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AiLearning-Theory-Applying/notebook_必备数学基础/.ipynb_checkpoints/案例：汽车价格预测任务-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**数据集简介**\n",
"<br>\n",
"主要包括3类指标:\n",
"<br>\n",
"<ul>\n",
" <li>汽车的各种特性\n",
" <li>保险风险评级:(-3,-2,-1,0,1,2,3)\n",
" <li>每辆保险车辆年平均相对损失支付.\n",
"</ul>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**类别属性**\n",
"<ul>\n",
" <li>make:汽车的商标(爽迪,宝马。。。)\n",
" <li>fuel-type:汽油还是天然气\n",
" <li>aspiration:涡轮\n",
" <li>num- of-doors:两门还是四门\n",
" <li>body-style:硬顶车、轿车、菰背车、散篷车\n",
" <li>drive- wheels:驱动轮\n",
" <li>engine-location:发动机位置\n",
" <li>engine-type:发动机类型\n",
" <li>num- of-cylinders:几个气缸\n",
" <li>fuel- system:燃油系统\n",
"</ul>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**连续指标**\n",
"<ul>\n",
"<li>bore: continuous from 2.54 to 3.94.\n",
"<li>stroke: continuous from 2.07 to 4.17.\n",
"<li>compression-ratio: continuous from 7 to 23.\n",
"<li>horsepower: continuous from 48 to 288.\n",
"<li>peak-rpm: continuous from 4150 to 6600.\n",
"<li>city-mpg: continuous from 13 to 49.\n",
"<li>highway-mpg: continuous from 16 to 54.\n",
"<li>price: continuous from 5118 to 45400.\n",
"</ul>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['symboling', 'normalized-losses', 'make', 'fuel-type', 'aspiration',\n",
" 'num-of-doors', 'body-style', 'drive-wheels', 'engine-location',\n",
" 'wheel-base', 'length', 'width', 'height', 'curb-weight', 'engine-type',\n",
" 'num-of-cylinders', 'engine-size', 'fuel-system', 'bore', 'stroke',\n",
" 'compress-ratio', 'horsepower', 'peak-rpm', 'city-mpg', 'highway-mpg',\n",
" 'price', 'output'],\n",
" dtype='object')"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# loading packages\n",
"import numpy as np\n",
"import pandas as pd\n",
"from pandas import datetime\n",
"import warnings # 忽略普通警告，不打印太多东西\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"#data visualization and missing values\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns #基于Matplotlib，更高级的\n",
"import missingno as msno #提供了一个灵活且易于使用的缺失数据可视化和实用程序的小工具集\n",
"%matplotlib inline\n",
"\n",
"#stats\n",
"from statsmodels.distributions.empirical_distribution import ECDF #对许多不同统计模型估计的类和函数，可以进行统计测试和统计数据的探索。\n",
"from sklearn.metrics import mean_squared_error,r2_score #常用的机器学习方法，包括回归(Regression)、降维(Dimensionality Reduction)、分类(Classfication)、聚类(Clustering)等方法\n",
"\n",
"#mechine learning \n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.linear_model import Lasso,LassoCV\n",
"from sklearn.model_selection import train_test_split,cross_val_score\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"seed = 123 # 随机种子，使随机策略结果一致，不指定则每次随机结果不一样\n",
"\n",
"#import data\n",
"data = pd.read_csv('auto_data.csv', na_values='?')\n",
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"symboling int64\n",
"normalized-losses int64\n",
"make object\n",
"fuel-type object\n",
"aspiration object\n",
"num-of-doors object\n",
"body-style object\n",
"drive-wheels object\n",
"engine-location object\n",
"wheel-base float64\n",
"length float64\n",
"width float64\n",
"height float64\n",
"curb-weight int64\n",
"engine-type object\n",
"num-of-cylinders object\n",
"engine-size int64\n",
"fuel-system object\n",
"bore float64\n",
"stroke float64\n",
"compress-ratio float64\n",
"horsepower int64\n",
"peak-rpm int64\n",
"city-mpg int64\n",
"highway-mpg int64\n",
"price int64\n",
"output object\n",
"dtype: object"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In total: (205, 27)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>make</th>\n",
" <th>fuel-type</th>\n",
" <th>aspiration</th>\n",
" <th>num-of-doors</th>\n",
" <th>body-style</th>\n",
" <th>drive-wheels</th>\n",
" <th>engine-location</th>\n",
" <th>wheel-base</th>\n",
" <th>...</th>\n",
" <th>fuel-system</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" <th>output</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>13495</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>16500</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>hatchback</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>94.5</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>2.68</td>\n",
" <td>3.47</td>\n",
" <td>9.0</td>\n",
" <td>154</td>\n",
" <td>5000</td>\n",
" <td>19</td>\n",
" <td>26</td>\n",
" <td>16500</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>164</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>fwd</td>\n",
" <td>front</td>\n",
" <td>99.8</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>10.0</td>\n",
" <td>102</td>\n",
" <td>5500</td>\n",
" <td>24</td>\n",
" <td>30</td>\n",
" <td>13950</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>164</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>4wd</td>\n",
" <td>front</td>\n",
" <td>99.4</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>8.0</td>\n",
" <td>115</td>\n",
" <td>5500</td>\n",
" <td>18</td>\n",
" <td>22</td>\n",
" <td>17450</td>\n",
" <td>no</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses make fuel-type aspiration \\\n",
"0 3 164 alfa-romero gas std \n",
"1 3 164 alfa-romero gas std \n",
"2 1 164 alfa-romero gas std \n",
"3 2 164 audi gas std \n",
"4 2 164 audi gas std \n",
"\n",
" num-of-doors body-style drive-wheels engine-location wheel-base ... \\\n",
"0 two convertible rwd front 88.6 ... \n",
"1 two convertible rwd front 88.6 ... \n",
"2 two hatchback rwd front 94.5 ... \n",
"3 four sedan fwd front 99.8 ... \n",
"4 four sedan 4wd front 99.4 ... \n",
"\n",
" fuel-system bore stroke compress-ratio horsepower peak-rpm city-mpg \\\n",
"0 mpfi 3.47 2.68 9.0 111 5000 21 \n",
"1 mpfi 3.47 2.68 9.0 111 5000 21 \n",
"2 mpfi 2.68 3.47 9.0 154 5000 19 \n",
"3 mpfi 3.19 3.40 10.0 102 5500 24 \n",
"4 mpfi 3.19 3.40 8.0 115 5500 18 \n",
"\n",
" highway-mpg price output \n",
"0 27 13495 no \n",
"1 27 16500 no \n",
"2 26 16500 no \n",
"3 30 13950 no \n",
"4 22 17450 no \n",
"\n",
"[5 rows x 27 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print('In total:', data.shape) # 205条数据，26个特征，NaN表示为缺失值\n",
"data.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>wheel-base</th>\n",
" <th>length</th>\n",
" <th>width</th>\n",
" <th>height</th>\n",
" <th>curb-weight</th>\n",
" <th>engine-size</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" <td>205.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.834146</td>\n",
" <td>128.965854</td>\n",
" <td>98.756585</td>\n",
" <td>174.049268</td>\n",
" <td>65.907805</td>\n",
" <td>53.724878</td>\n",
" <td>2555.565854</td>\n",
" <td>126.907317</td>\n",
" <td>3.324878</td>\n",
" <td>3.253366</td>\n",
" <td>10.142537</td>\n",
" <td>106.048780</td>\n",
" <td>5131.463415</td>\n",
" <td>25.219512</td>\n",
" <td>30.751220</td>\n",
" <td>13293.331707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.245307</td>\n",
" <td>39.421600</td>\n",
" <td>6.021776</td>\n",
" <td>12.337289</td>\n",
" <td>2.145204</td>\n",
" <td>2.443522</td>\n",
" <td>520.680204</td>\n",
" <td>41.642693</td>\n",
" <td>0.273049</td>\n",
" <td>0.313937</td>\n",
" <td>3.972040</td>\n",
" <td>43.468803</td>\n",
" <td>480.933330</td>\n",
" <td>6.542142</td>\n",
" <td>6.886443</td>\n",
" <td>8115.709527</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-2.000000</td>\n",
" <td>65.000000</td>\n",
" <td>86.600000</td>\n",
" <td>141.100000</td>\n",
" <td>60.300000</td>\n",
" <td>47.800000</td>\n",
" <td>1488.000000</td>\n",
" <td>61.000000</td>\n",
" <td>2.540000</td>\n",
" <td>2.070000</td>\n",
" <td>7.000000</td>\n",
" <td>48.000000</td>\n",
" <td>4150.000000</td>\n",
" <td>13.000000</td>\n",
" <td>16.000000</td>\n",
" <td>5000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.000000</td>\n",
" <td>95.000000</td>\n",
" <td>94.500000</td>\n",
" <td>166.300000</td>\n",
" <td>64.100000</td>\n",
" <td>52.000000</td>\n",
" <td>2145.000000</td>\n",
" <td>97.000000</td>\n",
" <td>3.130000</td>\n",
" <td>3.110000</td>\n",
" <td>8.600000</td>\n",
" <td>70.000000</td>\n",
" <td>4800.000000</td>\n",
" <td>19.000000</td>\n",
" <td>25.000000</td>\n",
" <td>7775.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1.000000</td>\n",
" <td>122.000000</td>\n",
" <td>97.000000</td>\n",
" <td>173.200000</td>\n",
" <td>65.500000</td>\n",
" <td>54.100000</td>\n",
" <td>2414.000000</td>\n",
" <td>120.000000</td>\n",
" <td>3.310000</td>\n",
" <td>3.290000</td>\n",
" <td>9.000000</td>\n",
" <td>95.000000</td>\n",
" <td>5200.000000</td>\n",
" <td>24.000000</td>\n",
" <td>30.000000</td>\n",
" <td>10295.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2.000000</td>\n",
" <td>158.000000</td>\n",
" <td>102.400000</td>\n",
" <td>183.100000</td>\n",
" <td>66.900000</td>\n",
" <td>55.500000</td>\n",
" <td>2935.000000</td>\n",
" <td>141.000000</td>\n",
" <td>3.580000</td>\n",
" <td>3.410000</td>\n",
" <td>9.400000</td>\n",
" <td>120.000000</td>\n",
" <td>5500.000000</td>\n",
" <td>30.000000</td>\n",
" <td>34.000000</td>\n",
" <td>16503.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>3.000000</td>\n",
" <td>256.000000</td>\n",
" <td>120.900000</td>\n",
" <td>208.100000</td>\n",
" <td>72.300000</td>\n",
" <td>59.800000</td>\n",
" <td>4066.000000</td>\n",
" <td>326.000000</td>\n",
" <td>3.940000</td>\n",
" <td>4.170000</td>\n",
" <td>23.000000</td>\n",
" <td>288.000000</td>\n",
" <td>6600.000000</td>\n",
" <td>49.000000</td>\n",
" <td>54.000000</td>\n",
" <td>45400.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses wheel-base length width \\\n",
"count 205.000000 205.000000 205.000000 205.000000 205.000000 \n",
"mean 0.834146 128.965854 98.756585 174.049268 65.907805 \n",
"std 1.245307 39.421600 6.021776 12.337289 2.145204 \n",
"min -2.000000 65.000000 86.600000 141.100000 60.300000 \n",
"25% 0.000000 95.000000 94.500000 166.300000 64.100000 \n",
"50% 1.000000 122.000000 97.000000 173.200000 65.500000 \n",
"75% 2.000000 158.000000 102.400000 183.100000 66.900000 \n",
"max 3.000000 256.000000 120.900000 208.100000 72.300000 \n",
"\n",
" height curb-weight engine-size bore stroke \\\n",
"count 205.000000 205.000000 205.000000 205.000000 205.000000 \n",
"mean 53.724878 2555.565854 126.907317 3.324878 3.253366 \n",
"std 2.443522 520.680204 41.642693 0.273049 0.313937 \n",
"min 47.800000 1488.000000 61.000000 2.540000 2.070000 \n",
"25% 52.000000 2145.000000 97.000000 3.130000 3.110000 \n",
"50% 54.100000 2414.000000 120.000000 3.310000 3.290000 \n",
"75% 55.500000 2935.000000 141.000000 3.580000 3.410000 \n",
"max 59.800000 4066.000000 326.000000 3.940000 4.170000 \n",
"\n",
" compress-ratio horsepower peak-rpm city-mpg highway-mpg \\\n",
"count 205.000000 205.000000 205.000000 205.000000 205.000000 \n",
"mean 10.142537 106.048780 5131.463415 25.219512 30.751220 \n",
"std 3.972040 43.468803 480.933330 6.542142 6.886443 \n",
"min 7.000000 48.000000 4150.000000 13.000000 16.000000 \n",
"25% 8.600000 70.000000 4800.000000 19.000000 25.000000 \n",
"50% 9.000000 95.000000 5200.000000 24.000000 30.000000 \n",
"75% 9.400000 120.000000 5500.000000 30.000000 34.000000 \n",
"max 23.000000 288.000000 6600.000000 49.000000 54.000000 \n",
"\n",
" price \n",
"count 205.000000 \n",
"mean 13293.331707 \n",
"std 8115.709527 \n",
"min 5000.000000 \n",
"25% 7775.000000 \n",
"50% 10295.000000 \n",
"75% 16503.000000 \n",
"max 45400.000000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe() #查看数据描述，count统计、mean均值、std标准差、min最小值、50%中位数、max最大值"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 缺失值填充"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1731f11d320>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(style='ticks') #指定风格\n",
"msno.matrix(data) #查看缺少情况"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这里是没缺失值的，你可以手动删掉一些数据造成缺少的情况"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>make</th>\n",
" <th>fuel-type</th>\n",
" <th>aspiration</th>\n",
" <th>num-of-doors</th>\n",
" <th>body-style</th>\n",
" <th>drive-wheels</th>\n",
" <th>engine-location</th>\n",
" <th>wheel-base</th>\n",
" <th>...</th>\n",
" <th>fuel-system</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" <th>output</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"<p>0 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [symboling, normalized-losses, make, fuel-type, aspiration, num-of-doors, body-style, drive-wheels, engine-location, wheel-base, length, width, height, curb-weight, engine-type, num-of-cylinders, engine-size, fuel-system, bore, stroke, compress-ratio, horsepower, peak-rpm, city-mpg, highway-mpg, price, output]\n",
"Index: []\n",
"\n",
"[0 rows x 27 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#缺失值填充（也可以删掉，但是我们数据不多删掉就更少了）\n",
"data[pd.isnull(data['normalized-losses'])].head() #查看某列缺失的情况，这里没缺少，我们假设其缺失"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([13., 24., 36., 26., 16., 17., 24., 25., 7., 12., 0., 0., 1.,\n",
" 4.]), array([ 65. , 78.64285714, 92.28571429, 105.92857143,\n",
" 119.57142857, 133.21428571, 146.85714286, 160.5 ,\n",
" 174.14285714, 187.78571429, 201.42857143, 215.07142857,\n",
" 228.71428571, 242.35714286, 256. ]), <a list of 14 Patch objects>)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,5))\n",
"c = '#376DE8' # 指定颜色\n",
"\n",
"#ECDF，画出占比\n",
"plt.subplot(121) # 分两边，画在左边\n",
"cdf = ECDF(data['normalized-losses'])\n",
"plt.plot(cdf.x, cdf.y,label='statmodels',color=c)\n",
"plt.xlabel('normalized-losses')\n",
"plt.ylabel('ECDF')\n",
"\n",
"#overall distribution，画出占比\n",
"plt.subplot(122) # 分两边，画在右边\n",
"plt.hist(data['normalized-losses'].dropna(),\n",
" bins=int(np.sqrt(len(data['normalized-losses']))),\n",
" color = c)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"可以发现**80%的 normalized losses是低于200**并且绝大多数低于125。\n",
"<br>\n",
"<br>\n",
"一个基本的想法就是用中位数来进行填充,但是我们得来想一想,这个特征(保险损失值)跟哪些因素可能有关呢？应该是保险的情况吧,所以我们可以分组来进行填充这样会更精确一些。\n",
"<br><br>\n",
"首先来看一下对于不同保险情况的统计指标："
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>symboling</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>-2</th>\n",
" <td>3.0</td>\n",
" <td>103.000000</td>\n",
" <td>0.000000</td>\n",
" <td>103.0</td>\n",
" <td>103.0</td>\n",
" <td>103.0</td>\n",
" <td>103.00</td>\n",
" <td>103.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>-1</th>\n",
" <td>22.0</td>\n",
" <td>86.136364</td>\n",
" <td>17.715464</td>\n",
" <td>65.0</td>\n",
" <td>74.0</td>\n",
" <td>91.5</td>\n",
" <td>95.00</td>\n",
" <td>137.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>67.0</td>\n",
" <td>128.776119</td>\n",
" <td>44.511429</td>\n",
" <td>77.0</td>\n",
" <td>91.0</td>\n",
" <td>110.0</td>\n",
" <td>161.00</td>\n",
" <td>256.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>54.0</td>\n",
" <td>132.037037</td>\n",
" <td>29.599823</td>\n",
" <td>74.0</td>\n",
" <td>108.5</td>\n",
" <td>128.0</td>\n",
" <td>154.00</td>\n",
" <td>231.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>32.0</td>\n",
" <td>128.000000</td>\n",
" <td>31.285367</td>\n",
" <td>83.0</td>\n",
" <td>101.5</td>\n",
" <td>134.0</td>\n",
" <td>158.75</td>\n",
" <td>192.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27.0</td>\n",
" <td>162.222222</td>\n",
" <td>34.033166</td>\n",
" <td>74.0</td>\n",
" <td>150.0</td>\n",
" <td>153.0</td>\n",
" <td>186.00</td>\n",
" <td>256.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% 75% max\n",
"symboling \n",
"-2 3.0 103.000000 0.000000 103.0 103.0 103.0 103.00 103.0\n",
"-1 22.0 86.136364 17.715464 65.0 74.0 91.5 95.00 137.0\n",
" 0 67.0 128.776119 44.511429 77.0 91.0 110.0 161.00 256.0\n",
" 1 54.0 132.037037 29.599823 74.0 108.5 128.0 154.00 231.0\n",
" 2 32.0 128.000000 31.285367 83.0 101.5 134.0 158.75 192.0\n",
" 3 27.0 162.222222 34.033166 74.0 150.0 153.0 186.00 256.0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.groupby('symboling')['normalized-losses'].describe() #查看风险等级"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这样，我们可以对应不同的组，去填充对应的均值\n",
"<br><br>如-2对应着103，-1对应86"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In total: (205, 27)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>make</th>\n",
" <th>fuel-type</th>\n",
" <th>aspiration</th>\n",
" <th>num-of-doors</th>\n",
" <th>body-style</th>\n",
" <th>drive-wheels</th>\n",
" <th>engine-location</th>\n",
" <th>wheel-base</th>\n",
" <th>...</th>\n",
" <th>fuel-system</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" <th>output</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>13495</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>88.6</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.47</td>\n",
" <td>2.68</td>\n",
" <td>9.0</td>\n",
" <td>111</td>\n",
" <td>5000</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>16500</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>164</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>hatchback</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>94.5</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>2.68</td>\n",
" <td>3.47</td>\n",
" <td>9.0</td>\n",
" <td>154</td>\n",
" <td>5000</td>\n",
" <td>19</td>\n",
" <td>26</td>\n",
" <td>16500</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>164</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>fwd</td>\n",
" <td>front</td>\n",
" <td>99.8</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>10.0</td>\n",
" <td>102</td>\n",
" <td>5500</td>\n",
" <td>24</td>\n",
" <td>30</td>\n",
" <td>13950</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>164</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>4wd</td>\n",
" <td>front</td>\n",
" <td>99.4</td>\n",
" <td>...</td>\n",
" <td>mpfi</td>\n",
" <td>3.19</td>\n",
" <td>3.40</td>\n",
" <td>8.0</td>\n",
" <td>115</td>\n",
" <td>5500</td>\n",
" <td>18</td>\n",
" <td>22</td>\n",
" <td>17450</td>\n",
" <td>no</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses make fuel-type aspiration \\\n",
"0 3 164 alfa-romero gas std \n",
"1 3 164 alfa-romero gas std \n",
"2 1 164 alfa-romero gas std \n",
"3 2 164 audi gas std \n",
"4 2 164 audi gas std \n",
"\n",
" num-of-doors body-style drive-wheels engine-location wheel-base ... \\\n",
"0 two convertible rwd front 88.6 ... \n",
"1 two convertible rwd front 88.6 ... \n",
"2 two hatchback rwd front 94.5 ... \n",
"3 four sedan fwd front 99.8 ... \n",
"4 four sedan 4wd front 99.4 ... \n",
"\n",
" fuel-system bore stroke compress-ratio horsepower peak-rpm city-mpg \\\n",
"0 mpfi 3.47 2.68 9.0 111 5000 21 \n",
"1 mpfi 3.47 2.68 9.0 111 5000 21 \n",
"2 mpfi 2.68 3.47 9.0 154 5000 19 \n",
"3 mpfi 3.19 3.40 10.0 102 5500 24 \n",
"4 mpfi 3.19 3.40 8.0 115 5500 18 \n",
"\n",
" highway-mpg price output \n",
"0 27 13495 no \n",
"1 27 16500 no \n",
"2 26 16500 no \n",
"3 30 13950 no \n",
"4 22 17450 no \n",
"\n",
"[5 rows x 27 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = data.dropna(subset=['price','bore','stroke']) #对缺失值少量的可以之间删除\n",
"#对于大量缺失情况的，补相关特征不同组对应的均值\n",
"data['normalized-losses'] = data.groupby('symboling')['normalized-losses'].transform(lambda x:x.fillna(x.mean()))\n",
"\n",
"print('In total:', data.shape) # 205条数据，26个特征，NaN表示为缺失值\n",
"data.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 特征相关性"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>wheel-base</th>\n",
" <th>length</th>\n",
" <th>width</th>\n",
" <th>height</th>\n",
" <th>curb-weight</th>\n",
" <th>engine-size</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>symboling</th>\n",
" <td>1.000000</td>\n",
" <td>0.389010</td>\n",
" <td>-0.531954</td>\n",
" <td>-0.357612</td>\n",
" <td>-0.232919</td>\n",
" <td>-0.541038</td>\n",
" <td>-0.227691</td>\n",
" <td>-0.105790</td>\n",
" <td>-0.160225</td>\n",
" <td>-0.020132</td>\n",
" <td>-0.178515</td>\n",
" <td>0.070421</td>\n",
" <td>0.273125</td>\n",
" <td>-0.035823</td>\n",
" <td>0.034606</td>\n",
" <td>-0.079290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>normalized-losses</th>\n",
" <td>0.389010</td>\n",
" <td>1.000000</td>\n",
" <td>0.008200</td>\n",
" <td>0.152832</td>\n",
" <td>0.200870</td>\n",
" <td>-0.287893</td>\n",
" <td>0.218460</td>\n",
" <td>0.237114</td>\n",
" <td>0.047391</td>\n",
" <td>0.070319</td>\n",
" <td>-0.073362</td>\n",
" <td>0.370384</td>\n",
" <td>0.234384</td>\n",
" <td>-0.321647</td>\n",
" <td>-0.270414</td>\n",
" <td>0.313716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wheel-base</th>\n",
" <td>-0.531954</td>\n",
" <td>0.008200</td>\n",
" <td>1.000000</td>\n",
" <td>0.874587</td>\n",
" <td>0.795144</td>\n",
" <td>0.589435</td>\n",
" <td>0.776386</td>\n",
" <td>0.569329</td>\n",
" <td>0.495108</td>\n",
" <td>0.164549</td>\n",
" <td>0.249786</td>\n",
" <td>0.301696</td>\n",
" <td>-0.363355</td>\n",
" <td>-0.470414</td>\n",
" <td>-0.544082</td>\n",
" <td>0.572348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>length</th>\n",
" <td>-0.357612</td>\n",
" <td>0.152832</td>\n",
" <td>0.874587</td>\n",
" <td>1.000000</td>\n",
" <td>0.841118</td>\n",
" <td>0.491029</td>\n",
" <td>0.877728</td>\n",
" <td>0.683360</td>\n",
" <td>0.608905</td>\n",
" <td>0.132076</td>\n",
" <td>0.158414</td>\n",
" <td>0.521192</td>\n",
" <td>-0.279406</td>\n",
" <td>-0.670909</td>\n",
" <td>-0.704662</td>\n",
" <td>0.680804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>width</th>\n",
" <td>-0.232919</td>\n",
" <td>0.200870</td>\n",
" <td>0.795144</td>\n",
" <td>0.841118</td>\n",
" <td>1.000000</td>\n",
" <td>0.279210</td>\n",
" <td>0.867032</td>\n",
" <td>0.735433</td>\n",
" <td>0.556374</td>\n",
" <td>0.183379</td>\n",
" <td>0.181129</td>\n",
" <td>0.596251</td>\n",
" <td>-0.214240</td>\n",
" <td>-0.642704</td>\n",
" <td>-0.677218</td>\n",
" <td>0.765788</td>\n",
" </tr>\n",
" <tr>\n",
" <th>height</th>\n",
" <td>-0.541038</td>\n",
" <td>-0.287893</td>\n",
" <td>0.589435</td>\n",
" <td>0.491029</td>\n",
" <td>0.279210</td>\n",
" <td>1.000000</td>\n",
" <td>0.295572</td>\n",
" <td>0.067149</td>\n",
" <td>0.199995</td>\n",
" <td>-0.044176</td>\n",
" <td>0.261214</td>\n",
" <td>-0.114968</td>\n",
" <td>-0.322525</td>\n",
" <td>-0.048640</td>\n",
" <td>-0.107358</td>\n",
" <td>0.113942</td>\n",
" </tr>\n",
" <tr>\n",
" <th>curb-weight</th>\n",
" <td>-0.227691</td>\n",
" <td>0.218460</td>\n",
" <td>0.776386</td>\n",
" <td>0.877728</td>\n",
" <td>0.867032</td>\n",
" <td>0.295572</td>\n",
" <td>1.000000</td>\n",
" <td>0.850594</td>\n",
" <td>0.648219</td>\n",
" <td>0.170425</td>\n",
" <td>0.151362</td>\n",
" <td>0.679865</td>\n",
" <td>-0.264976</td>\n",
" <td>-0.757414</td>\n",
" <td>-0.797465</td>\n",
" <td>0.836802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>engine-size</th>\n",
" <td>-0.105790</td>\n",
" <td>0.237114</td>\n",
" <td>0.569329</td>\n",
" <td>0.683360</td>\n",
" <td>0.735433</td>\n",
" <td>0.067149</td>\n",
" <td>0.850594</td>\n",
" <td>1.000000</td>\n",
" <td>0.602516</td>\n",
" <td>0.211477</td>\n",
" <td>0.028971</td>\n",
" <td>0.742119</td>\n",
" <td>-0.241031</td>\n",
" <td>-0.653658</td>\n",
" <td>-0.677470</td>\n",
" <td>0.871189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bore</th>\n",
" <td>-0.160225</td>\n",
" <td>0.047391</td>\n",
" <td>0.495108</td>\n",
" <td>0.608905</td>\n",
" <td>0.556374</td>\n",
" <td>0.199995</td>\n",
" <td>0.648219</td>\n",
" <td>0.602516</td>\n",
" <td>1.000000</td>\n",
" <td>-0.049492</td>\n",
" <td>0.008511</td>\n",
" <td>0.537543</td>\n",
" <td>-0.276942</td>\n",
" <td>-0.556570</td>\n",
" <td>-0.562065</td>\n",
" <td>0.550994</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stroke</th>\n",
" <td>-0.020132</td>\n",
" <td>0.070319</td>\n",
" <td>0.164549</td>\n",
" <td>0.132076</td>\n",
" <td>0.183379</td>\n",
" <td>-0.044176</td>\n",
" <td>0.170425</td>\n",
" <td>0.211477</td>\n",
" <td>-0.049492</td>\n",
" <td>1.000000</td>\n",
" <td>0.187134</td>\n",
" <td>0.164722</td>\n",
" <td>-0.051970</td>\n",
" <td>-0.033609</td>\n",
" <td>-0.036502</td>\n",
" <td>0.080531</td>\n",
" </tr>\n",
" <tr>\n",
" <th>compress-ratio</th>\n",
" <td>-0.178515</td>\n",
" <td>-0.073362</td>\n",
" <td>0.249786</td>\n",
" <td>0.158414</td>\n",
" <td>0.181129</td>\n",
" <td>0.261214</td>\n",
" <td>0.151362</td>\n",
" <td>0.028971</td>\n",
" <td>0.008511</td>\n",
" <td>0.187134</td>\n",
" <td>1.000000</td>\n",
" <td>-0.202096</td>\n",
" <td>-0.436976</td>\n",
" <td>0.324701</td>\n",
" <td>0.265201</td>\n",
" <td>0.064750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>horsepower</th>\n",
" <td>0.070421</td>\n",
" <td>0.370384</td>\n",
" <td>0.301696</td>\n",
" <td>0.521192</td>\n",
" <td>0.596251</td>\n",
" <td>-0.114968</td>\n",
" <td>0.679865</td>\n",
" <td>0.742119</td>\n",
" <td>0.537543</td>\n",
" <td>0.164722</td>\n",
" <td>-0.202096</td>\n",
" <td>1.000000</td>\n",
" <td>0.171390</td>\n",
" <td>-0.744246</td>\n",
" <td>-0.699361</td>\n",
" <td>0.725734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>peak-rpm</th>\n",
" <td>0.273125</td>\n",
" <td>0.234384</td>\n",
" <td>-0.363355</td>\n",
" <td>-0.279406</td>\n",
" <td>-0.214240</td>\n",
" <td>-0.322525</td>\n",
" <td>-0.264976</td>\n",
" <td>-0.241031</td>\n",
" <td>-0.276942</td>\n",
" <td>-0.051970</td>\n",
" <td>-0.436976</td>\n",
" <td>0.171390</td>\n",
" <td>1.000000</td>\n",
" <td>-0.117108</td>\n",
" <td>-0.053351</td>\n",
" <td>-0.084937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>city-mpg</th>\n",
" <td>-0.035823</td>\n",
" <td>-0.321647</td>\n",
" <td>-0.470414</td>\n",
" <td>-0.670909</td>\n",
" <td>-0.642704</td>\n",
" <td>-0.048640</td>\n",
" <td>-0.757414</td>\n",
" <td>-0.653658</td>\n",
" <td>-0.556570</td>\n",
" <td>-0.033609</td>\n",
" <td>0.324701</td>\n",
" <td>-0.744246</td>\n",
" <td>-0.117108</td>\n",
" <td>1.000000</td>\n",
" <td>0.971337</td>\n",
" <td>-0.693326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>highway-mpg</th>\n",
" <td>0.034606</td>\n",
" <td>-0.270414</td>\n",
" <td>-0.544082</td>\n",
" <td>-0.704662</td>\n",
" <td>-0.677218</td>\n",
" <td>-0.107358</td>\n",
" <td>-0.797465</td>\n",
" <td>-0.677470</td>\n",
" <td>-0.562065</td>\n",
" <td>-0.036502</td>\n",
" <td>0.265201</td>\n",
" <td>-0.699361</td>\n",
" <td>-0.053351</td>\n",
" <td>0.971337</td>\n",
" <td>1.000000</td>\n",
" <td>-0.700791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>price</th>\n",
" <td>-0.079290</td>\n",
" <td>0.313716</td>\n",
" <td>0.572348</td>\n",
" <td>0.680804</td>\n",
" <td>0.765788</td>\n",
" <td>0.113942</td>\n",
" <td>0.836802</td>\n",
" <td>0.871189</td>\n",
" <td>0.550994</td>\n",
" <td>0.080531</td>\n",
" <td>0.064750</td>\n",
" <td>0.725734</td>\n",
" <td>-0.084937</td>\n",
" <td>-0.693326</td>\n",
" <td>-0.700791</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses wheel-base length \\\n",
"symboling 1.000000 0.389010 -0.531954 -0.357612 \n",
"normalized-losses 0.389010 1.000000 0.008200 0.152832 \n",
"wheel-base -0.531954 0.008200 1.000000 0.874587 \n",
"length -0.357612 0.152832 0.874587 1.000000 \n",
"width -0.232919 0.200870 0.795144 0.841118 \n",
"height -0.541038 -0.287893 0.589435 0.491029 \n",
"curb-weight -0.227691 0.218460 0.776386 0.877728 \n",
"engine-size -0.105790 0.237114 0.569329 0.683360 \n",
"bore -0.160225 0.047391 0.495108 0.608905 \n",
"stroke -0.020132 0.070319 0.164549 0.132076 \n",
"compress-ratio -0.178515 -0.073362 0.249786 0.158414 \n",
"horsepower 0.070421 0.370384 0.301696 0.521192 \n",
"peak-rpm 0.273125 0.234384 -0.363355 -0.279406 \n",
"city-mpg -0.035823 -0.321647 -0.470414 -0.670909 \n",
"highway-mpg 0.034606 -0.270414 -0.544082 -0.704662 \n",
"price -0.079290 0.313716 0.572348 0.680804 \n",
"\n",
" width height curb-weight engine-size bore \\\n",
"symboling -0.232919 -0.541038 -0.227691 -0.105790 -0.160225 \n",
"normalized-losses 0.200870 -0.287893 0.218460 0.237114 0.047391 \n",
"wheel-base 0.795144 0.589435 0.776386 0.569329 0.495108 \n",
"length 0.841118 0.491029 0.877728 0.683360 0.608905 \n",
"width 1.000000 0.279210 0.867032 0.735433 0.556374 \n",
"height 0.279210 1.000000 0.295572 0.067149 0.199995 \n",
"curb-weight 0.867032 0.295572 1.000000 0.850594 0.648219 \n",
"engine-size 0.735433 0.067149 0.850594 1.000000 0.602516 \n",
"bore 0.556374 0.199995 0.648219 0.602516 1.000000 \n",
"stroke 0.183379 -0.044176 0.170425 0.211477 -0.049492 \n",
"compress-ratio 0.181129 0.261214 0.151362 0.028971 0.008511 \n",
"horsepower 0.596251 -0.114968 0.679865 0.742119 0.537543 \n",
"peak-rpm -0.214240 -0.322525 -0.264976 -0.241031 -0.276942 \n",
"city-mpg -0.642704 -0.048640 -0.757414 -0.653658 -0.556570 \n",
"highway-mpg -0.677218 -0.107358 -0.797465 -0.677470 -0.562065 \n",
"price 0.765788 0.113942 0.836802 0.871189 0.550994 \n",
"\n",
" stroke compress-ratio horsepower peak-rpm city-mpg \\\n",
"symboling -0.020132 -0.178515 0.070421 0.273125 -0.035823 \n",
"normalized-losses 0.070319 -0.073362 0.370384 0.234384 -0.321647 \n",
"wheel-base 0.164549 0.249786 0.301696 -0.363355 -0.470414 \n",
"length 0.132076 0.158414 0.521192 -0.279406 -0.670909 \n",
"width 0.183379 0.181129 0.596251 -0.214240 -0.642704 \n",
"height -0.044176 0.261214 -0.114968 -0.322525 -0.048640 \n",
"curb-weight 0.170425 0.151362 0.679865 -0.264976 -0.757414 \n",
"engine-size 0.211477 0.028971 0.742119 -0.241031 -0.653658 \n",
"bore -0.049492 0.008511 0.537543 -0.276942 -0.556570 \n",
"stroke 1.000000 0.187134 0.164722 -0.051970 -0.033609 \n",
"compress-ratio 0.187134 1.000000 -0.202096 -0.436976 0.324701 \n",
"horsepower 0.164722 -0.202096 1.000000 0.171390 -0.744246 \n",
"peak-rpm -0.051970 -0.436976 0.171390 1.000000 -0.117108 \n",
"city-mpg -0.033609 0.324701 -0.744246 -0.117108 1.000000 \n",
"highway-mpg -0.036502 0.265201 -0.699361 -0.053351 0.971337 \n",
"price 0.080531 0.064750 0.725734 -0.084937 -0.693326 \n",
"\n",
" highway-mpg price \n",
"symboling 0.034606 -0.079290 \n",
"normalized-losses -0.270414 0.313716 \n",
"wheel-base -0.544082 0.572348 \n",
"length -0.704662 0.680804 \n",
"width -0.677218 0.765788 \n",
"height -0.107358 0.113942 \n",
"curb-weight -0.797465 0.836802 \n",
"engine-size -0.677470 0.871189 \n",
"bore -0.562065 0.550994 \n",
"stroke -0.036502 0.080531 \n",
"compress-ratio 0.265201 0.064750 \n",
"horsepower -0.699361 0.725734 \n",
"peak-rpm -0.053351 -0.084937 \n",
"city-mpg 0.971337 -0.693326 \n",
"highway-mpg 1.000000 -0.700791 \n",
"price -0.700791 1.000000 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cormatrix = data.corr()\n",
"cormatrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"得到特征之间的特征相关性，值越大表示两特征间相关越大"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>wheel-base</th>\n",
" <th>length</th>\n",
" <th>width</th>\n",
" <th>height</th>\n",
" <th>curb-weight</th>\n",
" <th>engine-size</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>city-mpg</th>\n",
" <th>highway-mpg</th>\n",
" <th>price</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>symboling</th>\n",
" <td>0.0</td>\n",
" <td>0.38901</td>\n",
" <td>-0.531954</td>\n",
" <td>-0.357612</td>\n",
" <td>-0.232919</td>\n",
" <td>-0.541038</td>\n",
" <td>-0.227691</td>\n",
" <td>-0.105790</td>\n",
" <td>-0.160225</td>\n",
" <td>-0.020132</td>\n",
" <td>-0.178515</td>\n",
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" <td>0.273125</td>\n",
" <td>-0.035823</td>\n",
" <td>0.034606</td>\n",
" <td>-0.079290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>normalized-losses</th>\n",
" <td>0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.008200</td>\n",
" <td>0.152832</td>\n",
" <td>0.200870</td>\n",
" <td>-0.287893</td>\n",
" <td>0.218460</td>\n",
" <td>0.237114</td>\n",
" <td>0.047391</td>\n",
" <td>0.070319</td>\n",
" <td>-0.073362</td>\n",
" <td>0.370384</td>\n",
" <td>0.234384</td>\n",
" <td>-0.321647</td>\n",
" <td>-0.270414</td>\n",
" <td>0.313716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wheel-base</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.874587</td>\n",
" <td>0.795144</td>\n",
" <td>0.589435</td>\n",
" <td>0.776386</td>\n",
" <td>0.569329</td>\n",
" <td>0.495108</td>\n",
" <td>0.164549</td>\n",
" <td>0.249786</td>\n",
" <td>0.301696</td>\n",
" <td>-0.363355</td>\n",
" <td>-0.470414</td>\n",
" <td>-0.544082</td>\n",
" <td>0.572348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>length</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.841118</td>\n",
" <td>0.491029</td>\n",
" <td>0.877728</td>\n",
" <td>0.683360</td>\n",
" <td>0.608905</td>\n",
" <td>0.132076</td>\n",
" <td>0.158414</td>\n",
" <td>0.521192</td>\n",
" <td>-0.279406</td>\n",
" <td>-0.670909</td>\n",
" <td>-0.704662</td>\n",
" <td>0.680804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>width</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.279210</td>\n",
" <td>0.867032</td>\n",
" <td>0.735433</td>\n",
" <td>0.556374</td>\n",
" <td>0.183379</td>\n",
" <td>0.181129</td>\n",
" <td>0.596251</td>\n",
" <td>-0.214240</td>\n",
" <td>-0.642704</td>\n",
" <td>-0.677218</td>\n",
" <td>0.765788</td>\n",
" </tr>\n",
" <tr>\n",
" <th>height</th>\n",
" <td>-0.0</td>\n",
" <td>-0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.295572</td>\n",
" <td>0.067149</td>\n",
" <td>0.199995</td>\n",
" <td>-0.044176</td>\n",
" <td>0.261214</td>\n",
" <td>-0.114968</td>\n",
" <td>-0.322525</td>\n",
" <td>-0.048640</td>\n",
" <td>-0.107358</td>\n",
" <td>0.113942</td>\n",
" </tr>\n",
" <tr>\n",
" <th>curb-weight</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.850594</td>\n",
" <td>0.648219</td>\n",
" <td>0.170425</td>\n",
" <td>0.151362</td>\n",
" <td>0.679865</td>\n",
" <td>-0.264976</td>\n",
" <td>-0.757414</td>\n",
" <td>-0.797465</td>\n",
" <td>0.836802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>engine-size</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.602516</td>\n",
" <td>0.211477</td>\n",
" <td>0.028971</td>\n",
" <td>0.742119</td>\n",
" <td>-0.241031</td>\n",
" <td>-0.653658</td>\n",
" <td>-0.677470</td>\n",
" <td>0.871189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bore</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.049492</td>\n",
" <td>0.008511</td>\n",
" <td>0.537543</td>\n",
" <td>-0.276942</td>\n",
" <td>-0.556570</td>\n",
" <td>-0.562065</td>\n",
" <td>0.550994</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stroke</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.187134</td>\n",
" <td>0.164722</td>\n",
" <td>-0.051970</td>\n",
" <td>-0.033609</td>\n",
" <td>-0.036502</td>\n",
" <td>0.080531</td>\n",
" </tr>\n",
" <tr>\n",
" <th>compress-ratio</th>\n",
" <td>-0.0</td>\n",
" <td>-0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.202096</td>\n",
" <td>-0.436976</td>\n",
" <td>0.324701</td>\n",
" <td>0.265201</td>\n",
" <td>0.064750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>horsepower</th>\n",
" <td>0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.171390</td>\n",
" <td>-0.744246</td>\n",
" <td>-0.699361</td>\n",
" <td>0.725734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>peak-rpm</th>\n",
" <td>0.0</td>\n",
" <td>0.00000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.117108</td>\n",
" <td>-0.053351</td>\n",
" <td>-0.084937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>city-mpg</th>\n",
" <td>-0.0</td>\n",
" <td>-0.00000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.971337</td>\n",
" <td>-0.693326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>highway-mpg</th>\n",
" <td>0.0</td>\n",
" <td>-0.00000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.700791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>price</th>\n",
" <td>-0.0</td>\n",
" <td>0.00000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses wheel-base length \\\n",
"symboling 0.0 0.38901 -0.531954 -0.357612 \n",
"normalized-losses 0.0 0.00000 0.008200 0.152832 \n",
"wheel-base -0.0 0.00000 0.000000 0.874587 \n",
"length -0.0 0.00000 0.000000 0.000000 \n",
"width -0.0 0.00000 0.000000 0.000000 \n",
"height -0.0 -0.00000 0.000000 0.000000 \n",
"curb-weight -0.0 0.00000 0.000000 0.000000 \n",
"engine-size -0.0 0.00000 0.000000 0.000000 \n",
"bore -0.0 0.00000 0.000000 0.000000 \n",
"stroke -0.0 0.00000 0.000000 0.000000 \n",
"compress-ratio -0.0 -0.00000 0.000000 0.000000 \n",
"horsepower 0.0 0.00000 0.000000 0.000000 \n",
"peak-rpm 0.0 0.00000 -0.000000 -0.000000 \n",
"city-mpg -0.0 -0.00000 -0.000000 -0.000000 \n",
"highway-mpg 0.0 -0.00000 -0.000000 -0.000000 \n",
"price -0.0 0.00000 0.000000 0.000000 \n",
"\n",
" width height curb-weight engine-size bore \\\n",
"symboling -0.232919 -0.541038 -0.227691 -0.105790 -0.160225 \n",
"normalized-losses 0.200870 -0.287893 0.218460 0.237114 0.047391 \n",
"wheel-base 0.795144 0.589435 0.776386 0.569329 0.495108 \n",
"length 0.841118 0.491029 0.877728 0.683360 0.608905 \n",
"width 0.000000 0.279210 0.867032 0.735433 0.556374 \n",
"height 0.000000 0.000000 0.295572 0.067149 0.199995 \n",
"curb-weight 0.000000 0.000000 0.000000 0.850594 0.648219 \n",
"engine-size 0.000000 0.000000 0.000000 0.000000 0.602516 \n",
"bore 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"stroke 0.000000 -0.000000 0.000000 0.000000 -0.000000 \n",
"compress-ratio 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"horsepower 0.000000 -0.000000 0.000000 0.000000 0.000000 \n",
"peak-rpm -0.000000 -0.000000 -0.000000 -0.000000 -0.000000 \n",
"city-mpg -0.000000 -0.000000 -0.000000 -0.000000 -0.000000 \n",
"highway-mpg -0.000000 -0.000000 -0.000000 -0.000000 -0.000000 \n",
"price 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
" stroke compress-ratio horsepower peak-rpm city-mpg \\\n",
"symboling -0.020132 -0.178515 0.070421 0.273125 -0.035823 \n",
"normalized-losses 0.070319 -0.073362 0.370384 0.234384 -0.321647 \n",
"wheel-base 0.164549 0.249786 0.301696 -0.363355 -0.470414 \n",
"length 0.132076 0.158414 0.521192 -0.279406 -0.670909 \n",
"width 0.183379 0.181129 0.596251 -0.214240 -0.642704 \n",
"height -0.044176 0.261214 -0.114968 -0.322525 -0.048640 \n",
"curb-weight 0.170425 0.151362 0.679865 -0.264976 -0.757414 \n",
"engine-size 0.211477 0.028971 0.742119 -0.241031 -0.653658 \n",
"bore -0.049492 0.008511 0.537543 -0.276942 -0.556570 \n",
"stroke 0.000000 0.187134 0.164722 -0.051970 -0.033609 \n",
"compress-ratio 0.000000 0.000000 -0.202096 -0.436976 0.324701 \n",
"horsepower 0.000000 -0.000000 0.000000 0.171390 -0.744246 \n",
"peak-rpm -0.000000 -0.000000 0.000000 0.000000 -0.117108 \n",
"city-mpg -0.000000 0.000000 -0.000000 -0.000000 0.000000 \n",
"highway-mpg -0.000000 0.000000 -0.000000 -0.000000 0.000000 \n",
"price 0.000000 0.000000 0.000000 -0.000000 -0.000000 \n",
"\n",
" highway-mpg price \n",
"symboling 0.034606 -0.079290 \n",
"normalized-losses -0.270414 0.313716 \n",
"wheel-base -0.544082 0.572348 \n",
"length -0.704662 0.680804 \n",
"width -0.677218 0.765788 \n",
"height -0.107358 0.113942 \n",
"curb-weight -0.797465 0.836802 \n",
"engine-size -0.677470 0.871189 \n",
"bore -0.562065 0.550994 \n",
"stroke -0.036502 0.080531 \n",
"compress-ratio 0.265201 0.064750 \n",
"horsepower -0.699361 0.725734 \n",
"peak-rpm -0.053351 -0.084937 \n",
"city-mpg 0.971337 -0.693326 \n",
"highway-mpg 0.000000 -0.700791 \n",
"price -0.000000 0.000000 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#返回函数的上三角矩阵，把对角上的置0，让他们不是最高\n",
"cormatrix *= np.tri(*cormatrix.values.shape, k=-1).T \n",
"cormatrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"因为对角是重复的，之间把对角及下面的部分置0"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"symboling symboling 0.000000\n",
" normalized-losses 0.389010\n",
" wheel-base -0.531954\n",
" length -0.357612\n",
" width -0.232919\n",
" height -0.541038\n",
" curb-weight -0.227691\n",
" engine-size -0.105790\n",
" bore -0.160225\n",
" stroke -0.020132\n",
" compress-ratio -0.178515\n",
" horsepower 0.070421\n",
" peak-rpm 0.273125\n",
" city-mpg -0.035823\n",
" highway-mpg 0.034606\n",
" price -0.079290\n",
"normalized-losses symboling 0.000000\n",
" normalized-losses 0.000000\n",
" wheel-base 0.008200\n",
" length 0.152832\n",
" width 0.200870\n",
" height -0.287893\n",
" curb-weight 0.218460\n",
" engine-size 0.237114\n",
" bore 0.047391\n",
" stroke 0.070319\n",
" compress-ratio -0.073362\n",
" horsepower 0.370384\n",
" peak-rpm 0.234384\n",
" city-mpg -0.321647\n",
" ... \n",
"highway-mpg wheel-base -0.000000\n",
" length -0.000000\n",
" width -0.000000\n",
" height -0.000000\n",
" curb-weight -0.000000\n",
" engine-size -0.000000\n",
" bore -0.000000\n",
" stroke -0.000000\n",
" compress-ratio 0.000000\n",
" horsepower -0.000000\n",
" peak-rpm -0.000000\n",
" city-mpg 0.000000\n",
" highway-mpg 0.000000\n",
" price -0.700791\n",
"price symboling -0.000000\n",
" normalized-losses 0.000000\n",
" wheel-base 0.000000\n",
" length 0.000000\n",
" width 0.000000\n",
" height 0.000000\n",
" curb-weight 0.000000\n",
" engine-size 0.000000\n",
" bore 0.000000\n",
" stroke 0.000000\n",
" compress-ratio 0.000000\n",
" horsepower 0.000000\n",
" peak-rpm -0.000000\n",
" city-mpg -0.000000\n",
" highway-mpg -0.000000\n",
" price 0.000000\n",
"Length: 256, dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cormatrix = cormatrix.stack() #一列一列的拿出来\n",
"cormatrix"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>level_0</th>\n",
" <th>level_1</th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>city-mpg</td>\n",
" <td>highway-mpg</td>\n",
" <td>0.971337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>length</td>\n",
" <td>curb-weight</td>\n",
" <td>0.877728</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>wheel-base</td>\n",
" <td>length</td>\n",
" <td>0.874587</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>engine-size</td>\n",
" <td>price</td>\n",
" <td>0.871189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>width</td>\n",
" <td>curb-weight</td>\n",
" <td>0.867032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>curb-weight</td>\n",
" <td>engine-size</td>\n",
" <td>0.850594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>length</td>\n",
" <td>width</td>\n",
" <td>0.841118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>curb-weight</td>\n",
" <td>price</td>\n",
" <td>0.836802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>curb-weight</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.797465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>wheel-base</td>\n",
" <td>width</td>\n",
" <td>0.795144</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>wheel-base</td>\n",
" <td>curb-weight</td>\n",
" <td>0.776386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>width</td>\n",
" <td>price</td>\n",
" <td>0.765788</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>curb-weight</td>\n",
" <td>city-mpg</td>\n",
" <td>-0.757414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>horsepower</td>\n",
" <td>city-mpg</td>\n",
" <td>-0.744246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>engine-size</td>\n",
" <td>horsepower</td>\n",
" <td>0.742119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>width</td>\n",
" <td>engine-size</td>\n",
" <td>0.735433</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>horsepower</td>\n",
" <td>price</td>\n",
" <td>0.725734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>length</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.704662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>highway-mpg</td>\n",
" <td>price</td>\n",
" <td>-0.700791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>horsepower</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.699361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>city-mpg</td>\n",
" <td>price</td>\n",
" <td>-0.693326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>length</td>\n",
" <td>engine-size</td>\n",
" <td>0.683360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>length</td>\n",
" <td>price</td>\n",
" <td>0.680804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>curb-weight</td>\n",
" <td>horsepower</td>\n",
" <td>0.679865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>engine-size</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.677470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>width</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.677218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>length</td>\n",
" <td>city-mpg</td>\n",
" <td>-0.670909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>engine-size</td>\n",
" <td>city-mpg</td>\n",
" <td>-0.653658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>curb-weight</td>\n",
" <td>bore</td>\n",
" <td>0.648219</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>width</td>\n",
" <td>city-mpg</td>\n",
" <td>-0.642704</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>226</th>\n",
" <td>engine-size</td>\n",
" <td>length</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>227</th>\n",
" <td>engine-size</td>\n",
" <td>wheel-base</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>228</th>\n",
" <td>stroke</td>\n",
" <td>engine-size</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>229</th>\n",
" <td>stroke</td>\n",
" <td>stroke</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>230</th>\n",
" <td>peak-rpm</td>\n",
" <td>normalized-losses</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>231</th>\n",
" <td>compress-ratio</td>\n",
" <td>symboling</td>\n",
" <td>-0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>232</th>\n",
" <td>peak-rpm</td>\n",
" <td>symboling</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>horsepower</td>\n",
" <td>horsepower</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>234</th>\n",
" <td>horsepower</td>\n",
" <td>compress-ratio</td>\n",
" <td>-0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>235</th>\n",
" <td>horsepower</td>\n",
" <td>stroke</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>horsepower</td>\n",
" <td>bore</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>horsepower</td>\n",
" <td>engine-size</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>horsepower</td>\n",
" <td>curb-weight</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>horsepower</td>\n",
" <td>height</td>\n",
" <td>-0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>horsepower</td>\n",
" <td>width</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</th>\n",
" <td>horsepower</td>\n",
" <td>length</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>horsepower</td>\n",
" <td>wheel-base</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>horsepower</td>\n",
" <td>normalized-losses</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>244</th>\n",
" <td>horsepower</td>\n",
" <td>symboling</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>compress-ratio</td>\n",
" <td>compress-ratio</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>compress-ratio</td>\n",
" <td>stroke</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>compress-ratio</td>\n",
" <td>bore</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>248</th>\n",
" <td>compress-ratio</td>\n",
" <td>engine-size</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>249</th>\n",
" <td>compress-ratio</td>\n",
" <td>curb-weight</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>compress-ratio</td>\n",
" <td>height</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251</th>\n",
" <td>compress-ratio</td>\n",
" <td>width</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252</th>\n",
" <td>compress-ratio</td>\n",
" <td>length</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>253</th>\n",
" <td>compress-ratio</td>\n",
" <td>wheel-base</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>compress-ratio</td>\n",
" <td>normalized-losses</td>\n",
" <td>-0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>255</th>\n",
" <td>symboling</td>\n",
" <td>symboling</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>256 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" level_0 level_1 0\n",
"0 city-mpg highway-mpg 0.971337\n",
"1 length curb-weight 0.877728\n",
"2 wheel-base length 0.874587\n",
"3 engine-size price 0.871189\n",
"4 width curb-weight 0.867032\n",
"5 curb-weight engine-size 0.850594\n",
"6 length width 0.841118\n",
"7 curb-weight price 0.836802\n",
"8 curb-weight highway-mpg -0.797465\n",
"9 wheel-base width 0.795144\n",
"10 wheel-base curb-weight 0.776386\n",
"11 width price 0.765788\n",
"12 curb-weight city-mpg -0.757414\n",
"13 horsepower city-mpg -0.744246\n",
"14 engine-size horsepower 0.742119\n",
"15 width engine-size 0.735433\n",
"16 horsepower price 0.725734\n",
"17 length highway-mpg -0.704662\n",
"18 highway-mpg price -0.700791\n",
"19 horsepower highway-mpg -0.699361\n",
"20 city-mpg price -0.693326\n",
"21 length engine-size 0.683360\n",
"22 length price 0.680804\n",
"23 curb-weight horsepower 0.679865\n",
"24 engine-size highway-mpg -0.677470\n",
"25 width highway-mpg -0.677218\n",
"26 length city-mpg -0.670909\n",
"27 engine-size city-mpg -0.653658\n",
"28 curb-weight bore 0.648219\n",
"29 width city-mpg -0.642704\n",
".. ... ... ...\n",
"226 engine-size length 0.000000\n",
"227 engine-size wheel-base 0.000000\n",
"228 stroke engine-size 0.000000\n",
"229 stroke stroke 0.000000\n",
"230 peak-rpm normalized-losses 0.000000\n",
"231 compress-ratio symboling -0.000000\n",
"232 peak-rpm symboling 0.000000\n",
"233 horsepower horsepower 0.000000\n",
"234 horsepower compress-ratio -0.000000\n",
"235 horsepower stroke 0.000000\n",
"236 horsepower bore 0.000000\n",
"237 horsepower engine-size 0.000000\n",
"238 horsepower curb-weight 0.000000\n",
"239 horsepower height -0.000000\n",
"240 horsepower width 0.000000\n",
"241 horsepower length 0.000000\n",
"242 horsepower wheel-base 0.000000\n",
"243 horsepower normalized-losses 0.000000\n",
"244 horsepower symboling 0.000000\n",
"245 compress-ratio compress-ratio 0.000000\n",
"246 compress-ratio stroke 0.000000\n",
"247 compress-ratio bore 0.000000\n",
"248 compress-ratio engine-size 0.000000\n",
"249 compress-ratio curb-weight 0.000000\n",
"250 compress-ratio height 0.000000\n",
"251 compress-ratio width 0.000000\n",
"252 compress-ratio length 0.000000\n",
"253 compress-ratio wheel-base 0.000000\n",
"254 compress-ratio normalized-losses -0.000000\n",
"255 symboling symboling 0.000000\n",
"\n",
"[256 rows x 3 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#按大小排序\n",
"cormatrix = cormatrix.reindex(\n",
" cormatrix.abs().sort_values(ascending=False).index).reset_index()\n",
"cormatrix"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>FirstFeat</th>\n",
" <th>SecondFeat</th>\n",
" <th>Correlation</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>city-mpg</td>\n",
" <td>highway-mpg</td>\n",
" <td>0.971337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>length</td>\n",
" <td>curb-weight</td>\n",
" <td>0.877728</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>wheel-base</td>\n",
" <td>length</td>\n",
" <td>0.874587</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>engine-size</td>\n",
" <td>price</td>\n",
" <td>0.871189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>width</td>\n",
" <td>curb-weight</td>\n",
" <td>0.867032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>curb-weight</td>\n",
" <td>engine-size</td>\n",
" <td>0.850594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>length</td>\n",
" <td>width</td>\n",
" <td>0.841118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>curb-weight</td>\n",
" <td>price</td>\n",
" <td>0.836802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>curb-weight</td>\n",
" <td>highway-mpg</td>\n",
" <td>-0.797465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>wheel-base</td>\n",
" <td>width</td>\n",
" <td>0.795144</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" FirstFeat SecondFeat Correlation\n",
"0 city-mpg highway-mpg 0.971337\n",
"1 length curb-weight 0.877728\n",
"2 wheel-base length 0.874587\n",
"3 engine-size price 0.871189\n",
"4 width curb-weight 0.867032\n",
"5 curb-weight engine-size 0.850594\n",
"6 length width 0.841118\n",
"7 curb-weight price 0.836802\n",
"8 curb-weight highway-mpg -0.797465\n",
"9 wheel-base width 0.795144"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cormatrix.columns = ['FirstFeat','SecondFeat','Correlation'] #重新指定列名，看的更明了\n",
"cormatrix.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FirstFeat和SecondFeat表示两个特征，Correlation表示相关系数\n",
"<br>\n",
"可以看到第一行的特征相关性极大，那么可以只选择其中一个特征即可"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"比如其中的length长、width宽、height高的相关性也很高，我们是不是可以用一个特征去表示；\n",
"<br>那就是体积"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"data['volume'] = data.length * data.width * data.height #得到体积\n",
"\n",
"data.drop(['length','width','height',\n",
" 'city-mpg','curb-weight'], #删掉不必要的\n",
" axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['symboling', 'normalized-losses', 'make', 'fuel-type', 'aspiration',\n",
" 'num-of-doors', 'body-style', 'drive-wheels', 'engine-location',\n",
" 'wheel-base', 'engine-type', 'num-of-cylinders', 'engine-size',\n",
" 'fuel-system', 'bore', 'stroke', 'compress-ratio', 'horsepower',\n",
" 'peak-rpm', 'highway-mpg', 'price', 'output', 'volume'],\n",
" dtype='object')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns #查看修改后的情况"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"画出来"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x648 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corr_all = data.corr() #获取相关系数\n",
"\n",
"mask = np.zeros_like(corr_all, dtype=np.bool)\n",
"mask[np.triu_indices_from(mask)] = True #要下半部数据\n",
"\n",
"f, ax = plt.subplots(figsize=(11,9)) #设置画布\n",
"\n",
"#热力图\n",
"sns.heatmap(corr_all, mask=mask,\n",
" square=True, linewidths=5, ax=ax, cmap='BuPu')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"与price相关程度大的有wheel-base、enginine-size等"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1731f2d8ac8>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2228.35x2160 with 156 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data, hue='fuel-type', palette='plasma')\n",
"#对角线是密度图，其它为散点图，\n",
"#以fuel-type区分两种颜色，燃油车还是燃气车，这个可以按照自己的想法改\n",
"#palette是颜色版"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"再细看，价格和马力之间的关系"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1731f283828>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zzz+fu8YQERERUZOKSEJcVVWF5557DrfffjsAoKSkBMFgEIMHDwYAzJgxA2vXroWmafjyyy8xefLksONERERERE3FEYkXfeihhzB37lwcOXIEAHD06FGkpaWFzqelpaGsrAyVlZVITk6Gw+EIO/5Dbrcbbrc77BhbBxER1Y9jJhFRuBZPiN955x1069YNI0eOxKpVqwAApmlCkqTQY4QQkCQp9P+1/fDvAPDGG2/gxRdfbN7AiYhaCY6ZREThWjwhXrNmDcrLy/GTn/wE1dXV8Pv9kCQJ5eXlocccO3YM6enp6NixIzweDwzDgN1uR3l5OdLT0+tc86abbsLVV18ddqy0tBRz5sxp9vdDRBRrOGYSEYVr8YT4H//4R+jPq1atwhdffIElS5bgyiuvxNdff41hw4Zh9erVGDduHGRZxvDhw7FmzRpMmzYN//73vzFu3Lg610xNTUVqampLvg0iopjFMZOIKFzU9CF++umnsWTJEkyZMgV+vx833ngjAGDx4sVYsWIFrrjiCnz11Ve4++67IxwpEREREbUmkhBCRDqI5lBcXIyJEydi/fr1yMjIiHQ4RERRjWMmEbVlUTNDTEREREQUCUyIiYiIiKjFCdOAUIORDgMAE2IiIiIiamFC12BWV0BoWqRDARChjTmIiIiIqG0SShCmtwoQJoD4SIcDgAkxEREREbUQ0+eBCHgBRFdPBybERERERNSshGlAeN0QaiDSodSLCTERERERNRuhqTC91YARHfXC9WFCTERERETNQigBKxkWZqRDOS0mxERERETUpIQQEH5vVNYL14cJMRERERE1GWEY1qywFh09hhuCCTERERERNQmhKTC97qiuF64PE2IiIiIiOmem4ofwuqO+Xrg+TIiJiIiIqNGEEBA+N0TQF+lQGo0JMRERERE1ilUvXAVoSqRDOSdMiImIiIjorAlVsRbPmXqkQzlnTIiJiIiI6KyYQR+EzxOT9cL1YUJMRERERA0ihLC2YFZit164PkyIiYiIiOiMhKHD9FQDemzXC9eHCTERERERnVZrqheuDxNiIiIiIjolM+CF8HsAEf1bMDcWE2IiIiIiqkOYptVfWPFHOpRmx4SYiIiIiMIIXbNKJHQ10qG0CCbERERERBQilCBMXzVgGpEOpcUwISYiIiIiAG2jXrg+TIiJiIiI2jhhmhDeagg1EOlQIoIJMREREVEbJnQNpqcKMLRIhxIxTIiJiIiI2iirXrgKMFvHFsyNxYSYiIiIqA0yfR6IgBdA26oXrg8TYiIiIqI2RJgGhNfdZuuF68OEmIiIiKiNYL1w/ZgQExEREbUBQglYm22Itl0vXB8mxEREREStmBACwu9lvfBpMCEmIiIiaqWEacD0VANaMNKhRDUmxEREREStkNBUq0SC9cJnxISYiIiIqJUxFT+E18164QZiQkxERETUSgghIHweiKAPrBduOCbERERERK2AMAyY3ipAUyIdSsxhQkxEdBqmYULoAvY4e6RDISI6JaEp1uI5U490KDGJCTER0SkoHgVqpQpnBycTYiKKWmbQD+FjvfC5YEJMRPQDelBHsEKBEeBMCxFFL6te2F1TL0znggkxEVENUzehVClQ3SrXohBRVBOGbpVI6KwXbgpMiImozRNCQPWoUCtVmDpvORJRdBOqYvUXZr1wk2FCTERtmh7QEawIwggakQ6FiOiMzIAXwu8BBG9jNSUmxETUJrE8gohiiTBNq7+wwnrh5mCLxIs+//zzuOKKKzB16lT84x//AABs2bIF06ZNw6RJk/Dcc8+FHrt7927MmDEDkydPxsKFC6HrvD1AROdGcSvwlfigVjMZJqLoJwwdpruSyXAzavGE+IsvvsC2bdvwn//8B++++y7+9a9/Yc+ePViwYAFefvllrFmzBt999x0++eQTAMDvf/97PPTQQ1i3bh2EEFixYkVLh0xErYQe1OE97EOwPMhaYSKKCUJVYFYf5+K5ZtbiCfFFF12Ef/7zn3A4HDh+/DgMw4Db7Ubv3r3Rs2dPOBwOTJs2DWvXrkVJSQmCwSAGDx4MAJgxYwbWrl3b0iETUYwzDRPB40H4DvvYSo2IYoYZ8ML0VAAm1zg0t4jUEMuyjD//+c/4+9//jilTpuDo0aNIS0sLnU9PT0dZWVmd42lpaSgrK6tzPbfbDbfbHXastLS0+d4AEcUM1atCqVBgapwRPoFjJlF0E6YJ4a2GUAORDqXNiNiiut/97ne47bbbcPvtt2P//v2QJCl0TggBSZJgmma9x3/ojTfewIsvvtgicRNRbDAUA8HKIHS/zjrhH+CYSRS9hK5ZLdV0NdKhtCktnhAXFRVBVVUMGDAACQkJmDRpEtauXQu7/eS2qOXl5UhPT0fXrl1RXl4eOn7s2DGkp6fXueZNN92Eq6++OuxYaWkp5syZ03xvhIiikjAFlCoVijsI8C5jvThmEkUnoQRh+qoAk3e0WlqLJ8TFxcX485//jLfffhsAsH79esyaNQtPPvkkDhw4gIyMDHzwwQeYOXMmevTogbi4OHz99dcYNmwYVq9ejXHjxtW5ZmpqKlJTU1v6rRBRlFF9GpRKBabCTPh0OGYSRR/T74Hwe8FbWpHR4gnx+PHjsXPnTlx11VWw2+2YNGkSpk6dio4dO+K3v/0tFEXB+PHjMWXKFADA008/jUWLFsHr9WLgwIG48cYbWzrkNuPQhmLkvZQHz0EvUnolY9Cdg9BzQkakw6IoFU0/L4ZqQKlUoPk0fpcQUUwRpgHhdbNeOMIkIVrnVifFxcWYOHEi1q9fj4wMJnVncmhDMbbO3wabbIMjwQ49YMDUTIxcMoJJMdURLT8vLVUeEZ8ej7iUuOZ7gSjAMZOo5Qldg+mpAgwt0qFEjJSQAltSSqTDiMzGHBR98l7Kg022QU50QJIkyIkO2GQb8l7Ki3RoFIWi4edF9arwlvigVLJWmIhij1CCVn/hNpwMRxNu3UwAAM9BL+LaO8OOORLs8Bz0RigiimaR/HnRgzqUSgV6gN0jiCj2CCEg/F6IAOuFowlniAkAkNIrGXogfJpNDxhI6ZUcoYgomkXi5yW0ucYRH1upEVFMEqYB4amCCHjAQSy6MCEmAMCgOwfB1Exofh1CCGh+HaZmYtCdgyIdGkWhlv55UdwKfMU+KFUKwG5ERBSDhKbCrK7g4rkoxYSYAAA9J2Rg5JIRSOySAKVKRWKXBC6oo1NqqZ8XPajDe9iHYHkQps5MmIhik6n4YborWC8cxVhDTCE9J2QwAaYGa86fF9MwoVQqUN0q7yoSUcwSQkD4PBBBHziYRTcmxEQUVVSPam2uoXFGmIhilzAMmN4qQFMiHQo1ABNiIooKoe4Rfj3SoRARnROhKTC9bpZIxBAmxEQUUcIUUCoVKG4umCOi2GcG/RA+NyA4oMUSJsREFDGqV4VSwfIIIop9Vr2wu6ZemGINE2IianGGaiBYEYz6fsKeAx7s+2A/Op7fEQNvOS/S4RBRlGK9cOxjQkxELUaYAmq1imB1dG+3fGzncbiWunD4syOAAORkmQkxEdVLqApMbzVgcv1DLGNCTERndGhDMfJeyoPnoBcpvZIx6M5BZ91yTfNrCFYoMJXozISFIXD4s8PIX1qAiu8qQseTuidh2MKhEYyMiKKVGfTV1AtH8a0uahAmxER0Woc2FGPr/G2wyTbEtXfCXxbA1vnbgAZuxGFqJoKVQWheLSrLIwzFwIGPDsC1rBDeQ97Q8Q792yN3Tg56jO+BhG4JEYyQiKKNEALC64ZQWC/cWjAhJqLTynspDzbZBjnRGi7kRAc0v468l/JOmxALYZVHKFUKhBF9mbBSraBo1V4UrdxrbQldo+uorsidnY3OgztDkqQIRkhE0UgYOkxPNaCzXrg1YUJMRKflOehFXHtn2DFHgh2eg95TPAPQAzqCx4MworA8wnfYB9eyAuz/8ACMoBWf5JDQe3Iv5FyXjdS+qRGOkIiiFeuFWy8mxER0Wim9kuEvC4RmiAFADxhI6ZVc57GmbkKpis4tlyt2V8K11IXijSWhfsdysox+V/VF1jWZSEhjWQQRnZoZ8EL4PawXbqWYEBPRaQ26cxC2zt8Gza/DkWCHHjBgaiYG3Tko9BghBFSPCrVShalHT09hIQRKt5bBtdSF8h3HQscT0hOQ/bMs9J3WB3KSHMEIiSjaCdO0+gsr/kiHQs2ICTERnVbPCRnAkhGn7DKhB3UEKxQYgei5hWhqJg5+fAiutwvg3ucOHW+X1Q45s7PRc2IGbA5bBCMkolggdM0qkdDVSIdCzYwJMRGdUc8JGXUW0JmGCaUyusojNK+Gvav3oWBFIYLHgqHj6cPTkTM7G10uSudCOSJqEKEEYfqqATP61kJQ02NCTERnTfWoUCqjZ8tl/1E/ClcUYe/qfdbudwAku4SMCT2Qc102OuR2iHCERBRLTL8HIuBlvXAbwoSYiBpMD+pQKpVQ0hlpVYXVcL1dgEP/PRRq7WZPsKPvtL7I/lkWkromRjhCIoolwjQhvNUQaiDSoVALY0JMRGcUTd0jhBA4+nU5XEtdKPv8aOh4XMc4ZF2Ticyr+8GZ6jzNFYiI6hK6BtNTBRhapEOhCGBCTESnJISA6lahVkW+e4SpmyjZWIL8pQWoyq8KHU/plYyc67LRa3Iv2OPsEYyQiGKVVS9cBZjRUQZGLY8JMRHVS/NrUCqUiG+uoft17PtgPwqWF8JferLtUacfdULu7Gx0G90Nko0L5YiocUxfTb1wpG9/UUQxISaiMIZiQKlSoPm0iH4/BI8HUbiyCEXv7YXmqbmFKQE9xnVHzuwcdDq/Y+SCI6KYJ0wDwutmvTABYEJMRDWEKaBUqVCqg6Gd3CLBc8AD17ICHPjoYKiLhc1pQ58reiN7VjZSetbdIY+I6GywXph+iAkxEUH1WeURphq58ohjO4/DtdSFw58dCc1MO9s5kTmjH7JmZiKuQ1zEYiOi1kMoAWuzDcF6YTqJCTFRG2aoBpTKyJVHCEPg8GeHkb+0ABXfVYSOJ3VPRPasbPSZ2huOeA5TRHTuhBAQfi/rhale/KYhaoOEEFCrVCjVSqh/b0syFAMHPjoA17JCeA95Q8c7DOiA3NnZ6DG+ByR7dCyUszlssNm5zTNRLBOGYc0Ka8EzP5jaJCbERG1MJLtHKNUKilbtRdHKvVCqlNDxrqO6Ind2NjoP7hwdWyvbAEeCA3KyDDlRZhcLohgmNNVKhlkvTKfBhJiojTA1E8EqBZqn5TfX8B32wbWsAPs/PAAjaCXikkNC78m9kHNdNlL7prZsQPWRAJtshzNZhpwswyZzVpgo1pmKH8LrZr0wnRETYqJWTggBtVqFUtXy5REVuyvhWupC8caSUOcKOVlGv6v6IuuaTCSkJbRoPPWR7BLkJCsJdiRwSCRqDYQQED4PRNAH1gtTQ3D0J2rFVJ8GpVKB2YLlEcIUKN1WBtdSF8p3HAsdT0hPQPbPstB3Wh/ISXKLxVMvySqJcCQ7ICfKrBEmakWseuEqQFPO/GCiGkyIiVohQzEQrAxC9+stNjliaiYOfnwIrrcL4N7nDh1vl9UOOddlo+elGbA5Iph41iqJcCQ6uM0zUSskNAWmpxow9UiHQjGGCTFRK2IaptU9wq202OYamlfD3tX7ULCiEMFjJ1dwpw9PR87sbHS5KD2iC+VsDhscSQ7ISSyJIGrNzKAPwudhvTA1Cr8diFoJxaNArVRDu7s1N/9RPwpWFGHf6n3WTDSsetyMCRnImZ2NDjntWySO+kh2CY5EBxxJMuRER3R0riCiZmHVC7tr6oWJGocJMVGM0wM6gpUKjEDL3CKsLqqGa2kBDv73UGiRnj3Bjr5X9kH2rGwkdU1skTjqsAGOeNYFE7UlwtCtEgmd9cJ0bpgQE8UoUzehVCpQW6CNmhACR78uh+vtApRtKwsdj+sYh6xrMpF5dT84U53NG0R9JMDutFsdIhIdsDtZF0zUVghVsfoLs16YmgATYqIYI4SA6lahVqkw9eYtjzB1EyUbS5C/tABV+VWh4ym9U5BzXTZ6TerZ8ovTJKsuWE6S4UhycGtnojbIDHgh/B5AsKUaNQ1+kxDFED2gI1gRDG1u0Wyv49ex74P9KFheCH+pP/dcXBoAACAASURBVHS80486IXdODrqN6triu7ed6BfsSHLAkcC6YKK2SJim1V9YYb0wNS0mxEQxoLG7zB3ZVgrXWy74DvuR1D0ROXNy0G1E11Oe7zOtDzz7PCh6by80T802pxLQY1x35MzOQafzO57V9c+ZDZATrSSYWygTtW1C16wSCV2NdCjUCjEhJopi57LL3JFtpfjmmW8hOSQ4U2UEjgXxzTPfAvcC3UZ0DTtvj7ehMr8K5du/Cj3f5rShz9TeyJmVjeSM5LO+fqNJgD3eAbmmVVpEexcTUVSw6oWrALPlNhmitoUJMVGUOtdd5lxvuSA5JMg1vXflBAe0gA7XWy50G9EVrrdcMA0TuluD5j25KEWyS+h/Yy6yZmYirkNco69/Vk7UBSc7ISdx0wwiOon1wtQSIpIQv/jii/joo48AAOPHj8e8efOwZcsWLFmyBIqi4PLLL8fcuXMBALt378bChQvh8/kwfPhwPPzww3A4mMdT62UoBpQqBZpPO6fuEb7DfjhTw7dIdsTb4S3xoeSTEhzPqwjrWWyTbYjr4AQkCQNvPa/R1/cd9p/iGXVJdsnqFcy6YCL6AWGaEN5qCDUQ6VCoDWjxe5FbtmzBZ599hvfeew///ve/sWvXLnzwwQdYsGABXn75ZaxZswbfffcdPvnkEwDA73//ezz00ENYt24dhBBYsWJFS4dMMejQhmKsmfkRll/4DtbM/AiHNhRHOqQzMg0TweNBeA97oXnPLRkGgKTuidBrLb4TpkCgPAi1SsHWBZ+HkmF7vB1J3ROR2jcF9ngHknskNer6AKAHDSR1P0MfYgmwJzgQnxaP5J7JSExLsOqDmQwTUQ2hazDdFUyGqcW0eEKclpaGBx54AE6nE7IsIzMzE/v370fv3r3Rs2dPOBwOTJs2DWvXrkVJSQmCwSAGDx4MAJgxYwbWrl3b0iFTjDm0oRhb52+DvyyAuPZO+MsC2Dp/W1QnxapHha/EB6Wq6bZczpmTA6ELqF4NgWMBVBe5oVQqMBTrBToM6ID4TvGIT4uHnCxDDxoQukDOnJyzur4W0CFEzf+f6vlSzQx0+zgkdU9CcvckxKXGcfMMIqpDKEGY7uNcPEctqsVrD7Kzs0N/3r9/Pz766CNcf/31SEtLCx1PT09HWVkZjh49GnY8LS0NZWVl+CG32w232x12rLS0tBmip1iQ91IebLINcmJNbWuiA5pfR95Leeg5ISPC0YXTgzqCFc2zy1xqrxSk9k3Bka2loSRbskvoPaUXsmdlo12/1HPqEtFtRFfgXpz++TbUtErjFsrRhGMmRSvT74Hwe9Hsuw0R/UDEinELCgrwq1/9CvPmzYPdbsf+/ftD54QQkCQJpmmGfYGeOP5Db7zxBl588cWWCJtigOegF3Htw3dNcyTY4TnojVBEdZm6CaVKgepu+l3mKnZXwrXUheKNJaFEWE6W0e+qvsi6JhMJaQmhx3Yb0fWcOkLU+3wJsMdZu8exS0R04phJ0UaYBoTXzRKJNsasOgZJVWBLSol0KJFJiL/++mv87ne/w4IFCzB16lR88cUXKC8vD50vLy9Heno6unbtGnb82LFjSE9Pr3O9m266CVdffXXYsdLSUsyZM6f53gRFrZReyfCXBUIzxACgBwyk9KrbOqylNdcuc0IIlG4rg+stF8p3HAsdT+iSgOxrs9B3Wh/ISfJprnDurC4R3D0uFnDMpGgidA2mpwowtEiHQi3ArD4OLX871PztMMtLANmJ9vP+AltSakTjavFvrSNHjuDOO+/Ec889h5EjRwIALrjgAuzbtw8HDhxARkYGPvjgA8ycORM9evRAXFwcvv76awwbNgyrV6/GuHHj6lwzNTUVqamR/SApegy6cxC2zt8Gza/DkWCHHjBgaiYG3TkoonFpfg1KhQKjkW3U6mNqJg5+fAiutwvg3nfyFni7rHbImZ2NnhMzmneGtvbGGUlcGBcrOGZStBBKwNpsQzTvNvQUWaanClrBDmh7tsMoPRB2zt6pGyT51C0+W0qLJ8Svv/46FEXB448/Hjo2a9YsPP744/jtb38LRVEwfvx4TJkyBQDw9NNPY9GiRfB6vRg4cCBuvPHGlg6ZYkzPCRnAkhHIeykPnoNepPRKxqA7B0WsfthQa9qoNUHniBM0r4a9q/ehYEUhgseCoePpw9ORMzsbXS5Kb77klCURRHSOhBAQfi9EgPXCrZXp90Ar+AZa/g4YxUWo/e8sJaZAzhkCOXcIHJk/guSMfEIsCdE6O10XFxdj4sSJWL9+PTIyomshFbUNwhRQqlQo7iDQRJPC/qN+FKwowr7V+6D7rYV4kl1CxoQM5MzORoec9k3zQj8kATbZDmeyDEciN85ojThmUksRpmHNCqvBMz+YYooI+qEVfgstfzv0gwVhM/9SfCIc2YPhzB0Ke0YWJJs1mSIlpLTdGmKi1k71qtYuc2rT3AasLqpG/tICHPrvodAWzvYEO/pO64vsn2UhqesZev82UmuqCz60oThq7hoQtVVCU61kmPXCrYZQg9CK8qDl74C+f3f49trOOMiZP4LcfxgcvXIh2aN3MiW2v+GIoowe1KFUKtAD+jnfBRRC4OjX5XAtdaHs86Oh4/Gd4pB1TRb6XdUXzlTnaa7QSLXrghNlSLbYrws+0Zva6oV8sjc1loxgUkzUQkzFD+F1s164FRCaCn3f91Dzt0Pfuyv8FxyHE3K/gVYS3GcAJEfzLuhuKkyIiZqAaZhQq1Qo7nPfWMPUTRT/rwSupS5UuapDx1N6JSNndg56Te4Ju7OJf8uWAHu8A3KylQRHui64qWdzY6k3NVFrI4SA8Hkggj6wXjh2CUOHfmAPtD3boRXlAZpy8qTdDkefgZBzh0DOPD8qFsmdLSbEROdI9dSUR2jnlgnrfh37PtiPguWF8Jf6Q8c7X9AJObNz0G1U16adrZUAm9MOZ1J01QU3x2xuLPSmJmqNhGHA9FaFJ08UM4RpQD9UYCXBhd8CSq0+0TYbHL36W0lw1o8gxSWc+kIxgAkxUSMZioFgRfCcyyOCx4MoXFmEovf2QvPU3HaSgB7juiNndg46nd+xaQKuYXPYQm3SHAnRNwQ0x2xuNPemJmqthKbA9LpZLxxjhDBhlOyFlr8dmuubmk4gNSQJ9oxsOHOHwJF9AWwJrWcMbdC34TPPPIN77723uWMhAhD9i59C3SOqg+dUHuE54IFrWQEOrD0YWnxnc9rQ54reyJ6VjZSeTTjQxNAWys0xmxutvamJWisz6IfwsV44VgghYJQeqEmCd0B4q8PO27v3hZw7FHL2YNiS20UoyubVoIR448aNTIipRUT74ifVZ22uYaqN66MmhMDxncfhersAhzcdCR13tnMic0Y/ZM7sh/gO8U0T7Il+wSlyVNQFN1RzzOZGW29qotbKqhd219QLUzQTQsAsL7F2jXPtgKg+Hnbe3qWXVQ6RMwS21Ka9UxmNGpQQZ2Rk4JZbbsHQoUORlJQUOv7zn/+82QKjtilaFz8ZqgGlUoHma9zmGsIQOPzZYeQvLUDFdxWh40ndk5A9Kwt9pvZusrZmsd4qrblmc3tOyGACTNSMWC8cG4zjpdZMcP52mJVHw87ZOnWD3H8o5JyhsHdIi1CEkdGgb8v27a1m/yUlJc0aDFG0LX4SpoBarSJY3bjNNQzFwIGPDsC1rBDeQyffQ4cBHZA7Oxs9xveAZG+C8oVWtIUyZ3OJYo9QFau/sKlHOhSqh1l1DKprO7Q922EeOxx2ztY+zSqHyB0Ke+duEYow8hqUEC9ZsgQA4Ha7kZqa2qwBUdsWTYufNL+GYIUCUzn7TFipVlC0ai+KVu6FUnVytqTrqK7InZ2NzoM7n3vSeqJLxIktlOXYKIloCM7mEsUOM+irqRdmS7VoYnoqobl2QNuzHUbZwbBzUkoHyLlD4ew/FLa0jJieRGkqDUqI9+3bhzvvvBMejwcrV67EzTffjBdffBGZmZnNHR+1MdGw+MlQDChVjSuP8B32wbWsAPs/PAAjaCXSkkNC78m9kHNdNlL7nvsvlJJdgpwkW2URUdglgojaBmGaVn9hhfXC0cL0uaEVfAMtfzuMkr1h56SkVMg5Q6yZ4G59mAT/QIO+TR955BEsXLgQTz31FLp06YLrr78eDz30EN56663mjo/amEjeLj+XzTUqdlfCtdSF4o0loefKyTL6XdUXWddkIiHtHPsz2gBHQk2rtEQHbPbWMxtMRLFHGDpMTzWgs1440syAD3rht9bWyYdcYTP1UnwS5JzBkHOGwJ6RBcnG745TaVBCXFVVhdGjR+Opp54CAMyZMwcrVqxo1sCo7Wrp2+VCCKhuFWqVClNveCYshEDp1jK4lrpQvuNY6HhCegKyf5aFvtP6QE46hy0rJcAmWyURjiRH0+9OR0TUCFa9cBVgNq7bDp07oQSgFeVBy98O/cAewKz13RWXADnrR5BzhsDRKxeSnd8dDdHg+62KooSm18vLy2Ga7C1ITad272E5RQaEgObVkdIrGV1Hd0Pp5iNhM8YA8OUfv4K7qBqAhNR+KbjwwQvPOpHW/BqUSiVU3lCfI9tK4XrLBd9hP5K6JyLrZ1nQqjW43i6Ae5879Lh2We2QMzsbPSdmnFOLM8kuWf2Ck6xtlImIooUZ8EL4PawXjgChqdD2fmfNBO/bBRi1FjDKTsj9BkHOHQJHnwGQHPzuOFsNSoivu+46/OIXv8Dx48fxzDPP4MMPP8Stt97a3LFRG1G797BkB6pcVQCApB5JcO9zo3RbGRLSE5DQOR7+sgA+vWsTTNWE5tOsrYwlgaqCanx61yaMe35sg5JiUzMRrFKgedTT1gkf2VaKb575FpJDgpzkQPVeN7bN/xzCPPmk9OHpyJmdjS4XpTe+JutEz+BkqzaYJRFEFE2semE3hOI/84OpyQhdg35gj7V18t48QFNPnrQ74Oh7Hpz9h8HRdyAk2XnqC9EZNSgh/ulPf4o+ffpg48aN0HUdjzzyCEaPHt3csVEbUbv3cHWRryYZFFCOBQEAkk2C5laRmJYAOdEBb4kXhmLALtsh1eSNAoDm1c7Yr1iYVnmEUqVAGGee4XC95YKAgO7R4a0Ory3ueVlP5MzORoec9o1741JNz+Ck2O0ZTEStn9A1q6Warp75wXTOhGFAP+SyegUX7gSUwMmTNhscvQdYG2ZkDoIUd47rUyikQd/A99xzDyZNmoTf/OY3SEjgh09Nq3bvYUM1AcmawTUU68+SQ7KO1xC6sBLT2pOoknX8dP2KVa8KpVJt8C5zVYXVqPi+MrycQgLi2jkhyTZc/H8Xns3bPHmJWiURjoTo20Y52rfOJqKWI5QgTF9VeI0qNTlhmjBKiqwkuOAbiECtzh2SBHvPbDhzh8KRdQFsCUmnvhA1WoMS4h//+MdYu3YtHnnkEQwdOhSTJk3CJZdcguTklu8NS61P7d7Dkl06mYBaE8UQmoAt/mT2Kzkka5OM2kmxsI7X169YD+gIViowgvoZ26gJIVC+vRz5SwtQtq3s5GvaJcR1iENceycM1URC57PcXrn2NspJ0VsSEe1bZxNRyzH9HoiAl/XCzUQIAePIfisJdu2wejnXYu/Rz9owI3swbEncA6K5NSghnj59OqZPnw5N07B27Vo8++yzWLhwIXbu3Nnc8VEbULv3sKjdLsYOQEgQuoBpmBBCQA8YkJNl2J12q4ZYSNbssCEQl+oM61dsqAaUavWMdcIAYOomiv9XAtfbBajKrwodT0hPgKEYkFNlyAkO6EEDQhfImZNz5jcWgyUR0bp1NhG1HGEaEF43hBo484PprAghYB4thnoiCXZXhJ23d+lVs2vcENhSOkQoyrapQd/QX3zxBTZv3owtW7bg6NGjGDFiBMaMGdPcsVEbUbv3sHufG/Y4OwSssgh7nA22Dnbobh1KlYqUXsm4+A8XAQjvMtEuOzXUZcI0TKjVGhT3mbdb1v069n2wHwXLC+EvPblYpPMFnZAzOwfdRnVF6RdlYV0mcubkoNuIrqe+qA1hG2dEW0nE6UTb1tlE1LKErsH0VAGGFulQWhXj+BFrYVz+dphV5WHnbJ27Q+4/FM6cobC17xyhCKlBCfGNN96ItLQ0/PrXv8a1114LhyP6Z7ootpzoPbxm5kd1tm7W/DoScxJwxbuX13lObUIIKB4FaqUKUzt9vVuwIojClUUoWrUXmqdm4JeAHuO6I2d2Djqd3zH02G4jup4+Aa55rk22w5kS29soR9PW2UTUsoQStPoLC9YLNwWjshyaazu0PdthHj8Sds7WIb1mJngo7J3O8P1CLaJBme2nn36KTZs24bPPPsPrr7+OnJwcjBkzBnPmzGnu+CgGHNpQjC8f+RLVhW6YugnJIaF9Vrs6fYFPLNaqdFXBVE1IsoSOuR3CFm01dutmPaAjWBE8bT9hAHAf8KDg7QIcWHcQZs1CPZvThj5X9Eb2rGyk9Dy7xK+19QyOhq2ziajlmb6aeuGz3a+ewpjuCmiuHdbWyWWHws5JqR3hrEmCbWk9YuruYVsgCdHwavmKigps3LgRf/vb31BeXo4vv/yyOWM7J8XFxZg4cSLWr1+PjAzWPjaXQxuK8eldm6BUhLcxk+wS4jrGhfoCn1isZWoG/OUBSLAGgvjO8bA77RhZa9HW2XQ5MA0TSqUC1X3qOmEhBI7vPI78pQU48tnJ39Kd7ZzInNEPmTP7oTK/quFlETZATrS2UG6N2yizy0TbxDGzbWK98Lkzfe6TSfDhfWHnpKR2Vou03KGwd+3NJLgeUkIKbEkpkQ6jYTPEzz//PD799FOUlZXhkksuwf33349Ro0Y1d2wUA/JeyoPm1ayNKmr9dy5MEdYX+MRireCxAGw2GyRbzWPcKuRuSWGLthq6dbPqUaFUKqcsjxCGwOHPDiP/rQJU7Dq5cCGpexKyZ2Whz9TecMQ7wjbfcKbKCBwL4ptnvgXuxcmk2AY4EhzWArlWmATX1tJbZxNRZAhNtfoLs174rJkBH/SCb6Dm74BRXBDWiUNKSIacM9hKgnv0gyS13u+L1qRBCbHP58P8+fMxbNgw/nZDYTwHvVZfYIGwhBgivC/wicVahmqVVADW4w3VPOtFW3pQh1KpQA/U30bNUAzsX3MABcsL4T108rodBnRA7uxs9BjfA5L9ZLCut1zWTnQJNZ0VEhzQAjqKVhYhY3wPa/e4GK4LJiL6IaEErGSY9cINJpQAtMKd0PK3Qz+YH96bOS4BcvYFkHOHwtEzG5LNHrlAqVEalBDff//9+Pvf/47nn38euq5j9OjRuP3227m4jpDSKxmBYwFA/8EJKbwv8InFWnanDaYuQj2G7U5bgxdtnak8QqlWULRqL4pW7oVSpYSOdx3VFbmzs9F5cOd6f6HzHfbDmWrV/0p2CXKSjMTuiVDdGpIzuJiMiFoPIQSE38t64QYSmgKt6Dto+Tug798FGLXWqchxkDMHQe4/FI7e/SHZmRPFsgb96z333HPYvXs3brrpJpimieXLl+PJJ5/EggULmjs+inKD7hyET+/aBFM169QQy8lyaDHWicVaznZOq4bYtBJTOdV5xkVbQgioHtXqHqHXnc3wHfbBtawA+z88EFpUJzkk9J7cC9mzstGu3+kbmid1T4Tm15GQFg97nB26YsBfGkB8x7iz/jyIiKKVMAxrVlgLRjqUqCZ0Dfq+76264KLvwreststw9Bto7RrX9zxIsvPUF6KY0uAuE++++y5k2ZpF+/GPf4zp06czISb0nJCBcc+PPWOXidq9hk3NtEonZAnt+qWi6+huyHspD1vu31pnEZfm16BUKvV2j6jYXQnXUheKN5ZYu9YBkJNl9LuqL7KuyURC2pm3Gbc5bPjR3T/Czj/nQanSAKgnOys8OLzJPiciokgSmgLT62a98CkIw4B+YI+VBBfuBNRavzTY7HD0GWAtjsscBMl5ljuVUkxoUEIshAglwwDgdDrD/k5tW0MXYdX3uPq2Cv78wc8h2SV0HNABmlcLu6snhEDp1jK4lrpQvuNY6HhCegKyf5aFvtP6QE46w8/miQVyNbXBKb1TYHfY2VmBiFolM+i3tgVmvXAYYZowiguh5m+HXvANRPDk5kyQbHD0yrGS4KwLIMUnRi5QahENSoj79++Pxx57DNdffz0kScKbb76JnJwGbF1LdAZhWwXbgMRuCRDCOj5qycjQ40zNxMGPD8G1rADuvSf3e2+X1Q45s7PRc2IGbI7TLHo7sXFGsrWNst0ZvuCBnRWIqLURQkD4PBBBH1gvbBHChHF4P7QTWyf7PbXOSrBnZFpJcPZg2BIj3wqMWk6DEuLFixfjkUcewaxZs2CaJsaMGYMHH3ywuWOjNuBE9wlHkgNykgOaR0OwWoFaZd3W07wa9q7eh4IVhQgeO3kLK314OnJmZ6PLRemn73wSw9soExE1llUvXAVoypkf3MoJIWCUHTqZBHsqw87bu/Wxdo3LHgxbSvsIRUmR1qCEODk5GU888QSqqqrgcDiQnMyV99Q02ue0gx4wINkA3xE/hC6gBwzEd47Dty/mYd/qfdD9VgsLyS4hY0IGcmZno0POaQYtCbA77VZJRLJ8+pljIqJWRmgKTE81YP6w/U/bIYSAeeyIlQTnb4dZfSzsvC2tx8ld49p1ilCUFE0alBAXFRVh3rx52LNnDwBgyJAhePLJJ9G9e/dmDY5aNz2gI/u6bHz92HaYuglHvB2KW4VWrcFX7EPFd9Zv8fYEO/pO64vsn2Uhqeup67hOdLaQk6zZYCKitsYM+iB8njZbL2xUHj2ZBB8vDTtn69jFmgnOHQp7xy4RipCiVYOyhgULFuCnP/0pZs6cCSEEli9fjoULF+If//hHc8dHrZAe0KFUK9D9OjoN6Ijz7xiIXX/ZBfd+D0z15CAe3ykOWddkod9VfeFMPUVrGwmwx9WaDW7FO8gREZ2KVS/srqkXbt20vbugfLUBpvs4bKmdIA+4EAh6oeZvh3m0OOyxtnadIOcOg5w7BLbO3Vk2R6fUoIQ4EAhg1qxZob/fcMMNWLFiRbMFRa2ToRhQqhRoPqtzhKmbKP5fCVxLXaguPLlQLqV3CnJmZaHXlF51Fr+dYHPYrLrjZBmO+IbPBh/aUMxuEkTUqghDt0ok9NZfL6zt3YXAhpUQEgDTgHFkn7V1ci1ScntrYVzuMNi79GQSTA3SoEyiX79+2L59O4YOHQoAcLlcyMhgEkENY2omlGoFqkcFTED369j34X4ULCuEv/Rkm5vOF3RCzuwcdBvVFZKtngFMAuzxDjhTrLKIeh9zGvW1eNs6fxuwZASTYiKKSUJVrM022kC9sOn3ILBxFYTfDeg/6Kdss8M5aBTk/kNh794XksS7hXR2GpQQHz58GDfccANyc3PhcDjw/fffIy0tDdOmTQMAvP/++80aJMWmUCLsVQEDCB4PonBlEYre2wvNUzOYSUCP8d2RMzsHnQZ2rPc6odrgs5wN/qGwFm8A5EQHNL+OvJfymBATUcwxA16rbZhovS3VRNAPrXAntPzt0A+6wmujJRsQlwDEJwCGgYSJP41coBTzGpRd3Hfffc0dB7WAU5ULnDh+LO84dJ8OIQScKU4M/NVADL1ncOi5Xz7yJdx7PQAEUjPb4cJFw+tNJE3NhOpWoXgUwAA8BzxwLSvAgY8OwtSswczmtKHPFb2Rc102kjPq6VpSMxsspzjgTHJCsknnXO5wosVbbY4EOzwHvQ3/EImIIkyYplUvrPjP/OAYJFQF2t7voOV/DX3/bsCotVOpZANkJ6SEJMAZD0mSIDQVtnYdIhcwtQoNSogvuugi7Ny5E99//z1mzJiBXbt2YciQIc0dGzWhU5ULlP8sC4XLC6F6FGjuk7egNK+Gb575BgCQNrgzPr1rE5RKBZJdAgRQ5arCprs/w9g/jQklpYZiQPWooRnhYzuPI/8tF458diR0XWc7JzJn9EPWzEzEdYirE6fNYbNmgpMcYbPBTVHukNIrGf6yQGiGGAD0gIGUXmwjSESxQeiaVSKhq5EOpUkJTYW+73toru3Q9u4KL4lwyJD7nQ85dygEgOAn/wZsdqAmGYZhIG74hIjFTq1DgxLiVatW4fXXX4eiKLjssstwxx13YO7cubj22mubOz5qIqcsF3gxD6ZuhnV3AAAIAcluw65Xd6HT+R2heTXY7FKobldIElS3il2v7kL3Md2gulWoHhVCE9j1+vcoXFkE3Xeypi2pexKyZ2Whz9TedcsebICcKMORLENOdKB4YwnyXgyfCW6KcodBdw7C1vnboPl1OBLs0AMGTM3EoDsHNfJTJSJqOUIJwvRVA6Zx5gfHAGHo0A/kQ8v/GlphXvgmInY7HH3Os9qk9TsfkvPkBIpkd4R1mYgbPgFyv4EReAfUmjQoIf7Xv/6F5cuX4/rrr0enTp2watUq3HrrrUyIY0h95QKmboQ2vfghYQKS05op9hz0QugCUk3DB9MQsMk2OFOd8JR4ULR6LzoP7IQDHx3A9//YE7ajnM1pg5wk44K5P0L3Ud0AAEe2laJoZRECxwOwy3YYuoHk7skYeJs1oNU3E6z5tTo9iM+23KHnhAxgyQh2mSCimNNa6oWFacA4VAg1/2voBTvDyz4kGxy9c60kOHMQpPj6+87L/QYyAaYm16CE2Gazhe1O161bN9jt9bfDouhUX7mAvzRw+icZgJwsI6VXMgLHAoApYIuzIy5ZhiQBSpWKwPEAti34HBACmvdkci0nORDXMd6aiQ0aKHi7AN1HdcPRHeUoWFEIUzEQPK5A9+oQpoDm1rF1/jY4Eu31zgSbqgk9YJxzuUPPCRlMgIkoZgjThPBWQ6hnGK+jmBAmjJJ91kxwwbdWYh8iwZ6RCWf/YXBkXwBbAkvYKDIalBC3b98eu3fvDvXy+89//oN27do1a2DUtE5VLnA6whQY+KuBSBvcGVvmb4UwBSRIUCqC0Hw6UNP1UZ/BuAAAIABJREFUTFOtWi/JIcEm25CYnhBWFhHX3glTF4hPj8f+D/ZDrVbhO+SFqQuc6IyjuVXI3ZLg3utB+5zwny1Hgh2SLMHUTJY7EFGbEcv1wkIIGKUHrSTYtQPCWx123t6tD+T+wyBnD4YtmfkERV6Dd6q76667cPDgQYwZMwZxcXF4+eWXmzs2akL1lQvYZMnaHU4zAPMH3WzsEgbfOxhD7xkM1afhwkXD8c2fvkHlrqqTDzpx584GOBIcmPzWZfjiD18icCwISICcJENOdcJQrJnduJQ4VOyqRFx7JwzVhOSoyaglwFBNOBLsAES9M8EdczuEaolZ7kBErZ1VL1wFmLGzBbMQAuaxw9D2fA3VtQOi+njYeVt6Bpw1WyfbUutvs0kUKQ1KiDMzM7F69Wrs378fhmGgb9++kGW5uWOjc3SmdmqHNhTXdI8wIckSJGHNCiemJ2LMc6ORNqQzPMVeGIoOtUqFwxn+4yI5JMR3iIMtzo7E9AQkpCUg94ZcfP/6bsR1cAIS4C/zQ/fpGLlkBICTpRt2pw2mLgAbAAHYnTboAQOpme2g+/R6Z4JZ7kBEbYHp90D4vTg56xDdjIoyaHusmWCzoizsnK1TN6smOHcI7B3SIxQh0Zk1KCE+duwYvv32W0ycOBFPP/008vLyMH/+fPTv37/RL+z1ejFr1iz85S9/QUZGBrZs2YIlS5ZAURRcfvnlmDt3LgBg9+7dWLhwIXw+H4YPH46HH34YDkfjN2doK060KTtdO7Wh9wzGuOfHWv2F93kgpzjQYUBHdB/bHXkv56GqoPr/s3fn8VFVd//AP+fO3JnJSghkAbIoOwqWzQ1ZFPpAIlAFW0UQ8enPfav2EYsI4oICPrRYRdu+nvq0PGotVEpRJFGLilhABVSCZZckhDBJIJBJMtuduef3x4QJQ0BCMltmPu/Xi8rcO3PvuYGefDj5nnN8awqfdAeUVwhD00oTuoSrzg01WUX/Wf1gTDTi4skXIal7Er569qum7Zh9axafcqp0w9TJBHuNA0L3XUtNNUHXdFz57BWo+eYYvvvDd9AaNKjJKi6951IGYSKKeVL3QjbYOkS9sF53HO69O6Dt3QG95kjAOSUto2nr5KEwdO0eoRYSXZhWJcs5c+Zg5MiR2LJlCz777DPccccdWLhwId5888023fTbb7/FvHnzUFpaCgBwOp2YO3cu3njjDXTr1g333HMPNm7ciDFjxmD27NlYuHAhBg8ejLlz52LVqlWYPn16m+4bT04tU+Y+2bwjHICA5dSG/nIwcsfmoMfo7tAaNWgNGo58Xokdi76Gx+mBZtMg9eYRCoPFAGEUkFL6Vp0QAubOZiRmJSIxKwlJ3ZJ8t/D6Jtgl5yb7R3kD1gxuKt3QNd1XOqEKdOqZ6q8HPrDyABIyEpCSlwyPw4sDKw8gY3BXhmIiilnSo0GvPwl4tfO/OUL0+hPQ9n0Nbe/X8FrLAs6JlM5Q+w2Fqd8QKJm5/jlHRB1FqwLxyZMncccdd2DJkiWYNGkSpk6dirfeeqvNN121ahUWLFiAxx9/HACwc+dO5OfnIzc3FwAwefJkFBcXo3fv3nA6nRg82Ldb2tSpU/Hyyy+3CMQ2mw02my3gmNVqbXP7YsGpZdZOD7SAb8WeU8uneRweuBs0aI2+jTTs1XZsf34HHDWOwJ/UCV9JQ2p+CupKbTCYDeg6pAuMFt8KEo4aJ3a+shM51/YAcP4tkn+o9GH9TUXcXpkoxNhnRhfpcvgmz8noqxfW7fXQ9n0Dbe8OeI8cDDgnklKh9h3iK4fodhHEqVnSRB1QqwKxpmnQNA2bNm3C4sWL4XA4YLe3fcvI559/PuB1dXU1MjIy/K8zMzNRVVXV4nhGRgaqqgLrkwBgxYoVWL58eZvbE4tO1eoKRfhDsW/tYBWmTmYIRaDxaCMggbqDddj7l/04/NFhSG9TEj41380ICEWB7pUwJhmR1C3JtwyQR8JR7Vtv2GBSAtYDbs8WydxemSj02GdGByklpL0B0hFd9cK6oxGeAzuh7d0Bz+F9AWsfC0sS1L6DofYdAkNObwiFIZhiQ6sC8bhx43D11VdjwIABGDhwICZNmoRJkyYFrRG6rgf8eEVK34/jz3X8TLNmzcKUKVMCjlmtVsyYMSNobexo/LW6nVXobglTqgmKQcBt19BQ0YC+t/VF9bZq7H1rH6q+qPZ/ThgF1CQVCRkWNB5phNQlTKlmWLqYYEoxoe6QDV6HF5Y0i/8zZ64H3J4tkrm9MlHosc+MPKl7odfXAZrz/G8OA+l2QjtQ4gvBZXsCd8MzWaD2vgxqv6Ew5vWD4D4EFINaHYhvvvlmZGVlAQCWLl3argl1Z8rOzkZNTY3/dU1NDTIzM1scP3bsGDIzW85STU1NRWpqatDaEwtyx+ZALLkK+97ej2M7j8NR7YDH7oEx0YjsEdmwfm7Fntf3+N+fkp+CrCszUbWtGvWl9dC9OhJzknybZtRrqK9oxMn9Nv8/So7/uxYGswGmVBMMJkPAesDt2SKZ2ysThR77zMiSmttXIhHhemGpueE59B3ce3fA8/2/A9tjNEHtNdAXgi8aAGHkylIU21oViB977DEUFRX5XwczDAPAj370Ixw6dAhlZWXIycnBunXrcNNNN6FHjx4wm83Yvn07hg0bhrVr12L06NFBvXcs0uwatHoNKfkpGPb4UACAx+7BoXWl2PN/e1H5SaX/vakXp2DgvQMBBfh22U4YkwzoMigdHrsXzlonhAK4T2q+IGwUgAeQkFAMCrxOL1weFy77xWUB9b3t2SKZ2ysTUSzTXXbIBlvE6oWlR4OnbA+0vTugHSwBtNM2/TAYYbz4Et8yaT0vhVDNEWkjUSS0KhD369cP7733HoYNG4bExOa9xdPS0oLSCLPZjMWLF+Ohhx6Cy+XCmDFjUFBQAMA3Gj1v3jw0NDTg0ksvxe233x6Ue8Ya3atDa/AFYa/b6y9Hcx534sA7B3FwzffQ6pv/9a8mG2FMUuF1+TbIOLj6IJJ6JMGcaoJm1yCkADpb4KhxICU/BWqiEXUH66BDB6BAMQp06tcJmt0D67+OAr8cHNCe9qwZzPWGiSjWSCkhG+shnY0Id72w1L3wlO/zheADOwHXacu6KQqM+f19IbjXIAhzQljbRhQtWhWIN2zYgOLi4oBjQgjs3r27XTf/+OOP/b+/+uqr8e6777Z4T//+/fHOO++06z6xzOPw+IJwo9Y8IQ6Arawe+/+6H6XryyA9p3W+CpCQYYElzQJ3oy9A73ylBBASxgQjdFdz3ZgxwQCtQfPX73rdum+Fiqad5U69hxPeiIjOTXq90BtOAporfPfUdXiPHPSF4P3fQDoam08KAUNuH5j6DoWxz4+gJCSFrV1E0apVgbikpCTU7aALcK7RYCklju88jr1/2Y+jnx8N/JACQPf9ctQ44W7UYEm1wJRqgvO4E7pHh67pSMlNhinFBHe9G41H7ZC6xMkDdUjMSmjaXU737ywHcMIbEdEPkZrLN3lO94T+XlLCe7TUF4L3fQPZWBdw3tCjJ9S+Q6H2HQwliTXkRKdrVSDWdR2vv/46PvvsM3g8HlxzzTW49957uWNcmJ1rNFh6JSo3VWLvX/aj9rta/3HFpDQtudZU8+vWoagKLOkWKCYFrhMuXxmFACwZZrhqm0KwlGio8I0mnDreUNEIU2cTPCe8ACQSuyVBs3s44Y2I6Bx0px2yMbT1wlJK6DUV0PZ+DffeHZC22oDzhqw8/9bJSkrnkLWDqKNrVaL99a9/jT179mDWrFnQdR0rV67EkiVL8OSTT4a6fXFP9+i+XeTOGA0GAK/Li7KiMuz76wE0HG4uW+g8oDP6Te+Db5eXwHncCaEICKNAYpdEGFQDXCdccFubJ1IIA+Bt9CKpRxIcVgfsR+1QVAWJWQkwp5phSvIFZY/Ng7Q+nQAhoNVrSOyRwAlvRNQm0u0ChIBQTed/cwfjqxe2NdULh4b3+FFoe3ZA2/c19BPVAeeUrt19IbjvEBg6Z5zjCkR0ulYF4k2bNmH16tVQVd+yK9deey1+8pOfhLRh8U6za9AaPdAa3L5Sh9O46lw4uPp7HFz9PVwnm2vSskdko9/0Pug6uCuEEDi45nu4690wp5lgSvaVQdSX1zeHagEoRgFhEPC6dRhUAzKHZ/g3xzi15rMpxQQ1WYXrpBtTPwlcu5SIqC2k7vGNnhpNUCxJEGbL+T/UAUivx1ci4Ql+vbD3ZA20vV9D27sD+rHKgHNK50z/SLChS7eg35so1rUqEEsp/WEYAEwmU8BrCo5z1Qaf0ljZiH1/3Y/SdWXwNk1+E0aBjCEZ0BrcqN1di02P/Qu6R4fBqCC1VypSL06BvcqB+sMNvjILCQiDgKWrGa4Tbggh/EuqnSp/KHm1hJtjEFHoSQloLuiaC3CYIBISIUwJZ92AqSOQbpdvfeEg1gvr9Sf8IdhbVR5wTqSmw9RvKNR+Q6Fk9OiwXzeiaNCqQNy/f3+88MILuO222yCEwBtvvIG+ffuGum1xw+Nsqg1uCKwNPqV29wns+8s+VHx6xD9arCar6HnjxUjpmYrdf9wN3eOF+6Qv4Fo6m6Emm2A/6oDb5vbVEUvfaHByXjI8Dg9MKWYYE4ywWx2QmkSnvqm4fP7l/vIHbo5BRGHlcUPWuyGVBl8wNidAKB1nRzTd2dhUL9z+JdX0Rhu0fd/4QnDl9wHnRFJq00jwUBiy8xmCiYKkVYF4wYIFWLhwIW699Vbouo6RI0fiqaeeCnXbYpqUEm6bG1qD5hvtPaMPlbqEdasVe/+yH8e+PuY/npCVgD4398bFky+CmqRi40OfQRgFtBMaTJ1MMHcyQ2v0bc98KlwrZgUpuSnQNR1XL7oKAPwbX2QOy2hRB8zNMYgoYppKKaS9AcKcCGFJiOpd0qSu+9YXdrWvXlh3NMKz/1u49+6At2J/QLAWCUlQ+wz2heAevSAUpb3NJqIztCoQ7927F1arFenp6QCAPXv24LbbbsN7770X0sbFMqlLOGudLeqDdU1H+YeHse/t/bAdsvmPGxIMMJgMSOqeiJSLUqAm+b5B1B2yQTEIJGQkwOvyorGyEboWeFHdpaP+cD10t44PZ3yEzgM64/J5w38w4HJzDCKKKKlDOhsgXY2+MgpLYtRNwGtvvbB0OaAdLIG2dwc8ZXsA/bS+25wAtfdlvq2T8/p2qNFyoo6oVYF4/vz5uPnmmzFgwAD+eCZEtAYN3689hP2rDsB5zOk/3qlPJziPO+HVvHDXuXHs6+M49vVmAIDBYoCli28iir3aAa/Te9ZrA75QfMqJf5/Ap/dtxLW/G8PQS0TRTUpIlx3S5QBUMxRLYlRMwPPVC58E9HP3u2f9nOaC9v13vhB86N+A97R6Y9UEtddlUPsNgTG/f1SPjBPFmlYFYpPJhDvuuCPETYlP9mo79q86iENrD8Fj93WMwiCQM7YH+k7vi52v7IS9yg5PfXOnKYwCCV0sUMwGuI47oTVe+AQOd50bXy3cxkBMRB2EBDQndM0Z8Ql4uqMB0l7f6nph6dHgKd3t2zDj4C7A07zsJQwqjD0vganfUBgvvjTqRsGJ4kWrAnHPnj1RUlKCQYM4qSpYav9di29+8y3KPzzsr/U1JBhw8eSL0eeW3kjKTgQANFbafZtnABCKgLmzCWqyCa46F9xVjnNevzVsB+vO/yYiomgToQl4vnphG6TLfv73er3wlO/1heADOwF380/+oBhgvKi/b9e43oMgTJEf8SaKdz8YiCdPngwAaGxsxK233orc3NyA3elYQ9w2e97Yi3/N3ux/beliRu+f9kbPGy+GKTVwdCCpeyLsVjtMaadNmDvc0LQDXTsI//8QEXVMYZyAJz2ab0m100d3z3yPrsNbccAXgvd/G7gxhxAw5vWF2ncojL0vg5KQFJJ2ElHb/GAgnj9/frjaEVcaK32dZEp+Cvre2gd5E3JhMJ19dKPf7f3gqHFC1/SzTphrK6EIpPZMCcq1iIgiqsUEvAQI1Ry8y7uc0BtPBk56O3VO6vAeLfXtGrf/G9/Sa6cx9OgFtf9QqH0GQ0lkn0sUrX4wEF9xxRXhakdcGfLYYPT6aU8AgPiBUVqD2YCeP7kY1i+rcOAvB9p0L2EQLdY2FkYBc2czLp9/eZuuSUQUlUIwAU+310PaG3D62phSSujVh+Fu2jpZ1p8I+IwhO79p6+TBUFI6t+v+RBQeraohpuBSDApSL0r1baN8lgFfxajAlGaCKdW3ffKY34zCwZUHz7ppx7kIVcCSZoalqwUQAvZqO6QmYTApSOubxnWFiSiGnTYBz65CJCT56owvYAKe1L2QDTZId/NcDe+xSl85xN6voZ+sCXi/ktGjede4Tl2C9iREFB4MxNHEAJhTzDB1MkExBi68rhgVSKOEojR36B6nb0MPg9kA0fR2qUtAEcgcmoHrVxeGs/VERNHHq0E2nPTVGZ9lAp577w44N70L/UQ1lM6ZsIz6CdReg6DXnwS8GrwnqptD8PGjAZdW0rOad41Lzwr3kxFREDEQRwPh24rZnGY+Zy1xas8UnNxf5/uhnYDvp3dN/5W+//H9XgKJmQmoL28IW/OJiKLeWSbgad/vgv3d1wGjEUhIgm6vh+PTNfBUHwEaTsC9dwf06oqAy4hOXWDqOwRq/2FQunbn2vxEMYKBOIKEEFAsCsydzVATf3hm9OXzL8dnv9gErUGD9EgIo4CliwUGswLncRekx1cOYcmwQDEakJiVEKanICLqQE6bgOf8agNEWhfAqEJ6PJB1x6BXH4a3bHfAR0RyJ6hNIdiQlccQTBSDGIgjRAgBc7oZphRTqzrX3LE5GP3bUSh5tQT15Q1IyUvGoAd860JveWIrFFWBMcEAj8MLXdP954iI6Cyk9G2XbDAAjsbAdYIBQAjAaIL5ygkwXz4WQihnvw4RxQQG4ggRioA5tfXLAh3+uKJFGPZPilt01bnPERGRn3TaoR0sgbZnO9BwsuUbhAAUA0R6FtC0w5zlih+Hv6FEFFYMxB3A4Y8r/KPA5jQT7FUObHliK7DoKuSOzfH/IiKilqTbBe37XdD2boendDfg9Z52VgAmM6A1bbghBERKGoQQkKoJuu14RNpMROHFQNwBlLxaAkVVoCb6/rjURCM0uwclr5YwCBMRnYXU3PCU7vatEPH9LsCjNZ80qlB7Xgq13zBIAO6vP4P36CEAAiKlU/NWypobSiqXUCOKBwzEHUB9eQPMaYFbOhsTDFxJgojoNNLrgadsL7S926EdLAHcruaTBgOMFw2A2m8Y1J4DIUzNJWumPj+C9v13cHz8DiAU32o+mhvwemEePjbsz0FE4cdA3AGk5CXDXuXwjxADgMfhRUpecgRbRUQUeVL3wltxAO49O+DZ/y2ky958Uigw5vWF2n8Y1F6DICyJ57yO2vNSAIBr28fQbcehpHaBefhY/3Eiim0MxB3AoAcGYcsTW6HZPVxJgojinpQ6vJWHoO3ZAW3/N5D2+tPOChhyevlCcO/LoCSmtPq6as9LLzwAC+FbAJ6IOjQG4g4gd2wOV5IgorgmpYS3qty/a5w8Y4UIQ7eLfLvG9R0CJblTaBsjBGA0Q7Ek+tYwdtkhnQ5A94T2vkQUMgzEHQRXkiCieCOlhH6ssikE74BeF7jig5KZA1PT1slKanroGyQUCFMChCUBQm2e1yESUyATkiHdDkiHHfC4Q98WIgoqBmIiIooq3tqq5hBcWxVwTumS7RsJ7jcUhs6Z4WmQYmja7jkRwmA461uEEBDmRMCcCOlyQnc2Ni3lxnIKoo6AgZiIiCJOrzsObe8OuPfugF5zJOCc0qkr1P5DofYdCkNG9/A1yqBCJCT6RoWV1u9UJ8wWGMwWSM0F6XRAuh2sMyaKcgzEREQUEXr9SWj7v4a2Zwe81rKAcyKlM9S+Q3wjwVm5rdriPjgEoJqgWJIgzJb2XUk1Q6hmSE+SLxi77IDUg9ROIgomBmIiIgor955tcHy6Bt7yfTi9pEAkpvhCcP+hMHS7CEK0flS23YQ4rT7YfP73X8iljSpEsgqZmATpaqoz5gQ8oqjCQExERGEjpUTDmy8Cum+kVFgSYewzGKZ+Q2HI6X1BpQlBoSgQ5iRfEDaE9luiUAwQCcmQllPBuBHwauf/IBGFHAMxERGFjRACiQUz4bGWwZjfH8a8fuecqBZSBtUXgs2JYQ/hQgjfJiEWTsAjihYMxEREFFaWkZOhOxshG+rCfGcBGE1QEhIBkyWMdck/0CJOwCOKCgzEREQU24SAUC2+ZdNMwa0PDhZOwCOKLAZiIiKKTUJpWj84AcKoRro1rcIJeESRwUBMRESxRTH61g82J0AoEahPDgJOwCMKLwZiIiKKAdFXHxwMnIBHFB4MxERE1HF1gPrgYOEEPKLQYSAmIqKORyi+kghLYoepDw4WTsAjCj4GYiIi6jhioD44WDgBjyh4GIiJiCjKCcCo+oKwKSFm6oODJWACnrspGHvckW4WUYfCQExERNEpjuqDg0EIAWFOBMynJuDZAc0FTsAjOj8GYiIiii5xXB8cLJyAR3RhwruBexu99957uP766zF+/Hi89dZbkW4OERGFgmKASEyBkpYBJbkTw3AQCNUMJSUNSqeuEJZkQHSIb/tEYRf1I8RVVVVYtmwZ/v73v8NkMmHatGm48sor0bt370g3jYiIgsGgQiQkQZgsEAoDWyhwAh7RD4v6QLx582ZcddVVSEtLAwBMmDABxcXFePDBB/3vsdlssNlsAZ+zWq1hbScRUUcRNX2maoFiSYQwW8J/7zjFCXhEZxf1gbi6uhoZGRn+15mZmdi5c2fAe1asWIHly5eHu2lERB1SNPSZwpQAxZIU0TbEs5YT8LgDHsW3qA/Euq4HLLEjpWyx5M6sWbMwZcqUgGNWqxUzZswISxuJiDqSaOgzWRoRPTgBj6gDBOLs7Gxs27bN/7qmpgaZmZkB70lNTUVqamq4m0ZE1CGxz6Sz4Q54FM+i/p/oI0aMwJYtW1BbWwuHw4EPP/wQo0ePjnSziIiIYpIwqlCSU6F0zoBISgWUqB87I2q3qP9bnpWVhUcffRS33347NE3DT3/6U1x22WWRbhYREVFMazEBz94IeLVIN4soJKI+EAPA5MmTMXny5Eg3g4iIKO5wAh7Fgw4RiImIiCjyOAGPYhUDMREREV0QTsCjWMNATERERG3CHfAoVjAQExERUbtwAh51dAzEREREFBScgEcdFQMxERERBR0n4FFHwkBMREREIcMJeNQRMBATERFRyHECHkUzBmIiIiIKm4AJeC4HpIMT8CjyGIiJiIgo7IQQEJZEwMIJeBR5DMREREQUUZyAR5HGQExERERRgRPwKFIYiImIiCiqcAIehRsDMREREUUlTsCjcGEgJiIioqjGCXgUagzERERE1GFwAh6FAgMxERERdTicgEfBxEBMREREHRYn4FEwMBATERFRhxcwAc/tgLRzAh61HgMxERERxQwhBIQ5ETBzAh61HgMxERERxSROwKPWYiAmIiKimMYJeHQ+DMREREQUFzgBj86FgZiIiIjiCifg0ZkYiImIiCgucQIencJATERERHGPE/DiGwMxERERURNOwItPDMREREREZ+AEvPjCQExERER0DgET8FwOSAcn4MUiBmIiIiKi8xBCQFgSAQsn4MUiBmIiIiKiC8AJeLGHgZiIiIioDTgBL3YwEBMRERG1AyfgdXwMxERERERBwAl4HRcDMREREVEQcQJex8NATERERBQinIDXMTAQExEREYUYJ+BFNwZiIiIiojDhBLzoxEBMREREFGacgBddGIiJiIiIIoQT8KIDAzERERFRFOAEvMhhICYiIiKKIpyAF34MxERERERRiBPwwoeBmIiIiCiKcQJe6CmRuvFLL72EV155xf/aZrPh7rvvRmFhIWbMmIGamhoAgNvtxuzZs1FYWIgpU6bg4MGDkWoyERERUcQIIaBYEmHonAElJR1QzQBEpJsVE8IeiOvr6zF37lz86U9/Cjj+0ksvYfjw4SgqKsLPfvYzPP/88wCAN954AwkJCSgqKsLcuXPxxBNPhLvJRERERFFFmC0wdOoCpVM6hDkREAzG7RH2kokNGzbgoosuwn/+538GHP/000/x1ltvAQAmTZqEZ599Fpqm4dNPP8UvfvELAMDll1+O2tpaVFZWonv37v7P2mw22Gy2gOtZrdYQPwkRUcfEPpModnACXnCEPRDfeOONABBQLgEA1dXVyMjI8DXKaERycjJqa2sDjgNARkYGrFZrQCBesWIFli9fHobWExF1fOwziWIPJ+C1T8gCcVFRERYtWhRwrGfPnvjzn//cqs9LKaEoCqSUEKf9GODU8dPNmjULU6ZMCThmtVoxY8aMtjWeiCiGsc8kil2cgNc2IQvEhYWFKCwsbPX7MzMzcezYMWRnZ8Pj8aCxsRFpaWnIyspCdXU18vLyAADHjh1DZmZmwGdTU1ORmpoa1PYTEcUq9plEsY874F2YiK0ycaYxY8bgH//4BwBg/fr1GD58OFRVxZgxY7B27VoAwLZt22A2mwPKJYiIiIjo3DgB7/yiZh3iX/ziF5gzZw4mTpyIlJQULF26FAAwc+ZMPPXUU5g4cSJMJhNefPHFCLeUiIiIqOPhBLxzi1ggfuihhwJep6Wl4fe//32L95nNZixZsiRczSIiIiKKaZyA11LUjBATERERUfhwAl4zBmIiIiKiOMYJeAzERERERNREmC0wmC2QmstXZ+x2ADL2gzEDMREREREFiLcJeAzERERERHRW8TIBj4GYiIiIiH5QrE/AYyAmIiIiolaJ1Ql4DMREREREdMFiaQIeAzERERERtVksTMBjICYiIiKiduvIE/AYiImIiIgoaDriBDwGYiIiIiIKuo40AY+BmIiIiIhCKton4DEQExEREVFYnDkBL1owEBMRERFRWJ0Hr5MaAAAgAElEQVSagBctlEg3gIiIiIgokhiIiYiIiCiuMRATERERUVxjICYiIiKiuMZATERERERxjYGYiIiIiOIaAzERERERxTUGYiIiIiKKawzERERERBTXGIiJiIiIKK4xEBMRERFRXGMgJiIiIqK4Zox0A0LF6/UCAKxWa4RbQkQUWtnZ2TAa29eds88konhwrv4yZgNxTU0NAGDGjBkRbgkRUWht2LABOTk57boG+0wiigfn6i+FlFJGoD0h53Q6sWvXLmRkZMBgMITsPlarFTNmzMBbb72F7OzskN0nXPg80Y3PE90i9TzBGCFmn9k2fJ7oFUvPAvB5giXuRogtFguGDx8etvtlZ2e3e4QmmvB5ohufJ7p1xOdhn9k+fJ7oFUvPAvB5QoWT6oiIiIgorjEQExEREVFcYyAmIiIiorhmePrpp5+OdCM6OrPZjCuvvBJmsznSTQkKPk904/NEt1h7nlCIta8Rnyd6xdKzAHyeUIrZVSaIiIiIiFqDJRNEREREFNcYiImIiIgorjEQExEREVFcYyAmIiIiorjGQExEREREcY2BmIiIiIjiGgMxEREREcU1BmIiIiIiimsMxEREREQU1xiIiYiIiCiuMRATERERUVxjIKaQWLBgAcaOHYtly5ad971DhgxBRUVFGFrVNhfyLG0xc+bMsz7/0aNHMWnSJNxwww34+uuv23zt4uLis56bN28edu3a1abrEtGFY7/YeuwXz+6ee+7B3//+dwDADTfcAJvNFvR7jB07FiUlJUG/brQzRroBFJtWrlyJTz/9FNnZ2ZFuSrtF6lm++OILdO3aFX/+859Dcv3NmzfjlltuCcm1iagl9ovtx36x2dq1ayPdhJjCQBxDvvjiCyxbtgy5ubnYv38/PB4PnnnmGQwbNgxz5sxBnz598P/+3/8DgIDXY8eOxaRJk7B161bU1dXhzjvvxI4dO/Ddd9/BaDTid7/7HbKyslrcb//+/Xj22Wdx8uRJCCHw85//HDfeeCOmT58OKSXuuusuLFiwAMOHDw/43LZt2/Dcc89BCIFBgwZB13X/uZUrV+KNN96Aoijo2rUr5s+fj4svvhj19fV45plnsGfPHgghMGrUKPzyl7+E0WjEwIEDMW7cOOzZswdLly7FJ598go8++giqqqJz585YtGgRMjMzA9qwcOFCfPXVVwHHTCYT/va3vwUcO/NZOnXqdNZn/uKLL/Dcc89h3bp1/j+LU69feeUVfPPNN6iurka/fv2wdOnS8/5Zbt26FS+99BLq6+sxc+ZMPPjgg+e8PgD87ne/w4cffghd19GjRw8sWLDgrH9mpyxbtgzV1dV47LHH8Nxzz+Hee+/Fxo0bkZKSAiklCgoK8Nvf/hbPP/88LrnkEmzfvh0nTpzADTfcgIcffhgAsGPHDixduhQOhwOKouDBBx/EddddF3Afm82GmTNntrh/QUEB7rvvvoBjtbW1eOKJJ1BeXo60tDRkZGSgT58+eOihh/DOO+9g5cqV0DQNdXV1uOuuuzB9+nTU1NTgV7/6FU6cOAEAGDNmDB555JHzfn0pfrBfZL/YkfvFqqoqzJkzB9XV1ejevTuOHz/uP9evXz9s2bIF6enp+Nvf/oa3334buq4jLS0N8+fPR69evbBt2zYsXrzY//fpnnvuwYQJE+B2u7F06VJ89dVX8Hq9uOSSSzBv3jwkJyef988hZkmKGVu3bpUDBgyQ//73v6WUUr7++utyxowZUkopf/WrX8k//vGP/vee/vq6666TL7zwgpRSyvfff1/2799f7t69W0op5f333y9/97vftbiXpmly3Lhx8oMPPpBSSmm1WuWoUaPkjh07pJRS9u3bVx4/frzF51wulxwxYoTcvHmzlFLK9957T/bt21cePnxYbt68Wf74xz/2f2716tWysLBQ6rouH3/8cfncc89JXdely+WSP//5z+Uf/vAH/73WrFkjpZSysrJSDh06VLpcLv/X4KOPPmrz1/T0Z/mhZ966daucOHGi/zOnv3755ZflhAkTpKZpZ73+bbfdJg8fPtzi+OrVq+Xdd9/d4npnvl6zZo185JFH/Nf/61//Ku+8807/tYuKis563+uuu07u3LlTSinlfffdJ998800ppZSbN2+WN998s//zd911l3S73bKurk5OmDBBfvzxx/LkyZNy/Pjx/nZbrVY5evRoeeTIkfN+Pc/l0UcflS+++KKUUsqqqip5zTXXyJdfflk2NDTIm2++WdbW1koppfz666/l4MGDpZRSLl++XM6fP19KKWVjY6N85JFHpM1ma3MbKPawX2S/KGXH7Rfvv/9+uWzZMimllKWlpXLw4MFy9erVUsrmP4MvvvhCTp8+XdrtdimllJs2bZIFBQVSSilvv/12uW7dOimllLt375ZPP/20lFLKV155RS5evFjqui6llPLXv/61XLBgQYuvQTzhCHGM6d69OwYMGAAAuOSSS7BmzZpWfW78+PEAgNzcXHTt2hX9+/cHAOTl5aGurq7F+0tLS+Fyufyfy8rKwvjx47Fp0yYMGTLknPfZt28fjEYjrr76agDApEmT8NRTTwEANm3ahOuvvx7p6ekAgKlTp+L5559HRUUFPvvsM7z99tsQQsBkMmHatGlYsWIF7r77bgDwj7ZkZWWhf//+mDJlCkaPHo3Ro0f773W61o6EtPaZr7zyynN+DgAGDx4MozE0/3f75JNPUFJSgptuugkAoOs6HA7HBV1jxowZ+O///m/MmDEDK1euxK233uo/d8stt0BVVaiqioKCAnz++edQFAU1NTV44IEH/O8TQmDv3r3o3r27/9iFjIRs3LjR//c1MzMTBQUFAICkpCT8/ve/x8aNG1FaWoo9e/bAbrcDAEaNGoW7774bR48exYgRI/Bf//VfSElJuaBnp9jHfpH9YkftFzdv3oxf/epXAID8/Pyzfk0//fRTlJWVYdq0aQH3OHnyJAoLC/Hss8/i448/xogRI/DLX/7S/5n6+nps3rwZAKBpGrp06XJBX59Yw0AcYywWi//3QghIKVv8HvD95T+dyWTy/15V1RbXLSkpwbx58/yvX3zxRQghAt4jpYTH4/nBzz3//PMB7QDg7xBP/xHhmdfUdT3gfrquB9wrMTERAKAoCt58802UlJRgy5YteOGFFzBq1Cg8/vjjAdc9vU2t5fV6z/nM5/v6nmpfW/3Q9XVdx5133onp06cDANxud4tv1m+//Tb++te/AgAGDhyI559/PuD8iBEj4HA4sGXLFmzbtg1Llizxnzv9G5aUEoqiwOv1olevXgHfKKuqqvzftE9JTU1tdZ2b0WgMeEZF8c35tVqtuOWWW3DzzTdj2LBhKCgowCeffAIAuOyyy7BhwwZs2bIFW7duxc9+9jP8z//8DwYOHNiqe1J8YL/IfrGj9otnPuPZ/gGh6zpuuOEGzJ492/+6uroanTp1wrRp03DdddfhX//6FzZt2oTly5ejuLgYuq5j7ty5GDNmDACgsbERLperVW2KVVxlIk507tzZP3O2qqoKX3755QV9ftCgQVi7dq3/V8+ePWE0GvHhhx/6r/nBBx9gxIgRP/i5fv36QUqJjRs3AgA2bNjg76RGjRqF9evXo7a2FgCwevVqpKWlIT8/HyNHjsSbb74JKSXcbjdWrVrV4l4AsGfPHkyaNAm9evXCPffcgzvuuCNos2V/6JnT09NRWVmJ48ePQ0qJ999/Pyj3POWHrj9y5Ei88847aGhoAAD89re/bfGN7tZbb/X/GZzq9A0Gg/+bpxAC06dPx5NPPolJkybBbDb7P/vuu+9C13XU1dWhqKgIY8eOxeDBg1FWVuYfTdq9ezcmTJiAqqqqNj/jmDFj8M477wAATpw4gX/+858QQmDXrl1IT0/H/fffj5EjR/rDsNfrxdKlS/Haa6/hxz/+MZ588kn07t0b+/fvb3MbKL6wX2w/9ouh7RdHjRqFlStXAgAqKyvxxRdftHjPyJEj8f7776O6uhqAL+jPmjULADBt2jTs3r0bU6dOxXPPPQebzYaamhqMHDkSb731FtxuN3Rdx/z58/Gb3/ymze2MBRwhjhMzZ87EY489hgkTJiAnJwdXXXVVu66nqipee+01LFy4EK+88gq8Xi8eeOCB815XVVW8+uqrePrpp/Gb3/wGAwYM8P+Y5pprrsEdd9yBWbNmQdd1pKen4w9/+AMURcG8efOwcOFCTJ48GZqmYdSoUbj33ntbXL9///4oLCzETTfdhMTERFgsljaNerTlmadNm4abbroJGRkZuPbaa4O6bE3v3r3Pef2f/exnqKqqws033wwhBLp164bFixef95r/8R//gdmzZ+Ppp5/GyJEjMWXKFCxZsqTFDGun04mf/vSnaGxsxPTp0/0/an355Zfx4osvwuVyQUqJF198ETk5OW1+xieeeALz5s3D5MmTkZaWhu7du8NiseCaa67BO++8g4KCAgghcMUVVyA9PR1lZWWYNWsW5syZg0mTJsFkMqFfv36YOHFim9tA8YX9YvuxXwxtv7hgwQI88cQTKCwsRHZ2tr9s53QjR47EXXfdhZ///OcQQiA5ORnLly+HEAKPPfYYXnjhBbz00ksQQuDBBx9ETk4O7r//fixZsgRTpkyB1+vFgAEDMGfOnDa3MxYIeebPaYgorGbOnIlFixa1q9MMhvfffx9r1qzBH//4R/+xmTNnYsaMGf563lB66623cMkll2DIkCFwu92YPn06HnroIf+P9IgofrBfpHDjCDERYebMmaitrcVrr70WsTb07t0bzz33HHRdh6ZpKCgoYBgmooiJhn6RwocjxEREREQU1zipjoiIiIjiGgMxEREREcW1mA3EHo8HFRUVLdZ/JCKilthnElE8i9lAbLVaMW7cOFit1kg3hYgo6rHPJKJ4FrOBmIiIiIioNRiIiYiIiCiuMRATERERUVyLaCBesmSJf6vAU3ttT5gwAU8++aR/YkdlZaV/R5j77rsPjY2NkWwyEREREcWYiAXiLVu2YM2aNf7Xs2fPxlNPPYUPPvgAUkqsWrUKAPDMM89g+vTpKC4uxsCBA7ljDBEREREFVUQC8cmTJ7Fs2TLce++9AIAjR47A6XRi8ODBAICpU6eiuLgYmqbhq6++woQJEwKOn8lms6GioiLgF2dKExGdHftMIqJAxkjc9KmnnsKjjz6Ko0ePAgCqq6uRkZHhP5+RkYGqqiqcOHECycnJMBqNAcfPtGLFCixfvjw8jSci6uDYZxIRBQp7IP7b3/6Gbt264eqrr8bf//53AICu6xBC+N8jpYQQwv/f0535GgBmzZqFKVOmBByzWq2YMWNGCJ6AiKhjY59JRBQo7IF4/fr1qKmpwQ033IC6ujrY7XYIIVBTU+N/z7Fjx5CZmYn09HTU19fD6/XCYDCgpqYGmZmZLa6ZmpqK1NTUcD4GEVGHxT6TiChQ2GuI//SnP2HdunVYu3YtHn74YYwdOxaLFi2C2WzG9u3bAQBr167F6NGjoaoqhg8fjvXr1wMA/vGPf2D06NHhbjIRERERxbCoWYd46dKlWLRoEQoKCmC323H77bcDABYsWIBVq1bh+uuvx7Zt2/DII49EuKVEREREFEuElFJGuhGhUFFRgXHjxmHDhg3IycmJdHOIiKIa+0wiimdRM0JMRERERBQJDMREREREFNcYiImIiIgorjEQExEREVFcYyAmIiIiorjGQExEREREcY2BmIiIiIjiGgMxEREREcU1BmIiIiIiimsMxEREREQU1xiIiYiIiCiuMRATERERUVxjICYiIiKiuMZATERERERxjYGYiIiIiOIaAzERERERxTUGYiIiIiKKawzERERERBTXGIiJiIiIKK4xEBMRERFRXGMgJiIiIqK4xkBMRERERHGNgZiIiIiI4hoDMRERERHFNQZiIiIiIoprDMREREREFNcYiImIiIgorjEQExEREVFcYyAmIiIiorjGQExEREREcY2BmIiIiIjiGgMxEREREcU1BmIiIiIiimsMxEREREQU1xiIiYiIiCiuMRATERERUVxjICYiIiKiuMZATERERERxjYGYiIiIiOIaAzERERERxTUGYiIiIiKKawzERERERBTXGIiJiIiIKK4xEBMRERFRXItIIP7tb3+L66+/HhMnTsSf/vQnAMDmzZsxefJkjB8/HsuWLfO/d/fu3Zg6dSomTJiAJ598Eh6PJxJNJiIiIqIYFfZA/OWXX2Lr1q149913sXr1arzxxhvYs2cP5s6di9deew3r16/Hrl27sHHjRgDA7Nmz8dRTT+GDDz6AlBKrVq0Kd5OJiIiIKIaFPRBfccUV+L//+z8YjUYcP34cXq8XNpsN+fn5yM3NhdFoxOTJk1FcXIwjR47A6XRi8ODBAICpU6eiuLg43E0mIiIiohhmjMRNVVXFyy+/jP/93/9FQUEBqqurkZGR4T+fmZmJqqqqFsczMjJQVVXV4no2mw02my3gmNVqDd0DEBF1YOwziYgCRSQQA8DDDz+Mu+66C/feey9KS0shhPCfk1JCCAFd1896/EwrVqzA8uXLw9JuIqKOjn0mEVGgsAfigwcPwu12Y8CAAUhISMD48eNRXFwMg8Hgf09NTQ0yMzORnZ2Nmpoa//Fjx44hMzOzxTVnzZqFKVOmBByzWq2YMWNG6B6EiKiDYp9JRBQo7DXEFRUVmDdvHtxuN9xuNzZs2IBp06bh0KFDKCsrg9frxbp16zB69Gj06NEDZrMZ27dvBwCsXbsWo0ePbnHN1NRU5OTkBPzKzs4O96MREXUI7DOJiAKFfYR4zJgx2LlzJ2688UYYDAaMHz8eEydORHp6Oh566CG4XC6MGTMGBQUFAIClS5di3rx5aGhowKWXXorbb7893E2OaYc/rkDJqyWoL29ASl4yBj0wCLljcyLdLCIiIqKwEVJKGelGhEJFRQXGjRuHDRs2ICeHAe9sDn9cgS1PbIWiKjAmGOBxeKFrOq5edBVDMVGcYZ9JRPGMO9XFsZJXS6CoCtREI4QQUBONUFQFJa+WRLppRERERGHDQBzH6ssbYEwwBBwzJhhQX94QoRYRERERhR8DcRxLyUuGx+ENOOZxeJGSlxyhFhERERGFHwNxHBv0wCDomg7N7oGUEprdA13TMeiBQZFuGhEREVHYMBDHsdyxObh60VVIzEqA66QbiVkJnFBHREREcSdiO9VRdMgdm8MATERERHGNI8REREREFNcYiImIiIgorjEQExFFkK7pcNY6oXv0SDeFiChusYaYiCgCPE4P3PUatAY3AMCUYopwi4iI4hcDMRFRmJxa3lCzueFxeADZdEJEtFlERHGPgZiIKMSkLuFucMNt06C7vc1BmIiIogIDMRFRiOiaDrfNDa1BY40wEVEUYyAmIgqygPpg5mAioqjHQExEFARSSmiNGtw2DV6nh2URREQdCAMxEVE76F4dWr0Gd31TfTAREXU4DMRERG3gdXmhNWhw17shvRwOJiLqyBiIiYgugGbXoNVr0Bo1lkUQEcUIBmIiovOQ0rdsmmbT4HVx2TQioljDQExEdA6651R9sBu6xuUiiIhiFQMxEdEZPE6Prz64wQ1wnhwRUcxjICYiauJu1FpuqxxCjVY7yovLUb2jBgPvuRQ9f3Jx6G9KREQtMBATUVw7ta2yZtPgDcO2yh67BxWfHkFZUTlqdtT4j5etL2MgJiKKEAZiIopLuqb7dpOrd4d8W2WpS9R8XYOy9eWo2HgEXkdzHYY53Yy8CXkYPmdoSNtARETnxkBMRHHF4/T4JsqFYVvl+sMNKCsqQ3lxOexVDv9xRVXQfVQ35BfmIeuKLCiqAku6JbSNISKic2IgJqK4EK76YHe9GxUbKlBaVI7aXbUB59IHpiO/IA+543JgSjWFrhFERHRBGIiJKGaFqz5Y9+io+rIaZUVlqPz8KHR389BzQlYC8gvykF+Qh5S8lNA0gIiI2oWBmIhiTrjqg+sO1qF0fRnKPzwMV63Lf9yQYEDOmB7Ivz4PGUMyIBQRsjYQEVH7MRATUcwIR32w64QL5R8dRtn6MpzcXxdwLmNoBvIL85BzbQ8YE9m9EhF1FOyxiajD0+wa3HWhqw/2ur2wbraitKgc1i1WSG/zTZJzkpBfmI+8gjwkZScG/+ZERBRyDMRE1CGFuj5YSokTu0+grKgch/9ZAbfN7T+nJqvIGdcD+YX56DIwHUKwJIKIqCNjICaiDkX36HDbQlcf7KhxoOyDcpStL0d9WX3zCQXIviIL+YX56D6qGwxmQ9DuyUBNRBQ6UtcBzQXp8UBJOvvkZgZiIuoQPE4PtIam+mDv+d9/odeu3FiJsuJyVG2rDqg/Tu2ZivzCPOSNz0VC14Tg3VQAimqAmmiEMdEIRVWCd20iIoLUXJAuF6TbAeheQDWf870MxEQU1TS7BrfNDY89uPXBUpc4tvM4yorKUPHxEd/1m5jSTMj7j1zkX5+PtD6dgjeCKwCDyQBjogpjogFGC7tgIqJgkl4vpNsB6XICHg2t/cbB3piIoo7UJdyNbmh1wa8PbjjSiLJi3+5xjZV2/3FhFOg2ohsuuj4P2VdlB2/EVgGMFt8osDHBCIMpeKUWRETkm/MBtwvS5YDUnIC88G8aDMREFDVCVR+sNWqo+PgIyorLceybYwHnOg/ojPxC3+5x5rRz/zit1QQgFOEPwMYEIxQjyyGIiIJNam7IpiAM3XP+D/wABmIiirhT9cFagxawpFl7SK9E1bZqlBWVo/KzSnhdzYXHlq4W/+5xqRentv9mAlCMii8ENwVhTpQjIgo+qXsh3U5IpxPwuts0Gnw2DMREFDGhqA+2ldpQVlSO8g/K4ahx+o8bzAZ0H90d+YV5yBqeCWFoZ2A9NSkuifXARESh5C+JcDsh3U5ABn+FIfbgRBRWoVg/2FXnwuF/VqCsqBwndp8IONf1R12QX5iPnLE9oCap7buRABSTASonxRERhZz0aJAuZ1BKIs6HvTkRhYXX7YVW7yuLCEZ9sO7RYd1i9ZVE/OsopKc5WSd1T0ReQR7yC/KR3COpfTcSvtFlNVGFIYEhmIgolEJVEnE+7NmJKKQ0uy8Ea41awPq+bSGlxMl9J30lER8dhvtk8+5xxkQjcsb6do/relkXCKUdJREKYDAboSZxZQgiolALR0nE+TAQE1HQ+ZdNs2m+yWzt/Ae+87gT5R8eRllRGeoO2ppPCCBzeCYuKsxD9zHd2zd6e9ryaGqiyo0yiIhCLJirRLQXAzERBY2u6XDXB2fZNK/Li8pNR1FWXIaqL6sDVp9IyU/x7R43IReJmYltv8mpEJxkhJrAEExEFGpt3Tgj1BiIiajdPA4P3A0atAZ3u8oipJQ4vqvWt3vchiPQGjT/OTVF9e0eV5iHzgM6t31ZM4ZgIqKw8pVEOH0T5Nq4cUaoRSQQL1++HEVFRQCAMWPG4PHHH8fmzZuxaNEiuFwuFBYW4tFHHwUA7N69G08++SQaGxsxfPhwPPPMMzAameOJIk1KCa1Bg7teg9fZvmXT7FY7yorLUVZcjobDDf7jwiCQfVUW8gvz0e2a7LbX8p4eghNVbpRBRBQGUnP5QrDbCeje838g2PeXEvqxo9AOlsBzsATJdzx5zveGPVlu3rwZn3/+OdasWQMhBO68806sW7cOS5cuxRtvvIFu3brhnnvuwcaNGzFmzBjMnj0bCxcuxODBgzF37lysWrUK06dPD3eziaiJ7tGh1Wtw17uha20fDvbYPaj49AjKispRs6Mm4Fxan07IL8xH7vgcWDpb2nYDBb6d4hIZgomIwkV6PU2rRDgArwfhLomQuhfeI9/7Q7Bed7xVnwt7IM7IyMCcOXNgMpkAAL169UJpaSny8/ORm5sLAJg8eTKKi4vRu3dvOJ1ODB48GAAwdepUvPzyywzERBEQjN3kpC5R8/UxX0nEp0fgdTSPGJjTzcgbn4v8wnyk9e7UtkaeCsGnyiEYgomIQk7qOqTWtFSaxxX2kgipueAp3eMLwd9/B+lsDDgvUtOh9hr0g9cIeyDu06eP//elpaUoKirCbbfdhoyMDP/xzMxMVFVVobq6OuB4RkYGqqqqWlzTZrPBZrMFHLNarSFoPVF8kVJCs3ug2dzwONpeFlF/uAFlRWUoLy6HvcrhP66oCrqP6ubbPe6KrDYFWGEQ/u2SjYlGKAaG4PNhn0lE7SWlBDR3U0mEI+xLpen2eni+3wXtQAk8ZXsBrxZwXsnMgdprENTel0Hp2v28804iVoy7f/9+3HPPPXj88cdhMBhQWlrqPyelhBACuq4HPMCp42dasWIFli9fHo5mE8UF3av76oNtGnStbcumuevdqNhQgdKictTuqg04l35pOvIL85A7LgemVNMFX1sYBNQkFYZEI9QEY/vWHI5D7DOJqK3CuXvcmbwnauA5uBPagRJ4Kw8h4JuTosCQ09sXgnsNgpKafkHXjkgg3r59Ox5++GHMnTsXEydOxJdffomamuYawpqaGmRmZiI7Ozvg+LFjx5CZmdnierNmzcKUKVMCjlmtVsyYMSN0D0EUg7wub9NEOXebyiJ0j46qL6tRVlSGys+PQnc3jxgkZCUgf0Ie8gvykJKfcmEXFoBQBIxJalNNsLHtq0wQ+0wiuiCR2j1OSh1eazk8B0ugHSyBfvyMn2SpZqgXD4Cx1yCoF18KYWn7MpxhD8RHjx7FAw88gGXLluHqq68GAPzoRz/CoUOHUFZWhpycHKxbtw433XQTevToAbPZjO3bt2PYsGFYu3YtRo8e3eKaqampSE1NDfejEMUMza75tlVu1No0Glx3sA6lReU4/GE5nMdd/uOGBANyxvRA/vV5yBiScWEjuQJQDAqMSUZ/SQRDcHCwzySi8/HvHudyQGqusJVESI8Gz+H9/hAsGwPLu0RSKtReg2DsNQjG3D4QRjUo9w17IH799dfhcrmwePFi/7Fp07qQcXwAACAASURBVKZh8eLFeOihh+ByuTBmzBgUFBQAAJYuXYp58+ahoaEBl156KW6//fZwN5koJkldwt3QtJuc+8LLIlwnXCj/yLd73Ml9dQHnMoZmIL8wDznX9oAx8QK6GQEoRsVXDpFgYAgmIgqzSOweJ512aIf+7QvBpf8G3K6A80p6lj8EG7rlQ4jgzxURUkbh6shBUFFRgXHjxmHDhg3IycmJdHOIooau6XDb3NAatAveTc7r9sK62YrS9WWwbq0KKKtIzklCfmE+8ibkIqlbUusvypHgqMA+kyh+RWL3OL3+hG9ViAMl8FTsB/TTvx8JGLpf7AvBvQfB0LlluWybqGYYOnU56ynucEEUJzwOD9z1bl9ZxAXkYCklTuw5gbL15Tj8zwq4bW7/OTVZRc64HsgvzEeXgemtD7LnCMGHP65AyaslqC9vQEpeMgY9MAi5YxnOiIiCTeo6cGrjjDDsHufbJKPSvz6wt+pw4BsMKoz5faH2ugzGnpdCSQpvWRcDMVEH1Zrw6N9NzuaG13VhZRGOGgfKPihHWVE56kvrm08oQPYVWUjt3Qm1u46j6otqNBxuQN8ZfdHtquxzX/A85RCHP67Alie2QlEVmNNMsFc5sOWJrcCiqxiKiYiCRLpdvglyYdg97vRNMrQDOyFtgSsOCUsijD0H+kaCL+oPoZpD2p4fwkBM1AGdLzy2dTc5j9ODyo2VKC0qR/W26oAAndozFfmFecgbn4uTB+rwza+/hTAKmFJVOI458c2vvwX+C4GhWAAGswFqYlMItpy7yyl5tQSKqkBtqjlWE43Q7B6UvFrCQExE1A7So/lCsMsZ8t3jAjfJ2AXptAecF526+JdGM/ToCaEYQtaW5psKwGCCMJ9751MGYqIO6GzhUUpg31/2oeugLnA3uFtdFiGlxLFvj/t2j/v4CDz25kkUpjQT8v4jF/mFeUjrm+Yf0f3yma8gjAJqQtP9E4zQHB7se3sfuo3IhsFshJrkK4UwmFrX2dWXN8CcFrgmsTHBgPryhtY9CBER+TXvHucAPKFdKk2318NzcBe0gzvhKdt39k0yel/mWx+4FZtktJsQgGKEUM0QqglQ1fMGbwZiog7IHx79WxWr8Do9qP3uhL/G9+hWK/a9tQ+NlXYkdU9sUdLw/9m78/iq6jtv4J+z3iULYUkIEBIEBBFBRVRQFKVPwbC1at0Gt1qf2o5tfenUveq01qqotTraaWfqWNsyM9pqFSyhtvpQF2gtKhIooGFJAiELZLnJ3c72e/44Nze5yU24kFyy3M/79XI6ObnL7wA5+eSX7/l+2w4GUbnBnR4XrOn4CV5SJYw7bxwmLS2GkICKlyuw+b6/JbxGsCYEPTfW6kYGVK8KzxgPhAXkFOVA1o79DuCc4myE6sLxkA8AVthGTnH2cf4pERFlHrdDRPqnx9lN9bAq3NZoyYZkqEUnu/2Bp5x2zEMyjp0EyIpbcqFrkFQdknJsETelRz/11FP4l3/5l+NaIhH1v9zJOTDbLHhHemAGTYTrQoi2GPCNcX8ddOivtUlLGqxbLVitFirLKnH40yMJrznylDyUlJZg4heL4BnhwaG/1uLTHsoisouyYAZN+MZ4oXhUOKaDSGMU+gjtuMIwAMy6dRY23/tXmCELqk+BFbbhmA5m3dr7/Hkiokx3Ikoi4kMyKra5QzIa6xIfEB+SMRvaSaf2aUjG0UmAJLkBWNPcneA+9iNOKRBv3LiRgZhokLANGzO+NgMfP/YJmhsjUDQZVsSGsASmrZoGAPhszWfxkgYhBOAIRJuj+Nv3Pky4TnrHeFG8pBiTSouRe1LiHb2dXwMA9GwNQgKq/1SN028/HZ88uRWRZgOSZMAKueH1rHvnHPd5TVxUBDw6j10miIhS0FESEQGsaFpKIgZqSEZSkgyoGiRNh6TqgKb3a+lFSoG4qKgIN910E+bMmYOsrI7+ol/96lf7bSFE1DszZMJsc6fJjZySh1O/NqPHkohgTQiKR0aoIQwjYEBYHRdKWZcxYeEElJQWY+zcAkhK8gtKsCYEz0gdmt8dl6x43ODdsieA4i9MhCRJ/R5eJy4qYgAmIupFvEtEND0lEe6QjB1uCN63EzC7DMkYXRgLwbOhFE5My5AMAB03wmk6JE0DVB2SnKb3QoqBOC8vDwBw8ODBtC2EiLrrrW3auHmF3dqcRVui8V7BnW+OAwDZI8M/1o8v/OfF0LKP8lO8DIw5YzTMNguSDNgRG0aLATNkwT/WB4DhlYjoRBG25YbgSDgtJRFOaxPMinKYe7bBPlCRfEjG1NikuP4aktFV/EY4NwRD1SEpJ6ADRUxKgfjRRx8FAAQCAeTmnthGyUSZ6FjapjmWg9rNtagsq0LNB4cSdoMlRYI+QofiUSBJEk6/bXaPYVhSJPcGPb/734wbZ2DT3ZshazJreomITrD2wRlOJNzvJRHxIRnt9cD1BxIfoGhQS6a7IXjyaZD9Of323h0kQJZjdcA6JFVLb8nFUaQUiPft24dbb70Vra2t+N3vfocbb7wRzz33HKZMmZLu9RFlFCtiuTvCbQbQS790IQSaP29B5fpKVP/pAKLNHb/SUn0qihZNQHZJNmo31yJ0KIyscd27TACxEOzvmBYnKx2/jiq6aALms6aXiOiEEu3T4/p5cMagGJIhyR03wqmxneBBIqVA/PDDD+P+++/HE088gbFjx+Laa6/Fgw8+iDVr1qR7fUQZwQiaMAMGrLDV62/CwofDqHqrGpVlVQjs7XRzgwQUnFWAkqXFmHDheKixG+FOWTW922t0DsGaX4Mk93xTAssiiIjSL10lEcKIwqocwCEZCXXA/X8jXH9KKRA3Nzfj/PPPxxNPPAEAWLVqFV555ZW0LozoaDqPLtayVUCSYLaaQ2YnUzgCRpsBI2DCMXoeq2xHbdS8fwiVZZWo+7Aewu54YE5Jjjs9bslE+At6aXEjI35znOpP3AkmIqITr70kQkQjEGak30oinGAA1t7tMCvKYVXtjgXsDh1DMmZDHjOufwPqcQzEGCxS7locjUbjf2gNDQ1wnPQ1eyY6mvbRxY5pI3w4DKc6diGR3V3Ud297Dxc+c8GgDMW2YcNsdTtGOFbyryMhBBp3NKJyfRWq3zkAs7Vj6o+Wo8Wnx42cMbLHi5kkdyqHYAgmIhoU0tElomNIxjbYNfuRdEjGVHcnWM4Z2S/v6er7QIzBIqVVX3PNNfja176GI0eO4KmnnsIf/vAH3HzzzeleG1GPyp8vj4XhCByj0xe+Azimg2hTFH9/+O+DKhCbIdMNwiGzx7HKwdoQqjZUoXJDFdqqO0YWS4qEwnljUVJagnHnF/Y4DjleDuFjCCYiGiyEZXbUBfdDSYQQDuxDlfH+wN2GZOgeaJNOhTp1NrRJM/pxSEb/D8QYLFIKxFdccQUmTZqEjRs3wrIsPPzwwzj//PPTvTbKEB//eCt2/HwHzDYTWraGmbfMxJw7zuj1Oa1VbYg2R5PvjjoCkiYjsLc1TStOnXAEjKABM2B2a5vWzgpZOLDxICrLqtDwcUPC5/JOHuFOj1tcBO9Ib/I3YTkEEdGgIxw7VhccAWyjzyURwjJhVX3mhuC920/ckIz2OmA9PQMxBouUAvEdd9yBxYsX41vf+hZ8Pl+610QZ5OMfb8XWp7ZCkiVImgQrZGHrU1sBoNdQnFOcjWBNELLePfwJAUgCsf8zMBzTgdFqwmw1kpZFCEeg4ZMGVK6vwoG/HIQd7riT2DPSg+IlE1FSWoK8qSOSv4EMqF4VarYKzadBVo8/BHeuxR4q9ddERIOREAJoL4kwIn0uiWgfkmFWlMPan2xIxjg3BE+dBWVsPw3JGMJ1wH2RUiC+6KKLsGHDBjz88MOYM2cOFi9ejIsvvhjZ2dnpXh8NQcl2fPPPGJM0dO34+Q5IsgRZjf20qQKOBez4+Y5eA/GsW2ehfkuD23NXQredV+EIjJiWl76T7IEVtmC0GjCDycsiWqvbUFlWiaoNVQjVhePHZU3G+AvGudPjzhmbPODKgOJRoWW53SFkre8XvvZabFmT4cnTEaoLY/O9fwUencdQTESUonhJRDTsfhPrAyfQ6LZG21OefEjGhJOgTZkdG5KR37eFx15zMPUDHigpBeKVK1di5cqVME0TGzZswI9//GPcf//92LZtW7rXR0NMsh3fT578BFqOBn++v1voMttMSFqXX70ogNlmJn+DmImLijD7ttnY9sy2boHYDXcenP29uf1/gkkIIWAGTRgBE3ake9s0o9XAgXcOorKsEkfKE/s+jjptFEouKcbELxRBz03Sj1ECFK8bglWf2mPt8PEqf74csiZD87uXAs2vwgxZKH++nIGYiKgXwrYhzL6XRKQ0JGPSdDcET57ZP0MyJNmdBBcrgxhM/YAHSkqB+MMPP8QHH3yATZs2ob6+HvPmzcOCBQvSvTYagpLu+JqA2WpCK+keurRszR0x3Plfoo2jjxaGW1LRvvPcuLsJwhRQdBl50/JOyK/9HduJjVWOtU3r/DnLQd2H9agsq0TN+4fgGB0/4fvG+lCypBgllxQjpyTJhU0CFI8CLcutC+7vENxZa1UbPHmJF0LVp6C1qq2HZxARZa54SUQ03KdWacKxYR/YE98J7j4kIwvq5JnQps6GWjK970MyEvoBa24Ylnm/SWcpBeLrr78e+fn5+OY3v4krr7wSqjo0W2pQ+iXd8QW6lQ+0h66Zt8zE1qe2ur9hUgDYbrnDzFtmpvR+AzE4on2anNlmJvQEBoCWPS3YX1aF6reqEDnSUeuleBVMuGgCSkqLUTAnv/swDAlQ9E4h2HNi6rVyirMRqgvHd4gBwArbyClmORQRUTthGrEuEeHjnh4njCis/TtjQzJ2QEQTh2TII0a7XSGmzIIy/qS+1e3G64A7DcTIgDrgvkgp2b777rt477338P777+OFF17AtGnTsGDBAqxatSrd66MhJumOLwB0+UG0PXS11wkfa5eJE00IEQ/BXafJRZuiqPpTNSrLKtH8WUvC8/LPHIOS0hJMuGg8tKwuu94SIGsKNL8KNUuF6j3xP2jOunUWNt/7V5ghC6pPgRW24ZgOZt0664SvhYhoMBG2DWGEIaIRwDJxPK3SnGAA1p7tbghOMiRDGTsR6pTZ0KbOgjy6L0MyWAfcVyl9By4oKMDll1+Oiy++GBs3bsQvfvELbNmyhYGYukm24wvZHSbRU+iac8cZgy4At7MNG2ab1a1bhG3YqN1Ui/1lVajdXJuwU5xdlIWS0hIUX1KMrMIuvR8HQQjubOKiIuDReewyQUSE/imJsBvr3NZoFdtgH6pEtyEZE092Q/CU0/o2JIN1wP0qpe/GzzzzDN59913U1dXh4osvxt13343zzjsv3WujIainHd+eukwcr3S3Cks2REMIgaZdTe70uD8fgBEw4o/XsjUULZqAkqUlGH3aqMSf8gdZCO5qIMpOiIgGk750iUgYklGxDU5TfeIDOg/JOOlUSJ7jbF/LOuC0Suk7czAYxL333ouzzjprWDZjpv7V045vf4WudLUKa79Jzmw1YRsdQzTCDWFU/rEKe17bi3CnVmmQgMJz3elx4y8Yl1j32x6CszSofmXQhWAiokzXl8EZ7UMyzD3lsPaUQ4QSB0FJWSOgTY0NySiaenzlC6wDPqFS+i59991347/+67/wzDPPwLIsnH/++fjGN77Bm+toQPR3qzDbsGG2mjBajXjpgxWxUPPuIVSWVaJuS33CTYGyLsdvfJtyxRSMm1fofkICZFV2Q/Ag3AkmIiK4ITgadW+QO4bBGSISgrl3B8w922JDMoyEz/d9SAbrgAdSSt+xn376aezcuRM33HADHMfByy+/jNWrV+O+++5L9/qIuumvVmHxsoigCQi3JOLwp0dQWVaJA+8cdG8OjJFUCapXhXe0B4pHgSRJMMMWKl6uwIQF490A7HcHZhAR0eAiLDMWhCOA3Xuf+86cQCPMik5DMjoHaEmCMn5yfFzycQ3JkKRYHbDHDcB9ba9Gxy3lLhOvvvoqNM39Zn/RRRdh5cqVDMQ0IPrSKkw4AkabATNg4uD7Ndj9q91orWqDrEqwDQfRxo5WaZIqYdx54zBpaTE+efpTeEa489slVYLm1+Af54cZtJBdnM1SIiKiQeZ4SiKEEHAaDrr9gSu2wWk4mPgAVYNacoobgo9nSEa3scisAx4sUgrEQoh4GAYAXdcTPiY6kY6nVZgdteNt0xzLQfXGA/jkia2wwhacaOKvzEaekoeS0hJM/D9F8OS5P61XvLoHVtiCd4wXsirDjtoI1YfhHelhGCYiGiQSu0REUyqJELYN+2AvQzJ8WVAnn+aG4JJTjrGbA8sghoqUAvEpp5yCH/3oR7j22mshSRJ+85vfYNq0aeleG1FSx9IqzAyZMAIGrJAFYQnUf1SPyrIqVP2pOqETjqRKUH0qsouy8IVfLOr4hAyoPhWn3346Pl79CSINUUgyOkL4CRoPTUREPRNmtKMuOIXBGR1DMrbB2vuPJEMyxkCdOgvalNmxIRmp7uJKncog3AAMVefGyRCQUiB+6KGH8PDDD+Pqq6+G4zhYsGABHnjggXSvjahHvbUKc2wHZtCEGXC7RQT2t6JyfSWq3qpGuD6xS4SWrcEzQocaK7+INhvu1DivCi3brQmWVRlZhVmQILFfLxHRIJFYF2zhaIMzjj4koxjqlFnHPiSjPQBrbj9gaAzAQ1FKgTg7OxuPP/44mpuboaoqsrM51pUGn84jlSONEVT/+QAqy6rQtLMp4XFjTh+NSFMUwhHQY9PjVJ8KKBJGzhiJ7KJsKHr31jbs10tENLDcumC3JALW0euC7cY6WBXb3Jviug3JUGJDMmZBmzILck5eaovoVgessR3aMJBSIN6zZw/uuusu7Nq1CwBw5plnYvXq1Rg/fnxaF0d0NMIRMIIGzFYLZpuB2k21qCyrQs0HhyCsjgtf1ng/ii8pRsmSYmQXZePQX2tR/vx2qH4VnlGe+DS6k686OWkYJiKigRGvCzYiEEak17pgd0jGfpgVbn/g7kMyvNBOOtUNwSkPyehUB9w+FU5hW83hJqW/0fvuuw9XXHEFLr/8cggh8PLLL+P+++/Hiy++mO71ESXVvhtstBpo2tWMyvWVqP7TAUSbO7pEqH7VnR53STHGnD4Gkuz+CktWZZQsKUbW+CzsfHEnmj9rQfaELMz93lzuABMRnSDG7o8ReW8tnKZ6yCML4L1gJfTpc+Kf72l6nLl3B6Jb3oETOAI5dzT0My+EpKgwK7bB2ru9+5CM7BHx1mjqxJPjYbbr63jmLoI2eWbsSRyLnGlSCsThcBhXX311/OPrrrsOr7zyStoWRZRMvDa41cS+9fux42c7EKoLJ+wEQwIK5hZgUmkxxi8cHx+OISkSVL8KNUtD/Uf1KH++HIG9rcgpzsb8Hx3fhLt0j48mIhqujN0fI7T2BUBVAV8WnNYmhP7wEoQkQys+ucdWaebeHQi/8zsISQKEgF1XhfC6F7q9vjx6XGxS3OzYkAwp6etAUQB/NhwzisiHf4aUkwd9yiyORc5AKQXiyZMn4+OPP8acOe5Pbp999hmKiviNn9JPCAErbMEKWog0RnDwLzX47H8+Q9PO5oTHSaqE4sUTMfP/ngp/gd89KAOqV4XafnOcIvfb2Od0jY8mIsoEkffWAqrqlixoOqTsPAgjiuj7a6GuvDnpc5yWIwj/v1chQgHA6j5cQ5kwJT4uWcnrfUhGdOv7kHLzIPuyAVmFsE2IcBuim9bDM+PsfjlHGlpSCsQ1NTW47rrrMH36dKiqin/84x/Iz8/HihUrAADr1q1L6yIpfT7+8Vbs+PkOmG0mtGwNM2+ZiTl3nDHQy4IVcUOw0Wbg8NbDqFxfhep3DsBs7bgISrIEPVeDnqvDEQKh2hD8Y/1QdAVatuaOV+5SD9xfY5/7e3w0EVEmcdpagBGjISkqhBGG09oMYZtApKP9mTsk40B8Uly3IRmQAN0DeHyAEMi+6rbe31Rq7wesQVgGJM0DEQl1tGkTAk5jXf+eKA0ZKQXi7373u+leBw2Aj3+8FVuf2gpJliBpEqyQha1PbQWA4wrF7SUEjbubIEwBWZcxclpeSqUEBzYexK5f70LkcBQCDqJNBlqrWt2hGV1vIpYAz0gdvtE+SLIEWZeheBUIAFnjs+JlEsmkMvY5lVKI/hofTUSUSYTjQJgRyKMLYTfWwREC8Yu8aUDKGQWranc8BIvWxC5BkBVA1SD5sgDdA0mSIUwDctaI7m8mSYASa4emaQllELLugdPaBEnvNCrZNCCPLEjPidOgl1KBzDnnnAOv14u9e/fijDPOgKZpOOecc+L/0dC04+c73ECpSpAl938lWcKOn+845tdqLyFo2RuA2WLCClmINkcR2BfA5nv/iup3DiR9nnAEqt85gI+f+AQtewJo+qwJ9X9rQMtnLXAiXcKwBPjG+iDrMoygCUmT4R+XBV+BH44loPnVXsMw4I59tsKJTds7j31uP49QXTihFKLr+o/2OkRE1EEYEThtLXCa6iFam92b58JBCDMKx3HgBAMQbc1w6qsQ/N3zMLa+Gw/D8ogx0M9ahKyrboNvxU2QvFluMI6FYdg2PHMXxQKwBsmbBTlnJOS8Aih5oyFn5UDSvQk1wd4LVgKW5bZwEwLCiAKW5R6njJTSDvFrr72GF154AdFoFF/84hfxz//8z7j99ttx5ZVXpnt9lEZmmwlJ69I8XHGPd3W03d/2EoLI4TAk2S1nEI4Eo8WAf1xWQilB57pgo9XAhz/4EG3VQVghq9tusKQAIpY7Zc29iWL0aSMRaTIQbY5C9SkwWkw4poM5d5551HM+2tjnVEshjmd8NBFRJhGm4QZOo/vgDKWgCNrkU2Hs+iihTCL++bHF8Ulx8ujChJviJEl2u0MEW6CMKoR+9v+BfvJsty9wimOR9elzgJXotcsFZZaUAvGvf/1rvPzyy7j22msxevRovPbaa7j55psZiIc4LVtzQ2jnfwW2e7yz9l1T27BhtrhhWYQEGnc24e2vvgM1R4XVasI/zg8rakPYsYueBDi2BNWnIHwkEq8LNttMtOwPoHJ9Jfat3Y9oUzTh/SADiLWZlFUZkkd2a4JzVditFloqWmFFLAhHQFZk5BRno/D8cSh/vhyb7t7ca8eHo419TrUU4ljGRxMRZQphWx3T4ywT7SFYxOpzzT1uf2D70P7EJ7YPyZg6C9rkXoZkSBK0aWdCP/Xc2FCM4+8GoU+fwwBMcSkFYlmWE6bTjRs3DorC4QVD3cxbZmLrU1vd9o4KANstYZh5y8yExyXb/XUsINoUhazKsMM2IEtorW5zg6wAILkdHrQsDYpXgX9cFpp2N+HAnw9gf1kVGrc3Ji5GAiRJgnCEOzrZo0DL0eBtH5oRNBHZG4EQAopHBhz33+V5j88HgGPq+NDbxLmc4myE6sLxHWKg51IITq4jIup5epxwHNi1fRySEZ8KF+sFrOqQmD8oDVIKxHl5edi5c2f8VxZr167FiBFJCthpSGm/ce5oXSbad01tw4EUuw45tlvfKymAYzjImuBH6/42KF63w4OWpcGxnFiXiCMYeepIvLliPRyjY8KQrMlQfApUr4JIUxSyKkH169CyNEAAZthEa3UbbMMGYmUTkiYBQgIkAe9oD8qfL4+/Vn90fGApBBHR0QkhYHz2CaJ/fxvO4YOQPFnwnHUR1Iknw6r+zA3BPQ7JmA116iyoRVOTTHzrMhVO0VIugyDqi5Qn1d12222oqqrCggUL4PF48NOf/jTda6MTYM4dZxy1o0T7rqmiy3AsB5Dg7gTLAASgZavInpDtTtMUgNFmoPVgK9AxWAhHPj0CAFC8CiZcNAElpcXY8qOP4BnhBuCsoizYIQuRJgORIxHklOTADJtQdAV6toZoswFIAhDuzX++Aj+0bC1eytBfHR9YCkFE1LP2mmDj860I//kVAAJCUYAjNQi9+aI7Vtm2Ep4jjxkfnxSXbEgGp8LRYJBSIJ4yZQreeOMN7N+/H7Zt46STToKm9e0ntra2Nlx99dX42c9+hqKiImzatAmPPvoootEoSktLcfvttwMAdu7cifvvvx/BYBBz587F97//fagqZ4gfr+OZrta+a6rl6ogcjkA4ApIqQcvV4Bnhga/AC8d0EDocghNKPmNe1mVkjfPj1K/PxMSLJgASMHrmSFiGA0WRYUcsQAf0HCBv6ggsfbU0Ya2q34HqV+HP7/iVmhmy4qUMqZY5pIKlEEREHeIjlDvdHBd5bx1EJOjWCZtd7gORJCjjJ0Nrvykub0y3z7tlEJ4+1wET9ZeU/gUePnwYGzduxJQpU7B27VrcfPPN2LVr13G/6aeffoprrrkG+/fvBwBEIhHcd999+OlPf4r169dj+/bt+Mtf/gIAuPPOO/Hggw/ij3/8I4QQHBndB0drKVb9zgGsv7wML5/9W6y/vCx+fOKiIsx/dB5GTMmFf4IfOSflIG96HlSvCtuw0VYVRMPWwz2GYX2UjtxJOYAs4bPffIbGz5rgL/Rj5i2nIVQTQtvBIMyQBTNkxcsTuq5Vy1IRrg8j1BCGECLhsbNunQXHdGCGrG6fIyKiYydsG064DXbzYTgth+GEArBr9iKy6Q9o/dVjcGr3A+G2TmFYAnQv4M1CzjceQfZVt8Fz1qKOMCzJkHQfpOwRkEeMgTIyH3J2LiSPl2GYBoWUtlrvueceLFiwAJs3b8a7776LG2+8ET/84Q/xm9/85rje9JVXXsFDDz2Eu+66CwCwbds2lJSUYOLEiQCAFStWYMOGDZg6dSoikQjOOMP9lf5ll12GZ599Fv/0T/90XO+b6Tq3FIsGoog0RGBFbbx98zvwjvYiVBOCrMnwF/q63Zg24YLxKDgrH2abiQPvHcSOf9+ByJGIOzijMynWcg0CsAFJlzBiUq57c51HRqTJwO6XduOkNESaDwAAIABJREFU0kkoWjgB8354btId69cu/j1C9SEIS0DRZXjzvfCP9cEMWog2G913t1nmQETUJ8KxIcwoEI1CmBEIy4J9sKLnIRmSBHh87s1wugewLMhZI9xxyJAAhbvANHSkFIibm5tx44034vHHH8fy5ctx2WWXYc2aNcf9po888kjCx/X19cjP75g7XlBQgLq6um7H8/PzUVfXfaxiIBBAIBBIOFZbW3vc6xuu2m+OiwaiCNaEIEmAkATskI1gOAhJkQABBGtCGDE1F55RPnz+8ucYNWMkrIiFcF0Y2/9zB6r+WA1hdR0fB7dThQT4x/rgy/chVB+C6ndHK1shC0aLASEEWvaE409JVp5Q/c4BNH/WAkmV3Jv2LAfBmhD84/zQc3Vc9fcrur01yxyIUsdrJrUTjgOYUbckwoxCREOw9u90Q/C+HUA0nPB4OS8f6pRZkPzZiG59H5KqApoO2DYk1QPPghWQsnJZC0xDTkqB2DRNmKaJ9957D4899hjC4TBCoe6NtI+X4zgJRfZCCEiS1OPxrl566SU899xz/bae4ar95rhIQwRSbCcXBtyb5ITbqUHP1qH6VRjNJkJ1YbRUNGPv6/tQWVaJui318f7AAGKt0gDIbrs0zadCy9Gg52jwjvSg7WAQoUMh6P6OevOutb3JaprLny+HpEjxjhTt7xGuD6NgTj6IqG94zRwcjN0fJwyGUE6aCXvfjuMaFGHs/hihDWvgHKkBAChjxsO3ZBWA5MMn2m+OE0YYTqAJ5t7tsCrKYVXvBuzEKZxKYYnbGm3KrIQhGUr+BBjbN0NEQpBGjIHnrEXwTOv9Jm2iwSqlQPyFL3wB8+fPx4wZM3Daaadh+fLlWL58eb8torCwEA0NDfGPGxoaUFBQ0O344cOHUVDQfc74DTfcgEsvvTThWG1tLVatWtVvaxwO2m+Os6I2hCQAI9bvt1ObNLPNRPhIOCH4fvj9vye8jqRI8IzyINIYgazL0HJ0qD4VkiLBbDURqGyDY7l9hdVYC7RkLcza64S79g+ONkfjbd0gxVpaWgK2Y7MumKgf8Jo58IzdHyO09gVAVQFfFqzDNbD274SUkwcpKxdOa5P7+ZU4aig2dn+Mtt8979b0xsKqXX8Abf/7E7d/ry8byB0Fx7ER3vg67FAbFH8OzD3bYFVsg11bmfiCsgK1eFpHCM7u1Ga1fTyy7oHn9AXwzv1Cf//REA2IlAPxlVdeibFjxwIAnnzySZxyyin9tojTTz8d+/btQ2VlJYqKivDmm2/i8ssvx4QJE+DxePDRRx/hrLPOwhtvvIELL7yw2/Nzc3ORm5vbb+sZrtpbim38542QFRlalgbhCBhtJtoOtiUvg2gnId5uTQgB27SRNT4LqleBGbRgtZrQR+gwW01AuGUT5/7gHADosba3pzHJZpsJWZYBBRCW097jHapXZVkEUT/gNXPgRd5bC6gqJN0TOxByNwDCQTeA6h6I2OOOFogj760FjHCse0OsTlcIAAJQNMijC+BEoxCtTXBamxH+/b/Hpsh14vFBm3SqOylu0ozEIRlSe19gtx64e+9goqEvpX/V3/3ud1FWVhb/uD/DMAB4PB489thj+Pa3v41oNIqFCxfikksuAeCG7+9973toa2vDzJkzcf311/frew83PbVVO7DxAHb+chcijVH4xvgQORJF8FAIjpm8M0RXsipB9alQ/CpUjwrHcWC2mggeCLrXXK8C2aPAP9aP+V0mxPUUYnsakywcAUmW3LIOXQaE29pS8XM6EREND05TPeDL6jhgW24/3s49fDW9+3S3nl7LcdwwrHvdG9l0D5xwECIUgLV/t1sLLBKv91J2ntsfuOuQDLZFowyUUiCePn061q1bh7POOgt+vz9+PC+vh1njKXrnnXfi///8+fOxdu3abo855ZRT8Lvf/a5P75MpupYgRJsNfPT4x2ja3YT9b1bCNmwI20FLReDoLxYjqRL0HB2e0TokANFWE8HaICAEHENA1mVAAhzTQbQxitm3zU55F7enMcl6rlvHbAYM2IYDRZeh5eoYMZk7WkQ0PMgjC+C0NrndGQBAUQHbBJROPf5NA/LI7mWC3V6rYKJbYaaocEwDItQK0XI4PkI5oU+wokLy5yJr5U2QCzoNyZCk2HAMjxuEOR2OMkxKgfjtt9/Ghg0bEo5JkoSdO3emZVF0fMqfL4eapcI72gPVo8A2HEQaI9j2bDkkVUKkMRIfgXw0WrYGLUeDoiswgyaCNSE4ERvCcWuIJUWC4pUxclrHD0VmyELtB4eAo0y+a9fTmOSZt8xExcsV0MZlcXwyEQ1L3gtWIrT2BQjA7dLg9QNtLZB8WRBCAKYBWBa8F6zs8TWEaUCYUahTZ8Oq3OUOykhG1dzXl1VIAHyLvgJlbElsRLIXkt6+C8zfwlHmSikQl5eXp3sd1EfCEbANB6pfQaAigPCRiFsO0UtZcFeyLkPPdUcp21EbZsBAKGglfaxjOPAWeBOOHeu45N7GJOefMYZ9hYlo2NKnzwFWdnSAUMeMh3L2F3vtMuG2SDPgGFG3P/DuT2Du2QbncE2SN/BCP20elLHFMMo3wwk0Qh5dCM85X4Q+9fSOUogknZuIMlFKgdhxHLzwwgt49913YVkWzj//fHzjG9/gCOUB1j6VzQ5ZMIMmjEAUzRUtbghOrTQYkNzdYD1Xj3eJaDvQBggBSZEgaxIc003VkiwBEqB6FdimAzNgAoUdL3U845J76h/MvsJENNzp0+ckuWEusc96+7AMEQrC2rcD5uefwty7vduQDMmfA3XyTLcmuHh6Rw9gSYI+63xIHpZCEPUmpUT71FNPYdeuXbjhhhvgOA5efvllPP7447j//vvTvT7qQggBK2zBClqwQla8PZkQAmbQcoNwCrvCikeBlqNBy9Zghy1Em6JQvAqizVHImgxZ6biBwjHdOovRp42KH4u0RBE8EOyxpRoRER0fYZkQlgEn0AKz4hNYFdtg7vtH8iEZU2dDmzILyrhJHTe+sSsE0TFL6avkvffew6uvvgpNc3+yvOiii7ByZc91TdS/egrBABA5EkHVW9WoLKt0Oz70JrYb7BmhA7IEI2CgrboNwhbQR+rInpAFs9WEcASEJAEy3IAtuUM7OlM0BXnTRsA7ysuyBiKiPmgvhRCmAbupDubnW2FVbINV/VnyIRlTY/2BR7UPyZAAWYnfEMeuEETHLqVALISIh2EA0HU94WPqf8IRMMNuOUTXEGxHbdS8f8idHvdhPYTd+5Zw591gK2QhfCQCO+xeZCVNQm5xDvQcHWbIwoiTRyByOAIjYMAxHciqDC1Xg+rpPmDj3B/MYwAmIjoOwrbcm+KiEdh1lTArPoVVUd59SIaiQJ043Q3Bk0/rGJLR3hpN98aCMMckE/VFSoH4lFNOwY9+9CNce+21kCQJv/71rzFt2rR0ry3jtO8Em0ELVtBMCLpCCDTuaETl+ipUv3PAHYARo+VoUDwKHMuB0WLEJ7zpOTr0XK1jN7iqDcKJ1QOrEtQsFf58P1SfAjNkxUJu8mEayY4xDBMRubqOYe52Q1ysc4QwDTjRMOzqz2BWbIO1pxxOc0Pii3l80E46FdrU2VBLTukYkiFJgOqBpOusBybqZykF4oceegg//OEPcc0118BxHCxYsAAPPvhguteWEeLlECG3JKLzTjAAhGpDqPxjFSrLqtBW3dHBQVIkFM4bi5LSEow7vxB/vOZP8I7ywA7bPe4GKx4ZuVPycPb35mLioqIeh3gAyYdpMAATEXXXdQyzE2xBaMMaCEmGVnwyYBhwQq2wKne5IXjvdohwYkceKTsP2tTZ0KbOgjJhKiQl1gJNkuO7wH1pjXa0wE6U6VIKxLt370ZtbS1GjXJvqtq1axeuvfZarFu3Lq2LG66OFoKtkIWDfzmI/WVVaPi4IeFzqk9B0Rcn4rT/eyq8ozrannnzvYg2ReEb6+u2G9zOsQVa97fi3dvew8hpeSg8f1y6T5WIaNiLvLcO8Pkh+bJju7YCTrAN4Xd+C2fGXJgV5bAqdwGWkfA8ecx4NwRPmQW5oCh5PbDu6XNrtG6BvbXJ/XglGIqJYlIKxA888ACuvPJKzJgxgz0Lj1N7CLbDNsygCcdKDMHCEWj45DAqyypxYOPB+K4u4LY7U7NUeEd5IATQsKUBTQubMW5eIT57pQJVGyphtJgwAgasUPK+wQAgLAHLsmBFLTTubETtX+vgH+uDd7QXobowNt/7V+BR1gUTEfUkvtPa2gR59Hh45i2GsC3A4weMCOzAESAchIiGAdNAuGp3x5MlCcqEKR0heMTo9k8Aigrr0H5EP3kXzpEayNl58J6/rF8Ca+S9tYCqurvMAKB7IGLHGYiJXCkFYl3XceONN6Z5KcOPEAJ2xIYV6xPcNQQDQGt1GyrLKlG1oQqhuo6WOrImY/wF4xCobIVt2ND9HbViQgKq/1QNI2Bg95rdMJoNCOsYJnA4gNFsQlIkGC0GfGN80PzuTXPlz5czEBMRJWF8/ilCb/8WkscLjBgFJ3AEwTd+ATg2EA0BpumOX+5M1aFOmgFt6iyoJ82E7MuKfcINwW45hA5z/y6Ey34FyDKg6XBaDvfbLq7TVA/E3zdG093jRAQgxUA8efJklJeXY9Ys9phNRXs5RE8h2Gg1cOCdg6gsq8SR8saEz42aOQolpcWY+IUi6Lk61l++AXquBkmR3HHK2Roc20FgXytqN9fBClnHFoZjhCMg6RJso2OCx7FOmiMiGu6EYwOmCWFGEfngDxBGBMIIA0bE3QWOhAGRZBKSJEGZPgdZX7wmYUgGZBWSx+veFNepM0TkL793RymnYRdXHlkAp7UJaH9tADANyCML+vS6RMNJr4F4xYoVAIBgMIhrrrkGEydOTJhOxxriDkcLwY7loO7v9agsq0LNezVwOgVR31gfSpYUo+SSYuSU5CQ8L2dSNhxDwDtKhxW1EW2OwgiY8I/1oaWiBZImAV02JFLlRBx3l7jVgJ6jH9ekOSKi4UQ4DmAZEKYJYRqAbQBCQETDsKp3A44DGBFAdLnIe/3u4AwBt1bX44dzqBLWwb3Qps52a4J1b4+dIdK5i+u9YCVCa19wvy1pOmAagGXBewHnCRC16zUQP/DAAydqHUPS0UIwALTsacH+sipUv1WFyJFo/LjiVTDhogkoKS1GwZx8dyxyZzKgZWk4/bbTseWRjxCobIPqTZwId2R7I4xWA8cs1patfb2tB9rgz/dB1hROmiOijCNMA8IyIAzDvfEttuPrtLXA3FMeG5LxuVsa0ZmqA5oGOXcMJE2HE2yJdYNwwy8kCcbuj+Cdu+ioa0jnLq4+fQ6wEuwyQdSLXgPxOeecc6LWMSQc7ca4dtGmKKr+XI3Ksio0725O+Fz+mWNQUlqCCReNh5bVfadA1mToOTq0bA2yJsNf4AdE8h7AM2+ZiU9Wf3Jc56L5VShZCuygDStqwwxauOjfz2f9MBENe8K2IawoYLilEG7QFRBCwDlS64bgPUmGZMgyICuA7gV82ZAcG7BteOdfgvAHb0IaWQBZ1yEsC7BMCCMK0ViX0prSvYurT5/DAEzUCw44P4qjtUhr55gODm06hMqyKhzaVJswVCNrQhZKSt2SiKxxWd2fLAGqT3X7B2dp3Tp5TFxUlDSozrnjDOz4+Q53l7hrCVunHWAAgAz48n2INkYhhMCIKSMSzjHabDAME9GwFB+NbMUCsG3GSx6E48A+tA9mRTnMXVsggoHEJ2s6tCluf2B10gxYB/YguuUdOK2NkEePg+ecxdBPng3js61wmushoqGO55rRlHd4uYtLNLAYiHuQSjmEEAJNu5rc6XF/PgAj0FG+oGapmLioCCVLSzB61qik7eo63yineo/vr2L0aaMQqgsjdCgIx3IgyRKEA8iqBMcRgABGTsuLP94IGJBE4lpYO0xEw0m8DtiK1QFbRkLNrzANWFW73f7ASYZkuGLXSUWDdspZ0CbPBABoU06DNn1OR02w4l67vWd/wd3hVdXj3uHlLi7RwGEg7kGkKQo7nLynb7ghHJ8e17q/teMTMjD2nLGYVFqM8ReMh+JJMlFIAmRNgZ7rBmFZkfu0zlm3zsLme/8KLVdH5HAEwhEQEPCO8ME2HUiSBDNkQfW59cdattbtWHtNMhHRUBQfi2wZsQBsduv84ITbYO3dERuSsdN9TGeaDlhWp+fFArQRQfTT96FNO9PtDtEpBHfGHV6ioY2BOEVWxELNu4dQWVaJui31CSUKuSfloqS0GMWLJ8KX70v+AhKg+lVoOTo0v9pvA04mLioCHp2H8ufLYZs2hCmg6DJyT8qNh9zO9cfn/uCcbsc6j2wmIhrshBBujW6SG+E6s5sbYO0ph1lRDrtmb2JnCEmGMmFyfEhG22//DSIQa4MpSe6NcR4fJM0DJ9QKJW/MUdfFHV6ioYuBuBdCCBz+9Ig7Pe6dgwlT4PQROoq/OBElS4uRNy2vx4DbH2URR9NTjXHnz6dyjIhosBKxAAzD3QmG46BrLZsQAnZddSwEb4Nz5FDii2g61JJkQzIAOXcM7GjY3QHWPG7YjoYh2logeXrY6CCiYYOBOInWqlbseGEn9q/bj2BNMH5cUiWMO68QJaUlGDe/ELLWQ7lDe1lETqwsQu1bWQQRUaZxA7DpDsWwDMCxuvf+BSBsC1b1524I3lMO0daS8HnJnwN18mnQps6GWjwtSR9gd2Kc9+LLEHrjP2IhuLnjvSTZ7StMRMMav8q7aPikAW9+aX3C4IyR0/NQUlqCiV8sgifP0/OTJbd3sJajQfX1X1kEEdFwJ2w7NhAjVgfcQwAGABENw9y/E1bFNpj7/uEOyuhEHlkAdcosaFNnQSmcBElOsikhK7GxyV5IugfKyHxE/vQ/sIOB2MazBKgapKwcKKPH9f8JE9GgwkDclXDHGnvHeFG8eCJKSkswYnJur0+RFCneOzjpjXRERJQgcSJcYiu0ZJzWZph7y2FVlCcZkiFBGVcCbcosqFNnQxk1NvmLSDIk3ecOz9A93TYtfEtWIbT2BXdHmBPdiDIKA3EX+XPycf3n1yJ0OAxhJJlP34ms91+3CCKi4cy9ES7WCq2XG+E6P945cig2Ka4cdl1V4gMUFWrxNGhTZkOdchrkrB42LiQJUD2QvF5Imjf5bnEMO0UQZS4G4iRUnwpZkWF3m3YBt9zMq7pBOMkQDSIiciXcCGdGYzvAPe8CC8eBXbMP5p5tsCrK4bQcTvi85PFDnXyquxM8aYY7HjkZSQIUHZLH4+4IK6n/5o6dIogyEwNxqmS3PljP0aH6+MdGRNRVt5HIwu61DAKIDcmo3OXuBO/dDhEOJnxeyhkJbcosaFNnQ5kwpZdw694cF+8V3O3mOSKinjHZHYWsytBydOg5Ws9dJYiIMlBvI5F744Ra3SEZe8phVe7qNiRDzp8QD8Fy/oTefxMnq26/YF2HpPVy0zMRUS8YiHug6DK0HC/0LB2SzLIIIqLuE+GMlAIwANhNDfHWaEmHZBRNgTZlNrSpsyDnjur9xSTZ3QX2+ABNZ+kaEfUZA3EPfGPYiJ2ISMQCMNq7QRylDjj+POF0GpJRnnxIxqQZ7k1xJ52aMCQjKUkCVD22G+yBJLOjDxH1HwZiIiKKE7YFJxJyd4LNaNKJcL09Nz4ko6IcInisQzK6kCRA0dy6YM3DumAiShsGYiIiihOtjRBZeuqPj4Zh7vuHG4J7HZIxG8q4EkjS0e7F4M1xRHTiMRATEVGHFDaDndYmmHu2w9qzDVZ1xfENyehKbh+a4U6OIyI6kRiIiYioV0IIOIdjQzL29DQkY7obgnsbktGVJLnDMjxeQPP0OjSDiCidGIiJiKgbd0jG3tikuG1wWo4kfL5jSMbs2JCMFHd1+zA0g4goXRiIiYgozty/E6FtbycfkpE7yu0PPGXWUYZkJNHeL9jDumAiGnwYiImIKC7y55dhdrqpTi4o6hiSMWb8sfX8lWJ1wR4v+wUT0aDGQExERB0kGcrEabEQnMKQjG7PZ10wEQ09DMRERBSXfe2dyJ500rE9qb1fsNfnhmHWBRPREMNATEREcZLnGKZ0ttcF6x5IWuq9i4mIBhsGYiIiSp0ku1PjPD5A97AumIiGBQZiIiLqXXurNG9sepzMkggiGl4YiImIKDm2SiOiDMFATEREHSQJkieLrdKIKKMwEBMRUZw0YjTknBEDvQwiohOKDSKJiChOkvhtgYgyz5C48q1btw5Lly7F4sWLsWbNmoFeDhERERENI4O+ZKKurg5PP/00XnvtNei6jquvvhrnnnsupk6dOtBLIyIiIqJhYNAH4k2bNmHevHnIy8sDACxZsgQbNmzAt771rfhjAoEAAoFAwvNqa2tP6DqJiIYKXjOJiBIN+kBcX1+P/Pz8+McFBQXYtm1bwmNeeuklPPfccyd6aUREQxKvmUREiQZ9IHYcJ6HtjxCiWxugG264AZdeemnCsdraWqxateqErJGIaCjhNZOIKNGgD8SFhYXYsmVL/OOGhgYUFBQkPCY3Nxe5ubknemlEREMSr5lERIkGfZeJ8847D5s3b0ZjYyPC4TDeeustXHjhhQO9LCIiIiIaJgb9DvHYsWNx++234/rrr4dpmvjKV76C2bNnD/SyiIiIiGiYGPSBGABWrFiBFStWDPQyiIiIiGgYGvQlE0RERERE6cRATEREREQZjYGYiIiIiDIaAzERERERZTQGYiIiIiLKaAzERERERJTRGIiJiIiIKKMxEBMRERFRRmMgJiIiIqKMxkBMRERERBmNgZiIiIiIMhoDMRERERFlNAZiIiIiIspoDMRERERElNEYiImIiIgoozEQExEREVFGYyAmIiIioozGQExEREREGY2BmIiIiIgyGgMxEREREWU0BmIiIiIiymgMxERERESU0RiIiYiIiCijMRATERERUUZjICYiIiKijMZATEREREQZjYGYiIiIiDIaAzERERERZTQGYiIiIiLKaAzERERERJTRGIiJiIiIKKMxEBMRERFRRmMgJiIiIqKMxkBMRERERBmNgZiIiIiIMhoDMRERERFlNAZiIiIiIspoDMRERERElNEYiImIiIgoozEQExEREVFGYyAmIiIioozGQExEREREGY2BmIiIiIgyGgMxEREREWW0AQvEP/nJT/Bv//Zv8Y8DgQC+/vWvo7S0FKtWrUJDQwMAwDAM3HnnnSgtLcWll16KPXv2DNSSiYiIiGgYOuGBuLW1Fffddx9efPHFhOM/+clPMHfuXJSVleGKK67AI488AgD49a9/DZ/Ph7KyMtx333249957T/SSiYiIiGgYU0/0G7799tuYNGkSvvrVryYc37hxI9asWQMAWL58OX7wgx/ANE1s3LgRt912GwDg7LPPRmNjI2pqajB+/Pj4cwOBAAKBQMLr1dbWpvlMiIiGJl4ziYgSnfBA/OUvfxkAEsolAKC+vh75+fnuolQV2dnZaGxsTDgOAPn5+aitrU0IxC+99BKee+65E7B6IqKhj9dMIqJEaQvEZWVlePTRRxOOTZ48Gb/85S9Ter4QArIsQwgBSZK6He/shhtuwKWXXppwrLa2FqtWrTq+xRMRDWO8ZhIRJUpbIC4tLUVpaWnKjy8oKMDhw4dRWFgIy7IQDAaRl5eHsWPHor6+HsXFxQCAw4cPo6CgIOG5ubm5yM3N7df1ExENV7xmEhElGjRt1xYuXIjXX38dALB+/XrMnTsXmqZh4cKFeOONNwAAW7ZsgcfjSSiXICIiIiLqixNeQ9yT2267Dffccw+WLVuGnJwcPPnkkwCA6667Dg8++CCWLVsGXdexevXqAV4pEREREQ0nAxaIv/3tbyd8nJeXh5/97GfdHufxePD444+fqGURERERUYYZNCUTREREREQDgYGYiIiIiDIaAzERERERZTQGYiIiIiLKaAzERERERJTRGIiJiIiIKKMxEBMRERFRRmMgJiIiIqKMxkBMRERERBmNgZiIiIiIMhoDMRERERFlNAZiIiIiIspoDMRERERElNEYiImIiIgoozEQExEREVFGYyAmIiIioozGQExEREREGY2BmIiIiIgyGgMxEREREWU0BmIiIiIiymgMxERERESU0RiIiYiIiCijMRATERERUUZjICYiIiKijMZATEREREQZjYGYiIiIiDKaOtALSBfbtgEAtbW1A7wSIqL0KiwshKr27XLOayYRZYKerpfDNhA3NDQAAFatWjXAKyEiSq+3334bRUVFfXoNXjOJKBP0dL2UhBBiANaTdpFIBNu3b0d+fj4URUnb+9TW1mLVqlVYs2YNCgsL0/Y+JwrPZ3Dj+QxuA3U+/bFDzGvm8eH5DF7D6VwAnk9/ybgdYq/Xi7lz556w9yssLOzzDs1gwvMZ3Hg+g9tQPB9eM/uG5zN4DadzAXg+6cKb6oiIiIgoozEQExEREVFGYyAmIiIiooym/Ou//uu/DvQihjqPx4Nzzz0XHo9noJfSL3g+gxvPZ3AbbueTDsPtz4jnM3gNp3MBeD7pNGy7TBARERERpYIlE0RERESU0RiIiYiIiCijMRD30bp167B06VIsXrwYa9asGejldNPW1obly5fjwIEDAIBNmzZhxYoVWLx4MZ5++un443bu3InLLrsMS5Yswf333w/LsgAANTU1WLVqFS655BJ885vfRDAYBAAEAgF8/etfR2lpKVatWhWfcpVOzz33HJYtW4Zly5Zh9erVQ/58nnnmGSxduhTLli3Diy++OOTPp93jjz+Oe+65p1/XbRgG7rzzTpSWluLSSy/Fnj170n4e1113HZYtW4YvfelL+NKXvoRPP/20x6/3/vp7G+4G+/US4DVzMJ/PcLxm8no5iK6Xgo5bbW2tuPjii0VTU5MIBoNixYoV4vPPPx/oZcVt3bpVLF++XMycOVNUV1eLcDgsFi5cKKqqqoRpmuKmm24SGzduFEKAkqcAAAAIfUlEQVQIsWzZMvHJJ58IIYS49957xZo1a4QQQnz9618Xb775phBCiOeee06sXr1aCCHE97//ffHzn/9cCCHE73//e3Hbbbel9Vw++OADcdVVV4loNCoMwxDXX3+9WLdu3ZA9n7/97W/i6quvFqZpinA4LC6++GKxc+fOIXs+7TZt2iTOPfdccffdd/frun/xi1+IBx54QAghxIcffiiuuOKKtJ6H4zhiwYIFwjTN+LGevt778+tqOBvs10sheM0czOczHK+ZvF4Orusld4j7YNOmTZg3bx7y8vLg9/uxZMkSbNiwYaCXFffKK6/goYceQkFBAQBg27ZtKCkpwcSJE6GqKlasWIENGzbg4MGDiEQiOOOMMwAAl112GTZs2ADTNPH3v/8dS5YsSTgOABs3bsSKFSsAAMuXL8e7774L0zTTdi75+fm45557oOs6NE3DlClTsH///iF7Pueccw5+9atfQVVVHDlyBLZtIxAIDNnzAYDm5mY8/fTT+MY3vgEA/brujRs3YuXKlQCAs88+G42NjaipqUnbuezduxcAcNNNN2HlypX4zW9+0+PXe39+XQ1ng/16CfCaOZjPZ7hdM3m9HHzXSwbiPqivr0d+fn7844KCAtTV1Q3gihI98sgjCaNYe1pv1+P5+fmoq6tDU1MTsrOz4zO/2493fS1VVZGdnY3Gxsa0ncvJJ58c/0LZv38/ysrKIEnSkD0fANA0Dc8++yyWLVuG+fPnD+m/HwB48MEHcfvttyM3N7fbGvq67mSvVVtbm7ZzCQQCmD9/Pp5//nn88pe/xP/+7/+ipqYmpb+fvvy9DWeD/XoJ8Jo5mM8HGF7XTF4vez8+ENdLBuI+cBwHkiTFPxZCJHw82PS03p6OJzufns5PCAFZTv8/p88//xw33XQT7rrrLkycOHHIn893vvMdbN68GYcOHcL+/fuH7Pn89re/xbhx4zB//vz4sf5cd9fnpPt8zjzzTKxevRo5OTkYNWoUvvKVr+DZZ589pr+f/jj/4WSoXS8BXjMH4/kMh2smr5eD83qppuVVM0RhYSG2bNkS/7ihoSH+q7bBqLCwMOFGgfb1dj1++PBhFBQUYNSoUWhtbYVt21AUJeH8CgoKcPjwYRQWFsKyLASDQeTl5aV1/R999BG+853v4L777sOyZcvw4YcfDtnz2bNnDwzDwIwZM+Dz+bB48WJs2LABiqIMyfNZv349Ghoa8KUvfQktLS0IhUKQJKnf1j127FjU19ejuLg44bXSZcuWLTBNM/4NSwiBCRMmpPTvrS9/b8PZULteArxmDqbzGU7XTF4vB+f1kjvEfXDeeedh8+bNaGxsRDgcxltvvYULL7xwoJfVo9NPPx379u1DZWUlbNvGm2++iQsvvBATJkyAx+PBRx99BAB44403cOGFF0LTNMydOxfr168HALz++uvx81u4cCFef/11AO4X99y5c6FpWtrWfujQIdx666148sknsWzZsiF/PgcOHMD3vvc9GIYBwzDw9ttv4+qrrx6y5/Piiy/izTffxBtvvIHvfOc7WLRoER599NF+W/fChQvxxhtvAHAvvh6PB+PHj0/b+bS2tmL16tWIRqNoa2vD73//ezzxxBNJv97789/hcDbUrpfA0L7G8Jo5eM+H18tBer1Mx516mWTt2rVi2bJlYvHixeI//uM/Bno5SV188cWiurpaCOHe1bpixQqxePFi8cgjjwjHcYQQQuzcuVNcfvnlYsmSJeKOO+4Q0WhUCCHEgQMHxLXXXitKS0vFTTfdJJqbm4UQQjQ1NYlbbrlFLF26VFx11VXx10+Xhx9+WJxxxhli5cqV8f/++7//e8iejxBCPPvss6K0tFQsX75cPPvss0KIofv309mrr74av2u6v9YdiUTEXXfdJZYuXSq+/OUvi+3bt6f9PJ5++mlxySWXiMWLF4tf/vKXQoiev9776+9tuBsK10sheM0cjOcjxPC8ZvJ6OXiulxzdTEREREQZjSUTRERERJTRGIiJiIiIKKMxEBMRERFRRmMgJiIiIqKMxkBMRERERBmNgZioHzzzzDPxfpBERNQzXi9pMGLbNSIiIiLKaBzdTNSLv/3tb3jyyScxfvx47N27F16vF4899hj+8z//E83NzaiursZFF12EI0eO4OSTT8bXvvY1fPrpp/jhD3+IcDgMTdNw1113Yf78+dizZw8eeeQRNDc3w7ZtXHfddfjKV74y0KdIRNQveL2koYyBmOgotm/fjrvvvhtz587F//zP/+DOO+/EtGnTEIlE8Ic//AEAcM899wAATNPErf+/nftVVSWKozi+VBQRxiBi92AQNCj6APMANoPRBzigWaP/wiRhxOQLGAyir2CwqwyDSRCLzWIQPE24HLmWw/HOne8nbn5h77JY7Bn256d6vZ5M09Rms1Gr1dJsNlOj0ZBlWcrlcrpcLqrVaspkMioUCu88HgD8GPISXkUhBl7IZrMql8uSpGq1qk6no1QqpVKp9G3WdV0Fg0GZpilJyufzWiwW2u/3OhwOarfbj9nr9ardbkfAA/hvkJfwKgox8EIoFPq2FgwGFYvFns4GAoE/1lzX1f1+l2EYms/nj/Xz+SzDMH5+wwDwJuQlvIpXJoAXHMeR4ziSpOl0qmKxqHg8/nT24+NDgUBAq9VKkrTdblWv15VOpxWNRh8BfzqdVKlUtNlsfucQAPALyEt4FTfEwAvJZFLD4VDH41GJREKWZWk0Gj2djUQism1bg8FAlmUpHA7Ltm1FIhGNx2P1+31NJhPdbjc1m82nnxEBwKvIS3gVz64Bf7Fer9XtdrVcLt+9FQD4p5GX8DJ+mQAAAICvcUMMAAAAX+OGGAAAAL5GIQYAAICvUYgBAADgaxRiAAAA+BqFGAAAAL5GIQYAAICvfQHOlwNa5aPt0AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot('price','horsepower', #指定横纵轴price,horsepower\n",
" data, #指定数据\n",
" hue='fuel-type', #指定子图的区分特征\n",
" col='fuel-type', #指定行，可以理解为条件1\n",
" row='num-of-doors', #指定列，可以理解为条件2\n",
" palette='plasma',\n",
" fit_reg=True)\n",
"#如第一个图是num-of-doors=two，fuel-type=gas在价格和马力之间的关系\n",
"#可以看到价格和马力之间的关系还是很强的"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 预处理\n",
"如果一个特征的方差比其它的大很多，那么它可能支配目标函数，使估计者不能像预期的那样正确的从其它特征中学习。这就是为什么要坐数据缩放"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"对连续值进行标准化，让数据落在大致的区域范围内，而不是差异非常大\n",
"<br>\n",
"你也可以尝试某个值不做归一化，后续的特征重要性可以看到不做归一化的重要性极高"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>make</th>\n",
" <th>fuel-type</th>\n",
" <th>aspiration</th>\n",
" <th>num-of-doors</th>\n",
" <th>body-style</th>\n",
" <th>drive-wheels</th>\n",
" <th>engine-location</th>\n",
" <th>wheel-base</th>\n",
" <th>...</th>\n",
" <th>engine-size</th>\n",
" <th>fuel-system</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>highway-mpg</th>\n",
" <th>output</th>\n",
" <th>volume</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.743470</td>\n",
" <td>0.89088</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>-1.690772</td>\n",
" <td>...</td>\n",
" <td>0.074449</td>\n",
" <td>mpfi</td>\n",
" <td>0.532789</td>\n",
" <td>-1.830840</td>\n",
" <td>-0.288349</td>\n",
" <td>0.114182</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.546059</td>\n",
" <td>no</td>\n",
" <td>-1.144195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.743470</td>\n",
" <td>0.89088</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>convertible</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>-1.690772</td>\n",
" <td>...</td>\n",
" <td>0.074449</td>\n",
" <td>mpfi</td>\n",
" <td>0.532789</td>\n",
" <td>-1.830840</td>\n",
" <td>-0.288349</td>\n",
" <td>0.114182</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.546059</td>\n",
" <td>no</td>\n",
" <td>-1.144195</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.133509</td>\n",
" <td>0.89088</td>\n",
" <td>alfa-romero</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>two</td>\n",
" <td>hatchback</td>\n",
" <td>rwd</td>\n",
" <td>front</td>\n",
" <td>-0.708596</td>\n",
" <td>...</td>\n",
" <td>0.604046</td>\n",
" <td>mpfi</td>\n",
" <td>-2.367552</td>\n",
" <td>0.691744</td>\n",
" <td>-0.288349</td>\n",
" <td>1.105818</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.691627</td>\n",
" <td>no</td>\n",
" <td>-0.392670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.938490</td>\n",
" <td>0.89088</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>fwd</td>\n",
" <td>front</td>\n",
" <td>0.173698</td>\n",
" <td>...</td>\n",
" <td>-0.431076</td>\n",
" <td>mpfi</td>\n",
" <td>-0.495180</td>\n",
" <td>0.468224</td>\n",
" <td>-0.035973</td>\n",
" <td>-0.093370</td>\n",
" <td>0.76817</td>\n",
" <td>-0.109354</td>\n",
" <td>no</td>\n",
" <td>0.203076</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.938490</td>\n",
" <td>0.89088</td>\n",
" <td>audi</td>\n",
" <td>gas</td>\n",
" <td>std</td>\n",
" <td>four</td>\n",
" <td>sedan</td>\n",
" <td>4wd</td>\n",
" <td>front</td>\n",
" <td>0.107110</td>\n",
" <td>...</td>\n",
" <td>0.218885</td>\n",
" <td>mpfi</td>\n",
" <td>-0.495180</td>\n",
" <td>0.468224</td>\n",
" <td>-0.540725</td>\n",
" <td>0.206427</td>\n",
" <td>0.76817</td>\n",
" <td>-1.273900</td>\n",
" <td>no</td>\n",
" <td>0.227271</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses make fuel-type aspiration \\\n",
"0 1.743470 0.89088 alfa-romero gas std \n",
"1 1.743470 0.89088 alfa-romero gas std \n",
"2 0.133509 0.89088 alfa-romero gas std \n",
"3 0.938490 0.89088 audi gas std \n",
"4 0.938490 0.89088 audi gas std \n",
"\n",
" num-of-doors body-style drive-wheels engine-location wheel-base ... \\\n",
"0 two convertible rwd front -1.690772 ... \n",
"1 two convertible rwd front -1.690772 ... \n",
"2 two hatchback rwd front -0.708596 ... \n",
"3 four sedan fwd front 0.173698 ... \n",
"4 four sedan 4wd front 0.107110 ... \n",
"\n",
" engine-size fuel-system bore stroke compress-ratio horsepower \\\n",
"0 0.074449 mpfi 0.532789 -1.830840 -0.288349 0.114182 \n",
"1 0.074449 mpfi 0.532789 -1.830840 -0.288349 0.114182 \n",
"2 0.604046 mpfi -2.367552 0.691744 -0.288349 1.105818 \n",
"3 -0.431076 mpfi -0.495180 0.468224 -0.035973 -0.093370 \n",
"4 0.218885 mpfi -0.495180 0.468224 -0.540725 0.206427 \n",
"\n",
" peak-rpm highway-mpg output volume \n",
"0 -0.27402 -0.546059 no -1.144195 \n",
"1 -0.27402 -0.546059 no -1.144195 \n",
"2 -0.27402 -0.691627 no -0.392670 \n",
"3 0.76817 -0.109354 no 0.203076 \n",
"4 0.76817 -1.273900 no 0.227271 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target = data.price #预测标签\n",
"\n",
"regressors = [x for x in data.columns if x not in ['price']] #训练数据\n",
"features = data.loc[:, regressors]\n",
"\n",
"num = ['symboling','normalized-losses','volume',\n",
" 'horsepower','wheel-base','bore','engine-size',\n",
" 'stroke','compress-ratio','peak-rpm','highway-mpg'] #获取连续值特征列\n",
"\n",
"#标准化\n",
"standard_scaler = StandardScaler()\n",
"features[num] = standard_scaler.fit_transform(features[num])\n",
"\n",
"features.head() #数值已经标准化"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"# features['highway-mpg']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**对分类属性进行one-hot编码**\n",
"<br>\n",
"比如fuel-type里面只有gas和diesel，机器是不认识的需要转化成0/1类型的"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In total: (205, 73)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symboling</th>\n",
" <th>normalized-losses</th>\n",
" <th>wheel-base</th>\n",
" <th>engine-size</th>\n",
" <th>bore</th>\n",
" <th>stroke</th>\n",
" <th>compress-ratio</th>\n",
" <th>horsepower</th>\n",
" <th>peak-rpm</th>\n",
" <th>highway-mpg</th>\n",
" <th>...</th>\n",
" <th>num-of-cylinders_twelve</th>\n",
" <th>num-of-cylinders_two</th>\n",
" <th>fuel-system_1bbl</th>\n",
" <th>fuel-system_2bbl</th>\n",
" <th>fuel-system_4bbl</th>\n",
" <th>fuel-system_idi</th>\n",
" <th>fuel-system_mfi</th>\n",
" <th>fuel-system_mpfi</th>\n",
" <th>fuel-system_spdi</th>\n",
" <th>fuel-system_spfi</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.743470</td>\n",
" <td>0.89088</td>\n",
" <td>-1.690772</td>\n",
" <td>0.074449</td>\n",
" <td>0.532789</td>\n",
" <td>-1.830840</td>\n",
" <td>-0.288349</td>\n",
" <td>0.114182</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.546059</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.743470</td>\n",
" <td>0.89088</td>\n",
" <td>-1.690772</td>\n",
" <td>0.074449</td>\n",
" <td>0.532789</td>\n",
" <td>-1.830840</td>\n",
" <td>-0.288349</td>\n",
" <td>0.114182</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.546059</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.133509</td>\n",
" <td>0.89088</td>\n",
" <td>-0.708596</td>\n",
" <td>0.604046</td>\n",
" <td>-2.367552</td>\n",
" <td>0.691744</td>\n",
" <td>-0.288349</td>\n",
" <td>1.105818</td>\n",
" <td>-0.27402</td>\n",
" <td>-0.691627</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.938490</td>\n",
" <td>0.89088</td>\n",
" <td>0.173698</td>\n",
" <td>-0.431076</td>\n",
" <td>-0.495180</td>\n",
" <td>0.468224</td>\n",
" <td>-0.035973</td>\n",
" <td>-0.093370</td>\n",
" <td>0.76817</td>\n",
" <td>-0.109354</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.938490</td>\n",
" <td>0.89088</td>\n",
" <td>0.107110</td>\n",
" <td>0.218885</td>\n",
" <td>-0.495180</td>\n",
" <td>0.468224</td>\n",
" <td>-0.540725</td>\n",
" <td>0.206427</td>\n",
" <td>0.76817</td>\n",
" <td>-1.273900</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 73 columns</p>\n",
"</div>"
],
"text/plain": [
" symboling normalized-losses wheel-base engine-size bore stroke \\\n",
"0 1.743470 0.89088 -1.690772 0.074449 0.532789 -1.830840 \n",
"1 1.743470 0.89088 -1.690772 0.074449 0.532789 -1.830840 \n",
"2 0.133509 0.89088 -0.708596 0.604046 -2.367552 0.691744 \n",
"3 0.938490 0.89088 0.173698 -0.431076 -0.495180 0.468224 \n",
"4 0.938490 0.89088 0.107110 0.218885 -0.495180 0.468224 \n",
"\n",
" compress-ratio horsepower peak-rpm highway-mpg ... \\\n",
"0 -0.288349 0.114182 -0.27402 -0.546059 ... \n",
"1 -0.288349 0.114182 -0.27402 -0.546059 ... \n",
"2 -0.288349 1.105818 -0.27402 -0.691627 ... \n",
"3 -0.035973 -0.093370 0.76817 -0.109354 ... \n",
"4 -0.540725 0.206427 0.76817 -1.273900 ... \n",
"\n",
" num-of-cylinders_twelve num-of-cylinders_two fuel-system_1bbl \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" fuel-system_2bbl fuel-system_4bbl fuel-system_idi fuel-system_mfi \\\n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"2 0 0 0 0 \n",
"3 0 0 0 0 \n",
"4 0 0 0 0 \n",
"\n",
" fuel-system_mpfi fuel-system_spdi fuel-system_spfi \n",
"0 1 0 0 \n",
"1 1 0 0 \n",
"2 1 0 0 \n",
"3 1 0 0 \n",
"4 1 0 0 \n",
"\n",
"[5 rows x 73 columns]"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes = ['make','fuel-type','aspiration','engine-type',\n",
" 'num-of-doors','body-style','drive-wheels','output',\n",
" 'engine-location','num-of-cylinders','fuel-system'] #获取所需特征列\n",
"\n",
"dummies = pd.get_dummies(features[classes]) #进行one-hot\n",
"#加入one-hot后的数值，并去掉原有的字符串类型的数据\n",
"features = features.join(dummies).drop(classes, axis=1)\n",
"\n",
"print('In total:', features.shape)\n",
"features.head(5) #可以看到结果已经没有字符串类型的数据了，且新增的只有0或者1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**划分数据集**\n",
"划分成训练集和验证集，训练出来的结果在验证集上测试效果"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train (143, 73) Test: (62, 73)\n"
]
}
],
"source": [
"# tain为训练集，test为测试集\n",
"#test_size切分比例，训练占总数据0.7，测试0.3，random_state随机切分的种子\n",
"X_train, X_test, y_train, y_test = train_test_split(features,target,\n",
" test_size=0.3,\n",
" random_state=seed)\n",
"print(\"Train\", X_train.shape, \"Test:\", X_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 回归求解\n",
"Lass回归，多加了一个绝对值项来惩罚过大的系数，alphas=0就是最小二乘"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"为什么需要惩罚项：\n",
"<br>\n",
"假设有数据`x=[1,1,1]`,` w[1/3,1/3,1/3]`,`c[1/3,0,0]`\n",
"<br>\n",
"计算x和w，数据分别相乘并相加，结果为x1w1+x2w2+x3w3 = 1/3+1/3+1/3 = 1，\n",
"<br>\n",
"而x和c只有第一个数据点和w相同，后面两个为0，结果为1/3；\n",
"<br>\n",
"<br>\n",
"x和w的3个数据点结果平稳，而x和c的结果非常不平稳，\n",
"<br>\n",
"我们希望的结果是x和w这种每个结果数据点都比较稳定的。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**惩罚项**\n",
"因为0乘以任何结果都为0，我们引入惩罚项：\n",
"<br>\n",
"原本我们的计算是 真实的y - 预测的y得到值越小越好\n",
"<br>\n",
"现在是loss = (真实的y - 预测的y) + λ(w) 越小越好"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CV results: 0.9297963022389589 53.35375452969131\n"
]
},
{
"data": {
"image/png": 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ieXl58RBkoBkyvODFxMRo+/btKi0tVUVFhTZu3Oi63k6SevToodLSUu3fv1+S9OGHH+qGG26oc6zAwEDZ7fZan/DwcEN+HwBgdVdccYUWLlyo/fv3Kzk5mYcgA82I4QUvLCxMEydOVGJiooYOHarBgwcrMjJS48eP1549e+Tn56fXXntN06ZN05133qlPP/1UycnJRscEAEjq37+/Jk6cqHfeeUfLly83Ow6A82RzWuw/yXJzcxUbG6usrCzZ7Xaz4wBAs1dTU6PExERt27ZNaWlp6tGjh9mRADSAN1kAAH7T6Ycgh4aG8hBkoJmg4AEAGtSuXTstWbJEP//8Mw9BBpoBCh4A4LxERkZq9uzZPAQZaAYoeACA8zZ69GiNHDlSCxcu1MaNG82OA6AeFDwAwAWZPXu2brzxRj322GM6ePCg2XEA1IGCBwC4IP7+/lqyZAkPQQaaMAoeAOCCXXnllVqwYAEPQQaaKAoeAOCixMbG6vHHH+chyEATRMEDAFy0iRMn6o9//KOeffZZff7552bHAfD/UPAAABfN29tbCxcudD0EubS01OxIAETBAwBconbt2mnx4sU6dOiQRowYoaioKNntdkVFRSktLc3seIBHouABAC5Z9+7dFR8fr//7v/9TXl6enE6n8vLyNHnyZEoeYAIKHgCgUXz00UfnrKuoqFBKSooJaQDPRsEDADSK/Pz8C1oPwH0oeACARtGhQ4cLWg/AfSh4AIBGkZycLH9//1rr/P39lZycbFIiwHNR8AAAjSI+Pl7z5s1TRESEJMnX11fz5s1TfHy8yckAz0PBAwA0mvj4eO3YsUOTJk3SqVOnFBMTY3YkwCNR8AAAjc7hcEiSMjMzTU4CeCYKHgCg0V1zzTXq3LmzNmzYYHYUwCNR8AAAjc5msykuLk7Z2dk6fPiw2XEAj0PBAwC4hcPhUHV1tTZt2mR2FMDjUPAAAG7RvXt3XX755ZymBUxgSsFbv3694uLiNGDAAK1YsaLe7bZs2aL+/fsbmAwA0FhsNpscDoe2bt2qY8eOmR0H8CiGF7yioiLNnz9fK1eu1Nq1a7V69Wp9++2352x36NAhvfDCC0bHAwA0IofDoZMnT+p///d/zY4CeBTDC152draio6MVFBSkgIAADRw4UBkZGedsN23aND3yyCNGxwMANKKoqCi1a9eO07SAwRoseMeOHdPMmTOVlJSkX375RdOnT7+kQ+3FxcUKCQlxLYeGhqqoqKjWNsuWLdP111+v7t27/+ZYZWVlys3NrfUpLCy86GwAgMbl4+OjgQMHavPmzTp58qTZcQCP0WDBmz17tgIDA/Xzzz+rZcuWKi8v1/Tp0y96hzU1NbLZbK5lp9NZa/nrr7/Wxo0bNWHChAbHSk1NVWxsbK1PQkLCRWcDADQ+h8Oh8vJyffzxx2ZHATxGgwVv3759mjhxonx8fOTv76+XXnpJ+/btu+gdhoeHq6SkxLVcUlKi0NBQ13JGRoZKSko0fPhwPfDAAyouLtbo0aPrHCspKUlZWVm1Pr910wYAwHh/+MMf1Lp1a07TAgZqsOB5edXepLq6+px1FyImJkbbt29XaWmpKioqtHHjRvXt29f1/d/+9jdlZmZq3bp1Wrx4sUJDQ7Vy5co6xwoMDJTdbq/1CQ8Pv+hsAIDG17JlS8XGxiozM1PV1dVmxwE8QoNN7fe//71efPFFnThxQh999JEeffRR9ezZ86J3GBYWpokTJyoxMVFDhw7V4MGDFRkZqfHjx2vPnj0XPS4AoOlyOBwqLS3Vjh07zI4CeASb0+l0/tYGlZWVWrx4sbZs2aLq6mr16dNHEyZMUMuWLY3KeEFyc3MVGxurrKws2e12s+MAAPTrDXvdunXTmDFjNGvWLLPjAJbn09AGCxYs0BNPPKGHH37YiDwAAAtq1aqVbrvtNqWnp2vmzJm1bq4D0PgaPEW7ZcsWA2IAAKzO4XCooKBAX3zxhdlRAMtr8Aie3W7X/fffr5tvvlmtWrVyrf/zn//s1mAAAGu544475O3trQ0bNuimm24yOw5gaQ0WvKCgIElSXl6e28MAAKyrbdu26tWrl9LT05WcnMxpWsCNGix4c+fOlfRrwauqqlLHjh3dHgoAYE0Oh0NTp07VN998o2uuucbsOIBlNXgN3g8//KA777xTQ4cOVXx8vG6//XZ99913RmQDAFjMoEGDJEnp6ekmJwGsrcGCN2vWLP3lL39RTk6OPvvsMz300EOaOXOmEdkAABYTHh6uW265hbdaAG7WYMH7+eefNWzYMNfy8OHDdfjwYbeGAgBYV1xcnPbu3asff/zR7CiAZTVY8Kqrq/XLL7+4lktLS90aCABgbadP02ZkZJicBLCuBm+yGDNmjO699145HA7ZbDalp6crKSnJiGwAAAvq1KmTunbtqg0bNuiBBx4wOw5gSQ0ewbv33ns1c+ZMVVZW6sSJE5oxY4ZGjx5tRDYAgEXFxcUpJydHxcXFZkcBLKnBgldUVKSMjAxNmjRJd999t5YvX66SkhIjsgEALMrhcMjpdCozM9PsKIAlNVjwpkyZos6dO0uSIiIiFBUVpaefftrtwQAA1nXdddepU6dO3E0LuEmDBe/w4cNKTEyUJLVs2VL33XcfR/AAAJfEZrPJ4XBo27ZtOnLkiNlxAMs5r7toi4qKXMuHDh2S0+l0aygAgPU5HA5VVVVp8+bNZkcBLKfBu2jvu+8+DR06VH369JHNZlN2drYmT55sRDYAgIX16NFD4eHh2rBhg4YPH252HMBSGix4I0aM0I033qhPPvlE3t7eGjduHO8PBABcMi8vLw0aNEhvvfWWjh8/roCAALMjAZbR4ClaSWrVqpXuu+8+2e12bdq0SUePHnV3LgCAB3A4HDpx4oS2bNlidhTAUhoseNOnT9eSJUv03Xff6ZlnnlFubi530QIAGkV0dLSCgoK4mxZoZA0WvL1792rGjBnatGmThg0bprlz5yovL8+IbAAAi/Px8dGAAQO0efNmnTp1yuw4gGU0WPCcTqe8vLy0bds2RUdHS5JOnDjh9mAAAM/gcDhUVlam7Oxss6MAltFgwbvyyis1fvx45ebmKioqSk888YSuu+46I7IBADxA3759FRAQoPT0dLOjAJbRYMGbO3euBg8erOXLl6tFixa69dZb9fzzzxuRDQDgAfz8/BQbG6vMzExVV1ebHQewhAYLXkBAgIYMGSK73S5JGjVqlPz9/S9pp+vXr1dcXJwGDBigFStWnPP95s2bNWTIEN11112aMGECTzkHAItzOBw6dOiQdu7caXYUwBLO6zEpjamoqEjz58/XypUrtXbtWq1evVrffvut6/vy8nLNmDFDixcv1vvvv69rr71WCxcuNDomAMBA/fv3l6+vL3fTAo3E8IKXnZ3tui0+ICBAAwcOVEZGhuv7yspKPfvsswoLC5MkXXvttSooKDA6JgDAQG3atFGfPn20YcMGXocJNIJ6C97mzZvd8i9ZcXGxQkJCXMuhoaG13nXbtm1b3XHHHZJ+vVt38eLFuv322+scq6ysTLm5ubU+hYWFjZ4ZAOB+cXFxys3N1d69e82OAjR79b6q7NVXX9WcOXM0cuRIjRgxQu3atWuUHdbU1Mhms7mWnU5nreXTjh49qocffljXXXedhg0bVudYqampWrRoUaPkAgCYa8CAAfLy8lJ6erq6detmdhygWav3CN769ev18ssv6+DBg3I4HJoyZYp27959yTsMDw9XSUmJa7mkpEShoaG1tikuLtbo0aN17bXX/uYdu0lJScrKyqr1qeumDQBA09euXTtFR0dzHR7QCH7zGrwePXpo7ty5ysrKUmRkpKZPn67hw4dr7dq1F73DmJgYbd++XaWlpaqoqNDGjRvVt29f1/fV1dV68MEH5XA4NHXq1DqP7p0WGBgou91e6xMeHn7R2QAA5oqLi9M333xT6+Y7ABfuvG6yaN26tRISEvTmm2/q1ltvvaR30YaFhWnixIlKTEzU0KFDNXjwYEVGRmr8+PHas2ePPvzwQ3311VfKzMzUkCFDNGTIEE2dOvWi9wcAaD4GDhwoSRzFAy6RzXked1Lk5OTonXfe0datW9WvXz+NHj26yV4fkZubq9jYWGVlZbme3QcAaD4GDx6smpoa3mwBXIJ6b7IoLi7We++9p3fffVeSdO+99+qpp55SUFCQYeEAAJ7H4XBozpw5ysvLU0REhNlxgGap3lO0/fv31+eff66pU6cqMzNT48aNo9wBANxu0KBBkjhNC1yKeo/gZWRknHOK89SpU/L19XV7KACA5/rd736n6667ThkZGfrLX/5idhygWar3CF5oaKimTJmiTZs2udY9+uijeuqpp1RVVWVIOACAZxo0aJA+/fRTHTp0yOwoQLNUb8FbsGCBysvLdfPNN7vWzZo1S0eOHOHdsAAAt3I4HKqpqdHGjRvNjgI0S/UWvC1btujll19WcHCwa11YWJjmzZunzZs3GxIOAOCZbrjhBl155ZVchwdcpHoLXosWLeTn53fO+tatW3MdHgDArWw2mxwOhz766COVlZWZHQdoduoteF5eXiovLz9nfXl5OdfgAQDczuFwqLKyUllZWWZHAZqdegve4MGDNW3aNB0/fty17vjx45o2bZoGDBhgSDgAgOe65ZZbFBoaymla4CLUW/CSkpLUpk0b9e7dW/fcc49GjBih3r17KzAwUA8//LCRGQEAHsjLy0sDBw7Uhx9+qIqKCrPjAM1Kvc/B8/Ly0nPPPacHH3xQX375pby8vBQZGanQ0FAj8wEAPFhcXJyWL1+u//znP6731AJoWL0F77SIiAheFQMAMEWvXr102WWXKT09nYIHXIB6T9ECAGC2Fi1a6I477tCmTZtUWVlpdhyg2aDgAQCatLi4OB05ckTbt283OwrQbFDwAABNWt++feXv78/dtMAFoOABAJo0f39/9evXTxkZGaqpqTE7DtAsUPAAAE1eXFyciouL9dlnn5kdBWgWKHgAgCYvNjZWLVq04DQtcJ4oeACAJi8wMFB9+vRRRkaGnE6n2XGAJo+CBwBoFhwOh3744Qd99dVXZkcBmjwKHgCgWRgwYIC8vLw4TQucBwoeAKBZaN++vaKioih4wHmg4AEAmo0OHTpo//79stvtioqKUlpamtmRgCbJlIK3fv16xcXFacCAAVqxYsU53+/bt0/x8fEaOHCgpk6dqqqqKhNSAgCakrS0NKWnp0uSnE6n8vLyNHnyZEoeUAfDC15RUZHmz5+vlStXau3atVq9erW+/fbbWttMmjRJ06dPV2ZmppxOp9asWWN0TABAE5OSkqITJ07UWldRUaGUlBSTEgFNl+EFLzs7W9HR0QoKClJAQIAGDhyojIwM1/d5eXk6ceKEbrrpJklSfHx8re8BAJ4pPz//gtYDnszH6B0WFxcrJCTEtRwaGqrdu3fX+31ISIiKiorqHKusrExlZWW11hUWFjZyYgBAU9ChQwfl5eXVuR5AbYYXvJqaGtlsNtey0+mstdzQ92dKTU3VokWL3BcWANBkJCcna/LkyaqoqHCt8/PzU3JysompgKbJ8IIXHh6unTt3upZLSkoUGhpa6/uSkhLX8qFDh2p9f6akpCQNGzas1rrCwkIlJCQ0cmoAgNni4+Ml/XotXn5+vpxOp+68807XegD/P8OvwYuJidH27dtVWlqqiooKbdy4UX379nV9HxERoZYtW7peKL1u3bpa358pMDBQdru91ic8PNyQ3wcAwHjx8fHasWOHcnNz1aNHD+3atYtXlwF1MLzghYWFaeLEiUpMTNTQoUM1ePBgRUZGavz48dqzZ48k6aWXXtLcuXM1aNAgHT9+XImJiUbHBAA0cUlJSfruu++0bds2s6MATY7NabH/9MnNzVVsbKyysrJkt9vNjgMAcJMTJ07olltuUUxMjJYsWWJ2HKBJ4U0WAIBmyc/PT6NGjVJmZqYKCgrMjgM0KRQ8AECzNWbMGNXU1NT5ViTAk1HwAADNVqdOndSvXz+tWLFClZWVZscBmgwKHgCgWUtKSlJxcTFvPQLOQMEDADRr/fr10xVXXKHU1FSzowBNBgUPANCseXt7a+zYsdq+fbu+/vprs+MATQIFDwDQ7I0cOY3M7eoAAA5tSURBVFK+vr5atmyZ2VGAJoGCBwBo9oKDgzV48GC9/fbbOnbsmNlxANNR8AAAlpCUlKTy8nK9++67ZkcBTEfBAwBYwi233KIbbrhBy5Yt4/208HgUPACAJdhsNiUlJWnfvn3KyckxOw5gKgoeAMAyhg0bpsDAQB6ZAo9HwQMAWEZAQIDuvvtu/fvf/1ZJSYnZcQDTUPAAAJaSmJioyspKrVq1yuwogGkoeAAAS+nSpYv+8Ic/aPny5aqurjY7DmAKCh4AwHKSkpKUn5+vrKwss6MApqDgAQAsZ8CAAQoPD9fSpUvNjgKYgoIHALAcHx8fjRkzRlu3btWBAwfMjgMYjoIHALCk0aNHy8fHR8uXLzc7CmA4Ch4AwJLCwsLkcDi0Zs0aVVRUmB0HMBQFDwBgWUlJSfrll1/0/vvvmx0FMBQFDwBgWdHR0brmmmt4swU8DgUPAGBZp99P+8UXX2jXrl1mxwEMY3jBy8/PV0JCggYNGqSHHnpIx44dO2eb4uJijRs3TkOGDNGwYcO0fft2o2MCACxi+PDhCggI4JEp8CiGF7yZM2dq9OjRysjI0I033qjXX3/9nG3mzZun/v37a926dXr55Zf15JNP8jRyAMBFadOmjYYPH673339fpaWlZscBDGFowausrFROTo4GDhwoSYqPj1dGRsY5291xxx0aPHiwJKljx446efKkjh8/bmRUAICFJCUl6eTJk1qzZo3ZUQBD+Bi5s8OHD6t169by8fl1tyEhISoqKjpnu9MFUJLeeOMNde3aVW3atDlnu7KyMpWVldVaV1hY2MipAQDNXdeuXdWzZ08tW7ZMDzzwgLy8uAQd1ua2grdhwwbNnTu31rqOHTvKZrPVWnf28pmWLl2q1atX680336zz+9TUVC1atOjSwwIALC8pKUkTJkzQ1q1b1a9fP7PjAG5lczqdTqN2VllZqZ49eyonJ0fe3t4qKCjQmDFj6nwZ9Lx587R161a98cYbCg8Pr3O8+o7gJSQkKCsrS3a73S2/DwBA83Pq1Cn9/ve/V48ePbjhApZn6DHqFi1a6NZbb1V6erokae3aterbt+852y1dulSffvqpVq1aVW+5k6TAwEDZ7fZan9/aHgDguXx9fTV69Ght3rxZP/30k9lxALcy/CKEZ599VmvWrFFcXJx27typxx9/XJK0atUqvfrqq3I6nXrttddUWlqqsWPHasiQIRoyZEid1+oBAHAhxowZI5vNVu+lP4BVGHqK1gi5ubmKjY3lFC0AoE7333+/cnJytHPnTrVs2dLsOIBbcBsRAMCjJCUlqbS0VP/+97/NjgK4DQUPAOBR+vTpo6uuuor308LSKHgAAI/i5eWlxMRE7dy5U3v37jU7DuAWFDwAgMe555575Ofnp2XLlpkdBXALCh4AwOMEBQVp6NChSktLO+d5qoAVUPAAAB4pKSlJFRUVevvtt82OAjQ6Ch4AwCNFRkaqR48eSk1NlcWeGAZQ8AAAnisxMVHfffedtm3bZnYUoFFR8AAAHuuuu+5SUFAQj0yB5VDwAAAey8/PT6NGjVJmZqYKCgrMjgM0GgoeAMCjjRkzRjU1NVq5cqXZUYBGQ8EDAHi0Tp06qV+/flqxYoUqKyvNjgM0CgoeAMDjJSYmqqioSBkZGWZHARoFBQ8A4PH69+8vu93OzRawDAoeAMDjeXt7a+zYsdq+fbu+/vprs+MAl4yCBwCApFGjRsnX15f308ISKHgAAEgKDg5WZGSkli5dKrvdrqioKKWlpTXqPtLS0hQVFeW28Y3YB+ObO/758p4xY8YMU/bsJmVlZVq2bJmSkpIUGBhodhwAQDORlpamN998U1VVVZKko0ePasuWLbLb7eratWujjD958mSVlpa6ZXwj9sH45o5/IWxOi72ALzc3V7GxscrKypLdbjc7DgCgmYiKilJeXt456wMCAjRs2LBLHv+9997T8ePH3Ta+Eftg/IsbPyIiQjt27Ljk8S8EBQ8AAEl2u131/ZUYFhZ2yeMXFRXV+11jjG/EPhj/4sa32WzKzc295PEvhI+hewMAoInq0KFDnUfwGuvoS31HCBvz6I6798H4Fzd+hw4dLnnsC8VNFgAASEpOTpa/v3+tdf7+/kpOTm4W4xuxD8Y3d/wLwU0WAABI6tq1q+x2u3bv3q3y8nJFRERo5syZio+PbxbjG7EPxjd3/Ath+DV4+fn5mjRpkn7++WddddVVeumll9SqVas6ty0vL9fQoUP1/PPPq2fPnuc1PtfgAQAAT2f4KdqZM2dq9OjRysjI0I033qjXX3+93m2fe+45lZWVGZgOAACg+TO04FVWVionJ0cDBw6UJMXHx9f7Yuf09HS1atVK1157rZERAQAAmj1D76I9fPiwWrduLR+fX3cbEhJS5y3F+fn5Sk1NVWpqqsaPH1/veGVlZecc4SssLGzc0AAAAM2M2wrehg0bNHfu3FrrOnbsKJvNVmvd2cs1NTWaOnWqnnnmGfn5+f3mPlJTU7Vo0aLGCQwAAGARht5kUVlZqZ49eyonJ0fe3t4qKCjQmDFjlJWV5drm22+/1bhx4xQUFCRJ+vHHH9W+fXs999xzio6OrjVefUfwEhISuMkCAAB4LENP0bZo0UK33nqr0tPT9ac//Ulr165V3759a23TpUsXbd261bU8duxYPfLII3XeRRsYGMijUAAAAM5i+F20zz77rNasWaO4uDjt3LlTjz/+uCRp1apVevXVVy95/PDwcGVlZSk8PPySxwIAAGiOLPcuWgAAAE/Hq8oAAAAshoIHAABgMRQ8AAAAi6HgAQAAWAwFDwAAwGIoeAAAABZDwQMAALAYCh4AAIDFUPAAAAAshoIHAABgMRQ8AAAAi/ExO0BTUlVVpcLCQrNjAAAAnLfw8HD5+NSudBS8MxQWFio2NtbsGAAAAOctKytLdru91jqb0+l0mpSnyeEIXm2FhYVKSEjQihUrFB4ebnYcy2O+jcNcG4e5NhbzbZymNNccwWuAj4/POQ0Yv/7BYV6Mw3wbh7k2DnNtLObbOE11rrnJAgAAwGIoeAAAABZDwQMAALAY7xkzZswwOwSarpYtW6pnz55q2bKl2VE8AvNtHObaOMy1sZhv4zTlueYuWgAAAIvhFC0AAIDFUPAAAAAshoIHAABgMTzoGA365ptvtHDhQgUEBOhPf/qTevfubXYky8rNzdU//vEPBQYGym63KyEhwexIlvbZZ5/pjTfe0OWXX67+/fvzZ9tNvvrqK82bN09Lly5VTk6O3n77bTmdTkVFRenuu+82O57lnDnfBw4c0JNPPqnOnTvrxhtv1H333Wd2PEs5c6737dun5cuXS5JuvfVWxcfHm5qNgocGHT9+XE8//bS8vb31yiuv8JegG/3rX/9Shw4dVFhYqJtvvtnsOJa3YcMG/c///I+6dOmiRx55hD/bbvDTTz9py5Yt8vb2liSVlZVp1qxZ8vX11YQJEyh4jezs+f7ss88UHh4uPz8/9ejRw+R01nL2XO/du1f79u1TUFCQrrzySpPTcYoW56F79+46ceKEHn30UfXp08fsOJb2/fffa8CAAXrqqae0cOFCs+NY3tixY/X666/r+eefV0VFhdlxLOmKK67QhAkTXO/JjI2NVYsWLfTSSy8pMTHR5HTWc/Z833LLLZo9e7amT5+uBQsWmJzOWs6e6y5dumj58uVauHChUlNTTU5HwcN52Lt3r9q3b6+33npL77zzjtlxLC0kJEQBAQHy9/dXixYtzI5jecXFxZo0aZKeeuop5tsgZWVlmjZtmhwOh2JiYsyOY3m7d+9WZWWlfH19z3kZPRrX4sWLJUkBAQGqrq42OQ2naHEeTp48qalTp6p169a67bbbzI5jaePGjdO8efN02WWXacSIEWbHsbzQ0FDNnTtXvr6+XO9okNmzZ6uwsFCpqam6/PLL9cQTT5gdydI6d+6slJQUtW7dWvfcc4/ZcSxt5MiRSk5OVps2bTRy5Eiz4/CgY9S2aNEibdiwQZJ02223afLkySYnsi7m2ljMt/sxx8Zivo3THOeaU7Rwyc7O1scff6z33ntPa9eu1ZdffqlNmzaZHcuSmGtjMd/uxxwbi/k2TnOda07RwiUkJETJycny9fWVJP3ud79Tfn6+yamsibk2FvPtfsyxsZhv4zTXuabgweXqq692/fz9999rw4YNWrVqlYmJrIu5Nhbz7X7MsbGYb+M017nmFC3O8c033+j+++/X5MmT1alTJ7PjWBpzbSzm2/2YY2Mx38ZpdnPtBM6wc+dOZ0xMjPODDz4wO4rlMdfGYr7djzk2FvNtnOY419xFC5eCggINGzZM8+fPV69evcyOY2nMtbGYb/djjo3FfBunuc411+DB5Y033tDJkyeVkpLiWjdy5EiNGjXKxFTWxFwbi/l2P+bYWMy3cZrrXHMEDwAAwGK4yQIAAMBiKHgAAAAWQ8EDAACwGAoeAACAxVDwAAAALIaCBwAAYDEUPAAAAIuh4AEAAFgMb7IAADepqqrSP//5T7377rs6duyYpk2bpsLCQlVVVemhhx4yOx4AC6PgAYCb/P3vf9fevXu1bt065eTk6MUXX5TNZtOaNWvMjgbA4ih4AOAG5eXlSk1NVXp6utq0aaPu3bvrwIEDmjhxolq3bm12PAAWxzV4AOAGn3zyiTp16qQrrrhCklRZWak2bdpozJgxJicD4AkoeADgBkVFRQoNDXUtr169WmFhYRy9A2AITtECgBuEh4dr//79Ki4uVkFBgdatW6fjx4/r1KlT8vX1NTseAIuzOZ1Op9khAMBqTp06pWnTpunDDz/UZZddpoULF+rFF1/UiRMntGrVKrPjAbA4Ch4AAIDFcA0eAACAxVDwAAAALIaCBwAAYDEUPAAAAIuh4AEAAFgMBQ8AAMBiKHgAAAAWQ8EDAACwmP8PaCLgce3ys2wAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"alphas = 3. ** np.arange(2,12) #自选惩罚项参数，现在是手动调，也有自动包\n",
"scores = np.empty_like(alphas) #计算不同参数的不同得分\n",
"\n",
"#第一种方法\n",
"for i, a in enumerate(alphas):\n",
" lasso = Lasso(random_state=seed) #指定Lasso模型\n",
" lasso.set_params(alpha=a) #指定惩罚力度\n",
" lasso.fit(X_train, y_train) #训练\n",
" scores[i] = lasso.score(X_test, y_test) #预测\n",
" \n",
"#第二种方法，交叉验证，训练集再切分几分交叉训练并自验证，最后再拿预测集预测\n",
" #cv=10，平均切分10次，即10份，每次训练9份拿另外的1份验证\n",
"lassocv = LassoCV(cv=10, random_state=seed)\n",
"lassocv.fit(features, target) #训练\n",
"lassocv_score = lassocv.score(features, target) #预测\n",
"lassocv_alpha = lassocv.alpha_ #获取alpha值\n",
"\n",
"plt.figure(figsize=(10,4))\n",
"plt.plot(alphas, scores, '-ko')\n",
"plt.axhline(lassocv_score, color=c)\n",
"plt.xlabel(r'$\\alpha$')\n",
"plt.ylabel('CV score')\n",
"plt.xscale('log', basex=2)\n",
"sns.despine(offset=15)\n",
"\n",
"#查看不同alpha值下的得分\n",
"print('CV results:', lassocv_score, lassocv_alpha)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**查看特征重要性**"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lasso picked28features and eliminated the other45features.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coefs = pd.Series(lassocv.coef_, index=features.columns)\n",
"\n",
"print(\"Lasso picked\" + str(sum(coefs != 0)) + \\\n",
" \"features and eliminated the other\"+ \\\n",
" str(sum(coefs == 0)) + \"features.\")\n",
"\n",
"#只看头5个和尾5个\n",
"coefs = pd.concat([coefs.sort_values().head(5), coefs.sort_values().tail(5)])\n",
"\n",
"plt.figure(figsize=(10,4))\n",
"coefs.plot(kind=\"barh\", color=c)\n",
"plt.title(\"Coefficients\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.870697563184287"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#进行训练和预测，并检验得分，得分越高表明模型越好\n",
"#alpha选取我们手动找到的\n",
"model_l1 = LassoCV(alphas=alphas,cv=10,random_state=seed).fit(X_train,y_train)\n",
"y_pred_l1 = model_l1.predict(X_test)\n",
"\n",
"model_l1.score(X_test,y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**画出残差点**\n",
"<br>\n",
"预测值和真实值之间的差异，y轴真实值和预测值之间的差异，x轴为预测值\n",
"<br>\n",
"差异在0左右是最好的"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1733cb98828>"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = (6.0,6.0)\n",
"\n",
"preds = pd.DataFrame({'preds':model_l1.predict(X_train), 'true':y_train})\n",
"preds['residuals'] = preds['true'] - preds['preds']\n",
"preds.plot(x='preds', y='residuals', kind='scatter', color=c)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"常用的评测方法：\n",
"<br>\n",
"MSE均方误差（越小越好）\n",
"<br>R2决定系数（0-1之间，越大表示模型拟合效果越好）"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 4232851.141\n",
"R2: 0.871\n"
]
}
],
"source": [
"def MSE(y_true, y_pred):\n",
" mse = mean_squared_error(y_true, y_pred)\n",
" print(\"MSE: %2.3f\" % mse)\n",
" return mse\n",
"\n",
"def R2(y_true, y_pred):\n",
" r2 = r2_score(y_true, y_pred)\n",
" print(\"R2: %2.3f\" % r2)\n",
" return r2\n",
"\n",
"MSE(y_test, y_pred_l1);R2(y_test, y_pred_l1);"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>true</th>\n",
" <th>predicted</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9279</td>\n",
" <td>8053.973904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>35056</td>\n",
" <td>32509.124398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>17075</td>\n",
" <td>19477.432690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>7898</td>\n",
" <td>6878.526602</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>8058</td>\n",
" <td>7740.960545</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" true predicted\n",
"0 9279 8053.973904\n",
"1 35056 32509.124398\n",
"2 17075 19477.432690\n",
"3 7898 6878.526602\n",
"4 8058 7740.960545"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 打印真实值和预测值\n",
"p = {'true':list(y_test),\n",
" 'predicted':pd.Series(y_pred_l1)\n",
" }\n",
"pd.DataFrame(p).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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