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ronfe/demo.ipynb

Created July 25, 2019 04:46
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demo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 前言\n",
"\n",
" \n",
" \n",
"这个 Notebook 希望通过一个非典型的案例，更真实地给大家展示机器学习工程师的日常工作和面临的挑战，希望大家能够理解机器学习工作的基本工作流，成功的机器学习系统都曾经过哪些步骤和工作。如果大家对这个内容有意见、建议或者疑问，请联系弘飞 [email protected] ;)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 任务描述\n",
"\n",
"我们一直有个梦想，希望根据用户在应用中的视频/做题记录来推算其下一次阶段测试的分数。但囿于种种因素，这个梦想现在还难以完成。其中的阻碍之一便是我们应用的**题库以选择、填空为主，而用户的测试分数主要以解答、证明题组成**。这样，由于缺乏用户做解答、证明题情况的直接证据，我们难以对用户这部分的做题情况进行估计。\n",
"\n",
"解决这个问题的一个思路是通过用户选择、填空的做题情况，来估计其解答题的得分。\n",
"\n",
"就在几天前，教师端为我们提供了一份有关宁夏石嘴山市平罗县七年级的期末测试成绩，我们可以利用这组数据，做一次尝试。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 任务目标：通过一次测试的选择、填空题得分情况，预测学生在解答题中的得分"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Let's get it now!**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 0 - 数据情况\n",
"\n",
"首先，可以看一下获取到的数据情况"
]
},
{
"cell_type": "code",
"execution_count": 102,
"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>考号</th>\n",
" <th>班级</th>\n",
" <th>姓名</th>\n",
" <th>合计</th>\n",
" <th>01</th>\n",
" <th>02</th>\n",
" <th>03</th>\n",
" <th>04</th>\n",
" <th>05</th>\n",
" <th>06</th>\n",
" <th>...</th>\n",
" <th>17</th>\n",
" <th>18</th>\n",
" <th>19</th>\n",
" <th>20</th>\n",
" <th>21</th>\n",
" <th>22</th>\n",
" <th>23</th>\n",
" <th>24</th>\n",
" <th>25</th>\n",
" <th>26</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>170140</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>王洁</td>\n",
" <td>120</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>271934</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>王帅</td>\n",
" <td>117</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>170509</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>张璟睎</td>\n",
" <td>117</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>271323</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>石晓婷</td>\n",
" <td>116</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>272123</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>蒋钰杰</td>\n",
" <td>115</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>170144</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>郑毓鹏</td>\n",
" <td>115</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>272138</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>杨杰</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>470111</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>马文燕</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>271237</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>蒋宇</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>170438</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>龚晓航</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>170221</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>王嘉琦</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>271931</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>王浩然</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>271909</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>王浩宇</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>9</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>272034</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>魏茹月</td>\n",
" <td>114</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>272204</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>陈冰玉</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>271940</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>徐峥</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>272037</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>杨婷</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>670330</td>\n",
" <td>平罗县灵沙九年制学校</td>\n",
" <td>马欣宇</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>271142</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>何梦圆</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>470544</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>马思涵</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>170142</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>孙宁</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>170207</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>周黎歌</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>170137</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>杨静雯</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>170126</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>王浩彧</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>170131</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>董志勇</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>170416</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>金杰宇</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>170847</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>虎东峰</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>170405</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>闫星悦</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>170325</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>王伊德</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>170337</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>郝思煜</td>\n",
" <td>113</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3655</th>\n",
" <td>570733</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马成</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3656</th>\n",
" <td>471041</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>黄佳朋</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3657</th>\n",
" <td>570634</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>冶桐桐</td>\n",
" <td>3</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3658</th>\n",
" <td>470935</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>金海宇</td>\n",
" <td>3</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3659</th>\n",
" <td>470940</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>任立华</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3660</th>\n",
" <td>570631</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>王维志</td>\n",
" <td>3</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3661</th>\n",
" <td>570743</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>杨慧</td>\n",
" <td>3</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3662</th>\n",
" <td>470536</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>宋甜</td>\n",
" <td>2</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3663</th>\n",
" <td>270538</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>蒋梦寒</td>\n",
" <td>2</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>...</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>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3664</th>\n",
" <td>870216</td>\n",
" <td>宁夏省石嘴山市平罗县崇岗九年制学校</td>\n",
" <td>马玉青</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3665</th>\n",
" <td>570942</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马鹏</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3666</th>\n",
" <td>870231</td>\n",
" <td>宁夏省石嘴山市平罗县崇岗九年制学校</td>\n",
" <td>殷顺鑫</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3667</th>\n",
" <td>470640</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>王健</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3668</th>\n",
" <td>370541</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第五中学</td>\n",
" <td>胡宝玉</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3669</th>\n",
" <td>470344</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>张学佳</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3670</th>\n",
" <td>470538</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>马潇雨</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3671</th>\n",
" <td>570501</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马卫卫</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>...</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3672</th>\n",
" <td>570633</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马小斌</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>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3673</th>\n",
" <td>570632</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马虎</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3674</th>\n",
" <td>570511</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>白强</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3675</th>\n",
" <td>471048</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>马天宇</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3676</th>\n",
" <td>570718</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>吴建军</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3677</th>\n",
" <td>570717</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马福燕</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3678</th>\n",
" <td>570940</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马国虎</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3679</th>\n",
" <td>570926</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>马斌</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3680</th>\n",
" <td>570706</td>\n",
" <td>平罗县陶乐中学</td>\n",
" <td>苏彪</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3681</th>\n",
" <td>271049</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>余攀</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3682</th>\n",
" <td>470337</td>\n",
" <td>宁夏省石嘴山市平罗县平罗县第七中学</td>\n",
" <td>马浩男</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3683</th>\n",
" <td>170944</td>\n",
" <td>宁夏省石嘴山市平罗县回民中学</td>\n",
" <td>王招娣</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3684</th>\n",
" <td>270536</td>\n",
" <td>平罗县第四中学</td>\n",
" <td>余悦</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3685 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" 考号 班级 姓名 合计 01 02 03 04 05 06 ... 17 \\\n",
"0 170140 宁夏省石嘴山市平罗县回民中学 王洁 120 3 3 3 3 3 3 ... 6 \n",
"1 271934 平罗县第四中学 王帅 117 3 3 3 3 3 3 ... 6 \n",
"2 170509 宁夏省石嘴山市平罗县回民中学 张璟睎 117 3 3 3 3 3 3 ... 6 \n",
"3 271323 平罗县第四中学 石晓婷 116 3 3 3 3 3 3 ... 5 \n",
"4 272123 平罗县第四中学 蒋钰杰 115 3 3 3 3 3 3 ... 6 \n",
"5 170144 宁夏省石嘴山市平罗县回民中学 郑毓鹏 115 3 3 3 3 3 3 ... 6 \n",
"6 272138 平罗县第四中学 杨杰 114 3 3 3 3 3 3 ... 6 \n",
"7 470111 宁夏省石嘴山市平罗县平罗县第七中学 马文燕 114 3 3 3 3 3 3 ... 6 \n",
"8 271237 平罗县第四中学 蒋宇 114 3 3 3 3 3 3 ... 6 \n",
"9 170438 宁夏省石嘴山市平罗县回民中学 龚晓航 114 3 3 3 3 3 3 ... 6 \n",
"10 170221 宁夏省石嘴山市平罗县回民中学 王嘉琦 114 3 3 3 3 3 3 ... 6 \n",
"11 271931 平罗县第四中学 王浩然 114 3 3 3 3 3 3 ... 6 \n",
"12 271909 平罗县第四中学 王浩宇 114 3 3 3 3 3 3 ... 5 \n",
"13 272034 平罗县第四中学 魏茹月 114 3 3 3 3 3 3 ... 6 \n",
"14 272204 平罗县第四中学 陈冰玉 113 3 3 3 3 3 3 ... 6 \n",
"15 271940 平罗县第四中学 徐峥 113 3 3 3 3 3 3 ... 6 \n",
"16 272037 平罗县第四中学 杨婷 113 3 3 3 3 3 3 ... 6 \n",
"17 670330 平罗县灵沙九年制学校 马欣宇 113 3 3 3 3 3 3 ... 6 \n",
"18 271142 平罗县第四中学 何梦圆 113 3 3 3 3 3 3 ... 6 \n",
"19 470544 宁夏省石嘴山市平罗县平罗县第七中学 马思涵 113 3 3 0 3 3 3 ... 6 \n",
"20 170142 宁夏省石嘴山市平罗县回民中学 孙宁 113 3 3 3 3 3 3 ... 6 \n",
"21 170207 宁夏省石嘴山市平罗县回民中学 周黎歌 113 3 3 3 3 3 3 ... 6 \n",
"22 170137 宁夏省石嘴山市平罗县回民中学 杨静雯 113 3 3 3 3 3 3 ... 6 \n",
"23 170126 宁夏省石嘴山市平罗县回民中学 王浩彧 113 3 3 3 3 3 3 ... 6 \n",
"24 170131 宁夏省石嘴山市平罗县回民中学 董志勇 113 3 3 3 3 3 3 ... 6 \n",
"25 170416 宁夏省石嘴山市平罗县回民中学 金杰宇 113 3 3 3 3 3 3 ... 6 \n",
"26 170847 宁夏省石嘴山市平罗县回民中学 虎东峰 113 3 3 3 3 3 3 ... 6 \n",
"27 170405 宁夏省石嘴山市平罗县回民中学 闫星悦 113 3 3 3 3 3 3 ... 6 \n",
"28 170325 宁夏省石嘴山市平罗县回民中学 王伊德 113 3 3 3 3 3 3 ... 6 \n",
"29 170337 宁夏省石嘴山市平罗县回民中学 郝思煜 113 3 3 3 3 3 3 ... 6 \n",
"... ... ... ... ... .. .. .. .. .. .. ... .. \n",
"3655 570733 平罗县陶乐中学 马成 3 0 0 0 0 3 0 ... 0 \n",
"3656 471041 宁夏省石嘴山市平罗县平罗县第七中学 黄佳朋 3 0 0 3 0 0 0 ... 0 \n",
"3657 570634 平罗县陶乐中学 冶桐桐 3 0 0 0 0 0 0 ... 0 \n",
"3658 470935 宁夏省石嘴山市平罗县平罗县第七中学 金海宇 3 0 0 0 0 0 0 ... 0 \n",
"3659 470940 宁夏省石嘴山市平罗县平罗县第七中学 任立华 3 0 0 0 3 0 0 ... 0 \n",
"3660 570631 平罗县陶乐中学 王维志 3 0 0 0 0 0 0 ... 0 \n",
"3661 570743 平罗县陶乐中学 杨慧 3 0 0 0 0 0 0 ... 0 \n",
"3662 470536 宁夏省石嘴山市平罗县平罗县第七中学 宋甜 2 0 0 0 0 0 0 ... 0 \n",
"3663 270538 平罗县第四中学 蒋梦寒 2 0 0 0 0 0 0 ... 0 \n",
"3664 870216 宁夏省石嘴山市平罗县崇岗九年制学校 马玉青 0 0 0 0 0 0 0 ... 0 \n",
"3665 570942 平罗县陶乐中学 马鹏 0 0 0 0 0 0 0 ... 0 \n",
"3666 870231 宁夏省石嘴山市平罗县崇岗九年制学校 殷顺鑫 0 0 0 0 0 0 0 ... 0 \n",
"3667 470640 宁夏省石嘴山市平罗县平罗县第七中学 王健 0 0 0 0 0 0 0 ... 0 \n",
"3668 370541 宁夏省石嘴山市平罗县平罗县第五中学 胡宝玉 0 0 0 0 0 0 0 ... 0 \n",
"3669 470344 宁夏省石嘴山市平罗县平罗县第七中学 张学佳 0 0 0 0 0 0 0 ... 0 \n",
"3670 470538 宁夏省石嘴山市平罗县平罗县第七中学 马潇雨 0 0 0 0 0 0 0 ... 0 \n",
"3671 570501 平罗县陶乐中学 马卫卫 0 0 0 0 0 0 0 ... 0 \n",
"3672 570633 平罗县陶乐中学 马小斌 0 0 0 0 0 0 0 ... 0 \n",
"3673 570632 平罗县陶乐中学 马虎 0 0 0 0 0 0 0 ... 0 \n",
"3674 570511 平罗县陶乐中学 白强 0 0 0 0 0 0 0 ... 0 \n",
"3675 471048 宁夏省石嘴山市平罗县平罗县第七中学 马天宇 0 0 0 0 0 0 0 ... 0 \n",
"3676 570718 平罗县陶乐中学 吴建军 0 0 0 0 0 0 0 ... 0 \n",
"3677 570717 平罗县陶乐中学 马福燕 0 0 0 0 0 0 0 ... 0 \n",
"3678 570940 平罗县陶乐中学 马国虎 0 0 0 0 0 0 0 ... 0 \n",
"3679 570926 平罗县陶乐中学 马斌 0 0 0 0 0 0 0 ... 0 \n",
"3680 570706 平罗县陶乐中学 苏彪 0 0 0 0 0 0 0 ... 0 \n",
"3681 271049 平罗县第四中学 余攀 0 0 0 0 0 0 0 ... 0 \n",
"3682 470337 宁夏省石嘴山市平罗县平罗县第七中学 马浩男 0 0 0 0 0 0 0 ... 0 \n",
"3683 170944 宁夏省石嘴山市平罗县回民中学 王招娣 0 0 0 0 0 0 0 ... 0 \n",
"3684 270536 平罗县第四中学 余悦 0 0 0 0 0 0 0 ... 0 \n",
"\n",
" 18 19 20 21 22 23 24 25 26 \n",
"0 6 6 6 6 6 8 8 10 10 \n",
"1 6 6 6 6 3 8 8 10 10 \n",
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"8 6 6 6 6 6 8 5 10 7 \n",
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"12 6 6 6 6 6 8 7 9 7 \n",
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"23 6 6 6 6 3 8 8 10 6 \n",
"24 6 6 6 6 3 8 8 10 6 \n",
"25 6 6 3 6 6 8 8 10 6 \n",
"26 6 6 6 6 3 8 8 10 6 \n",
"27 6 6 6 6 3 8 8 10 6 \n",
"28 6 6 6 6 3 8 8 10 6 \n",
"29 6 6 6 6 6 5 7 10 7 \n",
"... .. .. .. .. .. .. .. .. .. \n",
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"3684 0 0 0 0 0 0 0 0 0 \n",
"\n",
"[3685 rows x 23 columns]"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv('exam_score.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"考号 170140\n",
"班级 宁夏省石嘴山市平罗县回民中学\n",
"姓名 王洁\n",
"合计 120\n",
"01 3\n",
"02 3\n",
"03 3\n",
"04 3\n",
"05 3\n",
"06 3\n",
"07 3\n",
"08 3\n",
"09-16 24\n",
"17 6\n",
"18 6\n",
"19 6\n",
"20 6\n",
"21 6\n",
"22 6\n",
"23 8\n",
"24 8\n",
"25 10\n",
"26 10\n",
"Name: 0, dtype: object"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.iloc[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这是宁夏回族自治区石嘴山市平罗县 2018-2019 学年度第二学期七年级的期末考试得分情况。可以看到，整个数据包含 3685 个学生的考试得分情况。这次期末考试共设计 26 题，其中 1-8 题为单选题，每题 3 分，9-16 题为填空题，每题 3 分（数据中 9-16 题的得分合并为一列统计），17-26 题为解答、证明题，分值为 6-10 分不等。所有题目总分 120 分，学生的得分在“合计”一列中统计。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"我们的工作，就是根据用户在第 1-16 题的得分情况，预测其在第 17-26 题的得分。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 1 - 明确问题\n",
"\n",
"接下来我们要明确一个好问题，这个问题应该包括：\n",
"\n",
"* 具体的输入输出界定\n",
"* 能够被建模和量化\n",
"* 可以被挖掘，数据不是随机变化\n",
"\n",
"“根据用户在第 1-16 题的得分情况，预测其在第 17-26 题的得分” 这个任务看起来有些复杂，不是很好下手。我们不妨简化一下，先变为 **“根据用户在第 1-16 题的得分情况，预测其在第 20 题的得分”** 来考虑。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"所以，我们的问题是得到一个函数，函数输入是一个考生的第 1-16 题得分，输出就是该考生的第 20 题得分，这个函数是怎样时，其输出的得分和真实情况最相近？"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 2 - 数据准备\n",
"\n",
"有了这个问题，我们就可以根据输入输出定义来准备数据了。这里要准备两组数据：\n",
"* 所有考生的 1-16 题得分\n",
"* 所有考生的 20 题得分\n",
"\n",
"不过在此之前，我们可以先把所有 0 分考生都去掉，因为 0 分考生有可能是缺考，不能代表其真实能力水平"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3664, 23)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"df = df[df['合计']>0]\n",
"df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"原来共有 3685 条数据，去掉 0 分数据后，我们还剩 3664 条有效数据。然后我们写个函数，从这些数据中把对应题目的得分准备好。\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"接下来从这组源数据中获取我们所需的部分吧！"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"\n",
"def extract_row(row, predictor, contain_fillins=True, remove=None, inc=None):\n",
" ## 获取一行数据，分别返回其对应选择/填空题目和预测题目得分，其中\n",
" ## predictor 参数是我们要预测的题目序号\n",
" ## contain_fillins 指定了是否包含填空题\n",
" ## 其他参数暂不用理会\n",
" \n",
" upper_index = 12\n",
" if contain_fillins:\n",
" upper_index = 13\n",
" \n",
" k = row[4:upper_index] ## 前四列为用户的基本信息，斫去\n",
" \n",
" if remove is not None:\n",
" for ind in remove:\n",
" k[ind] = None\n",
" \n",
" k = [t for t in k if t is not None]\n",
" \n",
" if inc is not None:\n",
" for label in inc:\n",
" k.append(row[str(label)])\n",
" \n",
" return [np.array(k), row[predictor]]\n",
"\n",
"\n",
"\n",
"def prepare_data(predictor, remove=None, inc=None):\n",
" ## 提取数据，data 是所有的已知条件，y 是预测目标\n",
" \n",
" data, y = list(), list()\n",
" for i, row in df.iterrows():\n",
" row_data, label = extract_row(row, predictor, remove=remove, inc=inc)\n",
" data.append(row_data)\n",
" y.append(label)\n",
" \n",
" data = np.array(data)\n",
" y = np.array(y)\n",
" predictor_mean = np.mean(y)\n",
" predictor_std = np.std(y)\n",
" x_train, x_test, y_train, y_test = train_test_split(data, y, test_size=0.2, random_state=42)\n",
" \n",
" return np.squeeze(x_train), np.expand_dims(np.squeeze(y_train), axis=1), np.squeeze(x_test), np.expand_dims(np.squeeze(y_test), axis=1), predictor_mean, predictor_std\n",
"\n",
"\n",
"x_train, y_train, x_test, y_test, p_mean, p_std = prepare_data('17', remove=None)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[0, 3, 3, ..., 3, 0, 15],\n",
" [3, 3, 0, ..., 3, 0, 21],\n",
" [3, 3, 0, ..., 0, 3, 18],\n",
" ...,\n",
" [3, 3, 3, ..., 3, 0, 21],\n",
" [0, 0, 3, ..., 3, 0, 0],\n",
" [0, 0, 3, ..., 3, 0, 3]], dtype=object), array([[6],\n",
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"output_type": "execute_result"
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"source": [
"x_train, y_train"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((2931, 9), (2931, 1), (733, 9), (733, 1))"
]
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"output_type": "execute_result"
}
],
"source": [
"x_train.shape, y_train.shape, x_test.shape, y_test.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"我们把学生选择和填空题的做题情况保存在 x 中，把要预测的第20题的情况保存到 y 中。\n",
"\n",
"另外还需要注意，这里把 x 和 y 分成了 train 和 test 两组，train 中有 2931 个学生，test 中有 733 个学生，我们后续的学习时只使用 `x_train` 和 `y_train` 的数据， test 的数据用来评估我们的学习成果。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 3 - 构建模型\n",
"\n",
"> All models are wrong, but some are useful.\n",
"\n",
"接下来我们来开始建模，统计模型实际是对问题和解决问题思路的数学抽象和模拟。因此每一个模型后面都会隐藏着一个问题和一种解决问题的思路。这也意味着所有的模型都不能完美、绝对地反映真实情况。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 假设：真相只有一个\n",
"\n",
"* 我们的工作如同侦探，通过选择和填空做题情况**尽可能排除**其他可能，剩下的便是真相！\n",
"* 如何选择题目呢？递归计算基尼系数（优化方法）\n",
"\n",
"$H(X_m) = \\sum_k p_{mk}(1-p_{mk})$\n",
"\n",
"\n",
"这种模型有个名字 - **决策树** （Decision Tree）"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import tree\n",
"\n",
"clf = tree.DecisionTreeClassifier(min_samples_leaf=30, max_depth=9)\n",
"clf = clf.fit(x_train, (y_train).astype(int))"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
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"<text text-anchor=\"middle\" x=\"491.084\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.114</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 166</text>\n",
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"<text text-anchor=\"middle\" x=\"797.084\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.49</text>\n",
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"<text text-anchor=\"middle\" x=\"291.084\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 83</text>\n",
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"</g>\n",
"<!-- 4&#45;&gt;5 -->\n",
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"<title>4&#45;&gt;5</title>\n",
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"<!-- 8 -->\n",
"<g id=\"node9\" class=\"node\">\n",
"<title>8</title>\n",
"<path fill=\"#e88e4e\" stroke=\"#000000\" d=\"M570.252,-450C570.252,-450 411.9159,-450 411.9159,-450 405.9159,-450 399.9159,-444 399.9159,-438 399.9159,-438 399.9159,-398 399.9159,-398 399.9159,-392 405.9159,-386 411.9159,-386 411.9159,-386 570.252,-386 570.252,-386 576.252,-386 582.252,-392 582.252,-398 582.252,-398 582.252,-438 582.252,-438 582.252,-444 576.252,-450 570.252,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.176</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 83</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [75, 0, 7, 0, 1, 0, 0]</text>\n",
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"<title>4&#45;&gt;8</title>\n",
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"<g id=\"node7\" class=\"node\">\n",
"<title>6</title>\n",
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"<text text-anchor=\"middle\" x=\"91.084\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.037</text>\n",
"<text text-anchor=\"middle\" x=\"91.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 53</text>\n",
"<text text-anchor=\"middle\" x=\"91.084\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [52, 0, 1, 0, 0, 0, 0]</text>\n",
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"<!-- 5&#45;&gt;6 -->\n",
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"<title>5&#45;&gt;6</title>\n",
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"<g id=\"node8\" class=\"node\">\n",
"<title>7</title>\n",
"<path fill=\"#e68540\" stroke=\"#000000\" d=\"M370.252,-343C370.252,-343 211.9159,-343 211.9159,-343 205.9159,-343 199.9159,-337 199.9159,-331 199.9159,-331 199.9159,-305 199.9159,-305 199.9159,-299 205.9159,-293 211.9159,-293 211.9159,-293 370.252,-293 370.252,-293 376.252,-293 382.252,-299 382.252,-305 382.252,-305 382.252,-331 382.252,-331 382.252,-337 376.252,-343 370.252,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"291.084\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.064</text>\n",
"<text text-anchor=\"middle\" x=\"291.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"291.084\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [29, 0, 0, 0, 1, 0, 0]</text>\n",
"</g>\n",
"<!-- 5&#45;&gt;7 -->\n",
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"<title>5&#45;&gt;7</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M291.084,-385.8089C291.084,-375.446 291.084,-363.909 291.084,-353.3327\"/>\n",
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"</g>\n",
"<!-- 9 -->\n",
"<g id=\"node10\" class=\"node\">\n",
"<title>9</title>\n",
"<path fill=\"#e78945\" stroke=\"#000000\" d=\"M570.252,-343C570.252,-343 411.9159,-343 411.9159,-343 405.9159,-343 399.9159,-337 399.9159,-331 399.9159,-331 399.9159,-305 399.9159,-305 399.9159,-299 405.9159,-293 411.9159,-293 411.9159,-293 570.252,-293 570.252,-293 576.252,-293 582.252,-299 582.252,-305 582.252,-305 582.252,-331 582.252,-331 582.252,-337 576.252,-343 570.252,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.107</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 53</text>\n",
"<text text-anchor=\"middle\" x=\"491.084\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [50, 0, 3, 0, 0, 0, 0]</text>\n",
"</g>\n",
"<!-- 8&#45;&gt;9 -->\n",
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"<title>8&#45;&gt;9</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M491.084,-385.8089C491.084,-375.446 491.084,-363.909 491.084,-353.3327\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"494.5841,-353.1555 491.084,-343.1555 487.5841,-353.1556 494.5841,-353.1555\"/>\n",
"</g>\n",
"<!-- 10 -->\n",
"<g id=\"node11\" class=\"node\">\n",
"<title>10</title>\n",
"<path fill=\"#ea995f\" stroke=\"#000000\" d=\"M770.252,-343C770.252,-343 611.9159,-343 611.9159,-343 605.9159,-343 599.9159,-337 599.9159,-331 599.9159,-331 599.9159,-305 599.9159,-305 599.9159,-299 605.9159,-293 611.9159,-293 611.9159,-293 770.252,-293 770.252,-293 776.252,-293 782.252,-299 782.252,-305 782.252,-305 782.252,-331 782.252,-331 782.252,-337 776.252,-343 770.252,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.287</text>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [25, 0, 4, 0, 1, 0, 0]</text>\n",
"</g>\n",
"<!-- 8&#45;&gt;10 -->\n",
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"<title>8&#45;&gt;10</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M555.1905,-385.9467C579.8096,-373.6372 607.7752,-359.6544 631.9103,-347.5868\"/>\n",
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"<g id=\"node13\" class=\"node\">\n",
"<title>12</title>\n",
"<path fill=\"#eb9c64\" stroke=\"#000000\" d=\"M770.252,-443C770.252,-443 611.9159,-443 611.9159,-443 605.9159,-443 599.9159,-437 599.9159,-431 599.9159,-431 599.9159,-405 599.9159,-405 599.9159,-399 605.9159,-393 611.9159,-393 611.9159,-393 770.252,-393 770.252,-393 776.252,-393 782.252,-399 782.252,-405 782.252,-405 782.252,-431 782.252,-431 782.252,-437 776.252,-443 770.252,-443\"/>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-427.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.316</text>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-413.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n",
"<text text-anchor=\"middle\" x=\"691.084\" y=\"-399.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [35, 0, 6, 0, 2, 0, 0]</text>\n",
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"<title>11&#45;&gt;12</title>\n",
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"</g>\n",
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"<g id=\"node14\" class=\"node\">\n",
"<title>13</title>\n",
"<path fill=\"#f3c5a4\" stroke=\"#000000\" d=\"M970.252,-443C970.252,-443 811.9159,-443 811.9159,-443 805.9159,-443 799.9159,-437 799.9159,-431 799.9159,-431 799.9159,-405 799.9159,-405 799.9159,-399 805.9159,-393 811.9159,-393 811.9159,-393 970.252,-393 970.252,-393 976.252,-393 982.252,-399 982.252,-405 982.252,-405 982.252,-431 982.252,-431 982.252,-437 976.252,-443 970.252,-443\"/>\n",
"<text text-anchor=\"middle\" x=\"891.084\" y=\"-427.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.611</text>\n",
"<text text-anchor=\"middle\" x=\"891.084\" y=\"-413.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n",
"<text text-anchor=\"middle\" x=\"891.084\" y=\"-399.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [26, 1, 8, 1, 9, 0, 1]</text>\n",
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"<title>11&#45;&gt;13</title>\n",
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"<!-- 15 -->\n",
"<g id=\"node16\" class=\"node\">\n",
"<title>15</title>\n",
"<path fill=\"#eca46f\" stroke=\"#000000\" d=\"M1366.0381,-550C1366.0381,-550 1200.1299,-550 1200.1299,-550 1194.1299,-550 1188.1299,-544 1188.1299,-538 1188.1299,-538 1188.1299,-498 1188.1299,-498 1188.1299,-492 1194.1299,-486 1200.1299,-486 1200.1299,-486 1366.0381,-486 1366.0381,-486 1372.0381,-486 1378.0381,-492 1378.0381,-498 1378.0381,-498 1378.0381,-538 1378.0381,-538 1378.0381,-544 1372.0381,-550 1366.0381,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"1283.084\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1283.084\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.396</text>\n",
"<text text-anchor=\"middle\" x=\"1283.084\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 92</text>\n",
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"<title>14&#45;&gt;15</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1356.3176,-585.8089C1346.3936,-576.62 1335.4727,-566.508 1325.1621,-556.9612\"/>\n",
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"<g id=\"node19\" class=\"node\">\n",
"<title>18</title>\n",
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"<text text-anchor=\"middle\" x=\"1499.084\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.648</text>\n",
"<text text-anchor=\"middle\" x=\"1499.084\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 169</text>\n",
"<text text-anchor=\"middle\" x=\"1499.084\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [88, 1, 36, 2, 30, 2, 10]</text>\n",
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"<title>14&#45;&gt;18</title>\n",
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"<title>16</title>\n",
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"<!-- 20 -->\n",
"<g id=\"node21\" class=\"node\">\n",
"<title>20</title>\n",
"<path fill=\"#f6d5bd\" stroke=\"#000000\" d=\"M1785.8244,-450C1785.8244,-450 1612.3436,-450 1612.3436,-450 1606.3436,-450 1600.3436,-444 1600.3436,-438 1600.3436,-438 1600.3436,-398 1600.3436,-398 1600.3436,-392 1606.3436,-386 1612.3436,-386 1612.3436,-386 1785.8244,-386 1785.8244,-386 1791.8244,-386 1797.8244,-392 1797.8244,-398 1797.8244,-398 1797.8244,-438 1797.8244,-438 1797.8244,-444 1791.8244,-450 1785.8244,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"1699.084\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1699.084\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.672</text>\n",
"<text text-anchor=\"middle\" x=\"1699.084\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 123</text>\n",
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"</g>\n",
"<!-- 21 -->\n",
"<g id=\"node22\" class=\"node\">\n",
"<title>21</title>\n",
"<path fill=\"#f8dfcc\" stroke=\"#000000\" d=\"M1676.0381,-343C1676.0381,-343 1510.1299,-343 1510.1299,-343 1504.1299,-343 1498.1299,-337 1498.1299,-331 1498.1299,-331 1498.1299,-305 1498.1299,-305 1498.1299,-299 1504.1299,-293 1510.1299,-293 1510.1299,-293 1676.0381,-293 1676.0381,-293 1682.0381,-293 1688.0381,-299 1688.0381,-305 1688.0381,-305 1688.0381,-331 1688.0381,-331 1688.0381,-337 1682.0381,-343 1676.0381,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"1593.084\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.613</text>\n",
"<text text-anchor=\"middle\" x=\"1593.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 52</text>\n",
"<text text-anchor=\"middle\" x=\"1593.084\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [26, 0, 17, 0, 9, 0, 0]</text>\n",
"</g>\n",
"<!-- 20&#45;&gt;21 -->\n",
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"<title>20&#45;&gt;21</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1664.9614,-385.8089C1652.8325,-374.3665 1639.1863,-361.4928 1627.0689,-350.0612\"/>\n",
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"</g>\n",
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"<g id=\"node23\" class=\"node\">\n",
"<title>22</title>\n",
"<path fill=\"#f7dac4\" stroke=\"#000000\" d=\"M1891.8244,-350C1891.8244,-350 1718.3436,-350 1718.3436,-350 1712.3436,-350 1706.3436,-344 1706.3436,-338 1706.3436,-338 1706.3436,-298 1706.3436,-298 1706.3436,-292 1712.3436,-286 1718.3436,-286 1718.3436,-286 1891.8244,-286 1891.8244,-286 1897.8244,-286 1903.8244,-292 1903.8244,-298 1903.8244,-298 1903.8244,-338 1903.8244,-338 1903.8244,-344 1897.8244,-350 1891.8244,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"1805.084\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1805.084\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.693</text>\n",
"<text text-anchor=\"middle\" x=\"1805.084\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 71</text>\n",
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"<!-- 20&#45;&gt;22 -->\n",
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"<title>20&#45;&gt;22</title>\n",
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"</g>\n",
"<!-- 23 -->\n",
"<g id=\"node24\" class=\"node\">\n",
"<title>23</title>\n",
"<path fill=\"#f4ccaf\" stroke=\"#000000\" d=\"M1737.252,-243C1737.252,-243 1578.9159,-243 1578.9159,-243 1572.9159,-243 1566.9159,-237 1566.9159,-231 1566.9159,-231 1566.9159,-205 1566.9159,-205 1566.9159,-199 1572.9159,-193 1578.9159,-193 1578.9159,-193 1737.252,-193 1737.252,-193 1743.252,-193 1749.252,-199 1749.252,-205 1749.252,-205 1749.252,-231 1749.252,-231 1749.252,-237 1743.252,-243 1737.252,-243\"/>\n",
"<text text-anchor=\"middle\" x=\"1658.084\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.642</text>\n",
"<text text-anchor=\"middle\" x=\"1658.084\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 41</text>\n",
"<text text-anchor=\"middle\" x=\"1658.084\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [22, 0, 5, 1, 9, 1, 3]</text>\n",
"</g>\n",
"<!-- 22&#45;&gt;23 -->\n",
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"<title>22&#45;&gt;23</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1757.7631,-285.8089C1740.4667,-274.0427 1720.9455,-260.7629 1703.7924,-249.0942\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1705.2995,-245.8863 1695.0626,-243.1555 1701.3622,-251.6741 1705.2995,-245.8863\"/>\n",
"</g>\n",
"<!-- 24 -->\n",
"<g id=\"node25\" class=\"node\">\n",
"<title>24</title>\n",
"<path fill=\"#fbeee4\" stroke=\"#000000\" d=\"M1936.7198,-243C1936.7198,-243 1779.4482,-243 1779.4482,-243 1773.4482,-243 1767.4482,-237 1767.4482,-231 1767.4482,-231 1767.4482,-205 1767.4482,-205 1767.4482,-199 1773.4482,-193 1779.4482,-193 1779.4482,-193 1936.7198,-193 1936.7198,-193 1942.7198,-193 1948.7198,-199 1948.7198,-205 1948.7198,-205 1948.7198,-231 1948.7198,-231 1948.7198,-237 1942.7198,-243 1936.7198,-243\"/>\n",
"<text text-anchor=\"middle\" x=\"1858.084\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.738</text>\n",
"<text text-anchor=\"middle\" x=\"1858.084\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"1858.084\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [11, 0, 5, 1, 8, 0, 5]</text>\n",
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"<!-- 22&#45;&gt;24 -->\n",
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"<title>22&#45;&gt;24</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1822.1453,-285.8089C1827.8665,-275.0142 1834.2628,-262.9456 1840.0556,-252.0158\"/>\n",
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"</g>\n",
"<!-- 26 -->\n",
"<g id=\"node27\" class=\"node\">\n",
"<title>26</title>\n",
"<path fill=\"#f6d3ba\" stroke=\"#000000\" d=\"M2209.5787,-650C2209.5787,-650 2028.5892,-650 2028.5892,-650 2022.5892,-650 2016.5892,-644 2016.5892,-638 2016.5892,-638 2016.5892,-598 2016.5892,-598 2016.5892,-592 2022.5892,-586 2028.5892,-586 2028.5892,-586 2209.5787,-586 2209.5787,-586 2215.5787,-586 2221.5787,-592 2221.5787,-598 2221.5787,-598 2221.5787,-638 2221.5787,-638 2221.5787,-644 2215.5787,-650 2209.5787,-650\"/>\n",
"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-634.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 1.5</text>\n",
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"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 143</text>\n",
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"<title>25&#45;&gt;26</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2257.6954,-685.9467C2237.2901,-675.9442 2214.631,-664.8368 2193.6459,-654.55\"/>\n",
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"<!-- 31 -->\n",
"<g id=\"node32\" class=\"node\">\n",
"<title>31</title>\n",
"<path fill=\"#fcfdff\" stroke=\"#000000\" d=\"M2549.2551,-650C2549.2551,-650 2336.9129,-650 2336.9129,-650 2330.9129,-650 2324.9129,-644 2324.9129,-638 2324.9129,-638 2324.9129,-598 2324.9129,-598 2324.9129,-592 2330.9129,-586 2336.9129,-586 2336.9129,-586 2549.2551,-586 2549.2551,-586 2555.2551,-586 2561.2551,-592 2561.2551,-598 2561.2551,-598 2561.2551,-638 2561.2551,-638 2561.2551,-644 2555.2551,-650 2549.2551,-650\"/>\n",
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"<text text-anchor=\"middle\" x=\"2443.084\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.77</text>\n",
"<text text-anchor=\"middle\" x=\"2443.084\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 382</text>\n",
"<text text-anchor=\"middle\" x=\"2443.084\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [102, 1, 82, 10, 106, 10, 71]</text>\n",
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"<title>25&#45;&gt;31</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2361.7133,-685.8089C2372.847,-676.5308 2385.11,-666.3116 2396.664,-656.6833\"/>\n",
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"<g id=\"node28\" class=\"node\">\n",
"<title>27</title>\n",
"<path fill=\"#f0b68c\" stroke=\"#000000\" d=\"M1986.252,-543C1986.252,-543 1827.9159,-543 1827.9159,-543 1821.9159,-543 1815.9159,-537 1815.9159,-531 1815.9159,-531 1815.9159,-505 1815.9159,-505 1815.9159,-499 1821.9159,-493 1827.9159,-493 1827.9159,-493 1986.252,-493 1986.252,-493 1992.252,-493 1998.252,-499 1998.252,-505 1998.252,-505 1998.252,-531 1998.252,-531 1998.252,-537 1992.252,-543 1986.252,-543\"/>\n",
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"<text text-anchor=\"middle\" x=\"1907.084\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n",
"<text text-anchor=\"middle\" x=\"1907.084\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [23, 3, 4, 0, 5, 0, 1]</text>\n",
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"<title>26&#45;&gt;27</title>\n",
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"<title>28</title>\n",
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"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.68</text>\n",
"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 107</text>\n",
"<text text-anchor=\"middle\" x=\"2119.084\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [49, 1, 30, 0, 16, 1, 10]</text>\n",
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"<title>26&#45;&gt;28</title>\n",
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"<title>29</title>\n",
"<path fill=\"#f6d5bd\" stroke=\"#000000\" d=\"M1994.0381,-443C1994.0381,-443 1828.1299,-443 1828.1299,-443 1822.1299,-443 1816.1299,-437 1816.1299,-431 1816.1299,-431 1816.1299,-405 1816.1299,-405 1816.1299,-399 1822.1299,-393 1828.1299,-393 1828.1299,-393 1994.0381,-393 1994.0381,-393 2000.0381,-393 2006.0381,-399 2006.0381,-405 2006.0381,-405 2006.0381,-431 2006.0381,-431 2006.0381,-437 2000.0381,-443 1994.0381,-443\"/>\n",
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"<text text-anchor=\"middle\" x=\"2332.084\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 1.5</text>\n",
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"<text text-anchor=\"middle\" x=\"2332.084\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 82</text>\n",
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"<title>34&#45;&gt;35</title>\n",
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"<title>38</title>\n",
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"<text text-anchor=\"middle\" x=\"2543.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 38</text>\n",
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"<!-- 34&#45;&gt;38 -->\n",
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"<title>36</title>\n",
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"<text text-anchor=\"middle\" x=\"2225.084\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"2225.084\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [10, 1, 7, 1, 10, 0, 1]</text>\n",
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"<title>35&#45;&gt;36</title>\n",
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"<text text-anchor=\"middle\" x=\"2433.084\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 52</text>\n",
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"<title>35&#45;&gt;37</title>\n",
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"<title>39&#45;&gt;40</title>\n",
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"<title>76</title>\n",
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"<text text-anchor=\"middle\" x=\"4440.084\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1190</text>\n",
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"<title>50</title>\n",
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"<text text-anchor=\"middle\" x=\"3400.084\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.691</text>\n",
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"<title>50&#45;&gt;52</title>\n",
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"<text text-anchor=\"middle\" x=\"3627.084\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 478</text>\n",
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"<text text-anchor=\"middle\" x=\"3395.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 47</text>\n",
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"<title>60</title>\n",
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"<!-- 59&#45;&gt;60 -->\n",
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"<title>59&#45;&gt;60</title>\n",
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"<g id=\"node70\" class=\"node\">\n",
"<title>69</title>\n",
"<path fill=\"#f5b1d0\" stroke=\"#000000\" d=\"M3971.6109,-350C3971.6109,-350 3790.5571,-350 3790.5571,-350 3784.5571,-350 3778.5571,-344 3778.5571,-338 3778.5571,-338 3778.5571,-298 3778.5571,-298 3778.5571,-292 3784.5571,-286 3790.5571,-286 3790.5571,-286 3971.6109,-286 3971.6109,-286 3977.6109,-286 3983.6109,-292 3983.6109,-298 3983.6109,-298 3983.6109,-338 3983.6109,-338 3983.6109,-344 3977.6109,-350 3971.6109,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"3881.084\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3881.084\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.619</text>\n",
"<text text-anchor=\"middle\" x=\"3881.084\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 223</text>\n",
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"<!-- 59&#45;&gt;69 -->\n",
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"<title>59&#45;&gt;69</title>\n",
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"<g id=\"node62\" class=\"node\">\n",
"<title>61</title>\n",
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"<text text-anchor=\"middle\" x=\"3189.084\" y=\"-234.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3189.084\" y=\"-220.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.723</text>\n",
"<text text-anchor=\"middle\" x=\"3189.084\" y=\"-206.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 116</text>\n",
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"<!-- 60&#45;&gt;61 -->\n",
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"<title>60&#45;&gt;61</title>\n",
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"<title>64</title>\n",
"<path fill=\"#f7c4db\" stroke=\"#000000\" d=\"M3695.6109,-250C3695.6109,-250 3514.5571,-250 3514.5571,-250 3508.5571,-250 3502.5571,-244 3502.5571,-238 3502.5571,-238 3502.5571,-198 3502.5571,-198 3502.5571,-192 3508.5571,-186 3514.5571,-186 3514.5571,-186 3695.6109,-186 3695.6109,-186 3701.6109,-186 3707.6109,-192 3707.6109,-198 3707.6109,-198 3707.6109,-238 3707.6109,-238 3707.6109,-244 3701.6109,-250 3695.6109,-250\"/>\n",
"<text text-anchor=\"middle\" x=\"3605.084\" y=\"-234.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3605.084\" y=\"-220.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.666</text>\n",
"<text text-anchor=\"middle\" x=\"3605.084\" y=\"-206.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 139</text>\n",
"<text text-anchor=\"middle\" x=\"3605.084\" y=\"-192.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = [14, 0, 13, 1, 38, 5, 68]</text>\n",
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"<title>60&#45;&gt;64</title>\n",
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"<title>62</title>\n",
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"<title>63</title>\n",
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"<text text-anchor=\"middle\" x=\"3189.084\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 49</text>\n",
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"<title>61&#45;&gt;63</title>\n",
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"<g id=\"node66\" class=\"node\">\n",
"<title>65</title>\n",
"<path fill=\"#f8cce0\" stroke=\"#000000\" d=\"M3480.0381,-150C3480.0381,-150 3314.1299,-150 3314.1299,-150 3308.1299,-150 3302.1299,-144 3302.1299,-138 3302.1299,-138 3302.1299,-98 3302.1299,-98 3302.1299,-92 3308.1299,-86 3314.1299,-86 3314.1299,-86 3480.0381,-86 3480.0381,-86 3486.0381,-86 3492.0381,-92 3492.0381,-98 3492.0381,-98 3492.0381,-138 3492.0381,-138 3492.0381,-144 3486.0381,-150 3480.0381,-150\"/>\n",
"<text text-anchor=\"middle\" x=\"3397.084\" y=\"-134.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
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"<text text-anchor=\"middle\" x=\"3397.084\" y=\"-106.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 71</text>\n",
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"<title>64&#45;&gt;65</title>\n",
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"<title>68</title>\n",
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"<text text-anchor=\"middle\" x=\"4029.084\" y=\"-127.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">gini = 0.597</text>\n",
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"<title>75</title>\n",
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"<title>77</title>\n",
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"<title>78</title>\n",
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"<text text-anchor=\"middle\" x=\"4115.084\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 32</text>\n",
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"<title>85&#45;&gt;86</title>\n",
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"<title>85&#45;&gt;89</title>\n",
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"<title>90</title>\n",
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"text/plain": [
"<graphviz.files.Source at 0x11f39aba8>"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from jupyterthemes import jtplot\n",
"\n",
"# currently installed theme will be used to\n",
"# set plot style if no arguments provided\n",
"jtplot.style()\n",
"\n",
"import graphviz \n",
"dot_data = tree.export_graphviz(clf, out_file=None, filled=True, rounded=True) \n",
"graph = graphviz.Source(dot_data) \n",
"graph\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"来看几个例子"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([3, 3, 0, 3, 3, 3, 3, 0, 9], dtype=object)"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_test[0]"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([6])"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_test[0]"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([3, 3, 0, 3, 3, 3, 3, 3, 24], dtype=object)"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_test[10]"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([5])"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_test[10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 4 - 评价模型\n",
"\n",
"这个模型到底效果如何呢？\n",
"\n",
"最直接的办法莫过于计算预测值和真实值之间的平均绝对差距。"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
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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>GroundTruth</th>\n",
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" <th>Difference</th>\n",
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" <tr>\n",
" <th>28</th>\n",
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" <tr>\n",
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],
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" GroundTruth Predicted Difference\n",
"0 6 0 6\n",
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"24 2 6 4\n",
"25 4 0 4\n",
"26 6 6 0\n",
"27 2 6 4\n",
"28 2 6 4\n",
"29 2 4 2\n",
".. ... ... ...\n",
"703 0 0 0\n",
"704 6 4 2\n",
"705 4 2 2\n",
"706 6 6 0\n",
"707 6 6 0\n",
"708 0 0 0\n",
"709 0 4 4\n",
"710 6 6 0\n",
"711 2 6 4\n",
"712 0 0 0\n",
"713 6 6 0\n",
"714 6 6 0\n",
"715 6 6 0\n",
"716 4 0 4\n",
"717 6 6 0\n",
"718 4 0 4\n",
"719 6 6 0\n",
"720 6 6 0\n",
"721 6 6 0\n",
"722 4 6 2\n",
"723 2 0 2\n",
"724 0 0 0\n",
"725 4 4 0\n",
"726 2 4 2\n",
"727 4 0 4\n",
"728 6 6 0\n",
"729 0 0 0\n",
"730 6 6 0\n",
"731 4 0 4\n",
"732 5 6 1\n",
"\n",
"[733 rows x 3 columns]"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = pd.DataFrame.from_dict({\"GroundTruth\": np.squeeze(y_test), \"Predicted\": np.around(clf.predict(x_test))})\n",
"result[\"Difference\"] = abs(result[\"Predicted\"] - result[\"GroundTruth\"])\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x123429320>"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"result[\"Difference\"].plot.hist()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [],
"source": [
"def calc_error(y, predicted):\n",
" return np.mean(np.abs(y-predicted))"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.2728512960436562"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calc_error(np.squeeze(y_test), np.around(clf.predict(x_test)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 下一步优化\n",
"\n",
"* 提高错分样本权重 （Boosting）\n",
"* 使用回归树尝试\n",
"* EM 增补用户解答题数据\n",
"* 嵌套做题记录（特征工程）"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import tree\n",
"\n",
"clf = tree.DecisionTreeRegressor(min_samples_leaf=30, max_depth=9)\n",
"clf = clf.fit(x_train, (y_train).astype(int))"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
" -->\n",
"<!-- Title: Tree Pages: 1 -->\n",
"<svg width=\"3643pt\" height=\"958pt\"\n",
" viewBox=\"0.00 0.00 3642.95 958.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 954)\">\n",
"<title>Tree</title>\n",
"<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-954 3638.9512,-954 3638.9512,4 -4,4\"/>\n",
"<!-- 0 -->\n",
"<g id=\"node1\" class=\"node\">\n",
"<title>0</title>\n",
"<path fill=\"#eeac7d\" stroke=\"#000000\" d=\"M1820.9597,-950C1820.9597,-950 1729.4983,-950 1729.4983,-950 1723.4983,-950 1717.4983,-944 1717.4983,-938 1717.4983,-938 1717.4983,-898 1717.4983,-898 1717.4983,-892 1723.4983,-886 1729.4983,-886 1729.4983,-886 1820.9597,-886 1820.9597,-886 1826.9597,-886 1832.9597,-892 1832.9597,-898 1832.9597,-898 1832.9597,-938 1832.9597,-938 1832.9597,-944 1826.9597,-950 1820.9597,-950\"/>\n",
"<text text-anchor=\"middle\" x=\"1775.229\" y=\"-934.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 10.5</text>\n",
"<text text-anchor=\"middle\" x=\"1775.229\" y=\"-920.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 5.793</text>\n",
"<text text-anchor=\"middle\" x=\"1775.229\" y=\"-906.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 2931</text>\n",
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"<title>50</title>\n",
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"<title>2</title>\n",
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"<title>27</title>\n",
"<path fill=\"#f3c7a6\" stroke=\"#000000\" d=\"M1370.1743,-750C1370.1743,-750 1286.2837,-750 1286.2837,-750 1280.2837,-750 1274.2837,-744 1274.2837,-738 1274.2837,-738 1274.2837,-698 1274.2837,-698 1274.2837,-692 1280.2837,-686 1286.2837,-686 1286.2837,-686 1370.1743,-686 1370.1743,-686 1376.1743,-686 1382.1743,-692 1382.1743,-698 1382.1743,-698 1382.1743,-738 1382.1743,-738 1382.1743,-744 1376.1743,-750 1370.1743,-750\"/>\n",
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"<text text-anchor=\"middle\" x=\"819.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.318</text>\n",
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"</g>\n",
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"<title>4</title>\n",
"<path fill=\"#fefcfa\" stroke=\"#000000\" d=\"M328.1743,-550C328.1743,-550 244.2837,-550 244.2837,-550 238.2837,-550 232.2837,-544 232.2837,-538 232.2837,-538 232.2837,-498 232.2837,-498 232.2837,-492 238.2837,-486 244.2837,-486 244.2837,-486 328.1743,-486 328.1743,-486 334.1743,-486 340.1743,-492 340.1743,-498 340.1743,-498 340.1743,-538 340.1743,-538 340.1743,-544 334.1743,-550 328.1743,-550\"/>\n",
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"</g>\n",
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"</g>\n",
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"<title>11</title>\n",
"<path fill=\"#fbeadf\" stroke=\"#000000\" d=\"M503.6881,-550C503.6881,-550 426.7699,-550 426.7699,-550 420.7699,-550 414.7699,-544 414.7699,-538 414.7699,-538 414.7699,-498 414.7699,-498 414.7699,-492 420.7699,-486 426.7699,-486 426.7699,-486 503.6881,-486 503.6881,-486 509.6881,-486 515.6881,-492 515.6881,-498 515.6881,-498 515.6881,-538 515.6881,-538 515.6881,-544 509.6881,-550 503.6881,-550\"/>\n",
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"<text text-anchor=\"middle\" x=\"168.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 93</text>\n",
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"<text text-anchor=\"middle\" x=\"286.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.652</text>\n",
"<text text-anchor=\"middle\" x=\"286.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 73</text>\n",
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"<title>9</title>\n",
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"<text text-anchor=\"middle\" x=\"286.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
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"</g>\n",
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"<title>8&#45;&gt;9</title>\n",
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"</g>\n",
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"<g id=\"node11\" class=\"node\">\n",
"<title>10</title>\n",
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"<text text-anchor=\"middle\" x=\"404.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.731</text>\n",
"<text text-anchor=\"middle\" x=\"404.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n",
"<text text-anchor=\"middle\" x=\"404.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.326</text>\n",
"</g>\n",
"<!-- 8&#45;&gt;10 -->\n",
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"<title>8&#45;&gt;10</title>\n",
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"<title>12</title>\n",
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"<text text-anchor=\"middle\" x=\"404.229\" y=\"-427.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.086</text>\n",
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"</g>\n",
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"</g>\n",
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"<g id=\"node14\" class=\"node\">\n",
"<title>13</title>\n",
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"</g>\n",
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"<title>15</title>\n",
"<path fill=\"#fceee5\" stroke=\"#000000\" d=\"M796.6881,-550C796.6881,-550 719.7699,-550 719.7699,-550 713.7699,-550 707.7699,-544 707.7699,-538 707.7699,-538 707.7699,-498 707.7699,-498 707.7699,-492 713.7699,-486 719.7699,-486 719.7699,-486 796.6881,-486 796.6881,-486 802.6881,-486 808.6881,-492 808.6881,-498 808.6881,-498 808.6881,-538 808.6881,-538 808.6881,-544 802.6881,-550 796.6881,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"758.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"758.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.149</text>\n",
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"<title>14&#45;&gt;15</title>\n",
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"<title>18</title>\n",
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"<text text-anchor=\"middle\" x=\"880.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 169</text>\n",
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"</g>\n",
"<!-- 14&#45;&gt;18 -->\n",
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"<!-- 16 -->\n",
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"<title>16</title>\n",
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"</g>\n",
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"<title>17</title>\n",
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"</g>\n",
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"</g>\n",
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"<g id=\"node20\" class=\"node\">\n",
"<title>19</title>\n",
"<path fill=\"#f9e0cf\" stroke=\"#000000\" d=\"M922.1743,-450C922.1743,-450 838.2837,-450 838.2837,-450 832.2837,-450 826.2837,-444 826.2837,-438 826.2837,-438 826.2837,-398 826.2837,-398 826.2837,-392 832.2837,-386 838.2837,-386 838.2837,-386 922.1743,-386 922.1743,-386 928.1743,-386 934.1743,-392 934.1743,-398 934.1743,-398 934.1743,-438 934.1743,-438 934.1743,-444 928.1743,-450 922.1743,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"880.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[6] &lt;= 1.5</text>\n",
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"<title>18&#45;&gt;19</title>\n",
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"<g id=\"node25\" class=\"node\">\n",
"<title>24</title>\n",
"<path fill=\"#f6d2b9\" stroke=\"#000000\" d=\"M1039.8878,-450C1039.8878,-450 964.5702,-450 964.5702,-450 958.5702,-450 952.5702,-444 952.5702,-438 952.5702,-438 952.5702,-398 952.5702,-398 952.5702,-392 958.5702,-386 964.5702,-386 964.5702,-386 1039.8878,-386 1039.8878,-386 1045.8878,-386 1051.8878,-392 1051.8878,-398 1051.8878,-398 1051.8878,-438 1051.8878,-438 1051.8878,-444 1045.8878,-450 1039.8878,-450\"/>\n",
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"<title>20</title>\n",
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"</g>\n",
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"<title>19&#45;&gt;20</title>\n",
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"<title>21</title>\n",
"<path fill=\"#f8dbc7\" stroke=\"#000000\" d=\"M919.6881,-350C919.6881,-350 842.7699,-350 842.7699,-350 836.7699,-350 830.7699,-344 830.7699,-338 830.7699,-338 830.7699,-298 830.7699,-298 830.7699,-292 836.7699,-286 842.7699,-286 842.7699,-286 919.6881,-286 919.6881,-286 925.6881,-286 931.6881,-292 931.6881,-298 931.6881,-298 931.6881,-338 931.6881,-338 931.6881,-344 925.6881,-350 919.6881,-350\"/>\n",
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"<text text-anchor=\"middle\" x=\"881.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.397</text>\n",
"<text text-anchor=\"middle\" x=\"881.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 76</text>\n",
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"<title>19&#45;&gt;21</title>\n",
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"<title>22</title>\n",
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"</g>\n",
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"<title>21&#45;&gt;22</title>\n",
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"<title>23</title>\n",
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"<text text-anchor=\"middle\" x=\"940.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.388</text>\n",
"<text text-anchor=\"middle\" x=\"940.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 43</text>\n",
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"<!-- 21&#45;&gt;23 -->\n",
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"<text text-anchor=\"middle\" x=\"1000.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.033</text>\n",
"</g>\n",
"<!-- 24&#45;&gt;25 -->\n",
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"<title>26</title>\n",
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"</g>\n",
"<!-- 24&#45;&gt;26 -->\n",
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"</g>\n",
"<!-- 28 -->\n",
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"<title>28</title>\n",
"<path fill=\"#f8dbc7\" stroke=\"#000000\" d=\"M1280.1743,-650C1280.1743,-650 1196.2837,-650 1196.2837,-650 1190.2837,-650 1184.2837,-644 1184.2837,-638 1184.2837,-638 1184.2837,-598 1184.2837,-598 1184.2837,-592 1190.2837,-586 1196.2837,-586 1196.2837,-586 1280.1743,-586 1280.1743,-586 1286.1743,-586 1292.1743,-592 1292.1743,-598 1292.1743,-598 1292.1743,-638 1292.1743,-638 1292.1743,-644 1286.1743,-650 1280.1743,-650\"/>\n",
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"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.753</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 143</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.587</text>\n",
"</g>\n",
"<!-- 27&#45;&gt;28 -->\n",
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"<title>27&#45;&gt;28</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1299.257,-685.8089C1291.2279,-676.8877 1282.4157,-667.0963 1274.0461,-657.7968\"/>\n",
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"<!-- 33 -->\n",
"<g id=\"node34\" class=\"node\">\n",
"<title>33</title>\n",
"<path fill=\"#f2bf9a\" stroke=\"#000000\" d=\"M1461.1743,-650C1461.1743,-650 1377.2837,-650 1377.2837,-650 1371.2837,-650 1365.2837,-644 1365.2837,-638 1365.2837,-638 1365.2837,-598 1365.2837,-598 1365.2837,-592 1371.2837,-586 1377.2837,-586 1377.2837,-586 1461.1743,-586 1461.1743,-586 1467.1743,-586 1473.1743,-592 1473.1743,-598 1473.1743,-598 1473.1743,-638 1473.1743,-638 1473.1743,-644 1467.1743,-650 1461.1743,-650\"/>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-634.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 7.5</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.665</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 382</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.866</text>\n",
"</g>\n",
"<!-- 27&#45;&gt;33 -->\n",
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"<title>27&#45;&gt;33</title>\n",
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"<title>29</title>\n",
"<path fill=\"#fae8db\" stroke=\"#000000\" d=\"M1154.6881,-543C1154.6881,-543 1077.7699,-543 1077.7699,-543 1071.7699,-543 1065.7699,-537 1065.7699,-531 1065.7699,-531 1065.7699,-505 1065.7699,-505 1065.7699,-499 1071.7699,-493 1077.7699,-493 1077.7699,-493 1154.6881,-493 1154.6881,-493 1160.6881,-493 1166.6881,-499 1166.6881,-505 1166.6881,-505 1166.6881,-531 1166.6881,-531 1166.6881,-537 1160.6881,-543 1154.6881,-543\"/>\n",
"<text text-anchor=\"middle\" x=\"1116.229\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.694</text>\n",
"<text text-anchor=\"middle\" x=\"1116.229\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 36</text>\n",
"<text text-anchor=\"middle\" x=\"1116.229\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.028</text>\n",
"</g>\n",
"<!-- 28&#45;&gt;29 -->\n",
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"<title>28&#45;&gt;29</title>\n",
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"<!-- 30 -->\n",
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"<title>30</title>\n",
"<path fill=\"#f7d7c1\" stroke=\"#000000\" d=\"M1280.1743,-550C1280.1743,-550 1196.2837,-550 1196.2837,-550 1190.2837,-550 1184.2837,-544 1184.2837,-538 1184.2837,-538 1184.2837,-498 1184.2837,-498 1184.2837,-492 1190.2837,-486 1196.2837,-486 1196.2837,-486 1280.1743,-486 1280.1743,-486 1286.1743,-486 1292.1743,-492 1292.1743,-498 1292.1743,-498 1292.1743,-538 1292.1743,-538 1292.1743,-544 1286.1743,-550 1280.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.968</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 107</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.776</text>\n",
"</g>\n",
"<!-- 28&#45;&gt;30 -->\n",
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"<title>28&#45;&gt;30</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1238.229,-585.8089C1238.229,-577.6906 1238.229,-568.8517 1238.229,-560.3186\"/>\n",
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"<!-- 31 -->\n",
"<g id=\"node32\" class=\"node\">\n",
"<title>31</title>\n",
"<path fill=\"#f8dfcd\" stroke=\"#000000\" d=\"M1158.6881,-443C1158.6881,-443 1081.7699,-443 1081.7699,-443 1075.7699,-443 1069.7699,-437 1069.7699,-431 1069.7699,-431 1069.7699,-405 1069.7699,-405 1069.7699,-399 1075.7699,-393 1081.7699,-393 1081.7699,-393 1158.6881,-393 1158.6881,-393 1164.6881,-393 1170.6881,-399 1170.6881,-405 1170.6881,-405 1170.6881,-431 1170.6881,-431 1170.6881,-437 1164.6881,-443 1158.6881,-443\"/>\n",
"<text text-anchor=\"middle\" x=\"1120.229\" y=\"-427.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.126</text>\n",
"<text text-anchor=\"middle\" x=\"1120.229\" y=\"-413.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 59</text>\n",
"<text text-anchor=\"middle\" x=\"1120.229\" y=\"-399.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.424</text>\n",
"</g>\n",
"<!-- 30&#45;&gt;31 -->\n",
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"<title>30&#45;&gt;31</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1200.2435,-485.8089C1186.6141,-474.2586 1171.2637,-461.2497 1157.6799,-449.7381\"/>\n",
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"<!-- 32 -->\n",
"<g id=\"node33\" class=\"node\">\n",
"<title>32</title>\n",
"<path fill=\"#f5ceb1\" stroke=\"#000000\" d=\"M1276.6881,-443C1276.6881,-443 1199.7699,-443 1199.7699,-443 1193.7699,-443 1187.7699,-437 1187.7699,-431 1187.7699,-431 1187.7699,-405 1187.7699,-405 1187.7699,-399 1193.7699,-393 1199.7699,-393 1199.7699,-393 1276.6881,-393 1276.6881,-393 1282.6881,-393 1288.6881,-399 1288.6881,-405 1288.6881,-405 1288.6881,-431 1288.6881,-431 1288.6881,-437 1282.6881,-443 1276.6881,-443\"/>\n",
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"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-413.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 48</text>\n",
"<text text-anchor=\"middle\" x=\"1238.229\" y=\"-399.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.208</text>\n",
"</g>\n",
"<!-- 30&#45;&gt;32 -->\n",
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"<title>30&#45;&gt;32</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1238.229,-485.8089C1238.229,-475.446 1238.229,-463.909 1238.229,-453.3327\"/>\n",
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"</g>\n",
"<!-- 34 -->\n",
"<g id=\"node35\" class=\"node\">\n",
"<title>34</title>\n",
"<path fill=\"#f5ccaf\" stroke=\"#000000\" d=\"M1461.1743,-550C1461.1743,-550 1377.2837,-550 1377.2837,-550 1371.2837,-550 1365.2837,-544 1365.2837,-538 1365.2837,-538 1365.2837,-498 1365.2837,-498 1365.2837,-492 1371.2837,-486 1377.2837,-486 1377.2837,-486 1461.1743,-486 1461.1743,-486 1467.1743,-486 1473.1743,-492 1473.1743,-498 1473.1743,-498 1473.1743,-538 1473.1743,-538 1473.1743,-544 1467.1743,-550 1461.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.582</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 154</text>\n",
"<text text-anchor=\"middle\" x=\"1419.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.26</text>\n",
"</g>\n",
"<!-- 33&#45;&gt;34 -->\n",
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"<title>33&#45;&gt;34</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1419.229,-585.8089C1419.229,-577.6906 1419.229,-568.8517 1419.229,-560.3186\"/>\n",
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"<title>41</title>\n",
"<path fill=\"#f0b68c\" stroke=\"#000000\" d=\"M1642.1743,-550C1642.1743,-550 1558.2837,-550 1558.2837,-550 1552.2837,-550 1546.2837,-544 1546.2837,-538 1546.2837,-538 1546.2837,-498 1546.2837,-498 1546.2837,-492 1552.2837,-486 1558.2837,-486 1558.2837,-486 1642.1743,-486 1642.1743,-486 1648.1743,-486 1654.1743,-492 1654.1743,-498 1654.1743,-498 1654.1743,-538 1654.1743,-538 1654.1743,-544 1648.1743,-550 1642.1743,-550\"/>\n",
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"<text text-anchor=\"middle\" x=\"1600.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.305</text>\n",
"<text text-anchor=\"middle\" x=\"1600.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 228</text>\n",
"<text text-anchor=\"middle\" x=\"1600.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.276</text>\n",
"</g>\n",
"<!-- 33&#45;&gt;41 -->\n",
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"<title>33&#45;&gt;41</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1473.0449,-588.2675C1493.2871,-577.0839 1516.4766,-564.272 1537.4634,-552.6771\"/>\n",
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"<!-- 35 -->\n",
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"<title>35</title>\n",
"<path fill=\"#f8dfcd\" stroke=\"#000000\" d=\"M1394.6881,-443C1394.6881,-443 1317.7699,-443 1317.7699,-443 1311.7699,-443 1305.7699,-437 1305.7699,-431 1305.7699,-431 1305.7699,-405 1305.7699,-405 1305.7699,-399 1311.7699,-393 1317.7699,-393 1317.7699,-393 1394.6881,-393 1394.6881,-393 1400.6881,-393 1406.6881,-399 1406.6881,-405 1406.6881,-405 1406.6881,-431 1406.6881,-431 1406.6881,-437 1400.6881,-443 1394.6881,-443\"/>\n",
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"</g>\n",
"<!-- 34&#45;&gt;35 -->\n",
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"<title>34&#45;&gt;35</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1398.9486,-485.8089C1392.0799,-474.9063 1384.3926,-462.7041 1377.4526,-451.6882\"/>\n",
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"<title>36</title>\n",
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"<title>37</title>\n",
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"</g>\n",
"<!-- 36&#45;&gt;37 -->\n",
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"<title>38</title>\n",
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"<text text-anchor=\"middle\" x=\"1478.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.791</text>\n",
"<text text-anchor=\"middle\" x=\"1478.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 83</text>\n",
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"</g>\n",
"<!-- 36&#45;&gt;38 -->\n",
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"<title>36&#45;&gt;38</title>\n",
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"<!-- 39 -->\n",
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"<title>39</title>\n",
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"<text text-anchor=\"middle\" x=\"1360.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.167</text>\n",
"<text text-anchor=\"middle\" x=\"1360.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 38</text>\n",
"<text text-anchor=\"middle\" x=\"1360.229\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.868</text>\n",
"</g>\n",
"<!-- 38&#45;&gt;39 -->\n",
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"<title>38&#45;&gt;39</title>\n",
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"<title>40</title>\n",
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"<text text-anchor=\"middle\" x=\"1478.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 5.296</text>\n",
"<text text-anchor=\"middle\" x=\"1478.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 45</text>\n",
"<text text-anchor=\"middle\" x=\"1478.229\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.644</text>\n",
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"<title>38&#45;&gt;40</title>\n",
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"<title>42</title>\n",
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"<text text-anchor=\"middle\" x=\"1600.229\" y=\"-399.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.41</text>\n",
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"<!-- 41&#45;&gt;42 -->\n",
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"<g id=\"node44\" class=\"node\">\n",
"<title>43</title>\n",
"<path fill=\"#efb285\" stroke=\"#000000\" d=\"M1764.1743,-450C1764.1743,-450 1680.2837,-450 1680.2837,-450 1674.2837,-450 1668.2837,-444 1668.2837,-438 1668.2837,-438 1668.2837,-398 1668.2837,-398 1668.2837,-392 1674.2837,-386 1680.2837,-386 1680.2837,-386 1764.1743,-386 1764.1743,-386 1770.1743,-386 1776.1743,-392 1776.1743,-398 1776.1743,-398 1776.1743,-438 1776.1743,-438 1776.1743,-444 1770.1743,-450 1764.1743,-450\"/>\n",
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"<text text-anchor=\"middle\" x=\"1722.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.153</text>\n",
"<text text-anchor=\"middle\" x=\"1722.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 189</text>\n",
"<text text-anchor=\"middle\" x=\"1722.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.455</text>\n",
"</g>\n",
"<!-- 41&#45;&gt;43 -->\n",
"<g id=\"edge43\" class=\"edge\">\n",
"<title>41&#45;&gt;43</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1639.5021,-485.8089C1650.8214,-476.5308 1663.2888,-466.3116 1675.0354,-456.6833\"/>\n",
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"</g>\n",
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"<g id=\"node45\" class=\"node\">\n",
"<title>44</title>\n",
"<path fill=\"#f1b991\" stroke=\"#000000\" d=\"M1752.6881,-350C1752.6881,-350 1675.7699,-350 1675.7699,-350 1669.7699,-350 1663.7699,-344 1663.7699,-338 1663.7699,-338 1663.7699,-298 1663.7699,-298 1663.7699,-292 1669.7699,-286 1675.7699,-286 1675.7699,-286 1752.6881,-286 1752.6881,-286 1758.6881,-286 1764.6881,-292 1764.6881,-298 1764.6881,-298 1764.6881,-338 1764.6881,-338 1764.6881,-344 1758.6881,-350 1752.6881,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.089</text>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 95</text>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-292.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.126</text>\n",
"</g>\n",
"<!-- 43&#45;&gt;44 -->\n",
"<g id=\"edge44\" class=\"edge\">\n",
"<title>43&#45;&gt;44</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1719.6537,-385.8089C1719.0043,-377.6906 1718.2971,-368.8517 1717.6145,-360.3186\"/>\n",
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"</g>\n",
"<!-- 47 -->\n",
"<g id=\"node48\" class=\"node\">\n",
"<title>47</title>\n",
"<path fill=\"#edaa7a\" stroke=\"#000000\" d=\"M1870.6881,-350C1870.6881,-350 1793.7699,-350 1793.7699,-350 1787.7699,-350 1781.7699,-344 1781.7699,-338 1781.7699,-338 1781.7699,-298 1781.7699,-298 1781.7699,-292 1787.7699,-286 1793.7699,-286 1793.7699,-286 1870.6881,-286 1870.6881,-286 1876.6881,-286 1882.6881,-292 1882.6881,-298 1882.6881,-298 1882.6881,-338 1882.6881,-338 1882.6881,-344 1876.6881,-350 1870.6881,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.997</text>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 94</text>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-292.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.787</text>\n",
"</g>\n",
"<!-- 43&#45;&gt;47 -->\n",
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"<title>43&#45;&gt;47</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1757.6392,-385.8089C1767.747,-376.62 1778.8701,-366.508 1789.3717,-356.9612\"/>\n",
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"<!-- 45 -->\n",
"<g id=\"node46\" class=\"node\">\n",
"<title>45</title>\n",
"<path fill=\"#f2c09c\" stroke=\"#000000\" d=\"M1634.6881,-243C1634.6881,-243 1557.7699,-243 1557.7699,-243 1551.7699,-243 1545.7699,-237 1545.7699,-231 1545.7699,-231 1545.7699,-205 1545.7699,-205 1545.7699,-199 1551.7699,-193 1557.7699,-193 1557.7699,-193 1634.6881,-193 1634.6881,-193 1640.6881,-193 1646.6881,-199 1646.6881,-205 1646.6881,-205 1646.6881,-231 1646.6881,-231 1646.6881,-237 1640.6881,-243 1634.6881,-243\"/>\n",
"<text text-anchor=\"middle\" x=\"1596.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.331</text>\n",
"<text text-anchor=\"middle\" x=\"1596.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 57</text>\n",
"<text text-anchor=\"middle\" x=\"1596.229\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.807</text>\n",
"</g>\n",
"<!-- 44&#45;&gt;45 -->\n",
"<g id=\"edge45\" class=\"edge\">\n",
"<title>44&#45;&gt;45</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1676.2435,-285.8089C1662.6141,-274.2586 1647.2637,-261.2497 1633.6799,-249.7381\"/>\n",
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"<!-- 46 -->\n",
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"<title>46</title>\n",
"<path fill=\"#eeae80\" stroke=\"#000000\" d=\"M1752.6881,-243C1752.6881,-243 1675.7699,-243 1675.7699,-243 1669.7699,-243 1663.7699,-237 1663.7699,-231 1663.7699,-231 1663.7699,-205 1663.7699,-205 1663.7699,-199 1669.7699,-193 1675.7699,-193 1675.7699,-193 1752.6881,-193 1752.6881,-193 1758.6881,-193 1764.6881,-199 1764.6881,-205 1764.6881,-205 1764.6881,-231 1764.6881,-231 1764.6881,-237 1758.6881,-243 1752.6881,-243\"/>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.344</text>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 38</text>\n",
"<text text-anchor=\"middle\" x=\"1714.229\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.605</text>\n",
"</g>\n",
"<!-- 44&#45;&gt;46 -->\n",
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"<title>44&#45;&gt;46</title>\n",
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"<!-- 48 -->\n",
"<g id=\"node49\" class=\"node\">\n",
"<title>48</title>\n",
"<path fill=\"#eeac7d\" stroke=\"#000000\" d=\"M1870.6881,-243C1870.6881,-243 1793.7699,-243 1793.7699,-243 1787.7699,-243 1781.7699,-237 1781.7699,-231 1781.7699,-231 1781.7699,-205 1781.7699,-205 1781.7699,-199 1787.7699,-193 1793.7699,-193 1793.7699,-193 1870.6881,-193 1870.6881,-193 1876.6881,-193 1882.6881,-199 1882.6881,-205 1882.6881,-205 1882.6881,-231 1882.6881,-231 1882.6881,-237 1876.6881,-243 1870.6881,-243\"/>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-227.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.396</text>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-213.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 64</text>\n",
"<text text-anchor=\"middle\" x=\"1832.229\" y=\"-199.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.703</text>\n",
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"<title>49</title>\n",
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"<title>47&#45;&gt;49</title>\n",
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"<title>51</title>\n",
"<path fill=\"#eca36e\" stroke=\"#000000\" d=\"M2021.1743,-750C2021.1743,-750 1937.2837,-750 1937.2837,-750 1931.2837,-750 1925.2837,-744 1925.2837,-738 1925.2837,-738 1925.2837,-698 1925.2837,-698 1925.2837,-692 1931.2837,-686 1937.2837,-686 1937.2837,-686 2021.1743,-686 2021.1743,-686 2027.1743,-686 2033.1743,-692 2033.1743,-698 2033.1743,-698 2033.1743,-738 2033.1743,-738 2033.1743,-744 2027.1743,-750 2021.1743,-750\"/>\n",
"<text text-anchor=\"middle\" x=\"1979.229\" y=\"-734.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[1] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1979.229\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.312</text>\n",
"<text text-anchor=\"middle\" x=\"1979.229\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 700</text>\n",
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"</g>\n",
"<!-- 50&#45;&gt;51 -->\n",
"<g id=\"edge51\" class=\"edge\">\n",
"<title>50&#45;&gt;51</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1979.229,-785.8089C1979.229,-777.6906 1979.229,-768.8517 1979.229,-760.3186\"/>\n",
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"</g>\n",
"<!-- 80 -->\n",
"<g id=\"node81\" class=\"node\">\n",
"<title>80</title>\n",
"<path fill=\"#e78a48\" stroke=\"#000000\" d=\"M2862.4274,-750C2862.4274,-750 2772.0306,-750 2772.0306,-750 2766.0306,-750 2760.0306,-744 2760.0306,-738 2760.0306,-738 2760.0306,-698 2760.0306,-698 2760.0306,-692 2766.0306,-686 2772.0306,-686 2772.0306,-686 2862.4274,-686 2862.4274,-686 2868.4274,-686 2874.4274,-692 2874.4274,-698 2874.4274,-698 2874.4274,-738 2874.4274,-738 2874.4274,-744 2868.4274,-750 2862.4274,-750\"/>\n",
"<text text-anchor=\"middle\" x=\"2817.229\" y=\"-734.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 19.5</text>\n",
"<text text-anchor=\"middle\" x=\"2817.229\" y=\"-720.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.072</text>\n",
"<text text-anchor=\"middle\" x=\"2817.229\" y=\"-706.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 1190</text>\n",
"<text text-anchor=\"middle\" x=\"2817.229\" y=\"-692.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.213</text>\n",
"</g>\n",
"<!-- 50&#45;&gt;80 -->\n",
"<g id=\"edge80\" class=\"edge\">\n",
"<title>50&#45;&gt;80</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2037.1588,-811.0871C2187.5131,-793.1451 2589.6289,-745.1599 2749.9182,-726.0323\"/>\n",
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"<title>52</title>\n",
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"<text text-anchor=\"middle\" x=\"1918.229\" y=\"-634.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"1918.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.635</text>\n",
"<text text-anchor=\"middle\" x=\"1918.229\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 77</text>\n",
"<text text-anchor=\"middle\" x=\"1918.229\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.961</text>\n",
"</g>\n",
"<!-- 51&#45;&gt;52 -->\n",
"<g id=\"edge52\" class=\"edge\">\n",
"<title>51&#45;&gt;52</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1959.5924,-685.8089C1954.3682,-677.2445 1948.6547,-667.8782 1943.1872,-658.915\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1946.0244,-656.8451 1937.8288,-650.1308 1940.0484,-660.4905 1946.0244,-656.8451\"/>\n",
"</g>\n",
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"<g id=\"node56\" class=\"node\">\n",
"<title>55</title>\n",
"<path fill=\"#eba069\" stroke=\"#000000\" d=\"M2082.1743,-650C2082.1743,-650 1998.2837,-650 1998.2837,-650 1992.2837,-650 1986.2837,-644 1986.2837,-638 1986.2837,-638 1986.2837,-598 1986.2837,-598 1986.2837,-592 1992.2837,-586 1998.2837,-586 1998.2837,-586 2082.1743,-586 2082.1743,-586 2088.1743,-586 2094.1743,-592 2094.1743,-598 2094.1743,-598 2094.1743,-638 2094.1743,-638 2094.1743,-644 2088.1743,-650 2082.1743,-650\"/>\n",
"<text text-anchor=\"middle\" x=\"2040.229\" y=\"-634.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2040.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.089</text>\n",
"<text text-anchor=\"middle\" x=\"2040.229\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 623</text>\n",
"<text text-anchor=\"middle\" x=\"2040.229\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.252</text>\n",
"</g>\n",
"<!-- 51&#45;&gt;55 -->\n",
"<g id=\"edge55\" class=\"edge\">\n",
"<title>51&#45;&gt;55</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1998.8656,-685.8089C2004.0898,-677.2445 2009.8033,-667.8782 2015.2709,-658.915\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2018.4096,-660.4905 2020.6292,-650.1308 2012.4336,-656.8451 2018.4096,-660.4905\"/>\n",
"</g>\n",
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"<g id=\"node54\" class=\"node\">\n",
"<title>53</title>\n",
"<path fill=\"#f2c29f\" stroke=\"#000000\" d=\"M1839.6881,-543C1839.6881,-543 1762.7699,-543 1762.7699,-543 1756.7699,-543 1750.7699,-537 1750.7699,-531 1750.7699,-531 1750.7699,-505 1750.7699,-505 1750.7699,-499 1756.7699,-493 1762.7699,-493 1762.7699,-493 1839.6881,-493 1839.6881,-493 1845.6881,-493 1851.6881,-499 1851.6881,-505 1851.6881,-505 1851.6881,-531 1851.6881,-531 1851.6881,-537 1845.6881,-543 1839.6881,-543\"/>\n",
"<text text-anchor=\"middle\" x=\"1801.229\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.996</text>\n",
"<text text-anchor=\"middle\" x=\"1801.229\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"1801.229\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 2.733</text>\n",
"</g>\n",
"<!-- 52&#45;&gt;53 -->\n",
"<g id=\"edge53\" class=\"edge\">\n",
"<title>52&#45;&gt;53</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1880.5654,-585.8089C1867.0515,-574.2586 1851.8312,-561.2497 1838.3626,-549.7381\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1840.5368,-546.9922 1830.661,-543.1555 1835.9887,-552.3134 1840.5368,-546.9922\"/>\n",
"</g>\n",
"<!-- 54 -->\n",
"<g id=\"node55\" class=\"node\">\n",
"<title>54</title>\n",
"<path fill=\"#f1b992\" stroke=\"#000000\" d=\"M1957.6881,-543C1957.6881,-543 1880.7699,-543 1880.7699,-543 1874.7699,-543 1868.7699,-537 1868.7699,-531 1868.7699,-531 1868.7699,-505 1868.7699,-505 1868.7699,-499 1874.7699,-493 1880.7699,-493 1880.7699,-493 1957.6881,-493 1957.6881,-493 1963.6881,-493 1969.6881,-499 1969.6881,-505 1969.6881,-505 1969.6881,-531 1969.6881,-531 1969.6881,-537 1963.6881,-543 1957.6881,-543\"/>\n",
"<text text-anchor=\"middle\" x=\"1919.229\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.989</text>\n",
"<text text-anchor=\"middle\" x=\"1919.229\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 47</text>\n",
"<text text-anchor=\"middle\" x=\"1919.229\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.106</text>\n",
"</g>\n",
"<!-- 52&#45;&gt;54 -->\n",
"<g id=\"edge54\" class=\"edge\">\n",
"<title>52&#45;&gt;54</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M1918.5509,-585.8089C1918.6545,-575.446 1918.7699,-563.909 1918.8757,-553.3327\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1922.3772,-553.1901 1918.9774,-543.1555 1915.3775,-553.12 1922.3772,-553.1901\"/>\n",
"</g>\n",
"<!-- 56 -->\n",
"<g id=\"node57\" class=\"node\">\n",
"<title>56</title>\n",
"<path fill=\"#f1ba93\" stroke=\"#000000\" d=\"M2077.6881,-543C2077.6881,-543 2000.7699,-543 2000.7699,-543 1994.7699,-543 1988.7699,-537 1988.7699,-531 1988.7699,-531 1988.7699,-505 1988.7699,-505 1988.7699,-499 1994.7699,-493 2000.7699,-493 2000.7699,-493 2077.6881,-493 2077.6881,-493 2083.6881,-493 2089.6881,-499 2089.6881,-505 2089.6881,-505 2089.6881,-531 2089.6881,-531 2089.6881,-537 2083.6881,-543 2077.6881,-543\"/>\n",
"<text text-anchor=\"middle\" x=\"2039.229\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 5.287</text>\n",
"<text text-anchor=\"middle\" x=\"2039.229\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 41</text>\n",
"<text text-anchor=\"middle\" x=\"2039.229\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.073</text>\n",
"</g>\n",
"<!-- 55&#45;&gt;56 -->\n",
"<g id=\"edge56\" class=\"edge\">\n",
"<title>55&#45;&gt;56</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2039.9071,-585.8089C2039.8035,-575.446 2039.6881,-563.909 2039.5823,-553.3327\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2043.0805,-553.12 2039.4806,-543.1555 2036.0808,-553.1901 2043.0805,-553.12\"/>\n",
"</g>\n",
"<!-- 57 -->\n",
"<g id=\"node58\" class=\"node\">\n",
"<title>57</title>\n",
"<path fill=\"#eb9e66\" stroke=\"#000000\" d=\"M2203.1743,-550C2203.1743,-550 2119.2837,-550 2119.2837,-550 2113.2837,-550 2107.2837,-544 2107.2837,-538 2107.2837,-538 2107.2837,-498 2107.2837,-498 2107.2837,-492 2113.2837,-486 2119.2837,-486 2119.2837,-486 2203.1743,-486 2203.1743,-486 2209.1743,-486 2215.1743,-492 2215.1743,-498 2215.1743,-498 2215.1743,-538 2215.1743,-538 2215.1743,-544 2209.1743,-550 2203.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"2161.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[5] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2161.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.9</text>\n",
"<text text-anchor=\"middle\" x=\"2161.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 582</text>\n",
"<text text-anchor=\"middle\" x=\"2161.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.335</text>\n",
"</g>\n",
"<!-- 55&#45;&gt;57 -->\n",
"<g id=\"edge57\" class=\"edge\">\n",
"<title>55&#45;&gt;57</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2079.1802,-585.8089C2090.4067,-576.5308 2102.772,-566.3116 2114.4222,-556.6833\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2116.8722,-559.1992 2122.3508,-550.1308 2112.4128,-553.8034 2116.8722,-559.1992\"/>\n",
"</g>\n",
"<!-- 58 -->\n",
"<g id=\"node59\" class=\"node\">\n",
"<title>58</title>\n",
"<path fill=\"#eeaa7a\" stroke=\"#000000\" d=\"M2140.1743,-450C2140.1743,-450 2056.2837,-450 2056.2837,-450 2050.2837,-450 2044.2837,-444 2044.2837,-438 2044.2837,-438 2044.2837,-398 2044.2837,-398 2044.2837,-392 2050.2837,-386 2056.2837,-386 2056.2837,-386 2140.1743,-386 2140.1743,-386 2146.1743,-386 2152.1743,-392 2152.1743,-398 2152.1743,-398 2152.1743,-438 2152.1743,-438 2152.1743,-444 2146.1743,-450 2140.1743,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"2098.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2098.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.768</text>\n",
"<text text-anchor=\"middle\" x=\"2098.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 104</text>\n",
"<text text-anchor=\"middle\" x=\"2098.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.779</text>\n",
"</g>\n",
"<!-- 57&#45;&gt;58 -->\n",
"<g id=\"edge58\" class=\"edge\">\n",
"<title>57&#45;&gt;58</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2140.9486,-485.8089C2135.4968,-477.1553 2129.5293,-467.683 2123.8291,-458.635\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2126.7631,-456.726 2118.4714,-450.1308 2120.8405,-460.4573 2126.7631,-456.726\"/>\n",
"</g>\n",
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"<g id=\"node62\" class=\"node\">\n",
"<title>61</title>\n",
"<path fill=\"#ea9b62\" stroke=\"#000000\" d=\"M2265.1743,-450C2265.1743,-450 2181.2837,-450 2181.2837,-450 2175.2837,-450 2169.2837,-444 2169.2837,-438 2169.2837,-438 2169.2837,-398 2169.2837,-398 2169.2837,-392 2175.2837,-386 2181.2837,-386 2181.2837,-386 2265.1743,-386 2265.1743,-386 2271.1743,-386 2277.1743,-392 2277.1743,-398 2277.1743,-398 2277.1743,-438 2277.1743,-438 2277.1743,-444 2271.1743,-450 2265.1743,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"2223.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2223.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.629</text>\n",
"<text text-anchor=\"middle\" x=\"2223.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 478</text>\n",
"<text text-anchor=\"middle\" x=\"2223.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.456</text>\n",
"</g>\n",
"<!-- 57&#45;&gt;61 -->\n",
"<g id=\"edge61\" class=\"edge\">\n",
"<title>57&#45;&gt;61</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2181.1875,-485.8089C2186.5527,-477.1553 2192.4255,-467.683 2198.0353,-458.635\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2201.0132,-460.4741 2203.3079,-450.1308 2195.0638,-456.7855 2201.0132,-460.4741\"/>\n",
"</g>\n",
"<!-- 59 -->\n",
"<g id=\"node60\" class=\"node\">\n",
"<title>59</title>\n",
"<path fill=\"#efb083\" stroke=\"#000000\" d=\"M2019.6881,-343C2019.6881,-343 1942.7699,-343 1942.7699,-343 1936.7699,-343 1930.7699,-337 1930.7699,-331 1930.7699,-331 1930.7699,-305 1930.7699,-305 1930.7699,-299 1936.7699,-293 1942.7699,-293 1942.7699,-293 2019.6881,-293 2019.6881,-293 2025.6881,-293 2031.6881,-299 2031.6881,-305 2031.6881,-305 2031.6881,-331 2031.6881,-331 2031.6881,-337 2025.6881,-343 2019.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"1981.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.565</text>\n",
"<text text-anchor=\"middle\" x=\"1981.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 57</text>\n",
"<text text-anchor=\"middle\" x=\"1981.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.526</text>\n",
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"<!-- 58&#45;&gt;59 -->\n",
"<g id=\"edge59\" class=\"edge\">\n",
"<title>58&#45;&gt;59</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2060.5654,-385.8089C2047.0515,-374.2586 2031.8312,-361.2497 2018.3626,-349.7381\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2020.5368,-346.9922 2010.661,-343.1555 2015.9887,-352.3134 2020.5368,-346.9922\"/>\n",
"</g>\n",
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"<g id=\"node61\" class=\"node\">\n",
"<title>60</title>\n",
"<path fill=\"#eca46f\" stroke=\"#000000\" d=\"M2137.6881,-343C2137.6881,-343 2060.7699,-343 2060.7699,-343 2054.7699,-343 2048.7699,-337 2048.7699,-331 2048.7699,-331 2048.7699,-305 2048.7699,-305 2048.7699,-299 2054.7699,-293 2060.7699,-293 2060.7699,-293 2137.6881,-293 2137.6881,-293 2143.6881,-293 2149.6881,-299 2149.6881,-305 2149.6881,-305 2149.6881,-331 2149.6881,-331 2149.6881,-337 2143.6881,-343 2137.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"2099.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.844</text>\n",
"<text text-anchor=\"middle\" x=\"2099.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 47</text>\n",
"<text text-anchor=\"middle\" x=\"2099.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.085</text>\n",
"</g>\n",
"<!-- 58&#45;&gt;60 -->\n",
"<g id=\"edge60\" class=\"edge\">\n",
"<title>58&#45;&gt;60</title>\n",
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"<!-- 62 -->\n",
"<g id=\"node63\" class=\"node\">\n",
"<title>62</title>\n",
"<path fill=\"#eba06a\" stroke=\"#000000\" d=\"M2264.1743,-350C2264.1743,-350 2180.2837,-350 2180.2837,-350 2174.2837,-350 2168.2837,-344 2168.2837,-338 2168.2837,-338 2168.2837,-298 2168.2837,-298 2168.2837,-292 2174.2837,-286 2180.2837,-286 2180.2837,-286 2264.1743,-286 2264.1743,-286 2270.1743,-286 2276.1743,-292 2276.1743,-298 2276.1743,-298 2276.1743,-338 2276.1743,-338 2276.1743,-344 2270.1743,-350 2264.1743,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 13.5</text>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.221</text>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 255</text>\n",
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"<!-- 61&#45;&gt;62 -->\n",
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"<title>73</title>\n",
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"<text text-anchor=\"middle\" x=\"2373.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 223</text>\n",
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"<!-- 61&#45;&gt;73 -->\n",
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"<title>61&#45;&gt;73</title>\n",
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"<title>63</title>\n",
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"<text text-anchor=\"middle\" x=\"2071.229\" y=\"-220.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.612</text>\n",
"<text text-anchor=\"middle\" x=\"2071.229\" y=\"-206.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 116</text>\n",
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"</g>\n",
"<!-- 62&#45;&gt;63 -->\n",
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"<!-- 68 -->\n",
"<g id=\"node69\" class=\"node\">\n",
"<title>68</title>\n",
"<path fill=\"#eb9c64\" stroke=\"#000000\" d=\"M2264.1743,-250C2264.1743,-250 2180.2837,-250 2180.2837,-250 2174.2837,-250 2168.2837,-244 2168.2837,-238 2168.2837,-238 2168.2837,-198 2168.2837,-198 2168.2837,-192 2174.2837,-186 2180.2837,-186 2180.2837,-186 2264.1743,-186 2264.1743,-186 2270.1743,-186 2276.1743,-192 2276.1743,-198 2276.1743,-198 2276.1743,-238 2276.1743,-238 2276.1743,-244 2270.1743,-250 2264.1743,-250\"/>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-234.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-220.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.812</text>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-206.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 139</text>\n",
"<text text-anchor=\"middle\" x=\"2222.229\" y=\"-192.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.417</text>\n",
"</g>\n",
"<!-- 62&#45;&gt;68 -->\n",
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"<title>62&#45;&gt;68</title>\n",
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"</g>\n",
"<!-- 64 -->\n",
"<g id=\"node65\" class=\"node\">\n",
"<title>64</title>\n",
"<path fill=\"#eead7e\" stroke=\"#000000\" d=\"M1965.6881,-143C1965.6881,-143 1888.7699,-143 1888.7699,-143 1882.7699,-143 1876.7699,-137 1876.7699,-131 1876.7699,-131 1876.7699,-105 1876.7699,-105 1876.7699,-99 1882.7699,-93 1888.7699,-93 1888.7699,-93 1965.6881,-93 1965.6881,-93 1971.6881,-93 1977.6881,-99 1977.6881,-105 1977.6881,-105 1977.6881,-131 1977.6881,-131 1977.6881,-137 1971.6881,-143 1965.6881,-143\"/>\n",
"<text text-anchor=\"middle\" x=\"1927.229\" y=\"-127.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 5.298</text>\n",
"<text text-anchor=\"middle\" x=\"1927.229\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 41</text>\n",
"<text text-anchor=\"middle\" x=\"1927.229\" y=\"-99.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.659</text>\n",
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"<!-- 63&#45;&gt;64 -->\n",
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"<title>63&#45;&gt;64</title>\n",
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"</g>\n",
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"<g id=\"node66\" class=\"node\">\n",
"<title>65</title>\n",
"<path fill=\"#eca26c\" stroke=\"#000000\" d=\"M2083.6881,-150C2083.6881,-150 2006.7699,-150 2006.7699,-150 2000.7699,-150 1994.7699,-144 1994.7699,-138 1994.7699,-138 1994.7699,-98 1994.7699,-98 1994.7699,-92 2000.7699,-86 2006.7699,-86 2006.7699,-86 2083.6881,-86 2083.6881,-86 2089.6881,-86 2095.6881,-92 2095.6881,-98 2095.6881,-98 2095.6881,-138 2095.6881,-138 2095.6881,-144 2089.6881,-150 2083.6881,-150\"/>\n",
"<text text-anchor=\"middle\" x=\"2045.229\" y=\"-134.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2045.229\" y=\"-120.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.143</text>\n",
"<text text-anchor=\"middle\" x=\"2045.229\" y=\"-106.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 75</text>\n",
"<text text-anchor=\"middle\" x=\"2045.229\" y=\"-92.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.173</text>\n",
"</g>\n",
"<!-- 63&#45;&gt;65 -->\n",
"<g id=\"edge65\" class=\"edge\">\n",
"<title>63&#45;&gt;65</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2062.8593,-185.8089C2060.7254,-177.6014 2058.3999,-168.6574 2056.1587,-160.0374\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2059.4868,-158.9282 2053.583,-150.1308 2052.712,-160.6897 2059.4868,-158.9282\"/>\n",
"</g>\n",
"<!-- 66 -->\n",
"<g id=\"node67\" class=\"node\">\n",
"<title>66</title>\n",
"<path fill=\"#eda674\" stroke=\"#000000\" d=\"M1995.6881,-50C1995.6881,-50 1918.7699,-50 1918.7699,-50 1912.7699,-50 1906.7699,-44 1906.7699,-38 1906.7699,-38 1906.7699,-12 1906.7699,-12 1906.7699,-6 1912.7699,0 1918.7699,0 1918.7699,0 1995.6881,0 1995.6881,0 2001.6881,0 2007.6881,-6 2007.6881,-12 2007.6881,-12 2007.6881,-38 2007.6881,-38 2007.6881,-44 2001.6881,-50 1995.6881,-50\"/>\n",
"<text text-anchor=\"middle\" x=\"1957.229\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.709</text>\n",
"<text text-anchor=\"middle\" x=\"1957.229\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 45</text>\n",
"<text text-anchor=\"middle\" x=\"1957.229\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 3.956</text>\n",
"</g>\n",
"<!-- 65&#45;&gt;66 -->\n",
"<g id=\"edge66\" class=\"edge\">\n",
"<title>65&#45;&gt;66</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2014.9444,-85.9947C2006.2439,-76.7998 1996.7484,-66.7648 1988.0178,-57.5381\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1990.3136,-54.8721 1980.8982,-50.014 1985.2291,-59.6833 1990.3136,-54.8721\"/>\n",
"</g>\n",
"<!-- 67 -->\n",
"<g id=\"node68\" class=\"node\">\n",
"<title>67</title>\n",
"<path fill=\"#ea9a61\" stroke=\"#000000\" d=\"M2112.8878,-50C2112.8878,-50 2037.5702,-50 2037.5702,-50 2031.5702,-50 2025.5702,-44 2025.5702,-38 2025.5702,-38 2025.5702,-12 2025.5702,-12 2025.5702,-6 2031.5702,0 2037.5702,0 2037.5702,0 2112.8878,0 2112.8878,0 2118.8878,0 2124.8878,-6 2124.8878,-12 2124.8878,-12 2124.8878,-38 2124.8878,-38 2124.8878,-44 2118.8878,-50 2112.8878,-50\"/>\n",
"<text text-anchor=\"middle\" x=\"2075.229\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.117</text>\n",
"<text text-anchor=\"middle\" x=\"2075.229\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"2075.229\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.5</text>\n",
"</g>\n",
"<!-- 65&#45;&gt;67 -->\n",
"<g id=\"edge67\" class=\"edge\">\n",
"<title>65&#45;&gt;67</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2055.5533,-85.9947C2058.2821,-77.5354 2061.2403,-68.365 2064.0138,-59.7672\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2067.4208,-60.6057 2067.16,-50.014 2060.7589,-58.4566 2067.4208,-60.6057\"/>\n",
"</g>\n",
"<!-- 69 -->\n",
"<g id=\"node70\" class=\"node\">\n",
"<title>69</title>\n",
"<path fill=\"#eca16c\" stroke=\"#000000\" d=\"M2201.6881,-143C2201.6881,-143 2124.7699,-143 2124.7699,-143 2118.7699,-143 2112.7699,-137 2112.7699,-131 2112.7699,-131 2112.7699,-105 2112.7699,-105 2112.7699,-99 2118.7699,-93 2124.7699,-93 2124.7699,-93 2201.6881,-93 2201.6881,-93 2207.6881,-93 2213.6881,-99 2213.6881,-105 2213.6881,-105 2213.6881,-131 2213.6881,-131 2213.6881,-137 2207.6881,-143 2201.6881,-143\"/>\n",
"<text text-anchor=\"middle\" x=\"2163.229\" y=\"-127.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.568</text>\n",
"<text text-anchor=\"middle\" x=\"2163.229\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 53</text>\n",
"<text text-anchor=\"middle\" x=\"2163.229\" y=\"-99.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.189</text>\n",
"</g>\n",
"<!-- 68&#45;&gt;69 -->\n",
"<g id=\"edge69\" class=\"edge\">\n",
"<title>68&#45;&gt;69</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2203.2363,-185.8089C2196.8674,-175.0142 2189.7469,-162.9456 2183.2983,-152.0158\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2186.1668,-149.9897 2178.0708,-143.1555 2180.1379,-153.5468 2186.1668,-149.9897\"/>\n",
"</g>\n",
"<!-- 70 -->\n",
"<g id=\"node71\" class=\"node\">\n",
"<title>70</title>\n",
"<path fill=\"#ea995f\" stroke=\"#000000\" d=\"M2319.6881,-150C2319.6881,-150 2242.7699,-150 2242.7699,-150 2236.7699,-150 2230.7699,-144 2230.7699,-138 2230.7699,-138 2230.7699,-98 2230.7699,-98 2230.7699,-92 2236.7699,-86 2242.7699,-86 2242.7699,-86 2319.6881,-86 2319.6881,-86 2325.6881,-86 2331.6881,-92 2331.6881,-98 2331.6881,-98 2331.6881,-138 2331.6881,-138 2331.6881,-144 2325.6881,-150 2319.6881,-150\"/>\n",
"<text text-anchor=\"middle\" x=\"2281.229\" y=\"-134.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2281.229\" y=\"-120.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.293</text>\n",
"<text text-anchor=\"middle\" x=\"2281.229\" y=\"-106.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 86</text>\n",
"<text text-anchor=\"middle\" x=\"2281.229\" y=\"-92.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.558</text>\n",
"</g>\n",
"<!-- 68&#45;&gt;70 -->\n",
"<g id=\"edge70\" class=\"edge\">\n",
"<title>68&#45;&gt;70</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2241.2217,-185.8089C2246.2747,-177.2445 2251.8008,-167.8782 2257.0892,-158.915\"/>\n",
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"</g>\n",
"<!-- 71 -->\n",
"<g id=\"node72\" class=\"node\">\n",
"<title>71</title>\n",
"<path fill=\"#ea9a61\" stroke=\"#000000\" d=\"M2289.8878,-50C2289.8878,-50 2214.5702,-50 2214.5702,-50 2208.5702,-50 2202.5702,-44 2202.5702,-38 2202.5702,-38 2202.5702,-12 2202.5702,-12 2202.5702,-6 2208.5702,0 2214.5702,0 2214.5702,0 2289.8878,0 2289.8878,0 2295.8878,0 2301.8878,-6 2301.8878,-12 2301.8878,-12 2301.8878,-38 2301.8878,-38 2301.8878,-44 2295.8878,-50 2289.8878,-50\"/>\n",
"<text text-anchor=\"middle\" x=\"2252.229\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.9</text>\n",
"<text text-anchor=\"middle\" x=\"2252.229\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 40</text>\n",
"<text text-anchor=\"middle\" x=\"2252.229\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.5</text>\n",
"</g>\n",
"<!-- 70&#45;&gt;71 -->\n",
"<g id=\"edge71\" class=\"edge\">\n",
"<title>70&#45;&gt;71</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2271.2488,-85.9947C2268.611,-77.5354 2265.7514,-68.365 2263.0704,-59.7672\"/>\n",
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"</g>\n",
"<!-- 72 -->\n",
"<g id=\"node73\" class=\"node\">\n",
"<title>72</title>\n",
"<path fill=\"#ea985d\" stroke=\"#000000\" d=\"M2408.6881,-50C2408.6881,-50 2331.7699,-50 2331.7699,-50 2325.7699,-50 2319.7699,-44 2319.7699,-38 2319.7699,-38 2319.7699,-12 2319.7699,-12 2319.7699,-6 2325.7699,0 2331.7699,0 2331.7699,0 2408.6881,0 2408.6881,0 2414.6881,0 2420.6881,-6 2420.6881,-12 2420.6881,-12 2420.6881,-38 2420.6881,-38 2420.6881,-44 2414.6881,-50 2408.6881,-50\"/>\n",
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"<text text-anchor=\"middle\" x=\"2370.229\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 46</text>\n",
"<text text-anchor=\"middle\" x=\"2370.229\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.609</text>\n",
"</g>\n",
"<!-- 70&#45;&gt;72 -->\n",
"<g id=\"edge72\" class=\"edge\">\n",
"<title>70&#45;&gt;72</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2311.8578,-85.9947C2320.7451,-76.7079 2330.4527,-66.564 2339.355,-57.2616\"/>\n",
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"<g id=\"node75\" class=\"node\">\n",
"<title>74</title>\n",
"<path fill=\"#eb9c63\" stroke=\"#000000\" d=\"M2441.1743,-250C2441.1743,-250 2357.2837,-250 2357.2837,-250 2351.2837,-250 2345.2837,-244 2345.2837,-238 2345.2837,-238 2345.2837,-198 2345.2837,-198 2345.2837,-192 2351.2837,-186 2357.2837,-186 2357.2837,-186 2441.1743,-186 2441.1743,-186 2447.1743,-186 2453.1743,-192 2453.1743,-198 2453.1743,-198 2453.1743,-238 2453.1743,-238 2453.1743,-244 2447.1743,-250 2441.1743,-250\"/>\n",
"<text text-anchor=\"middle\" x=\"2399.229\" y=\"-234.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 13.5</text>\n",
"<text text-anchor=\"middle\" x=\"2399.229\" y=\"-220.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.35</text>\n",
"<text text-anchor=\"middle\" x=\"2399.229\" y=\"-206.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 105</text>\n",
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"</g>\n",
"<!-- 73&#45;&gt;74 -->\n",
"<g id=\"edge74\" class=\"edge\">\n",
"<title>73&#45;&gt;74</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2381.5987,-285.8089C2383.7326,-277.6014 2386.0581,-268.6574 2388.2993,-260.0374\"/>\n",
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"<!-- 77 -->\n",
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"<!-- 73&#45;&gt;77 -->\n",
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"<title>76</title>\n",
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"<text text-anchor=\"middle\" x=\"2517.229\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 52</text>\n",
"<text text-anchor=\"middle\" x=\"2517.229\" y=\"-99.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.731</text>\n",
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"<!-- 74&#45;&gt;76 -->\n",
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"<title>74&#45;&gt;76</title>\n",
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"<g id=\"node79\" class=\"node\">\n",
"<title>78</title>\n",
"<path fill=\"#e99356\" stroke=\"#000000\" d=\"M2673.6881,-143C2673.6881,-143 2596.7699,-143 2596.7699,-143 2590.7699,-143 2584.7699,-137 2584.7699,-131 2584.7699,-131 2584.7699,-105 2584.7699,-105 2584.7699,-99 2590.7699,-93 2596.7699,-93 2596.7699,-93 2673.6881,-93 2673.6881,-93 2679.6881,-93 2685.6881,-99 2685.6881,-105 2685.6881,-105 2685.6881,-131 2685.6881,-131 2685.6881,-137 2679.6881,-143 2673.6881,-143\"/>\n",
"<text text-anchor=\"middle\" x=\"2635.229\" y=\"-127.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.401</text>\n",
"<text text-anchor=\"middle\" x=\"2635.229\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 41</text>\n",
"<text text-anchor=\"middle\" x=\"2635.229\" y=\"-99.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.805</text>\n",
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"<!-- 77&#45;&gt;78 -->\n",
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"<title>77&#45;&gt;78</title>\n",
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"<text text-anchor=\"middle\" x=\"2753.229\" y=\"-113.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 77</text>\n",
"<text text-anchor=\"middle\" x=\"2753.229\" y=\"-99.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.078</text>\n",
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"<!-- 77&#45;&gt;79 -->\n",
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"<title>77&#45;&gt;79</title>\n",
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"<title>81</title>\n",
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"<text text-anchor=\"middle\" x=\"2817.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.815</text>\n",
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"</g>\n",
"<!-- 80&#45;&gt;81 -->\n",
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"<title>80&#45;&gt;81</title>\n",
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"<g id=\"node95\" class=\"node\">\n",
"<title>94</title>\n",
"<path fill=\"#e68742\" stroke=\"#000000\" d=\"M3045.1743,-650C3045.1743,-650 2961.2837,-650 2961.2837,-650 2955.2837,-650 2949.2837,-644 2949.2837,-638 2949.2837,-638 2949.2837,-598 2949.2837,-598 2949.2837,-592 2955.2837,-586 2961.2837,-586 2961.2837,-586 3045.1743,-586 3045.1743,-586 3051.1743,-586 3057.1743,-592 3057.1743,-598 3057.1743,-598 3057.1743,-638 3057.1743,-638 3057.1743,-644 3051.1743,-650 3045.1743,-650\"/>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-634.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[4] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-620.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.583</text>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-606.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 764</text>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-592.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.377</text>\n",
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"<!-- 80&#45;&gt;94 -->\n",
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"<title>80&#45;&gt;94</title>\n",
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"<g id=\"node83\" class=\"node\">\n",
"<title>82</title>\n",
"<path fill=\"#ea995e\" stroke=\"#000000\" d=\"M2766.1743,-550C2766.1743,-550 2682.2837,-550 2682.2837,-550 2676.2837,-550 2670.2837,-544 2670.2837,-538 2670.2837,-538 2670.2837,-498 2670.2837,-498 2670.2837,-492 2676.2837,-486 2682.2837,-486 2682.2837,-486 2766.1743,-486 2766.1743,-486 2772.1743,-486 2778.1743,-492 2778.1743,-498 2778.1743,-498 2778.1743,-538 2778.1743,-538 2778.1743,-544 2772.1743,-550 2766.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"2724.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2724.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.537</text>\n",
"<text text-anchor=\"middle\" x=\"2724.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 158</text>\n",
"<text text-anchor=\"middle\" x=\"2724.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.563</text>\n",
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"<!-- 81&#45;&gt;82 -->\n",
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"<title>81&#45;&gt;82</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2787.2913,-585.8089C2778.9116,-576.7985 2769.7064,-566.9004 2760.9807,-557.518\"/>\n",
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"<!-- 87 -->\n",
"<g id=\"node88\" class=\"node\">\n",
"<title>87</title>\n",
"<path fill=\"#e78c4a\" stroke=\"#000000\" d=\"M2891.1743,-550C2891.1743,-550 2807.2837,-550 2807.2837,-550 2801.2837,-550 2795.2837,-544 2795.2837,-538 2795.2837,-538 2795.2837,-498 2795.2837,-498 2795.2837,-492 2801.2837,-486 2807.2837,-486 2807.2837,-486 2891.1743,-486 2891.1743,-486 2897.1743,-486 2903.1743,-492 2903.1743,-498 2903.1743,-498 2903.1743,-538 2903.1743,-538 2903.1743,-544 2897.1743,-550 2891.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.27</text>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 268</text>\n",
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"</g>\n",
"<!-- 81&#45;&gt;87 -->\n",
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"<title>81&#45;&gt;87</title>\n",
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"<title>83</title>\n",
"<path fill=\"#eb9d65\" stroke=\"#000000\" d=\"M2647.6881,-450C2647.6881,-450 2570.7699,-450 2570.7699,-450 2564.7699,-450 2558.7699,-444 2558.7699,-438 2558.7699,-438 2558.7699,-398 2558.7699,-398 2558.7699,-392 2564.7699,-386 2570.7699,-386 2570.7699,-386 2647.6881,-386 2647.6881,-386 2653.6881,-386 2659.6881,-392 2659.6881,-398 2659.6881,-398 2659.6881,-438 2659.6881,-438 2659.6881,-444 2653.6881,-450 2647.6881,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"2609.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[7] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2609.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.984</text>\n",
"<text text-anchor=\"middle\" x=\"2609.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 96</text>\n",
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"<!-- 82&#45;&gt;83 -->\n",
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"<title>82&#45;&gt;83</title>\n",
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"<title>86</title>\n",
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"<title>82&#45;&gt;86</title>\n",
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"<title>84</title>\n",
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"<text text-anchor=\"middle\" x=\"2495.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 32</text>\n",
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"<!-- 83&#45;&gt;84 -->\n",
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"<title>83&#45;&gt;84</title>\n",
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"<title>85</title>\n",
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"<title>83&#45;&gt;85</title>\n",
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"<text text-anchor=\"middle\" x=\"2847.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.756</text>\n",
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"</g>\n",
"<!-- 87&#45;&gt;88 -->\n",
"<g id=\"edge88\" class=\"edge\">\n",
"<title>87&#45;&gt;88</title>\n",
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"<title>91</title>\n",
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"<text text-anchor=\"middle\" x=\"2969.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"2969.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.049</text>\n",
"<text text-anchor=\"middle\" x=\"2969.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 186</text>\n",
"<text text-anchor=\"middle\" x=\"2969.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.177</text>\n",
"</g>\n",
"<!-- 87&#45;&gt;91 -->\n",
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"<title>87&#45;&gt;91</title>\n",
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"<title>89</title>\n",
"<path fill=\"#e99355\" stroke=\"#000000\" d=\"M2769.6881,-343C2769.6881,-343 2692.7699,-343 2692.7699,-343 2686.7699,-343 2680.7699,-337 2680.7699,-331 2680.7699,-331 2680.7699,-305 2680.7699,-305 2680.7699,-299 2686.7699,-293 2692.7699,-293 2692.7699,-293 2769.6881,-293 2769.6881,-293 2775.6881,-293 2781.6881,-299 2781.6881,-305 2781.6881,-305 2781.6881,-331 2781.6881,-331 2781.6881,-337 2775.6881,-343 2769.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"2731.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 3.996</text>\n",
"<text text-anchor=\"middle\" x=\"2731.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 42</text>\n",
"<text text-anchor=\"middle\" x=\"2731.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.833</text>\n",
"</g>\n",
"<!-- 88&#45;&gt;89 -->\n",
"<g id=\"edge89\" class=\"edge\">\n",
"<title>88&#45;&gt;89</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2809.8874,-385.8089C2796.4889,-374.2586 2781.3987,-361.2497 2768.0452,-349.7381\"/>\n",
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"<!-- 90 -->\n",
"<g id=\"node91\" class=\"node\">\n",
"<title>90</title>\n",
"<path fill=\"#e78a47\" stroke=\"#000000\" d=\"M2887.6881,-343C2887.6881,-343 2810.7699,-343 2810.7699,-343 2804.7699,-343 2798.7699,-337 2798.7699,-331 2798.7699,-331 2798.7699,-305 2798.7699,-305 2798.7699,-299 2804.7699,-293 2810.7699,-293 2810.7699,-293 2887.6881,-293 2887.6881,-293 2893.6881,-293 2899.6881,-299 2899.6881,-305 2899.6881,-305 2899.6881,-331 2899.6881,-331 2899.6881,-337 2893.6881,-343 2887.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.374</text>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 40</text>\n",
"<text text-anchor=\"middle\" x=\"2849.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.225</text>\n",
"</g>\n",
"<!-- 88&#45;&gt;90 -->\n",
"<g id=\"edge90\" class=\"edge\">\n",
"<title>88&#45;&gt;90</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2847.8728,-385.8089C2848.0801,-375.446 2848.3108,-363.909 2848.5224,-353.3327\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2852.0251,-353.2236 2848.7259,-343.1555 2845.0265,-353.0835 2852.0251,-353.2236\"/>\n",
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"<g id=\"node93\" class=\"node\">\n",
"<title>92</title>\n",
"<path fill=\"#e78a48\" stroke=\"#000000\" d=\"M3005.6881,-343C3005.6881,-343 2928.7699,-343 2928.7699,-343 2922.7699,-343 2916.7699,-337 2916.7699,-331 2916.7699,-331 2916.7699,-305 2916.7699,-305 2916.7699,-299 2922.7699,-293 2928.7699,-293 2928.7699,-293 3005.6881,-293 3005.6881,-293 3011.6881,-293 3017.6881,-299 3017.6881,-305 3017.6881,-305 3017.6881,-331 3017.6881,-331 3017.6881,-337 3011.6881,-343 3005.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"2967.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.027</text>\n",
"<text text-anchor=\"middle\" x=\"2967.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 89</text>\n",
"<text text-anchor=\"middle\" x=\"2967.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.202</text>\n",
"</g>\n",
"<!-- 91&#45;&gt;92 -->\n",
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"<title>91&#45;&gt;92</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M2968.5852,-385.8089C2968.3779,-375.446 2968.1472,-363.909 2967.9357,-353.3327\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2971.4315,-353.0835 2967.7321,-343.1555 2964.4329,-353.2236 2971.4315,-353.0835\"/>\n",
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"<g id=\"node94\" class=\"node\">\n",
"<title>93</title>\n",
"<path fill=\"#e78c4a\" stroke=\"#000000\" d=\"M3123.6881,-343C3123.6881,-343 3046.7699,-343 3046.7699,-343 3040.7699,-343 3034.7699,-337 3034.7699,-331 3034.7699,-331 3034.7699,-305 3034.7699,-305 3034.7699,-299 3040.7699,-293 3046.7699,-293 3046.7699,-293 3123.6881,-293 3123.6881,-293 3129.6881,-293 3135.6881,-299 3135.6881,-305 3135.6881,-305 3135.6881,-331 3135.6881,-331 3135.6881,-337 3129.6881,-343 3123.6881,-343\"/>\n",
"<text text-anchor=\"middle\" x=\"3085.229\" y=\"-327.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 2.069</text>\n",
"<text text-anchor=\"middle\" x=\"3085.229\" y=\"-313.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 97</text>\n",
"<text text-anchor=\"middle\" x=\"3085.229\" y=\"-299.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.155</text>\n",
"</g>\n",
"<!-- 91&#45;&gt;93 -->\n",
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"<title>91&#45;&gt;93</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M3006.5706,-385.8089C3019.9691,-374.2586 3035.0593,-361.2497 3048.4128,-349.7381\"/>\n",
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3050.7598,-352.3359 3056.0486,-343.1555 3046.1891,-347.034 3050.7598,-352.3359\"/>\n",
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"<g id=\"node96\" class=\"node\">\n",
"<title>95</title>\n",
"<path fill=\"#eb9d65\" stroke=\"#000000\" d=\"M3041.6881,-543C3041.6881,-543 2964.7699,-543 2964.7699,-543 2958.7699,-543 2952.7699,-537 2952.7699,-531 2952.7699,-531 2952.7699,-505 2952.7699,-505 2952.7699,-499 2958.7699,-493 2964.7699,-493 2964.7699,-493 3041.6881,-493 3041.6881,-493 3047.6881,-493 3053.6881,-499 3053.6881,-505 3053.6881,-505 3053.6881,-531 3053.6881,-531 3053.6881,-537 3047.6881,-543 3041.6881,-543\"/>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-527.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 4.032</text>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-513.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 30</text>\n",
"<text text-anchor=\"middle\" x=\"3003.229\" y=\"-499.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 4.367</text>\n",
"</g>\n",
"<!-- 94&#45;&gt;95 -->\n",
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"<title>94&#45;&gt;95</title>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3006.7291,-553.1555 3003.229,-543.1555 2999.7291,-553.1556 3006.7291,-553.1555\"/>\n",
"</g>\n",
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"<g id=\"node97\" class=\"node\">\n",
"<title>96</title>\n",
"<path fill=\"#e68640\" stroke=\"#000000\" d=\"M3310.1743,-550C3310.1743,-550 3226.2837,-550 3226.2837,-550 3220.2837,-550 3214.2837,-544 3214.2837,-538 3214.2837,-538 3214.2837,-498 3214.2837,-498 3214.2837,-492 3220.2837,-486 3226.2837,-486 3226.2837,-486 3310.1743,-486 3310.1743,-486 3316.1743,-486 3322.1743,-492 3322.1743,-498 3322.1743,-498 3322.1743,-538 3322.1743,-538 3322.1743,-544 3316.1743,-550 3310.1743,-550\"/>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-534.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[8] &lt;= 22.5</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-520.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.44</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-506.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 734</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-492.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.418</text>\n",
"</g>\n",
"<!-- 94&#45;&gt;96 -->\n",
"<g id=\"edge96\" class=\"edge\">\n",
"<title>94&#45;&gt;96</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M3057.1751,-597.643C3099.9838,-581.4888 3159.9141,-558.8736 3204.9792,-541.8679\"/>\n",
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"<!-- 97 -->\n",
"<g id=\"node98\" class=\"node\">\n",
"<title>97</title>\n",
"<path fill=\"#e68844\" stroke=\"#000000\" d=\"M3310.1743,-450C3310.1743,-450 3226.2837,-450 3226.2837,-450 3220.2837,-450 3214.2837,-444 3214.2837,-438 3214.2837,-438 3214.2837,-398 3214.2837,-398 3214.2837,-392 3220.2837,-386 3226.2837,-386 3226.2837,-386 3310.1743,-386 3310.1743,-386 3316.1743,-386 3322.1743,-392 3322.1743,-398 3322.1743,-398 3322.1743,-438 3322.1743,-438 3322.1743,-444 3316.1743,-450 3310.1743,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[0] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.774</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 449</text>\n",
"<text text-anchor=\"middle\" x=\"3268.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.314</text>\n",
"</g>\n",
"<!-- 96&#45;&gt;97 -->\n",
"<g id=\"edge97\" class=\"edge\">\n",
"<title>96&#45;&gt;97</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M3268.229,-485.8089C3268.229,-477.6906 3268.229,-468.8517 3268.229,-460.3186\"/>\n",
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"</g>\n",
"<!-- 108 -->\n",
"<g id=\"node109\" class=\"node\">\n",
"<title>108</title>\n",
"<path fill=\"#e5823b\" stroke=\"#000000\" d=\"M3498.1743,-450C3498.1743,-450 3414.2837,-450 3414.2837,-450 3408.2837,-450 3402.2837,-444 3402.2837,-438 3402.2837,-438 3402.2837,-398 3402.2837,-398 3402.2837,-392 3408.2837,-386 3414.2837,-386 3414.2837,-386 3498.1743,-386 3498.1743,-386 3504.1743,-386 3510.1743,-392 3510.1743,-398 3510.1743,-398 3510.1743,-438 3510.1743,-438 3510.1743,-444 3504.1743,-450 3498.1743,-450\"/>\n",
"<text text-anchor=\"middle\" x=\"3456.229\" y=\"-434.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3456.229\" y=\"-420.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.868</text>\n",
"<text text-anchor=\"middle\" x=\"3456.229\" y=\"-406.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 285</text>\n",
"<text text-anchor=\"middle\" x=\"3456.229\" y=\"-392.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 5.582</text>\n",
"</g>\n",
"<!-- 96&#45;&gt;108 -->\n",
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"<title>96&#45;&gt;108</title>\n",
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"<g id=\"node99\" class=\"node\">\n",
"<title>98</title>\n",
"<path fill=\"#e78c4a\" stroke=\"#000000\" d=\"M3247.6419,-350C3247.6419,-350 3164.8161,-350 3164.8161,-350 3158.8161,-350 3152.8161,-344 3152.8161,-338 3152.8161,-338 3152.8161,-298 3152.8161,-298 3152.8161,-292 3158.8161,-286 3164.8161,-286 3164.8161,-286 3247.6419,-286 3247.6419,-286 3253.6419,-286 3259.6419,-292 3259.6419,-298 3259.6419,-298 3259.6419,-338 3259.6419,-338 3259.6419,-344 3253.6419,-350 3247.6419,-350\"/>\n",
"<text text-anchor=\"middle\" x=\"3206.229\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X[2] &lt;= 1.5</text>\n",
"<text text-anchor=\"middle\" x=\"3206.229\" y=\"-320.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 1.7</text>\n",
"<text text-anchor=\"middle\" x=\"3206.229\" y=\"-306.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 110</text>\n",
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"<!-- 97&#45;&gt;98 -->\n",
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"<title>97&#45;&gt;98</title>\n",
"<path fill=\"none\" stroke=\"#000000\" d=\"M3248.2705,-385.8089C3242.9053,-377.1553 3237.0325,-367.683 3231.4227,-358.635\"/>\n",
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"<title>101</title>\n",
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"text/plain": [
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]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dot_data = tree.export_graphviz(clf, out_file=None, filled=True, rounded=True) \n",
"graph = graphviz.Source(dot_data) \n",
"graph\n"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
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" <th>14</th>\n",
" <td>2</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>6</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>4</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>4</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>704</th>\n",
" <td>6</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>705</th>\n",
" <td>4</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>706</th>\n",
" <td>6</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>707</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>708</th>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>709</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>710</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>711</th>\n",
" <td>2</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>712</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>713</th>\n",
" <td>6</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>714</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>715</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>716</th>\n",
" <td>4</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>717</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>718</th>\n",
" <td>4</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>719</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>720</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>721</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>722</th>\n",
" <td>4</td>\n",
" <td>6.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>723</th>\n",
" <td>2</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>724</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>725</th>\n",
" <td>4</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>726</th>\n",
" <td>2</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>727</th>\n",
" <td>4</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>728</th>\n",
" <td>6</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>729</th>\n",
" <td>0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>730</th>\n",
" <td>6</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>731</th>\n",
" <td>4</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>732</th>\n",
" <td>5</td>\n",
" <td>6.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>733 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" GroundTruth Predicted Difference\n",
"0 6 3.0 3.0\n",
"1 4 3.0 1.0\n",
"2 6 2.0 4.0\n",
"3 2 2.0 0.0\n",
"4 0 1.0 1.0\n",
"5 6 5.0 1.0\n",
"6 6 5.0 1.0\n",
"7 0 0.0 0.0\n",
"8 0 5.0 5.0\n",
"9 0 0.0 0.0\n",
"10 5 6.0 1.0\n",
"11 4 5.0 1.0\n",
"12 0 6.0 6.0\n",
"13 6 3.0 3.0\n",
"14 2 4.0 2.0\n",
"15 2 4.0 2.0\n",
"16 6 5.0 1.0\n",
"17 6 4.0 2.0\n",
"18 4 3.0 1.0\n",
"19 6 5.0 1.0\n",
"20 2 5.0 3.0\n",
"21 6 5.0 1.0\n",
"22 6 6.0 0.0\n",
"23 6 5.0 1.0\n",
"24 2 5.0 3.0\n",
"25 4 2.0 2.0\n",
"26 6 5.0 1.0\n",
"27 2 5.0 3.0\n",
"28 2 5.0 3.0\n",
"29 2 3.0 1.0\n",
".. ... ... ...\n",
"703 0 1.0 1.0\n",
"704 6 4.0 2.0\n",
"705 4 3.0 1.0\n",
"706 6 4.0 2.0\n",
"707 6 5.0 1.0\n",
"708 0 0.0 0.0\n",
"709 0 1.0 1.0\n",
"710 6 5.0 1.0\n",
"711 2 4.0 2.0\n",
"712 0 1.0 1.0\n",
"713 6 4.0 2.0\n",
"714 6 6.0 0.0\n",
"715 6 5.0 1.0\n",
"716 4 2.0 2.0\n",
"717 6 6.0 0.0\n",
"718 4 2.0 2.0\n",
"719 6 6.0 0.0\n",
"720 6 5.0 1.0\n",
"721 6 6.0 0.0\n",
"722 4 6.0 2.0\n",
"723 2 3.0 1.0\n",
"724 0 1.0 1.0\n",
"725 4 3.0 1.0\n",
"726 2 3.0 1.0\n",
"727 4 2.0 2.0\n",
"728 6 5.0 1.0\n",
"729 0 2.0 2.0\n",
"730 6 6.0 0.0\n",
"731 4 1.0 3.0\n",
"732 5 6.0 1.0\n",
"\n",
"[733 rows x 3 columns]"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = pd.DataFrame.from_dict({\"GroundTruth\": np.squeeze(y_test), \"Predicted\": np.around(clf.predict(x_test))})\n",
"result[\"Difference\"] = abs(result[\"Predicted\"] - result[\"GroundTruth\"])\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1201a8fd0>"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"result[\"Difference\"].plot.hist()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "py36-test",
"language": "python",
"name": "py36-test"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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