1226 lines
558 KiB
Plaintext
1226 lines
558 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"import xgboost as xgb\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"train_data = pd.read_csv('./data/train.csv')\n",
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"test_data = pd.read_csv('./data/test.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"train_data.drop(train_data[(train_data[\"GrLivArea\"]>4000)&(train_data[\"SalePrice\"]<300000)].index,inplace=True)#pandas 里面的条件索引"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"train_data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(2917, 81)"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"all_data = pd.concat([train_data, test_data]).reset_index(drop=True)\n",
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"all_data.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 50,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>特征名称</th>\n",
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" <th>缺失率</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>PoolQC</td>\n",
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" <td>0.995885</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>MiscFeature</td>\n",
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" <td>0.962963</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Alley</td>\n",
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" <td>0.937586</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Fence</td>\n",
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" <td>0.807270</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>FireplaceQu</td>\n",
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" <td>0.473251</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>LotFrontage</td>\n",
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" <td>0.177641</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>GarageYrBlt</td>\n",
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" <td>0.055556</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>GarageCond</td>\n",
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" <td>0.055556</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>GarageType</td>\n",
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" <td>0.055556</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>GarageFinish</td>\n",
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" <td>0.055556</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>GarageQual</td>\n",
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" <td>0.055556</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>BsmtFinType2</td>\n",
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" <td>0.026063</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>12</th>\n",
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" <td>BsmtExposure</td>\n",
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" <td>0.026063</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>BsmtQual</td>\n",
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" <td>0.025377</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>BsmtCond</td>\n",
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" <td>0.025377</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>15</th>\n",
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" <td>BsmtFinType1</td>\n",
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" <td>0.025377</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>16</th>\n",
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" <td>MasVnrArea</td>\n",
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" <td>0.005487</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>17</th>\n",
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" <td>MasVnrType</td>\n",
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" <td>0.005487</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>18</th>\n",
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" <td>Electrical</td>\n",
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" <td>0.000686</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" 特征名称 缺失率\n",
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"0 PoolQC 0.995885\n",
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"1 MiscFeature 0.962963\n",
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"2 Alley 0.937586\n",
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"3 Fence 0.807270\n",
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"4 FireplaceQu 0.473251\n",
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"5 LotFrontage 0.177641\n",
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"6 GarageYrBlt 0.055556\n",
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"7 GarageCond 0.055556\n",
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"8 GarageType 0.055556\n",
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"9 GarageFinish 0.055556\n",
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"10 GarageQual 0.055556\n",
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"11 BsmtFinType2 0.026063\n",
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"12 BsmtExposure 0.026063\n",
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"13 BsmtQual 0.025377\n",
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"14 BsmtCond 0.025377\n",
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"15 BsmtFinType1 0.025377\n",
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"16 MasVnrArea 0.005487\n",
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"17 MasVnrType 0.005487\n",
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"18 Electrical 0.000686"
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]
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},
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"execution_count": 50,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"miss_value = train_data.isnull().sum().sort_values(ascending=False).to_frame().reset_index()\n",
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"miss_value.columns = ['feature', 'miss_per']\n",
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"miss_value = miss_value[miss_value.miss_per > 0]\n",
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"miss_value.miss_per = miss_value.miss_per / train_data.shape[0]\n",
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"miss_value.columns = ['特征名称', '缺失率']\n",
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"miss_value"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Id 0\n",
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"Foundation 0\n",
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"Heating 0\n",
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"SaleCondition 0\n",
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"CentralAir 0\n",
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" ... \n",
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"SalePrice 1459\n",
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"Fence 2346\n",
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"Alley 2719\n",
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"MiscFeature 2812\n",
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"PoolQC 2908\n",
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"Length: 81, dtype: int64"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"miss = all_data.isnull().sum().sort_values(ascending=True)\n",
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"miss"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"删除缺失比例过高的列"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Alley\n",
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"FireplaceQu\n",
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"PoolQC\n",
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"Fence\n",
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"MiscFeature\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"(2917, 76)"
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"all_cols = [x for x in all_data.columns if x != 'Id' and x != 'SalePrice']\n",
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"for col in all_cols:\n",
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" if miss[col] > 1000:\n",
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" print(col)\n",
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" all_data.drop(columns=[col], inplace=True)\n",
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"all_data.shape"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 58,
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"metadata": {},
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"outputs": [],
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"source": [
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"import seaborn as sns\n",
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"from scipy.stats import norm\n",
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"from scipy import stats"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 59,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
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" warnings.warn(msg, FutureWarning)\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<AxesSubplot:xlabel='SalePrice', ylabel='Density'>"
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]
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},
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"execution_count": 59,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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||
"sns.distplot(train_data.SalePrice, fit=norm)"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 61,
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||
"metadata": {},
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"outputs": [
|
||
{
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||
"data": {
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",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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||
"rest = stats.probplot(train_data.SalePrice, plot=plt)"
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||
]
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||
},
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{
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||
"cell_type": "code",
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||
"execution_count": 63,
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||
"metadata": {},
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"outputs": [
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||
{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
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" warnings.warn(msg, FutureWarning)\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<AxesSubplot:xlabel='SalePrice', ylabel='Density'>"
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]
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},
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"execution_count": 63,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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iYtauXWtBMtWVebMQnATSGj1O9Wxr7AHgLQBjzDogGIj3Yiblh/bllxEdGkhwoPs8gbqaag5sWcegsdcTEOiwON3l0hMj2H+mrOFqahdMnjyZqKgoPvzwQ4uSqa7Km4UgB0gXkd4i4sA9GLzgkmNOANMARGQQ7kKgfT+qXe3PL73oRLJDO3Koq61hyHjfGSRuLD3JPY300u4hh8NBVlYWy5cv1yUnVLvyWiEwxtQDjwBLgb24ZwftFpGnRGSO57DvAv8hItuB14GvGF1zV7WjmnonhwsrLioEe3JWERYZTY8BwyxM1rxukcF0iwxmxf6Cy/bdcsstVFZWsnLlyo4Pprosr1683hizGPcgcONtTzS6vweY5M0Myr8dLqjA6TINZxTX1lRzcNsGhk/OsnRJiSsREW4alMgHW09SU+8kKODfOTMyMkhMTOTDDz9k1qxZFqZUXYnVg8VKedU+z4yhCy2CQ9s3Uldbw+CxN1gZq0XTBiZSUetkw5GLp5Ha7XZmzZrFqlWrKC0ttSid6mq0EKgubX9+GQ67jfhw98Vo9mxcRVhkDD0GDLU42ZVN6hdPcKCNT/Zd3j00a9Ys6urqWLFihQXJVFekhUB1aXvzy+iXGI7dJu5uoR0bGTR2ss92C10QHGhnUt94sveeuexSlcOHDyc5OZmPP/7YonSqq9FCoLq0/fmlDOwWAcDB7Ruor61hsA8tKXElWYOTyCuqYs/pi7uARISsrCzWrFlDRUWFRelUV6KFQHVZ5ytqOVNaw8BkdyHYs3EV4VGxpKVfuuSVb8oanIRNYMmu/Mv2TZ8+ndraWp09pNqFFgLVZV0YKB7YLZLa6ioObd/IoAzf7xa6IC48iHG9Y/moiUIwatQoEhIStHtItQstBKrL2udZWmJgcgQHtm2gvq6WweN8e7bQpWYNTeZQQTmHCi6+RoHNZiMrK4tVq1ZRWVlpUTrVVWghUF3WvvxS4sLca/zvyVlFeHQsaelDrI7VJjOHdgNg8c7LWwUzZsygurqaNWvWdHQs1cVoIVBd1v78MgYmR1BZWcnhHTkMHnsDYutc/+STIoMZ1yuWD7advGz20JgxY4iNjWXp0qUWpVNdRef6VijVSk6XYf+ZMgZ2i2TlypXU19UyaOz1Vse6KnNHdedwYQW7T108e8hut5OZmcnKlSupqalp5tlKtUwLgeqSjp+roLrOxcBuESxbtsw9W6hf55gtdKnZQ5MJsAkLtruv2/TahhMNt8AeI6msrOTX/3i/YZtSbdWqQiAi74nIzU1dK0ApX7Qv3z242ifWwerVq+k/akKn6xa6ICbMwdQBCSzYdgqn6+LuoZ4DRxAcFs7enNUWpVNdQWu/Gc8B9wIHReS3IjLAi5mUumb7TpdiEzh7eBeVlZUMHNO51za8bVQq+aXVrD548dLU9oAABoyeyIGt66mvq7UonersWlUIjDHZxpj7gNHAMSBbRNaKyFdFJNCbAZW6Gnvzy+iTEM6qlZ8QERFBr0EjrI50TbIGJxEX5uCNjbmX7RuUcT01VRUc3bOt44OpLqHVbWURiQO+AjwIbAX+F3dhWOaVZEpdg335pfRPDGXFihVMmTIFe0Dn/n3FEWDjzjGpZO89Q2n1xdcs7j14JEEhoezdpN1D6uq0doxgPrAaCAU+Z4yZY4x50xjzKBDuzYBKtVVZdR2556uIqsijqKiIzMxMqyO1i7vGplHvMmw5XnTR9oBAB+kjJ3Bg63pcTqdF6VRn1toL07zguchMAxEJMsbUGGMyvJBLqTZpPFvm+Dn3Qmy7Nq7BHhDI6eBe+N6ViduuT0I4E/rEsul4ETf0T8Am0rBv4JhJ7Fr3CScO7ISJvS1MqTqj1nYN/bKJbevaM4hS7SW/tBqM4cy+HPoMHYMjOMTqSO3mnnE9OF9Ry5HCi1cd7Tssg4BAB/s2r7UomerMrtgiEJFuQAoQIiKjgAu/gkTi7iZSyufkl1QTVH6asvOFTL3ti1bHaVczhnQjJNDOxmPn6Zf4715ZR1AwfYdlsH/LZxhjkEatBaVa0lLX0AzcA8SpwB8bbS8DfuSlTEpdk/ySasLP7aVKbPQfOcHqOO0qONDO6B7RrD9ynrLqOiKC/z0IPmDMRPZvWcuuXbsYNmyYhSlVZ3PFriFjzMvGmBuBrxhjbmx0m2OMea+DMirVasYY8kurcebtoMeAoYRGRFkdqd2N6x2H0xhyjl08aNx/xHhsdjvLlulEPtU2LXUN3W+M+T+gl4g8dul+Y8wfm3iaUpYprqqjtvgMtnMnGThzjtVxrtqVlopIiAgiPTGcjUfPMaV/AnabuxsoJDySngOHs2zZMr7zne9o95BqtZYGi8M8P8OBiCZuSvmU/JJq7Kd3ATBg9ESL03jPdX3iKK2uv+wylgPHTOLYsWMcPnzYomSqM7pii8AY8zfPz593TBylrk1+qbsQJPXsR1RcotVxvKZ/twhiQgNZd/gcw1L+3f01YNREPvrXX1i2bBn9+vWzMKHqTFp7QtnTIhIpIoEislxECkXkfm+HU6qt8k7lYys6zqBOvrZQS2wiTOgTx7FzFZwuqWrYHhETx8iRI8nOzrYwnepsWnsewXRjTClwC+61hvoB3/NWKKWu1uk9OYB7Bk1XN6ZnDIF2Yf2Rcxdtz8rKYs+ePZw8edKiZKqzaW0huNCFdDPwtjGmxEt5lLpqdU4Xlce2ERyTREL3nlbH8bpQRwAjUqPZlltMZW19w/YLS2poq0C1VmsLwSIR2QeMAZaLSAJQ3dKTRGSmiOwXkUMi8oNmjvmCiOwRkd0i8lrroyt1sdz8c9jOHiJt6Hi/mTFzXd846pyGzY3WH+rRowcDBgzQaaSq1Vq7DPUPgIlAhjGmDqgA5l7pOSJiB54FZgGDgXtEZPAlx6QDPwQmGWOGAN9u6x9AqQt2bV6LGBdDx062OkqHSY4KoVdcKBuOnsfV6JrGmZmZbNmyhbNnz1qYTnUWbblk00DgLhH5EnAnML2F48cBh4wxR4wxtcAbXF48/gN41hhTBGCMKWhDHqUucmzHBkxwJIOGDLU6Soea0CeO8xW1HPBclQ3c4wTGGD755BMLk6nOorWzhl4B/gBMBsZ6bi2tOpoCNL6KRp5nW2P9gf4i8pmIrBeRmc28/0MisklENhUWFjZ1iPJzdbU1lBzbSUivEdjtdqvjdKgh3aOIDA5gXaNB4/79+5OWlqbjBKpVWrsMdQYw2BhjWjyy7e+fDkzFvZ7RKhEZZowpbnyQMWYeMA8gIyOjvTOoLuDQzs1QX0v3weOsjtLh7DZhXO9YsvcWUFhWA4CIkJWVxSuvvEJZWRkREXr+p2pea7uGdgHd2vjaJ4G0Ro9TPdsaywMWGGPqjDFHgQO4C4NSbbJz42pMYAjpQ0ZaHcUSY3vFYhdh/dF/twoyMzOpq6tj1apVFiZTnUFrC0E8sEdElorIggu3Fp6TA6SLSG8RcQB3A5c+533crQFEJB53V9GR1oZXCqC+vp4jOzbiTBpEapx//uYbERzIsNQothwvorzGPZV0xIgRxMfH6+wh1aLWdg39rK0vbIypF5FHgKWAHXjJGLNbRJ4CNhljFnj2TReRPYAT+J4x5lzzr6rU5TZt2kRdVTmm+zASI4OsjmOZCX3i2JZbzPwteXzxul7YbDamTZvGwoULqa6uJjg42OqIyke1dvrop7jPKA703M8BtrTieYuNMf2NMX2NMb/ybHvCUwQwbo8ZYwYbY4YZY9646j+J8lvZ2dlgDySh33ACbG2ZCNe1pMWEkBIdwsvrjnNhOC8rK4vKykrWrtUrl6nmtXbW0H8A7wB/82xKwd2to5SljDEsX74ckgaQEh9tdRxLiQjX9YnjUEE5aw+7G9bjxo0jMjJSu4fUFbX216eHgUlAKYAx5iDQdZd2VJ3G7t27yc/PpzZpCN2ju861ia/WsNQoYsMcvLz2GACBgYFMnTqVFStWUFdXZ2045bNaWwhqPCeFASAiAYBO41SWy87Oxmaz4eymhQAg0G7j8xmpLN9XQEGZexWYrKwsSkpK2LRpk8XplK9qbSH4VER+hPsi9lnA28BC78VSqnWys7Pp1m8o4gilW6QOhgJ8ISMNp8vw7mb3bO1JkyYRHBysJ5epZrW2EPwAKAR2Al8HFgM/8VYopVrj6NGjHD58mKAeI0iICMIR4L8DxY31TQhnXK9Y3tqUizGGkJAQrr/+erKzs3G5XFbHUz6otbOGXLgHh//TGHOnMeYFL5xlrFSbXPgNtzAyXbuFLnHX2DSOnq1g49HzgPvksoKCAnbu3GlxMuWLrlgIxO1nInIW2A/s91yd7ImOiadU87Kzsxk4eAiFzlAtBJeYPSyZiKAA3sxxL/c1depUAgICdPaQalJLLYLv4J4tNNYYE2uMiQXGA5NE5DteT6dUM86cOcOOHTsaLlDfPVrHBxoLcdiZM7I7H+48TUlVHZGRkYwfP55ly5ahjXl1qZYKwReBezzrAAFgjDkC3A98yZvBlLqSC91C4X1GAdA9SlsEl7p7bA9q6l0s2H4KcM8eOnHiBAcPHrQ4mfI1LRWCQGPMZVe2MMYUAoHeiaRUy7Kzs+nTpw8n6iLoHR9GcKB/LT3dGkNTIhmUHMmbOScAuOmmmxARnT2kLtNSIai9yn1KeU1xcTE5OTlMmzaNrbnFjEqLtjqSTxIR7h6bxq6Tpew6WUJCQgKjRo3SQqAu01IhGCEipU3cyoBhHRFQqUutXLkSp9PJiPHXU1hWw6ge0VZH8lm3jkzBEWDjrU3uQePMzEz27t1LXl6excmUL7liITDG2I0xkU3cIowx2jWkLJGdnU23bt2oDO8OwMi0GIsT+a6o0EBmDe3G/K0nqa5zkpmZCaCtAnURPQNHdSrl5eWsXr2arKwstuWWEBRgY2Cyf16DoLXuGptGWXU9H+06TVpaGgMHDtRCoC6ihUB1KitXrqS2tpaZM2eyLbeYYSlRBNr1n/GVTOgdR4/YUN7KcXcHZWZmsmXLFvT63+oC/QapTmXJkiUkJSUxeOhwdp4s0fGBVrDZhC9kpLLuyDmOn6sgKysLYwyffPKJ1dGUj9BCoDqNiooKVq9ezfTp09l/ppzaehejeuj4QGvcMSYVm8Dbm/JIT0+nR48e2j2kGrT2UpVKWW7FihXU1tYyY8YMtuUWAzBSp45e5rUNJ5rc3i8xnHc25/GdrP5kZWXx8ssvU1paSmRkZAcnVL5GWwSq01iyZAmJiYmMGjWKrSeKSIoMIjlKl5ZorYyeseSXVrPqQCGZmZnU19fz6aefWh1L+QAtBKpTaNwtZLPZ2JpbzMi0aETE6midxsDkCOLCHLy1KZfhw4eTmJioi9ApQAuB6iQuzBaaMWMG5ytqOX6uUscH2ijAZuO2USlk7z1DUWUd06ZNY82aNVRVVVkdTVlMC4HqFJYsWUJCQgKjR49mW24RgC4tcRXCggKocxp++v4u7GkjqKqq4jf/+KDZcQXlH7QQKJ93oVtoxowZ2Gw2tp0oxm4ThqVGWR2t00mKDCYtJoRNx4tISx9KSHgke3J0nMDfaSFQPm/lypXU1NQwY8YMAHKOFTGwWwShDp30djUyesZSUFbDqbI6BmVM5sCWddTWVFsdS1lIC4HyeUuXLm3oFqqpd7LlRBHje8dZHavTGpYaRaBd2Hz8PEPGT6WutoaD2zdYHUtZSAuB8mkVFRWsWrWqYbbQ9twSaupdjO8Ta3W0Tis40M6wlGh25JXQre9gwqNj2b1Bu4f8mVcLgYjMFJH9InJIRH5whePuEBEjIhnezKM6nxUrVlzULbThyDkAxvXSQnAtMnrGUFPvYvfpcgaPvYFD2zdSVlZmdSxlEa8VAhGxA88Cs4DBwD0iMriJ4yKAbwHaNlWXWbRoEcnJyYwZMwaADUfPM7BbBDFhDouTdW4940KJD3ew6fh5hk64EWd9HcuXL7c6lrKIN1sE44BDxpgjxpha4A1gbhPH/QL4HaCjVeoiRUVFfPbZZ8yePRubzUad08Xm40WM762tgWslIozpGcvxc5UEJvQiOj6JxYsXWx1LWcSbhSAFyG30OM+zrYGIjAbSjDEfXumFROQhEdkkIpt06Vz/sWTJEurr6/nc5z4HwPbcYqrqnIzvowPF7WF0j2hsApuPFzF4/FTWrl3L+fPnrY6lLGDZYLGI2IA/At9t6VhjzDxjTIYxJiMhIcH74ZRPWLRoEenp6QwYMACAVQfPYhOY1Dfe4mRdQ0RwIIOTI9l0vIgBGTfgdDpZunSp1bGUBbxZCE4CaY0ep3q2XRABDAVWisgxYAKwQAeMFcDJkyfZsmULt9xyS8O21QcLGZEWTVSoXiW1vUzoG0dVnZPTxNC3b18WLVpkdSRlAW8WghwgXUR6i4gDuBtYcGGnMabEGBNvjOlljOkFrAfmGGM2eTGT6iQ+/NDdW3jzzTcDUFJZx/bcYq5P1xZhe+odF0ZiRBAbjp5n7ty5bNmyhRMndLkJf+O1QmCMqQceAZYCe4G3jDG7ReQpEZnjrfdVnZ8xhoULFzJ69GhSUtzDSmsPn8Vl4IZ07RZqTyLCdX3jOFVSTc9RNyAiLFiwoOUnqi7Fq2MExpjFxpj+xpi+xphfebY9YYy57F+aMWaqtgYUwP79+zl06NBF3UKrDhYSERTACF1ort2NTIsmKMDG4kOVjB8/ngULFmCMsTqW6kB6ZrHyOe+//z6BgYHMnDkTAJfLkL23gMnp8Xqhei8ICrAzumcMH+48zU0zbiY3N5etW7daHUt1IP1WKZ9SV1fHwoULufHGG4mJcV9vYFteMYVlNcwY0s3idF3XhN5x1DkNBZH9CQkJ4YMPPrA6kupAWgiUT1m1ahXnz5/ntttua9j28e4zBNiEGwckWpisa0uICGLqgARe23yGm6ZNY8mSJdTU1FgdS3UQXcdX+ZT58+cTHx/P5MmTG7Z9vCefCX3i+HDnaQuTdX3fmNKXu+etJ3LAdZQuWsTKlSsb1nhSXZu2CJTPOHfuHJ9++ilz5swhIMD9O8qhgjKOFFYwfUiSxem6vvG9YxmZFs3HZyNJTErivffeszqS6iBaCJTPWLhwIfX19Rd1C72/9RQ2gZk6PuB1IsI3pvQlr7iGoRMzWbNmDadPayvMH2ghUD7BGMP8+fMZPnw4/fr1A9yzheZvPcnk9AQSI4MtTugfpg9Ook9CGAdChuByubRV4Ce0ECifsGfPHg4cOMCtt97asG3jsfOcLK7i9lEpzT9RtSubTfjGDX05WOFg0IgM3n33XZxOp9WxlJdpIVA+4a233iI4OJjZs2c3bHtvSx5hDruOD3SwuaO60y0ymLLkDE6fPs26deusjqS8TAuBslx5eTmLFi1i9uzZREVFAVBcWcuC7ae4ZXh3vUh9BwsKsPPwTf04GNCLsIgo3nnnHasjKS/TQqAst2DBAiorK7nrrrsatr2Rk0t1nYuvTOplXTA/dldGGqnxEQT2Gcfy5cs5d+6c1ZGUF+mvWspSxhjefPNNBg8ezLBhwwCod7r419pjTOgTy6DkSIsT+idHgI1vTUvn+ydGEly/jPfff5+QoVnNHn/v+B4dmE61N20RKEtt27aNAwcOcNdddyEiAHy48zSnSqr5ysTeFqfzb7eNSqF3nz44uvXjjTffxOXSQeOuSguBstTrr79OWFhYw3UH6p0u/if7IAOSIpg+WAeJrRRgt/FYVn/KUyeQl5vLoR05VkdSXqKFQFmmqKiIpUuXMmfOHMLCwgB4b+tJjp6t4LHp/bHZxOKEavbQZPqPmogtNJqNy3Qhuq5KxwhUh3ptw7+vfrV28VvU1tYSMfgGXttwgpp6J/NWHWF4apS2BnyEzSb8ZM4wvrx6Akd3L+HsqRPEd9fxgK5GWwTKEs76ejYu+4Beg0aSlNYHgE/2FXC6pJonPze4YbxAWW9Sv3gmZt2CsdlZu/R9q+MoL9BCoCyxJ2cVZUVnmTDjdgBOl1Tx2aGz3JWRxpiesRanU5d68vPjcaWMZOfabGqqKqyOo9qZdg2pDmeMYf2Sd4nrlkq/4WOprXfxZk4uoY4A+iWGX9R9pHxD34RwBl1/Mwde28zqZYvJnPN5qyOpdqQtAtXhThzYRf7xQ4yfcTtis7F412kKymr4/JhUwoL0dxNf9bmp4yG2FxuXvY+zvt7qOKodaSFQHW7D0vcICY9k+MRp7D5Vwsaj57m+XzzpSRFWR1NXEOoIYNi023CWneWT7I+tjqPakRYC1aHOnznJ/q3rGHPjLVQ4bby35SQp0SFk6cJyncLNMzKRyCQ2LnmbeqfL6jiqnWghUB1q3UfvYLcHMPqmm3lrUx5OY7hrbBoBNv2n2BkEBgQwZvoduIpP8eGyT6yOo9qJfvtUhzl16hTbVn/MyBtmsPmMk2PnKpgzojvx4UFWR1NtkDVjFvawGLZnv0tpVZ3VcVQ70EKgOsyLL74IQJ/Jc/hkXwEjUqMYlRZtbSjVZgGBDibMvAM5e4T3lq22Oo5qB1oIVIc4c+YM77zzDsMnZbLkSA3hQQHMGZGiJ451UpOnf46A4DCOfbaAw4XlVsdR18irc/VEZCbwv4AdeNEY89tL9j8GPAjUA4XA14wxx72ZSVnj73//Oy6XCzMgk4KCGr58XS9CHHarY6lG2nL+hiMomImz7mDV/H8xP/szfjBrIIF2/b2ys/La35yI2IFngVnAYOAeERl8yWFbgQxjzHDgHeBpb+VR1iksLOStt95i8rSZbCiAjJ4xDOimU0U7u+tm3E5QWCTlmxfwt08PWx1HXQNvlvBxwCFjzBFjTC3wBjC38QHGmBXGmErPw/VAqhfzKIu88MIL1NXVsS96PJEhgcwelmx1JNUOHMEhTJl7L/azh/jT64s5cKbM6kjqKnmzEKQAuY0e53m2NecB4KOmdojIQyKySUQ2FRYWtmNE5W3Hjx/n9ddfZ+ik6RyrCWXuiO4EB2qXUFcxZurNhMfEE7D3I/777e04XcbqSOoq+ESnnojcD2QAv29qvzFmnjEmwxiTkZCQ0LHhVJu9tuFEw+07P/0VYg9ge+QE0hPDtUuoiwlwOJh66/2Yc8fZlbOWl9YctTqSugreLAQngbRGj1M92y4iIpnAj4E5xpgaL+ZRHSzv0F725qwmdtQMagLCmTUsWWcJdUHDJ2XRs2dPYo58zB+W7NFZRJ2QNwtBDpAuIr1FxAHcDSxofICIjAL+hrsIFHgxi+pgxhiy33qBkIhoTsSPY2zvWLpFBlsdS3mBPSCA7373u1SePYnjxHoefnUL1XV6fePOxGuFwBhTDzwCLAX2Am8ZY3aLyFMiMsdz2O+BcOBtEdkmIguaeTnVyezfso7cA7sJHnEzgUEhZA7StYS6sszMTK677joC9y1l3/HT/GzBbqsjqTbw6nkExpjFwOJLtj3R6H6mN99fWaO2ppqPX/srUUlpnIoZzswBiYTr8tJdmojwox/9iFtvvZURJWt5Iyec8X1iuW2UTgTsDHxisFh1Las++D9Kzp3BNubzRIQGMaFPnNWRVAfo168f9913HwfXL2NYWBk/em+XTintJLQQqHZ14MABNix9jz5jb+JUYHemDkjEEaD/zPzFww8/TExMDEE75xMaaOOr/8ihoLTa6liqBdpeV+3G5XLx5JNPEhwSTnHfGUQRyNieMVbHUh0oMjKS733ve/zwhz/ky5OP8nJhT772cg53jE4lKKDp80fuHd+jg1OqS+mvaqrdvP3222zbto0hM+/nZJWdmwYmEqDrz/iduXPnMmXKFN78x1958sYE9pwq5Y2NuXqymQ/Tb6lqF8eOHePpp59mwoQJHAwZSGyYg9E9tDXgj0SEp556CofDwaKXnuGpOYPZf6aM97bk4TJaDHyRFgJ1zerq6nj88ccJDAxk2pe+zenSGqYNTMRu05PH/FViYiI//OEP2bx5M84Dq5g2KJGtucV8sO2kFgMfpIVAXbPnnnuOHTt28NMnnuTFTedJigxihF5wxu/NnTuXqVOn8swzzzAkpJwp/RPIOVbEoh2nMFoMfIoWAnVNNm/ezLx587j99tspjhvMsXOVzBjcDZsuJeH3RIRf/vKXREVF8e5zv+SGXuFM7hfP+iPn+WhXvhYDH6KFQF21goICHnvsMVJTU/nOfz/O/2Yf1GsNqIvExcXxzDPPUFSYz6KX/sjMIUlM6BPHmkNn+XjPGS0GPkKnj6qrUlNTw6OPPkp5eTnz5s3jzW0FFJTV8Ox9ozl4Rhcd8zdXvrpZPJlfeJBlb8xj47L3uWX6bThdLj49UIiIe/qoLkZoLW0RqDYzxvDEE0+wY8cOfvvb35KQ2pu/fnqYaQMTGdsr1up4ygeNn3E7A8dMIvvNFzi8I4e5I1PI6BnDyv2F/OHj/doysJgWAtVmL730EgsWLOCRRx4hKyuL3y/dR2Wtk8dnDbQ6mvJRIsKcB/+bpLQ+vPvsL8k/dpBbR6UwtlcMz644zO+XajGwkhYC1SZvv/02f/jDH5g5cybf/OY32XqiiDdycvnqxF70T9KxAdW8oJBQ7vnOLwiLjOaNZ35KSWE+c0emcM+4Hjy38jBPazGwjBYC1WoffvghTz75JNdffz2/+93vqHMZfvjeThIjgvh2Vn+r46lOIDw6lnu++ytcTiev/b8fUV58jl/dOpT7xvfg+ZWH+d0SLQZW0EKgWiU7O5vHH3+csWPH8qc//QmHw8Ezyw6yL7+MX982TJeZVq0Wn5zG3d95ivKSYv716//m9OlT/GLuUO6f0IO/fnqY3y7Zp8Wgg2khUC169913+fa3v82QIUN47rnnCA4OZs3Bs/xt1WHuHpvGNL3ojGqj1H6Duf/7v6Gqooz777+fEyeO84u5Q/nihJ787dMj/PSDXbo2UQfSQqCaZYzh2Wef5Sc/+QkTJkzgpZdeIiwsjGNnK3j4tS30T4zgp7cMtjqm6qRS+gzkiz94mtKKKu68617+8PoyBnaL4Ib0eP5v/QluffYzautdVsf0C1oIVJNqamr46U9/yl/+8hfmzp3L888/T1hYGKdLqvjyPzZiE3jxyxmEaZeQugbdevTlyz/8A4FBQbz8m/9mx5plzByazMwh3dh5soQHXs6hrLrO6phdnhYCdZmjR49y99138+677/KNb3yD3/zmNwQGBnL0bAV3/W0958tr+ftXxpIWG2p1VNUFxHfvwQNP/pke/Yew4O//j6WvPs+kPtHcMTqFtYfPcdtzazlSqCcpepMWAtXAGMPChQu58847OX36NM8//zzf+ta3AFi04xRz/ryG0uo6/vXAOF1iWrWr0PBI7v3urxmXdSsbl73P33/+X6TainnlgXGcK69h7rOfsWJfgdUxuywtBAqAvLw8vv71r/P973+fAQMGMH/+fKZMmcLm4+f50ksbeeS1rfRJCGPRo5MZpUVAeYHNbmfGfd/kC9/6GeUlRbz4s0fZmf0u731jPGkxoXzt5Rx+uWgPVbVOq6N2OdLZpmllZGSYTZs2WR2jy6iqquKVV17h+eefx2az8Z8PP8qQKbNZf7SYJbvy2ZdfRlRIIN/JTOf+CT1bdcWxK687o1TLKstKWPyvP7M3ZzW9evXiv779GKsqknh9Yy694kJ5+s4RjOuty5m0hYhsNsZkNLlPC4F/qqqu4b9+9Rw5S96ipryYsN4jMSNup4hQXAZEIKNnDHNGpnDH6BRCHRcPCut/9qojHNy2gWVvvsC507n0HDicflPvZE1xJCVV9YxIi+bP94zSsapW0kKgqKp1sv7oOZZuPsTqpQs5t3MFUlWCM64P9YNmEtNjIEmRwSRGBpEWE0rP2FBCdUaQ8gHO+nq2rFzMqg/+j8qyEpJ7DyB0WBb7pAfGZufmYcncNTaN8b1j9RrZV6CFwA8ZYzhcWMEzyw6w/1QRx/duhdwt2E/tQFxOInoMYeDUuQwZmUFSZAiOAP0CKd9WV1vD9jUfs/6jdykqPE1oZAy9Rt/AvqCBVAQnEBfmYMbQbkzuF8+ItGi6RwXr8taNaCHwExU19aw9fI6V+wtYseMoZw7txFawn4D83VBbSWBIGMMnTmPctM8R372H1XGVuioul5MDWzewfc3HHNmZQ319PUkpPQnuOZzjjl5URaSCzU58eBD9EsNIjQklLSaUtNgQUmNCSY0JISky2O+uqX2lQqBt/3Z0od/cZQy19S5qnS7q6l3YbcLnM9IICrQRERTQbr+luFyGffllfLo/n4/X72T37l2Y87kEFJ+AojwcGBwhYQzIuI4h46bQZ+ho7AGB7fLeSlnFZrMzcMxEBo6ZyIx+YSxevJhPPvmETRs/gvp6YkJC6dZnABURPTlWmMru4ATKCHUPfF14DYHoUAfRIYHEhDqIDgskNtRBbJiDmDAHX7+hj1+1JrzaIhCRmcD/AnbgRWPMby/ZHwT8CxgDnAPuMsYcu9Jr+kKLoLbexemSKnLPV5FXVElekfvnlhPFFFfWUlpd3+xzA2xCeHAAEUEBRAQHEhkSQFSIg9nDupEcFUJyVDBRoYGEOQIafmOpc7ooLqti77FT7Dqcy96Dh9l/6Ch5ebk4SwuQ0nzEWet+/aBgknv2o/fgUfQdOpruvQdgs9s75HNRqqPdO/7fLdvS0lI+++wzcnJy2Lx5MwcOHGjYFxIeSUxyT8ISUrFFxOMMjqYmKJrKgChK6u2U1Vw8JTU40OZpRYQS5ykO0aHuorEjr4SgABsOuw1HgI2gABuBATaC7Da+PLEXNh9taVjSNSQiduAAkAXkATnAPcaYPY2O+U9guDHmGyJyN3CbMeauK71uexQCYwwuA/UuF06Xod5lcDoNVXVOymvqKauuo6SqjpLKWgrLqjldXE1+SRVnSqs5VVzJmdJqjAGMex0Uu0BSZBAOu43okEAigu04xBAgLmw4cdbVU1dXR21tLZXVNVRU11BZ5b5fWV1FXU011NcgdZ6f9TVQV4W9thxqyqC6DKmruvQTJiQqjtDYJFJ69qZ3+iCSe/cnrlsKNpv+x69UVUUZBblHOZN7lILcI5zJO8rZUyeorb74uxQQ6CAkPBJHaAT2kHAkKIyoqGiqcFBeb6fKZaPSZadeAjH2QLA7IMCBsQWA2Nw3m73hZ3BgACFBgYQEOwgLdhAWHER0SCDRoUHEhl/46SAm1EFMWBCRIYEEB9oJCrARFGAnKNBGcICdQLu0a6vEqq6hccAhY8wRT4g3gLnAnkbHzAV+5rn/DvAXERHjher09N/f5KVnfg0YaHh5A8bzE8AYhJbfOriJbUWen2famEsAR6PHAY4gHMEhBAaHEhQRRUhKXyKiYoiMjqV7UiL9enRnzJB+pPfpRVBQkE7jVKoZIWER9Bw4nJ4DhzdsM8ZQVVFGydkzFJ89Q8nZM5SXFFFZXkJlWSlV5aVUnsvjTN5eysrKcLncv+zZuPh72pIqz+18G55j8Pyn3/Cfv7j/g2i0fdS0W3n9f59qw6u2jjcLQQqQ2+hxHjC+uWOMMfUiUgLEAWcbHyQiDwEPeR7WiMguryRuX/Fc8ufwUZqzfWnO9tUZcnZYxv27d/LGn35xtU/v2dyOTjFYbIyZB8wDEJFNzTVvfInmbF+as31pzvbTGTK2xJuTx08CaY0ep3q2NXmMiAQAUbgHjZVSSnUQbxaCHCBdRHqLiAO4G1hwyTELgC977t8JfOKN8QGllFLN81rXkKfP/xFgKe7poy8ZY3aLyFPAJmPMAuDvwCsicgj3uMrdrXjped7K3M40Z/vSnO1Lc7afzpDxijrdmcVKKaXaly4wo5RSfk4LgVJK+TmfKQQi8pKIFDQ+R0BEYkVkmYgc9Pxs8tJYIvJlzzEHReTLTR3jIzmdIrLNc7t04Lwjcn5eRHaLiEtEmp3uJiIzRWS/iBwSkR/4cM5jIrLT83l6dd2RZnL+XkT2icgOEZkvItHNPNfqz7O1Oa3+PH/hybhNRD4Wke7NPLdDvu/XmLHDvuvtwhjjEzfgBmA0sKvRtqeBH3ju/wD4XRPPiwWOeH7GeO7H+FpOz75yiz/PQcAAYCWQ0czz7MBhoA/ukym3A4N9LafnuGNAvIWf53QgwHP/d838+/SFz7PFnD7yeUY2uv9fwF+beF6Hfd+vNqNnX4d919vj5jMtAmPMKi4/I3su8LLn/svArU08dQawzBhz3hhTBCwDZvpgzg7VVE5jzF5jzP4WntqwNIgxpha4sDSIV1xDzg7VTM6PjTEXVhhcj/tcmUv5wufZmpwdqpmcpY0ehkGT67102Pf9GjJ2Oj5TCJqRZIw57bmfDyQ1cUxTS1mkeDvYJVqTEyBYRDaJyHoRubVjorWZL3yerWWAj0Vks2cZEit9Dfioie2+9nk2lxN84PMUkV+JSC5wH/BEE4dY/nm2IiN0ju96A18vBA2Mu73l89W3hZw9jftU9HuB/xGRvh2XrEuabIwZDcwCHhaRG6wIISI/BuqBV614/9ZqRU7LP09jzI+NMWm4Mz7S0e/fGq3M2Km+675eCM6ISDKA52dBE8e0ZikLb2tNTowxJz0/j+Du/x7VUQHbwBc+z1Zp9HkWAPNxd8N0KBH5CnALcJ/nl4BL+cTn2YqcPvF5NvIqcEcT233i8/RoLmNn+a438PVC0HgJii8DHzRxzFJguojEeGbrTPds60gt5vTkC/LcjwcmcfGS3L6iNUuDWE5EwkQk4sJ93H/vHboqrbgvvPR9YI4xprKZwyz/PFuT00c+z/RGD+cC+5o4zNLve2sydqLv+r9ZPVp94Qa8DpwG6nD3+z2Ae0nq5cBBIBuI9RybgfuKZxee+zXgkOf2VV/MCUwEduKeNbITeMCCnLd57tfgvnTCUs+x3YHFjZ47G/dFhQ4DP/bFnLhn4Wz33HZblPMQ7v7qbZ7bX33082wxp498nu/iLj47gIVAyqXfI8/jDvm+X23Gjv6ut8dNl5hQSik/5+tdQ0oppbxMC4FSSvk5LQRKKeXntBAopZSf00KglFJ+TguB8ksi8mPPCqcXVpIcf4Vj/ykid7bwev8UkaOe19oiItc1c9xTIpJ5rfmVak9eu1SlUr7K85/0LcBoY0yN56QfRzu89PeMMe+IyHTgb8DwS97Xboxpbm0apSyjLQLlj5KBs8aYGgBjzFljzCkReUJEckRkl4jMExG59IkiMkZEPvUszLb0wtIil1gF9PMcf0xEficiW4DPN25diMhYEVkrIttFZKOIRIiIXdzXD8jxtFa+7r2PQSk3LQTKH30MpInIARF5TkSmeLb/xRgz1hgzFAjB3WpoICKBwJ+BO40xY4CXgF818fqfw31G6QXnjDGjjTFvNHotB/Am8C1jzAggE6jCffZqiTFmLDAW+A8R6d0Of2almqVdQ8rvGGPKRWQMcD1wI/CmuK8cViYi3wdCcV/4ZDfuZQQuGAAMBZZ5Ggt23EsQXPB7EfkJUIj7P/QL3mwixgDgtDEmx5OpFMDTrTS80ZhEFJAOHL36P7FSV6aFQPklY4wT96qQK0VkJ/B13H36GcaYXBH5GRB8ydME2G2MaXIgGM8YQRPbK9oQTYBHjTEdvXCi8mPaNaT8jogMuGQVyZHAhSuinRWRcKCpWUL7gYQLM4JEJFBEhlxljP1AsoiM9bxWhIgE4F5J85uebihEpL9nNVClvEZbBMofhQN/FvdF3Otxr2L5EFCMe2XJfNzLR1/EGFPr6bL5k4hE4f7+/A/uLqQ28bzWXZ4cIbjHBzKBF4FewBbPYHUhPnDpU9W16eqjSinl57RrSCml/JwWAqWU8nNaCJRSys9pIVBKKT+nhUAppfycFgKllPJzWgiUUsrP/X89iObOAibtGAAAAABJRU5ErkJggg==",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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||
"sns.distplot(np.log1p(train_data.SalePrice), fit=norm)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 64,
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||
"metadata": {},
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"outputs": [
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||
{
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||
"data": {
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"image/png": 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"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rest = stats.probplot(np.log1p(train_data.SalePrice), plot=plt)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
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||
"text/plain": [
|
||
"(0, 76)"
|
||
]
|
||
},
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"all_data[all_data['GarageYrBlt'].isna()].shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"na_index = all_data[all_data['GarageYrBlt'] > 2022].index\n",
|
||
"all_data.loc[na_index, 'GarageYrBlt'] = None"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(160, 76)"
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||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"all_data[all_data['GarageYrBlt'].isna()].shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(2917, 76)"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"all_data.GarageYrBlt.fillna(all_data.YearBuilt, inplace=True)\n",
|
||
"year_cols = ['YearBuilt', 'YearRemodAdd', 'GarageYrBlt']\n",
|
||
"for col in year_cols:\n",
|
||
" all_data[col] = 2022 - all_data[col]\n",
|
||
"all_data.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(2917, 76)"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"cols1 = [\"GarageQual\", \"GarageCond\", \"GarageFinish\", \"GarageType\", \"BsmtExposure\", \"BsmtCond\", \"BsmtQual\", \"BsmtFinType2\", \"BsmtFinType1\", \"MasVnrType\"]\n",
|
||
"for col in cols1:\n",
|
||
" all_data[col].fillna(\"None\",inplace=True)\n",
|
||
"all_data.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(2917, 76)"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"cols2=[\"MasVnrArea\", \"BsmtUnfSF\", \"TotalBsmtSF\", \"GarageCars\", \"BsmtFinSF2\", \"BsmtFinSF1\", \"GarageArea\"]\n",
|
||
"for col in cols2:\n",
|
||
" all_data[col].fillna(0, inplace=True)\n",
|
||
"all_data.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(2917, 76)"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"all_data[\"LotFrontage\"].fillna(np.mean(all_data[\"LotFrontage\"]),inplace=True)\n",
|
||
"cols3 = [\"MSZoning\", \"BsmtFullBath\", \"BsmtHalfBath\", \"Utilities\", \"Functional\", \"Electrical\", \"KitchenQual\", \"SaleType\",\"Exterior1st\", \"Exterior2nd\"]\n",
|
||
"for col in cols3:\n",
|
||
" all_data[col].fillna(all_data[col].mode()[0], inplace=True)\n",
|
||
"all_data.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"numeric_cols = [x for x in all_data.select_dtypes(exclude=['object']).columns.tolist() if x != 'Id' and x != 'SalePrice']\n",
|
||
"object_cols = [x for x in all_data.select_dtypes(include=['object']).columns.tolist()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"for col in numeric_cols:\n",
|
||
" all_data[col] = np.log1p(all_data[col])\n",
|
||
" all_data[col] = (all_data[col] - all_data[col].min()) / (all_data[col].max() - all_data[col].min())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dataset = pd.get_dummies(all_data, columns=object_cols)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dataset.SalePrice = np.log1p(dataset.SalePrice)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(1458, 280)"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train = dataset[~dataset.SalePrice.isna()].copy()\n",
|
||
"train.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(1459, 280)"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"test = dataset[dataset.SalePrice.isna()].copy()\n",
|
||
"test.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"feature_cols = [x for x in dataset.columns if x != 'Id' and x != 'SalePrice']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train, valid = train_test_split(train, test_size=0.12, shuffle=True, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_train, Y_train = train[feature_cols], train['SalePrice']\n",
|
||
"X_valid, Y_valid = valid[feature_cols], valid['SalePrice']\n",
|
||
"X_test, Y_test = test[feature_cols], test['SalePrice']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dtrain = xgb.DMatrix(X_train, Y_train)\n",
|
||
"dvalid = xgb.DMatrix(X_valid, Y_valid)\n",
|
||
"watchlist = [(dtrain, 'train'), (dvalid, 'eval')]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"params = {'objective': 'reg:squarederror', \n",
|
||
" 'booster': 'gbtree', \n",
|
||
" 'eta': 0.05,\n",
|
||
" 'max_depth': 15, \n",
|
||
" 'subsample': 0.7, \n",
|
||
" 'colsample_bytree': 0.7,\n",
|
||
" 'eval_metric':['rmse'],\n",
|
||
" 'silent': 1, \n",
|
||
" 'seed': 10} \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[10:33:47] WARNING: ../src/learner.cc:627: \n",
|
||
"Parameters: { \"silent\" } might not be used.\n",
|
||
"\n",
|
||
" This could be a false alarm, with some parameters getting used by language bindings but\n",
|
||
" then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
|
||
" but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
|
||
"\n",
|
||
"\n",
|
||
"[0]\ttrain-rmse:10.95491\teval-rmse:10.96235\n",
|
||
"[1]\ttrain-rmse:10.40916\teval-rmse:10.41661\n",
|
||
"[2]\ttrain-rmse:9.89034\teval-rmse:9.89780\n",
|
||
"[3]\ttrain-rmse:9.39722\teval-rmse:9.40469\n",
|
||
"[4]\ttrain-rmse:8.92885\teval-rmse:8.93633\n",
|
||
"[5]\ttrain-rmse:8.48375\teval-rmse:8.49124\n",
|
||
"[6]\ttrain-rmse:8.06123\teval-rmse:8.06873\n",
|
||
"[7]\ttrain-rmse:7.66021\teval-rmse:7.66773\n",
|
||
"[8]\ttrain-rmse:7.27851\teval-rmse:7.28504\n",
|
||
"[9]\ttrain-rmse:6.91608\teval-rmse:6.92262\n",
|
||
"[10]\ttrain-rmse:6.57212\teval-rmse:6.57776\n",
|
||
"[11]\ttrain-rmse:6.24453\teval-rmse:6.24978\n",
|
||
"[12]\ttrain-rmse:5.93355\teval-rmse:5.93791\n",
|
||
"[13]\ttrain-rmse:5.63820\teval-rmse:5.64171\n",
|
||
"[14]\ttrain-rmse:5.35791\teval-rmse:5.36060\n",
|
||
"[15]\ttrain-rmse:5.09149\teval-rmse:5.09384\n",
|
||
"[16]\ttrain-rmse:4.83796\teval-rmse:4.84034\n",
|
||
"[17]\ttrain-rmse:4.59742\teval-rmse:4.59968\n",
|
||
"[18]\ttrain-rmse:4.36846\teval-rmse:4.37007\n",
|
||
"[19]\ttrain-rmse:4.15155\teval-rmse:4.15304\n",
|
||
"[20]\ttrain-rmse:3.94554\teval-rmse:3.94632\n",
|
||
"[21]\ttrain-rmse:3.74977\teval-rmse:3.74999\n",
|
||
"[22]\ttrain-rmse:3.56360\teval-rmse:3.56321\n",
|
||
"[23]\ttrain-rmse:3.38712\teval-rmse:3.38680\n",
|
||
"[24]\ttrain-rmse:3.21874\teval-rmse:3.21847\n",
|
||
"[25]\ttrain-rmse:3.05978\teval-rmse:3.05902\n",
|
||
"[26]\ttrain-rmse:2.90867\teval-rmse:2.90743\n",
|
||
"[27]\ttrain-rmse:2.76500\teval-rmse:2.76388\n",
|
||
"[28]\ttrain-rmse:2.62812\teval-rmse:2.62685\n",
|
||
"[29]\ttrain-rmse:2.49820\teval-rmse:2.49628\n",
|
||
"[30]\ttrain-rmse:2.37453\teval-rmse:2.37196\n",
|
||
"[31]\ttrain-rmse:2.25692\teval-rmse:2.25370\n",
|
||
"[32]\ttrain-rmse:2.14536\teval-rmse:2.14147\n",
|
||
"[33]\ttrain-rmse:2.03937\teval-rmse:2.03521\n",
|
||
"[34]\ttrain-rmse:1.93883\teval-rmse:1.93448\n",
|
||
"[35]\ttrain-rmse:1.84381\teval-rmse:1.83979\n",
|
||
"[36]\ttrain-rmse:1.75285\teval-rmse:1.74887\n",
|
||
"[37]\ttrain-rmse:1.66676\teval-rmse:1.66205\n",
|
||
"[38]\ttrain-rmse:1.58492\teval-rmse:1.57965\n",
|
||
"[39]\ttrain-rmse:1.50715\teval-rmse:1.50159\n",
|
||
"[40]\ttrain-rmse:1.43321\teval-rmse:1.42713\n",
|
||
"[41]\ttrain-rmse:1.36283\teval-rmse:1.35596\n",
|
||
"[42]\ttrain-rmse:1.29620\teval-rmse:1.28879\n",
|
||
"[43]\ttrain-rmse:1.23316\teval-rmse:1.22663\n",
|
||
"[44]\ttrain-rmse:1.17272\teval-rmse:1.16596\n",
|
||
"[45]\ttrain-rmse:1.11549\teval-rmse:1.10860\n",
|
||
"[46]\ttrain-rmse:1.06120\teval-rmse:1.05444\n",
|
||
"[47]\ttrain-rmse:1.00958\teval-rmse:1.00254\n",
|
||
"[48]\ttrain-rmse:0.96067\teval-rmse:0.95273\n",
|
||
"[49]\ttrain-rmse:0.91434\teval-rmse:0.90591\n",
|
||
"[50]\ttrain-rmse:0.87015\teval-rmse:0.86133\n",
|
||
"[51]\ttrain-rmse:0.82834\teval-rmse:0.81927\n",
|
||
"[52]\ttrain-rmse:0.78870\teval-rmse:0.77968\n",
|
||
"[53]\ttrain-rmse:0.75082\teval-rmse:0.74161\n",
|
||
"[54]\ttrain-rmse:0.71492\teval-rmse:0.70547\n",
|
||
"[55]\ttrain-rmse:0.68106\teval-rmse:0.67230\n",
|
||
"[56]\ttrain-rmse:0.64849\teval-rmse:0.63960\n",
|
||
"[57]\ttrain-rmse:0.61769\teval-rmse:0.60831\n",
|
||
"[58]\ttrain-rmse:0.58868\teval-rmse:0.57939\n",
|
||
"[59]\ttrain-rmse:0.56057\teval-rmse:0.55152\n",
|
||
"[60]\ttrain-rmse:0.53451\teval-rmse:0.52523\n",
|
||
"[61]\ttrain-rmse:0.50950\teval-rmse:0.50035\n",
|
||
"[62]\ttrain-rmse:0.48564\teval-rmse:0.47651\n",
|
||
"[63]\ttrain-rmse:0.46293\teval-rmse:0.45377\n",
|
||
"[64]\ttrain-rmse:0.44159\teval-rmse:0.43343\n",
|
||
"[65]\ttrain-rmse:0.42131\teval-rmse:0.41326\n",
|
||
"[66]\ttrain-rmse:0.40179\teval-rmse:0.39410\n",
|
||
"[67]\ttrain-rmse:0.38364\teval-rmse:0.37700\n",
|
||
"[68]\ttrain-rmse:0.36614\teval-rmse:0.36009\n",
|
||
"[69]\ttrain-rmse:0.34965\teval-rmse:0.34418\n",
|
||
"[70]\ttrain-rmse:0.33389\teval-rmse:0.32955\n",
|
||
"[71]\ttrain-rmse:0.31898\teval-rmse:0.31511\n",
|
||
"[72]\ttrain-rmse:0.30487\teval-rmse:0.30192\n",
|
||
"[73]\ttrain-rmse:0.29146\teval-rmse:0.28948\n",
|
||
"[74]\ttrain-rmse:0.27854\teval-rmse:0.27745\n",
|
||
"[75]\ttrain-rmse:0.26624\teval-rmse:0.26603\n",
|
||
"[76]\ttrain-rmse:0.25467\teval-rmse:0.25535\n",
|
||
"[77]\ttrain-rmse:0.24384\teval-rmse:0.24510\n",
|
||
"[78]\ttrain-rmse:0.23341\teval-rmse:0.23538\n",
|
||
"[79]\ttrain-rmse:0.22357\teval-rmse:0.22674\n",
|
||
"[80]\ttrain-rmse:0.21429\teval-rmse:0.21868\n",
|
||
"[81]\ttrain-rmse:0.20526\teval-rmse:0.21073\n",
|
||
"[82]\ttrain-rmse:0.19662\teval-rmse:0.20326\n",
|
||
"[83]\ttrain-rmse:0.18837\teval-rmse:0.19614\n",
|
||
"[84]\ttrain-rmse:0.18054\teval-rmse:0.18948\n",
|
||
"[85]\ttrain-rmse:0.17345\teval-rmse:0.18387\n",
|
||
"[86]\ttrain-rmse:0.16646\teval-rmse:0.17787\n",
|
||
"[87]\ttrain-rmse:0.15977\teval-rmse:0.17240\n",
|
||
"[88]\ttrain-rmse:0.15350\teval-rmse:0.16762\n",
|
||
"[89]\ttrain-rmse:0.14754\teval-rmse:0.16333\n",
|
||
"[90]\ttrain-rmse:0.14182\teval-rmse:0.15882\n",
|
||
"[91]\ttrain-rmse:0.13632\teval-rmse:0.15475\n",
|
||
"[92]\ttrain-rmse:0.13127\teval-rmse:0.15126\n",
|
||
"[93]\ttrain-rmse:0.12620\teval-rmse:0.14789\n",
|
||
"[94]\ttrain-rmse:0.12159\teval-rmse:0.14519\n",
|
||
"[95]\ttrain-rmse:0.11702\teval-rmse:0.14218\n",
|
||
"[96]\ttrain-rmse:0.11266\teval-rmse:0.13953\n",
|
||
"[97]\ttrain-rmse:0.10853\teval-rmse:0.13714\n",
|
||
"[98]\ttrain-rmse:0.10450\teval-rmse:0.13514\n",
|
||
"[99]\ttrain-rmse:0.10078\teval-rmse:0.13347\n",
|
||
"[100]\ttrain-rmse:0.09716\teval-rmse:0.13144\n",
|
||
"[101]\ttrain-rmse:0.09377\teval-rmse:0.12970\n",
|
||
"[102]\ttrain-rmse:0.09061\teval-rmse:0.12809\n",
|
||
"[103]\ttrain-rmse:0.08744\teval-rmse:0.12667\n",
|
||
"[104]\ttrain-rmse:0.08450\teval-rmse:0.12523\n",
|
||
"[105]\ttrain-rmse:0.08152\teval-rmse:0.12383\n",
|
||
"[106]\ttrain-rmse:0.07869\teval-rmse:0.12271\n",
|
||
"[107]\ttrain-rmse:0.07611\teval-rmse:0.12161\n",
|
||
"[108]\ttrain-rmse:0.07358\teval-rmse:0.12084\n",
|
||
"[109]\ttrain-rmse:0.07116\teval-rmse:0.11998\n",
|
||
"[110]\ttrain-rmse:0.06895\teval-rmse:0.11904\n",
|
||
"[111]\ttrain-rmse:0.06676\teval-rmse:0.11830\n",
|
||
"[112]\ttrain-rmse:0.06457\teval-rmse:0.11761\n",
|
||
"[113]\ttrain-rmse:0.06251\teval-rmse:0.11679\n",
|
||
"[114]\ttrain-rmse:0.06071\teval-rmse:0.11642\n",
|
||
"[115]\ttrain-rmse:0.05873\teval-rmse:0.11584\n",
|
||
"[116]\ttrain-rmse:0.05691\teval-rmse:0.11509\n",
|
||
"[117]\ttrain-rmse:0.05539\teval-rmse:0.11460\n",
|
||
"[118]\ttrain-rmse:0.05374\teval-rmse:0.11408\n",
|
||
"[119]\ttrain-rmse:0.05229\teval-rmse:0.11369\n",
|
||
"[120]\ttrain-rmse:0.05087\teval-rmse:0.11348\n",
|
||
"[121]\ttrain-rmse:0.04938\teval-rmse:0.11326\n",
|
||
"[122]\ttrain-rmse:0.04790\teval-rmse:0.11283\n",
|
||
"[123]\ttrain-rmse:0.04652\teval-rmse:0.11271\n",
|
||
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"[209]\ttrain-rmse:0.00819\teval-rmse:0.11229\n",
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"[211]\ttrain-rmse:0.00800\teval-rmse:0.11231\n",
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"[212]\ttrain-rmse:0.00783\teval-rmse:0.11234\n",
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"[213]\ttrain-rmse:0.00772\teval-rmse:0.11234\n",
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"[214]\ttrain-rmse:0.00762\teval-rmse:0.11232\n",
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"[215]\ttrain-rmse:0.00747\teval-rmse:0.11235\n",
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"[216]\ttrain-rmse:0.00734\teval-rmse:0.11236\n",
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"[218]\ttrain-rmse:0.00709\teval-rmse:0.11241\n",
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"[219]\ttrain-rmse:0.00697\teval-rmse:0.11240\n",
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"[220]\ttrain-rmse:0.00687\teval-rmse:0.11242\n",
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"[221]\ttrain-rmse:0.00680\teval-rmse:0.11245\n",
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"[222]\ttrain-rmse:0.00667\teval-rmse:0.11250\n",
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"[223]\ttrain-rmse:0.00658\teval-rmse:0.11254\n",
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"[224]\ttrain-rmse:0.00647\teval-rmse:0.11255\n",
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"[225]\ttrain-rmse:0.00639\teval-rmse:0.11258\n",
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"[226]\ttrain-rmse:0.00627\teval-rmse:0.11257\n",
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"[227]\ttrain-rmse:0.00616\teval-rmse:0.11256\n",
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"[228]\ttrain-rmse:0.00605\teval-rmse:0.11257\n",
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"[229]\ttrain-rmse:0.00595\teval-rmse:0.11261\n",
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"[230]\ttrain-rmse:0.00583\teval-rmse:0.11262\n",
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"[233]\ttrain-rmse:0.00558\teval-rmse:0.11263\n",
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"[234]\ttrain-rmse:0.00552\teval-rmse:0.11264\n",
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"[235]\ttrain-rmse:0.00543\teval-rmse:0.11264\n",
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"[236]\ttrain-rmse:0.00536\teval-rmse:0.11265\n",
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"[237]\ttrain-rmse:0.00530\teval-rmse:0.11266\n",
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"[238]\ttrain-rmse:0.00524\teval-rmse:0.11267\n",
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"[239]\ttrain-rmse:0.00513\teval-rmse:0.11265\n",
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"[240]\ttrain-rmse:0.00505\teval-rmse:0.11265\n",
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"[241]\ttrain-rmse:0.00497\teval-rmse:0.11265\n",
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"[242]\ttrain-rmse:0.00488\teval-rmse:0.11264\n",
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"[243]\ttrain-rmse:0.00481\teval-rmse:0.11265\n",
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"[244]\ttrain-rmse:0.00472\teval-rmse:0.11266\n",
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"[245]\ttrain-rmse:0.00465\teval-rmse:0.11267\n",
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"[246]\ttrain-rmse:0.00461\teval-rmse:0.11266\n",
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"[247]\ttrain-rmse:0.00453\teval-rmse:0.11265\n",
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"[248]\ttrain-rmse:0.00445\teval-rmse:0.11265\n",
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"[249]\ttrain-rmse:0.00439\teval-rmse:0.11266\n",
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"[250]\ttrain-rmse:0.00431\teval-rmse:0.11266\n",
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"[251]\ttrain-rmse:0.00425\teval-rmse:0.11267\n",
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"[252]\ttrain-rmse:0.00417\teval-rmse:0.11268\n",
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"[253]\ttrain-rmse:0.00411\teval-rmse:0.11269\n",
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"[254]\ttrain-rmse:0.00404\teval-rmse:0.11268\n",
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"[255]\ttrain-rmse:0.00399\teval-rmse:0.11269\n",
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"[256]\ttrain-rmse:0.00391\teval-rmse:0.11270\n",
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"[257]\ttrain-rmse:0.00385\teval-rmse:0.11270\n",
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"[258]\ttrain-rmse:0.00379\teval-rmse:0.11272\n",
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"[259]\ttrain-rmse:0.00372\teval-rmse:0.11272\n",
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"[260]\ttrain-rmse:0.00367\teval-rmse:0.11271\n",
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"[261]\ttrain-rmse:0.00360\teval-rmse:0.11271\n",
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"[262]\ttrain-rmse:0.00355\teval-rmse:0.11272\n",
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"[263]\ttrain-rmse:0.00349\teval-rmse:0.11272\n",
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"[264]\ttrain-rmse:0.00342\teval-rmse:0.11273\n",
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"[265]\ttrain-rmse:0.00337\teval-rmse:0.11272\n",
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"[266]\ttrain-rmse:0.00333\teval-rmse:0.11272\n",
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"[267]\ttrain-rmse:0.00328\teval-rmse:0.11273\n",
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"[268]\ttrain-rmse:0.00324\teval-rmse:0.11274\n",
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"[269]\ttrain-rmse:0.00319\teval-rmse:0.11272\n",
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"[270]\ttrain-rmse:0.00313\teval-rmse:0.11272\n",
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"[271]\ttrain-rmse:0.00308\teval-rmse:0.11272\n",
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"[272]\ttrain-rmse:0.00303\teval-rmse:0.11273\n",
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"[273]\ttrain-rmse:0.00300\teval-rmse:0.11273\n",
|
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"[274]\ttrain-rmse:0.00297\teval-rmse:0.11273\n",
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"[275]\ttrain-rmse:0.00293\teval-rmse:0.11273\n",
|
||
"[276]\ttrain-rmse:0.00288\teval-rmse:0.11273\n",
|
||
"[277]\ttrain-rmse:0.00283\teval-rmse:0.11274\n",
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"[278]\ttrain-rmse:0.00278\teval-rmse:0.11273\n",
|
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"[279]\ttrain-rmse:0.00273\teval-rmse:0.11274\n",
|
||
"[280]\ttrain-rmse:0.00268\teval-rmse:0.11273\n",
|
||
"[281]\ttrain-rmse:0.00264\teval-rmse:0.11274\n",
|
||
"[282]\ttrain-rmse:0.00259\teval-rmse:0.11273\n",
|
||
"[283]\ttrain-rmse:0.00255\teval-rmse:0.11273\n",
|
||
"[284]\ttrain-rmse:0.00251\teval-rmse:0.11273\n",
|
||
"[285]\ttrain-rmse:0.00248\teval-rmse:0.11272\n",
|
||
"[286]\ttrain-rmse:0.00243\teval-rmse:0.11272\n",
|
||
"[287]\ttrain-rmse:0.00240\teval-rmse:0.11272\n",
|
||
"[288]\ttrain-rmse:0.00236\teval-rmse:0.11272\n",
|
||
"[289]\ttrain-rmse:0.00233\teval-rmse:0.11272\n",
|
||
"[290]\ttrain-rmse:0.00230\teval-rmse:0.11272\n",
|
||
"[291]\ttrain-rmse:0.00228\teval-rmse:0.11272\n",
|
||
"[292]\ttrain-rmse:0.00224\teval-rmse:0.11271\n",
|
||
"[293]\ttrain-rmse:0.00220\teval-rmse:0.11271\n",
|
||
"[294]\ttrain-rmse:0.00217\teval-rmse:0.11271\n",
|
||
"[295]\ttrain-rmse:0.00214\teval-rmse:0.11271\n",
|
||
"[296]\ttrain-rmse:0.00211\teval-rmse:0.11271\n",
|
||
"[297]\ttrain-rmse:0.00208\teval-rmse:0.11271\n",
|
||
"[298]\ttrain-rmse:0.00205\teval-rmse:0.11270\n",
|
||
"[299]\ttrain-rmse:0.00202\teval-rmse:0.11270\n",
|
||
"[300]\ttrain-rmse:0.00199\teval-rmse:0.11270\n",
|
||
"[301]\ttrain-rmse:0.00196\teval-rmse:0.11271\n",
|
||
"[302]\ttrain-rmse:0.00192\teval-rmse:0.11271\n",
|
||
"[303]\ttrain-rmse:0.00190\teval-rmse:0.11271\n",
|
||
"[304]\ttrain-rmse:0.00189\teval-rmse:0.11271\n",
|
||
"[305]\ttrain-rmse:0.00185\teval-rmse:0.11272\n",
|
||
"[306]\ttrain-rmse:0.00182\teval-rmse:0.11272\n",
|
||
"[307]\ttrain-rmse:0.00179\teval-rmse:0.11273\n",
|
||
"[308]\ttrain-rmse:0.00176\teval-rmse:0.11273\n",
|
||
"[309]\ttrain-rmse:0.00175\teval-rmse:0.11273\n",
|
||
"[310]\ttrain-rmse:0.00173\teval-rmse:0.11273\n",
|
||
"[311]\ttrain-rmse:0.00170\teval-rmse:0.11274\n",
|
||
"[312]\ttrain-rmse:0.00168\teval-rmse:0.11274\n",
|
||
"[313]\ttrain-rmse:0.00165\teval-rmse:0.11274\n",
|
||
"[314]\ttrain-rmse:0.00163\teval-rmse:0.11274\n",
|
||
"[315]\ttrain-rmse:0.00160\teval-rmse:0.11275\n",
|
||
"[316]\ttrain-rmse:0.00158\teval-rmse:0.11275\n",
|
||
"[317]\ttrain-rmse:0.00155\teval-rmse:0.11275\n",
|
||
"[318]\ttrain-rmse:0.00154\teval-rmse:0.11275\n",
|
||
"[319]\ttrain-rmse:0.00152\teval-rmse:0.11275\n",
|
||
"[320]\ttrain-rmse:0.00150\teval-rmse:0.11275\n",
|
||
"[321]\ttrain-rmse:0.00148\teval-rmse:0.11275\n",
|
||
"[322]\ttrain-rmse:0.00145\teval-rmse:0.11276\n",
|
||
"[323]\ttrain-rmse:0.00143\teval-rmse:0.11275\n",
|
||
"[324]\ttrain-rmse:0.00141\teval-rmse:0.11275\n",
|
||
"[325]\ttrain-rmse:0.00138\teval-rmse:0.11275\n",
|
||
"[326]\ttrain-rmse:0.00136\teval-rmse:0.11276\n",
|
||
"[327]\ttrain-rmse:0.00134\teval-rmse:0.11275\n",
|
||
"[328]\ttrain-rmse:0.00132\teval-rmse:0.11276\n",
|
||
"[329]\ttrain-rmse:0.00130\teval-rmse:0.11276\n",
|
||
"[330]\ttrain-rmse:0.00128\teval-rmse:0.11276\n",
|
||
"[331]\ttrain-rmse:0.00127\teval-rmse:0.11275\n",
|
||
"[332]\ttrain-rmse:0.00125\teval-rmse:0.11275\n",
|
||
"[333]\ttrain-rmse:0.00123\teval-rmse:0.11275\n",
|
||
"[334]\ttrain-rmse:0.00121\teval-rmse:0.11275\n",
|
||
"[335]\ttrain-rmse:0.00119\teval-rmse:0.11276\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"gbm = xgb.train(params, dtrain, evals=watchlist, num_boost_round=5000,\n",
|
||
" early_stopping_rounds=200, verbose_eval=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"x_pred = gbm.predict(xgb.DMatrix(X_test))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"test['SalePrice'] = np.expm1(x_pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"test[['Id', 'SalePrice']].to_csv('house_pred2.csv', index=False, encoding='utf-8')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"gbm.save_model('./pretrain_models/house_price_eta0.05_round280.json')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"gg = xgb.XGBRegressor()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
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||
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|
||
"text": [
|
||
"/home/zhaojh/miniconda3/envs/py37/lib/python3.7/site-packages/xgboost/sklearn.py:742: UserWarning: Loading a native XGBoost model with Scikit-Learn interface.\n",
|
||
" 'Loading a native XGBoost model with Scikit-Learn interface.'\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"gg.load_model('./pretrain_models/house_price_eta0.05_round280.json')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"test['SalePrice'] = np.expm1(gg.predict(X_test))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
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||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
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||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([11.706002, 12.04607 , 12.116972, ..., 11.978775, 11.649101,\n",
|
||
" 12.330935], dtype=float32)"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
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}
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||
],
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||
"x_pred"
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||
]
|
||
},
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||
{
|
||
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||
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|
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||
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||
}
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||
],
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