From 7e25edd83da8b32420f69ff564f9d2980745e7a2 Mon Sep 17 00:00:00 2001 From: marcos-mansur Date: Tue, 12 Oct 2021 00:23:20 -0300 Subject: [PATCH] First Sub - Tico --- .../.ipynb_checkpoints/EDA-checkpoint.ipynb | 805 + Notebook/EDA.ipynb | 468 +- Notebook/First_model.ipynb | 1402 + Notebook/Second_model.ipynb | 146 + Requeriments/requeriments.txt.txt | 5 + Submissions/sub1-1.csv | 126617 +++++++++++++++ Submissions/sub1.csv | 126617 +++++++++++++++ 7 files changed, 255973 insertions(+), 87 deletions(-) create mode 100644 Notebook/.ipynb_checkpoints/EDA-checkpoint.ipynb create mode 100644 Notebook/First_model.ipynb create mode 100644 Notebook/Second_model.ipynb create mode 100644 Requeriments/requeriments.txt.txt create mode 100644 Submissions/sub1-1.csv create mode 100644 Submissions/sub1.csv diff --git a/Notebook/.ipynb_checkpoints/EDA-checkpoint.ipynb b/Notebook/.ipynb_checkpoints/EDA-checkpoint.ipynb new file mode 100644 index 0000000..459d488 --- /dev/null +++ b/Notebook/.ipynb_checkpoints/EDA-checkpoint.ipynb @@ -0,0 +1,805 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "07b721d2", + "metadata": {}, + "source": [ + "# EDA do dataset do VLabs Challenge\n", + "\n", + "Esse notebook compreende a análise exploratória dos dados do desafio VLabs, promovido pela Viságio. O desafio consiste em um modelo preditivo que realiza uma tarefa de regressão para responder à seguinte pergunta:\n", + "\n", + "*Qual a previsão de LTV (Lifetime Value) do cliente para os próximos 90 dias?*" + ] + }, + { + "cell_type": "markdown", + "id": "81e1048e", + "metadata": {}, + "source": [ + "# Importar pacotes" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "783672e2", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.pipeline import Pipeline, make_pipeline\n", + "from sklearn.preprocessing import FunctionTransformer" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c8002cee", + "metadata": {}, + "outputs": [], + "source": [ + "#aaaaand a nice setup for graphics cause why not\n", + "#blue and salmon\n", + "sns.set(font = 'Serif', style = 'white', rc = {'axes.facecolor':'#f1f1f1', 'figure.facecolor':'#f1f1f1'})" + ] + }, + { + "cell_type": "markdown", + "id": "7289a4ef", + "metadata": {}, + "source": [ + "# Carregar os dados" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "597f415c", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('C:/Users/ticom/VLabs/Data/sales_20_21_train.csv', header=0,)\n", + "df_sub = pd.read_csv('C:/Users/ticom/VLabs/Data/sample_submission.csv',header=0)" + ] + }, + { + "cell_type": "markdown", + "id": "0109bd17", + "metadata": {}, + "source": [ + "## Pré-visualizar" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "552543c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Dimensões do dataset de treino: \n", + " Linhas: 1630612 \n", + " Colunas: 7\n", + "Primeiras linhas:\n" + ] + }, + { + "data": { + "text/html": [ + "
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ID_VENDADT_VENDALOJAQTD_SKUVALORID_CLIENTECANAL
011765502020-01-023719.50337763FIS
1116834612020-01-021516.64195687FIS
233264842020-01-02295446.8756059FIS
373174752020-01-021816.13297533FIS
443669382020-01-0223113.17181284FIS
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" + ], + "text/plain": [ + " ID_VENDA DT_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL\n", + "0 1176550 2020-01-02 37 1 9.50 337763 FIS\n", + "1 11683461 2020-01-02 15 1 6.64 195687 FIS\n", + "2 3326484 2020-01-02 29 5 446.87 56059 FIS\n", + "3 7317475 2020-01-02 18 1 6.13 297533 FIS\n", + "4 4366938 2020-01-02 23 1 13.17 181284 FIS" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(f\"\"\" Dimensões do dataset de treino: \n", + " Linhas: {df.shape[0]} \n", + " Colunas: {df.shape[1]}\n", + "Primeiras linhas:\"\"\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "9441f9e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Dimensões do dataset de submissão: \n", + " Linhas: 126616 \n", + " Colunas: 2\n", + "Primeiras linhas:\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ID_CLIENTE VALOR\n", + "0 4 0.0\n", + "1 9 0.0\n", + "2 12 0.0\n", + "3 15 0.0\n", + "4 19 0.0" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(f\"\"\" Dimensões do dataset de submissão: \n", + " Linhas: {df_sub.shape[0]} \n", + " Colunas: {df_sub.shape[1]}\n", + "Primeiras linhas:\"\"\")\n", + "df_sub.head()" + ] + }, + { + "cell_type": "markdown", + "id": "af272a68", + "metadata": {}, + "source": [ + "# Entendendo as colunas" + ] + }, + { + "cell_type": "markdown", + "id": "222d0d12", + "metadata": {}, + "source": [ + "O dataset compreende uma lista de vendas feitas a diferentes clientes (varejos).\n", + "\n", + "Descrição dos campos:\n", + "\n", + "- ID_VENDA - Id único para cada registro (categórico)\n", + "- DT_VENDA - Data da venda (tempo)\n", + "- LOJA - Id único da loja em que a venda foi realizada (categórico)\n", + "- QTD_SKU - Quantidade de produtos vendidos (numérico)\n", + "- VALOR - Valor total da venda (numérico)\n", + "- ID_CLIENTE - Id único do cliente (categorico)\n", + "- CANAL - Canal de venda (FIS - Físico, ECM - E-commerce, TELEVENDAS - Telefone, WHATSAPP - WhatsApp, IFOOD - iFood) (categórico)\n" + ] + }, + { + "cell_type": "markdown", + "id": "fb3e5302", + "metadata": {}, + "source": [ + "A partir desses dados, precisamos prever o LTV para cada cliente após 90 dias." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "593fd5a3", + "metadata": {}, + "outputs": [], + "source": [ + "primary_key = ['ID_VENDA']\n", + "cat_vars = ['LOJA','ID_CLIENTE','CANAL']\n", + "num_vars = ['QTD_SKU']\n", + "time_vars = ['DT_VENDA']\n", + "target = ['VALOR']" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "44546e9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1630612 entries, 1176550 to 2681248\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 DT_VENDA 1630612 non-null object \n", + " 1 LOJA 1630612 non-null int64 \n", + " 2 QTD_SKU 1630612 non-null int64 \n", + " 3 VALOR 1630612 non-null float64\n", + " 4 ID_CLIENTE 1630612 non-null int64 \n", + " 5 CANAL 1630612 non-null object \n", + "dtypes: float64(1), int64(3), object(2)\n", + "memory usage: 87.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "f0a1b140", + "metadata": {}, + "source": [ + "# Pré-processamento\n", + "\n", + "Nesta seção, trataremos os dados e faremos uma engenharia de features inicial para termos mais dados (metadados) para explorar e tentar entender as relações e comportamentos." + ] + }, + { + "cell_type": "markdown", + "id": "a5632a32", + "metadata": {}, + "source": [ + "## Valores Faltantes" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "1459c68d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ID_VENDA 0\n", + "DT_VENDA 0\n", + "LOJA 0\n", + "QTD_SKU 0\n", + "VALOR 0\n", + "ID_CLIENTE 0\n", + "CANAL 0\n", + "dtype: int64" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "5417e801", + "metadata": {}, + "source": [ + "Nenhum valor faltante." + ] + }, + { + "cell_type": "markdown", + "id": "533725b8", + "metadata": {}, + "source": [ + "## Dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "a26aa8f7", + "metadata": {}, + "source": [ + "Vamos garantir que as colunas estão nos formatos certos para facilitar a manipulação, principalmente da variável de tempo `DT_VENDA`:" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "c76aba12", + "metadata": {}, + "outputs": [], + "source": [ + "def fix_dtype_func(x):\n", + " \"\"\" Acerta os tipos das colunas \"\"\"\n", + " x=x.copy()\n", + " try:\n", + " for var in cat_vars:\n", + " x[var] = x[var].astype('O')\n", + " for var in num_vars:\n", + " x[var] = x[var].astype('int')\n", + " for var in time_vars:\n", + " x[var] = pd.to_datetime(x[var])\n", + " except Exception as err:\n", + " print('Erro em fix_dtype_func')\n", + " print(err)\n", + " return x\n", + "\n", + "# Viabiliza usar a função como um transformador do scikit-learn\n", + "get_fix_dtype = FunctionTransformer(fix_dtype_func)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "2e850d31", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1630612 entries, 0 to 1630611\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID_VENDA 1630612 non-null int64 \n", + " 1 DT_VENDA 1630612 non-null datetime64[ns]\n", + " 2 LOJA 1630612 non-null object \n", + " 3 QTD_SKU 1630612 non-null int32 \n", + " 4 VALOR 1630612 non-null float64 \n", + " 5 ID_CLIENTE 1630612 non-null object \n", + " 6 CANAL 1630612 non-null object \n", + "dtypes: datetime64[ns](1), float64(1), int32(1), int64(1), object(3)\n", + "memory usage: 80.9+ MB\n" + ] + } + ], + "source": [ + "# cria um dataset aplicando a transformação\n", + "df_type = get_fix_dtype.transform(df)\n", + "df_type.info()" + ] + }, + { + "cell_type": "markdown", + "id": "4e29e099", + "metadata": {}, + "source": [ + "## Feature de tempo" + ] + }, + { + "cell_type": "markdown", + "id": "cf73e637", + "metadata": {}, + "source": [ + "Para facilitar a manipulação, vamos abrir a variável `DT_VENDAS` em `ANO`, `MES` e `DIA`:" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "19d3a7b9", + "metadata": {}, + "outputs": [], + "source": [ + "def time_features_func(x):\n", + " \"\"\" Cria colunas com ano, mês e dia das vendas\"\"\"\n", + " # cria cópia para não alterar o df original por acidente\n", + " x=x.copy()\n", + " try:\n", + " x['ANO'] = x['DT_VENDA'].dt.year\n", + " x['MES'] = x['DT_VENDA'].dt.month\n", + " x['DIA'] = x['DT_VENDA'].dt.day\n", + " except Exception as err:\n", + " print('Erro em fix_dtype_func')\n", + " print(err)\n", + " return x\n", + "\n", + "# Viabiliza usar a função como um transformador do scikit-learn\n", + "get_time_features = FunctionTransformer(time_features_func)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "3e6b43a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ID_VENDADT_VENDALOJAQTD_SKUVALORID_CLIENTECANALANOMESDIA
011765502020-01-023719.50337763FIS202012
1116834612020-01-021516.64195687FIS202012
233264842020-01-02295446.8756059FIS202012
373174752020-01-021816.13297533FIS202012
443669382020-01-0223113.17181284FIS202012
\n", + "
" + ], + "text/plain": [ + " ID_VENDA DT_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL ANO MES DIA\n", + "0 1176550 2020-01-02 37 1 9.50 337763 FIS 2020 1 2\n", + "1 11683461 2020-01-02 15 1 6.64 195687 FIS 2020 1 2\n", + "2 3326484 2020-01-02 29 5 446.87 56059 FIS 2020 1 2\n", + "3 7317475 2020-01-02 18 1 6.13 297533 FIS 2020 1 2\n", + "4 4366938 2020-01-02 23 1 13.17 181284 FIS 2020 1 2" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# cria um dataset aplicando a transformação\n", + "df_time = get_time_features.transform(df_type)\n", + "df_time.head()" + ] + }, + { + "cell_type": "markdown", + "id": "d4fc53fe", + "metadata": {}, + "source": [ + "## Ticket médio de cada cliente\n", + "\n", + "O ticket médio de cada cliente pode ajudar a prever quanto este gastará nos próximos 90 dias. Vamos criar uma coluna com essa informação agrupada por diferentes critérios." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "875dfc6c", + "metadata": {}, + "outputs": [], + "source": [ + "def ticket_medio(x):\n", + " x=x.copy()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e68498e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 212, + "id": "1f08d1bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANO MES\n", + "2020 1 49.704415\n", + " 2 51.873888\n", + " 3 61.727801\n", + " 4 97.819020\n", + " 5 107.540680\n", + " 6 101.716184\n", + " 7 89.874623\n", + " 8 88.526555\n", + " 9 78.655404\n", + " 10 76.976812\n", + " 11 80.877278\n", + " 12 108.262040\n", + "Name: VALOR, dtype: float64\n", + "ANO MES\n", + "2021 1 73.431423\n", + " 2 74.172888\n", + "Name: VALOR, dtype: float64\n" + ] + } + ], + "source": [ + "media_mes_20 = df_time.groupby(['ANO','MES'])['VALOR'].mean()[:12]\n", + "print(media_mes_20)\n", + "media_mes_21 = df_time.groupby(['ANO','MES'])['VALOR'].mean()[12:14]\n", + "print(media_mes_21)\n", + "#std_mes = df_time.groupby(['MES'])['VALOR'].std()\n", + "#print(std_mes)" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "id": "d9327ef0", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'str' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_13768/2761724071.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mlist_mes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Jan'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Fev'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Mar'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Abr'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Mai'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Jun'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Jul'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Ago'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Set'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Out'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Nov'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Dec'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmedia_mes_20\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlist_mes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmarker\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'o'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Média de vendas por mês'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: 'str' object is not callable" + ] + }, + { + "data": { + "image/png": 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nFI7R30v26+WN+9U3MPxh3hU7W1Wxs1ULZmXoyvMmKzMlegSqBQAA8L2dBzq1v9HgwO/C0B34fRghEwAg4Hm9Xq1+fbde2lAzpP2Xnj1BV543STabbYQr80/RkeG6YtEkfe60sXrhnX167cODcrmHP1/p3cpGvb+1SecVZ+vyRROCouUQAACEtnWlJgZ+h3irnETIBAAIcC63R79/cbvWVzSY3muzSd+4OE+fO22sBZX5v4TYCF1/Ua4umj9ea97co/Xl9UM6BXY0t8er1z48qHfK63TR/PH60pk5ioni5QYAAAg8PX2DKqk0OPB7QpKy00J34PdhoX2OCwAQ0Hr7XfrF0xVDCpgc4XZ9/6uzQjZgOlp6UpS+fdl0/fzfTldxftqIPGf/oEcvvLNPtzz0rl7eWKMB1/Db8gAAAEbThooGDRic83neXE4xSZxkAgAEqLaufj3wdIX21neb3hsX7dBtVxcod3yiBZUFrvEZcfrBVQXasb9Dz7y2S1U1HcN+zu5el55+dZdeee+AliyaqLMLxyjMzmdcAADAv5kf+D0yH9QFOl7lAQACTm1zj+55tHRIAVN6UpTuvrGYgOkU8sYn6j+/UaTbr5mtnMzYEXnO1s5+/f6lKt35Px/og21N8nqHPwMKAADAKrsOGh/4ffacMYoID7O4osDASSYAQEDZsb9DK/9coe5el+m9E8fE6fZrZzOQ2gCbzabC3FTNnpqid7c06Nk39qipvW/Yz1vb7NSv/q9SU8bGa+n5UzRzUvIIVAsAADCyjJ5ikqTFc7MsrCSwEDIBAALGh9ub9Js1WzVosDf+aAVTkvUfV85SdCTf+syw22xaOHuM5s3M0LpNtfrL23vV2TM47OfddbBLy/+0WbOnpOir50/WpKz4EagWAABg+Jx9Lr1rcOD3tAmJyk4bmZPfwYBX2gCAgPDaBwf1xN93aChdVmfPGaObLslXeBhd4kMVHmbX588Yp3MKx+jv7x7Q3zbWqG9g+MO8K3a1qmJXq+bPzNCViydpTAq3sgAAAN/asMX4wO/FxQz8PhohEwDAr3m9Xj27bo9eWL9vSPsvPWuCrlw8STabbYQrC01REeG6fNFEfe70bL3wzj69+sFBudzDn69U8lGjPtjWpHOLsnT5oolKjqelEQAAjL5DA78PGlobGxWu02ekW1xRYCFkAgD4LZfboz+8VKV3yutN77VJ+vrFebrg9LEjXxgUHxOh6y7M1UXzx+v5N/fo7fL6IZ0yO5rb49Xrm2r1Tnm9Lpo/Tl9amKPYKMfIFAwAAGDA7tou1TQw8HuoCJkAAH6pt9+lXz9bqS272kzvdYTb9e9XzNDp0/lkyWppiVH61qXTdfGCHD37xm59uL152M854PLoxfU1ev3DWn35rAn6/BljFeHgBRwAALCeuYHftMp9GiETAMDvtHf36xdPVWhvfbfpvXHR4frB1bOVNz7RgspwMuMyYnXL0gJV7+/QM6/v0vZ9HcN+zp4+l/782i698t4BLTl3os4pHKMwO3O1AACANQ4N/G4wtDY/J1Fj0xn4/Wm8UgMA+JXaZqfuebR0SAFTWmKU7r6xmIDJh3LHJ+rHXy/SHdfOVk5m3Ig8Z1tXv/7wUpWWPfKB3t/aKO9w+/IAAABOYOOWBvUPGhz4zSmmE+IkEwDAb1Tv79ADf96i7t5B03snjInT7dfMZmC0H7DZbJozNVUFU1JUUtmoZ9/Yrca2vmE/b12LU79+9iNNzo7XVZ+bopmTkkegWgAAgEMDv1832CoXGxWuMxjLcEKETAAAv/Dh9ib9Zs1WDRq8LvZosyYn6z++OksxkXxb8yd2m01nFmTqjBnpeqO0Tn95a686egaG/by7a7u0/E+bNWtysq46f4omZcePQLUAACCUHRr4bewk/dlzxjAv8iR4NQ4A8LnXPjyoJ9buGNLtZAtnZ+pbX56m8DA6wP1VeJhdF5w+VmfPGaNXSvbrbxtr1NvvHvbzVu5u0493f6h5MzN05XmTlJUaMwLVAgCAUGRm4Pd5tMqdFCETAMBnvF6vnn1jj154Z9+Q9l+yMEdLz58sm802wpXBClERYbrsnIk6/7SxenH9Pr36/kENus2fXPu09z5q1Adbm3RucZauWDSRlkkAAGCKs9+ldysbDa3Nz0nUOAZ+nxQhEwDAJ1xuj/7wUpXeKa83vdcm6WtfyNXnzxg38oXBcvExDl37+am6aN44rXlzr94urxvSKbajebxerdtUq/Xl9bpw3jhdsjBHsdGOkSkYAAAEtUMDv42dsj6vmFNMp0JvAQBg1PUNuLTyz1uGFDA5wuz6j6/OImAKAqmJUfrWpdN037+dodOmpY3Icw64PHppQ42+/1CJ3ttq7BNJAAAQurwff1BlRExUuObNYOD3qRAyAQBGVXt3v372RJkqdrWa3hsbFa4ffm2OTuc2j6AyNj1Wtywt0E/+pVjTJyaNyHM6+1x66NmP9OL6obViAgCA0LCnrkv76g0O/J7NwO/PQrscAGDU1LU4dd+T5WpqN3+dfWpipJZdO0dj6YEPWlPHJepHXyvUll2tWv36bu01+ILvsPycZC1ZnKv4GIe6nINas65aq1/frdiocJ1/2liLqgYAAIHM3MDvLAsrCQ6ETACAUVF9oEMPPL1F3b2DpvfmZMbpjmtnM9A5BNhsNs2emqpZU1L03keNenbdHjW09X7mvvycZF1/8XQ9tLpMjW29ykiO1s1Li7Rq7TY9/vIOxUU7NG9mxij8DgAAQKDo7Xdp4xZj7fW54xM0PiPO4ooCH+1yAADLbapq1vI/bh5SwDRzUrL+84YiAqYQY7fZtGBWpu7/9zN0w8V5SoqLOOX6JYtzjwRMktTY1quHVpdpyeJceSU9/PzWIbVoAgCA4PVuZaPhgd/nz+VUtBGETAAAS73+4UH9cvUWDbjMX1W/sCBTd1w7WzGRHLwNVeFhdn3u9LFa+b35+uriSYqOPPEchPgYx5GA6bDGtl7Fxxy6Yc7t8epXq7eo+kCH5TUDAIDA8Pqmg4bWMfDbOEImAIAlvF6vnntjtx57eceQrqf/0pk5+vbl0xUexrcqSFERYbr07In65c0L9MUzx8vxqT8XXc5BZSRHH/NYRnK0upyfnJ7rH/TogacrdKCxZ1RqBgAA/mtPbZf21hmb/3jW7EwGfhvEK3cAwIhzuT36/Yvb9Ze3zd/sZZP0tYtydfUFU2S32Ua+OAS0+BiHrrlgqlbePE/nFmXp8B+RNeuqdfPSoiNB0+GZTGvWVR+zv7vXpRVPblZT+2fPeQIAAMHL1MDv4mwLKwku9B8AAEZU34BLv372I1XsND//xhFm13eumK4zZjCgGaeWmhClb355mr545nj96ZVqbdnVplVrt+mmSwuO3C63au02VdW0Hbe3rWtAP19VrrtvKFbiZ8x6AgAAwae336WNlQ2G1uaOS1BOJgO/jSJkAgCMmI7uAf3i6QrtqesyvTcmKly3XV2g/JykkS8MQSs7LVa3XT1bD/y5Qlt2tWn5E+8b2tfQ2qv7nyrXj75epJgoXg4BABBK3q1sVN+AsYHf583lFJMZtMsBAEZEfYtTdz+6aUgBU2pCpO6+sZiACUMSHmbX9786S1PGJpjat7e+WyufqdCAwVtlAABAcHij1FirXExkuObP5IS9GYRMAIBh23mgQ/c8Vqqm9j7Te3MyY3XPv8zVuPRYCypDqIiKCNft18zW2PQYU/u27+vQf6/ZKrfH/O2HAAAg8Oyp69LuWmMfip41O1ORDPw2hZAJADAspTua9V9/3HzMLV5GzZyUpP/8RrFSEiItqAyhJj7GoTuvK1RaYpSpfaVVzfr9i1XyDOUaRAAAEFBMDfymVc40QiYAwJCt21SrB5/ZogGX+VMgC2Zl6I5r5zAPByMqJSFSP7x+jhJiHKb2vVNer6f/uVNegiYAAIJW34BLG7cYG/g9lYHfQ0LIBAAwzev16rk3duvRv1VpKO/Jv3jmeH3nihkKD+PbEEbemNQYLbtujqIjzR1v/3vJAb24vsaiqgAAgK+ZGfi9uJhTTEPBq3sAgCkut0e/f7FKf3l7n+m9NknXXzhV11wwVXabbeSLAz42MSteP7iqQI5wcy91/m/dbr3+4UGLqgIAAL5ktFUuOjJM8xj4PSSjFjK5XC49+eSTOvvss7V3794jj9fX1+u2227Tz3/+c9166606cOCAoa8BAEZf34BLDz6zRW9trjO91xFm1/eunKmL5o+3oDLgeNMnJut7X5lpOtB8/OUdeu+jRouqAgAAvrDX1MDvMYqKYOD3UIxayPTiiy+qoKBAfX3H3jy0YsUKXXLJJfrhD3+oK664QsuXLzf0NQDA6OroGdB//XGzyne2mt4bExWuZdfP0bwZfCKE0TU3P03funSaqT1eSQ8/v1Vbdpn/sw4AAPyTqYHftMoN2aiFTFdccYXmzJlzzGPt7e0qKSnR/PnzJUnz5s1TWVmZmpqaTvk1AMDoqm916iePlhr+9OdoKQmRuvuGYk2fkDTyhQEGnD1njK77/FRTe9wer365ulI7D3RYVBUAABgtfQMubTA48HvK2ARNGMPA76Hy6Uym+vp6RUdHKzLy0NXVDodDCQkJqq2tPeXXAACjZ9fBTt3zaKka2npN7x2fEat7/qVY4zJiLagMMO4LC8br0rMnmNrTP+jWL56u0IHGHouqAgAAo6HEzMDvuZxiGg6fhkxer1e2E8xJsNlsp/waAGB0lO1o1n/9sUxdzkHTe2dMTNL/u6FYqQlRFlQGmHfleZNMv3Ds7nVpxZOb1dRuPmQFAAD+YV2pscMqURFhms/A72HxaciUlZUlp9Op/v5+SYeGg3d2diorK+uUXwMAWO+N0lo9+Eyl+gc9pvcumJWhO66do5iocAsqA4bGZrPphovzNG9Guql9bV0DWrGqXB09AxZVBgAArLK3vku7Dhod+J3JwO9h8mnIlJSUpHnz5qmkpESSVFJSosLCQqWnp5/yawAA63i9Xq15c4/+8FKVPF6v6f0XLxiv71wxw/TV8cBosNtt+rfLZ2jW5GRT++pbe3X/k+Vy9rksqgwAAFjhjU3Gb0VePHeshZWEhlH7iLmiokKvvPKKJOnRRx/V+eefr3PPPVfLli3TypUrtXHjRjU2Nuquu+46sudUXwMAjDy3x6PH/rZDb5YZ/2Z8mE3StRdO1Rfmjx/5woAR5Ai365als7T8T+XadbDT8L699d1a+UyFll07RxEOPuUEAMDf9Q24tWFLvaG1U8bGM/B7BNg6OjrMf0wdAGpra3XppZfqhRdeUHY2g7sA4LP0Dbj1389VanO1+Wvbw8MOnQ6hhx2BpMs5qJ89UaqDTU5T+4rz0/T9r85UmJ3TegAA+LM3y+r0+xe3G1r7zUvydW4x2YERp8pbeHUEAFBHz4D+649lQwqYYiLDded1cwiYEHDiYxy687pCpSWaG05fWtWs3784tHZSAAAwetZtMjHwexavZUcCIRMAhLj6Vqd+8mipdtcaG4h4tJSESP2/G4s0faK5+TaAv0hJiNSd189RQozD1L53yuv19D93yUvQBACAX9pX3224LX5hQaaiIriwZiQQMgFACNt1sFM/ebRUDW3mr2cflxGre/6lWOMz6F1HYMtKjdGy6+YoOtLcnKW/l+zXi+trLKoKAAAMxxulxk4xSdLiubTJjRRCJgAIUWU7mvVffyxTp3PQ9N7pE5L0/24oUmqCuTYjwF9NzIrXD64qkCPM3Euj/1u32/BRfAAAMDr6B91aX2Fs4Pfk7HhNzIq3uKLQQcgEACHozdJaPfhMpfoHPab3zpuZoWXXzVFslLn2IsDfTZ+YrO9dOVN2m83Uvsf+VqX3Pmq0qCoAAGBWSWWjevvdhtZyimlkETIBQAjxer16/q09+v1LQxta/IX54/XdJTPkCOfbB4LT3Pw0ffPL+ab2eCU9/PxWbdllfnA+AAAYeesMtspFRYRpAQO/RxTvEgAgRLg9Hj36tyqteXPvkPZf+/kpuu7CqaZPeQCB5pzCLF33+amm9rg9Xv1ydaV2HuiwqCoAAGBETUO3dh4wNvD7TAZ+jzhCJgAIAX0Dbv1ydaXeKK0zvTc8zKbvLpmhixfkWFAZ4J++sGC8Lj1rgqk9/YNu/eLpCh1o6rGoKgAA8FneMDErkVa5kUfIBABBrss5oOV/KlPZjhbTe2Miw7XsujlaMCvTgsoA/3bl4klaXGzuxWd3r0srVpWrqb3PoqoAAMDJHBr43WBo7aSseE1i4PeII2QCgCA26PJo5TNbtOtgl+m9yfGR+s8bijRjYrIFlQH+z2az6YYv5mnejHRT+9q6+rVi1WZ19AxYVBkAADiR9z5qlLPfZWgtp5isQfMhAASxd8rrVb3/UE96fk6ylizOVXyMQ13OQa1ZV62qmrYT7huXHqs7rp2t1MSo0SwX8Dt2u03/dvkM9fRVqHL3if9/OZH61l7d/2S5fvSNIsVE8nILAIDRsM5gqxwDv63DSSYACGJvfHyzRn5Osq6/eLr+8MIW/fCRDfrDC1t0/cXTlZ9z/CmlaRMS9f9uLCJgAj7mCLfrlqWzNGWsuSP1e+u79eCft2jAZewKZQAAMHQ1Dd2qNjrwe1amovkQyBKETAAQpNq6+rW79lCb3JLFuXpodZka23olSY1tvXpodZmWLM49Zs+8Geladt0cxUY5Rr1ewJ9FRYTr9mvmaGx6jKl92/a167+f2yq3x2NRZQAAQPrkw1UjaJWzDiETAASpowd9x8c4jgRMhzW29So+5pMw6aJ54/Tdr8xURHjYqNUIBJL4GIfuvK5QaSZP+ZVWNev3L1bJ4/VaVBkAAKHNzMDviVlxmpTNwG+rEDIBQJAq3dF85OddzkFlJEcf8/WM5Gh1OQclSdd+foquvyhXdpttVGsEAk1KQqTuvH6OEmLMnfZ7p7xeT/9zl7wETQAAjLj3tzbJ2Wdw4LfJm2NhDiETAASh/kH3MUOK16yr1s1Li44ETRnJ0bp5aZHWrKvWFYsm6uIFOb4qFQg4WakxuuO6OYqKMHfq7+8l+/Xi+hqLqgIAIHQZHfgd6QjTgoJMi6sJbUy6AoAgVLm7TYOuT2bAVNW0adXabbrp0oIjt8utWrtNVTVt+uaX83xYKRCYJmXF67arC3TfkxUadBuft/R/63YrPsbBLAgAAEbIgcYe7djfYWjtmQUZ3PpqMf7rAkAQKq1qPu6xqpo2LX/i/WMey0qNUVaquUHGAA6ZPjFZ37typn61utLUvKXH/lal2OhwzZvB1ckAAAyX0VNMEgO/RwPtcgAQZDxe7zFDv0+lOC/V4mqA4DY3P03f/HK+qT1eSQ+v2aotu1qtKQoAgBAxMOjWOxX1htZOHBOnSVkM/LYaIRMABJndBzvV0TNgaG1xfprF1QDB75zCLF37+Smm9rg9Xv1ydaV2HjB2vB8AABzvPRMDv8+bmy0bl9xYjpAJAIJMqcFTTHHR4codn2BxNUBouHhBjr58lrkB+v2Dbv3i6QodaOqxqCoAAILbG6VGB37bdSYDv0cFIRMABJkTzWM6kcLcVIXZ+TYAjJSvLp5s+lrk7l6XVqwqV1N7n0VVAQAQnA409aiqxtiJ4AWzMhn4PUp4dwEAQaSpvVf7G42diijOo1UOGEk2m003fDFPZ8xIN7Wvratf9z252XCbKwAAkN5g4LdfImQCgCBSWmWsVS7MblPB1BSLqwFCj91u03cun6FZk5NN7atr6dX9T5XL2W9srgQAAKFsYNCtd8qNDfyeMCZOk7MZ+D1aCJkAIIiU7jDWKjd9YhJHhgGLOMLtumXpLE0Za+4F7d66bj345y0acLktqgwAgODw/rYm9Rgc+L24mIHfo4mQCQCChLPfpW172w2tncutcoCloiLCdfs1c5SdFmNq37Z97frNc1vl9ngsqgwAgMC3zmCrHAO/Rx8hEwAEiS07W+X2eA2tLWIeE2C5+BiH7rx+jlITI03t21TVrD+8VCWv19j/zwAAhJKDJgZ+z5+ZqZgoTu+PJkImAAgSmwy2yuVkxio9KcriagBIUmpClH54faESYhym9r29uV5Pv7qLoAkAgE95o9TMwO8sCyvBiRAyAUAQcHs8Kq82NvSbU0zA6MpKjdEd181RVESYqX1r392vlzbUWFQVAACBZ8BlfOB3TmacpoxNsLgifBohEwAEgR37O9Xda2z4IfOYgNE3KSteP7i6QI4wcy+9Vr++2/DcCQAAgt0HW5sMv+ZdPJeB375AyAQAQaCsylirXFJchCZxhSvgEzMmJuu7X5khs693H3u5Su9tbbSmKAAAAsg6g61yEeF2LWTgt08QMgFAECg1OI+pMDdVdj7RAXzmtGnp+uaXp5na4/VKD6/Zqi27Wi2qCgAA/1fb3KPt+4wN/F4wK4OB3z5CyAQAAa622am6ll5Da2mVA3xvUWGWrv38FFN73B6vfrm6UrsOdlpUFQAA/m3dpjrDa8+bm21hJTgVQiYACHBlBk8xOcLtmjk52eJqABhx8YIcffmsHFN7+gfduv+pch1s6rGoKgAA/JOZgd/jM2I1lYHfPkPIBAABzmirXMHkZEU6zN1uBcA6X108WecVm7taubvXpZ+vKldTe59FVQEA4H8+3Nas7t5BQ2sZ+O1bhEwAEMC6nIOqqjHWm16UR6sc4E9sNptu/GK+zpiRbmpfW1e/7ntyszp6BiyqDAAA/2L0ptWIcLsWzmbgty8RMgFAANtc3SKv19jaorxUa4sBYJrdbtN3Lp+hWSZbWetaenX/U+Vy9hu7xhkAgEBV2+zUtn3thtbOn5Wh2CiHtQXhlAiZACCAGZ3HNDk7XsnxkRZXA2AoHOF23bJ0lqaMjTe1b29dtx58ZosGXG6LKgMAwPfeKDV2ikmSFhcz8NvXCJkAIEC53B6V7zR2pXkxt8oBfi0qIly3XzNb2WkxpvZt29uu3zy3VW6Px6LKAADwnUGXR29vNjbwe1xGrKaOY+C3rxEyAUCA2ra3XX0Dxk4wFDOPCfB78TERuvP6OUpNNHfqcFNVs/7wUpW8RntnAQAIEB9ubzI+8LuYgd/+gJAJAAJUaZWxVrnUxEjlZMZaXA2AkZCaEKUfXl+ohBhz8yTe3lyvp1/dRdAEAAgqRgd+O8LtOmsOA7/9ASETAAQgr9er0h0thtYW56XxqQ4QQLJSY3THtXMUFRFmat/ad/frpQ01FlUFAMDoqmtxauvedkNr589k4Le/IGQCgAC0v7FHzR19htYyjwkIPJOy4/WDqwvkCDP3Um3167sNf+oLAIA/e8PE97PFcxn47S8ImQAgABltlYuKCNP0CUnWFgPAEjMmJuu7X5khswcRH3u5Su9tbbSmKAAARsGgy6O3yw0O/E6PVS4Dv/0GIRMABKDSHcZCptlTU+QI5696IFCdNi1d37xkmqk9Xq/0yPNbVbnb2O2TAAD4mw+3N6nLaWzg93lzGfjtT3jnAQABpr27X7sOdhlay61yQOBbVJSlay6YYmqPy+3Vg89UatfBTouqAgDAOm+UGh/4ffZsBn77E0ImAAgwZQYHfttsUmFuisXVABgNXzwzR5cszDG1p3/QrfufKtfBph6LqgIAYOTVtzj10Z52Q2vnz8xQbDQDv/0JIRMABBijt8rljU9UfEyExdUAGC1Lz5+s84qzTO3p7nXp56vK1dRu7KIAAAB8bZ3BU0ySTH9fhPUImQAggAwMulW5y9icFVrlgOBis9l04xfzdfr0dFP72rr6dd+Tm9XZM2BRZQAAjIxBl0dvbzY28HtseozyxidaXBHMImQCgABSuadNAy6PobXF+akWVwNgtNntNv37FTM0c1KyqX11Lb2676lyOftdFlUGAMDwbapqNjzwe3ExA7/9ESETAASQ0ipjt8qNSYlWVmqMxdUA8AVHuF23LJ2lydnxpvbtrevWg89s0YDLbVFlAAAMz7pNBgd+h9l11pwxFleDoSBkAoAA4fF6DQ/9LspL45MdIIhFR4brjmtnKzvNXJi8bW+7Hl6zVW6PsRORAACMlvpWpz7a02Zo7Rkz0xXHwG+/RMgEAAFiT22X2ruNzVSZS6scEPTiYyJ05/VzlJoYaWrfh9ub9ehLVfJ6vRZVBgCAeW+W1hlee/7cbAsrwXAQMgFAgCjbYaxVLjYqXHk5DEEEQkFqQpTuvK5Q8THmPs19a3O9nn51F0ETAMAvuNwevbXZWMiUncbAb39GyAQAAWJTlbFWucLcVIXZ+esdCBXZaTFadu0cRUWEmdq39t39+tuGGouqAgDAuE3bm9XZY3Dg91wGfvsz3oUAQABo7uhTTUO3obXF+WkWVwPA30zKjtcPri6QI8zcS7tnXt9teMgqAABWWVdqYuD3bAZ++zNCJgAIAEZvlQuz2zR7SorF1QDwRzMmJuu7X5khsx/uPvZyld7f2mhNUQAAfIaG1l5V7jY48HtGuukWcYwuQiYACABGb5WbPjFJMVHhFlcDwF+dNi1d37xkmqk9Xq/08PNbVbm71aKqAAA4uTcMnmKSpPMY+O33CJkAwM85+12Gr3MtyqNVDgh1i4qydM0FU0ztcbm9evCZSu062GlRVQAAHM/swO9pXG7j9wiZAMDPbdnVKrfH2A1QxXmpFlcDIBB88cwcXbIwx9Se/kG37n+qQgebeiyqCgCAY22qMjHwu5iB34GAkAkA/JzRVrlxGbHKSI62uBoAgWLp+ZN1blGWqT3dvYNa8WS5mjv6LKoKAIBPGL18IjzMprPmMPA7EBAyAYAf83i8hkOmubTKATiKzWbTv3wpX6dPTze1r7WzXytWbVZnz4BFlQEAIDW2mRn4ncHA7wBByAQAfqz6QIe6e40dIS7Kp1UOwLHsdpv+/YoZmjkp2dS+upZe3f9UhZz9LosqAwCEOjMDvxcXmzuZC98hZAIAP7apqtnQuoRYh6aMTbC4GgCByBFu1y1LZ2lydrypfXvquvTLZ7ZowOW2qDIAQKhyuT16q6ze0Nqs1BhNm5BkbUEYMYRMAODHjLbKFeWmyc4gRAAnER0Zrjuuna3stBhT+7bubdfDa7bK7fFYVBkAIBSV7WhRh8G27MVzsxj4HUAImQDAT9W3OFXb7DS0tphWOQCfIT4mQndeN0epCZGm9n24vVmPvlQlr9fYLZcAAHyW1zcdNLQuPMymsxn4HVAImQDAT5XuMNYq5wiza9bkFIurARAMUhOjdOf1haaHp761uV5/fm2XRVUBAEJJY1uvtuwyNvD79Onpio+JsLgijCRCJgDwU6VVxlrlZk5OVlREmMXVAAgW2WkxWnbtHNN/b7y8cb9eWr/PoqoAAKHizdI6w2sXz822sBJYgZAJAPxQd++gqmo6DK0tzqNVDoA5k7LjdetVBQoPMzfj4pnXd2vdJuO3AQEAcDSX26O3NhsLmcakRGs6A78DDiETAPih8uoWeQzOPynKS7O4GgDBaOakZH3vKzNldpbqYy9X6f2tjdYUBQAIamU7WtTebXTgdzYDvwMQIRMA+KFSg7fKTcqKV4rJIb4AcNhp09L1zUummdrj9UoPP79VlbtbLaoKABCs1pUaOw0bHmbTOYUM/A5EhEwA4Gdcbo/KdxoLmbhVDsBwLSrK0jUXTDG1x+X26perK7XrYKdFVQEAgk1Te6+27DT2AQUDvwMXIRMA+Jnt+9rV2+82tLaYVjkAI+CLZ+bokoU5pvb0Dbh1/1MVOtjUY1FVAIBg8kZpnYwNg5DOK2bgd6AiZAIAP2P0VrmUhEhNGBNncTUAQsXS8yfr3KIsU3u6ewe14slyNXf0WVQVACAYuNwevVVmbOB3Zkq0ZkxMsrYgWIaQCQD8iNfrVemOZkNri/NSGYYIYMTYbDb9y5fydfr0dFP7Wjv7tWLVZtU2O+X2eCyqDgAQyDZXmxj4XczA70AW7usCJGnjxo3661//quzsbDU2NurGG2/U1KlTVV9frwceeECpqalqamrSrbfeqnHjxvm6XACwzIGmHjW1GzsRUJxPqxyAkWW32/TvV8zQL56u0Ed72gzvq2vp1e0Pvye7zabkhAilJ0UpPSlaaYmRSvv4x/SkaKUmRio8jM84ASDUrNtkbOB3mN2msxn4HdB8HjJ1dHTohz/8oZ577jmlp6frwIED+u53v6s1a9ZoxYoVuvzyy7Vo0SKtX79ey5cv1yOPPOLrkgHAMkZb5aIiwjRjYrLF1QAIRY5wu25ZOkvL/7RZu2u7TO31eL1q6ehXS0e/tu/rOO7rNklJ8ZFKT4pSWlKU0hMP/ZiWFKX0pCilJkYqIjxshH4nAAB/0NTepwoTA78TYxn4Hch8HjIdPHhQdrtd6emHjmaPGzdOTU1NqqysVElJie677z5J0rx583T77berqanpyFoACDZGW+UKpqTIEc5pAADWiI4M1x3XztZPHy9TbbPzhGvyc5K1ZHGu4mMc6nIOas26alXVnPr0k1dSW1e/2rr6tWP/8SGUJCXFRSg18VDolHb4x8P/JEYpKoIQCgACyZultYYHfi+ey8DvQOfzkGnixIlyOBzaunWrZsyYoYqKCg0MDKi8vFzR0dGKjIyUJDkcDiUkJKi2tpaQCUBQ6uge0K4Dxq4DL85LtbgaAKEuPiZCd143Rz95rFQtnf3HfC0/J1nXXzxdD60uU2NbrzKSo3Xz0iKtWrvtM4Omz9LePaD27gHtOnjivw/jYxyfBE9HhVGHg6iYSJ+/vAUAfMzt8ehNEwO/pzPwO+D5/LtwTEyMHnnkET377LN64403lJqaqokTJ8rlcp1w2BcDwAAEq7LqFkOf8tgkFeYSMgGwXmpilO68fo5++niZupyDRx5fsjj3SMAkSY1tvXpodZluurRAy59439KaupyD6nIOnrSVLzYq/JgQ6nAr3uFAKiYqnNeTADBKynYYH/h9XnGW7Pz9HPB8HjJJ0tSpU/XDH/5QkuTxePSHP/xBCxYs0O9+9zv19/crMjJSLpdLnZ2dysoyd7UuAASKMoOtcrnjE5VArzqAUZKdFqs7rp2t//rjZvUNuCUdOk10OGA6rLGtV/ExDl+UeIyePpd66ru1t777hF+Pjgw77gRU+lFzoeKiHYRQADBC3ig1PvD7nELe6wcDvwiZHnjgAd16662y2+165513VFRUpOnTp2vevHkqKSnRokWLVFJSosLCQlrlAASlAZdbW3YZG4hIqxyA0TY5O0G3XlWg+58ql8vtVZdzUBnJ0ccETRnJ0cecdvJXvf1u7W/s0f7GnhN+PdJhP7YV71M/T4yNIIQCAAOaO/pUXm3s9e1p09IY+B0k/CJkam9v17Jly5SWlqb+/n796Ec/kiQtW7ZMK1eu1MaNG9XY2Ki77rrLx5UCgDW27mlX/6DH0Nri/DSLqwGA482clKzvLpmpXz9bqTXrqnXz0qITzmQKdP2DHh1scupg04kHnjvC7UpLjPz4drxopSVFKi0pWmmJkUpPilZSfATtHgAg6c3SOgZ+hyC/CJnuvffeEz6enZ2tlStXjnI1ADD6NlUZa5XLTI5WdlqMxdUAwImdPj1dd143Rw8/v1Wr1m7TTZcWHLldbiSGfgeCQZdHdS29qmvplXT87zfMbvtkEPkJbsdLSYhQmJ3bQQEEt0MDv421ymUmR2vGpGSLK8Jo8YuQCQBCmdfrNTyPqTg/lTYNAD41a3KKHvzefFXsbNX7lQfV3NGr5vZ+NbX3+bo0v+D2eNXQ1quGT82sOsxusyk1MfKEQVR6UpRSEiIVHkYIBSCwba5uVVsXA79DESETAPjY3rpuw9+Ei/JolQPge9GR4Zo3M0PzZmYceczr9aq716Xm9j41tfequaNPTe19au7oV3N7r5ra+9Tb7/Zh1f7B4/Wqqf3QfxvtO/7rNpuUHB95/GDyj8Oo1MQoOcIJoQD4t3WbGPgdqgiZAMDHjLbKxUSFKz8n0eJqAGBobDab4mMcio9xaFJ2/AnX9PQNHgqeDv9zOIj6+Ofdva5Rrtr/eL1Sa2e/Wjv7VaWO475ut9k0dVyCPn/GWM2fmcHpVgB+p7mjT+U7WwytnTstTYlxDPwOJoRMAOBjRlvl5kxNoYUCQECLjXIodoxDE8ecOITq7XcdGzy196mp45OfdwbA7XVW83i92rG/Qzv2d6hsR4u++eVpnGwC4FfeKquT1+DE78XFDPwONoRMAOBDLR192lvfbWjtXG6VAxDkoiPDNT4jTuMz4k749b4Bt1o6jj8Bdfjn7d3GWo8DUX5OspYszj0yaH3Numpt2NKg9u4BfX/pLMVE8rIegO8dGvhdZ2htRnKUZk5m4Hew4bsRAPhQ2Q5jR4nD7DbNnppicTUA4N+iIsI0Nj1WY9NjT/j1AZdbLR39H8+FOhRAHR1EtXX2G75O25/k5yTr+oun66HVZWps61VGcrRuXlqkVWu36aM9bfqvJ8p0x7VzaDkB4HPl1a1q7ew3tPa84mwGfgchQiYA8KFNBlvlpk1IVGyUw+JqACCwRYSHKSs1RlmpMSf8usvtUWtn/5GTT0cHUU3tfWrt7JfHaI/HKFqyOPdIwCRJjW29emh1mW66tEDLn3hfe+u79ZPHSrXsujnKTIn2cbUAQtm6UjMDv8dYXA18gZAJAHykb8ClrXvaDK3lVjkAGL7wMLsykqOVkXziIMbt8ai1c+Co4KlXze39au44/GOf3J7RD6HiYxxHAqbDGtt6FR/zyYcPDW29uuexTbrj2jmalHXimVcAYKWWjj5trjZ2Sr84P01JcZEWVwRfIGQCAB/ZsqtNLrexNyvFhEwAYLkwu13pSVFKT4qSJhz/dY/Hq/bugY/Dp6PmQR0ZTt6vQbdnxOvqcg4qIzn6mKApIzlaXZ8ahN7ZM6h7nyjTLUtnadZkWqwBjK43zQz8nsvA72BFyAQAPlJqsFVubHoM7Q8A4AfsdptSEiKVkhCp/Jzjv+7xetXZM3DM7XiHg6im9j61dPSpf9B8CLVmXbVuXlp0wplMn9Y34Nb9T1Xo3y6frgWzMofy2wQA0zwer+GB3+lJUZrFwO+gRcgEAD7g8XgND/3mFBMABAa7zaakuEglxUUqd1zicV/3er3qcg4eeztee5+ajpoL1TfgPm5fVU2bVq3dppsuLThyu9yqtdtUVXPilmu3x6vfrNmqju4BXTR//Ij/PgHg08p3tjDwG5IImQDAJ3Ye7DyuzeFkivMJmQAgGNhsNiXERighNkKTsxOO+7rX65Wzz3WkBe9wENXY3qeyHc1a/sT7pn69Vf/YqfbuAS09f7JsvKEDYKF1m4wP/F5UxMDvYEbIBAA+UFplrFUuIcahqWOPfyMCAAg+NptNsdEOxUY7NPFTw7s/2Nakh9dsNT3z6aUNNWrvHtBNl+QrPMw+kuUCgCSppbNPZQz8xsf4TgMAPmB0HlNhXqrsdj59BoBQd/r0dC27fo5iIs1/RvxOeb1+uXrLCVvxAGC43jIz8Ls4y9pi4HOETAAwyhpae3WwyWloLfOYAACHTZ+QpP+8oUjJ8RGm926ubtXyP21Wl3PAgsoAhCqPx6s3S40N/E5LjNKsKdx8GewImQBglBk9xeQIs6tgCjdvAAA+kZMZp7tvnKus1BjTe3cd7NRPHitTU3ufBZUBCEUVu1rVYnjgdxYDv0MAIRMAjDKj85hmTEpSVASj8wAAx0pPitLdNxZpyhBm9tW1OPWTxzappqHbgsoAhBqjA7/tNpsWFdEqFwoImQBgFPX0Dmr7vg5Da7lVDgBwMvExEbrra4UqzDXfetLWNaCfPV6mbfvaR74wACGjtbNfZTuMDvxOVXI8A79DASETAIyi8p2t8hicjFiUl2pxNQCAQBYVEaZblhbo7DnmrwN39rt036pyfbCtyYLKAISCt8rqDL+uXTw32+Jq4C8ImQBgFBmdxzQxK06pCVEWVwMACHThYXb966XTdMnCHNN7B90e/frZSr324UELKgMQzDwer94oM9Yql5YYpYLJDPwOFYRMADBKXG6PyqtbDa3lVjkAgFE2m01XfW6Krr9wqum9Xq/0+Ms7tObNPfIavYMcQMir2NWqlg5jA7/PLc6S3c7A71BByAQAo6SqpkPOfpehtcxjAgCYddH88frukhkKG8Kbueff2qvHXt4hj4egCcBne6PU+MDvcxn4HVIImQBglBi9VS45PlITx8RZXA0AIBgtmJWpO66draiIMNN7122q1a+frdSAy21BZQCCRVtXv0qrGPiNEyNkAoBR4PV6jd++kZcqm40jxQCAoZk1OUU//kaREmIdpvd+uL1ZK1aVq6dv0ILKAASDN00M/D6vmIHfoYaQCQBGwcFmpxraeg2tpVUOADBck7Lidc+Nc5WRbP4SiaqaDv308TK1dhqbtwIgdHg8Xr1ZWmdobWpipGZPYeB3qCFkAoBRYLRVLtJh14xJSdYWAwAICZkp0brnxrmamGW+BftAY4/ueWyTapt7LKgMQKDasrtVzR19htaeV5TNwO8QRMgEAKOgdIexkKlgSooiws3P0QAA4EQS4yL0468XaeakZNN7Wzr69ZPHSlV9oMOCygAEonWbjA38ttmkRQz8DkmETABgsY6eAe3c32lobXEerXIAgJEVHRmu26+ZrQWzMkzv7e51afkfN6vM4IclAIKXmYHfRXlpSklg4HcoImQCAIttrm6RkdGINkmFealWlwMACEGOcLu+c8UMXTRvnOm9Ay6PHnymUm9tNjaHBUBwenuz8YHf589l4HeoImQCAIsZncc0dVyCEmMjLK4GABCq7Dabrrtwqq46f7LpvR6vV797YbteWr9PXoNvMgEED4/XqzeMDvxOYOB3KCNkAgALDbjc2rKrzdDaIlrlAAAWs9lsuuSsCfrXS6fJbjM/kPeZ13fryX/sNHyaAUBwqNzVqqZ2YwO/zy3OYuB3CCNkAgALbd3Trv5Bt6G1c/MJmQAAo+OcwizdetUsRYSbfzvwynsH9MjzWzXo8lhQGQB/tM7gKSYGfoOQCQAsZHRQanpSlMamx1hcDQAAnyjKS9NdXy9UXHS46b3vVjbqF09XyNnvsqAyAP7k0MBvY69pi3JTlZoQZXFF8GeETABgEa/Xq9Idxm7gmJufJtsQ2hYAABiO3HGJuvvGYqUmmr8F6qM9bfqvJ8rU0T1gQWUA/MXbm+vl9hhrkT2Pgd8hj5AJACyyr75brZ39htYWcascAMBHstNidc+NczUuI9b03r313brnsU2qb3VaUBkAXzs08LvW0NqUhEgVTuU1bagjZAIAi2wyeKw4JjJc0yYkWVsMAACnkJIQqf93Q5HycxJN721s69NPHivVnrouCyoD4EuVu9uMD/wuYuA3CJkAwDJlBlvlZk9NUXgYfx0DAHwrNsqhO6+bo9Ommb+IorNnUPc+UabK3a0WVAbAV9ZtMnaKyWY7FDIBvKsBAAu0dvYb/kS3mFvlAAB+IsIRpv+4cpYWD2GuSt+AW/c/VaF3KxssqAzAaGvvNj7wuzA3VamJDPwGIRMAWMLorXJ2m02FU1MsrgYAAOPsdptu/GKerlg00fRet8er36zZqldK9o98YQBGlZmB34uLGfiNQwiZAMACpQZDpvwJiYqNdlhcDQAA5thsNi05d5Ju+GKehnL56ap/7NQzr+2S12vsDSoA/2Jm4HdyfKTm5PKhKQ4hZAKAEdY34NZHu9sNrZ2bR6scAMB/fe60sfqPK2fJMYTZgS9tqNFvX9gul9tjQWUArLR1T5sa24wN/D6vOEthdqIFHMKfBAAYYZW7WzVo8AV1UT7XvAIA/Nvp09O17Po5iokMN733nfJ6/XL1FvUNuC2oDIBVXjcx8HsRA79xFEImABhhpVXGbpXLTovRmJQYi6sBAGD4pk9I0n/eUKTk+AjTezdXt2r5nzaryzlgQWUARlpH94A2bTc2+mHO1FSlMfAbRyFkAoAR5PF6VVZt7JtyMa1yAIAAkpMZp7tvnKusVPMfkOw62KmfPFampnZj7TcAfOftzXXGB34P4SZKBDdCJgAYQbsOdqqzZ9DQ2mJa5QAAASY9KUp331ikKWMTTO+ta3HqJ49tUk1DtwWVARgJhwZ+1xlamxwfoUIGfuNTCJkAYASVVhk7xRQf41DuuESLqwEAYOTFx0Torq8VDunNZVvXgH72eJm27Wsf+cIADNvWPW1qaOs1tPbcIgZ+43j8iQCAEVS6w9g8psLcVNntQ7gTGgAAPxAVEaZblhbo7DljTO919rt036pyfbCtyYLKAAzHOoOnmGySzi2mVQ7HI2QCgBHS2NarA409htYW59EqBwAIbOFhdv3rpdN0ycIc03sH3R79+tlKvfbhQQsqAzAUHT0D+tBg+DsnN4WB3zghQiYAGCFGTzGFh9lUMIX+dQBA4LPZbLrqc1N0/YVTTe/1eqXHX96hNW/ukddrbMgwAOuYGfh9HqeYcBKETAAwQozOY5oxMVnRkeEWVwMAwOi5aP54fXfJDIUNoRX8+bf26rG/7ZDH4JtbACPPzMDvpLgIFXEqHydByAQAI8DZ59J2g0NMi/PTrC0GAAAfWDArU3dcO1tREWGm964rrdWvn63UwKDbgsoAfJZte9vV0MrAbwwffzIAYASU72wxfLyYT34AAMFq1uQU/fgbRUqIdZje++H2Zq14slw9fYMWVAbgVNZtqjW0joHf+CyETAAwAozOY5owJo4hiQCAoDYpK1733DhXmcnRpvdW1XTop4+XqbWz34LKAJxIZ8+A4dseZ09NUXoSr2VxcoRMADBMLrdHm6uNhUzcKgcACAWZKdG6+8ZiTcyKM733QGOP7nlsk2qbjd3YCmB43imvN3wif/FcTjHh1AiZAGCYduzvkLPPZWgt85gAAKEiMS5CP/56kWZOSja9t6WjXz95rFTVBzosqAzAYV6v13CrXFJchApz+cAUp0bIBADDVFpl7BRTUlyEJmbFW1wNAAD+IzoyXLdfM1sLZmWY3tvd69LyP25W2Q5jt7cCMG/r3nbVGxz4vagoS+FhRAg4Nf6EAMAweL1elRp88Vuclya7zfzVzgAABDJHuF3fuWKGLpo3zvTeAZdHDz5Tqbc2G7taHYA5b5SaGPhdlGVtMQgKhEwAMAx1LU7D170W5XO8GAAQmuw2m667cKquOn+y6b0er1e/e2G7Xly/T16vsbkxAD6bmYHfBVNSlDGEYf4IPYRMADAMm6qMnWKKCLdr1hBmUgAAECxsNpsuOWuC/vXSaUM62bv69d1a9cpOeQiagBHxTnm9XG4GfmNkETIBwDCU7TA2j2nWlBRFOMIsrgYAAP93TmGWfnB1gSId5t+K/OP9A3rk+a0adHksqAwIHV6v13CrXFJchIq4IRkGETIBwBB1OQe0Y7+xW2/m8o0ZAIAjCnNT9cOvFSouOtz03ncrG/WLpyvk7Dd2syuA423b1666FoMDvwsZ+A3j+JMCAEO0ubpVRk7s2yQV5aVZXg8AAIEkd1yi7r6xWKmJkab3frSnTf/1RJk6ugcsqAwIfus2GTvFJEnnFjPwG8YRMgHAEBmdxzR5bIIS4yIsrgYAgMCTnRare26cq3EZsab37q3v1j2PbVJ9q9OCyoDg1eU0M/A7mYHfMIWQCQCGYNDl0ZZdrYbWzuVWOQAATiolIVL/74Yi5eckmt7b2NannzxWqj11XRZUBgQnUwO/ixn4DXMImQBgCLbtbVPfgNvQWlrlAAA4tdgoh+68bo5Om2b+e2Znz6DufaJMlbuNffgDhDKv16t1m+oMrU2MjVBxPq9jYQ4hEwAMQanBW+XSk6I0fggtAAAAhJoIR5j+48pZQ7oqvW/ArfufqtC7lQ0WVAYEj+01HaprMdZiuqhoDAO/Ydqw/sSUl5ePVB0AEDC8Xq9KDc5jKspLlc1ms7giAACCg91u041fzNMViyaa3uv2ePWbNVv195L9I18YECTMDPw+j1Y5DMGQQyaXy6UHH3xwJGsBgIBQ09Cjls5+Q2vncsQYAABTbDablpw7STd+MU9D+ZzmyX/s1DOv7ZLXyBWwQIhwezzaXN2i97c2Glo/azIDvzE04Sf7Ql9fn1atWqVt27YpIyNDN910k9LS0tTe3q7nn39ezz33nPr6+kazVgDwC0ZPMUVHhmnahCRriwEAIEidf9pYJcRG6OE1WzXo9pja+9KGGrV3D+imS/Jp90HI8nq92l3bpfUV9Sr5qFGdPYOG9w6lbRWQThEy/fznP1dJSYmKiorU0tKi++67T2eccYZ+/etfKzY2VldddZWuvPLK0awVAPxC6Q5jIdPsqam8sAUAYBhOn56uZdfP0YN/3iJnv8vU3nfK69XlHND3vjJLURFhFlUI+J/6Fqc2bGnQhi0NamjtPeGa/JxkLVmcq/gYh7qcg1qzrlpVNW2SpIRYB6fxMWQnDZkqKyv13HPPKT4+XpJUX1+vK6+8UkuXLtU3v/lNRUVFjVqRAOAv2rr6tbvW2DXJxXmpFlcDAEDwmz4hSf95Q5Huf6pcbV0DpvZurm7V8j9t1u3XFCg+JsKiCgHf6+ge0LsfNWrjlnrtOnjq16r5Ocm6/uLpemh1mRrbepWRHK2blxZp1dptqqpp06LCLD4oxZCd9E9OamrqkYBJksaMGaPx48fre9/73pGAae/evZYXCAD+pMzgrXJ2m02FuYRMAACMhJzMON1941xlpcaY3rvrYKd+8liZmtoZ9YHg0jfg0oaKet33VLm+++BGrXql+jMDJklasjj3SMAkSY1tvXpodZmWLM6VxMBvDM9JQya73S6v1yuPx3Pkn4SEhGMeW7FixWjWCgA+Z7RVLi8nQXHRDourAQAgdKQnRenuG4s0ZWyC6b11LU795LFNqmnotqAyYPQcHuD98PNb9Z0HNuiRv2xTxc5WeUwMuo+PcRwJmA5rbOtVfIxDsyYnKzOFgd8YupO2y5WWlmr+/PnHPOb1eo97DABCRf+gW5W72wytLc6jjx0AgJEWHxOhu75WqP9+rlKbq1tN7W3rGtDPHi/TrVcXaDoXcyCAeL1e7TrYqQ0VDYcGeDuND/A+kS7noDKSo48JmjKSo9XlHNTFC8YPt1yEuJOGTLm5ubr11ltPufnBBx8c8YIAwF9V7m7ToMvY7TbFDEsEAMASURFhumVpgf7wUpXeKa83tdfZ79J9q8r170tm6PTp6RZVCIyMuhanNlQ0aOOWBjW0nXiA91CsWVetm5cWHTeTqWJHgy49O2fEfh2EppOGTDfffLPmzp17ys0333zziBTxxhtv6K9//asmTpyompoaLV26VPPnz1d9fb0eeOABpaamqqmpSbfeeqvGjRs3Ir8mAJhVWmWsVS4rNWZIMyMAAIAx4WF2/eul05QUF6GXNtSY2jvo9ujXz1bqGxfn6XOnjbWoQmBoDg/w3lBRb/iyGbOqatq0au023XRpwZHb5ar3NevCefz/gOE7acg0b968Iz+vqqrSgQMHJEnjx49XXl7ecWuGyuv16qc//al+85vfaObMmfroo490yy236J///KdWrFihyy+/XIsWLdL69eu1fPlyPfLII8P+NQHALI/Xa3joN7fKAQBgPZvNpqs+N0VJcRFa9Y+dpvZ6vdLjL+9QR/eArlg0UTabzaIqgc/WN+DSh9ubtaGiQZW720zNVxqqqpo2PfLcZi2YlaFFRVmaeQYBE0bGSUMmSXrvvfe0YsUKHTx48JjHc3Jy9KMf/UhFRUXDLsBmsyk1NVUtLYfevLW0tMhms6m9vV0lJSW67777JB0KtG6//XY1NTUpPZ2jrQBG1+6DneroMXZtMq1yAACMnovmj1diXIT+5y/b5PaYe3P+/Ft71d41oBu+mCe7naAJo8fl9qhyd5vWV9SrtKpZ/YPGRjIMV1REmE6fnq6FBZmaOSmZP/cYcScNmTZt2qSf/exnuuGGG7RgwQJlZGRIkhobG/Xuu+/qnnvu0b333quCgoJhF3H//ffr7rvv1ltvvaVt27bpvvvuU319vaKjoxUZGSlJcjgcSkhIUG1tLSETgFFXavAUU1x0uHLHm7/1BgAADN2CWZmKj3Hol6sr1TfgNrV3XWmtOp0D+vcrZijCEWZRhcChLp6dRw3w7hrmAG+jwuw2zZmaojMLMlWcn6ZI/pzDQicNmR599FE9/PDDmjBhwjGPZ2dna8mSJTrttNP0i1/8Qr/5zW+GVUBfX59uueUW/exnP9Ps2bO1bds2/epXv9L3vve9Ex5b5SgrAF8wOo+pMDdVYXa7xdUAAIBPmzU5RT/+RpHuf6pcnT3m3rx/uL1ZK54s1w+uLlBslMOiChGqapud2rilXhu3NI7oAO/Pkjc+UQsLMjVvZrriYyJG7ddFaDtpyORyuY4LmI42YcIEDQwYax05lV27dqmzs1OzZ8+WJE2fPl179+6V2+2W0+lUf3+/IiMj5XK51NnZqaysrGH/mgBgRlN7r/Y39hhaW5xHqxwAAL4yKSte99w4V/c9WW76zXxVTYd++niZll07RykJkRZViFDR3t2vkspGbdjSYNkA7xPJTovRwoJMnVmQqYzk6FH7dYHDThoyeQ0MG/N4ht83mp2drcHBQTU0NCgzM1MtLS3q7u5WRkaG5s2bp5KSEi1atEglJSUqLCykVQ7AqCutMtYqF2a3qWBqisXVAACAU8lMidbdNxbr/qfLtbeu29TeA409uuexTbrzujnKTou1qEIEq97+jwd4b6lX5e42jcL8bklSUlyEFszK1FmzMzVhTBzdP/Cpk4ZMY8aM0dtvv61zzjnnhF9fv369MjMzh11AcnKy7r77bi1fvlwTJkzQ3r17tWzZMmVlZWnZsmVauXKlNm7cqMbGRt11113D/vUAwKzSHcZa5aZPTFJM5CnvUwAAAKMgMS5CP/56kX65ulIf7Wkztbelo18/eaxUt10zW7njEi2qEMHC5fZoy65WbdjSoE3bmzXgGr0B3mfMODTAe8ZEBnjDf5z03dB3v/tdfetb39Jrr72mefPmHTlB1NzcrPfee0/l5eX67W9/OyJFXHDBBbrggguOezw7O1srV64ckV8DAIbC2e/Str3thtbO5VY5AAD8RnRkuG6/ZrZ++8I2vVvZaGpvd69Ly/+4WTdfOVNFtMLjU7xer3Ye6NT6iga9t3WUB3jnpmphQaaK81IZVA+/dNKQKTMzU0888YQefvhhrVy5Ut3dh46axsbGavHixXrssceUkkJbCIDgtmVnq+HrkHkRCgCAf3GE2/WdK2YoMTZCr7x3wNTeAZdHDz5TqZu+nK9FhcyFhVTb3KMNFQ3aWNmgxra+Uft183MSdWZBpubNyFB8DIPp4d9O2deRnJysH//4x/rRj36ktra2I4/R4wkgVGwy2CqXkxmr9KQoi6sBAABm2W02XXfhVCXFReiZ13eb2uvxevW7F7Zrf0O3ZkxMVlZajDKSo7hJNoS0dX0ywHtP3egN8B6b/skA7/QkBngjcBgaHmKz2Y45tfSPf/xDf/nLX7Rnzx794x//sKw4APAlt8ej8mpjQ7+5VQ4AAP9ls9l0yVkTlBgXod+/WCWPyYnMfy85oL+XHDoJFWa3KTMlWlmpMcpKjVF2Woyy0g79nFMmweHwAO/1FfX6aM/oDfBOjj80wHvh7ExNyGSANwLTkCbUXnjhhbrwwgt15513jnQ9AOA3duzvVHevy9DaYuYxAQDg984pzFJCbIQeerZS/YMnH9Ccn5OsJYtzFR/jUJdzUGvWVauq5lBnh9vjVW2zU7XNzuP2xcc4Thg+ZSRHKTyM00/+zOX2qGJXqzZUNKi0avQGeEdHhumM6ek6kwHeCBLDugaJZBVAMCurMtYqlxQXoUnZ8RZXAwAARkJhbqp++LVCPfB0xQk/TMrPSdb1F0/XQ6vL1NjWq4zkaN28tEir1m47EjSdTJdzUF3ODu3Y33HM42F2mzKSoz8OnaKVnRb78Y8xio+JGNHfH4zzer2qPtCpDRX1KvmoSd29ozfAu/DjAd5FDPBGkDlpyPTPf/5Tn//850ezFgDwK6UG5zEV5qbKTugOAEDAyB2XqLtvLNaKJ8vV0tF/zNeWLM49EjBJUmNbrx5aXaabLi3Q8ifeH9Kv5/Z4VdfiVF3L8aef4qIdykqLVnbqJyefstNilJEczeknixwe4L1hS4Oa2kd3gPfCgkzNm5mhuGhaKxGcThoy/f73v1df36n/h6utrR3xggDAH9Q2O1XX0mto7Vxa5QAACDjZabG658a5uu+pch1o7DnyeHyM40jAdFhjW69l85a6ewdVvX9Q1fs7j3n80OmnqEPtd2kxR0IoTj8NTVtXv96tPBQs7a3rHrVf99AA7zEfD/DmkhgEv5OGTHV1dXr00UdPubm9vX2k6wEAv1Bm8BSTI9yumZOTLa4GAABYISUhUv/vhiKt/PMWVdUcanHrcg4qIzn6mKApIzlaXc7RaaU67NDpp95DH3rtOPYikrjo8E/mPh0VPnH66VjOfpc+3NakDVsaRnmAd6TOnJWhMxngjRB00pBp9uzZeuSRR065+a677hrxggDAHxhtlSuYnKxI+ugBAAhYsVEO3XndHD38/FZ9uL1Za9ZV6+alRSecyeQvuntdqj7QqeoDx55+sts+Pv101Mmnw2FUfIwjJMIOl9ujip2tWr/l0ADvwVEd4J2hhbMzNX1CEgO8EbJOGjJ9VsAkSWecccaIFgMA/qDLOXjk08zPUpRHqxwAAIEuwhGm/7hylh5fu0PrNtVq1dptuunSgiO3yxkZ+u0PPF6v6lt7Vd/aqzIde/opNir8yImno2/Ay0wJ/NNPXq9XO/Z3aENFg97b2mj4duDhCrPbVJSXqjMPD/AO54NHYEi3y7W1ten111/Xo48+qssuu2yESwIA3yrf2WL4OHVRXqq1xQAAgFFht9t04xfzlJ+TqGde2z3kId/+qqfPpZ0HOrXzBKef0pOjjgufstJilODnp58ONh0a4L2xcnQHeE+bkKiFBWN0xox0BngDn2I4ZOro6NC6dev02muvqbS0VMnJyXK5RichBoDRVFplrFVucna8kuMjLa4GAACMFpvNprNmj9HCgkzVNPToQGP3x5eBHP6nd9Tar0aLx+tVQ2uvGk5w+ikmKvyE4VNmcrQc4b45/XRkgHdFg/bWj94A73HpsVo4O1MLZjHAGziVU4ZMXV1deuONN/Tqq69q06ZNysrKksvl0h/+8AfNnDlTjz/++GjVCQCjwuX2qHxnq6G1xdwqBwBAULLZbJowJk4TxsQd87jH61VLR5/qmp3HhE+1zU61dQ34qFrrOE9y+slmkzKSoo+Z+XR4DlRC7MiffnL2u/TBtiZtqGjQ1j1tGqX53YcGeBdkaGHBGOVkxvr1qS7AX5w0ZPr+97+vDz74QElJSfrc5z6nb3/725o5c+aRHyXphhtuGLVCAWA0bNvbrr4Bt6G1xcxjAgAgpNhtNqUnRSs9KVqzpx7bMt/b71J9S69qm3sOBU8tvapr7gnK009er9TQ1quGtl5trv7U6afIo2c/RSs7LVZZqYdmP5k5/XT4g78NFfUq3dEyav8NYyLDdcaMdJ1ZwABvYChOGjKlpaVpzJgx+spXvqILL7xQKSkpkkR6CyCoGb1VLjUxUjmZsRZXAwAAAkV0ZLgmZcdrUnb8MY8fOv3Ur7rmno+DJ6fqWnpU29yrtq5+H1VrHWe/S7sOdmrXwZOdfoo+rv0uMTZCNptNHq9X1fs7tL6iQe+P4gDv8DCbCnNTtbAgU4UM8AaG5aQh049//GO53W69//77+t///V85nU7Nnz//mDlMzc3NSkvjk3wAwcHr9aq0quWzF+rQKSZCdwAA8FkOnX6KUnpSlGZPPfZrR04/tTgPteB9/GN9i1MDQX366djRBNGRYcpOi1FH96CaO0ZvgPf0CUk6syBT82akK5YB3sCIOGnIdM899+iee+7RggULtGDBArlcLr333nuaMGGC/vM//1OFhYV64YUX9Kc//Wk06wUAy+xv7DH8woZ5TAAAYLg+8/TTx6HT4blPdS1OtXYG3+mn3n63dh3sGpVfa3xGrBYWZGpBQabSEhngDYy0k4ZM77zzjm677TadeeaZWrx4sZKSkrRw4UItXLhQLpdL7777rjo6OkazVgCwlNFb5aIiwjR9QpK1xQAAgJB1zOmnKSnHfK1vwKW6I213n4RP9S1O9Q8G7umn/JxkLVmcq/gYh7qcg1qzrlpVNW0j8twpCZE6c1amFs7OVE5m3GdvADBkJw2ZLrvsMn3rW9/Shg0b9MADD6i/v19nn322zj33XCUkJOjss89WbCzzSAAED6PzmGZPTfHZtb0AACC0RUWEa1JWvCZlHX/6qbWz/7jwqa7ZqRY/P/2Un5Os6y+erodWl6mxrVcZydG6eWmRVq3dNuSg6fAA74WzMzVtQpLsjDkARsVJQ6bvfe97kqTFixdr8eLF6uvr0zvvvKP77rtPLpdL55xzjhYtWjRqhQKAldq7+w0f0+ZWOQAA4G/sNpvSEqOUlhilguNOP7lV33J8+FTnJ6eflizOPRIwSVJjW68eWl2mmy4t0PIn3jf8POFhNhXlpWlhQabm5KYwwBvwgZOGTJ8WFRWlCy64QPPnz9fLL7+sX/ziF1q+fLk2bNhgZX0AMCrKdhgb+G2zSYW5KZ+9EAAAwE9ERYRpYla8Jp7g9FNbZ/8n4dNRw8dH8/RTfIzjSMB0WGNbr+JjjA3jnj4xSQsLMnXGdAZ4A7520pCpp6fnSDuc0+nUW2+9pVdffVXvvfeeIiIidNZZZ+mCCy4YtUIBwEqlBkOmvPGJio+JsLgaAAAA69ltNqUmRik1MUqzJp/g9FPrx8HTMaefetU/6B7ROrqcg8pIjj4maMpIjlaXc/Cke3IyY3VmQabOnJWpVAZ4A37jlO1yV199tV599VVt3LhRYWFhOuuss3Tvvfdq4cKFiojgTRaA4DAw6FblrtbPXiha5QAAQGiIigjTxDHxmjjm2NNPXq9XrV39x4RPh39s6Rja6ac166p189KiE85kOlpqQuShYKmAAd6AvzppyFRZWal7771XZ555pn76059q4cKFioyMHM3aAGBUVO5p04DL2DyC4nxCJgAAELpsNptSE6KUmnD86af+QbfqW3pV29xz6OTT4Z83n/r0U1VNm1at3aabLi04crvc4aHfMVHhmjcjXQsLMpXPAG/A7500ZJo2bZp+97vfKSqKo4cAgltplbFb5cakRCs7LcbiagAAAAJTpCNME8bEacKYY08Zeb1etXUNfBw+9X48++lQ+NTS0SevDgVNh4d8O8LsKsxL1fe/OkuFuanc6gsEkJOGTL/85S8JmAAEPY/Xa3joN6eYAAAAzLPZbEpJiFRKQqRmTT72a4dPP9W3ONXT51JyfITyc5IUE2X4jioAfuSk/+empqaOZh0A4BN7arvU3j1gaG1xHn8vAgAAjKSTnX4CEJg4dwggpJXtMNYqFxsVrrycRIurAQAAAIDARcgEIKRtqjLWKleYm6owO39lAgAAAMDJ8I4JQMhq7uhTTUO3obXMYwIAAACAUyNkAhCyjN4qF2a3afaUlM9eCAAAAAAhjJAJQMgyeqvc9InccAIAAAAAn4WQCUBI6u13aeveNkNri/JolQMAAACAz0LIBCAkbdnVKpfba2htcV6qxdUAAAAAQOAjZAIQkkoNtsqNy4hVRnK0xdUAAAAAQOAjZAIQcjwer+F5THNplQMAAAAAQwiZAISc6gMd6u4dNLS2KJ9WOQAAAAAwgpAJQMgprTJ2iikh1qEpYxMsrgYAAAAAggMhE4CQU7qj2dC6otw02W02i6sBAAAAgOBAyAQgpNS3OFXb7DS0tphWOQAAAAAwjJAJQEgxeorJEWbXrMkpFlcDAAAAAMGDkAlASDE6j2nm5GRFRYRZXA0AAAAABA9CJgAho7t3UFU1HYbWFufRKgcAAAAAZhAyAQgZ5dUt8ni9htYW5aVZXA0AAAAABBdCJgAho3SHsVa5SVnxSkmItLgaAAAAAAguhEwAQoLL7VH5TmMhE7fKAQAAAIB5hEwAQsL2fe3q7XcbWlucT6scAAAAAJhFyAQgJBi9VS41IVITMuMsrgYAAAAAgg8hE4Cg5/V6Vbqj2dDaorw02Ww2iysCAAAAgOBDyAQg6B1o6lFTe5+htcxjAgAAAIChIWQCEPSMtspFRYRpxsRki6sBAAAAgOBEyAQg6BltlSuYkiJHOH8tAgAAAMBQ8G4KQFDr6B7QrgOdhtYW59EqBwAAAABDRcgEIKiVVbfIa2CdTVJhLiETAAAAAAwVIROAoFZmsFUud3yiEmIjLK4GAAAAAIIXIROAoDXgcmvLrlZDa2mVAwAAAIDhIWQCELS27mlX/6DH0Nri/DSLqwEAAACA4EbIBCBobaoy1iqXmRyt7LQYi6sBAAAAgOBGyAQgKHm9XsPzmIrzU2Wz2SyuCAAAAACCGyETgKC0t65bbV0DhtYW5dEqBwAAAADDRcgEICiVGjzFFBMVrvycRIurAQAAAIDgR8gEICiVGpzHNGdqisLD+KsQAAAAAIaLd1YAgk5LZ5/21ncbWjuXW+UAAAAAYEQQMgEIOmVVLYbWhdltmj01xeJqAAAAACA0EDIBCDpG5zFNm5Co2CiHxdUAAAAAQGggZAIQVPoGXPpoT5uhtdwqBwAAAAAjh5AJQFDZsqtNLrfX0NpiQiYAAAAAGDGETACCitFWubHpMcpMiba4GgAAAAAIHYRMAIKGx+NV2Q5jQ785xQQAAAAAI4uQCUDQ2HmwU13OQUNr5+YTMgEAAADASCJkAhA0SquMtcolxDg0ZWyCxdUAAAAAQGghZAIQNIzOYyrKS5XdbrO4GgAAAAAILYRMAIJCQ2uvDjY5Da0tYh4TAAAAAIw4QiYAQcHoKSZHmF0FU5ItrgYAAAAAQg8hE4CgYHQe04xJSYqKCLe4GgAAAAAIPYRMAAJeT++gtu/rMLS2mFvlAAAAAMASPv84v7a2VldddZWio6OPPNbZ2amXX35ZAwMDeuCBB5SamqqmpibdeuutGjdunA+rBeCPyne2yuP1GlpblJdqcTUAAAAAEJp8HjLZ7XbddNNN+trXviZJam1t1c9+9jOlpKTo+9//vi6//HItWrRI69ev1/Lly/XII4/4uGIA/sboPKaJWXFKTYiyuBoAAAAACE0+b5cbM2bMkYBJkv7617/qsssuU3t7u0pKSjR//nxJ0rx581RWVqampiZflQrAD7ncHpVXtxpaW8ytcgAAAABgGZ+HTEdzu9169913ddZZZ6m+vl7R0dGKjIyUJDkcDiUkJKi2ttbHVQLwJ1U1HXL2uwytZR4TAAAAAFjHr0Kmt99+WwsXLlRYWJi8Xq9sNttxa070GIDQZfRWueT4SE0cE2dxNQAAAAAQuvwqZHrxxRd12WWXSZKysrLkdDrV398vSXK5XOrs7FRWVpYPKwTgT7xer8p2tBhaW5yXSkgNAAAAABbym5Bp7969SkxMVFJSkiQpKSlJ8+bNU0lJiSSppKREhYWFSk9P92GVAPzJwWanGtp6Da2lVQ4AAAAArOXz2+UOe+6553TllVce89iyZcu0cuVKbdy4UY2Njbrrrrt8VB0Af1RmsFUu0mHXjElJ1hYDAAAAACHOb0Km22677bjHsrOztXLlSh9UAyAQbNphLGQqmJKiiPAwi6sBAAAAgNDmN+1yAGBGZ8+Adu7vNLS2OI9WOQAAAACwGiETgIBUVt0ir4F1NkmFealWlwMAAAAAIY+QCUBAMnqr3NRxCUqMjbC4GgAAAAAAIROAgDPgcqtiZ6uhtUW0ygEAAADAqCBkAhBwtu5pV/+g29DaufmETAAAAAAwGgiZAAScMoO3yqUnRWlseozF1QAAAAAAJEImAAHG6/Wq1OA8prn5abLZbBZXBAAAAACQCJkABJh99d1q7ew3tLaYVjkAAAAAGDWETAACyqYqY61yMZHhys9JtLgaAAAAAMBhhEwAAkqZwVa5ObkpCg/jrzgAAAAAGC28AwMQMFo7+7WnrsvQ2qI8WuUAAAAAYDQRMgEIGEZvlbPbbCqcmmJxNQAAAACAoxEyAQgYpQZDpvwJiYqNdlhcDQAAAADgaIRMAAJC34BbH+1uN7R2Lq1yAAAAADDqCJkABITK3a0adHsMrS3KT7W4GgAAAADApxEyAQgIpVXGbpXLTovRmJQYi6sBAAAAAHwaIRMAv+fxelVWbWweUzGtcgAAAADgE4RMAPzeroOd6uwZNLS2mFY5AAAAAPAJQiYAfq+0ytgppvgYh3LHJVpcDQAAAADgRAiZAPi90h3G5jEV5qbKbrdZXA0AAAAA4EQImQD4tca2Xh1o7DG0tjiPVjkAAAAA8BVCJgB+zegppvAwmwqmpFhcDQAAAADgZAiZAPg1o/OYZkxMVnRkuMXVAAAAAABOhpAJgN9y9rm0fV+7obXF+WnWFgMAAAAAOCVCJgB+q3xni9wer6G1RcxjAgAAAACfImQC4LfKDM5jmjAmTmmJURZXAwAAAAA4FUImAH7J7fFoc7WxkIlb5QAAAADA9wiZAPilHTUd6ulzGVrLPCYAAAAA8D1CJgB+aVOVsVNMyfERmpgVb3E1AAAAAIDPQsgEwO94vV6V7mg2tLYoN012m83iigAAAAAAn4WQCYDfqWtxqqG119Da4nzmMQEAAACAPyBkAuB3NlUZO8UUEW7XzEnJFlcDAAAAADCCkAmA3ynbYWweU8GUFEU4wiyuBgAAAABgBCETAL/S5RzQjv0dhtYW59EqBwAAAAD+gpAJgF/ZXN0qr/ez19kkFeWlWV4PAAAAAMAYQiYAfsXoPKbJYxOUGBdhcTUAAAAAAKMImQD4jUGXR1t2tRpaO5db5QAAAADArxAyAfAb2/a2qW/AbWgtrXIAAAAA4F8ImQD4jVKDt8qlJ0VpfEasxdUAAAAAAMwgZALgF7xer0oNzmMqykuVzWazuCIAAAAAgBmETAD8Qk1Dj1o6+w2tnZtPqxwAAAAA+BtCJgB+wegppujIME2bkGRtMQAAAAAA0wiZAPiF0h3GQqbZU1MVHsZfXQAAAADgb3inBsDn2rr6tbu2y9Da4rxUi6sBAAAAAAwFIRMAnyszeKuc3WZTYS4hEwAAAAD4I0ImAD5ntFUuLydBcdEOi6sBAAAAAAwFIRMAn+ofdKtyd5uhtcV53CoHAAAAAP6KkAmAT1XubtOgy2NobXE+IRMAAAAA+CtCJgA+VVplrFUuKzVGWakxFlcDAAAAABgqQiYAPuPxeg0P/eZWOQAAAADwb4RMAHxmT22XOnoGDK2lVQ4AAAAA/BshEwCf2WSwVS4u2qHc8QkWVwMAAAAAGA5CJgA+U7bDWMhUmJuiMDt/XQEAAACAP+NdGwCfaGrvVU1Dj6G1tMoBAAAAgP8jZALgE6VVxgZ+h9ltKpiSYnE1AAAAAIDhImQC4BOlBlvlZkxKUkxkuMXVAAAAAACGi5AJwKhz9ru0bW+7obXFebTKAQAAAEAgIGQCMOq27GyV2+M1tLaIkAkAAAAAAgIhE4BRt8lgq1xOZqzSk6IsrgYAAAAAMBIImQCMKrfHo/JqY0O/aZUDAAAAgMBByARgVO3Y36nuXpehtcX5hEwAAAAAECi4sgnAqBl0ebR2Y82Rf8/PSdaSxbmKj3GoyzmoNeuqVVXTJklKiovQpOx4X5UKAAAAADCJkAnAqHD2u/Sr1ZX6aM+hECk/J1nXXzxdD60uU2NbrzKSo3Xz0iKtWrtNVTVtKsxNld1m83HVAAAAAACjaJcDYLmO7gH91xNlRwImSVqyOPdIwCRJjW29emh1mZYszpUkzaVVDgAAAAACCieZAFiqvtWp+54sV2Nb3zGPx8c4jgRMhzW29So+xiFHuF0zJyePZpkAAAAAgGHiJBMAy+yu7dRPHi09LmCSpC7noDKSo495LCM5Wl3OQc2ZmqJIR9holQkAAAAAGAGETAAsUbGrVfc+sVmdzsETfn3NumrdvLToSNB0eCbTmnXVumjeuNEsFQAAAAAwAmiXAzDiNlTU67cvbJfb4z3pmqqaNq1au003XVpw5Ha5VWu3aVpOgqZPpFUOAAAAAAINIROAEbX23Ro99c9dhtZW1bRp+RPvH/n3KxZN1BWLJlpUGQAAAADASoRMAEaEx+vVM6/u0svv7je912aTvnFxnj532lgLKgMAAAAAjAZCJgDD5nJ79LsXt2tDRYPpvY4wu/59yQydPj3dgsoAAAAAAKOFkAnAsPQNuPTr//tIFbtaTe+NiQrXD64q0LQJSSNfGAAAAABgVBEyARiyjp4BPfB0hXbXdpnemxwfqWXXzdb4jDgLKgMAAAAAjDZCJgBD0tjWqxVPlquhtdf03uy0GC27bo7SEqMsqAwAAAAA4AuETABM21vXpfufqlBHz4DpvbnjEvSDq2crPsZhQWUAAAAAAF/xi5Cpr69Pv//97+VyudTZ2anGxkY9/PDDqq+v1wMPPKDU1FQ1NTXp1ltv1bhx43xdLhDSPtrTpgef2aK+AbfpvUV5qfreV2Yq0hFmQWUAAAAAAF/yi5DpkUce0cUXX6xp06ZJksrLyyVJK1as0OWXX65FixZp/fr1Wr58uR555BFflgqEtHcrG/Q/f9kmt8dreu+iwiz9yyV5CrPbLagMAAAAAOBrPn+319fXp/Xr12v79u36zW9+o/vvv18pKSlqb29XSUmJ5s+fL0maN2+eysrK1NTU5OOKgdD0ynsH9PCarUMKmC49e4K++eV8AiYAAAAACGI+f8dXV1en/fv3y26367vf/a4uueQSffvb39a+ffsUHR2tyMhISZLD4VBCQoJqa2t9XDEQWrxer555bZdWvVIts/GSTdLXv5Crry6eLJvNZkV5AAAAAAA/4fN2OafTKUlavHixJGn69OmKiorS5s2bT/imlDeqwOhxuT36w0tVeqe83vTe8DCbvnP5DM2bmWFBZQAAAAAAf+PzkCkj49Ab0LCwTwYBOxwOpaamyul0qr+/X5GRkUeGgmdlZfmqVCCk9A249d/PVWpzdavpvdGRYbplaYFmTkq2oDIAAAAAgD/yebtcenq6CgsLtWnTJklSS0uLWlpadOaZZ2revHkqKSmRJJWUlKiwsFDp6em+LBcICV3OAS3/0+YhBUxJcRH6z28UEzABAAAAQIjx+UkmSfrJT36ihx56SB988IHq6up07733KiUlRcuWLdPKlSu1ceNGNTY26q677vJ1qUDQa2rv1X1PVqiuxWl6b1ZqtJZdN0fpSdEWVAYAAAAA8Gd+ETJlZ2drxYoVJ3x85cqVPqgICE01Dd2678lytXcPmN47ZWy8brt6thJiIyyoDAAAAADg7/wiZALge9v2tunBZyrl7HeZ3jtnaopuvnKWoiLCPnsxAAAAACAoETIB0PtbG/XI89s06PaY3nv2nDG66ZJ8hYf5fMQbAAAAAMCHCJmAEPfaBwf1xNod8g5h7yULc7T0/Mmy2WwjXhcAAAAAILAQMgEhyuv16rk39uiv7+wb0v7rL5yqi+aPH+GqAAAAAACBipAJCEFuj0eP/W2H3iyrM703zG7Tv10+XQtmZVpQGQAAAAAgUBEyASGmf9Ct36zZqtKqZtN7oyLCdMvSWZo1OcWCygAAAAAAgYyQCQgh3b2DeuDPFare32l6b0KsQ3dcO0eTsuItqAwAAAAAEOgImYAQ0dLRpxVPlqu22Wl6b2ZytJZdN0eZKdEWVAYAAAAACAaETEAIONDYoxVPlqutq9/03klZ8br92tlKjI2woDIAAAAAQLAgZAKCXFVNux748xY5+1ym986anKzvf3WWoiP5qwIAAAAAcGq8cwSC2Ifbm/SbNVs16PKY3ntmQab+9dJpCg+zW1AZAAAAACDYEDIBQWrdplo99nKVvF7ze78wf7yu+fwU2W22kS8MAAAAABCUCJmAIOP1evX8W3v1/Ft7h7T/mgum6Itn5oxsUQAAAACAoEfIBAQRj8erx9fu0LpNtab3htlt+tal03TW7DEWVAYAAAAACHaETECQGHC59fCarfpwe7PpvZGOMH3/qzM1e2qqBZUBAAAAAEIBIRMQBHr6BrXyz1tUVdNhem9CjEO3XTNbU8YmWFAZAAAAACBUEDIBAa61s1/3PVWuA409pvemJ0XpzuvmaExqjAWVAQAAAABCCSETEMAONvXovifL1dLZb3rvhDFxuuPa2UqKi7SgMgAAAABAqCFkAgJU9f4OPfDnCnX3ukzvnTkpSd9fWqCYSP4KAAAAAACMDN5hAgGodEez/vvZjzTg8pjeO29mhv7tsulyhNstqAwAAAAAEKoImYAA82ZZnR59qUoer9f03gvPGKfrLpoqu81mQWUAAAAAgFBGyAQECK/Xqxfe2adn39gzpP1Lz5+sSxbmyEbABAAAAACwACETEAA8Hq/+9Eq1Xv3goOm9dptNN305X4sKsyyoDAAAAACAQwiZAD834HLrf/6yTe9vbTK9N9Jh181XzlJhbqoFlQEAAAAA8AlCJsCPOftcenD1Fm3b2256b1y0Q7dfU6Cp4xJHvjAAAAAAAD6FkAnwU21d/br/qXLVNPSY3puWGKVl181RdlqMBZUBAAAAAHA8QibAD9U2O3Xfk+Vq7ugzvXd8RqyWXTdHyfGRFlQGAAAAAMCJETIBfmbngQ794ukt6u4dNL13+oQk3XLVLMVGOSyoDAAAAACAkyNkAvzI5uoWPfRspfoHPab3nj49Xd+5YroiwsMsqAwAAAAAgFMjZAL8xDvl9fr9i9vl9nhN7/3caWP19S/kym63WVAZAAAAAACfjZAJ8DGv16u/bazRM6/tHtL+r5w3SZedPUE2GwETAAAAAMB3CJkAH/J4vXrqHzv1ynsHTO+12aR/+VK+zivOtqAyAAAAAADMIWQCfGTQ5dFvX9imdysbTe91hNv1va/M1Nz8NAsqAwAAAADAPEImwAec/S79anWlPtrTZnpvbFS4fnB1gfJzkka+MAAAAAAAhoiQCRhlHd0Duv+pcu2t7za9NyUhUsuum6Nx6bEWVAYAAAAAwNARMgGjqL7VqfueLFdjW5/pvePSY3XHdbOVmhBlQWUAAAAAAAwPIRMwSnb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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,figsize=(20,10))\n", + "list_mes=['Jan','Fev','Mar', 'Abr','Mai', 'Jun', 'Jul','Ago','Set','Out','Nov','Dec']\n", + "sns.lineplot(y=media_mes_20,x=list_mes,ax=ax,marker='o', linewidth=10)\n", + "plt.title('Média de vendas por mês')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0d1a11e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebook/EDA.ipynb b/Notebook/EDA.ipynb index 280f89a..b916b83 100644 --- a/Notebook/EDA.ipynb +++ b/Notebook/EDA.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4cb511bb", + "id": "54f9c221", "metadata": {}, "source": [ "# EDA do dataset do VLabs Challenge\n", @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "b1d34202", + "id": "b6279b57", "metadata": {}, "source": [ "# Importar pacotes" @@ -22,8 +22,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "7f0dec0a", + "execution_count": 8, + "id": "cd50867b", "metadata": {}, "outputs": [], "source": [ @@ -37,8 +37,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "7b18a4cb", + "execution_count": 7, + "id": "d399d077", "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "fc66838a", + "id": "81028ee4", "metadata": {}, "source": [ "# Carregar os dados" @@ -57,8 +57,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "331ebe64", + "execution_count": 9, + "id": "884f4de7", "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "44b700e5", + "id": "5cec6a99", "metadata": {}, "source": [ "## Pré-visualizar" @@ -76,8 +76,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "302e655f", + "execution_count": 9, + "id": "d4efa344", "metadata": {}, "outputs": [ { @@ -184,7 +184,7 @@ "4 4366938 2020-01-02 23 1 13.17 181284 FIS" ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -199,8 +199,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "c0dc8b14", + "execution_count": 10, + "id": "453d5c1a", "metadata": {}, "outputs": [ { @@ -277,7 +277,7 @@ "4 19 0.0" ] }, - "execution_count": 5, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -292,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "5b623d57", + "id": "ca3bf31a", "metadata": {}, "source": [ "# Entendendo as colunas" @@ -300,7 +300,7 @@ }, { "cell_type": "markdown", - "id": "2db36474", + "id": "55ec8a1d", "metadata": {}, "source": [ "O dataset compreende uma lista de vendas feitas em diferentes varejos a diferentes clientes.\n", @@ -318,16 +318,16 @@ }, { "cell_type": "markdown", - "id": "68d00c81", + "id": "8e0af44b", "metadata": {}, "source": [ - "A partir desses dados, precisamos prever o LTV para cada cliente após 90 dias." + "A partir desses dados, precisamos prever o LTV acumulado de 90 dias para cada cliente." ] }, { "cell_type": "code", - "execution_count": 6, - "id": "b8ce9fb7", + "execution_count": 19, + "id": "0e045ad6", "metadata": {}, "outputs": [], "source": [ @@ -340,8 +340,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "894ffe44", + "execution_count": 12, + "id": "618ffc7e", "metadata": {}, "outputs": [ { @@ -371,8 +371,8 @@ }, { "cell_type": "code", - "execution_count": 108, - "id": "58ad9675", + "execution_count": 13, + "id": "ba2c6987", "metadata": {}, "outputs": [ { @@ -396,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "c233ff73", + "id": "bcab0819", "metadata": {}, "source": [ "# Pré-processamento\n", @@ -406,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "942dc3c7", + "id": "a901a182", "metadata": {}, "source": [ "## Valores Faltantes" @@ -414,8 +414,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "dd486491", + "execution_count": 15, + "id": "006ed2e6", "metadata": {}, "outputs": [ { @@ -431,7 +431,7 @@ "dtype: int64" ] }, - "execution_count": 8, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -442,7 +442,7 @@ }, { "cell_type": "markdown", - "id": "a4e6b9fe", + "id": "37afc7ca", "metadata": {}, "source": [ "Nenhum valor faltante." @@ -450,7 +450,7 @@ }, { "cell_type": "markdown", - "id": "3e82b201", + "id": "f8253eed", "metadata": {}, "source": [ "## Dtypes" @@ -458,7 +458,7 @@ }, { "cell_type": "markdown", - "id": "1a763444", + "id": "2c706f63", "metadata": {}, "source": [ "Vamos garantir que as colunas estão nos formatos certos para facilitar a manipulação, principalmente da variável de tempo `DT_VENDA`:" @@ -466,8 +466,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "d2ee70aa", + "execution_count": 20, + "id": "df3d4c9f", "metadata": {}, "outputs": [], "source": [ @@ -492,8 +492,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "45c2e4b1", + "execution_count": 21, + "id": "5beb5971", "metadata": {}, "outputs": [ { @@ -525,7 +525,7 @@ }, { "cell_type": "markdown", - "id": "a1df4fc4", + "id": "83ca532c", "metadata": {}, "source": [ "## Feature de tempo" @@ -533,7 +533,7 @@ }, { "cell_type": "markdown", - "id": "5ed757f4", + "id": "9930f30b", "metadata": {}, "source": [ "Para facilitar a manipulação, vamos abrir a variável `DT_VENDAS` em `ANO`, `MES` e `DIA`:" @@ -541,8 +541,8 @@ }, { "cell_type": "code", - "execution_count": 102, - "id": "07a7c526", + "execution_count": 22, + "id": "15cd2efc", "metadata": {}, "outputs": [], "source": [ @@ -554,7 +554,7 @@ " x['ANO'] = x['DT_VENDA'].dt.year\n", " x['MES'] = x['DT_VENDA'].dt.month\n", " x['DIA'] = x['DT_VENDA'].dt.day\n", - " x = x.drop(['DT_VENDA'],axis=1).copy()\n", + " #x = x.drop(['DT_VENDA'],axis=1).copy()\n", " except Exception as err:\n", " print('Erro em fix_dtype_func')\n", " print(err)\n", @@ -566,8 +566,8 @@ }, { "cell_type": "code", - "execution_count": 103, - "id": "82a27072", + "execution_count": 23, + "id": "bd2362f4", "metadata": {}, "outputs": [ { @@ -592,6 +592,7 @@ " \n", " \n", " ID_VENDA\n", + " DT_VENDA\n", " LOJA\n", " QTD_SKU\n", " VALOR\n", @@ -606,6 +607,7 @@ " \n", " 0\n", " 1176550\n", + " 2020-01-02\n", " 37\n", " 1\n", " 9.50\n", @@ -618,6 +620,7 @@ " \n", " 1\n", " 11683461\n", + " 2020-01-02\n", " 15\n", " 1\n", " 6.64\n", @@ -630,6 +633,7 @@ " \n", " 2\n", " 3326484\n", + " 2020-01-02\n", " 29\n", " 5\n", " 446.87\n", @@ -642,6 +646,7 @@ " \n", " 3\n", " 7317475\n", + " 2020-01-02\n", " 18\n", " 1\n", " 6.13\n", @@ -654,6 +659,7 @@ " \n", " 4\n", " 4366938\n", + " 2020-01-02\n", " 23\n", " 1\n", " 13.17\n", @@ -668,15 +674,15 @@ "" ], "text/plain": [ - " ID_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL ANO MES DIA\n", - "0 1176550 37 1 9.50 337763 FIS 2020 1 2\n", - "1 11683461 15 1 6.64 195687 FIS 2020 1 2\n", - "2 3326484 29 5 446.87 56059 FIS 2020 1 2\n", - "3 7317475 18 1 6.13 297533 FIS 2020 1 2\n", - "4 4366938 23 1 13.17 181284 FIS 2020 1 2" + " ID_VENDA DT_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL ANO MES DIA\n", + "0 1176550 2020-01-02 37 1 9.50 337763 FIS 2020 1 2\n", + "1 11683461 2020-01-02 15 1 6.64 195687 FIS 2020 1 2\n", + "2 3326484 2020-01-02 29 5 446.87 56059 FIS 2020 1 2\n", + "3 7317475 2020-01-02 18 1 6.13 297533 FIS 2020 1 2\n", + "4 4366938 2020-01-02 23 1 13.17 181284 FIS 2020 1 2" ] }, - "execution_count": 103, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -689,19 +695,31 @@ }, { "cell_type": "code", - "execution_count": 104, - "id": "dfdbefe1", + "execution_count": 54, + "id": "6e0a244e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n de amostras de 2020: 1395907\n", + "n de amostras de 2021: 234705\n" + ] + } + ], "source": [ "df_20 = df_time[df_time['ANO']==2020]\n", - "df_21 = df_time[df_time['ANO']==2021]" + "df_21 = df_time[df_time['ANO']==2021]\n", + "\n", + "print(f'n de amostras de 2020: {len(df_20)}')\n", + "print(f'n de amostras de 2021: {len(df_21)}')" ] }, { "cell_type": "code", - "execution_count": 105, - "id": "be36be9f", + "execution_count": 55, + "id": "e980a363", "metadata": {}, "outputs": [ { @@ -726,6 +744,7 @@ " \n", " \n", " ID_VENDA\n", + " DT_VENDA\n", " LOJA\n", " QTD_SKU\n", " VALOR\n", @@ -740,6 +759,7 @@ " \n", " 1395907\n", " 11387535\n", + " 2021-01-02\n", " 18\n", " 12\n", " 289.45\n", @@ -752,6 +772,7 @@ " \n", " 1395908\n", " 2942502\n", + " 2021-01-02\n", " 31\n", " 2\n", " 49.57\n", @@ -764,6 +785,7 @@ " \n", " 1395909\n", " 8563927\n", + " 2021-01-02\n", " 8\n", " 3\n", " 53.69\n", @@ -776,6 +798,7 @@ " \n", " 1395910\n", " 1864130\n", + " 2021-01-02\n", " 39\n", " 2\n", " 6.93\n", @@ -788,6 +811,7 @@ " \n", " 1395911\n", " 8668443\n", + " 2021-01-02\n", " 16\n", " 4\n", " 31.94\n", @@ -808,10 +832,12 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", " 1630607\n", " 2479951\n", + " 2021-02-24\n", " 38\n", " 3\n", " 94.69\n", @@ -824,6 +850,7 @@ " \n", " 1630608\n", " 10228861\n", + " 2021-02-24\n", " 2\n", " 5\n", " 141.58\n", @@ -836,6 +863,7 @@ " \n", " 1630609\n", " 11911135\n", + " 2021-02-24\n", " 13\n", " 12\n", " 191.66\n", @@ -848,6 +876,7 @@ " \n", " 1630610\n", " 11202897\n", + " 2021-02-24\n", " 18\n", " 3\n", " 71.57\n", @@ -860,6 +889,7 @@ " \n", " 1630611\n", " 2681248\n", + " 2021-02-24\n", " 40\n", " 2\n", " 16.55\n", @@ -871,27 +901,40 @@ " \n", " \n", "\n", - "

234705 rows × 9 columns

\n", + "

234705 rows × 10 columns

\n", "" ], "text/plain": [ - " ID_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL ANO MES DIA\n", - "1395907 11387535 18 12 289.45 149310 FIS 2021 1 2\n", - "1395908 2942502 31 2 49.57 118591 FIS 2021 1 2\n", - "1395909 8563927 8 3 53.69 327205 FIS 2021 1 2\n", - "1395910 1864130 39 2 6.93 51178 FIS 2021 1 2\n", - "1395911 8668443 16 4 31.94 141369 FIS 2021 1 2\n", - "... ... ... ... ... ... ... ... ... ...\n", - "1630607 2479951 38 3 94.69 23473 FIS 2021 2 24\n", - "1630608 10228861 2 5 141.58 259864 FIS 2021 2 24\n", - "1630609 11911135 13 12 191.66 299242 FIS 2021 2 24\n", - "1630610 11202897 18 3 71.57 353139 IFOOD 2021 2 24\n", - "1630611 2681248 40 2 16.55 91963 FIS 2021 2 24\n", + " ID_VENDA DT_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL ANO \\\n", + "1395907 11387535 2021-01-02 18 12 289.45 149310 FIS 2021 \n", + "1395908 2942502 2021-01-02 31 2 49.57 118591 FIS 2021 \n", + "1395909 8563927 2021-01-02 8 3 53.69 327205 FIS 2021 \n", + "1395910 1864130 2021-01-02 39 2 6.93 51178 FIS 2021 \n", + "1395911 8668443 2021-01-02 16 4 31.94 141369 FIS 2021 \n", + "... ... ... ... ... ... ... ... ... \n", + "1630607 2479951 2021-02-24 38 3 94.69 23473 FIS 2021 \n", + "1630608 10228861 2021-02-24 2 5 141.58 259864 FIS 2021 \n", + "1630609 11911135 2021-02-24 13 12 191.66 299242 FIS 2021 \n", + "1630610 11202897 2021-02-24 18 3 71.57 353139 IFOOD 2021 \n", + "1630611 2681248 2021-02-24 40 2 16.55 91963 FIS 2021 \n", + "\n", + " MES DIA \n", + "1395907 1 2 \n", + "1395908 1 2 \n", + "1395909 1 2 \n", + "1395910 1 2 \n", + "1395911 1 2 \n", + "... ... ... \n", + "1630607 2 24 \n", + "1630608 2 24 \n", + "1630609 2 24 \n", + "1630610 2 24 \n", + "1630611 2 24 \n", "\n", - "[234705 rows x 9 columns]" + "[234705 rows x 10 columns]" ] }, - "execution_count": 105, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -902,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "cc7e438a", + "id": "678da57c", "metadata": {}, "source": [ "# Exploração" @@ -910,28 +953,30 @@ }, { "cell_type": "markdown", - "id": "b76de185", + "id": "c1b8e39b", "metadata": {}, "source": [ "Perguntas:\n", "- valor médio por mês\n", - "- valor\n", - "- valor médio por cliente - tentar discretizar - ver quartis\n", - "- " + "- valor médio por cliente - vale clusterizar clientes?\n", + "- valor médio por cliente por canal\n", + "- valor médio por cliente por loja\n", + "- número médio de SKUs por cliente \n", + "- número de vendas por mês" ] }, { "cell_type": "markdown", - "id": "5f2871a2", + "id": "2c5dcd31", "metadata": {}, "source": [ - "## Valor médio por mês" + "## Análises por mês" ] }, { "cell_type": "code", - "execution_count": 83, - "id": "dd423e76", + "execution_count": 25, + "id": "b34d60ce", "metadata": {}, "outputs": [ { @@ -970,8 +1015,39 @@ }, { "cell_type": "code", - "execution_count": 84, - "id": "93c06bda", + "execution_count": 60, + "id": "db0a40f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=df['DT_VENDA'],y=df['VALOR'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "6675e269", "metadata": {}, "outputs": [ { @@ -997,7 +1073,154 @@ }, { "cell_type": "markdown", - "id": "eabfbd71", + "id": "37ecd748", + "metadata": {}, + "source": [ + "## Análises por dia" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "91e76a37", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANO MES DIA\n", + "2020 1 2 46.335368\n", + " 3 47.271817\n", + " 4 54.438757\n", + " 5 52.836892\n", + " 6 45.806341\n", + " ... \n", + "2021 2 20 72.017364\n", + " 21 64.780064\n", + " 22 71.522051\n", + " 23 70.470321\n", + " 24 73.402055\n", + "Name: VALOR, Length: 406, dtype: float64\n" + ] + } + ], + "source": [ + "media_mes_20 = df_time.groupby(['ANO','MES','DIA'])['VALOR'].mean()\n", + "print(media_mes_20)\n", + "media_mes_21 = df_time.groupby(['ANO','MES','DIA'])['VALOR'].mean()\n", + "#print(media_mes_21)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "33220253", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df_time,\n", + " hue='DIA',\n", + " x_vars=['DIA','MES'],\n", + " y_vars='VALOR',\n", + " height=5,\n", + " plot_kws={'alpha':0.15, 'linewidth':0}\n", + " )\n", + "plt.suptitle('Valor Vendido por dia, mes e ano')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "075f4e87", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,figsize=(20,10))\n", + "list_mes=['Jan','Fev','Mar', 'Abr','Mai', 'Jun', 'Jul','Ago','Set','Out','Nov','Dec']\n", + "axis = sns.lineplot(y=media_mes_20,x=df_time['DT_VENDA'],ax=ax,marker='o', linewidth=10, mec='gold',mfc='black',mew=4,color='black')\n", + "axis.set_xticks=[x for x in range(12)]\n", + "axis.set_xticklabels = list_mes\n", + "plt.title('Média de vendas por mês')\n", + "#sns.lineplot(y=media_mes_21,x=['Jan','Fev'],ax=ax,marker='o', linewidth=10, mec='gold',mfc='black',mew=10,color='orange')\n", + "#plt.legend(['2020','2021'], loc='best',fontsize=50)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "7f655fe7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 2020-01-02\n", + "1 2020-01-02\n", + "2 2020-01-02\n", + "3 2020-01-02\n", + "4 2020-01-02\n", + " ... \n", + "1630607 2021-02-24\n", + "1630608 2021-02-24\n", + "1630609 2021-02-24\n", + "1630610 2021-02-24\n", + "1630611 2021-02-24\n", + "Name: DT_VENDA, Length: 1630612, dtype: datetime64[ns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_time['DT_VENDA']" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "1e03fc0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RangeIndex(start=0, stop=406, step=1)\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f0c08604", "metadata": {}, "source": [ "## Ticket médio de cada cliente\n", @@ -1008,7 +1231,7 @@ { "cell_type": "code", "execution_count": 101, - "id": "d00d9d6c", + "id": "5657d8a7", "metadata": {}, "outputs": [ { @@ -1126,13 +1349,84 @@ { "cell_type": "code", "execution_count": null, - "id": "456dcc04", + "id": "ff657cca", "metadata": {}, "outputs": [], "source": [ "# ticked médio de todos os clientes\n", "print(f'valor médio de df.groupby(['ID_CLIENTE'])['VALOR'].mean().mean()" ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8d00113d", + "metadata": {}, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "def test_stationarity(timeseries):\n", + " \n", + " #Determing rolling statistics\n", + " rolmean = timeseries.rolling(window=12).mean()\n", + " rolstd = timeseries.rolling(window=12).std()\n", + "\n", + " #Plot rolling statistics:\n", + " orig = plt.plot(timeseries, color='blue',label='Original')\n", + " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", + " std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", + " plt.legend(loc='best')\n", + " plt.title('Rolling Mean & Standard Deviation')\n", + " plt.show(block=False)\n", + " \n", + " #Perform Dickey-Fuller test:\n", + " print('Results of Dickey-Fuller Test:')\n", + " dftest = adfuller(timeseries, autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print(dfoutput)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "68bdd7d8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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oL4pTXmkaM2sEtAZWpfthREQaNmxI79696dmzJ8cee2zKbs1HjBhR3tvtgAEDyk+IV6dL9GiLFi3CzLjqqqvKy7777jsaN27MhRdeWO3517aUSSM4tzAemOec+1vUoGeB4cHr4cAzUeXDzKypmXXBn/B+L6jCWmdmBwXzPCtmmsi8TgZed4V6AYmI5FTz5s2ZOXMmc+bMoW3bttx9990ZzSebXaLvsccePP/88+Xvn3jiCXr06JGVede2MEcahwK/AH5iZjODxxDgZmCQmS0ABgXvcc7NBR4HPgFeBi5wzpUF8zoP+Cf+5PjnwEtB+XignZktBC4jaIklIlIdBx98MEuWLAFg5syZHHTQQRQXF3PCCSewevXqpNOG6RL9/fffp7i4mIMPPpjf/va35V2tx2revDndunUrP4qZNGkSp556avnwFStWcNJJJ7H//vuz//7788477wDw3nvvccghh9CnTx8OOeQQ5s+fD8CECRM48cQTGTx4MF27duV3v/td9b6oNKS8TsM5N4345xwABiaY5gbghjjlM4Aq36pzbhNwSqpYRKSA5KJv9ChlZWVMnTqVc845B4CzzjqLv//97xx++OFcffXVXHvttdwRcl6JukQ/++yzGTt2LIcccghXXJF8X3fYsGFMnDiRnXfemYYNG7LLLruwdKmvob/kkkv4zW9+Q//+/fn66685+uijmTdvHvvssw9vvfUWjRo14rXXXuMPf/hDeYeMM2fO5KOPPqJp06bsvffeXHTRRey2227JQsgKXREuInXKxo0b6d27N4sWLaJv374MGjSItWvXsmbNGg4//HAAhg8fzimnhN9Pjdcl+po1a1i3bh2HHHIIAGeccUalKqhYgwcP5qqrrqJDhw6cdtpplYa99tprfPLJJ+Xvv//+e9atW8fatWsZPnw4CxYswMzYunVr+TgDBw4s7x+re/fufPXVV0oaIlLActE3OhXnNNauXcvPfvYz7r77boYPH556wiTidYme7mnXJk2a0LdvX2677Tbmzp3Lc889Vz5s27ZtTJ8+nebNm1ea5qKLLuKII45gypQpLFq0iAEDBiSMqbS0NM1PlRn1cisidVLr1q0ZM2YMo0ePpkWLFrRp04a3334bgIceeqj8qCNTbdq0oWXLlvz3v/8FYOLEiSmnufzyy7nlllto167yZWhHHXUUd911V/n7mUG13tq1a9l1V38524QJE6oVb7YoaYhIndWnTx969erFxIkTeeCBB/jtb39LcXExM2fO5Oqrr672/MePH8+oUaM4+OCDcc6l7E69R48ecY96xowZw4wZMyguLqZ79+7cd999APzud7/jyiuv5NBDD6WsrKzKdLmgrtElp9Q1et1SqF2jZ2r9+vVsv/32ANx8880sW7aMO++8M8dRVVDX6CIieeSFF17gpptuorS0lE6dOuVNFVJNUtIQEcnQaaedVqUlVF2ncxoiIhKakoaIiISmpCEiIqEpaYiISGhKGiJSp+Rb1+jbtm3j4osvpmfPnuy7777sv//+fPnllwDceOONCae75pprGD16dLWXn21KGiJSp+Rb1+iTJk1i6dKlzJo1i9mzZzNlypTy+SZLGvlKSUNE6qx86Bp92bJldOzYkQYN/Oa2qKiINm3acMUVV5R3rvjzn/8cgBtuuIG9996bI488srwb9Hyj6zREpEZceuml5X0oZUvv3r1Dd2eeL12jn3rqqfTv35+3336bgQMHcuaZZ9KnTx9uvvlm7rrrrvLv6IMPPmDixIl89NFHlJaWst9++9G3b99Q8dUmHWmISJ0S2Xtv164dq1atStg1+ltvvRV6nmG7Ro+nqKiI+fPnc9NNN9GgQQMGDhzI1KlTq4z39ttvc8IJJ9CiRQtatWrFcccdl+Ynrx060hCRGhF2Lz7b8rFr9KZNm3LMMcdwzDHH0KFDB55++mkGDqx6DzuzRPe7yx860hCROilfukb/8MMPy+/Qt23bNmbNmkWnTp0AaNy4cfmNlX784x8zZcoUNm7cyLp16yrdbyOf6EhDsubSS2HUKOjePdeRiHixXaOfe+65bNiwgT322IP777+/2vMfP348I0eOZLvttmPAgAFxu0Zfvnw5I0eOZPPmzQAccMABXHjhhQCMGjWK4uJi9ttvPx555BFOO+00evfuTadOnTjssMOqHV9NUNfokhVbtkDTptC2LaxcGX46dY1et6hrdHWNLhLKtm3++YcfchuHSG1S1+giIhKaukYXEammQq3yrmtq6ndQ0hCRrGnWrBkrV65U4sgx5xwrV66kWbNmWZ+3qqdEJGuKioooKSlhxYoVuQ6l3mvWrBlFRUVZn6+ShohkTePGjenSpUuuw5AapOopEREJTUlDRERCU9IQEZHQlDRERCQ0JQ0REQlNSUNEREJT0hARkdCUNEREJDQlDRERCU1JQ0REQlPSEBGR0FImDTP7l5ktN7M5UWXXmNkSM5sZPIZEDbvSzBaa2XwzOzqqvK+ZzQ6GjbHgDupm1tTMJgXl/zOzzln+jCIikiVhjjQmAIPjlN/unOsdPF4EMLPuwDCgRzDNPWbWMBj/XmAU0DV4ROZ5DrDaObcXcDtwS4afRUREaljKpOGcewtYFXJ+Q4GJzrnNzrkvgYXAAWbWEWjlnJvufEf7DwLHR03zQPB6MjAwchQiIiL5pTrnNC40s1lB9VWboGxXYHHUOCVB2a7B69jyStM450qBtUC7eAs0s1FmNsPMZqi/fhGR2pdp0rgX2BPoDSwDbgvK4x0huCTlyaapWujcWOdcP+dcv/bt26cVsIiIVF9GScM5961zrsw5tw0YBxwQDCoBdosatQhYGpQXxSmvNI2ZNQJaE746TEREalFGSSM4RxFxAhBpWfUsMCxoEdUFf8L7PefcMmCdmR0UnK84C3gmaprhweuTgdedbjAsIpKXUt7u1cweAwYAO5pZCfBnYICZ9cZXIy0Cfg3gnJtrZo8DnwClwAXOubJgVufhW2I1B14KHgDjgYfMbCH+CGNYFj6XiIjUACvUnfp+/fq5GTNm5DoMCWzaBM2bQ9Om/nVYkXZyBboaihQcM/vAOdcv0+l1RbiIiISmpCEiIqEpaYiISGhKGiIiEpqShoiIhKakISIioSlpiIhIaEoaIiISmpKGiIiEpqQhIiKhKWmIiEhoShoiIhKakoaIiISmpCEiIqEpaYiISGhKGiIiEpqShoiIhKakISIioSlpiIhIaEoaIiISmpKGiIiEpqQhIiKhKWmIiEhoShoiIhKakoaIiISmpCEiIqEpaYiISGhKGiIiEpqShoiIhKakISIioSlpiIhIaEoaIiISmpKGiIiEpqQhIiKhKWmIiEhoShoiIhKakkaOlJWBc7mOQkQkPSmThpn9y8yWm9mcqLK2ZvaqmS0InttEDbvSzBaa2XwzOzqqvK+ZzQ6GjTEzC8qbmtmkoPx/ZtY5y58x72zcCI0awUkn5ToSEZH0hDnSmAAMjim7ApjqnOsKTA3eY2bdgWFAj2Cae8ysYTDNvcAooGvwiMzzHGC1c24v4Hbglkw/TKFYt84/T5uW2zhERNKVMmk4594CVsUUDwUeCF4/ABwfVT7RObfZOfclsBA4wMw6Aq2cc9Odcw54MGaayLwmAwMjRyEiIpJfMj2n0cE5twwgeN4pKN8VWBw1XklQtmvwOra80jTOuVJgLdAuw7hERKQGZftEeLwjBJekPNk0VWduNsrMZpjZjBUrVmQYooiIZCrTpPFtUOVE8Lw8KC8BdosarwhYGpQXxSmvNI2ZNQJaU7U6DADn3FjnXD/nXL/27dtnGLqIiGQq06TxLDA8eD0ceCaqfFjQIqoL/oT3e0EV1jozOyg4X3FWzDSReZ0MvB6c9xARkTzTKNUIZvYYMADY0cxKgD8DNwOPm9k5wNfAKQDOublm9jjwCVAKXOCcKwtmdR6+JVZz4KXgATAeeMjMFuKPMIZl5ZOJiEjWpUwazrnTEwwamGD8G4Ab4pTPAHrGKd9EkHRERCS/6YpwEREJTUlDJIGGDUFXDIlUpqQhksC2bbmOQCT/KGmIiEhoShoiIhKakoaIiISmpCEiIqEpaYiISGhKGiIiEpqShoiIhKakISIioSlpiIhIaEoaIiISmpKGiIiEpqRRoH7/eygpST2eSF3Vvz9cdlmuo6h/lDQK0DffwK23wpAhuY5EJHfeeQduvz3XUdQ/ShoFaNMm//z997mNQ6RQffVVriMoXEoaIlKvjBkDnTvDu+/mOpLCpKQhdZJzUFaWejypf2bO9M+ffprTMAqWkobUSSNHQqNGsGpVriMRqVuUNKROmjbNPy9fnts4ROoaJQ0REQlNSUNEREJT0hARkdCUNEREJDQlDRERCU1JQ0REQlPSkILy6acweXKuo5B898ILMGpUrqOomxrlOgApHN9/Dz17wsKF0KRJbmLo1s0/O5eb5Uth+NnP/PPYsbmNoy7SkYaEdv31sHgx/OMf2ZzrCOClbM5QRGqQkoaEVlrqn7duzeZcHwDUx7vUvvvvz3UEhUlJQ0TqpUhXM5IeJQ0REQlNSUNEREJT0pCkzOCYY3IdhYjkCyUNSenll3MdQd1yySXwyiu5jkIkM0oaIrVszBgYPDjXUYhkRklDRPLascf6alLJD9VKGma2yMxmm9lMM5sRlLU1s1fNbEHw3CZq/CvNbKGZzTezo6PK+wbzWWhmY8y0ioiI9/zzuY5AomXjSOMI51xv51y/4P0VwFTnXFdgavAeM+sODAN6AIOBe8ysYTDNvcAooGvw0MF7YOPGbF9MJ6k0bgznn5/rKETyU01UTw3FX+ZL8Hx8VPlE59xm59yXwELgADPrCLRyzk13zjngwahp6r0WLXLXz1P6GlNWNinXQVRbaSnce2+uo8gPq1fDkCHq60sqVDdpOODfZvaBmUX6lOzgnFsGEDzvFJTvCiyOmrYkKNs1eB1bXoWZjTKzGWY2Y8WKFdUMXbJp06ZNQCmlpcNzHUqt+OYbuP32XEdR8y6+GF56CV58MdeRSL6obtI41Dm3H3AMcIGZ/TjJuPHOU7gk5VULnRvrnOvnnOvXvn379KMVyZJBg+Cyy2DVqlxHUrM2bqz8LFKtpOGcWxo8LwemAAcA3wZVTgTPy4PRS4DdoiYvApYG5UVxykXy1sqV/nnTptzGIVLbMk4aZradmbWMvAaOAuYAzwKROorhwDPB62eBYWbW1My64E94vxdUYa0zs4OCVlNnRU0jIiJ5pDo3YeoATAlaxzYCHnXOvWxm7wOPm9k5wNfAKQDOublm9jjwCVAKXOCcKwvmdR4wAWiOv7mCbrCQZUVFsGSJTmjWtrffhuJiaN0615GIZEfGScM59wXQK075SmBggmluAG6IUz4D6JlpLJLakiW5jqD+KSuDH/8Y9toLFizIdTQi2aErwoEbb/RNC0WyKXJU9+WXuY1DJJvqfdJYsAD++Ec45ZTsznfhQt/1wbp12Z1vMqWlcNJJFXfYE/n1r+Gzz3IdRWE47bTcd1diBrvtlnq8XKr3SSOyUc9208mbb/bPk2rxWrc77oCnnvLPkl8aN4YBA2p3matXw9ixcNRRtbvcXHIu8w3/449nN5ZMlZSkHieX6n3SqEvWr6/8LPmjtBT+85/aXWak+5kNG2p3ublUm0f29ZWShojkhJl//OUv4cZfvRqefTb95TRp4pdz2WXpTytVKWmISBUvvgiHH147y3rqqXDjHXYYDB2a3pFTaWnFEVd96PalNihpiNRjZWXw8MNVy3/6U3jrrdqPJ5lIXf+WLeGnOfvsmokl28zgrrtyHUU4Shoi9djvfw+/+EXtn2+pLfPnhxuvrCz1ODXtootyHUE4ShoiOZIPG6rI3vuyZbmNI9fGjs11BIVDSUMkR66+OtcRSMQPP+Q6gsKhpCHVNno0tGmTerxkIu3rH3wwOzEVgm+/zXUENWv9ev+b3nJL9uc9enT25ynhKGnkzCycqxv9al9/fXrjm8F++1Uui3Tjcuml1Y/n7LPD12VLzfn6a//8wAPJx8vEb3+b/Xkm8803sHlz7S4zXylp5MAPP6wHerF27dG5DqXG3HSTTw7ffBN/+Ecf1dyyJ0youXlL/tqwAT7+uGbm3bGj73hSqtc1umRoQ9DQvLR0Xo4jqTkvvOCfFy6EnXeu/vy++w4a1MIuzqefJl5+48bq4jyfHXoozJyZfJzqtFDK9+49aouONCQvvP568uHt20O7dtlZVu/ecO218Yd16xb97ltgSfnyd9ghO8uXmhGmSvKuuyou9itEO+8MQ4bkNgYljXru3HNhypRcR5F5L8PO+Z5c0+nZ9+OP4Zprwoy5M5XvRFw4Hn0UOnTIzbJHjID//jfx8A0boG/fWgunikK+Edm338JLOb5FnZJGPfePf8CJJ/rXc+f68xCFdP+HsWP9I1ULnaVLYcWK2okpVpjrMSL9MGXLmWemP83f/lb1nudPPpn+fB54AA4+OPHwm26CDz9Mf76JHH989uYVbcsW/5ukqvKqCdleH7JJSaOaiooy+4PWhI0bq5ZF7usRRqSVyxNPZC+mmnbuuf557drk4+26K+y0U+WyMWPgqqvSX+bixTV3Mdy++6b+vSZNgs8/z+5yp0+Hyy+H88/P7nzjyXYrpGeeyW4SiohUmfbpk3rcRx7xv1t9uEhSSaOalizxK0ztu5zS0sWVSm69tepYudhLqg2JTlin45JL0m8uDP6+3zVlzpzU4wwblv2WPCtX+ufly9Of9rzzqn+dTuSajoUL05nqXsDX1cQeIdW2yI7j3XfnNo7aoKRRgJYvXwb8jeXLh2AG++yT/WX885+5Ozx+7TX45JPk41Q+YR2PA6oeehVKB3aF5L77YM2a6s1j8mT/nF4SPx/wZ4UPPTT+kXY8jzxSAhhQN66Tqm31PmkkakWTrkcfrfy+Ji8E2rLFz3zbNn/HmZq4kC2XdzEbNAh69Eh/uhUros8f/BJowZo1lW/J+MYb1Y2ufhs8GPbeO/6wLVuSJ/vJk/2OSJgT0e+9F/4+G8m8/3680j8Hz49lPN+SEl+ll8obb8C2bRkvhv/8B7p0yXz6mlDvk0aym7qsXRu+GuSeeypeb94cv7vp6ojXRjwfOrxL5bDDqjd9q1b+BG0q69b5cxaRk/rg/9GrVmVQ35IG5+C22yrez5+ff4lpxYrwR40vvAAXX5x4+CuvJL7n+HHHVU72sf+dyHxT1fs/+SQceCD8+c/Jx8ucK39+7bXM5rDbbnDIIcnHef99+MlP4MorK5ePGVNRHQjJr24//XRYtCizasOaUu+TRjI77ZS8GiTRRjvsYXI6hg6FBQvCjbt1a0Xri2RNWZ95JpNIMvyX4TewrVqlN826df4EbYVngPMAePfditLIifAPPqg8/U9/Wv07tkU35429kc/f/gb/938VjQj22cdvKKpr772hRQt/JXI6stHq5u9/z2y62KOMsDdXilZWBiefnNnyK7sHSH0Ge9CgyhvwdCW75mNxcMrx1lsrfpMlS/y5tOOO86/NkvejFTlKiT1a+eKLzGOuLiWNBK6+uvLNXnbfveqfMVE7+FQteTLx4Yfwox+FG/fGG8ONl25TxY8/vgcYxOzZTwPw6quVj7BSGT06vXs49+oVr/R44D4g7LUWlTf0mTS7ja6OGTeu8rBIp4OZdD44fnziYZ995nc+EnXDUh1PPlnRL1Q6fve75MOrUyUbOdcUpurqN78JM8cLgJkpxnm40rIz0aRJ5fc33OC3Ew0awEknVR0/0pvuu+/6lpfpiO7M8/TT05s2m5Q0AnPn+o0g+L2H666rPHxx5YZKvPxy4j2Uzp3DL3fiRLjzztxXNZnBX/8ab8jpwCQA1qzxTVtWrfK7OUcdBRdcEH9+8S7uSreZ6KxZ6Y0Pfu8tmXi3Cj3iiOR7jNF7dfPm+YvXquc9/NXm4Y4MZs70jQPmzq1c3rRpRaulZcvCH2GcfDJ06pR+R4LRRw4TJ1YdXtNVKJGdsez1LebrEdevr95cpk6tWpbtCwi3boXhwyve57LzRCWNwJYtfiMI4X7wp5/OznJPP9337HrJJYnGcFTUwSbWtm245Z10km/pkmwDU1YWfTg8ERhWafizz1Y9V9EAX4fThC18+WW4JPjyy+Firmlvvun3GCtOms4Dvks4fnSCia4ii2YWvzGB/94PxF9tHk6fPr4apWfPyuVbtlS0WpoX041ZmHW4OskvzJ5u2KboyToZ/Ne/AI7At3aqGW+8Ufm8QrrVe0ceGW68665LP5lEjmB33z296WqSkkYteO+9+BvR6BUo0clF/xOl/pkiXYun8tRT/uroZP7wh6p7T2aVL6CaNq3i9dq10ChIGoZjjz0qT3vVVdC/f9XlZHKNRE064IDIq+5A+xRjzwaOK796fuPGqhub55/PanhA4mQ8cGDqabduhdmz4w9LvIGfChhr12Z+Of28eZWP1NO5rumccwDezHjZ2Rbvdw7r6qt9DwyFTkkjjmStdX75y/jl77wTb2XazKef+pYgjRr5k18QfwMaVuYr3S2Ar5TOpDlrdVx/vf9+wtwdLWzyy71jgecAXycTr5HC9OkOv4d8edWBGYpXD57oaCdWkyZQXJzuEu8F4KGHqt5E3Cz8Oa3ZswvraunYBhUR1TlpDvnVCipT9TJprFkDq8qb76/H/7H/WT48tolctPvvD3uIOR5oxuzZ75WXPPec3yMMcyHU2LHx92gi3WbE9z3QOHiOdQUQ96RFrYn93t55p3rz++qritePZd7kPkORVhKJe0pctChyWHAnMA6ofn1cvBPjQ4cmm+JIIHEfG5MmhVvuf/4T/5xU2CrGf/873HjZ6V0h00O8e4hUgyVqJPLPf8Yvz54RwDU1vZBqqZdJo02b6G62I/VCfpcpVdtrCHv7Sn+dwJo1lc/mpuoCPOLNNxMPS/zHugO/Ebsj3EJqWba7W0lcpZePRgHH1MicE58/WomvXjo2ydTbgHjdHA8mm+cR7rwzXqkFj3HxBsbxHJCqzfZGKn/ezVHLSdXHR0WrjkQNI9Lr5qSqxP+Br/FXqD8AZOmK4xpSL5NGMmGu8ly0KPGwdOo7GxN/zTz77OR7zvfdl2jItpjn+mA1foOQTpvXfkB2T6hklhDjNOXKqkg2SXYDiSuBE4HYDrVeyVIMn5LsaMwL22HTL4B1wJok48R+1l9Evb4wyXSVD6O+/Tb+UVTN9TPXCehdUzPPqnqdNDKt20/nvMJ771Utaxu0zGlFxQUdr75aUX1TeLcr/RVbiO2xbgnw0wTjb4+/3iLaVjKr/4/spUZdls3RQLK+VT4AMujeNuuS1IPWmkgdX4q2yhn5FuiGb7adbfFOzqzHN2eOtijk/KoebVU+OjoGf6RTkwrjxvb1Ommk6hQvIt6VrdVpBWEJmtDOnQtnnJH5fBNLdgb6Uir+DA7IpF/0yXHKhgMvAjMSxBN7OXqk6ub+BMuIVDGEkagCfSSQ6lLa/UMuP427PpGo/ij6d5kITEswXqyHqahWTWQskO5dmD6mavPuDG6owS+Ad/HVYwAxF5iwDqhuG9LoZmCR3/sQYFCK6YymaR3hPYI/f/UycFwa01XXXPz/J5YBLWsxjqrqddLwUl++He/KzgqRjUnlDcPuwR7czoRvMrJtW7gTui3wVyO1YyV+zzyS1eLVhc7B79kncicVf4a7gVPxG7DFxHbDUIxvUN+DBO02K9kU85xKdBvf1/HXSiQTSTq/TzrWTkTOHEcaO/wsamhTqiaieEku1sdAmCao6TTKPx04jHDJ8RdAgl4DyyVtMRHHbHz1yBUpxltC1cQ7HGgY9f5h4NA4027Gr4834devaKvwnzty0YYjcbKNdTTQGuKul1V7LGxcZYclkQ+BM/HrSay5VE6okd8tWx2P9cQfqZdRdV2r5tWI1VTvkkbV5rSJOgqaDVxCxR843p5m9FU90X/SpXwd9NG0F9U8c1buWHyzWWgT1OmuZD3wNyA2qz0WxDqSxHvOULU11ddRz+cS2w3DDsF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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n" + ] + } + ], + "source": [ + "df_test = df_time['VALOR'].copy()\n", + "df_test.index = df_time['DT_VENDA']\n", + "test_stationarity(df_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e97f579e", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/Notebook/First_model.ipynb b/Notebook/First_model.ipynb new file mode 100644 index 0000000..19596b9 --- /dev/null +++ b/Notebook/First_model.ipynb @@ -0,0 +1,1402 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7bf6922a", + "metadata": {}, + "source": [ + "# Import Libs" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "611d2b5c", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import time\n", + "\n", + "from sklearn.preprocessing import FunctionTransformer, MinMaxScaler\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "\n", + "from prophet import Prophet\n", + "from lightgbm import LGBMRegressor\n", + "import lightgbm as lgb" + ] + }, + { + "cell_type": "markdown", + "id": "2df31c02", + "metadata": {}, + "source": [ + "# Import Data" + ] + }, + { + "cell_type": "code", + "execution_count": 268, + "id": "65439511", + "metadata": {}, + "outputs": [], + "source": [ + "data_path = 'C:/Users/ticom/VLabs/Data'\n", + "df = pd.read_csv(data_path+'/sales_20_21_train.csv', header=0, parse_dates=['DT_VENDA'])\n", + "df_sub = pd.read_csv(data_path+'/sample_submission.csv',header=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 270, + "id": "c8fc653e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(126616, 2)" + ] + }, + "execution_count": 270, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_sub.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 271, + "id": "4decdde3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "210269" + ] + }, + "execution_count": 271, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['ID_CLIENTE'].nunique()" + ] + }, + { + "cell_type": "markdown", + "id": "caeaae16", + "metadata": {}, + "source": [ + "# Estratégia" + ] + }, + { + "cell_type": "markdown", + "id": "08d06bdd", + "metadata": {}, + "source": [ + "Temos dados de janeiro de 2020 até o fim de fevereiro de 2021 e precisamos prever o quanto cada cliente gastará nos próximos 90 dias. Vamos treinar o modelo com os dados de jan20 até nov20 e usaremos os valores de dez20, jan21 e fev21 como target do treinamento.\n", + "\n", + "A submissão será feita com os dados de abr20 até fim de fev21." + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "id": "085efee4", + "metadata": {}, + "outputs": [], + "source": [ + "# intervalo de 90 dias\n", + "nov_d = pd.to_timedelta(90,unit='d')" + ] + }, + { + "cell_type": "markdown", + "id": "29c13017", + "metadata": {}, + "source": [ + "Definindo início do período de validação (target do treino):" + ] + }, + { + "cell_type": "code", + "execution_count": 412, + "id": "b863314f", + "metadata": {}, + "outputs": [], + "source": [ + "val_start = '2020-11-25'" + ] + }, + { + "cell_type": "code", + "execution_count": 413, + "id": "1aa1e39c", + "metadata": {}, + "outputs": [], + "source": [ + "df_train = df[df['DT_VENDA']<=val_start]\n", + "df_test = df[df['DT_VENDA']>'2020-04-01']" + ] + }, + { + "cell_type": "code", + "execution_count": 414, + "id": "5dec3ff4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ID_VENDA DT_VENDA LOJA QTD_SKU VALOR ID_CLIENTE CANAL\n", + "355932 4336789 2020-04-02 24 2 17.48 241846 FIS\n", + "355933 96480 2020-04-02 31 7 106.75 319966 ECM\n", + "355934 4181455 2020-04-02 27 4 260.25 295528 FIS\n", + "355935 4336979 2020-04-02 24 6 93.78 125463 FIS\n", + "355936 6582700 2020-04-02 3 3 113.04 148168 FIS\n", + "... ... ... ... ... ... ... ...\n", + "1630607 2479951 2021-02-24 38 3 94.69 23473 FIS\n", + "1630608 10228861 2021-02-24 2 5 141.58 259864 FIS\n", + "1630609 11911135 2021-02-24 13 12 191.66 299242 FIS\n", + "1630610 11202897 2021-02-24 18 3 71.57 353139 IFOOD\n", + "1630611 2681248 2021-02-24 40 2 16.55 91963 FIS\n", + "\n", + "[1274680 rows x 7 columns]" + ] + }, + "execution_count": 210, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test" + ] + }, + { + "cell_type": "markdown", + "id": "1781d424", + "metadata": {}, + "source": [ + "# Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "id": "a0e7dcc9", + "metadata": {}, + "outputs": [], + "source": [ + "primary_key = ['ID_VENDA']\n", + "cat_vars = ['LOJA','ID_CLIENTE','CANAL']\n", + "num_vars = ['QTD_SKU']\n", + "time_vars = ['DT_VENDA']\n", + "target = ['VALOR']" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "id": "be019a08", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "max date: 2021-02-24 00:00:00 \n", + "min date: 2020-01-02 00:00:00 \n", + "val date: 2020-11-25 00:00:00\n" + ] + } + ], + "source": [ + "max_date = df['DT_VENDA'].max()\n", + "min_date = df['DT_VENDA'].min()\n", + "print('max date: ',max_date,'\\nmin date: ',min_date,'\\nval date: ',val_start)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "ee041a66", + "metadata": {}, + "outputs": [], + "source": [ + "def fix_dtype_func(x):\n", + " \"\"\" Acerta os tipos das colunas \"\"\"\n", + " x=x.copy()\n", + " try:\n", + " for var in cat_vars:\n", + " x[var] = x[var].astype('O')\n", + " for var in num_vars:\n", + " x[var] = x[var].astype('int')\n", + " #for var in time_vars:\n", + " # x[var] = pd.to_datetime(x[var])\n", + " except Exception as err:\n", + " print('Erro em fix_dtype_func')\n", + " print(err)\n", + " return x\n", + "\n", + "# Viabiliza usar a função como um transformador do scikit-learn\n", + "get_fix_dtype = FunctionTransformer(fix_dtype_func)\n", + "\n", + "def time_features_func(x):\n", + " \"\"\" Cria colunas com ano, mês e dia das vendas\"\"\"\n", + " # cria cópia para não alterar o df original por acidente\n", + " x=x.copy()\n", + " try:\n", + " x['ANO'] = x['DT_VENDA'].dt.year\n", + " x['MES'] = x['DT_VENDA'].dt.month\n", + " x['DIA'] = x['DT_VENDA'].dt.day\n", + " #x = x.drop(['DT_VENDA'],axis=1).copy()\n", + " #x = x.set_index('DT_VENDA')\n", + " except Exception as err:\n", + " print('Erro em fix_dtype_func')\n", + " print(err)\n", + " return x\n", + "\n", + "# Viabiliza usar a função como um transformador do scikit-learn\n", + "get_time_features = FunctionTransformer(time_features_func)" + ] + }, + { + "cell_type": "markdown", + "id": "adedd1be", + "metadata": {}, + "source": [ + "# Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 415, + "id": "006fa607", + "metadata": {}, + "outputs": [], + "source": [ + "def treated_data(df_pp):\n", + " max_date = df_pp['DT_VENDA'].max()\n", + " \n", + " #agrupar por cliente somando o valor\n", + " cust_revenue = df_pp.groupby(['ID_CLIENTE'])['VALOR'].sum().copy()\n", + " #ordenar por data\n", + " cust_revenue.sort_values(ascending=False, inplace=True)\n", + " # transformar em df\n", + " cust_rev = pd.DataFrame(cust_revenue)\n", + " # feature com número de compras feitas no período de teste\n", + " cust_rev['n_compras'] = df_pp.groupby(['ID_CLIENTE'])['ID_VENDA'].count()\n", + " # std entre os valores das compras de cada cliente\n", + " cust_rev['std entre compras'] = df_pp.groupby('ID_CLIENTE')['VALOR'].std()\n", + " # preenche NAN com 0\n", + " #cust_rev['std entre compras'] = cust_rev['std entre compras'].fillna(0)\n", + " # meadia entre os valores das compras de cada cliente\n", + " cust_rev['valor medio'] = df_pp.groupby('ID_CLIENTE')['VALOR'].mean()\n", + " \n", + " # diferença entre a data da primeira e ultima compra\n", + " cust_rev['periodo_compras'] = df_pp.groupby(['ID_CLIENTE'])['DT_VENDA'].max() - df_pp.groupby(['ID_CLIENTE'])['DT_VENDA'].min()\n", + " cust_rev['periodo_compras'] = cust_rev['periodo_compras'].apply(lambda x: x.days)\n", + " # data da ultima compra\n", + " cust_rev['ultima compra'] = max_date - df_pp.groupby(['ID_CLIENTE'])['DT_VENDA'].max()\n", + " cust_rev['ultima compra'] = cust_rev['ultima compra'].apply(lambda x: x.days)\n", + " # soma do VALOR dos ultimos 3 meses de cada cliente\n", + " cust_rev['valor_3m'] = df_pp[\n", + " df_pp['DT_VENDA']>(df_pp['DT_VENDA'].max() -pd.to_timedelta(90, unit='d'))\n", + " ].groupby(['ID_CLIENTE'])['VALOR'].sum()\n", + " \n", + " return cust_rev.fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 314, + "id": "b525fd7d", + "metadata": {}, + "outputs": [], + "source": [ + "x_train = treated_data(df_train)\n", + "x_test = treated_data(df_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 417, + "id": "c52142c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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VALORn_comprasstd entre comprasvalor medioperiodo_comprasultima compravalor_3m
ID_CLIENTE
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VALORn_comprasstd entre comprasvalor medioperiodo_comprasultima compravalor_3m
ID_CLIENTE
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" + ], + "text/plain": [ + " VALOR n_compras std entre compras valor medio \\\n", + "ID_CLIENTE \n", + "377218 95759.93 50 920.877760 1915.198600 \n", + "104935 87665.94 50 2583.622370 1753.318800 \n", + "13657 43870.65 57 529.093980 769.660526 \n", + "99880 43493.29 92 713.235719 472.753152 \n", + "260921 40232.65 78 161.455085 515.803205 \n", + "\n", + " periodo_compras ultima compra valor_3m \n", + "ID_CLIENTE \n", + "377218 324 2 19755.91 \n", + "104935 228 75 9516.43 \n", + "13657 314 14 11204.93 \n", + "99880 320 6 13508.67 \n", + "260921 209 118 0.00 " + ] + }, + "execution_count": 416, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_test.head()" + ] + }, + { + "cell_type": "markdown", + "id": "4a164420", + "metadata": {}, + "source": [ + "## Target" + ] + }, + { + "cell_type": "code", + "execution_count": 420, + "id": "9b2da808", + "metadata": {}, + "outputs": [], + "source": [ + "# cria uma lista vazia com o os clientes de index \n", + "y_aux = pd.Series(np.zeros(len(x_train)))\n", + "y_aux.index = x_train.index" + ] + }, + { + "cell_type": "code", + "execution_count": 423, + "id": "8429d309", + "metadata": {}, + "outputs": [], + "source": [ + "# cria o target para o treino como a soma da var \"VALOR\" agrupada por cliente \n", + "# entre as datas de 25 de nov20 a 24 de fev21\n", + "y_train = df[df['DT_VENDA']>val_start].groupby(['ID_CLIENTE'])['VALOR'].sum()\n", + "y_train = (pd.DataFrame(y_aux).join(y_train)).fillna(0).drop(0,axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 424, + "id": "e2e7563d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ID_CLIENTE VALOR\n", + "0 4 204.257687\n", + "1 9 0.000000\n", + "2 12 160.261764\n", + "3 15 28.155334\n", + "4 19 410.745132\n", + "... ... ...\n", + "126611 384409 0.000000\n", + "126612 384411 0.000000\n", + "126613 384415 217.382027\n", + "126614 384418 0.000000\n", + "126615 384420 163.461419\n", + "\n", + "[126616 rows x 2 columns]" + ] + }, + "execution_count": 431, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred1 = pd.DataFrame(df_sub['ID_CLIENTE']).join(pred_serie).fillna(0)\n", + "pred1" + ] + }, + { + "cell_type": "code", + "execution_count": 407, + "id": "ab22181f", + "metadata": {}, + "outputs": [], + "source": [ + "data = {'ID_CLIENTE': pred2['ID_CLIENTE'],\n", + " 'VALOR': pred2['VALOR']}\n", + "sub = pd.DataFrame(data)\n", + "sub.to_csv(r\"C:/Users/ticom/VLabs/Submissions/sub1.csv\", index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Notebook/Second_model.ipynb b/Notebook/Second_model.ipynb new file mode 100644 index 0000000..7155d24 --- /dev/null +++ b/Notebook/Second_model.ipynb @@ -0,0 +1,146 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "779e0884", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ada2668a", + "metadata": {}, + "outputs": [], + "source": [ + "data_path = 'C:/Users/ticom/VLabs/Data'\n", + "df = pd.read_csv(data_path+'/sales_20_21_train.csv', header=0, parse_dates=['DT_VENDA'])\n", + "df_sub = pd.read_csv(data_path+'/sample_submission.csv',header=0)" + ] + }, + { + "cell_type": "markdown", + "id": "91d5691d", + "metadata": {}, + "source": [ + "# Prophet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea345bc5", + "metadata": {}, + "outputs": [], + "source": [ + "model= Prophet(**model_params)\n", + "data['cap']=data['y'].max() + data['y'].std()*0.05" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13d87e13", + "metadata": {}, + "outputs": [], + "source": [ + "model_params = {'daily_seasonality':False,\n", + " 'weekly_seasonality':False,\n", + " 'yearly_seasonality': True,\n", + " 'seasonality_mode':'multiplicative',\n", + " 'growth':'logistic'}" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "02714215", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "unexpected character after line continuation character (Temp/ipykernel_2296/1581457418.py, line 2)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"C:\\Users\\ticom\\AppData\\Local\\Temp/ipykernel_2296/1581457418.py\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m data['cap']=data['y'] \\\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected character after line continuation character\n" + ] + } + ], + "source": [ + "model= Prophet(**model_params)\n", + "data['cap']=data['y'].max() + data['y'].std()*0.05\n", + "\n", + "model.fit(data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b9f6f0f", + "metadata": {}, + "outputs": [], + "source": [ + "future = model.make_future_dataframe(periods=90)\n", + "future['cap'] = min(data['cap'].max()*2,150)\n", + "\n", + "forecast = model.predict(future)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9586ac8", + "metadata": {}, + "outputs": [], + "source": [ + "# Prophet\n", + "\n", + "model= Prophet(**model_params)\n", + "data['cap']=data['y'].max() + data['y'].std()*0.05\n", + "\n", + "model_params = {'daily_seasonality':False,\n", + " 'weekly_seasonality':False,\n", + " 'yearly_seasonality': True,\n", + " 'seasonality_mode':'multiplicative',\n", + " 'growth':'logistic'}\n", + "\n", + "model= Prophet(**model_params)\n", + "data['cap']=data['y'].max() + data['y'].std()*0.05\n", + "\n", + "model.fit(data)\n", + "\n", + "future = model.make_future_dataframe(periods=90)\n", + "future['cap'] = min(data['cap'].max()*2,150)\n", + "\n", + "forecast = model.predict(future)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Requeriments/requeriments.txt.txt b/Requeriments/requeriments.txt.txt new file mode 100644 index 0000000..668cae1 --- /dev/null +++ b/Requeriments/requeriments.txt.txt @@ -0,0 +1,5 @@ +pystan=2.19.1.1 +prophet +pandas +numpy +sklearn \ No newline at end of file diff --git a/Submissions/sub1-1.csv b/Submissions/sub1-1.csv new file mode 100644 index 0000000..a46a60d --- /dev/null +++ b/Submissions/sub1-1.csv @@ -0,0 +1,126617 @@ +ID_CLIENTE,VALOR +4,204.25768662486337 +9,0.0 +12,160.26176360659628 +15,28.155334330471515 +19,410.74513214734213 +24,28.928179734084054 +26,0.0 +28,0.0 +29,0.0 +31,87.09298941842684 +33,0.0 +37,0.0 +38,276.88353266211624 +39,44.318129896016465 +40,0.0 +42,233.95071766654993 +44,0.0 +46,0.0 +47,0.0 +52,72.70704477472978 +54,236.60723133690993 +55,60.699703859193114 +57,0.0 +59,198.54081969398533 +61,403.58800617518176 +63,0.0 +64,496.85063687029805 +65,0.0 +67,121.52672310185012 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