yLiefXTkRERF0LCwPqcLuPu1FYUoUeDguEiOxTL4RAssOMwpIq7D7ujlILO048v3YiIiLqWlgYUIcr8/gR0CQsauN/blZVQUCXKPP4O7llHS+eXzsRERF1LRx8TAA6NjEnxWGBWRXwazpsitrgfp+mw6wIpDgs7fJ8sSSeXzsRERF1LSwMqMMTc4ZnJSE3zYk9RZXISFIiutRIKVHuCWBYZiKGZyWd83PFmnh+7URERNS1sCtRnOuMxBxFEVgwNRdOq4pitw/egAZdl/AGNBS7fXBaVSyYmtstM/3j+bUTERFR18LCII51ZmLOxIGpeGjuCAzLTITHF0RJlQ8eXxDDMhPx0NwR3TrLP55fOxEREXUd7EoUx9qSmDOij+ucn2/iwFSMH9AzLmf/jefXTkRERF0DC4M41prEnIp2TsxRFNEuRUZXFM+vnYiIiGIfuxLFsbqJOY1hYg4RERFR/GBhEMdCiTmnPQFIGTmOIJSYk5vmPOfEHF2X2HWsAgX7T2LXsQrO8ktEREQUg6JaGCxfvhxjx45FYmIi0tLSMGfOHOzbty9inWnTpkEIEfFz6623RqnF3UtnJOZsOliKeas+wg//uhV3vbQDP/zrVsxb9VG7pB0RERERUfuJamFQUFCAhQsX4sMPP8Q777yDQCCAyy67DNXV1RHr3XzzzSgqKgr/PPzww1FqcffTkYk5nRGFSkRERETtI6qDj996662I26tXr0ZaWhq2bduGKVOmhJc7HA5kZGR0dvPiRkck5tSPQg2lHtkUFRlJCordPqwsKMT4AT2ZzENEREQUA2JqjEFFRQUAICUlJWL5888/j9TUVJx//vlYsmQJPB5Pk9vw+Xxwu90RP9SyUGLO1MG9MKKP65xP1tsShUpERERE0RczcaW6ruP222/HpEmTcP7554eXf/vb30bfvn2RlZWFnTt34u6778a+ffvwr3/9q9HtLF++HMuWLeusZlMTohGFSkRERERnL2YKg4ULF+Kzzz7D+++/H7H8lltuCf8+YsQIZGZm4pJLLkFhYSFyc3MbbGfJkiVYvHhx+Lbb7UZ2dnbHNZwaVTcK1aaoDe6vG4Wq67JTJ/7q7OcjIiIi6gpiojBYtGgRXn/9dbz77rvo06dPs+vm5eUBAA4ePNhoYWC1WmG1WjukndR6oSjUPUWVyEhSIroThaJQh2UmosLrx7xVH6GwpAoBTcKsCuSmObFgau45DXxuyqaDpVhZUNhpz0dERETUVUR1jIGUEosWLcK6devwv//9D/3792/xMdu3bwcAZGZmdnDr6Fy0Jgp1yqBU3Lf+s05LLWJKEhEREVHToloYLFy4EH/729+wdu1aJCYmori4GMXFxfB6vQCAwsJC/PKXv8S2bdtw+PBhvPrqq/je976HKVOmYOTIkdFsOrVCc1Gov5pzPt49UBpOLbKZVSiKgM2sIiPJiiqfhpUFhe02GVr9lKSOfj4iIiKiriaqXYlWrlwJwJjErK5Vq1bhxhtvhMViwX//+1889thjqK6uRnZ2Nq6++mrcd999UWgtnY2molDbklo0oo/rnNvR2c9HRERE1NVEtTCQsvlvZ7Ozs1FQUNBJraGOEopCrauzU4uYkkRERETUvJiax4DiR93UosbUTS3qis9HRERE1NXERCoRtaxuxGay3QxdSuw8WgEpgAuzkzGid9snJWsqtrOtcZ5nE//Z2tSi4VlJUX8+IiIionjAwqALqBuxWe3X4PEHEdSMblhCACZFwZAMJ5bMGtbqyM2mYjunDErFuwdKWx3nebbxn6HUonvX7UKx24dkhxlWVYFP01HuCcBpVbFgam6DE/7Ofj4iIiKieCFkSx39uzi32w2Xy4WKigokJXW9b4NDEZtVviCsJhXFFV5odT4xkwJICUgAvRKt+P21F7RYHNTdZg+HBRZVgV/TccLtg8cfRIJVRVqiLbz8dO2J80NzR0Rsu6ntNLV+U20Jn+jrEmal6RP9zn6+7qSr7wdERETU8XjFIIbVjdhMT7Liy1Ne1E/T1CVgVgSCUqKs2o8n8w9i/ICeTX7zXT+2M9SlxioUaLoOTZcIahJWswIBAZuiIiNJQbHbh5UFheFtN7WdptZvSlOpRfUf09nPR0RERBRvWBjEsLoRm76ARE1AgwQgYPxHSuMHQsAkBDRdYm9xZbORm03FdtYEdPg1HabaAbo1fh12iwqg8TjP9oz/bCy1qLXt7qjnIyIiIoo3TCWKYXUjNoO6jnCnrzrnxRJGcRBaFNCaj9xsKrYztH2ltuAI6pHpPVZVQaBOnGdr4j8DnRw32p7PR0RERBRveMUghtWN2DQpCoQAELpKUIcuJUKLzGrzkZt1t2lT1PDy0PZ1eWZAc12hOM9kuxm7jlXg8MlqSEj4ghrsloZ/Rq2N/2wuYajufWVVfpgUNGh3W5+PiIiIiBrHwiCG1Y3YdFoV6PUHGNQK1i4XADKSrM1GbjYV22kzK7CoCjx+DQ6LCpvlTGEQivPMdFnxyNt78cXJagQ0icqaICq8AfROtiPRZm6wfkvxn80lDAFocJ83qKPa7UNOip1xo0RERETtjF2JYlgoYlNVYAw8bsVjTlb58eEXp1rcptOqotjtgzegQdclaoI6VEWBqgiYVIGagA5dl/AGNBS7fTApQEmlD3uLK5FgNSEt0YpUpxWaLnGkzINT1b6I9VuK/wwlDO0pcoe3l2A1YU9RJe54aTvueGl7g/uklPD4gzhS5g23u7XPR0RERETNY2EQ48YP6Ilezpa7xygCyEmxQ9ONb9qburoAGMk8D80dgWGZifD4giip8sHjC2JUtgt3Xz4EI/skRywfmpGIXolGEZCRZIPNrEJRBFISLMhJcUBVBEor/ThRWQOPL4hhmYnNRofWTxgKbc9mVpGeZEFZtR9l1X6kJ1oj7svu4UCCVYWiANU1gXD7Wno+IiIiImoZuxLFuN3H3Sh2+6AqAqHeMwHtTNeh0Om/IgTMqopkh9qqdJ7mYjvnTx4QsVyXEgv+tq3RRKBEmxl9ewpUeIJYePFAjM7p0WL8Z3MJQ76AhDG1hoAvKGGvUxMJIdAr0QaPL4ifzhyKFKeFcaNERERE7YSFQYwr8/gRCBqn/6oQtfMYyHBkqUAotlQiqOtIsJhQ0cp0nqZiO+svL9h/soVEIBUQQfRPTWhVDGhzCUOhdCQhQslIkQONraqCCl0ixWnB1MG9WnwuIiIiImoddiWKcSkOC8wm49vw2ikLEPHdeO0lAyEETIrSIek8dZOMGtPW52xue+H0JTRMRjqb5yIiIiKi1uEVgyhobURnisOCYRmJGJqRiC2HyhDUdZhquxTpEmf6EQGwmASsJoETlf6zSucJPe+pKh9OewJIcpjg9gTRw2FGjwQLBvRyYm/xmSQjCYkav46ApqHCG0Tfng5sPVyGbUdO48LsZIzo7Wqye09TyUgAYDUJAMJIGqquwakqQFUUJNlNsJvVdk0fau5zICIiIoo3LAw6WVsjOnPTnJg6uBcOlFThZKUPQa2pyFLg6OkapCSY25zOE2rT58fdcNcEoOkyPGmaqgok2czISrZBVYBitw9Wk4Jyjx++oAZNN+qT8mMV2HmsIjwHwpAMJ5bMGtbogOBQMtK963ah2O1DssMMq6qg3BtASWWN8fwASj3B8GNKq/1QBNAr0dou6UPNfQ5dbRBzZU0Aug64HOaWVyYiIiJqgpCy/nRZ3Yvb7YbL5UJFRQWSkqKbcR+K6KzyBdHDYYFFVeDXdJz2BBDqbq/pssF9TquKG/Jy8OqO49hTVBmetyBEAQABWEwK7rx0MG6ektvmNp32+FHt08In5XW3rSgCCVYVNrMKh0XFkTIvdCmhQECr9+djUmrHPMA4if/9tRc0eaJd9+S82q+hyheElBLNBCoh0WrC098dfU4n7819Dk6r2mUSjrx+DaeqffAFNOwprkQvpxV5A3o2um4s7QdEREQUmzjGoJOcbURnRpIVVT4N7x4oxT9/OBHn905CglVFZpIVub0SkNsrATk9HejfMwFOqwnvHihtNqq0qTYFNRkewxBB1A5s1iSCmo6yaj8SrSpyethhMTX889Elwt2dyqr9eDL/YJPtmTgwFWtuGoeV3xmN7B52OC1qs0UBAFT5glixselttuU11/8cQu91S3Gv0eYLaiiq8KKowosdR8tx1z92YtHaT7H01d0x3W4iIiKKbSwMOklrIjqlBHzByBM7IQSSHWYUllThjc+KUeL2IctlR2qiDQ6LCQ6LCYk2MxxWE5IdlnBUaVvaZDer8Gs6FIFwF6JQE6U0rhj4NR0mRUFVTRCJNjPMqopA7eDh+uujdiC0lMDe4spm26MoAooQKKv2w2ZWm1wvRALYXeRu9Wts6jU39jnUfa/PdvsdKajpKKmswVenvdhT5MYDr+zGwrWf4tMj5QCM9/rVHcej20giIiLqsjjGoJO0R0TnV+WeFmJDlVZHldZtk0kVRgFQO6i47ulyqEyREtClhI4z7Qz3IhKR6xvbMm4HtJbbE2pHxGjqRoTmbQgE9Va/xqaeq73ew86g6xLl3gAqvAEUVXixZtNhvPP5iQZXVyYM6IncXs7oNJKIiIi6PBYGnaRuRKdNiTzxrxvRqSoCXr+GoK5Drc0m9fg1SCmR6bKHt2FVFNT49dqkIgU2S2RUqa5L7PqqAp8eLYeUEolWEyprghCKCKcGJduNwaoevwZdl9BrT8xl+D+GUPeU0NgGtzeABKsJodEI9UepSEgEdWO5WUG4PXVTj5ITzEhNsGJ4VlL4vWkiDbXOdg2KEOG2121jaxKGmvscgNiKQ5VSwl0TRLnHj1NVPjy/5Qhe3XE8PMFdyOB0J358ySB8fURmg6sgRERERK0V1cJg+fLl+Ne//oW9e/fCbrdj4sSJ+M1vfoMhQ4aE16mpqcGdd96JF154AT6fDzNnzsSTTz6J9PT0KLa87ZqN6DQLCCGgS4mici8CugwnA4VYTAr+9ckx9HRacKTMg6Am4dfOXGmwqApMqsDIPsmo8Ppx5Yr3sa+4CoG63+zD+NbdrCro3cOGBIuKco8fgRb6pYfOQ097AgCAcm8Q5d5gk+vXPXEN6BKbCkvx8Nt7w6lHui6hKAJJNhPOy3Lhh1MGIDfNic+PV0TM5twUX1DHI2/vxY+mDcTEgaltShhq7nOQUrZrHOq5qPYFUVbtR4XXj5e3HsNLW4/BG9Ai1unTw47vT+qPKYNT0TPByqKAiIiIzklUU4kuv/xyfOtb38LYsWMRDAZx77334rPPPsPnn3+OhIQEAMCCBQvwxhtvYPXq1XC5XFi0aBEURcEHH3zQqueIpTSWM2k4Wjii06fpKPcEoOk6KryB2j79aPDtec8Eo0+8putwewPGIF9VQKmd0yCoSaiKwHVj+uC/e0twstIHAI0O5m3NyXd7UARgNyvwBSWsJgW+oA4pjaJAlxKKELCbTUhJMOOGvBw8v+UIiitqUBNs+tKBIoBMlw2+oAynNT2/5UibEoaa+xyinUpUE9BQVu2H2xvAqzuO4/ktR1DhDUSsk+q04MaJ/TBzeAYcVhN6OMxwWJqv8WNpPyAiIqLYFFNxpSdPnkRaWhoKCgowZcoUVFRUoFevXli7di2uueYaAMDevXsxbNgwbN68GePHj29xm7F2QhTx7bYuYVYEBvRyosLrx5enPAhqOrwBvU63GQAQcFhU9E2xY39JFXQpYTOpDa4YqLVpQB6/ZowH0DunAGiMzaQgw2XDyUofPH4NQhhdgEyqgKidwCygS9hMCmxmFedlJeHmr/XHj1/YjnJPoOntmhUMTHMCEih21yCoS6gCyHTZG3z7X+z2YVhmItbcNK5Bt6LGPodozmMQ0HScrvajwhvAfz4/gTWbDqOktrgLSbKZ8O28HFw5KgtJDkurCoKQWNsPiIiIKPbE1BiDiooKAEBKSgoAYNu2bQgEApgxY0Z4naFDhyInJ6fJwsDn88HnO3NC5XbHVrrMxIGpGD+gZ0R/eF1KLPjbNqQn2aDrEl+WeQAgfKJvpBVpqKgxcv4FBDKSbBBCnBljYDYmCDt+2gshBBRFQItSWaAA6N3DDgGjL7+qGBOwqQogakcqCyFgUgC/pqNHgpGmdKoqALtJQWIPOwSMsQwVNUFj0jRVANKY56HGr8NuUWE3qzhe7kVWsr3FhKERfVwR9zf2OURj5mNNlyj3GAXBewdK8ef3D4U//xCbWcE1o/vg2jHZSEmwoIfDggRrTO26RERE1A3EzNmFruu4/fbbMWnSJJx//vkAgOLiYlgsFiQnJ0esm56ejuLi4ka3s3z5cixbtqyjm3tOFEVEnKgW7D8ZTsqp1oy++8ZcALUnqUJC6sa3yqErBFrtgOK6CUaqENABKJCAjGJ/c2Gc8AKhGZSNzkuNTJEAKY12+3QdX5V7ENSBlASzEWOqCFT5tfB7IUXtfAq1yU3CqBWgNNG3vqWEofqfQ2eSUqLCG0C5J4CtX5bh2fcOYW9xZcQ6JkXgG6Oy8O28HGS4bCwIiIiIqEPFzFnGwoUL8dlnn+H9998/p+0sWbIEixcvDt92u93Izs4+1+Z1qLpJOaGEIokzKaChYsCsnkkvMikN4zY1KaGg9kQ8inWBIs60T9ROkAY07NYUmlBNk0ZXnt7JjojEoPrvReh9CG07NOeC3kRvuFhKGKqryhfE6Wo/dn1VjufeO4RttfMQhAgAlw1Px7wJ/ZCd4kCPBAucLAiIiIiog8XE2caiRYvw+uuv491330WfPn3CyzMyMuD3+1FeXh5x1eDEiRPIyMhodFtWqxVWq7Wjm3zWGovVrJuUk55oDKCtCWhQarsEBWv74ltUYZwkSwmPzw+3FwAEbBYFKoDTVb7wibamNd+O9hTq7hRiNRldmwBj7IPHr0EAtUlLOmpTWKFJ4yqJ2+PHgLREfP38DPzzk6P47Cs3XHYzTIow3ougBlUIBPUz25ZSwhvQkGg3w+PX4LLLmE0YCqkJaDhV7ceB4kr8edMhvLu/tME6k3J74vuT+2NweiILAiIiIupUUT3rkFLitttuw7p165Cfn4/+/ftH3D969GiYzWZs2LABV199NQBg3759OHLkCCZMmBCNJp+T5mI1F0zNxb3rduHo6RoENAlNGifOoVghf1DH4VMeSGl8g37cHTsTcNX/wt5uNkFKoNwbQE1QazBJWl1eXYdPAEfLqnH105tQ5Qui0hdERU0AqhC1BQXC4yV8QQ2FJ6thMQn0cFjOpBm5fY0mDC2Ymtvp4wbq8wd1nPb4cehkFf6y+Uu8tbu4QVrUqD4u/OBr/XFBdg8kO8xItJkb3xgRERFRB4lqKtGPfvQjrF27Fq+88krE3AUulwt2ux2AEVf673//G6tXr0ZSUhJuu+02AMCmTZta9RyxksZyJiKz6VjN3ccr8Lt39sMfNOKE6od2quLMnAKxyKyI2knSBGxmBTUBHYBsceKytEQrzKqCogovAKNrlTegwRvQwifQAgif4EspYTEpuPPSwbh5Sm7MJQyFaLrEaY8fx8o8eH7LEazf/lWDyckGpjnxg8n9MTG3Z/gKQUfMRxAr+wERERHFrqgWBk2dAK1atQo33ngjgDMTnP3973+PmOCsqa5E9cXCCZGuS8xb9RH2FLnDaUIhoVjNoRlOAAJ7i91w2czh8QJF7hr4migUOoJFFfh/3xiOB//9OSp9rXtGAaOLT24vY+6JY6e9CEoJsxDwBTV4g83/iSVYjAHUNQENEIDdrKJvigNflHpqu1QBVrOCzCQ7NCmhCoFybwDnZSWFo0hbO/NxZwgNLD5e7sVLW4/ipa3H4PFH9u3qnWzH9yf1w4zz0tEjwYLEDioIQmJhPyAiIqLYFvWuRC2x2WxYsWIFVqxY0Qkt6hi7j7tRWFKFHg5Lk7Gae4srIWB0j7GZjRNlr19DUJcwqwo0XUJvYYbi9hDUJXZ95Ua1v/VliEkV0KSELyhht6hItJtRVO6FM9GKKv+ZGZJF7cxqoVcRmmitJqBDCAmTaoxL8AV1VHiDCOo6LCZjWUAzxhAk1va5F4qIiCKNZsJQXVW+IE5U1GDdp8fwtw+PoLze5GQ9EyyYN7Ev/m9EFlKTrB1eEBARERG1Fkc2doIyjz8cR9oYq6rUdjGJXCeon4kn7SxSAofLqhuMG2j+QcYJfihGNBSbKqVsdOblhg83Yk1NocJB1olmVc4sC20faDmKtLPVBDSUVPrwxs7jWL3pME64IycnS7SZcP3YbFwzOhvpLhuSbCwIiIiIKLawMOggdbu2lFX5YVKMgbNA5KRkQggjVrN2RmCfpgFBY52gJsNxnZ1FAjhW5m3Tc8ratYOajtIqHzy+ICABX0BrNjX1zJUDASFkeHCyxJmIUiPJyFhPEaGrKDq02rEEnRFF2lw3JX9QR1m1D+98fgLPvX8Ih0/Vm5zMpOCqi3rjhry+6JPi6JCCIJa6UREREVHXxcKgAzSWPuT2BVFS5YcizuTxW00KUp1WVPk0DM1IRLkngH0nKmu7WBlfn0tpJPJ05kiQ+jPvtiRY2+voWHlNxPKKmsh+9U29BgkJRQhjLEWt0ipfg6sNh0s9Z64gAEiym1Hh7dgrBk0lSf3wawMwNCsJ7+0/iWfe+wKfF0VOTqYqAv83IhPzJvZFbq9EJNk75gpBc0lX0Rx4TURERF1PVAcfd4bOHnTZWPpQudePoooa6LUTcplVI8hf04xvx3slWvGDyf3x7PuHcLLSBwFAVY1LBUFNdsqg41iiCDTbBUkRxom33WxCSoIZD80d0SEnwY19lr6ghjJPAKoAUhIs2HeiKuIxAsAlw9Iwf3J/nJfp6rCCoKn21U+6Cr0vHHxMRERELeEVg3ak6xIrCwpR5QuG04dCCTVCAIo0Bs1KeeaqgSIEejmtKNh/EpoukZPiQGmVD76g0cdeUQC9C1YG9Sc9a4wijPV0I3QJCgCLSYm4ctDotmGk+jitJhS7fVhZUIjxA3q2a/eZxj5LTTeiV/1BDVU+DSerIq9WjB+QglumDMBFOT2QZDN3aHeextoHADZFRUaS0mHvCxEREXVfLAzaUWPpQzUBHb6gMaYAitGHPj3JBpMijGVC4oTbh2J3TTiRyGk1oSagh8cZFFV4w/MXhJJ8YoEQxsl8U3MrhNqqCoFEq4rymiBcNhMcVhMcZhU2s4IKbxBFbm94LELPBAtOVNZAwJj1WdN1BHXApAgoQoTHM5gUJZzoVDedqL3U/SwlAI8viFNVPlTUBBusO6K3C7dMGYDJA1PhsndsQdBY+5pKuuqI94WIiIi6LxYG7aix9KGIZCEByNqT3NDMtrou4df8gET4cUII2C0qABWVNYHIQkAAQsZIcSABWXtO2mjBEl4oYTYpUASQ7LAgyX5mVl9T7aBrVTFmOA7qxvgKVRHGFZfajFNFGMuMdCIZTijqqHSiMo8f/qAOu1nieLkX5Z5Ag9enKsD3JvTDbdMHItlh6dRv5luTdBVLqU1EREQU+1gYtKMUhwVmVcCv6bApRqym8c12+PwYorZ/fES6jmqcULprAhCQtVcLJBRFwKLUiyWKlaIgREb878xiGfl7sDZ+tNzrh6brUBUBs6rWFgDGmALj/xK6lAjqEqqihLerS2OGNwkjqUkVxntY7Q9CSolk+5lCq6mEnvr3DctIxJ7iygbrarqEv3bm5VMef4MuUWZVIMlmhiqAK0f1RorT2qq3qu7zh9pb7g2cVZJQY39rdfk0vdNSm4iIiKh7YGHQjoZnJSE3zYk9RZXISDK6utjMCqwmBd6AZlwVMCk4UTubsa4bHWPsZhWARGlVy9/uxlJREIoVbYkO4LTX6IJT4Q2iovZ3VQFsJqM48AWMcQWhfvt6eN4Cg3ElwXg2RQDHyj216xjfmj/y9j5MHZyKdw+UNprQAyAivUeXsnYWZUARCsyqwIBeCfj22BzsK6nCXzYfRnW92YpVRaBnggU97CaUVgcwJDMJI1vZTaduelC1zyg6hABsZhUJFrXNSUKN/a2FSClR7glgWGYihmdxoDERERG1DlOJ2tmZpBgNyQ4zrKqC014/iitqwlcMAEBRhPEtOES4QIhHCnDWqUsKjJP1tCQbqnwBVPs0OCwq0pNsEQk9od42mi7Rw2GBX9Px1WkvNF3CpApkuexQBHCi0hj0rdWLRBIwolHTnBboMIqb+qk/zambHmQ1KThZ6Qs/hyKM9vuCepu2GbndM39rPk1HOVOJiIiI6Cw03kGZztrEgal4aO4IDMtMhMcXREmVD5DAeZlJcFhVY+KuUIKMSQ13I4pXbSkK6ve0EQLo3cOOHglmBDVZmxokYTUpUBQBm1lFeqIFZdV+lFX7kZ5khdWs4FTtVQmLSRiDu91efFXuhcevRRQFVpOCi4em4aKcZDjMCsprgvD6NQzLTGz1CXzd9KD0RCsqvAFoEjCrCswmo6tUhTeA9CQLqnwaVhYUQm/NdNFo/G/N4wu2qX1EREREIexK1AEmDkzF+AE9I/qz61Li1r9uRQ+HBWptIpGUEkdOe6AqZyYJiwe144mNiNLaWFMJo+++ImrjXCERqBN3pAogI8mKE5V+1A3hMSkKavw6/JoOU22f+5qAXjt4G/AFQ5PDSfgCRnckX1ALPy8A+IMNT8SnDErFPbOGYXC6E4oQZz2zcN30IF9Q1iZUiXBxqNbOiO0LyLNKEmrsb40zHxMREdHZYGHQQRRFRJzcFew/iaAOpCScibOsrAmE5zQgANJ43yCMhCJARqQdhYontXZA9pl0IuM9PJNsZCQWGY85c7+RECWNieWamGfBaVVhUhTMm9QP59Xpn3+2kZ9104OMgdKIKGxEbVJVUNeRYDGdVZJQ/b81IiIiorPBwqCTNJdYBCC2RhV3IlF76i+NG2eWi4ibEELArCoRE6cJYbyHod9DyUahZUDk70HNOOmurTki2EwKMly2cGJUmtPWLq+v7udeN6Eq/LHXaTOThIiIiCiaWBh0AF2X2PVVBT45chrHy70QEshw2dAr0Ypjp73IdNnCiUVmBfAEot3iTlYnctVqFvD6jVtBTQJSg6ooCBcLtSyqgMthQrlXhdcfBIRxMi+lRFBKqEKgJqjDYVagaRqKKvzQdQmbWQkP7j5W7m20OZbaRCJFCBS7fa1O82kuGjWkbnpQeqKlNqFKh1lB7ZURCZtZhdUscMLtZ5IQERERRc1ZFwZ+vx+HDh1Cbm4uTCbWFyGbDpZi+Zt7sLe4MqKPPGD0k1cUgYAmkZZkhdsbgDcQf5cKQq9YEcbM0LLO8oAOBPSGAy68AR0nq/xw2c3w+IOQurHukTIPdNTOcwDAE9BxqKzxAqApihAo9wbgD0o4rSoWTM1tsY9+3fjR+tGodQf9KorAgqm5uHfdLpyo9CPJboY/6EPA6CsFRQi47GaccPtb/dxEREREHaHNqUQejwfz58+Hw+HA8OHDceTIEQDAbbfdhl//+tft3sCuZNPBUtzx0nZ89pW7QVEAAJo0vhX3BoI4ftqDkkpfvPYgMjoQSaP7jyKM2aCbIwGUuH2orAmgb08HzKpAUNOhSwkBCbPStj9lAeN5FQH4gjpOuH3IdFlbleYTigndU+RGgtWEtEQrEqwm7CmqxL3rdmHTwdKI9eumB0ECdosJqqLApCpwWE2QUjJJiIiIiKKuzV/1L1myBDt27EB+fj4uv/zy8PIZM2bgF7/4Be655552bWBXoesST+YXoqza3+zJvgSgabLVkZTdjQDgsCiQ0pidFwDMijFBl6ro8NVJCBLCiAwFjPfXXzsxWWaSDZU1Qbhs5tpJygSOV3gArbFnjHzuRIuCHk4bzKoCq1nAF5AIaBoqaoJw2S0YP6Bns9uoGz+akWQ7Ez2rqMhIUlDs9mFlQSHGD+gZ8c1//fSgc535mIiIiKi9tbkwWL9+PV588UWMHz8+YrbV4cOHo7CwsF0b15XsPu7GvuLKVp3wSxjflMcjCcBiUlHhCUAIAZN6Jrqz/nsSSmxShICqCJihw+PX8HlRJXolWmEzG4O4q2sCqGlFlywJwG4zI6n2pBwA7BbADhVmk4ovTrYcFVo3frTu3z9gDJBuLnKU6UFEREQUy9rclejkyZNIS0trsLy6urrBiVI8KfP44df0VkWPxmlNEKZLYzCwrI0jDWnsvau7LDT3gF/TYVEV6LqOco8fR057m31P6/5ZNjXRt1VVEGhFVGjd+NFz2Q4RERFRrGlzYTBmzBi88cYb4duhYuDZZ5/FhAkT2q9lXUwoljLeT/pbw+sPhiM7NWnMVqxLicbqSgnjPr12PQjAogic9vjxRakHR097EWzi8osQZyZTO7Os8eK1tVGhdeNHz2U7RERERLGmzV2JHnroIcyaNQuff/45gsEg/vCHP+Dzzz/Hpk2bUFBQ0BFt7BI2F57EaU/z4wvI4K8dC6BJY7wF6l05qCtQe39dlf4gymuCzT5H3dmV6yqr9sNuVpFoO9OdSEqJck+gVVGhdeNHM5KUiEKjLdshIiIiijVtvmIwefJkbN++HcFgECNGjMB//vMfpKWlYfPmzRg9enSbtvXuu+9i9uzZyMrKghAC69evj7j/xhtvhBAi4qfugOdY8cy7hXj47f1o4ktkaoWGp/9Nq/8+OywqejrNEctkI0VBkk2FpkscKfOgrNqY58Ab0FDs9rU6KjQUP+q0qih2++ANaGe1HSIiIqJYc1YTEOTm5uKZZ5455yevrq7GqFGj8P3vfx9XXXVVo+tcfvnlWLVqVfi21Wo95+dtT8GgjhX5hdB0CatJQEqBgKbzysE5qtcDqFGqAFw2E1STCrMiMKK3HScrfTjhjoyBVQSQlmhMMFdZE8BX5V6UVvngD+owqwLDMhMbzD/QnFD8aGgegwpdwqy0fTtEREREsaTNhYHb7W50uRACVqsVFkvr+1bPmjULs2bNanYdq9WKjIyMVm/T5/PB5/OFbzfV3vby2s4iVHoDMKkCilCMM1oI+BuZx4Calmw3waQoKKv2Qwigl9OM4srGp4Q2qwIpCRYoAH52+TCkOC3hyE8A+Ocnx/CLV3dDVQSSbCa47GYotfMcJNrMyEkRqPAGsGj6QFzUt8dZRYXWjx9l5CgRERF1dW3uSpScnIwePXo0+ElOTobdbkffvn2xdOlS6I3MXns28vPzkZaWhiFDhmDBggU4depUs+svX74cLpcr/JOdnd0u7WjKV+XGzLuR54M8OWwrq0mF02bUqboETjRRFAgAWS4bUhOsCEogxWnB1MG9MKKPC4oioCgCaUk2OCwmZPdwoEeCNVwUhNhMKoQQ6NcrIfy4sxGKH637/ERERERdVZuvGKxevRo///nPceONN2LcuHEAgI8++ghr1qzBfffdh5MnT+K3v/0trFYr7r333nNq3OWXX46rrroK/fv3R2FhIe69917MmjULmzdvhqqqjT5myZIlWLx4cfi22+3u0OKgd7IDCs7M4AvUpuGAsaRtYVIEqmqCaKqcNCnCiCsFYFbVZtN/6iYH2ZSGfydMDiIiIiJqqM2FwZo1a/C73/0O1157bXjZ7NmzMWLECDz99NPYsGEDcnJy8OCDD55zYfCtb30r/PuIESMwcuRI5ObmIj8/H5dcckmjj7FarZ02DkHXJfqlOmAzq/D4NQhoAAR0XbIoaKOSKl9tAlEkAWMsgRBAUJcwKQIVXj9qAjpG9nE1mv7T2uSgYRmJ2HWsokFXIF2XTXYRau4+IiIioq6szYXBpk2b8NRTTzVYfuGFF2Lz5s0AjOSiI0eOnHvr6hkwYABSU1Nx8ODBJguDzrLpYGl48ClgfJNtxHCyJDgbjRUFqjAiTYMSxi8A/JrEySpj8rDtx8rx3Ptf4OYpuRGPCyUH3btuF4rdPiQ7zLCqCnyajnJPAE6riimDUnHTmo9RWFKFgCZhVgVy05yYMigV7x4obbB8wVTjOUKfef37OOCYiIiIuro2jzHIzs7Gc88912D5c889F+6yc+rUKfTo0ePcW1fPsWPHcOrUKWRmZrb7ttti08FS3LtuF/YUuZFgNSHVaeWognaSYFGRbDeiR1sav13t0/Cbt/bhmXcLG9wXSg4alpkIjy+IkiofPL4ghmUm4oa8HDy/5Uj480tLtCLBasLOY+X4zVv7sONoecTyPUWVuOOl7bjjpe0NHrOnqBL3rtuFTQdLO+LtICIiIuo0bb5i8Nvf/hbf/OY38eabb2Ls2LEAgK1bt2LPnj345z//CQD4+OOPcd1117W4raqqKhw8eDB8+9ChQ9i+fTtSUlKQkpKCZcuW4eqrr0ZGRgYKCwvxs5/9DAMHDsTMmTPb2ux2o+sSKwsKUeULIiPJBgA4Xu6JuE4gAKiKMe6giUl5qREOs4L+qQk4fMoTvlrQHAFA0yVW5Bfipon9YTJF1rmNJQcNy0jETWs+Dn9+oW5GVkVBUDNmVzaiZ40uSDZFRXqSwP4TxpWhwWnO8GBmm6IiI0lBsduHlQWFGD+gJ7sVERERUZfV5sLgG9/4Bvbt24ennnoK+/fvB2DEjq5fvx5VVcbJ04IFC1q1ra1bt2L69Onh26FBw/PmzcPKlSuxc+dOrFmzBuXl5cjKysJll12GX/7yl1Gdy2D3cTcKS6rQw2GBEAJevwZf8MyQ2dBpoRBGX3VqXqiIUhUFAV2i3BuAL6hBUUTtrMhNPw61j630BvDaziLMvah3g/VCyUEhu45VRHx+ITV+HX5Nh6l20HJNQIfdYgxc9gUkpJQABHxBCXudMctCCCQ7zCgsqcLu4+6I5yIiIiLqSs5qgrN+/frh17/+NQAj9efvf/87rrvuOmzduhWaprV6O9OmTas94Wrc22+/fTbN61BlHj8CmoRFNb41Dup65FUBUTvrLmuCFiXbTKjyazApRoyT1GFMDifrx782zjhVF9Ah8VW5p1XPWf/zCwnqxvOqijGzclDXAagR9xkDoM8sD7GqCip0iTKPv1VtICIiIopFZ1UYAMC7776L5557Dv/85z+RlZWFq666Ck888UR7ti0mhFJoTlX5cNoTQLnXOPnzaRpsQkWw9kQ2rPZ3jVcLWlRZE4QGIylIVYVxFUAab2FL3YhCd+u1b76uAwX7T7aYFNRUlKlJUSCE0fVLCON2/ftCv9fH+FMiIiLqDtpUGBQXF2P16tV47rnn4Ha7ce2118Ln82H9+vU477zzOqqNURNKHvr8uBvumgB0XdbOUSBQ5vFBFQIBLTKaVNb7PzUtdG1Jk4AWlBAASqv9bSqqQgXEqg++gOlDtcWkoKaiTG0WBRZVgcevwWFRYTOfKQCsZnFmLIIpsuCoG3/aWHQqERERUVfR6lSi2bNnY8iQIdi5cycee+wxHD9+HH/84x87sm1RFUoe2nmsHBVeoyhQFFH7bbaEphvRmSwA2o/E2V9pqao9oW8pKSgUZeq0qih2++ANaNB1iZqAMb5AVQRURUFNUIeuS3gDGk64/eiZYEFKggUnKv3hx3gDGordPjitKhZMzeXAYyIiIurSWn3F4M0338SPf/xjLFiwAIMGDerINkVd3eShYO1X0maTYvRn13X42E2ow7V25mgBwGISCOrAqWof+vVMQEaStdmkoFCUaWhOggpdwqwIjOyTHDGPQWj5sMzEBvMY1L+P8xgQERFRV9fqwuD999/Hc889h9GjR2PYsGH47ne/GzEzcXcSSh6ym1VUeANQFQERysERDU9ZTYpAkMVCu1EFYFYVQBhXEHRpzG/grgkiyWaC3axCAiir8kFVFShCwKRI+IJn0oRaSgpqLMo0NDZh/uQBTc5u3NRjiIiIiLq6VhcG48ePx/jx4/HYY4/hxRdfxJ///GcsXrwYuq7jnXfeQXZ2NhITEzuyrZ0mlFxjUoWRRlOnw1Xdgcat/Vab2kYC4T79qjD68dtMKipFEMkOM1x2CyprAigTIjwoWMD4bEKpQa1JCqofZdrS8pbuIyIiIurK2jzzcUJCAr7//e/j/fffx65du3DnnXfi17/+NdLS0vCNb3yjI9rY6ULJNaGIyohioM6Xw0ZcZuQyOndK/fdYABDGH2voswglBYVuh9YLpQYxKYiIiIiobdpcGNQ1ZMgQPPzwwzh27Bj+/ve/t1eboi6UXOMNaLCoCjRdQsKY5ErT9Ih1JcCJzNqZKgR0KRHUdAQ1HRZVQSCowWExwe0NoNoXgLsmAE03ug/5AhoCQT08BkTXdZyu9iMtyYaTlTVY98lXyN9bgl3HKiI+K12X2HWsAgX7Tza4j4iIiCjeCNncDGPdgNvthsvlQkVFBZKSWh8nGUolOu3xo9pnpNDoLT+MOoAijHEcNrOKyppgi9236q4fShBSFIEkmxnnZSU1GEgc0GSLMadd3dnuB0RERBQ/WBg0IzSPwY6j5XDXBDuohdSc0DgOAcBuVuAJtL48UxXj0YoQtXNQCCRYVdjMxsRmmi7Rw2GBRVXg13Sc9gTgtKp4aO6IblccsDAgIiKilpxTV6LubuLAVKyaNxYDeiWgNiQHJr5jHc6kGH+YFhWwmRWoilEctKUoAIwTf5MiYFIUmGs/uKAmUVbtR1m1H+mJVtjMKpTaqwsZSVZU+TSsLChktyIiIiKKOzzNbcGe4kp8dbqmNi+fb1dnUGtP5HUJIx1KUaCe9QBvUftfY/IyX+3EZVICvmDkyb8QIiLmlIiIiCie8Ey3BWUeP/yaHk4o4hfJHa/uey2lPKdY2PqJUlKeWWZEm0ayqgoCLcScEhEREXVHrZ7HIB7pukRppQ9BXTe+vQ7q6N4jMmJDQNMhNECHMZDYr+lnXZDpUkLqxjgDIDJaNhRtWhdjTomIiChesTBowqaDpVj+5h7sKXIjWPvFssaioFNInLlCcK5XaM7MSG3832oS0KUI/x7xvFKi3BPAsMxEDM/iAF0iIiKKLywMGrHpYCnueGk7Sip9vELQzfiDEskOMywmBScq/Uh2mGFVFfg0HeW1qUQLpuZCUThrHREREcUXjjGoR9clnsw/iLIqP4uCbqp3sh2/++YoDMtMhMcXREmVDx5fEMMyE7tlVCkRERFRa/CKQT27j7uxt7gy3IXlXAa+UsczCSAojbEICozfG2NWBCCMwu+E2weX3YI1N43D7uNulHn8SHFYMDwriVcKiIiIKG6xMKinzONHICghWQ50CT0SLDjtCcCkCKOY0yKThsITpAkBRTEKA7+mo8zjh6IIjOjjikaziYiIiGIOuxLVk+KwwGwSEOA3x7FOAFCEMGJIEZk4VH+9UFSpEIBFVZg6RERERFQPC4N6hmclYWhGIkI9SnjdIHbZzQpqAhrMikBQl5Cy4bwEoYJBCCCo6RBCYEgGU4eIiIiI6otqYfDuu+9i9uzZyMrKghAC69evj7hfSokHHngAmZmZsNvtmDFjBg4cONChbVIUgR9NGwinjb2sYpkQgFAEqvwafJqElBJ+rfF1FVE7BwWAngkW/GgaU4eIiIiI6otqYVBdXY1Ro0ZhxYoVjd7/8MMP4/HHH8dTTz2FLVu2ICEhATNnzkRNTU0nt5RiTYrDgn4pCchIsgGQzc53oEnApCoYnpWER6+9gKlDRERERI2I6tfis2bNwqxZsxq9T0qJxx57DPfddx+uvPJKAMBf/vIXpKenY/369fjWt77VIW0y4koLUeULdsj2qX34ghqEAvRIMKPc44fHr8FqUtDTaYFZVaAqArqu42SlH2lJNjz6zVEYmZ3MKwVERERETYjZMQaHDh1CcXExZsyYEV7mcrmQl5eHzZs3N/k4n88Ht9sd8dMWu4+7sa+4EhqnOY5pNQEdNX7jx6/pMKkCmpSwm01ItJnhsJjgtFmQkWxHTUCDqiosCoiIiIiaEbOFQXFxMQAgPT09Ynl6enr4vsYsX74cLpcr/JOdnd2m5y3z+OHXdA46jnFSAkFdR1DXIWvnMQgtq8uqKgjoEmUef5RaSkRERNQ1xGxhcLaWLFmCioqK8M/Ro0fb9PgUhwUWVWFYaYwTAjApCkyKAiEAXZ5ZVpdP02FWBONJiYiIiFoQs4VBRkYGAODEiRMRy0+cOBG+rzFWqxVJSUkRP20xPCsJQzISecUgxtnMCmwW48eiKghqEhZVgc185k9aSolyTwC5aU7GkxIRERG1IGYLg/79+yMjIwMbNmwIL3O73diyZQsmTJjQYc+rKALVvgALgxgmALjsFkjdGGtgUgVURUBVFNQEdei6hDegodjtg9OqYsFUxpMSERERtSSqqURVVVU4ePBg+PahQ4ewfft2pKSkICcnB7fffjt+9atfYdCgQejfvz/uv/9+ZGVlYc6cOR3WppqaID49WtFh26ezZ1IEslPscFpNOFXlR0mVD2ZFYGSfZEwZlIp3D5SisKQKFbqEWREYlpmIBVNzGU9KRERE1ApRLQy2bt2K6dOnh28vXrwYADBv3jysXr0aP/vZz1BdXY1bbrkF5eXlmDx5Mt566y3YbLYOa9Mv/72nw7ZNTTMpgCIEdAn0SrRCEYAvoMEb0HDpeRkYmZ2M0Tk9MKK3C4CRHlXm8SPFYcHwrCQoisD8yQMaXU5ERERELRNSym7da8btdsPlcqGioqJV4w1uePZDfHDwVCe0jOoyKQImVSCoSfTpYUeizQxdlyip8uG33xyFqYN7RbuJXVpb9wMiIiKKPzE7xiBa+qUkRLsJcUnUxo3WTRZiohARERFR52FhUM/PLx8a7SbEJQEJTZewmlTYLAoThYiIiIg6WVTHGMSaTQdLsfil7dFuRtxRBBDQAFUBejotqAnoKPcEmChERERE1IlYGNTadLAUt/x1K6p8WrSb0q1YVFE7I7FsEAErADgsKmxmBZoEVCHg8WswKzoThYiIiIg6GQsDALou8cT/9rMoaCUFQLJdgV8T8AQ06BJQBZBkN0PXjXkFzKoKr1/D+b2T8NPLhmLHsQpoUkelNwhFAbKSHRjQKwHumiBSHBYMy0jEnuJKJgoRERERRQkLAxjRlzu/cke7GV2HAFKcDgDAl2XVUGsX90ywwm5Rw6t5AxoOlXqgqgrmTerX4mZH9HF1QGOJiIiIqDU4+BhAmcePQLBbp7a2K6NrkI6grkNKY4xAaFldVlVBQJco8/ij1FIiIiIiai0WBgBSHBaY1ZbXo1oC8AV1BDUJQEKvFzMawrhRIiIioq6DXYkAVHj90HnBoNWkBErcNVAUY6ZiXZdIsBgxo2fWMeJGh2UmMm6UiIiIqAuI+8Jg08FS3PnyDngDessrEwAjVtQUKgrCBZVETUCHVVXg0xg3SkRERNTVxHVhoOsST+YfRFmVv0GUJjUkAFhNCjQpoelG96GE2sHGZpOC6poAKiRgVgTjRomIiIi6mLguDHYfd2NvcWXcdCPqlWBCaXUQVpOAKozuPjoUABKQxuzDiqLiF1cOx+zzM/H0e19gx1flkDqw63gFku1m2CwqavzGwGOTosBmUVAT0OHxBfHTmUOR4rQwbpSIiIioC4rrwiCURtRw6q3uwaIqUBQgENThtJkxb1J/rNn0JdISrY2etOu6REmVD2lJNthsJvzk0sEAgIL9J3HXSztgNakQELWRpGdGa1tVBRW6RIrTgqmDe3XWyyMiIiKidhTXhUGKwwKTagym7W4EjK4+sjYxyKIqyHTZISFxqroGui4ASFhMKlwOExShNJkiZKQ2Cfg1HTalYXwT04eIiIiIur64LgzsZgXlnkC3vF4gBABIBDUJRRFIT7LiX58cw2mPH1q9cdZFFUBqohWajkZThIZnJSE3zYk9RZXISFIgxJmrDUwfIiIiIuoe4noegw17TkDrjlUBjEnHgprRScppNeFklQ/bj55uUBQAgCaBE24fNF1vNEVIUQQWTM2F06qi2O2DN6BB1yW8AQ3Fbh/Th4iIiIi6gbgtDIJBHU8WFEa7GR1G0wGTquC8zCT06WFHUNNbjGQNaDrG9Utp9L6JA1Px0NwRGJaZCI8viJIqHzy+IIZlJuKhuSOYPkRERETUxcVtV6LXdhah0huMdjOaFRonEEpNUhUBASBYuyB0PwAIIZDpsgEA3DVBXD8mG1eMzAQALPjbNpgUJbydcE8gI4wIAGBSAK9fw2s7izD3ot6NtmfiwFSMH9ATu4+7UebxM32IiIiIqBuJ28Lgq3IPYnFKM4uqQEIioEmYFAGTqkDTJfyaDlUARjlgnM6bVQWqIiBrxxKYFIEEiwm+oI6Jg1IxKjsZBftPIqBJoLGRFAIQtcWBgIAOia/KPc22T1EERvRxtfOrJiIiIqJoi9uuRL2THTH54kXdL99rfw/Fqcp694d+DyUPmZSGyUKhRCFFNP2tvqh9DgHjfSEiIiKi+BOL58adYvbITCTaY++CiZQ6dF1CFYAuJXSpQ5dGNyIpjfvrrA0JCU2XsJpUWM0C5Z4ActOc4YSgUKJQUNeh1Ckkah8evo6g6UCi3YzZtd2PiIiIiCi+xHRh8Itf/AJCiIifoUOHtsu2TSYF/zcidk6CTYqAqgABzRgv0DPRCkUI+IPGN/mpCcYVgIAGqIqxflCTCAR1CAAuuxkn3P4GCUGhRKFEmxl285mPW9YpCiSMwmPhtFyYTDH9J0FEREREHST2vjKvZ/jw4fjvf/8bvm0ytU+TNx0sxdqPj7bLts6FgDFWwG5RYVKM6FBVGFcHkmym8G0dxsm/Jo2rCUHdGCwsBGAzq5BSYlhmIhZMzW2QEBRKFFpZUIgdR8tRWRMMFwWKAJLsZiycloubp+R29ssnIiIiohgR84WByWRCRkZGu25T1yUe37C/U2Y8NgMwmYBkhxVWk4DbF4DdpGJ4VjKuGdMH6Ul2AEC5N4AUhwXDMhKxp7gynPrT3O1kuznisc0lBNVNFDpZWYPPvnIDCpCd7MDskZm8UkBEREQU52K+MDhw4ACysrJgs9kwYcIELF++HDk5OU2u7/P54PP5wrfdbneDdXYfd+Pjw+Ud0dwIigAe/uYFTcZ/NqV+6k9Lt1vdnnCikAsXD0s/q20QERERUfcU018T5+XlYfXq1XjrrbewcuVKHDp0CF/72tdQWVnZ5GOWL18Ol8sV/snOzm6wTpnHD60TLhdIiRbjP4mIiIiIYoGQsjM61LSP8vJy9O3bF48++ijmz5/f6DqNXTHIzs5GRUUFkpKMpJ5dxyowZ8UHHV4cKAL43VlcMSBqb263Gy6XK2I/ICIiIqor5rsS1ZWcnIzBgwfj4MGDTa5jtVphtVqb3c7wrCSM7ZeMDw+dbu8mRkiyMf6TiIiIiLqGmO5KVF9VVRUKCwuRmXluJ9uKInCkzNtOrWqcKoCF0xn/SURERERdQ0yftd51110oKCjA4cOHsWnTJsydOxeqquL6668/p+1WVftxvKKmnVrZkNOq4p5ZQxn/SURERERdRkx3JTp27Biuv/56nDp1Cr169cLkyZPx4YcfolevXue03Zuf/6Rd2mdWAHPtxGQzzstEgs2MC7OTceWoLF4pICIiIqIuJaYLgxdeeKFDttseSUEJFhUDejmh6xIlVT7MuagPpg4+t4KFiIiIiCha4vJr7d7JjnPehkU13jqfpsOsCKQ4LOe8TSIiIiKiaInLwuCZGy46521kJFkgpUS5J4DcNCeGZzECkoiIiIi6rrgsDJwJFgzslXDWj0+wqAhIgWK3D06rigVTc6Eooh1bSERERETUuWJ6jEFHSrSd3Uu3qgIOqwkeXxDDMhOxYGouJg5MbefWERERERF1rrgsDDyeAD49WtHq9Qek2pHXvyfun3UeCss8KPP4keKwYHhWEq8UEBEREVG3EJeFweJ/7mzT+hMG9MKDV40AAIxwuDqiSUREREREURWXYwyOlFW3af3DbVyfiIiIiKiricvCICelbQOP+7VxfSIiIiKiriYuC4NHrx7ZpvXvv2JYB7WEiIiIiCg2xGVh4HCYWx1XesnQXrCdZYIREREREVFXEZeFga5LZCbbobYQKDR9aC88d+O4zmkUEREREVEUxeVX4buPu1FYUoUBvZwwCYkjZR54AhISRqVkMws4LSoWzxgS7aYSEREREXWKuCwMyjx+BDQJi6pAUQQGpCVF3K/rEiVVPpR5/FFqIRERERFR54rLrkQpDgvMqoBf0xu936fpMCsCKQ5LJ7eMiIiIiCg64rIwGJ6VhNw0J057AtB1HV6/hsqaALx+Dbquo9wTQG6aE8OzklreGBERERFRNxCXhYGiCCyYmgtVAfaXVOHwqWocO+3F4VPV2F9SBVUBFkzNhaK0MDqZiIiIiKibiMvCoCEJKSUAGe2GEBERERFFRVwOPtZ1iZUFhdB0icHpTvgCEkFdh0lRYDULnHD7sbKgEOMH9ORVAyIiIiKKC3F5xSAUV9rDYYEiFNgtKhJtZtgtKhShINlhRmFJFXYfd0e7qUREREREnSIuC4O6caWNsaoKArpkXCkRERERxY24LAwYV0pEREREFKlLFAYrVqxAv379YLPZkJeXh48++uictlc3rtQYdHyGlJJxpUREREQUd2K+MHjxxRexePFiLF26FJ988glGjRqFmTNnoqSk5Ky3GYordVpVFLt98AY06LqEN6Ch2O2D06oyrpSIiIiI4oqQ9b8yjzF5eXkYO3YsnnjiCQCAruvIzs7GbbfdhnvuuafFx7vdbrhcLlRUVCApKfIKwKaDpVhZUIjCkioEdAmzIpCb5sSCqbmYODC1Q14PUTQ0tx8QERERATEeV+r3+7Ft2zYsWbIkvExRFMyYMQObN29u9DE+nw8+ny982+1uOllo4sBUjB/QE7uPu1Hm8SPFYcHwrCReKSAiIiKiuBPThUFpaSk0TUN6enrE8vT0dOzdu7fRxyxfvhzLli1r9XMoisCIPq5zaicRERERUVcX82MM2mrJkiWoqKgI/xw9ejTaTSIiIiIiinkxfcUgNTUVqqrixIkTEctPnDiBjIyMRh9jtVphtVrDt0NDKJrrUkTU3YX+/mN8SBERERFFUUwXBhaLBaNHj8aGDRswZ84cAMbg4w0bNmDRokWt2kZlZSUAIDs7u6OaSdRlVFZWwuVi1zkiIiJqKKYLAwBYvHgx5s2bhzFjxmDcuHF47LHHUF1djZtuuqlVj8/KysLRo0eRmJgIIRoOKna73cjOzsbRo0fjLq0lXl97PL5uKSUqKyuRlZUV7aYQERFRjIr5wuC6667DyZMn8cADD6C4uBgXXHAB3nrrrQYDkpuiKAr69OnT4npJSUlxc5JYX7y+9nh73bxSQERERM2J+XkMOlo857vH62uP19dNRERE1Jxul0pERERERERtF/eFgdVqxdKlSyOSjOJFvL72eH3dRERERM2J+65ERERERETEKwZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBlixYgX69esHm82GvLw8fPTRR9FuUrt69913MXv2bGRlZUEIgfXr10fcL6XEAw88gMzMTNjtdsyYMQMHDhyITmPb0fLlyzF27FgkJiYiLS0Nc+bMwb59+yLWqampwcKFC9GzZ084nU5cffXVOHHiRJRaTERERBRdcV0YvPjii1i8eDGWLl2KTz75BKNGjcLMmTNRUlIS7aa1m+rqaowaNQorVqxo9P6HH34Yjz/+OJ566ils2bIFCQkJmDlzJmpqajq5pe2roKAACxcuxIcffoh33nkHgUAAl112Gaqrq8Pr3HHHHXjttdfw8ssvo6CgAMePH8dVV10VxVYTERERRU9cx5Xm5eVh7NixeOKJJwAAuq4jOzsbt912G+65554ot679CSGwbt06zJkzB4BxtSArKwt33nkn7rrrLgBARUUF0tPTsXr1anzrW9+KYmvb18mTJ5GWloaCggJMmTIFFRUV6NWrF9auXYtrrrkGALB3714MGzYMmzdvxvjx46PcYiIiIqLOFbdXDPx+P7Zt24YZM2aElymKghkzZmDz5s1RbFnnOXToEIqLiyPeA5fLhby8vG73HlRUVAAAUlJSAADbtm1DIBCIeO1Dhw5FTk5Ot3vtRERERK0Rt4VBaWkpNE1Denp6xPL09HQUFxdHqVWdK/Q6u/t7oOs6br/9dkyaNAnnn38+AOO1WywWJCcnR6zb3V47ERERUWuZot0Aoo62cOFCfPbZZ3j//fej3RQiIiKimBW3VwxSU1OhqmqDFJoTJ04gIyMjSq3qXKHX2Z3fg0WLFuH111/Hxo0b0adPn/DyjIwM+P1+lJeXR6zfnV47ERERUVvEbWFgsVgwevRobNiwIbxM13Vs2LABEyZMiGLLOk///v2RkZER8R643W5s2bKly78HUkosWrQI69atw//+9z/0798/4v7Ro0fDbDZHvPZ9+/bhyJEjXf61ExEREZ2NuO5KtHjxYsybNw9jxozBuHHj8Nhjj6G6uho33XRTtJvWbqqqqnDw4MHw7UOHDmH79u1ISUlBTk4Obr/9dvzqV7/CoEGD0L9/f9x///3IysoKJxd1VQsXLsTatWvxyiuvIDExMTxuwOVywW63w+VyYf78+Vi8eDFSUlKQlJSE2267DRMmTGAiEREREcWluI4rBYAnnngCjzzyCIqLi3HBBRfg8ccfR15eXrSb1W7y8/Mxffr0BsvnzZuH1atXQ0qJpUuX4k9/+hPKy8sxefJkPPnkkxg8eHAUWtt+hBCNLl+1ahVuvPFGAMYEZ3feeSf+/ve/w+fzYebMmXjyySfZlYiIiIjiUtwXBkREREREFMdjDIiIiIiI6AwWBkRERERExMKAiIiIiIhYGBAREREREVgYEBERERERWBgQERERERFYGBAREREREVgYEBERERERWBjEBSEE1q9ff07bmDZtGm6//fbw7X79+uGxxx47p2221eHDhyGEwPbt21v9mNWrVyM5ObnD2kRERETUXbAw6OJOnjyJBQsWICcnB1arFRkZGZg5cyY++OCDqLXprbfeghACxcXFEcszMzPRr1+/iGWhk/0NGza0uN3s7GwUFRXh/PPPb8/m4sYbb8ScOXPadZtEREREXQ0Lgy7u6quvxqeffoo1a9Zg//79ePXVVzFt2jScOnUqam2aPHkyTCYT8vPzw8v27NkDr9eL06dP4/Dhw+HlGzduhNVqxaRJk1rcrqqqyMjIgMlk6oBWExEREcU3FgZdWHl5Od577z385je/wfTp09G3b1+MGzcOS5YswTe+8Y2IdUtLSzF37lw4HA4MGjQIr776asT9n332GWbNmgWn04n09HR897vfRWlp6Vm1y+l0YuzYsRGFQX5+PiZPnoxJkyY1WD5+/HjYbDYAwLPPPothw4bBZrNh6NChePLJJ8PrNtaV6NVXX8WgQYNgs9kwffp0rFmzBkIIlJeXR7Tp7bffxrBhw+B0OnH55ZejqKgIAPCLX/wCa9aswSuvvAIhBIQQEe0jIiIiihcsDLowp9MJp9OJ9evXw+fzNbvusmXLcO2112Lnzp244oorcMMNN6CsrAyAUWBcfPHFuPDCC7F161a89dZbOHHiBK699tqzbtv06dOxcePG8O2NGzdi2rRpmDp1asTy/Px8TJ8+HQDw/PPP44EHHsCDDz6IPXv24KGHHsL999+PNWvWNPochw4dwjXXXIM5c+Zgx44d+OEPf4if//znDdbzeDz47W9/i7/+9a949913ceTIEdx1110AgLvuugvXXnttuFgoKirCxIkTz/p1ExEREXVVLAy6MJPJhNWrV2PNmjVITk7GpEmTcO+992Lnzp0N1r3xxhtx/fXXY+DAgXjooYdQVVWFjz76CADwxBNP4MILL8RDDz2EoUOH4sILL8Sf//xnbNy4Efv37z+rtk2fPh379+8PfzNfUFCAqVOnYsqUKSgoKAAAfPHFFzhy5Ei4MFi6dCl+97vf4aqrrkL//v1x1VVX4Y477sDTTz/d6HM8/fTTGDJkCB555BEMGTIE3/rWt3DjjTc2WC8QCOCpp57CmDFjcNFFF2HRokXhMQ1OpxN2uz08PiMjIwMWi+WsXjMRERFRV8bCoIu7+uqrcfz4cbz66qu4/PLLkZ+fj4suugirV6+OWG/kyJHh3xMSEpCUlISSkhIAwI4dO7Bx48bwFQin04mhQ4cCAAoLC8+qXRMnToTFYkF+fj4+//xzeL1eXHTRRRgzZgxOnjyJQ4cOIT8/H3a7HePHj0d1dTUKCwsxf/78iHb86le/arIN+/btw9ixYyOWjRs3rsF6DocDubm54duZmZnh105EREREBo7i7AZsNhsuvfRSXHrppbj//vvxgx/8AEuXLo349txsNkc8RggBXdcBAFVVVZg9ezZ+85vfNNh2ZmbmWbXJ4XBg3Lhx2LhxI8rKyjB58mSoqgpVVTFx4kRs3LgRGzduxKRJk2CxWHD69GkAwDPPPIO8vLyIbamqelZtCGnstUspz2mbRERERN0NC4Nu6LzzzmvTvAUXXXQR/vnPf6Jfv37tmvgzffp0vPDCCzh9+jSmTZsWXj5lyhTk5+ejoKAAt956KwAgPT0dWVlZ+OKLL3DDDTe0avtDhgzBv//974hlH3/8cZvbabFYoGlamx9HRERE1J2wK1EXdurUKVx88cX429/+hp07d+LQoUN4+eWX8fDDD+PKK69s9XYWLlyIsrIyXH/99fj4449RWFiIt99+GzfddNM5nTBPnz4dBw4cwNtvv42pU6eGl0+dOhXr16/H0aNHw+MLAGOA9PLly/H4449j//792LVrF1atWoVHH3200e3/8Ic/xN69e3H33Xdj//79eOmll8JdqIQQrW5nv379sHPnTuzbtw+lpaUIBAJn94KJiIiIujAWBl2Y0+lEXl4efv/732PKlCk4//zzcf/99+Pmm2/GE0880ertZGVl4YMPPoCmabjsssswYsQI3H777UhOToainP2fyIQJE2C1WiGlxOjRo8PL8/LyEAgEwrGmIT/4wQ/w7LPPYtWqVRgxYgSmTp2K1atXo3///o1uv3///vjHP/6Bf/3rXxg5ciRWrlwZTiWyWq2tbufNN9+MIUOGYMyYMejVq1dUJ4cjIiIiihYh2dmaupEHH3wQTz31FI4ePRrtphARERF1KRxjQF3ak08+ibFjx6Jnz5744IMP8Mgjj2DRokXRbhYRERFRl8PCgLq0AwcO4Fe/+hXKysqQk5ODO++8E0uWLIl2s4iIiIi6HHYlIiIiIiIiDj4mIiIiIiIWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBBYGREREREQEFgZERERERAQWBkREREREBOD/A9aN3f6cSVBsAAAAAElFTkSuQmCC", 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", 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" ] @@ -1667,13 +6743,13 @@ "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", "\n", "#Crear un diagrama de dispersión multiple\n", - "sns.regplot(ax = axis[0,0], data = data, x = \"Length\", y = \"Age\")\n", - "sns.regplot(ax = axis[0,1], data = data, x = \"Height\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[0,2], data = data , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,0], data = data, x = \"Weight\", y = \"Age\")\n", - "sns.regplot(ax = axis[1,1], data = data, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,2], data = data, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[2,0], data = data, x = \"Shell Weight\", y = \"Age\")\n", + "sns.regplot(ax = axis[0,0], data = df_clear, x = \"Length\", y = \"Age\")\n", + "sns.regplot(ax = axis[0,1], data = df_clear, x = \"Height\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[0,2], data = df_clear , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,0], data = df_clear, x = \"Weight\", y = \"Age\")\n", + "sns.regplot(ax = axis[1,1], data = df_clear, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[1,2], data = df_clear, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", + "sns.regplot(ax = axis[2,0], data = df_clear, x = \"Shell Weight\", y = \"Age\")\n", "\n", "#Ajustar el layout\n", "plt.tight_layout()\n", @@ -1706,12 +6782,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1721,7 +6797,7 @@ } ], "source": [ - "sns.scatterplot(x='Height', y='Age', data=data)\n", + "sns.scatterplot(x='Height', y='Age', data=df_clear)\n", "plt.title(\"Peso vs Age\")\n", "plt.show()" ] @@ -1751,7 +6827,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1760,7 +6836,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1769,34 +6845,34 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[1., 0., 0.],\n", - " [0., 0., 1.],\n", - " [0., 1., 0.],\n", + "array([[0., 1., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", " ...,\n", - " [0., 1., 0.],\n", - " [0., 1., 0.],\n", - " [0., 1., 0.]], shape=(3893, 3))" + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [0., 1., 0.]], shape=(3636, 3))" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "encoded_data = encoder.fit_transform(data[[\"Sex\"]])\n", + "encoded_data = encoder.fit_transform(df_clear[[\"Sex\"]])\n", "encoded_data" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1828,33 +6904,33 @@ " \n", " \n", " 0\n", - " 1.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", " \n", " \n", " 1\n", + " 1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " \n", " \n", " 2\n", - " 0.0\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", " 3\n", - " 1.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", " \n", " \n", " 4\n", - " 0.0\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -1863,58 +6939,58 @@ " ...\n", " \n", " \n", - " 3888\n", - " 1.0\n", + " 3631\n", " 0.0\n", + " 1.0\n", " 0.0\n", " \n", " \n", - " 3889\n", - " 1.0\n", + " 3632\n", " 0.0\n", " 0.0\n", + " 1.0\n", " \n", " \n", - " 3890\n", - " 0.0\n", + " 3633\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", - " 3891\n", - " 0.0\n", + " 3634\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", - " 3892\n", + " 3635\n", " 0.0\n", " 1.0\n", " 0.0\n", " \n", " \n", "\n", - "

3893 rows × 3 columns

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3636 rows × 3 columns

\n", "" ], "text/plain": [ " Sex_F Sex_I Sex_M\n", - "0 1.0 0.0 0.0\n", - "1 0.0 0.0 1.0\n", - "2 0.0 1.0 0.0\n", - "3 1.0 0.0 0.0\n", - "4 0.0 1.0 0.0\n", + "0 0.0 1.0 0.0\n", + "1 1.0 0.0 0.0\n", + "2 1.0 0.0 0.0\n", + "3 0.0 0.0 1.0\n", + "4 1.0 0.0 0.0\n", "... ... ... ...\n", - "3888 1.0 0.0 0.0\n", - "3889 1.0 0.0 0.0\n", - "3890 0.0 1.0 0.0\n", - "3891 0.0 1.0 0.0\n", - "3892 0.0 1.0 0.0\n", + "3631 0.0 1.0 0.0\n", + "3632 0.0 0.0 1.0\n", + "3633 1.0 0.0 0.0\n", + "3634 1.0 0.0 0.0\n", + "3635 0.0 1.0 0.0\n", "\n", - "[3893 rows x 3 columns]" + "[3636 rows x 3 columns]" ] }, - "execution_count": 31, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1926,7 +7002,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1950,6 +7026,7 @@ " \n", " \n", " \n", + " Sex\n", " Length\n", " Diameter\n", " Height\n", @@ -1958,229 +7035,96 @@ " Viscera Weight\n", " Shell Weight\n", " Age\n", - " Sex_F\n", - " Sex_I\n", - " Sex_M\n", " \n", " \n", " \n", " \n", - " 0\n", - " 1.4375\n", - " 1.1750\n", - " 0.4125\n", - " 24.635715\n", - " 12.332033\n", - " 5.584852\n", - " 6.747181\n", - " 9\n", - " 1.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 1\n", - " 0.8875\n", - " 0.6500\n", - " 0.2125\n", - " 5.400580\n", - " 2.296310\n", - " 1.374951\n", - " 1.559222\n", - " 6\n", - " 0.0\n", - " 0.0\n", - " 1.0\n", - " \n", - " \n", - " 2\n", - " 1.0375\n", - " 0.7750\n", - " 0.2500\n", - " 7.952035\n", - " 3.231843\n", - " 1.601747\n", - " 2.764076\n", - " 6\n", - " 0.0\n", - " 1.0\n", - " 0.0\n", - " \n", - " \n", - " 3\n", - " 1.1750\n", - " 0.8875\n", - " 0.2500\n", - " 13.480187\n", - " 4.748541\n", - " 2.282135\n", - " 5.244657\n", - " 10\n", - " 1.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 4\n", - " 0.8875\n", - " 0.6625\n", - " 0.2125\n", - " 6.903103\n", - " 3.458639\n", - " 1.488349\n", - " 1.700970\n", - " 6\n", - " 0.0\n", - " 1.0\n", - " 0.0\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", + " 9\n", + " I\n", + " 0.9125\n", + " 0.6875\n", + " 0.3375\n", + " 6.803880\n", + " 3.061746\n", + " 1.261553\n", + " 2.083688\n", + " 7\n", " \n", " \n", - " 3888\n", - " 1.4625\n", - " 1.1375\n", + " 6\n", + " F\n", + " 1.3000\n", + " 1.0000\n", " 0.3250\n", - " 24.819987\n", - " 11.651644\n", + " 17.704263\n", + " 6.095142\n", " 5.854172\n", - " 6.378637\n", - " 8\n", - " 1.0\n", - " 0.0\n", - " 0.0\n", - " \n", - " \n", - " 3889\n", - " 1.5500\n", - " 1.2125\n", - " 0.4375\n", - " 34.458817\n", - " 15.450477\n", - " 7.172423\n", - " 9.780577\n", - " 10\n", - " 1.0\n", - " 0.0\n", - " 0.0\n", + " 4.819415\n", + " 15\n", " \n", " \n", - " 3890\n", - " 0.6250\n", - " 0.4625\n", - " 0.1625\n", - " 2.012815\n", - " 0.765436\n", - " 0.524466\n", - " 0.637864\n", - " 5\n", - " 0.0\n", - " 1.0\n", - " 0.0\n", + " 6\n", + " F\n", + " 1.3000\n", + " 1.0000\n", + " 0.3250\n", + " 17.704263\n", + " 6.095142\n", + " 5.854172\n", + " 4.819415\n", + " 15\n", " \n", " \n", - " 3891\n", - " 1.0625\n", - " 0.7750\n", - " 0.2625\n", - " 10.347568\n", - " 4.507570\n", - " 2.338834\n", - " 2.976698\n", + " 10\n", + " M\n", + " 0.8250\n", + " 0.5375\n", + " 0.1875\n", + " 3.246018\n", + " 1.275727\n", + " 0.751262\n", + " 0.992232\n", " 6\n", - " 0.0\n", - " 1.0\n", - " 0.0\n", " \n", " \n", - " 3892\n", - " 0.7875\n", - " 0.6125\n", - " 0.2125\n", - " 4.068153\n", - " 1.502523\n", - " 1.346601\n", - " 1.417475\n", - " 8\n", - " 0.0\n", - " 1.0\n", - " 0.0\n", + " 6\n", + " F\n", + " 1.3000\n", + " 1.0000\n", + " 0.3250\n", + " 17.704263\n", + " 6.095142\n", + " 5.854172\n", + " 4.819415\n", + " 15\n", " \n", " \n", "\n", - "

3893 rows × 11 columns

\n", "" ], "text/plain": [ - " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "0 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", - "1 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", - "2 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", - "3 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", - "4 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", - "... ... ... ... ... ... ... \n", - "3888 1.4625 1.1375 0.3250 24.819987 11.651644 5.854172 \n", - "3889 1.5500 1.2125 0.4375 34.458817 15.450477 7.172423 \n", - "3890 0.6250 0.4625 0.1625 2.012815 0.765436 0.524466 \n", - "3891 1.0625 0.7750 0.2625 10.347568 4.507570 2.338834 \n", - "3892 0.7875 0.6125 0.2125 4.068153 1.502523 1.346601 \n", - "\n", - " Shell Weight Age Sex_F Sex_I Sex_M \n", - "0 6.747181 9 1.0 0.0 0.0 \n", - "1 1.559222 6 0.0 0.0 1.0 \n", - "2 2.764076 6 0.0 1.0 0.0 \n", - "3 5.244657 10 1.0 0.0 0.0 \n", - "4 1.700970 6 0.0 1.0 0.0 \n", - "... ... ... ... ... ... \n", - "3888 6.378637 8 1.0 0.0 0.0 \n", - "3889 9.780577 10 1.0 0.0 0.0 \n", - "3890 0.637864 5 0.0 1.0 0.0 \n", - "3891 2.976698 6 0.0 1.0 0.0 \n", - "3892 1.417475 8 0.0 1.0 0.0 \n", + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "9 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "10 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "6 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", "\n", - "[3893 rows x 11 columns]" + " Shell Weight Age \n", + "9 2.083688 7 \n", + "6 4.819415 15 \n", + "6 4.819415 15 \n", + "10 0.992232 6 \n", + "6 4.819415 15 " ] }, - "execution_count": 32, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = pd.concat([data, encoded_df], axis=1)\n", - "\n", - "data.drop(\"Sex\", axis = 1, inplace=True)\n", - "data" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "df_clear = data" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "df_clear.to_csv(\"D:/DataSets/CrabAge/data_clear.csv\")" + "df_clear.head()" ] }, { @@ -2209,14 +7153,6 @@ " \n", " \n", " \n", - " Length\n", - " Diameter\n", - " Height\n", - " Weight\n", - " Shucked Weight\n", - " Viscera Weight\n", - " Shell Weight\n", - " Age\n", " Sex_F\n", " Sex_I\n", " Sex_M\n", @@ -2225,92 +7161,45 @@ " \n", " \n", " 0\n", - " 1.4375\n", - " 1.1750\n", - " 0.4125\n", - " 24.635715\n", - " 12.332033\n", - " 5.584852\n", - " 6.747181\n", - " 9\n", - " 1.0\n", " 0.0\n", + " 1.0\n", " 0.0\n", " \n", " \n", " 1\n", - " 0.8875\n", - " 0.6500\n", - " 0.2125\n", - " 5.400580\n", - " 2.296310\n", - " 1.374951\n", - " 1.559222\n", - " 6\n", + " 1.0\n", " 0.0\n", " 0.0\n", - " 1.0\n", " \n", " \n", " 2\n", - " 1.0375\n", - " 0.7750\n", - " 0.2500\n", - " 7.952035\n", - " 3.231843\n", - " 1.601747\n", - " 2.764076\n", - " 6\n", - " 0.0\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", " 3\n", - " 1.1750\n", - " 0.8875\n", - " 0.2500\n", - " 13.480187\n", - " 4.748541\n", - " 2.282135\n", - " 5.244657\n", - " 10\n", - " 1.0\n", " 0.0\n", " 0.0\n", + " 1.0\n", " \n", " \n", " 4\n", - " 0.8875\n", - " 0.6625\n", - " 0.2125\n", - " 6.903103\n", - " 3.458639\n", - " 1.488349\n", - " 1.700970\n", - " 6\n", - " 0.0\n", " 1.0\n", " 0.0\n", + " 0.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "0 1.4375 1.1750 0.4125 24.635715 12.332033 5.584852 \n", - "1 0.8875 0.6500 0.2125 5.400580 2.296310 1.374951 \n", - "2 1.0375 0.7750 0.2500 7.952035 3.231843 1.601747 \n", - "3 1.1750 0.8875 0.2500 13.480187 4.748541 2.282135 \n", - "4 0.8875 0.6625 0.2125 6.903103 3.458639 1.488349 \n", - "\n", - " Shell Weight Age Sex_F Sex_I Sex_M \n", - "0 6.747181 9 1.0 0.0 0.0 \n", - "1 1.559222 6 0.0 0.0 1.0 \n", - "2 2.764076 6 0.0 1.0 0.0 \n", - "3 5.244657 10 1.0 0.0 0.0 \n", - "4 1.700970 6 0.0 1.0 0.0 " + " Sex_F Sex_I Sex_M\n", + "0 0.0 1.0 0.0\n", + "1 1.0 0.0 0.0\n", + "2 1.0 0.0 0.0\n", + "3 0.0 0.0 1.0\n", + "4 1.0 0.0 0.0" ] }, "execution_count": 35, @@ -2319,22 +7208,1289 @@ } ], "source": [ - "df_clear.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Modelado" + "encoded_df.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "1 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "2 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "3 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "4 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "... ... ... ... ... ... ... \n", + "3631 1.5875 1.2500 0.4125 42.212406 20.269893 9.766403 \n", + "3632 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "3633 1.5500 1.1625 0.3500 28.661344 13.579410 6.761356 \n", + "3634 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "3635 1.5875 1.2500 0.4125 42.212406 20.269893 9.766403 \n", + "\n", + " Shell Weight Age Sex_F Sex_I Sex_M \n", + "0 2.083688 7 0.0 1.0 0.0 \n", + "1 4.819415 15 1.0 0.0 0.0 \n", + "2 4.819415 15 1.0 0.0 0.0 \n", + "3 0.992232 6 0.0 0.0 1.0 \n", + "4 4.819415 15 1.0 0.0 0.0 \n", + "... ... ... ... ... ... \n", + "3631 10.248344 13 0.0 1.0 0.0 \n", + "3632 0.992232 6 0.0 0.0 1.0 \n", + "3633 7.229122 8 1.0 0.0 0.0 \n", + "3634 4.819415 15 1.0 0.0 0.0 \n", + "3635 10.248344 13 0.0 1.0 0.0 \n", + "\n", + "[3636 rows x 11 columns]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_clear = pd.concat([df_clear, encoded_df], axis=1)\n", + "\n", + "df_clear.drop(\"Sex\", axis = 1, inplace=True)\n", + "df_clear" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# Guardamos el dataset limpio\n", + "df_clear.to_csv(\"D:/DataSets/CrabAge/data_clear.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rf_model = RandomForestRegressor(n_estimators = 100, random_state = 17)\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "lr_model = LinearRegression()\n", + "lr_model.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "rf_predictions = rf_model.predict(X_test).round()\n", + "lr_predictions = lr_model.predict(X_test).round()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest MSE: 0.0\n", + "Linear Regression MSE: 0.3241758241758242\n" + ] + } + ], + "source": [ + "rf_mse = mean_squared_error(y_test, rf_predictions)\n", + "lr_mse = mean_squared_error(y_test, lr_predictions)\n", + "\n", + "print(\"Random Forest MSE:\", rf_mse)\n", + "print(\"Linear Regression MSE:\", lr_mse)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Sample Predictions:\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 11.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 10.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 11.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 6.0, Actual: 6\n", + " - linear Regression => Predicted : 6.0, Actual: 6\n", + "\n", + " - Random Forest => Predicted : 6.0, Actual: 6\n", + " - linear Regression => Predicted : 6.0, Actual: 6\n", + "\n" + ] + } + ], + "source": [ + "print(\"\\nSample Predictions:\")\n", + "num_samples = 5\n", + "\n", + "for i in range(num_samples):\n", + " print(f\" - Random Forest => Predicted : {rf_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", + " print(f\" - linear Regression => Predicted : {lr_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", + " print()\n" + ] }, { "cell_type": "markdown", From b946ac55398bfab59b748d0eb0a926cc57687c1e Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Thu, 16 Jan 2025 18:42:03 -0500 Subject: [PATCH 6/9] =?UTF-8?q?Se=20creo=20modelo=20de=20predecci=C3=B3n?= =?UTF-8?q?=20para=20determinar=20la=20edad=20del=20cangrejo?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Notebooks/modelado.ipynb | 1595 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 1595 insertions(+) create mode 100644 Notebooks/modelado.ipynb diff --git a/Notebooks/modelado.ipynb b/Notebooks/modelado.ipynb new file mode 100644 index 0000000..1ca5bdb --- /dev/null +++ b/Notebooks/modelado.ipynb @@ -0,0 +1,1595 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "1 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "2 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "3 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "4 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "\n", + " Shell Weight Age \n", + "0 2.083688 7 \n", + "1 4.819415 15 \n", + "2 4.819415 15 \n", + "3 0.992232 6 \n", + "4 4.819415 15 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_clear = pd.read_csv(\"D:/DataSets/CrabAge/data_clear.csv\")\n", + "df_clear.drop(columns = \"Unnamed: 0\", inplace = True)\n", + "df_clear.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Preparacion de Datos**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# One Hot Encoding\n", + "\n", + "> Nuestra variable categorica `Sex` vamos a darle valores numéricos, para esto vamos a utilizar `one hot encoding`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import OneHotEncoder" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "encoder = OneHotEncoder(sparse_output = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 1., 0.],\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " ...,\n", + " [1., 0., 0.],\n", + " [1., 0., 0.],\n", + " [0., 1., 0.]], shape=(3636, 3))" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "encoded_data = encoder.fit_transform(df_clear[[\"Sex\"]])\n", + "encoded_data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rf_model = RandomForestRegressor(n_estimators = 100, random_state = 17)\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "lr_model = LinearRegression()\n", + "lr_model.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "rf_predictions = rf_model.predict(X_test).round()\n", + "lr_predictions = lr_model.predict(X_test).round()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest MSE: 0.0\n", + "Linear Regression MSE: 0.3241758241758242\n" + ] + } + ], + "source": [ + "rf_mse = mean_squared_error(y_test, rf_predictions)\n", + "lr_mse = mean_squared_error(y_test, lr_predictions)\n", + "\n", + "print(\"Random Forest MSE:\", rf_mse)\n", + "print(\"Linear Regression MSE:\", lr_mse)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Sample Predictions:\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 11.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 10.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 10.0, Actual: 10\n", + " - linear Regression => Predicted : 11.0, Actual: 10\n", + "\n", + " - Random Forest => Predicted : 6.0, Actual: 6\n", + " - linear Regression => Predicted : 6.0, Actual: 6\n", + "\n", + " - Random Forest => Predicted : 6.0, Actual: 6\n", + " - linear Regression => Predicted : 6.0, Actual: 6\n", + "\n" + ] + } + ], + "source": [ + "print(\"\\nSample Predictions:\")\n", + "num_samples = 5\n", + "\n", + "for i in range(num_samples):\n", + " print(f\" - Random Forest => Predicted : {rf_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", + " print(f\" - linear Regression => Predicted : {lr_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", + " print()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Validación**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Despliegue**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Sanchez", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 19146f952d6675137aa7b5400c7a5227b06cc7eb Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Thu, 16 Jan 2025 18:48:23 -0500 Subject: [PATCH 7/9] =?UTF-8?q?Borramos=20alguna=20informaci=C3=B3n=20innc?= =?UTF-8?q?esaria=20de=20eda=5Fdata?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Notebooks/eda_data.ipynb | 2208 ++++---------------------------------- 1 file changed, 225 insertions(+), 1983 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index 885ec34..df9e5b7 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -4,7 +4,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Analisis Predictivo de la Edad del Cangrejo 🦀**" + "# **Analisis Predictivo de la Edad del Cangrejo 🦀**\n", + "\n", + "> - Age (Edad): Edad del cangrejo (en meses)\n", + "\n", + "> - Sex (Sexo): Sexo del cangrejo; Femenino (F), masculino (M) o indeterminado (I).\n", + "\n", + "> - length (largo): Largo del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Diameter (Diametro): Diametro del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Height (Altura): Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Weight (Peso): Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Shucked Weight (Peso Descascarado): Peso del cangrejo sin cascarón (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Viscera Weight (Peso de las Visceras): Peso de las visceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", + "\n", + "> - Shell Weight (Peso de la Concha): Peso del cascarón del cangrejo (en onzas; 1 libra = 16 onzas)." ] }, { @@ -633,63 +651,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Errores o Inscosistencias\n", - "\n", - "> Veamos que en las columnas de tipo númericas no tienen valores negativos, ya que no tendrian sentido para nuestra predección." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Valores negativos encontrados en la variable Length:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Diameter:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Height:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Weight:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Shucked Weight:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Viscera Weight:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Shell Weight:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n", - "Valores negativos encontrados en la variable Age:\n", - "Empty DataFrame\n", - "Columns: [Sex, Length, Diameter, Height, Weight, Shucked Weight, Viscera Weight, Shell Weight, Age]\n", - "Index: []\n" - ] - } - ], - "source": [ - "# Para mostrar más detalle del dataset, no es necesario\n", - "\n", - "data_copy = data.drop(columns=[\"Sex\"])\n", - "\n", - "for column in data_copy.columns:\n", - " print(f\"Valores negativos encontrados en la variable {column}:\")\n", - " print(data[data[column] < 0])\n" + "# Errores o Inscosistencias\n" ] }, { @@ -6283,14 +6245,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Valores extremos: [20, 17, 17, 17, 19, 26, 17, 23, 18, 16, 18, 17, 16, 18, 20, 16, 18, 3, 18, 17, 24, 16, 19, 17, 19, 19, 17, 16, 23, 18, 18, 17, 21, 16, 17, 3, 19, 20, 19, 3, 17, 19, 16, 19, 16, 17, 17, 19, 18, 18, 17, 17, 16, 16, 19, 16, 18, 20, 20, 17, 20, 17, 19, 16, 2, 18, 18, 17, 3, 16, 16, 17, 23, 3, 18, 17, 16, 21, 19, 16, 16, 16, 17, 1, 16, 20, 3, 17, 22, 20, 18, 20, 17, 17, 20, 16, 19, 16, 16, 18, 19, 22, 16, 17, 17, 20, 17, 19, 18, 17, 19, 20, 18, 20, 19, 29, 16, 20, 16, 21, 21, 21, 19, 19, 19, 20, 18, 22, 17, 21, 21, 19, 23, 18, 3, 16, 18, 17, 16, 16, 20, 18, 18, 18, 16, 19, 16, 21, 19, 19, 23, 16, 16, 25, 17, 17, 17, 17, 16, 17, 19, 17, 17, 18, 16, 18, 16, 18, 17, 19, 3, 3, 18, 16, 20, 16, 16, 3, 17, 17, 20, 17, 16, 18, 18, 21, 18, 21, 19, 17, 19, 16, 18, 27, 17, 23, 20, 17, 22, 16, 20, 16, 16, 21, 18, 22, 16, 23, 19, 21, 18, 24, 16, 17, 16, 16, 18, 16, 16, 16, 16, 3, 3, 16, 19, 16, 16, 16, 27, 17, 16, 17, 19, 16, 17, 18, 16, 22, 20, 17, 18, 17, 16, 18, 21, 17, 16, 17, 20, 3, 16, 20, 18, 17, 17, 16, 21]\n", "Tenemos 257 valores extremos.\n" ] } @@ -6307,28 +6268,27 @@ "\n", "# Identificar valores extremos\n", "outliers_age = [x for x in data.Age if x < lower_limit or x > upper_limit]\n", - "print(\"Valores extremos:\", outliers_age)\n", + "#print(\"Valores extremos:\", outliers_age)\n", "\n", "print(\"Tenemos\", len(outliers_age), \"valores extremos.\")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Datos filtrados: [9, 6, 6, 10, 6, 8, 15, 10, 13, 7, 6, 10, 9, 10, 11, 12, 10, 7, 11, 6, 7, 11, 6, 5, 9, 12, 8, 12, 11, 8, 9, 8, 7, 13, 8, 7, 13, 8, 9, 10, 5, 11, 10, 8, 15, 11, 10, 9, 9, 8, 11, 11, 7, 9, 4, 8, 12, 10, 6, 7, 15, 11, 12, 11, 9, 11, 8, 5, 6, 13, 10, 6, 10, 9, 13, 9, 11, 13, 9, 12, 11, 9, 11, 8, 9, 9, 9, 6, 12, 8, 8, 10, 10, 9, 8, 11, 13, 8, 11, 9, 7, 7, 8, 10, 13, 9, 6, 11, 10, 6, 14, 9, 7, 8, 10, 5, 9, 9, 9, 7, 11, 10, 6, 14, 10, 6, 14, 6, 12, 7, 6, 13, 8, 15, 8, 8, 8, 9, 7, 10, 8, 13, 11, 14, 12, 9, 10, 8, 14, 9, 15, 9, 9, 11, 10, 9, 11, 8, 10, 10, 7, 7, 11, 15, 10, 5, 10, 11, 8, 8, 10, 10, 11, 8, 9, 6, 9, 11, 7, 9, 8, 8, 9, 11, 10, 12, 7, 11, 9, 10, 8, 9, 8, 6, 8, 10, 11, 6, 8, 14, 11, 10, 7, 10, 9, 15, 11, 10, 6, 6, 7, 7, 10, 10, 11, 15, 10, 11, 5, 6, 10, 6, 15, 6, 8, 12, 10, 12, 11, 7, 12, 12, 8, 8, 7, 8, 11, 6, 6, 7, 9, 11, 6, 10, 9, 15, 8, 8, 10, 10, 7, 8, 9, 6, 8, 9, 8, 9, 10, 5, 8, 12, 13, 13, 12, 13, 7, 10, 9, 13, 13, 10, 6, 13, 9, 6, 6, 10, 8, 14, 8, 8, 11, 8, 15, 11, 12, 8, 9, 7, 8, 8, 8, 12, 6, 8, 9, 6, 11, 7, 8, 9, 7, 10, 7, 11, 9, 13, 9, 10, 9, 7, 10, 12, 8, 6, 9, 8, 8, 8, 7, 12, 6, 6, 10, 10, 12, 9, 12, 13, 9, 13, 8, 13, 9, 8, 11, 9, 9, 14, 11, 7, 8, 15, 13, 6, 11, 9, 10, 9, 14, 11, 8, 7, 8, 10, 5, 7, 14, 8, 6, 4, 14, 10, 9, 8, 10, 8, 10, 8, 12, 8, 10, 11, 9, 13, 9, 11, 8, 6, 9, 6, 13, 8, 9, 7, 11, 13, 7, 11, 8, 9, 11, 15, 8, 8, 10, 12, 13, 10, 9, 7, 9, 11, 10, 8, 6, 9, 8, 10, 8, 7, 7, 6, 5, 11, 6, 10, 10, 7, 9, 5, 8, 5, 10, 9, 8, 13, 10, 10, 9, 7, 9, 8, 13, 8, 9, 10, 11, 12, 12, 7, 9, 14, 11, 9, 11, 8, 10, 11, 15, 10, 10, 10, 10, 10, 11, 10, 10, 11, 11, 11, 9, 11, 7, 9, 11, 8, 7, 12, 11, 13, 13, 11, 10, 10, 9, 10, 10, 10, 11, 9, 12, 7, 10, 10, 13, 8, 9, 15, 10, 7, 8, 9, 13, 11, 6, 12, 7, 6, 13, 10, 8, 13, 8, 11, 9, 5, 7, 10, 9, 13, 9, 10, 15, 9, 7, 8, 11, 7, 8, 13, 6, 8, 9, 7, 8, 11, 14, 9, 9, 10, 10, 9, 10, 9, 7, 13, 10, 11, 7, 13, 10, 15, 10, 8, 5, 11, 9, 9, 12, 15, 7, 5, 9, 8, 7, 10, 6, 9, 10, 8, 5, 10, 8, 7, 10, 10, 9, 10, 8, 7, 9, 8, 12, 10, 10, 13, 7, 12, 8, 10, 6, 14, 13, 7, 7, 11, 5, 7, 8, 6, 10, 6, 6, 8, 6, 7, 10, 9, 14, 9, 13, 11, 10, 6, 11, 15, 10, 7, 12, 10, 11, 7, 8, 8, 8, 8, 6, 8, 10, 10, 9, 10, 7, 11, 11, 15, 11, 9, 10, 11, 9, 10, 7, 9, 7, 9, 6, 13, 13, 10, 12, 10, 10, 14, 10, 12, 9, 11, 11, 15, 12, 8, 12, 6, 5, 5, 14, 4, 8, 14, 8, 7, 8, 14, 8, 7, 9, 8, 12, 9, 7, 13, 14, 11, 6, 13, 9, 7, 10, 5, 9, 8, 6, 8, 13, 8, 10, 9, 11, 9, 8, 13, 9, 11, 11, 10, 8, 14, 11, 10, 10, 10, 12, 8, 11, 11, 6, 10, 7, 9, 6, 11, 10, 7, 10, 7, 13, 12, 11, 9, 12, 11, 11, 10, 4, 9, 6, 12, 9, 12, 8, 6, 10, 13, 8, 5, 5, 10, 6, 10, 9, 12, 8, 9, 12, 14, 4, 11, 6, 10, 11, 13, 6, 9, 9, 7, 12, 9, 6, 10, 8, 7, 12, 14, 8, 11, 11, 6, 9, 13, 10, 10, 9, 10, 8, 9, 13, 15, 8, 10, 6, 11, 9, 6, 12, 9, 11, 10, 10, 10, 8, 7, 12, 8, 9, 13, 9, 11, 13, 9, 9, 10, 9, 8, 12, 7, 7, 7, 10, 11, 13, 6, 5, 12, 8, 8, 14, 13, 10, 12, 10, 9, 8, 6, 9, 10, 7, 10, 7, 9, 10, 10, 8, 8, 6, 14, 9, 10, 9, 12, 9, 7, 10, 8, 12, 13, 7, 6, 5, 9, 12, 10, 9, 10, 7, 6, 9, 14, 10, 7, 11, 9, 6, 10, 8, 10, 7, 10, 12, 11, 14, 7, 9, 7, 4, 8, 10, 11, 4, 7, 6, 11, 11, 9, 8, 15, 7, 10, 6, 10, 8, 12, 7, 4, 8, 11, 9, 9, 10, 7, 9, 4, 7, 12, 9, 11, 14, 8, 12, 9, 8, 8, 9, 5, 8, 9, 9, 14, 8, 11, 11, 8, 6, 7, 12, 7, 8, 11, 13, 4, 8, 13, 7, 8, 7, 10, 13, 5, 15, 9, 10, 12, 9, 9, 10, 14, 12, 10, 12, 11, 8, 6, 14, 10, 8, 13, 10, 9, 11, 11, 6, 6, 8, 11, 10, 7, 7, 9, 10, 8, 8, 8, 11, 9, 10, 6, 12, 4, 8, 6, 11, 11, 11, 10, 9, 9, 10, 9, 10, 8, 12, 7, 7, 11, 11, 12, 13, 13, 9, 7, 14, 10, 4, 8, 9, 8, 8, 8, 8, 12, 11, 12, 6, 12, 12, 15, 11, 11, 14, 7, 7, 14, 9, 8, 11, 11, 6, 10, 9, 11, 11, 7, 10, 11, 8, 10, 6, 8, 12, 13, 4, 9, 10, 11, 7, 12, 8, 14, 10, 15, 10, 10, 7, 8, 12, 12, 12, 4, 9, 12, 12, 10, 6, 11, 15, 6, 4, 11, 8, 8, 10, 7, 9, 9, 6, 9, 6, 8, 7, 15, 9, 10, 12, 11, 13, 8, 11, 6, 8, 9, 10, 9, 10, 10, 7, 11, 9, 10, 9, 6, 12, 12, 14, 9, 7, 4, 9, 10, 6, 7, 6, 7, 12, 10, 13, 9, 8, 11, 10, 8, 9, 9, 11, 13, 14, 8, 11, 9, 7, 10, 15, 13, 9, 7, 8, 8, 8, 10, 8, 11, 8, 11, 8, 11, 10, 12, 11, 7, 7, 8, 10, 9, 7, 9, 10, 4, 10, 6, 13, 15, 9, 10, 13, 10, 7, 8, 10, 11, 5, 11, 6, 11, 10, 5, 10, 9, 7, 9, 7, 6, 10, 12, 11, 10, 14, 9, 13, 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9, 14, 12, 9, 13, 9, 14, 7, 9, 11, 11, 6, 9, 7, 7, 12, 11, 10, 10, 13, 10, 15, 11, 6, 12, 11, 9, 8, 8, 10, 11, 5, 9, 14, 7, 8, 9, 8, 12, 9, 8, 15, 11, 10, 14, 9, 8, 15, 10, 14, 8, 8, 8, 10, 15, 11, 12, 10, 14, 10, 8, 9, 8, 9, 10, 5, 8, 5, 10, 13, 7, 9, 10, 6, 9, 8, 12, 12, 7, 8, 10, 10, 9, 8, 10, 4, 6, 6, 7, 10, 9, 7, 8, 9, 5, 7, 12, 5, 11, 7, 8, 6, 8, 9, 10, 8, 7, 6, 14, 6, 10, 9, 10, 9, 8, 5, 9, 7, 7, 11, 13, 8, 8, 6, 8, 8, 10, 9, 9, 8, 11, 8, 11, 10, 9, 7, 13, 10, 7, 9, 11, 8, 10, 5, 6, 8]\n", "3636\n" ] } ], "source": [ "filtered_age = [x for x in data[\"Age\"] if lower_limit <= x and x <= upper_limit]\n", - "print(\"Datos filtrados:\", filtered_age)\n", + "#print(\"Datos filtrados:\", filtered_age)\n", "print(len(filtered_age))" ] }, @@ -6480,23 +6440,9 @@ "df_clear.shape" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Correlaciones" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vamos a crear una tabla de correlaciones entre las variables númericas" - ] - }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -6520,6 +6466,7 @@ " \n", " \n", " \n", + " Sex\n", " Length\n", " Diameter\n", " Height\n", @@ -6532,140 +6479,242 @@ " \n", " \n", " \n", - " Length\n", - " 1.000000\n", - " 0.995177\n", - " 0.827750\n", - " 0.956203\n", - " 0.905466\n", - " 0.964579\n", - " 0.976405\n", - " 0.803830\n", + " 0\n", + " I\n", + " 0.9125\n", + " 0.6875\n", + " 0.3375\n", + " 6.803880\n", + " 3.061746\n", + " 1.261553\n", + " 2.083688\n", + " 7\n", " \n", " \n", - " Diameter\n", - " 0.995177\n", - " 1.000000\n", - " 0.857519\n", - " 0.952284\n", - " 0.901845\n", - " 0.958063\n", - " 0.974178\n", - " 0.820581\n", + " 1\n", + " F\n", + " 1.3000\n", + " 1.0000\n", + " 0.3250\n", + " 17.704263\n", + " 6.095142\n", + " 5.854172\n", + " 4.819415\n", + " 15\n", " \n", " \n", - " Height\n", - " 0.827750\n", - " 0.857519\n", - " 1.000000\n", - " 0.779394\n", - " 0.713214\n", - " 0.754531\n", - " 0.863797\n", - " 0.609151\n", + " 2\n", + " F\n", + " 1.3000\n", + " 1.0000\n", + " 0.3250\n", + " 17.704263\n", + " 6.095142\n", + " 5.854172\n", + " 4.819415\n", + " 15\n", " \n", " \n", - " Weight\n", - " 0.956203\n", - " 0.952284\n", - " 0.779394\n", - " 1.000000\n", - " 0.986581\n", - " 0.985567\n", - " 0.970618\n", - " 0.768048\n", + " 3\n", + " M\n", + " 0.8250\n", + " 0.5375\n", + " 0.1875\n", + " 3.246018\n", + " 1.275727\n", + " 0.751262\n", + " 0.992232\n", + " 6\n", " \n", " \n", + " 4\n", + " F\n", + " 1.3000\n", + " 1.0000\n", + " 0.3250\n", + " 17.704263\n", + " 6.095142\n", + " 5.854172\n", + " 4.819415\n", + " 15\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "1 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "2 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "3 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "4 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "\n", + " Shell Weight Age \n", + "0 2.083688 7 \n", + "1 4.819415 15 \n", + "2 4.819415 15 \n", + "3 0.992232 6 \n", + "4 4.819415 15 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Tenemos que reiniciar los index de df_clear\n", + "df_clear.reset_index(drop = True, inplace = True)\n", + "df_clear.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SexLengthDiameterHeightWeightShucked Weight0.9054660.9018450.7132140.9865811.0000000.9582980.9247380.709753Viscera WeightShell WeightAge
Viscera Weight0.9645790.9580630.7545310.9855670.9582981.0000000.9550920.8384980I0.91250.68750.33756.8038803.0617461.2615532.0836887
Shell Weight0.9764050.9741780.8637970.9706180.9247380.9550921.0000000.7545621F1.30001.00000.325017.7042636.0951425.8541724.81941515
Age0.8038300.8205810.6091510.7680480.7097530.8384980.7545621.0000002F1.30001.00000.325017.7042636.0951425.8541724.81941515
3M0.82500.53750.18753.2460181.2757270.7512620.9922326
4F1.30001.00000.325017.7042636.0951425.8541724.81941515
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" ], "text/plain": [ - " Length Diameter Height Weight Shucked Weight \\\n", - "Length 1.000000 0.995177 0.827750 0.956203 0.905466 \n", - "Diameter 0.995177 1.000000 0.857519 0.952284 0.901845 \n", - "Height 0.827750 0.857519 1.000000 0.779394 0.713214 \n", - "Weight 0.956203 0.952284 0.779394 1.000000 0.986581 \n", - "Shucked Weight 0.905466 0.901845 0.713214 0.986581 1.000000 \n", - "Viscera Weight 0.964579 0.958063 0.754531 0.985567 0.958298 \n", - "Shell Weight 0.976405 0.974178 0.863797 0.970618 0.924738 \n", - "Age 0.803830 0.820581 0.609151 0.768048 0.709753 \n", + " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", + "0 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", + "1 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "2 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", + "3 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", + "4 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", "\n", - " Viscera Weight Shell Weight Age \n", - "Length 0.964579 0.976405 0.803830 \n", - "Diameter 0.958063 0.974178 0.820581 \n", - "Height 0.754531 0.863797 0.609151 \n", - "Weight 0.985567 0.970618 0.768048 \n", - "Shucked Weight 0.958298 0.924738 0.709753 \n", - "Viscera Weight 1.000000 0.955092 0.838498 \n", - "Shell Weight 0.955092 1.000000 0.754562 \n", - "Age 0.838498 0.754562 1.000000 " + " Shell Weight Age \n", + "0 2.083688 7 \n", + "1 4.819415 15 \n", + "2 4.819415 15 \n", + "3 0.992232 6 \n", + "4 4.819415 15 " ] }, - "execution_count": 26, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# No es necesario, con un mapa de calor estaria bien\n", - "df_clear_copy = df_clear.drop(columns=[\"Sex\"])\n", - "df_clear_copy.corr()" + "# Guardamos el dataset limpio\n", + "df_clear.to_csv(\"D:/DataSets/CrabAge/data_clear.csv\")\n", + "df_clear.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Para visualizar mejor la información, vamos a crear un mapa de calor" + "# Correlaciones" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vamos a crear un mapa de calor" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -6674,7 +6723,7 @@ "" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, @@ -6690,6 +6739,7 @@ } ], "source": [ + "df_clear_copy = df_clear.drop(columns=[\"Sex\"])\n", "sns.heatmap(df_clear_copy.corr(method=\"pearson\"), annot = True ) # por defecto el metodo de corr() es pearson" ] }, @@ -6715,1814 +6765,6 @@ "\n", "\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vamos a comparar nuestra variable objetivo (Age) con la distintas varaibles presentes en el Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axis = plt.subplots(3, 3, figsize = (8, 8))\n", - "\n", - "#Crear un diagrama de dispersión multiple\n", - "sns.regplot(ax = axis[0,0], data = df_clear, x = \"Length\", y = \"Age\")\n", - "sns.regplot(ax = axis[0,1], data = df_clear, x = \"Height\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[0,2], data = df_clear , x = \"Diameter\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,0], data = df_clear, x = \"Weight\", y = \"Age\")\n", - "sns.regplot(ax = axis[1,1], data = df_clear, x = \"Shucked Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[1,2], data = df_clear, x = \"Viscera Weight\", y = \"Age\").set(ylabel = None)\n", - "sns.regplot(ax = axis[2,0], data = df_clear, x = \"Shell Weight\", y = \"Age\")\n", - "\n", - "#Ajustar el layout\n", - "plt.tight_layout()\n", - "plt.delaxes(axis[2,1])\n", - "plt.delaxes(axis[2,2])\n", - "\n", - "#Mostrar el plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Observemos que la correspondencia entre las variables númericas de los cangrejos respecto a la variable objetivo (Age) es `lineal`.\n", - "\n", - "> Esto es, que a medida que la variable del X aumenta, la variable del eje Y (Age) también aumenta, no necesariamente con todas las variables.\n", - "\n", - "> A excepción de la variable `height`, ya que no aumenta tanto en el eje X pero si en el eje Y.\n", - "\n", - "> Las ultimas cuatro graficas no son tan lineales" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Detallemos más de cerca que esta pasando con Weight respecto a Age" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.scatterplot(x='Height', y='Age', data=df_clear)\n", - "plt.title(\"Peso vs Age\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> No necesariamente entre más altura tenga el cangrejo mayor va a ser su edad." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# **Preparacion de Datos**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# One Hot Encoding\n", - "\n", - "> Nuestra variable categorica `Sex` vamos a darle valores numéricos, para esto vamos a utilizar `one hot encoding`" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import OneHotEncoder" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "encoder = OneHotEncoder(sparse_output = False)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 1., 0.],\n", - " [1., 0., 0.],\n", - " [1., 0., 0.],\n", - " ...,\n", - " [1., 0., 0.],\n", - " [1., 0., 0.],\n", - " [0., 1., 0.]], shape=(3636, 3))" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "encoded_data = encoder.fit_transform(df_clear[[\"Sex\"]])\n", - "encoded_data" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Sex Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "0 I 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", - "1 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "2 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "3 M 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", - "4 F 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "\n", - " Shell Weight Age \n", - "0 2.083688 7 \n", - "1 4.819415 15 \n", - "2 4.819415 15 \n", - "3 0.992232 6 \n", - "4 4.819415 15 " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Tenemos que reiniciar los index de df_clear\n", - "df_clear.reset_index(drop = True, inplace = True)\n", - "df_clear.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "0 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", - "1 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "2 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "3 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", - "4 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "\n", - " Shell Weight Age Sex_F Sex_I Sex_M \n", - "0 2.083688 7 0.0 1.0 0.0 \n", - "1 4.819415 15 1.0 0.0 0.0 \n", - "2 4.819415 15 1.0 0.0 0.0 \n", - "3 0.992232 6 0.0 0.0 1.0 \n", - "4 4.819415 15 1.0 0.0 0.0 " - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_clear.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# **Modelado**" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.metrics import mean_squared_error" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Length Diameter Height Weight Shucked Weight Viscera Weight \\\n", - "1075 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", - "734 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", - "513 0.8250 0.5375 0.1875 3.246018 1.275727 0.751262 \n", - "3010 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", - "3588 1.3625 1.0500 0.4375 21.375523 7.257472 5.032036 \n", - "... ... ... ... ... ... ... \n", - "406 1.3000 1.0000 0.3250 17.704263 6.095142 5.854172 \n", - "1414 1.5875 1.2500 0.4125 42.212406 20.269893 9.766403 \n", - "2191 1.3250 1.0125 0.3750 23.572609 9.979024 5.301356 \n", - "3313 0.8625 0.6375 0.2250 5.684075 2.664853 0.836310 \n", - "2671 0.9125 0.6875 0.3375 6.803880 3.061746 1.261553 \n", - "\n", - " Shell Weight Sex_F Sex_I Sex_M \n", - "1075 2.083688 0.0 1.0 0.0 \n", - "734 0.992232 0.0 0.0 1.0 \n", - "513 0.992232 0.0 0.0 1.0 \n", - "3010 2.083688 0.0 1.0 0.0 \n", - "3588 7.796112 1.0 0.0 0.0 \n", - "... ... ... ... ... \n", - "406 4.819415 1.0 0.0 0.0 \n", - "1414 10.248344 0.0 1.0 0.0 \n", - "2191 7.158249 0.0 0.0 1.0 \n", - "3313 1.786018 0.0 0.0 1.0 \n", - "2671 2.083688 0.0 1.0 0.0 \n", - "\n", - "[2908 rows x 10 columns]" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X = df_clear.drop(\"Age\", axis = 1)\n", - "y = df_clear[\"Age\"]\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state = 17)\n", - "X_train" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LinearRegression()" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rf_model = RandomForestRegressor(n_estimators = 100, random_state = 17)\n", - "rf_model.fit(X_train, y_train)\n", - "\n", - "lr_model = LinearRegression()\n", - "lr_model.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "rf_predictions = rf_model.predict(X_test).round()\n", - "lr_predictions = lr_model.predict(X_test).round()" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random Forest MSE: 0.0\n", - "Linear Regression MSE: 0.3241758241758242\n" - ] - } - ], - "source": [ - "rf_mse = mean_squared_error(y_test, rf_predictions)\n", - "lr_mse = mean_squared_error(y_test, lr_predictions)\n", - "\n", - "print(\"Random Forest MSE:\", rf_mse)\n", - "print(\"Linear Regression MSE:\", lr_mse)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Sample Predictions:\n", - " - Random Forest => Predicted : 10.0, Actual: 10\n", - " - linear Regression => Predicted : 11.0, Actual: 10\n", - "\n", - " - Random Forest => Predicted : 10.0, Actual: 10\n", - " - linear Regression => Predicted : 10.0, Actual: 10\n", - "\n", - " - Random Forest => Predicted : 10.0, Actual: 10\n", - " - linear Regression => Predicted : 11.0, Actual: 10\n", - "\n", - " - Random Forest => Predicted : 6.0, Actual: 6\n", - " - linear Regression => Predicted : 6.0, Actual: 6\n", - "\n", - " - Random Forest => Predicted : 6.0, Actual: 6\n", - " - linear Regression => Predicted : 6.0, Actual: 6\n", - "\n" - ] - } - ], - "source": [ - "print(\"\\nSample Predictions:\")\n", - "num_samples = 5\n", - "\n", - "for i in range(num_samples):\n", - " print(f\" - Random Forest => Predicted : {rf_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", - " print(f\" - linear Regression => Predicted : {lr_predictions[i]}, Actual: {y_test.iloc[i]}\")\n", - " print()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [] - }, - "source": [ - "# Validación" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [] - }, - "source": [ - "# Despliegue" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 3f88ad3b5496acdfa3fd03cdc15b8760eab08383 Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Fri, 17 Jan 2025 12:26:30 -0500 Subject: [PATCH 8/9] la carga de datos se hace en el archivo load_data.ipynb que esta en gitignore.git --- .gitignore | 1 + Notebooks/eda_data.ipynb | 141 ++++++--------------------------------- Notebooks/modelado.ipynb | 56 +++++++++------- 3 files changed, 52 insertions(+), 146 deletions(-) diff --git a/.gitignore b/.gitignore index 66ce1bd..629c5f8 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ .ipynb_checkpoints* +Notebooks/load_data.ipynb diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index df9e5b7..6deb5a7 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": { "tags": [] }, @@ -43,8 +43,7 @@ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import kaggle" + "import seaborn as sns" ] }, { @@ -56,112 +55,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset URL: https://www.kaggle.com/datasets/sidhus/crab-age-prediction\n", - "License(s): CC0-1.0\n", - "crab-age-prediction.zip: Skipping, found more recently modified local copy (use --force to force download)\n" - ] - } - ], - "source": [ - "!kaggle datasets download -d sidhus/crab-age-prediction -p \"D:\\DataSets\\CrabAge\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Vamos a descomprimir el archivo .zip, para eso vamos a utilizar python" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Archivo descomprimido correctamente.\n" - ] - } - ], - "source": [ - "import zipfile\n", - "\n", - "#Ruta del archivo zip\n", - "zip_file_path = \"D:/DataSets/CrabAge/crab-age-prediction.zip\"\n", - "\n", - "#Carpeta de destino\n", - "destination_path = \"D:/DataSets/CrabAge\"\n", - "\n", - "#Extraer el archivo\n", - "with zipfile.ZipFile(zip_file_path, \"r\") as zip_ref:\n", - " zip_ref.extractall(destination_path)\n", - "\n", - "print(\"Archivo descomprimido correctamente.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cargamos el archivo .csv" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataframe cargado con éxito\n" - ] - } - ], - "source": [ - "import os\n", - "\n", - "raw_path = \"D:/DataSets/CrabAge\"\n", - "\n", - "csv_path = os.path.join(raw_path, \"CrabAgePrediction.csv\")\n", - "\n", - "#Verificar si el archivo existe antes de cargarlo\n", - "if os.path.exists(csv_path):\n", - " #Cargar el archivo CSV en un dataframe\n", - " data = pd.read_csv(csv_path)\n", - " print(\"Dataframe cargado con éxito\")\n", - "else:\n", - " print(f\"El archivo {csv_path} no fue encontrado.\")\n" - ] - }, - { - "cell_type": "markdown", + "execution_count": 6, "metadata": {}, - "source": [ - "## Veamos los datos en la tabla" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "tags": [] - }, "outputs": [ { "data": { @@ -276,12 +171,14 @@ "4 1.700970 6 " ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "data = pd.read_csv(\"D:/DataSets/CrabAge/data_CrabAge.csv\")\n", + "data.drop(columns = \"Unnamed: 0\", inplace = True)\n", "data.head()" ] }, @@ -311,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "tags": [] }, @@ -454,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -603,7 +500,7 @@ "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -621,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1124,7 +1021,7 @@ "text": [ "Length: -0.65086\n", "Diameter: -0.61716\n", - "Height: 3.31307\n", + "Height: 3.34858\n", "Weight: 0.51870\n", "Shucked Weight: 0.70284\n", "Viscera Weight: 0.57807\n", @@ -1136,6 +1033,8 @@ "source": [ "# Cálculo del sesgo estadístico\n", "\n", + "data_copy = data.drop(columns = \"Sex\")\n", + "\n", "from scipy.stats import skew\n", "\n", "sesgo = skew(data_copy)\n", @@ -6245,7 +6144,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -6275,7 +6174,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -6442,7 +6341,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -6558,7 +6457,7 @@ "4 4.819415 15 " ] }, - "execution_count": 32, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -6571,7 +6470,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -6687,7 +6586,7 @@ "4 4.819415 15 " ] }, - "execution_count": 33, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -6714,7 +6613,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [ { diff --git a/Notebooks/modelado.ipynb b/Notebooks/modelado.ipynb index 1ca5bdb..59cab1f 100644 --- a/Notebooks/modelado.ipynb +++ b/Notebooks/modelado.ipynb @@ -2,17 +2,23 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import numpy as np" + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Carga de Datos**" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -128,7 +134,7 @@ "4 4.819415 15 " ] }, - "execution_count": 10, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -157,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -166,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -175,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -190,7 +196,7 @@ " [0., 1., 0.]], shape=(3636, 3))" ] }, - "execution_count": 11, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -202,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -320,7 +326,7 @@ "[3636 rows x 3 columns]" ] }, - "execution_count": 12, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -332,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -448,7 +454,7 @@ "4 4.819415 15 " ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -459,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -532,7 +538,7 @@ "4 1.0 0.0 0.0" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -543,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -770,7 +776,7 @@ "[3636 rows x 11 columns]" ] }, - "execution_count": 15, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -791,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -803,7 +809,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1018,7 +1024,7 @@ "[2908 rows x 10 columns]" ] }, - "execution_count": 17, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1033,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1460,7 +1466,7 @@ "LinearRegression()" ] }, - "execution_count": 18, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1475,7 +1481,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -1485,7 +1491,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1507,7 +1513,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { From a1a67c890a69c350a4aeabd04af067899b217293 Mon Sep 17 00:00:00 2001 From: DiegoSanchez Date: Tue, 21 Jan 2025 18:36:09 -0500 Subject: [PATCH 9/9] Se elimino algunas cosas del archivo eda_data --- Notebooks/eda_data.ipynb | 863 +++++++-------------------------------- 1 file changed, 146 insertions(+), 717 deletions(-) diff --git a/Notebooks/eda_data.ipynb b/Notebooks/eda_data.ipynb index 6deb5a7..6aaca53 100644 --- a/Notebooks/eda_data.ipynb +++ b/Notebooks/eda_data.ipynb @@ -4,25 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Analisis Predictivo de la Edad del Cangrejo 🦀**\n", - "\n", - "> - Age (Edad): Edad del cangrejo (en meses)\n", - "\n", - "> - Sex (Sexo): Sexo del cangrejo; Femenino (F), masculino (M) o indeterminado (I).\n", - "\n", - "> - length (largo): Largo del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Diameter (Diametro): Diametro del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Height (Altura): Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Weight (Peso): Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Shucked Weight (Peso Descascarado): Peso del cangrejo sin cascarón (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Viscera Weight (Peso de las Visceras): Peso de las visceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Shell Weight (Peso de la Concha): Peso del cascarón del cangrejo (en onzas; 1 libra = 16 onzas)." + "# **Analisis Predictivo de la Edad del Cangrejo 🦀**" ] }, { @@ -34,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": { "tags": [] }, @@ -55,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -171,7 +153,7 @@ "4 1.700970 6 " ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -186,29 +168,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# **Análisis Exploratorio**\n", + "> - Age (Edad): Edad del cangrejo (en meses)\n", + "\n", + "> - Sex (Sexo): Sexo del cangrejo; Femenino (F), masculino (M) o indeterminado (I).\n", "\n", - "**Descripción General**\n", + "> - length (largo): Largo del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Diameter (Diametro): Diametro del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Height (Altura): Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", + "\n", + "> - Weight (Peso): Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", "\n", - " • ¿Qué variables están presentes?\n", - " • ¿Cuántos registros hay en el dataset?\n", - " • ¿Qué tipos de datos tienen las variables? (numéricos, categóricos, fechas, texto, etc.)\n", + "> - Shucked Weight (Peso Descascarado): Peso del cangrejo sin cascarón (en onzas; 1 libra = 16 onzas).\n", "\n", - "**Contexto del dominio**\n", + "> - Viscera Weight (Peso de las Visceras): Peso de las visceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", "\n", - " • ¿Qué significan las variables y cómo se relacionan con el objetivo del análisis?" + "> - Shell Weight (Peso de la Concha): Peso del cascarón del cangrejo (en onzas; 1 libra = 16 onzas)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Descripción General" + "# **Análisis Exploratorio**\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": { "tags": [] }, @@ -240,23 +228,6 @@ "data.info()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Las variables presentes en el Dataset son:\n", - " \n", - " • Sex (Sexo)\n", - " • length (largo)\n", - " • Diameter (Diametro)\n", - " • Height (Altura)\n", - " • Weight (Peso)\n", - " • Shucked Weight (Peso Descascarado)\n", - " • Viscera Weight (Peso de las Visceras)\n", - " • Shell Weight (Peso de la Concha)\n", - " • Age (Edad)\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -270,88 +241,9 @@ "> En particular, la variable númerica `Age` es discreta, excepto las otras variables númericas que son continuas." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Contexto del dominio" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Objetivo**:\n", - "\n", - "> Construir un modelo preciso que permitirá a los criadores tomar decisiones más informadas sobre cuándo cosechar los cangrejos, maximizando así sus ganancias." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Descripción de las Variables o Características:**\n", - "\n", - "> - Age (Edad): Edad del cangrejo (en meses)\n", - "\n", - "> - Sex (Sexo): Sexo del cangrejo; Femenino (F), masculino (M) o indeterminado (I).\n", - "\n", - "> - length (largo): Largo del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Diameter (Diametro): Diametro del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Height (Altura): Altura del cangrejo (en pies; 1 pie = 30.48 cm).\n", - "\n", - "> - Weight (Peso): Peso del cangrejo (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Shucked Weight (Peso Descascarado): Peso del cangrejo sin cascarón (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Viscera Weight (Peso de las Visceras): Peso de las visceras del cangrejo (en onzas; 1 libra = 16 onzas).\n", - "\n", - "> - Shell Weight (Peso de la Concha): Peso del cascarón del cangrejo (en onzas; 1 libra = 16 onzas).\n", - "\n", - "La varible objetivo o a predecir es `Age`\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Notemos que las variables son características de los cangrejos, que nos van ayudar a predeccir cuál es la edad correcta del cangrejo para cosecharlos." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# **Limpieza de datos**\n", - "\n", - "**Valores faltantes:**\n", - "\n", - " • ¿Qué proporción de datos falta en cada variable?\n", - " • ¿Estos valores faltantes tienen un patrón (aleatorio o no)?\n", - " • ¿Cómo se pueden manejar (eliminación, imputación)?\n", - "\n", - "**Errores o inconsistencias:**\n", - "\n", - " • ¿Existen valores que no tengan sentido o estén fuera de rango?\n", - " • Por ejemplo, edades negativas o fechas imposibles.\n", - "\n", - "**Duplicados:**\n", - "\n", - " • ¿Hay registros repetidos que deben eliminarse?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Valores Faltantes o Nulos (NaN)" - ] - }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -500,7 +392,7 @@ "max 21.545620 28.491248 29.000000 " ] }, - "execution_count": 8, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -518,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -544,16 +436,9 @@ "print(sum_nan)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Errores o Inscosistencias\n" - ] - }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -627,7 +512,7 @@ "3867 3.260193 8 " ] }, - "execution_count": 10, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -652,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -662,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -708,7 +593,7 @@ "Index: []" ] }, - "execution_count": 12, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -717,16 +602,9 @@ "data[data[\"Height\"] == 0]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Duplicados" - ] - }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -754,33 +632,52 @@ "metadata": {}, "source": [ "# **Estadísticas Descriptivas**\n", - "\n", - "**Variables numéricas:**\n", - "\n", - " • Resumen estadístico: media, mediana, desviación estándar, percentiles.\n", - " • Distribución: ¿Es simétrica, sesgada o tiene valores atípicos?\n", - "\n", - "**Variables categóricas:**\n", - "\n", - " • Frecuencias y proporciones.\n", - " • ¿Cuáles son las categorías dominantes y menos representadas?\n", - "\n", - "**Correlaciones:**\n", - "\n", - " • ¿Qué relaciones existen entre variables numéricas?\n", - " • Coeficientes como la correlación de Pearson o de Spearman.\n" + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.hist(bins = 30, color = \"Skyblue\", figsize=(15, 10))\n", + "plt.show" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Variables Numéricas" + "# Variables categóricas\n", + "\n", + "> Solo tenemos una variable categórica que corresponde a `Sex`" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -804,301 +701,25 @@ " \n", " \n", " \n", - " Length\n", - " Diameter\n", - " Height\n", - " Weight\n", - " Shucked Weight\n", - " Viscera Weight\n", - " Shell Weight\n", - " Age\n", + " Sex\n", " \n", " \n", " \n", " \n", " count\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " 3893.000000\n", - " \n", - " \n", - " mean\n", - " 1.311306\n", - " 1.020893\n", - " 0.349464\n", - " 23.567275\n", - " 10.207342\n", - " 5.136546\n", - " 6.795844\n", - " 9.954791\n", - " \n", - " \n", - " std\n", - " 0.300431\n", - " 0.248233\n", - " 0.104751\n", - " 13.891201\n", - " 6.275275\n", - " 3.104133\n", - " 3.943392\n", - " 3.220967\n", - " \n", - " \n", - " min\n", - " 0.187500\n", - " 0.137500\n", - " 0.025000\n", - " 0.056699\n", - " 0.028349\n", - " 0.014175\n", - " 0.042524\n", - " 1.000000\n", + " 3893\n", " \n", " \n", - " 25%\n", - " 1.125000\n", - " 0.875000\n", - " 0.287500\n", - " 12.672227\n", - " 5.343881\n", - " 2.664853\n", - " 3.713785\n", - " 8.000000\n", + " unique\n", + " 3\n", " \n", " \n", - " 50%\n", - " 1.362500\n", - " 1.062500\n", - " 0.362500\n", - " 22.792998\n", - " 9.539607\n", - " 4.861939\n", - " 6.662133\n", - " 10.000000\n", + " top\n", + " M\n", " \n", " \n", - " 75%\n", - " 1.537500\n", - " 1.200000\n", - " 0.412500\n", - " 32.786197\n", - " 14.273973\n", - " 7.200773\n", - " 9.355335\n", - " 11.000000\n", - " \n", - " \n", - " max\n", - " 2.037500\n", - " 1.625000\n", - " 2.825000\n", - " 80.101512\n", - " 42.184056\n", - " 21.545620\n", - " 28.491248\n", - " 29.000000\n", - " \n", - " \n", - "\n", - "" - ], - "text/plain": [ - " Length Diameter Height Weight Shucked Weight \\\n", - "count 3893.000000 3893.000000 3893.000000 3893.000000 3893.000000 \n", - "mean 1.311306 1.020893 0.349464 23.567275 10.207342 \n", - "std 0.300431 0.248233 0.104751 13.891201 6.275275 \n", - "min 0.187500 0.137500 0.025000 0.056699 0.028349 \n", - "25% 1.125000 0.875000 0.287500 12.672227 5.343881 \n", - "50% 1.362500 1.062500 0.362500 22.792998 9.539607 \n", - "75% 1.537500 1.200000 0.412500 32.786197 14.273973 \n", - "max 2.037500 1.625000 2.825000 80.101512 42.184056 \n", - "\n", - " Viscera Weight Shell Weight Age \n", - "count 3893.000000 3893.000000 3893.000000 \n", - "mean 5.136546 6.795844 9.954791 \n", - "std 3.104133 3.943392 3.220967 \n", - "min 0.014175 0.042524 1.000000 \n", - "25% 2.664853 3.713785 8.000000 \n", - "50% 4.861939 6.662133 10.000000 \n", - "75% 7.200773 9.355335 11.000000 \n", - "max 21.545620 28.491248 29.000000 " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> Note que la desviación estándar de `Lenght`, `Diameter` y `Height` es muy baja en comparación con las otras variables.\n", - "\n", - "Recuerde!!! Que la desviación estándar es una medida de dispersión que nos induca qué tan dispersos están los datos con respecto a la media. Mientras mayor sea la desviación estándar, mayor será la dispersión de los datos.\n", - "\n", - "> Note que la media y el percentil del 50% (mediana) son aproxidamente iguales, podemos decir que nuestros datos conservcan una distribución más o menos simétrica.\n", - "\n", - "obs!! Veamos que min en `Height` es cero, tendria sentido ese valor pa nuestra predección?\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Obs!!!\n", - "\n", - "- Sesgo Positivo (a la derecha): La cola derecha es más larga.\n", - "\n", - " > Si la media > mediana, entonces el sesgo es positivo.\n", - "\n", - "- Sesgo Negativo (a la izquierda): La cola izquierda es más larga.\n", - "\n", - " > Si la media < mediana, entonces el sesgo es negativo.\n", - "\n", - "Lo podemos evidenciar en la siguiente figura.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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max2.0375001.6250002.82500080.10151242.18405621.54562028.49124829.000000
\n", - "
" - ], - "text/plain": [ - " Length Diameter Height Weight Shucked Weight \\\n", - "count 3893.000000 3893.000000 3893.000000 3893.000000 3893.000000 \n", - "mean 1.311306 1.020893 0.349464 23.567275 10.207342 \n", - "std 0.300431 0.248233 0.104751 13.891201 6.275275 \n", - "min 0.187500 0.137500 0.025000 0.056699 0.028349 \n", - "25% 1.125000 0.875000 0.287500 12.672227 5.343881 \n", - "50% 1.362500 1.062500 0.362500 22.792998 9.539607 \n", - "75% 1.537500 1.200000 0.412500 32.786197 14.273973 \n", - "max 2.037500 1.625000 2.825000 80.101512 42.184056 \n", - "\n", - " Viscera Weight Shell Weight Age \n", - "count 3893.000000 3893.000000 3893.000000 \n", - "mean 5.136546 6.795844 9.954791 \n", - "std 3.104133 3.943392 3.220967 \n", - "min 0.014175 0.042524 1.000000 \n", - "25% 2.664853 3.713785 8.000000 \n", - "50% 4.861939 6.662133 10.000000 \n", - "75% 7.200773 9.355335 11.000000 \n", - "max 21.545620 28.491248 29.000000 " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.describe()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -6174,7 +5631,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -6187,13 +5644,12 @@ ], "source": [ "filtered_age = [x for x in data[\"Age\"] if lower_limit <= x and x <= upper_limit]\n", - "#print(\"Datos filtrados:\", filtered_age)\n", "print(len(filtered_age))" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -6309,7 +5765,7 @@ "6 4.819415 15 " ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -6321,27 +5777,7 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3636, 9)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_clear.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -6457,7 +5893,7 @@ "4 4.819415 15 " ] }, - "execution_count": 26, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -6468,9 +5904,70 @@ "df_clear.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlaciones" + ] + }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_clear_copy = df_clear.drop(columns=[\"Sex\"])\n", + "sns.heatmap(df_clear_copy.corr(method=\"pearson\"), annot = True ) # por defecto el metodo de corr() es pearson" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note que las variables que tienen más correlación con nuestra variable objetivo `Age` son:\n", + "\n", + " • Viscera Weight\n", + " • Diameter\n", + " • Lenght\n", + " • Weight\n", + " • Shell Weight\n", + " • Shucked Weight\n", + "\n", + "Note que hay variables que tienen una correlación muy alta respecto a las otras variables, por ejemplo algunas son:\n", + "\n", + " • length\n", + " • Diameter\n", + "\n", + "Al que estas varibles tenga una correlación tan cercana o igual a `1` (una correlación positiva), nos indica que entre más aumente una variable la otra tambien va a crecer ya que tienen una correlación alta. Ejemplo, entre más diametro tenga va a ser más largo el cangrejo.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -6586,7 +6083,7 @@ "4 4.819415 15 " ] }, - "execution_count": 27, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -6596,74 +6093,6 @@ "df_clear.to_csv(\"D:/DataSets/CrabAge/data_clear.csv\")\n", "df_clear.head()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Correlaciones" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vamos a crear un mapa de calor" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df_clear_copy = df_clear.drop(columns=[\"Sex\"])\n", - "sns.heatmap(df_clear_copy.corr(method=\"pearson\"), annot = True ) # por defecto el metodo de corr() es pearson" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note que las variables que tienen más correlación con nuestra variable objetivo `Age` son:\n", - "\n", - " • Viscera Weight\n", - " • Diameter\n", - " • Lenght\n", - " • Weight\n", - " • Shell Weight\n", - " • Shucked Weight\n", - "\n", - "Note que hay variables que tienen una correlación muy alta respecto a las otras variables, por ejemplo algunas son:\n", - "\n", - " • length\n", - " • Diameter\n", - "\n", - "Al que estas varibles tenga una correlación tan cercana o igual a `1` (una correlación positiva), nos indica que entre más aumente una variable la otra tambien va a crecer ya que tienen una correlación alta. Ejemplo, entre más diametro tenga va a ser más largo el cangrejo.\n", - "\n", - "\n" - ] } ], "metadata": {