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December 21, 2017 02:36
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 线性数据可视化处理" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"sns.set(color_codes=True)\n", | |
"np.random.seed(sum(map(ord, \"regression\")))\n", | |
"tips = sns.load_dataset(\"tips\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 描述线性回归模型函数\n", | |
"操作函数主要有两个,regplot和lmplot,大部分功能都是相同的,但是还是存在部分区别,理解二者的区别对选择合适的函数至关重要\n", | |
"简单的调用两个函数会产生散点图和线性回归曲线" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 244 entries, 0 to 243\n", | |
"Data columns (total 7 columns):\n", | |
"total_bill 244 non-null float64\n", | |
"tip 244 non-null float64\n", | |
"sex 244 non-null category\n", | |
"smoker 244 non-null category\n", | |
"day 244 non-null category\n", | |
"time 244 non-null category\n", | |
"size 244 non-null int64\n", | |
"dtypes: category(4), float64(2), int64(1)\n", | |
"memory usage: 7.2 KB\n" | |
] | |
} | |
], | |
"source": [ | |
"#观察数据的详细信息\n", | |
"tips.info()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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EJmaiYACsEMAYM3bEosBDktWC43Vu9kKWZxGOSWAKg9UiAEyLWGGModFthUUU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\nEf8Pt2wb+Z8YTMAAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x119b94ed0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.regplot(x=\"total_bill\", y=\"tip\", data=tips);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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uh1iUVuKV1mSzWrHcEf3oo4/i85//PBobC1u7s9yZbEGp1GPpx4NRKeV4KPla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\nFkGCSxAEYREkuARBEBZBgksQBGER/z8kv98JsCfRGwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d040fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#对比lmplot的效果如下所示\n", | |
"sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"以上描述的两个函数的主要区别在于:regplot的参数x,y可以是不同类型的数据。比如numpy数组,pandas等数据类型,与此相反,lmplot的x,y参数都只能是string类型,所以必须强制data赋值,否则lmplot无法正常使用" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"__若描述的线性模型中其中一个参数是离散类型,lmplot也可以表达" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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4VFXfy0yDBgH6NMTgaBwe1/LrV0A6Bq6JGNlkw0iLbY+XkhREEzKS0sJKmzVN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\nrkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d09f650>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"size\", y=\"tip\", data=tips);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0 2\n", | |
"1 3\n", | |
"2 3\n", | |
"3 2\n", | |
"4 4\n", | |
"5 4\n", | |
"6 2\n", | |
"7 4\n", | |
"8 2\n", | |
"9 2\n", | |
"10 2\n", | |
"11 4\n", | |
"12 2\n", | |
"13 4\n", | |
"14 2\n", | |
"15 2\n", | |
"16 3\n", | |
"17 3\n", | |
"18 3\n", | |
"19 3\n", | |
"20 2\n", | |
"21 2\n", | |
"22 2\n", | |
"23 4\n", | |
"24 2\n", | |
"25 4\n", | |
"26 2\n", | |
"27 2\n", | |
"28 2\n", | |
"29 2\n", | |
" ..\n", | |
"214 3\n", | |
"215 2\n", | |
"216 5\n", | |
"217 2\n", | |
"218 2\n", | |
"219 4\n", | |
"220 2\n", | |
"221 2\n", | |
"222 1\n", | |
"223 3\n", | |
"224 2\n", | |
"225 2\n", | |
"226 2\n", | |
"227 4\n", | |
"228 2\n", | |
"229 2\n", | |
"230 4\n", | |
"231 3\n", | |
"232 2\n", | |
"233 2\n", | |
"234 2\n", | |
"235 2\n", | |
"236 2\n", | |
"237 2\n", | |
"238 3\n", | |
"239 3\n", | |
"240 2\n", | |
"241 2\n", | |
"242 2\n", | |
"243 2\n", | |
"Name: size, Length: 244, dtype: int64" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#size是离散数据类型\n", | |
"tips['size']" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"__对于离散的情况,lmplot有一个参数jitter,为离散数据添加上噪声,使得分布更加清晰。jitter参数只对绘制散点图有效,对线性模型拟合没有任何额的作用。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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K8AcFxMWrN8UAcNp5eNx2NNU5cP21jUUJ29R9sk11DrhdNjhsPIVtmTB0hPvi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\n/wMMZqN3EGG+JwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d213c90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"__还有一个参数是将所有散点折叠起来,并在置信区间绘制一个估计趋势\n", | |
"官方原版的说明,英语差翻译不过来,意思可以理解\n", | |
"A second option is to collapse over the observations in each discrete bin to plot an estimate of central tendency along with a confidence interval:\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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GLqkuJEkYHA4gGJLg9Ys43j4w7vuOtw/A6xfh9Yt4vbEFzWdcymtlM3NQV1sF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\nI8DO+VoiioEgy/HG2eTcbjc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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d4a94d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"size\", y=\"tip\", data=tips, x_estimator=np.mean);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>dataset</th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>I</td>\n", | |
" <td>10.0</td>\n", | |
" <td>8.04</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>I</td>\n", | |
" <td>8.0</td>\n", | |
" <td>6.95</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>I</td>\n", | |
" <td>13.0</td>\n", | |
" <td>7.58</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>I</td>\n", | |
" <td>9.0</td>\n", | |
" <td>8.81</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>I</td>\n", | |
" <td>11.0</td>\n", | |
" <td>8.33</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>I</td>\n", | |
" <td>14.0</td>\n", | |
" <td>9.96</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>I</td>\n", | |
" <td>6.0</td>\n", | |
" <td>7.24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>I</td>\n", | |
" <td>4.0</td>\n", | |
" <td>4.26</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>I</td>\n", | |
" <td>12.0</td>\n", | |
" <td>10.84</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>I</td>\n", | |
" <td>7.0</td>\n", | |
" <td>4.82</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>I</td>\n", | |
" <td>5.0</td>\n", | |
" <td>5.68</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>II</td>\n", | |
" <td>10.0</td>\n", | |
" <td>9.14</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>II</td>\n", | |
" <td>8.0</td>\n", | |
" <td>8.14</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>II</td>\n", | |
" <td>13.0</td>\n", | |
" <td>8.74</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>II</td>\n", | |
" <td>9.0</td>\n", | |
" <td>8.77</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>II</td>\n", | |
" <td>11.0</td>\n", | |
" <td>9.26</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>II</td>\n", | |
" <td>14.0</td>\n", | |
" <td>8.10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>II</td>\n", | |
" <td>6.0</td>\n", | |
" <td>6.13</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>II</td>\n", | |
" <td>4.0</td>\n", | |
" <td>3.10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>II</td>\n", | |
" <td>12.0</td>\n", | |
" <td>9.13</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>II</td>\n", | |
" <td>7.0</td>\n", | |
" <td>7.26</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>II</td>\n", | |
" <td>5.0</td>\n", | |
" <td>4.74</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>III</td>\n", | |
" <td>10.0</td>\n", | |
" <td>7.46</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>III</td>\n", | |
" <td>8.0</td>\n", | |
" <td>6.77</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>III</td>\n", | |
" <td>13.0</td>\n", | |
" <td>12.74</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>III</td>\n", | |
" <td>9.0</td>\n", | |
" <td>7.11</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>III</td>\n", | |
" <td>11.0</td>\n", | |
" <td>7.81</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>III</td>\n", | |
" <td>14.0</td>\n", | |
" <td>8.84</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>III</td>\n", | |
" <td>6.0</td>\n", | |
" <td>6.08</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>III</td>\n", | |
" <td>4.0</td>\n", | |
" <td>5.39</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>III</td>\n", | |
" <td>12.0</td>\n", | |
" <td>8.15</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td>III</td>\n", | |
" <td>7.0</td>\n", | |
" <td>6.42</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td>III</td>\n", | |
" <td>5.0</td>\n", | |
" <td>5.73</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>6.58</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>5.76</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>7.71</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>36</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>8.84</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>37</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>8.47</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>38</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>7.04</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>39</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>5.25</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>40</th>\n", | |
" <td>IV</td>\n", | |
" <td>19.0</td>\n", | |
" <td>12.50</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>41</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>5.56</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>42</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>7.91</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>43</th>\n", | |
" <td>IV</td>\n", | |
" <td>8.0</td>\n", | |
" <td>6.89</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" dataset x y\n", | |
"0 I 10.0 8.04\n", | |
"1 I 8.0 6.95\n", | |
"2 I 13.0 7.58\n", | |
"3 I 9.0 8.81\n", | |
"4 I 11.0 8.33\n", | |
"5 I 14.0 9.96\n", | |
"6 I 6.0 7.24\n", | |
"7 I 4.0 4.26\n", | |
"8 I 12.0 10.84\n", | |
"9 I 7.0 4.82\n", | |
"10 I 5.0 5.68\n", | |
"11 II 10.0 9.14\n", | |
"12 II 8.0 8.14\n", | |
"13 II 13.0 8.74\n", | |
"14 II 9.0 8.77\n", | |
"15 II 11.0 9.26\n", | |
"16 II 14.0 8.10\n", | |
"17 II 6.0 6.13\n", | |
"18 II 4.0 3.10\n", | |
"19 II 12.0 9.13\n", | |
"20 II 7.0 7.26\n", | |
"21 II 5.0 4.74\n", | |
"22 III 10.0 7.46\n", | |
"23 III 8.0 6.77\n", | |
"24 III 13.0 12.74\n", | |
"25 III 9.0 7.11\n", | |
"26 III 11.0 7.81\n", | |
"27 III 14.0 8.84\n", | |
"28 III 6.0 6.08\n", | |
"29 III 4.0 5.39\n", | |
"30 III 12.0 8.15\n", | |
"31 III 7.0 6.42\n", | |
"32 III 5.0 5.73\n", | |
"33 IV 8.0 6.58\n", | |
"34 IV 8.0 5.76\n", | |
"35 IV 8.0 7.71\n", | |
"36 IV 8.0 8.84\n", | |
"37 IV 8.0 8.47\n", | |
"38 IV 8.0 7.04\n", | |
"39 IV 8.0 5.25\n", | |
"40 IV 19.0 12.50\n", | |
"41 IV 8.0 5.56\n", | |
"42 IV 8.0 7.91\n", | |
"43 IV 8.0 6.89" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"anscombe = sns.load_dataset(\"anscombe\")\n", | |
"anscombe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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JKyNyfQxcsvleX4N3P9Wjy2htqRil9cOKB9MQypaKRHbBwCWYLRZ8dLAMn39f\nYRubkByGx2ePhJotFYnshoHr4ZraurBuRwFOnrO2VJTLZHh42nDcOzaKLRWJ7IyB68HOnG/Cmhwd\nLjZ1AgACNF5YPj8ViUODJa6MyD0xcD3UofxqbMkthslsXfQVPyQAz2WksaUikQMxcD2M0WTBti9P\n4eCP1baxKaMjsXBaAryUbKlI5EgMXA9iaO7E2hwdyqqbAFhbKi6eMQKTbxsicWVEnoGB6yGKzxnw\n1o4CNF1uqRgSoEZWRhpiIwIkrozIczBw3ZwgCPjyWCU+2F9qa6k4cmgQls1PRYBGJXF1RJ6FgevG\nOo1m/GvvSXxXWGMbmzVuKB6cEgeFnPdricTGwHVTtZfasfpjHSrrWgAAai8FnrhvJMYlhUlcGZHn\nYuC6Id3pBry9qxCtHdaWiqHBPliRmYYorZ/ElRF5NgauG7EIAvZ8W44dh07bWireFj8IzzyQDI03\nt8AhkhoD1020d5rwj0+KcKKk3jY2985hmDspli0ViZwEA9cNVNe3YnW2DhcutgEAfNRKPPNAMm4f\nPljiyojoWgxcF3fsZC3e+VSPzi4zACBS64sVmWkIC9ZIXBkR3Uj0wF2/fj32798Po9GIhQsX4qGH\nHhK7BLdgsQjY+EkhPj5QahsblxSKJ2YnQa1iS0UiZyRq4B49ehQnTpzAtm3b0N7ejnfffVfM07uN\n5rYurN9ViKKzBgDWlooPTY3HjPRotlQkcmKiBu7hw4cxYsQIZGVloaWlBf/5n/8p5undQvmFZqzO\n1qGhqQMA4K/xwrJ5qUiKYUtFImcnauAaDAZUV1dj3bp1qKysxPLly7F3794er8qCgzVQKu3z57FW\n62+X15HSvrxzWPtRPrpM1i1wEqKD8NLj46ANdq8tcNzhe3Ujzsk1OHpOogZuUFAQ4uLioFKpEBcX\nB7VajYsXL2LQoO43KDQY2uxyXq3WH3V1zXZ5LSmYzBa8v68E+49X2cbuGhWBXy0ai8ZLbS49txu5\n+veqO5yTa7DXnHoLbVEfqB87diy+/vprCIKAmpoatLe3IygoSMwSXI6huRN/3XbCFrYKuQyPzUrE\nE/clQcX9xohciqhXuFOnTkVeXh4WLFgAQRCwcuVKKBQMjZ6cqriEt3YUoLG1CwAQ7K/Gc/NTER8Z\nKHFlRNQfoi8L4xtlfRMEAfuPV+H9fSUwW6wP6Y6IDsLy+akI9GVLRSJXxQcfnEyX0YxNnxfjSMEF\n29j0O6L2WkEAAAAOO0lEQVTx0NR4KBVsqUjkyhi4TqT+UjtW5+hwrsbaUlGllGPp7JGYkBIucWVE\nZA8MXCdRePYi1u8sREu7dQucwYHeWJGZhqFh7rf0hshTMXAlJggCPjt6Dh9/VYbLO+AgNS4Ezz6Q\nAj8ftlQkcicMXDswmS3I09fieEkdGlu7EOirwpgELdKTQnu979reacK7n+rxQ3GdbWzOz4Zh/qRY\nyOV8RJfI3TBwB8hktmBLbjHKL993BYD6xg7kHqtAcYUBi2ckdhu65xusLRXPN1gf7vBWKfDMnGSM\nHqEVrXYiEhcDd4Dy9LXXhe21ymtakKevxcTU69/0OnGqDhs+KULH5ZaKEYM0WJGZhohBvg6vl4ik\nw8AdoOMldb0eP1FSZwtci0XAjsOn8cmRctvxOxK1eOK+JPio+a0gcnf8KR+gK0+B9XW8pd2It3cX\nouD0RQCATAYsuDses8YPZUtFIg/BwB2gQF8V6hs7ej1+rsbaUvHK5/l6K7FsfipShoWIVSYROQE+\nujRAYxJ6f5PL30eFP2/+wRa2MWH+eHVpOsOWyAPxCneA0pNCUVxh+Lc3zgRBgNks4MCPV1sq3pka\njiUzE9nli8hDMXAHSKmQY/GMROTpa3Hi8jpcjVqJGkO7bRddhVyGhfcmYOroSN6vJfJgDFw7UCrk\nmJgajomp4SirasSaHB0utVjfLAv0U+G5+alIiGLfXyJPx8C1E0EQ8NWP1Xjvi1O2lorDowLx3PxU\nBPmpJa6OiJwBA9cOjCYzNueewuGfztvG7hkTiUemJbClIhHZMHAHqKGxA2tydDh7wboXkpdSjsdm\nJuLOtAiJKyMiZ8PAHQB9uQFv7Si4rqViVkYaYsLZUpGI/h0Dtx8EQcDn31fgw4OltpaKKbEh+MVc\ntlQkop4xcG9RR5cJ//z0JPJO1trG7p8Yg4y74thSkYh6xcC9BTUX27A6W4eq+lYAgFqlwNP3J2Fs\nYqjElRGRK2Dg3qQfS+qx4ZNCtHdaWyqGh1hbKg4ZzJaKRHRzGLh9sAgCdh0+g13fnLWNjU4YjKfn\nJLOlIhHdEiZGL1o7jNiwuwg/lTUAAGQAMibH4b6JMZDzEV0iukUM3B5U1rZgdbYOtZfaAVhbKv5i\nbgpS4wZJXBkRuSoGbjeOFtXgn5/p0WW0AACiQ/2QlZmG0CAfiSsjIlfGwL2G2WLBhwfKkJtXYRub\nkBKGx2eNhJotFYlogBi4lzW1dmHdzgKcPHcJgLWl4s/vGY57x0axpSIR2QUDF8Dp6iasydHB0NwJ\nAAjwtbZUHBHNlopEZD8eH7iH8quxJbcYJrP1Gd34IQF4LiMNwf5sqUhE9uWxgWs0WbD1y1P46sdq\n29iU0ZFYOC0BXkq2VCQi+/PIwL3Y1IG1OwpwuroJgHXHhiUzR+CuUUMkroyI3JnHBW7xOWtLxaY2\na0vFkAA1sjLSEBsRIHFlROTuPCZwBUHAF8cqsX1/KSyXeyomxQTjF/NSEKBRSVwdEXkC0QM3IyMD\nfn5+AICoqCi89tprDj9nR6cJG3YX4buiGtvYzHHRWDAlHgo579cSkThEDdzOzk4IgoDNmzeLds5a\nQxv+77+O4ex56/1atZcCT9w3EuOSwkSrgYgIEDlwT548ifb2djz55JMwmUx44YUXcPvttzvsfD+V\nNeDtXYVo6zQBAEKDfbAiMw1RWj+HnZOIqCcyQbiySYzjFRcXIz8/Hw899BDOnj2LZ555Bnv37oVS\n2X3um0xmKJW3/kitxSJg+75T2Pr5SdsWOOOSw/HrRWO4BQ4RSUbUK9zY2FjExMRAJpMhNjYWQUFB\nqKurQ0RE9zvcGgxtt3yOtg4T/vFJEX4srQdgbam4aNZITL0tAu0tHWhv6RjIFJyKVuuPurpmqcuw\nK87JNXBOvb9OT0R9x+ijjz7CX/7yFwBATU0NWlpaoNVq7fb6VfWt+NOmY7aw1aiV+D8PjcIj0xPZ\nv5aIJCfqFe6CBQvw0ksvYeHChZDJZPjzn//c4+2EW3XsZC3e2aNHp9G6BU6U1hdZmWkIC9bY5fU9\njclsQZ6+FsdL6tDY2oVAXxXGJGiRnhQKpYIrO4j6Q9TAValU+Nvf/mbX1zRbLMj+6jQ+O3rONjYu\nKRRPzE6CWsWWiv1hMluwJbcY5TUttrH6xg7kHqtAcYUBi2ckMnSJ+sGlH3xobuvC+l2FKDprAADI\nZTL8fGo8pqdHs6XiAOTpa68L22uV17QgT1+LianhIldF5PpcNnDLLzRjdbYODU3WN8H8NV5YPi8V\nI2OCJa7M9R0vqev1+ImSOgYuUT+4ZOB+ozuPf+0thsls3QInNsIfWRlpCAnwlrgy99DY2jWg40TU\nPZcKXJPZgm37SnDgeJVtbPJtEXh0+gh49WO9LnUv0FeF+sael88F+rL3BFF/uEzgGpo7sXaHDmVV\nV1oqyvDo9BG4+/ZIiStzP2MStMg9VtHj8dEJ9lvKR+RJXCJwT1Vcwls7Cmx/ygb7q/FcRirihwRK\nXJl7Sk8KRXGFods3zmLC/JGeFCpBVUSuz6kDVxAE7D9ehff3lcBssT6jmxgdhGXzU/lnrQMpFXIs\nnpGIPH0tTlyzDnc01+ESDYhTB+47e/Q4UnDB9vH0O6Lx0NR4/sCLQKmQY2JqOFcjENmRUwfulbBV\nKeVYet9ITEjmDz8RuS6nDlwA0AZ5Y0XmKESHsqUiEbk2pw7cXy4YhcToIPionbpMIqKb4tRJdvvw\nwVKXQERkN3z3iYhIJAxcIiKRMHCJiETCwCUiEgkDl4hIJAxcIiKRMHCJiETCwCUiEgkDl4hIJAxc\nIiKROPWjvQNhMluQp6/F8ZI6tHWaoVErMIb9XIlIQm4ZuCazBVtyi207Fngp5ajvMCL3WAWKKwxY\nPCORoUtEonPL1MnT13a7PQwAlNe0IE9fK3JFRERuGrjHS+p6PX6ij+NERI7gloF7ZbPJ/h4nInIE\ntwzcvjaY5AaURCQFtwzcMQnaXo+P7uM4EZEjuGXgpieFIias+z3QYsL8kZ4UKnJFRERuuixMqZBj\n8YxE5OlrcaKkDm1dZgT5qjCa63CJSEJuGbiANXQnpoZjYmo4tFp/1NU1S10SEXk4XuoREYmEgUtE\nJBJJArehoQF33303ysrKpDg9EZEkRA9co9GIlStXwtvbW+xTExFJSvTA/e///m888sgjCA3l0iwi\n8iyirlLIzs5GSEgI7rrrLrz99tt9fn5wsAZKpcIu59Zq/e3yOs7GHefFObkGzunWyQRBEBx6hms8\n+uijkMlkkMlk0Ov1GDZsGN566y1otd0/+WWvpVzuuizMHefFObkGzqn31+mJqFe47733nu2/lyxZ\ngj/84Q89hi0Rkbtx6gcf7Hl5745//gDuOS/OyTVwTrdO1FsKRESejA8+EBGJhIFLRCQSBi4RkUgY\nuEREImHgEhGJxCMC192a5axfvx4PP/wwMjMz8eGHH0pdzoAZjUb85je/wSOPPIJFixa5/PcpPz8f\nS5YsAQCUl5dj4cKFWLRoEV599VVYLBaJq+u/a+el1+uxaNEiLFmyBE899RTq6+slrq5/rp3TFbt3\n78bDDz/skPO5feC6W7Oco0eP4sSJE9i2bRs2b96MCxcuSF3SgH311VcwmUx4//33kZWVhb///e9S\nl9RvGzZswO9//3t0dnYCAF577TX86le/wtatWyEIAvbt2ydxhf1z47xWrVqFV155BZs3b8b06dOx\nYcMGiSu8dTfOCQCKiorw0UcfwVGrZd0+cN2tWc7hw4cxYsQIZGVlYdmyZZgyZYrUJQ1YbGwszGYz\nLBYLWlpaoFQ69fM4vRo6dCjefPNN28eFhYUYN24cAGDy5Mk4cuSIVKUNyI3zev3115GUlAQAMJvN\nUKvVUpXWbzfOyWAw4PXXX8fLL7/ssHO6deBe2yzHXRgMBhQUFOCNN97AH//4R/zHf/yHw34bi0Wj\n0aCqqgqzZ8/GK6+88m9/4rmSmTNnXvcLQxAEyGQyAICvry+am12z/8CN87pyAXP8+HFs2bIFS5cu\nlaiy/rt2TmazGb/73e/w0ksvwdfX12HndOvA/fjjj3HkyBEsWbIEer0eL774Iurq6qQua0CCgoIw\nadIkqFQqxMXFQa1W4+LFi1KXNSAbN27EpEmT8Pnnn2Pnzp347W9/e92fea5MLr/6I9ba2oqAgAAJ\nq7GvTz/9FK+++irefvtthISESF3OgBQWFqK8vBx/+MMf8MILL6C0tBSrVq2y+3lc92+3m+COzXLG\njh2LTZs24YknnkBtbS3a29sRFBQkdVkDEhAQAC8vLwBAYGAgTCYTzGazxFXZR3JyMo4ePYrx48fj\n0KFDmDBhgtQl2cXOnTvxwQcfYPPmzS7/7w8ARo0ahT179gAAKisr8cILL+B3v/ud3c/j1oHrjqZO\nnYq8vDwsWLAAgiBg5cqVUCjs0zNYKkuXLsXLL7+MRYsWwWg04te//jU0Go3UZdnFiy++iFdeeQWv\nv/464uLiMHPmTKlLGjCz2YxVq1YhIiICzz//PAAgPT0dv/zlLyWuzPmxeQ0RkUjc+h4uEZEzYeAS\nEYmEgUtEJBIGLhGRSBi4REQiYeASEYmEgUtEJBIGLnmUTZs24dFHH4UgCDh27BhmzJiBlpYWqcsi\nD8EHH8ijCIKAxx57DLNmzcLmzZuxatUqjB07VuqyyEMwcMnjVFRU4IEHHsDChQvx4osvSl0OeRDe\nUiCPU11dDT8/PxQVFbl8a0tyLQxc8iitra145ZVXsHbtWvj4+GDr1q1Sl0QehIFLHuV//ud/cPfd\nd2PUqFG24K2oqJC6LPIQvIdLRCQSXuESEYmEgUtEJBIGLhGRSBi4REQiYeASEYmEgUtEJBIGLhGR\nSBi4REQi+f+Waaxuoe1CagAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d4bce50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n", | |
" ci=None, scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"__如果数据的形态并不符合线性模型,此时绘制出来的图形差异就比较大" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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AFk6KhpuSbcodHQOXyE78eLEa27ML0NFpblPu5+2GFbMTMCymr8SVkbUwcElyt7bEbtMZ\n4e2hcIqW2PeqrcOAHdkF+Cm3xjI2NDoYK2YnOnR3A7oTA5ckdXtLbDelHHUdeqdoiX0viisbkZGp\ntrSUUSpkeHrSYEx5JEKyNuWuROydPQOXJOXMLbF7YjIJ2PtjKTJPlMIkmJfGwvt4Y3VqEgaG+klb\nnIuQYmfPwCVJOXNL7O7UN3Zgc5YahRWNlrFJI/rjmccHw8ONC2NikWJnz8AlSTlzS+yu/JxXg38e\nLEC7ztym3MdTiRdmJSA5znEbIzoqKXb2DFySlDO3xL5VR6cBOw8V4cSFKstYQmQQVs5JRJCfh4SV\nuS4pdvaiBq5er8ef/vQnVFZWQi6X469//StiYmLELIHsjDO3xL6h8IoW727LQa22HQCgkMswf0I0\nZoweyIUxCUmxsxd1+ffo0aMwGAzYtWsXXn75ZfzjH/8Qc3qyQykJIYgM9e3yNUdviW0SBBz4qQx/\nfP+4JWxDgrywNn0kZo2JZNhKLPkuO3Nb7OxFPcKNioqC0WiEyWRCS0sLlEqe0XB1t7fEbus0ItAJ\nWmJrm3X4cG8u8sq0lrHHHgrDs1Pj4OnO33t7kJIQgoJybZcLZ7ba2csEQRDu/jbrqKqqwr/+67+i\nra0NWq0WH3zwAZKTk7t9v8FghJK3M5KD+fFCFd7ffdbSptzHU4mXnx6O8cP7S1wZ3U5vMOHEuUqc\nulgNbXMHgvw8MXpoGMY93B9uSuvv7EUN3HfeeQfu7u54/fXXUVVVheeffx5ZWVnw8Oh60UCjabbK\nvCqVn9U+y54443Y58jbp9EZ8+l0xvj9baRmLiwjAmmWjIDMYJazM+hz559Qda22TStX9ddSifrfx\n9/eHm5u5uV1AQAAMBgOMRuf6RSTXdKWmGZsy1aiqbwMAyGUypI4bhDljByEkyNvpwokejKiBu2zZ\nMqxduxZpaWnQ6/V49dVX4e3NPkzkuARBwLenK/DZ98UwGM1fFvsGeGLV3CQMjgiQuDqyN6IGro+P\nD9577z0xpySymcbWTmzZl4cLl+otY6MTQ5E+LR7enlwYozvxt4LoAZwvqceWfblour4w5uGuQPq0\nOIxNCmM3BuoWA5foPugNRnz2fQm+PV1hGYsK98fq1ESEBPH0GPWMgUt0jyrrWrFpjxoVGvN1mzIA\nsx+NROpjUQ57vTCJi4FLdBeCIOD7X69i1+Ei6A3mNuVBfh54cU4ihkQGSVwdORIGLlEPmts6sfVA\nPs4W1VnGRsap8PzMIfD1cpOwMnJEDFyibuSWNmDz3lw0tpifGuXuJseSKbGY8DDblNODYeAS3cZg\nNOGrY5dw8NQVS5vygaG+WJ2ahPA+bFNOD46BS3SL6oY2bMpUo6z65p1h00cNwIIJMTa5t55cCwOX\nCOaFsRPnq7Dz2yLo9ObbzQN83LFyTiKSooIlro6cBQOXXF5rhx7bDhYgJ7/WMvZwTB+8MDsB/t7O\n0XGC7AMDl1xaYfk1bM5So75JB8DcuXXR5MF4PLk/F8bI6hi45JKMJhMyT5Ri74+luPGA0v4qH6xO\nTUKEqusOFES9xcAll6O51o6MLDVKKpssY1OSI7Do8Ri48YH3ZEMMXHIpP6mrsT27AO0688KYr5cb\nVsxOwMOD+0pcGbkCBi65hHadATuyC/GjutoylhQVjJWzExDgyzblJA4GLjm9kquNyMhUQ3PN3BJb\nqZBh4cQYPJEygJ1zSVQMXHJaJpOAfT+VYc/xyzBdXxkL7+ONVXOTEBnWfd8pIlth4JJTamjqQEZW\nLgrLr1nGJg7vh8WPx8LDnQtjJA0GLjmd0/m12HogH206AwBzm/JlM4dgZHyIxJWRq2PgUpcMRhNy\n8mpxpkiDxtZOBPi4IzlWhZSEELt92Lau04id3xbi+Pkqy9iQgYFYOScRwf6eElZGZMbApTsYjCbs\nyC5AWU2LZayusQPZp8tRUK7F0mnxdhe6ZdXN+CBTjZoGc5tyhVyGeeOiMGtMJORyLoyRfWDg0h1y\n8mp/E7a3KqtpQU5eLcYODRO5qq6ZBAHZP5fji6MlMJrMC2MhgV5YlZqE6H7+EldH9FsMXLrDmSJN\nj6+fLdLYReBea9Hhw725yC3VWsYeHRqGZ6fGwcuDv9pkf/hbSXdobO3s1eti+LWoDlv256Gl3dym\n3MtDgfTp8RiTKP2OgKg7DFy6Q4CPO+oaO3p8XSqdeiM+PVKMI2cqLWOD+wdg1dxE9A30kqwuonvB\nwKU7JMeqkH26vNvXR8SqRKzmpvLaFmRkqlFZ1woAkMmAuY8OwtzHBkEht69FPKKuMHDpDikJISgo\n13a5cBYZ6oeUBHGvZxUEAYd/qcDuIyUwGM1tyvv4e+LFuYmIGxAoai1EvcHApTsoFXIsnRaPnLxa\nnL3lOtwRElyH29TaiS3783C+pN4yNiohBM9Nj4e3J9uUk2Nh4FKXlAo5xg4Nk/RqhIuX6vHhvjw0\nXV+k83BTYOm0ODw6NIzdGMghMXDJ7ugNJnxxtATZOTfPIw8K88Pq1CSEBntLWBlR74gauF9++SW+\n+uorAIBOp0NeXh5++OEH+PvzAnUyK69pxjvbTqO81nz+WAZg5phIPDk+yu7ubiO6X6IG7oIFC7Bg\nwQIAwNtvv42nnnqKYUsAzAtjR89dxa7Dxei83qY8yM8DK+ckIiEySOLqiKxDklMKFy5cQHFxMd56\n6y0ppic709Kux9YD+ThTePMOt+Q4FZbNHAJfLy6MkfOQCcKNnqXi+d3vfoelS5dizJgxPb7PYDBC\nyaZ+Tu18sQYbd55B/fUbLdzdFFg5byhmjInkwhg5HdGPcJuamnD58uW7hi0AaLVtVplTpfKDRtNs\nlc+yJ468XQajCV8fv4wDP5Xhxh5/YIgv/rRsFDzlQF1d1w/PcUSO/HPqDrep58/pjuiBm5OTg7Fj\nx4o9LdmRGm0bMjLVuFx185d7WsoAPDUxBv1Cne9/ZKIbRA/cy5cvIyIiQuxpyQ4IgoCTF6ux41Ah\ndJ3mhTF/H3esnJ2AodF9JK6OyPZED9yVK1eKPSXZgbYOPbZ9U4Cf82otY8Ni+mD5rAT4S/gwHCIx\n8cYHsrmiimvIyMxFfdONNuVyLJocgykjI7gwRi6FgUs2YzSZkPVDKbJOluLGtTD9+/pgdWoSIkJ8\npS2OSAIMXLKJumvtyMjKRXFlo2Xs8eT+WDR5MNzdeKkfuSYGLlndqdwabPsmH+0688KYr5cbls9K\nwPDYvhJXRiStuwbu+fPnMWzYMDFqIQfXrjNg56FC/HCx2jKWOCgIK2YnIsjPQ8LKiOzDXQP3b3/7\nG7RaLebNm4d58+ZBpZLmaf9k3y5dbUJGphq119oBmNuUPzUxBtNGDYCcC2NEAO4hcLdt24bKykrs\n2bMHK1asQHh4OObPn48pU6bAzY33ubs6k0nAgVNl+Pr4ZUub8tBgb7yUmoTIsO7vuCFyRff0vLv+\n/fvjySefxJw5c1BUVIRt27Zhzpw5OHTokK3rIzvW0NSBv+06iy+OXrKE7YSHw7F+WQrDlqgLdz3C\n/eyzz7Bnzx5oNBo8+eST2LlzJ8LCwlBTU4P58+dj6tSpYtRJduaXAg22HshDa4cBAODtocSymUPw\nyBBx+50ROZK7Bm5OTg5+//vfY/To0b8ZDw0N5eMVXZCu04hd3xXh6K9XLWNxAwKxam4igv09JayM\nyP7dNXD/4z/+o9vXpk+fbtViyL6VVTdjU6Ya1Q3mp7jJZTI8OT4Ks8ZEQi7nwhjR3fA6XLorkyDg\nUE45Pv++xHKuVhXoiVWpSYjpFyBxdUSOg4FLPWps0eHDfXlQX26wjI1NCsPSaXHw8uCvD9H94P8x\n1K1zxXXYsj8PzW16AICnuwLp0+MxNkm61ulEjoyBS3fQG4zYfaQEh3+psIzF9PPHi6lJCAn0krAy\nIsfGwKXfqNC0YFOmGpWaVgCATAbMHjsIqY8NYptyol5i4BIAczeG785U4tPvimEwmgAAwf4eWDU3\nCXEDAiWujsg5MHAJTW2d2Lo/H78W11nGHhkSgudnxMPHk7dvE1kLA9fFqS834MO9uWhs7QQAeLgp\nkDY1FuMeCmc3BiIrY+C6KL3BhC+PleCbn8stY5Ghflg9Lwlhwd4SVkbkvBi4LqiqvhWbMtW4UtMC\nAJABmDF6IOZPiObCGJENMXBdiCAIOH6+Cju/LUSn3rwwFuDrjhfnJCJxULDE1RE5Pwaui2hp1+Of\nB/PxS4HGMjYiti+WzRwCP2+2KScSAwPXBeSXabF5by60zToAgJtSjsVTYjFpeD8ujBGJiIHrYAxG\nE3LyanGmSIM2nRHeHgokx6qQkhByx/lXg9GEPScuY/+PZbjepRwRKl+sTk1EfxXblBOJjYHrQAxG\nE3ZkF6Ds+mKXm1KOug49sk+Xo6Bci6XT4i2hW6ttw6bMXFyuarL8/SceicDTk2LgpmSbciIpMHAd\nSE5erSVsb1dW04KcvFqMHRqGHy9WY3t2ATo6zW3K/b3dsHx2IobF9BGzXCK6DQPXgZwp0vT4ek5+\nDS5cqsdPuTWWsaHRwVgxOxEBPlwYI5IaA9eB3LgbrCu6TiMuXm6AwWg+W6tUyLBw0mA88UgE25QT\n2QkGrgMJ8HFHXWPHb8YEQUBjaycaW26GcXgfb6xOTcLAUHbOJbInogfupk2b8N1330Gv12PJkiV4\n+umnxS7BYSXHqpB9+uatuHqDCTUN7dDpjZaxSSP645nHB8PDjQtjRPZG1MA9deoUzp49i08++QTt\n7e3YsmWLmNM7vJSEEBSUa1FW04LWdj0amjpwvcUYlAoZVs1NYptyIjsm6o3zJ06cQFxcHF5++WW8\n9NJLmDRpkpjTOzylQo6Fk2Lg4aZAXePNsO3XxxsbXhzDsCWyc6Ie4Wq1Wly9ehUffPABKioq8C//\n8i84ePBgt3c7BQV5Q2mla0ZVKsc/n1lUrsXfPj6Lq3XmbgwKuQzpMxMwf9Jgp2pT7gw/q9txmxyD\nrbdJ1MANDAxEdHQ03N3dER0dDQ8PDzQ0NKBPn66vD9Vq26wyr0rlB42m2SqfJQWTIOCbU1fw5bFL\nljbloUFeWPN8CgI9laiv7/raXEfk6D+rrnCbHIO1tqmn0Bb1lMLIkSNx/PhxCIKAmpoatLe3IzCQ\n7Vt6om3W4e+7fsVn35dYwnbcsHC89UIKYgcESVwdEd0PUY9wJ0+ejJycHCxcuBCCIODNN9+EQsHV\n9O6cLdTg/w7ko6Xd3Kbcy0OJ52fEY1RCqMSVEdGDEP2ysD/+8Y9iT+lwdHojPv2uGN+frbSMxUYE\n4MW5iegbwDblRI6KNz7YmSs1zdiUqUZVvfn8tVwmw7xxgzB77CCnWhgjckUMXDthEgR8e7oCn39f\nbLk9t2+AJ1alJmFw/wCJqyMia2Dg2oHG1k58tC8XFy81WMZGJ4YifVo8vD35IyJyFvy/WWLnS+qx\nZV8umtrMC2Me7gqkT4vD2KQwdmMgcjIMXInoDUZ89n0Jvj1dYRmLCvfH6tREhASxTTmRM2LgSqCy\nrhWb9qhRobnZpnz2o5FIfSyKbcqJnBgDV0SCIOD7X69i1+Ei6A3mNuVBfh5YNTcR8QN5EwORs2Pg\niqS5rRNbD+TjbFGdZWxkvArPzxgCXy83CSsjIrEwcEWQV9qAzXtzce36Q8Ld3eRIeyIO44eFc2GM\nyIUwcG3IYDThq2OXcPDUFUub8oGhvlidmoTwPj6S1kZE4mPg2kh1Qxs2ZapRVn3z6UMzRg3E/AnR\ncFNyYYzIFTFwrUwQBJy4UIWdh4osrW8CfNyxck4ikqKCJa6OiKTEwLWi1g49th0sQE5+rWXs4Zg+\neGF2Avy92aacyNUxcK2ksPwaMrLUaGjSATC3w3nm8cF4PLk/F8aICAADt9eMJhMyT5Ri74+lEK6v\njPXv64PV85IQofKVtDYisi8M3F7QXGtHRpYaJZVNlrEpyRF4enIM3NmmnIhuw8B9QD+pq7E9uwDt\nOvPCmK+XG5bPTsDwwX0lroyI7BUD9z616wzYkV2AH9U1lrGkqGCsmJ2AQF8PCSsjInvHwL0PJZWN\n2JSpRl1jBwBzm/KFk2IwNWUA5FwYI6K7YODeA5NJwL4fS7HnRClM11fGwoK9sTo1CZFhtu1jT0TO\ng4F7Fw3EQCP6AAAMwUlEQVRNHcjIykVh+TXL2MTh/bD48Vh4uHNhjIjuHQO3B6fza/HPg/lo7TAA\nAHw8lVg2cwhGxodIXBkROSIGbhd0nUZ8crgQx85VWcaGDAzEyjmJCPb3lLAyInJkDNzblFWb25RX\nN5jblCvkMswbF4VZYyLZppyIeoWBe51JEJD9czm+OFoCo8m8MBYS6IVVqUmI7ucvcXVE5AwYuACu\ntejw0d5cqEu1lrHHhoYhbWocvDz4T0RE1uHyafJrUR227M9DS7u5TbmXhwLPTR+C0YmhEldGRM7G\nZQO3U2/Ep0eKceRMpWVscEQAVs1JRN9ALwkrIyJn5ZKBW17bgoxMNSrrWgEAMhmQ+lgU5jwaCYWc\n3RiIyDZcKnAFQcDhXyqw+0gJDEZzm/I+/p54cW4i4gYESlwdETk70QN3/vz58PU1Pyc2IiIC77zz\njijzNrV2Ysv+PJwvqbeMjUoIwXPT4+HtyTblRGR7ogauTqeDIAjYvn27mNPiTH4t/r7zFzS1mtuU\ne7gpsHRaHB4dGsZuDEQkGlEDNz8/H+3t7Vi+fDkMBgNee+01DB8+3Gbz6Q0mfHG0BNk55ZaxQWF+\nWJ2ahNBgb5vNS0TUFZkg3GgMY3sFBQU4d+4cnn76aZSWluLFF1/EwYMHoVR2nfsGgxFK5YM9IKa8\nphl/2/ELLl1tBGBeGHtqcizSpg9hm3IikoSoR7hRUVGIjIyETCZDVFQUAgMDodFoEB4e3uX7tdq2\n+55DEAQcPXcVu74tQqfBvDAW7O+JFbOGIGFQMK5pW3u1DfZEpfKDRtMsdRlWxW1yDNymnj+nO6IG\n7ueff47CwkKsX78eNTU1aGlpgUqlstrnt7TrsfVAPs4UaixjI2L74g/pKdC16aw2DxHRgxA1cBcu\nXIg33ngDS5YsgUwmw7//+793ezrhfuWVafHh3lxom83B6q6UY/GUWEwc3g/+Pu7QMHCJSGKiBq67\nuzv+/ve/W/UzDUYTvj5+GQd+KsONk9EDQnyxOjUJ/fr6WHUuIqLecOgbH2q0bcjIVONy1c3zLlMf\nGYCFk2K4MEZEdschA1cQBJy8WI0dhwqh6zS3Kff3ccfK2QkYGt1H9HoMRhNy8mpxpkiDxtZOBPi4\nIzlWhZSEECgVDH4iMnO4wG3r0GPbNwX4Oa/WMjYspg+Wz0qAv4+76PUYjCbsyC5AWU2LZayusQPZ\np8tRUK7F0mnxDF0iAuBggVtUcQ0ZmbmobzK3KVcq5Fg0OQZTRkZIdsdYTl7tb8L2VmU1LcjJq8XY\noWEiV0VE9sghAtdoMiHrh1JknSzFjds0+vX1werUJAwI8ZW0tjNFmh5fP1ukYeASEQAHCNy6a+3I\n2JuL4opGy9jk5P54ZvJguLtJ36a88frzGR70dSJyHXYduKdya7Dtm3y068wLY75ebnhh1hCMiLXe\nzRK9FeDjjrrGjh5fJyIC7DxwN2WqLX9OHBSEFbMTEeTnIWFFd0qOVSH7dHm3r9vTzoGIpGXXgQuY\n25Q/NTEG00YNgNwOH6WYkhCCgnJtlwtnkaF+SEkIkaAqIrJHdh24s8dGImVICAaGdv8wCKkpFXIs\nnRaPnLxanL3lOtwRvA6XiG5j14H71MQYqUu4J0qFHGOHhvFqBCLqEQ+/iIhEwsAlIhIJA5eISCQM\nXCIikTBwiYhEwsAlIhIJA5eISCQMXCIikTBwiYhEwsAlIhIJA5eISCQMXCIikTBwiYhEwsAlIhIJ\nA5eISCQMXCIikTBwiYhEwsAlIhIJA5eISCQMXCIikUgSuPX19Zg4cSJKSkqkmJ6ISBKiB65er8eb\nb74JT09PsacmIpKU6IH77rvvYvHixQgJCRF7aiIiSSnFnOzLL79EcHAwxo8fj4yMjLu+PyjIG0ql\nwipzq1R+Vvkce+OM28VtcgzcpvsnEwRBsOkMt3j22Wchk8kgk8mQl5eHQYMG4X//93+hUqm6fL9G\n02yVeVUqP6t9lj1xxu3iNjkGblPPn9MdUY9wP/74Y8uf09PTsX79+m7DlojI2fCyMCIikYh6hHur\n7du3SzU1EZEkeIRLRCQSBi4RkUgYuEREImHgEhGJhIFLRCQSBi4RkUgYuEREImHgEhGJhIFLRCQS\nBi4RkUgYuEREImHgEhGJhIFLRCQSBi4RkUgYuEREImHgEhGJhIFLRCQSBi4RkUgYuEREImHgEhGJ\nhIFLRCQSBi4RkUgYuEREImHgEhGJhIFLRCQSpdQF2IrBaEJOXi3OFGnQpjPC20OB5FgVUhJCoFRw\nP0NE4nPKwDUYTdiRXYCymhYAgJtSjroOPbJPl6OgXIul0+IZukQkOqdMnZy8WkvY3q6spgU5ebUi\nV0RE5KSBe6ZI0+PrZ+/yOhGRLThl4Da2dvbqdSIiWxA1cI1GI9544w0sXrwYS5YsQWFhoU3mCfBx\n79XrRES2IGrgHjlyBACwa9cuvPLKK/iv//ovm8yTHKvq8fURd3mdiMgWRL1K4YknnsCkSZMAAFev\nXoW/v79N5klJCEFBubbLhbPIUD+kJITYZF4iop7IBEEQxJ50zZo1OHToEP77v/8b48aN6/Z9BoMR\nSqXigebQG0w4ca4Spy5WQ9vcgSA/T4weGoZxD/eHm9IpT10TkZ2TJHABQKPRYNGiRdi3bx+8vb27\neU+zVeZSqfys9ln2xBm3i9vkGLhNPX9Od0Q91Pv666+xadMmAICXlxdkMhnkch5tEpFrEPUc7rRp\n0/DGG2/g2WefhcFgwNq1a+Hp6SlmCUREkhE1cL29vfHee++JOSURkd3g93kiIpEwcImIRMLAJSIS\nCQOXiEgkDFwiIpFIduMDEZGr4REuEZFIGLhERCJh4BIRiYSBS0QkEgYuEZFIGLhERCJxicCtr6/H\nxIkTUVJSInUpVrFp0yY888wzWLBgAT777DOpy+k1vV6P119/HYsXL0ZaWprD/5zOnTuH9PR0AEBZ\nWRmWLFmCtLQ0vPXWWzCZTBJX9+Bu3a68vDykpaUhPT0dK1asQF1dncTVPZhbt+mGrKwsPPPMMzaZ\nz+kDV6/X480333Sax0CeOnUKZ8+exSeffILt27ejurpa6pJ67ejRozAYDNi1axdefvll/OMf/5C6\npAe2efNm/OUvf4FOpwMAvPPOO3jllVewc+dOCIKAw4cPS1zhg7l9uzZs2IB169Zh+/btmDp1KjZv\n3ixxhffv9m0CgNzcXHz++eew1e0JTh+47777LhYvXoyQEOfoY3bixAnExcXh5ZdfxksvvWTpEefI\noqKiYDQaYTKZ0NLSAqVS1KeGWtXAgQPx/vvvW/5brVZj1KhRAIAJEybg5MmTUpXWK7dv18aNG5GQ\nkADA3I3bw8NDqtIe2O3bpNVqsXHjRqxdu9Zmczp14H755ZcIDg7G+PHjpS7FarRaLS5evIj33nsP\nb7/9Nv7whz/YbG8sFm9vb1RWVmLmzJlYt27dHV/xHMn06dN/s8MQBAEymQwA4OPjg+Zmx2xLc/t2\n3TiAOXPmDHbs2IFly5ZJVNmDu3WbjEYj/vznP+ONN96Aj4+PzeZ06sD94osvcPLkSaSnpyMvLw9r\n1qyBRqORuqxeCQwMxLhx4+Du7o7o6Gh4eHigoaFB6rJ6ZevWrRg3bhy++eYb7NmzB3/6059+8zXP\nkd3aQqq1tdVmnaqlsH//frz11lvIyMhAcHCw1OX0ilqtRllZGdavX4/XXnsNxcXF2LBhg9Xncdzv\nbvfg448/tvw5PT0d69evh0qlkrCi3hs5ciS2bduGF154AbW1tWhvb0dgYKDUZfWKv78/3NzcAAAB\nAQEwGAwwGo0SV2UdiYmJOHXqFEaPHo1jx45hzJgxUpdkFXv27MGnn36K7du3O/zvHwAMGzYM+/bt\nAwBUVFTgtddew5///Gerz+PUgeuMJk+ejJycHCxcuBCCIODNN9+EQvFgreTtxbJly7B27VqkpaVB\nr9fj1Vdf7baTs6NZs2YN1q1bh40bNyI6OhrTp0+XuqReMxqN2LBhA8LDw/H73/8eAJCSkoJ/+7d/\nk7gy+8enhRERicSpz+ESEdkTBi4RkUgYuEREImHgEhGJhIFLRCQSBi4RkUgYuEREImHgkkvZtm0b\nnn32WQiCgNOnT2PatGloaWmRuixyEbzxgVyKIAh47rnnMGPGDGzfvh0bNmzAyJEjpS6LXAQDl1xO\neXk55s6diyVLlmDNmjVSl0MuhKcUyOVcvXoVvr6+yM3NdfhHW5JjYeCSS2ltbcW6devwP//zP/Dy\n8sLOnTulLolcCAOXXMp//ud/YuLEiRg2bJgleMvLy6Uui1wEz+ESEYmER7hERCJh4BIRiYSBS0Qk\nEgYuEZFIGLhERCJh4BIRiYSBS0QkEgYuEZFI/n9MqakXSYYtOgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d1fb250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", | |
" ci=None, scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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BggXYtWuX2PXJisvtxbYvzgAANGolvnNztsQVEVEoddrD3bJlC7Zt24b6+nrc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\nJfjLlpwbKjYAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d3a10d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#可以使用高阶非线性模型去拟合数据,如果是去拟合模型并且去估计未知数据,需要考虑过拟合问题\n", | |
"sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", | |
" order=2, ci=None, scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"__在线性模型中经常会遇到偏离线性模型很远的数据,被称为outlier,这些数据虽然不多,但是对结果的影响很大\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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VgSEnv9YQtg8rq2lBTn4tpo0PMes1RQ3cwMBAbN++XcxLEtEglde2YHtWPm5VGd8miI/w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\n/weZbYIQZEtWcgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d603a10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#线性模型为了去拟合左上角的边缘点,曲线整体上偏\n", | |
"sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n", | |
" ci=None, scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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V0GvVUMhlMFvsfptjMGHgElEP1fXt2Jtv7FGsoJDLEK1TI06v8bilEKNT+2OaQUdo4Nps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\nZgY6PEEAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11d07c5d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#为了修正上述描述模型的不准确性,可以通过以下方法来修正\n", | |
"#添加了robust参数\n", | |
"sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'III'\"),\n", | |
" robust=True, ci=None, scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"如果因变量是0 1数据,当前这种线性模型仍然可以操作,但是会得到意想不到的效果" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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JltAfOuHj6RXVbNt/Lk3erojtCgR9IQQ3D0jm9Y5OdKnIZHqZIktcf+l4fri0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\nubPH9PlcVgU3U4gf7/BipM4tF/OK6zo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nU1RkbrW7/PLL2bZtG7fddls2TUyZ/jyI/uJn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\nJf8PAeHvRDD4m2oAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10f263350>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"tips[\"big_tip\"] = (tips.tip / tips.total_bill) > .15\n", | |
"sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n", | |
" y_jitter=.03);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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F4eoLZnL/uuVMqy4BnHjan/1+Ny/+sSmj4WOmiK4gTBhFL7jp+Dw6NeU+Kv2e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\n33CoHSDjFvDzmw/z0gdHUuLeFzE41Rke1T6T13r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Fw4KVt8+w2uXqaQVEolFy7P27m6oo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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e51c9d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#上述情况如果使用logistic回归较好\n", | |
"sns.lmplot(x=\"total_bill\", y=\"big_tip\", data=tips,\n", | |
" logistic=True, y_jitter=.03);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"residplot()使用来检查当前的数据是否适合线性模型,返回的数据是拟合的残差,正常情况下残差是在0附近随机抖动" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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obm4GAOTl5eGll17CJ598AlEU8c033wS4wt7XvueVK1di8eLFKCoqwvjx41FQ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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e5302d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#以下图像适合线性拟合\n", | |
"sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n", | |
" scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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gGAAAFgQDAMCCYAAAWBAMAAALggEAYEEwAAAsCAYAgAXBAACwIBgAABYEAwDAot1g+Pjj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\nwQAAsCAYAAAWBAMAwOL/AAqgMwcYifduAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11f110110>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#这个看起来就不太好了\n", | |
"sns.residplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n", | |
" scatter_kws={\"s\": 80});" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### 包含其他条件变量,这里就给出lmplot和regplot之间的区别\n", | |
"The plots above show many ways to explore the relationship between a pair of variables. Often, however, a more interesting question is “how does the relationship between these two variables change as a function of a third variable?” This is where the difference between regplot() and lmplot() appears. While regplot() always shows a single relationship, lmplot() combines regplot() with FacetGrid to provide an easy interface to show a linear regression on “faceted” plots that allow you to explore interactions with up to three additional categorical variables.\n", | |
"\n", | |
"The best way to separate out a relationship is to plot both levels on the same axes and to use color to distinguish them:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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W9/WnIjUOYjVaEEZwyvfHZBVhSUZcIQGZCAkJUbbUOy0Y8mY+3OudxakkLvX95iMJq5PC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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e383590>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips);\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"当然可以配置颜色、形状等参数" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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Qzp2DceNQr74OdX5RcBwhBJ+dbeClz8qDGVkAk9LjyUm1s7e8mT1lDdS5vDS7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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11f08ec10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n", | |
" markers=[\"o\", \"x\"], palette=\"Set1\");" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"加入其他的条件参数来改变绘制图形" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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MiX8ZohKl6fFdeNOpcqAYCiK6VDB1kP2KH/t79+JK5EqizWPzYEPDRiysXjSp\ny3MOBFS0ngnirQshaLrA5z+Q7x5RsesLjF4Csi+Q3fU7+TrvZGIKE345iJAqZfU8hmng9Z5j2NN5\nADFDSbTPqZ6Je2ZuR4Mnv1/EEhV6FA3G4A7yFosFLpsbHpsbVostr/2bDBj4E5WgaExHOKqmPGck\nhDm4gFcZ/805oBoqjgwcxknficQ29BZYsKxmOdbV3zppF3CZpsClriha2wJo7y6sjc+o+DV4Pejx\nX//vrsGb/uzuZDjvZKEZGoJqGNWe7P49LgQuYVf7y+iXBxJtte4a3DPjDszzzs7rRIoQAjE1PsM/\ntA7NYrHCY3PDbXPDwrVbKWPgT1RChBAIRVTIauqpPdrgAl6zABbwCiFwJnQGr/W+iqgxXLpualkL\ntjRtQa1rcqYFxBQDp86HcOxMEEEpuTpHXbULty1pzlPPqJRsXt6clGs/sr0YzzsZRLQoIllewDsg\n+/Fix8s46x8uiOCyObFl6kasv2UNbNb8zaKbZnzBbkwdXrBrtdjgsbnhsrkn9VPdfGHgT1QidCOe\n2qMbqd1ChBCQDRlyjmpDj6cv1ot9PXtxTb6WaKuwV2JT4ybMrpwzKW8A/X4lns5zMQxdT/5c5k+r\nxm1LmzG3pRrWSXhtNPkM5dPHq+vE0OB156S6Tr7OW8hMYSKohLK6gFfRFeztOohD147CHLH/yqrG\n5bijZTMqnOVZO/d4DMNESFLgDymJLz0syZkZDPyJSoCs6AhF1ZQL8BjCgKSFoZvZrw09HlmXcaj/\nNbwVSN4sZlXtaqyqWw3HJKvaYJoCFzojaG0L4sq15PQGl9OKNfMbsHFpM+qqmOZAubd0Vl1eAu58\nnbcQqYaKoBJOpDFmmhACx/pOYfeVvYhowxM70yqn4h0z70Rzef4KImiaAVk1oGoGqm02CMRLcrpt\nnlE3BqP0MfAnKmJCCISjGqJK6gG8YsQQ0SN5X8BrChNvBk7hcN8hKObw2oJZFbNwW+NmVDur89i7\n9MkxAycH03nCkeTPo94bT+dZNb8BLgcXpxGVolzswNsR6sSu9t3ojvQk2qqclbh7xu1YXLsgb09O\nVc1ANKZDN4a/7LhsTlQ7HSzJmWEM/ImKlG6YCEoqNCO1WaNCWsB7NdqFfT17MaAMLzLzOr3Y3LgF\n0ytm5LFn6ev1KWhtC6DtkpSUZmWxAPOnVWHT0mbMmeqdlKlKRJQZhmkgqIagZekpa1AJ4S8de/Dm\nQFuizW6YtXj9AAAgAElEQVS1Y9OUW3Fb861w2HIfXAshoKgmZEUbri43oiRntasavkgk5/0qdgz8\niYqQohoIRhSkWqlTN3VIWjjvO/BKmoSDfQdwLnQu0eawOrC2bh2W166AbZKUajNMgfMdEbS2BdDV\nm1yS0O20YvWCemxaOgU1lUznISp12azNrxkaXu0+jANXDyelbi6tW4Q7p29Ftasq4+ccjzAFZNVA\nTNEwHO9b4B6s0MOSnNnFwJ+oyISjKiKx1GeNYoOpPfncgdcwDRz3H8Pr/a9DF8OL2eZXLcDGxttQ\nbs/fIrN0RKI6Xjvhw/GzQUjR5C9RDTUubFzShNXzm+C088ZGVOoMM74ZomKoGT+2EAJvDZzBix2v\nIKSGE+3N5U3YMXM7ple2ZPyc4zEME7JqQEmq0GOF2+aB2+ZiSc4cYeBPVCQMM57ao+qppvaIwdSe\n/G6S0y61Y3/PXgS1YKKt3tWALU1b0Vw2Ocr59QzE0NoWxJnLo6TzTK+KV+eZwnQeIoqL6TGE1UhW\nFvB2R3qw6/JudIQ7E23ljjJsn7YVKxuW5nwc0nUTsqJD1YzrKvQ4rU6OizmW88D/+9//Pnbv3g1N\n0/ChD30If/M3f5PrLhAVHVUzEIioiY1NxmMIA2EtDCOPVXuCahD7e/ahPXI50eayurChYSMWeRfD\nWuCzP4YhcLZDQmtbEN19yV+ePC4rVi2ow21LmlFbWZanHhLRSKcHzuJg9xH0yz7Ue2qxsXkdFtXN\nz2kfTGEirEpJu+JmSkSLYPeV/WjtPZFos1qsWH/LGmyduhEue27LYKpafMMtbcRklMPqhMfuhsPK\nCj35ktPA/9ChQ2htbcXPf/5zyLKM//zP/8zl6YmKkiRrkOTUaz2rhgJJl/JWtUczNRwdeB3HfK2J\n2tEWWLDYuwTrG9bDbfPkpV+pisg6jp8N4cTZICJycjpPc4MHaxfUY828JjgdfKBKVChOD5zFcxef\nT7zuk/sTr3MV/CuGirAahiEyO8tvmAYOX3sDe7teTUobml8zB3dPvwN1npqMnu9GhBBQNRNRRYNh\njFyw64TH5oHNynEx33L6Cezfvx/z58/HI488AkmS8I//+I+5PD1RUTFNgWBEhaKlviA3qkcg6/L4\nb8wCIQTOh8/j1d4DiOhSor3ZMwVbmrag3t2Ql36lqrsvhjfaAjjbLsEccd+2WoD5MyqxcWkT1i2e\nhkAgP39fomKTyRn6g91HxmzPduAfn+WPIJbhtEohBM4FLuLF9pcxEPMn2us9dbhnxh2Y652V0fON\n1xdFNRBV9MSTZy7YLUw5Dfz9fj+uXr2K733ve+js7MRDDz2EP//5zzfM72poqMxhD/Ov1K4XKL1r\nzsT1qpoBXyiG8ko3Uln2apgGQmoYTtMCJ3KbelLtLUNvpBcvXn4JHeErifYKRwW2z7gdi+sWFWyO\np66bOHUuiEMn+tHVkxzQl3vsWL+8AdtWTUOTd/gzra0t3IXI/H+tuBXT9R6/9hb+1PECAMBmt8Cv\n+fGnjhdQ7fVgxS2LE+9L9ZoDegD2URbVB/VgVv9uiq4iEAuizGNDWUqj9Y0NjS/XpD78/vQutPWd\nT/zMY3fjHfNvx+bp62Cz5ibQNk2BiKwhphqwuayodDlgs9jgsbvhtrsnnLJZyOPpZJXTwN/r9WL2\n7NlwOp2YPXs2XC4XfD4f6urG3q2vry885s+KTUNDZUldL5C7ay6E3E4gM9cbiWmQolrKhd80U4Ok\nhZO2ZM8VZ4UVL114Baf8JxOl6qywYkXtSqytXwuH1YlQsPBmyKWojuNngzhxNoRoLPmJyi11Lqxd\nXI/Vc5vgdjgBE/D54rWma2vLE/+daVMbKiZ8jFIaX0ptPC226/3z6b3Q9eufZv759F5MsU0DkN41\ne+1e9Mn917U3eGqy8ncTQkDSIohm8AlrbW05unoHsLfzVRzpSU6VXNO0Are3bEKZowzBQPYLNhiG\nCVkZrNAz2Da0YNdmdSJmEYhhYtde6OPpZJXTwH/NmjX48Y9/jI9//OPo7e2FLMvwer257AKVoELI\n7cyEm0ntkXUZUSOa81KdpjDRFjyNQ+dfS0otml4+A5ubNsPrzF3OaaqEELjaF6/Oc65dStoDwWoF\nFsysxPrFjZjTXDtp9hMgmqz6Zd/o7bHR28ezsXld0n1gZHumaYaGkBqGnsF9UUxh4kD7EfzxzO6k\nMXVG1TS8Y8Z2NJU3ZuxcN6LrBqKKAXXEfYgLdieXnAb+d9xxB44cOYL3v//9EELgS1/6Emw23kAp\nu/KZ25kpimYgmEbVHiFMSLoENQv1ocdzTb6GfT170BfrS7RVOaqwuXELZlTMLLi0Ht0w0XYpXp2n\n15dcaaPcY8PKBV7curARdZWVBV9piKhY1HtqR52hr3fX3tTxhsb6g91H0B/zod6d+Se/QghEtCgi\nejRjxwSAS8EOvNC+Gz3R4THV66rG3TNux8KaeTkZU6+r0DO4YNdt88DOBbuTSs4/LS7opVzL9MxR\nLgkhEJY1RNPYkEs3dYS1MMwc78Ib1SM42HsQZ0LDW8I7rA6sql2DlbUrC+7mEIpoOH4mhJPngpCV\n5DSo5gY31iyswYo5DShzeAruywpRscvGDP2iuvlZm+zRTR0hNQwtgyWS/bEA/tKxB6d9ZxNtDqsD\nm6duwMbmtVkfU+MLdk3IigaDC3aLRmHdiYmyINMzR7miGyYCkpK0IdR4FCMGKce78BrCwEn/CRzp\nPwzNHC4rOrdyHnbMvRNCLpxhRgiBzp4YWtsCOH8lkvRnslmBhbMqsXZRHWY11cJp42NronzJxQx9\npsi6jLAqpbzuajyqoWL/1UM4ePUIjBETOOumrsDmpttQ6cxufroQArJiIKYOV+ixWmyDAT932J3s\nCueOTJQlucztzBRFNRCIKCnH7/nahfdK5Ar29+yFXx0uJVfrqsWWxq2YWt6CKlcZgnJmH3vfDE03\ncfpiGK1tQfQHktOfKspsWLmgGmsWNqCuvAJ2qyNPvSQqDKcuDWD/iW70BWQ0eD3YvLwZS2eNXYQj\nW7I5Q58JpjARUsNJtfMnQgiBk/1v4aWOvQhrwyWPp1Y0Y8eM7Vg+Y17WFrsCgDAFZNWArGiJew93\n2C0+DPyp6E2mmSMACEdVRNJI7cnHLrwhNYRXe/fjonQx0ea0OnFr/XosrVlWMLnwQUnDsTNBnDoX\nQkxNTueZ2ujG6kVeLJlVj3KHhwt2iRAP+n+7Z/j/6x6/nHidj+D/Ro5fewt/Pr03L9XaVENFKIOb\ncXVJ3fjz5ZfQJXUn2ioc5bhr+jYsq1+c1aBbmAIRRY9X6BkM+Llgt3gx8KeSUOgzRwBgCoGglF7V\nnlzvwqubOlp9b+CNgaNJj6AXVS/GhoaN8Njzv+uuEAId12S0tgVxsTM5ncdus2DhrEqsXuTFjAYv\n3DY3H1sTjbD/RPeY7YUU+J8eOIs/dbyQKPmZq2ptmV7AG1Yl7O7Yi+P9bybabBYbNjSvxZapG7Ka\ncnhdSU6LBS4bd9gtdvxkiQqAbpgIhBXoKVftEYgaUcRytAuvEAKXpIs40LMfYX245nWTuwmbm7ai\nydOUk37ciKoNp/MMBJMfvVeW27FyQTVWzqtBTUUFXFYXH1sTjaJvjJ2n+3JQGz4d+ajWZpgGgmoo\nIwt4dVPHa91Hsb/rINQRa6MW1s7D3dNvR407e6XOdd2IB/yDk0xDC3Y9XLBbEhj4E+WZohoIRhSk\nGPPDEAYkLQw9R6k9PsWH/T370Bkd3nXXY/NgY8NtWFC9MO8BdCCs4VhbAKfOh6FoyY/dp93iwaqF\n1VgwvRrljjI4ba489ZJocmjwetDjvz74b/C689CbsfXLPtjs14892arWFtVkSFoksRHhzRJC4Iz/\nPF5sfxl+JZhobyyrx44Z2zGresZEuzqmt5fktFis8AxW6OGTz9LBwJ8oj9LN51eMGCJ6JCepPaqh\n4sjAYZz0nYCJ+I3CCiuW1SzD2vpb4cpjEC2EQPvVaDydpyv5kbvdbsHi2ZVYtaAaU+or4bZ54OCC\nXaKUbF7enJTjP7K9kNR7auHX/Ne3Z7ham2EaCGtSRhbw9kb7sOvyblwKdSTaPHYP7mjZhNVNK7K2\nNkrVDERjOnRjcBy32OCxueGyufM+cUO5x8CfKA9MUyAgKVD11BaGCWEOVu1Rxn/zBAkhcCbUhoO9\nByEbw0F1S1kLNjdtRa0rf2VQVc3EmxdCaG0Lwh/Skn5WXRFP51k6rxrVnjJ4bG7mqRKlaSiPP17V\nJ4YGrztvVX1uZGPzOvyp44VR2zMlpscQViOJiY+bFdVk7Ok8gNd7jiWeGFhgwbpbVmFbyyZ47Jl/\nmjJaDX6bxQaP3QMnUx1LGu+KRDmmagYCaezCq5s6JC2ctJg2W3pjvdh3bQ96Yj2Jtgp7JTY1bsLs\nyjl5u1n4QiqOtQXx5oUQVC357zaj2YNVC72Y3VKBMgc3liGaqKWz6gou0H+7RXXzUe31xKv6ZLha\nmylMhFUJsQlOtBimgaO9x/HKlQOIjSi1PKd6Ju6ZcQcayuon2tXrDJXkHFmD3z5UkpOpjgQG/kQ5\nJUVV+MNKylmiscHUnmxvyCXrMg71HcRbwbcSbTaLDatqV2NV3eq8pMoIIXCpK57Oc/lqcjqPw27B\nkjlVWLmwGg1eDzeWISpBK25ZjCm2aRk9ZqbKdF4IXMYL7bvRJw8k2mrdNbhnxh2Y552d8UkUXTcQ\nG1ywO3S3cFgd8Ng9LMlJSRj4E+XAUKlOFZaUgv5cpfaYwsSbgVM43HcIijl8rlkVs7GpcTOqnFVZ\nPf9oFNXAqfNhHDsTRCCcnM7jrXRg1cJqLJlTiTK3ixvLEFFGCCEgaRFEJ1gpzRfz44X2V3DWfz7R\n5rQ5sW3qbbj1ltWwWTP3NFIIAVUzISvD+ftD5/PYPNyMkEbFwJ8oy0aW6ixP4f2Gqcc35Mpyak9X\ntAv7evbCpwzPSHmdXmxu2orp5dOzeu7RDARUtLYF8NbFMDQ9+evRrKllWLWwGjOnxCvzcGMZIsoU\n3dQRVMLQxc1XSlN0Bfu6XsNr116HOeJpwaqGZbhj2hZUOFMZ/VMjhEBMjVfoSaSMWixwWVmDn8bH\nfx1EWaSoBgIRJeVMnVxU7ZE0Ca/2HsD58LlEm8PqwNq6dVheuyKnO9iapsDFzgha24LouJY80+Z0\nDKfz1Fa74LI64bZ5YOdNjYgyJF6mU7rpIp1CCBzvO4WXruxFRBtOSZxWORU7ZmzHlIpbMtNRAKZh\nIiJriI3YYddiscDFGvyT1qOPPooPfvCDWLlyZc7OyTsoUZZIsgZJ1sZ/IwZ3g9QjUIzMbZLTIXXg\ndPAthLUQKh1VmF+1AD51AEf7X0+a2VpQtQAbGm9DuT1zM1LjiSkGTp4P4diZIEJS8ixbbbUDKxdU\nY8mcKricNt7UiCjj0i3TeSFwGcd6T8KvBFDj8mJl4zI4bQ78+fJL6I4MF0Ooclbi7um3Y3Hdgoyl\nIOq6iZiiQ4cFshIfLy0W6+DaJnfWyoBScWLgT5RhQ/n8Q7sijscQRjy1J4MbcnVIHTjUdzDxuk/u\nxWXpUlL6UIOrAZubtqK5LHf1ufv8Clrbgjh9MQzdSJ5jm91ShlULvZjR7IHNaoPb5uGC3RJ06tLA\nYClJGQ1eT0GWkqSxZfvzOz1wFge7j6Bf9mGqtxGra1elXcknpisIq1LKZTovBC5j95U9idd9ch9+\ne+65pKo/dosdm6beituab4XDlpnc+rdvuOUCa/AXksOHD+Ob3/wmLBYL1q1bh2PHjmHBggU4deoU\n1q5di1AohNbWVrz//e/HAw88gN/+9rf4+c9/DqvVih07duATn/hE4li7du3C73//ezzzzDM4dOgQ\nvvvd7wIAtm/fjgcffBCPPvooAoEATNPEv//7v0+o3wz8iTJoZD5/KhRDQUSXMp7ac3qwOo8hDEi6\nBNUcntVy29zY0LARC6sX5WSmyDQFLlyJ4I22ADp7kp9ouBxWLJ1XhZULquGtdMBmtcNjc7POdIk6\ndWkgafOoHr+ceM3gv/Bl+/M7PXAWz118PvH6mtSH5wLx16kE/0IIhDUJsp7ek9VjvScTvy9pUUS0\nSFJq0JK6hbhr+jZUuyZeDGFowW5U0WCMmByxW+2oclbC7iqb8DkoM3bv3o0Pf/jDeM973oNf//rX\naG1txe23347HH38cGzduxO9+9ztUVlbib//2b/Hud78bP/3pT/HLX/4SNpsNH/vYx3D77bcDAF55\n5RW0tbXh3/7t32C32/H1r38dv/jFL1BeXo6HHnoIFy5cAADcfffduPfeeyfcbwb+RBmSTj6/EAJR\nPZJU2zmTgmoAET0C2UjOm/fYPPjQ7A/Dbcv8hjFvF40ZOP56Lw4d60c4mvw0o87rxKqF1Vg8qxIO\nhxUOqwNumwdOGxfslrL9J7rHbGfgX/iy/fkd7D4CWVcQ0SLQTR0OmwNl9jIc7D4ybuCvGRpCahj6\nTRRN8MX8kI0YwqqUVObTYbXj/oV/gxlVLWkf8+1GXbALwGF1JooZuO1uRBGZ8LlKkRACfYEYznUG\ncL4riG8saJrwMR988EE8++yz+M1vfoMVK1bANE3Mnz8fVqsVNTU1mDJlCgBAURR0dnZiwYIFcDrj\n97jly5fj0qVLAIAjR45ACAG73Q6/34+enh489NBDAIBQKISOjvhOz7NmzZpwnwEG/kQZkU4+v2Hq\nkHQJegZTe4YIIXA+fA5+1Z+U1uOwOFBhr0Cduz7rQX/PgILWtgDaLkmJHSMBwGIB5rSUY9XCaky7\nxQOLxRKv0GNzs+wcAQD6AqOXUuwLZOcLMmVWtj+/K+GrCCrBxGvN1BFUgugc5+lgZJRZ+lR1R3oQ\nVENJZT6tsKDSWYGp5VMmHPQLUyCq6FBUHYnhkhV6MiIa03C+K4TznQGc6wwiGEltPUeq/vjHP+ID\nH/gA5s6di09/+tO4cOHCmE+qp06dijNnzkDTNFitVhw7dgzvfve7AQBf+MIX8OKLL+LHP/4xPvrR\nj2LatGn44Q9/CKfTiZ/97GeYO3cudu3aBas1M0/oU/oXNTAwgKNHj8Jms2Ht2rWorq7OyMmJCt3I\nfNJ6z/U7Q5qmQDCSej6/rMsIaMG0N+S63BPGqQsDCEVUVJU7sXROHWY2VSa9pz/Wj/09e3FVvppo\ns8KKcns5XIOpMwurF6V13lQZpsC5dgmtbUFc7Uu+ybudViwbTOepqnCgI9KBl7rPIKyFUOOqxcra\nVZhTNXfMY5/rDOD1tl74wwpqKl1Yu7AR81q8WbkOyq8Grwc9/uuDxwZv9p9QFZPxxq1U35OKkTn9\nwYgKh80Ktys5tMjU56eZo0+uqMZw+8jrqnPXYFn9YsyoTn+Tr4gWwctX9uON3hNJ7S6bCxACUU1G\nRIvgQuAy5nhnpn18wzAhKwYUVcdwvF+8FXouhM7jmK8VAdUPr7Nm3HH/ZhimiY4eCec7gzjXGUBX\n3+hf9mzWzKSRLl68GI8++ijKy8vR1NSEOXPmjPneuro63H///bj//vthGAbuuusuLFy4MPHzz3zm\nM7jvvvtw55134u///u/xwAMPQNM0zJs3D/fdd19G+jvEIsZJLv7DH/6Ap59+GmvWrIFhGDhx4gSe\neuopbNu2LaMdGUtfXzgn5ykEDQ2VJXW9QGFf89vzSYe8Z/Y7sahuPlTNQCCiJj2WHYspTER0CZ5K\nO4KB6LjvH+lyT3jUR+iblzdjZlMlYkYMh/sO4c3AKYjBYc5qsWJ2xRyYwoSkh1HlqMbC6kWYXpHZ\n+vxRWceJcyEcPxuEFE3+8tNQ48Rtqxsxo8kJh90Ki8WKa9FuHOjZd92syB3Nd456EzjXGcCuw1eu\na99x67SCDP5ra8vh82XmUbwFgMNuhdNhg8thxZTmiV9vof6/NuTtOeJD7t02O+1UkUIeW7Jh6HrH\nG7eA8ce2VL3985IVHYHBL+gjg/+b+fxG8+TB/4eAEhhusFgAIeB1e/HlDV9Iui5TmINpOQLbp21L\nOTg3TAOHe97A3s5Xkyr+TC1vhoCJvugAbFYbPHYP3PZ42kY6x9c0A7JqQB0xWWQdUaHnRsUMMjm+\n5NKF0Hm83P3Sde1jjftDxrteIQR8IQVnOwM43xnEhatBqNroC7YbvB7MbanG/JZqzGquwpqlU9K/\nkCIx7oz/s88+i//5n/9BU1M8H6qrqwuf/vSncxb4E+XLwe4jY7ZPK5uVcmqPaqiQdAlCmPDcRHbd\nqQsDo7afvNCPiKsdh/peS1orMKN8BjY1bYHXmb3A+Fp/DK1tQZy5HMaIDSNhsQDzppdj1UIvpja6\n4a0phxRU4LZ74LK68HL3S6M+Cj3uOzbqDeD1tt5Rz/96W29BBv4TZbda4HTa4LLb4HRYS26B81Bw\nGJ9BjqHB62ZVnzTdaNwaCupTeU8q3j4h4RkM9jXDRJnFkvHPb1rlFAiYiGjReI6/1Y4yuwfTKqYk\n+i+EgCFMiBEVe471nkwpMD/nv4gX2ndjIOZPtNW7a3HPzO2Y652F357938TkykipHF/VDERjyTvs\n2iy2xNhYzP+vH/O1jto+1rh/I7Ki4+LVEM4Npu/4w6Pvbu9x2TFnahXmt3gxt6Ua3gpX2v0uVuNG\nIRUVFWhoaEi8njp1KhwO5uNS8euXfde1CQH0RPpTCvoztYA3NEpeou4M4GrFaVy5NjyjWe2oxqam\nLZhZMXNC5xuLYQicbZfQ2hZAd3/yYOtxWbF8fjWWz69CVXl8fLBbHah2VsHuGl7LEFD9GI1/rPYx\nBvWx2icbqwVwOmxw2m1wOa2wZSiHczJbOquOgf4EjDZuAUB/zJfWe1IxWk6/x2WH1WLBFx9Ym9ax\nUrGxeR365H547PHUIbvdBl03sLF5HQCgN9o/uHg3OTj3j3xKMIp+eQAvtL+M84FLiTa3zYVtLZuw\ntmklbFbbDY8zVrsQAopqQla0pPVONqsdZTYPnLbSCEbTHfdHMkyBrj4J5wbTdzp7JYz2kN1qsWB6\nU8XgrL4XU+rLYc1QSk+xGTfwnz9/Pj75yU/i3nvvhc1mw/PPP4/Gxkb8/ve/BwC8973vzXonifKh\n3lOLPrk/8doU8bzMWtf4QYluapA0KWmB7c2qKnciMBj8m1YFivcstPLhmTa7xY419WuxsmZV4gaV\nSVJUx4mzQZw4F0JETr6exloXVi+qxoKZFbDb4kGr0xbfYddhdcBldyGC4cDf66yBX7k+uKhx1ox6\n7ppKFwZC1wf5NZWT84b59vQdh7248ngp/94+biXa3bVpvScVuV6TMfKJRX/Mh1sqG7G6ZiXm18yB\nPxZAlbMSvtHGF9foTwdjegx7Ol/FkZ5WmIPVeiywYHXjctw+bTPKHcmlM2tc3pSOL0wBWTUQU7Sk\nINVudcBTgtXL0h33/eEYznUG0d4r4fQlH2Lq6PfRuio35rZUY15LNWZPqYLbyYXQqRj3rySEQGNj\nI/bt2wcA8Hg88Hg8OHToEAAG/lS8Njavw3MXn4dAfBHvUC7/itqxt9YWQkA2ZMh6enn8N7J0Th32\nneiCWtkBpeoCYB0eBOdWzsNtjZtQ4ajI2PmA+HV098er85xtl2COSOexWoB5MyqwamE1pjQMbiJj\nscBljVfouVEVipW1q0bN9Rzrb7p2YeOoOf5rFzamf1F5YrdaBgN9GxwOK6xF/Eif8m9o3BqtPZ33\npGLz8uZR12RsXp69TQEX1c1PfAFoaKhE+9UeDMR8EABWNi5L2mhryMrGZUmvTWGitfckXr6yL6la\nz4yqaXjHjO1oKh99fBnv+KMt2AWGSnLGJ0NK0XjjvqIauNg9nL4zEBz9KbnbacOcKdWJYL+2iov+\nb8a4gf/Xvva1XPSDqOAsqpsPwzSxr/MwfIofta5arKhdOWZOYrbKdFor/DBnHIZihhJtlbYabJ96\nO6aWTc3ouXRD4MzlMFrbgugZSJ5pL3PbsHx+FVbMr0ZFWXzosFgsg4vSPCltBjb0tzvuOwa/6keN\ns+aGf9OhPP7JVNWH6TuUT2+fFa93X1+xJ5X3pCKfazJ0U0d/xIewNrz4cyjP/ljvSfiVAGpcXqxs\nXJaUf385dAW7Lr+Enmhfos3rqsbd07dhYe38G+baj3X8aeXTEJSUxA67Q5y2eEnOUi9X/PZx3+uo\nwVQsQcd5D17qehMd1ySYo9SZsViAaY0VmDu1GvNavGhprMhYRZ5SNmbg/6lPfQrf//73sX379qT/\nEYQQsFqt+Mtf/pKTDhLlSzSmo8E2HX89Y/xKODEjhqgeyegOvCE1hAO9+3FJGp5Rc1lduLVhPZZ4\nl2Z0191wVMfxM/F0HjmW/Fj1lnoXVi/0Yt6MCtht8bEgXoXCA7fNdcMqFKOZUzU3rQVd81q8BR3o\nj0zfafB64LypauFEmTNyVnwi70mFrWoAzjnH4ZJ9cHpqYatyAshe4C+EQESPIqpFUVNWft3P53hn\njrrQNqAE8Zf2PXjLdybR5rA6sHnqBmxsXgt7ivXyh44/csOtt6/DctlcGa/Bf64zgBN7L6JnIDIp\nJkDers46DdNjVVA6gzjdFcRRJQggeN37vBXOwTG/GmuWNkOJZrb2Pt0g8H/qqacAxOuUPv744xBC\nwGKxQAiBxx57LGcdJMo1UwiEIuqYeYUjCWFC0iNQjcwtNtVMDa0Db6DV90bSGoHF3iVYX78BHrsn\nI+cRQqCrN16d51yHlLS1gNUKLJhZiVULq9FcP/w4tVSqUIzHZrXA5YhX3nE6bIn0HaeDOftUOt5e\nFrRP7k+8zsSXireL774rQRepP1VVDRUHrh7Gq1cPJ42ny+sXY/v0rahyVt7gt6+XSOfRdAgBdEgd\nOB18C2EtBK+zBqvr1mBedWavfaissd1mgSmAgZCSSIEs1OBf1Qxc6g7hfGcQZzuDY27u5nRYMbu5\nKhHs11W7E/eWcrej5AL/z372s1iyZAk+9alPAQAkScK9996LZ555Jqnu/0SMGfg/8cQTaGtrQ29v\nL/qfxzgAACAASURBVE6fPp1oNwwDzc3Zy98jyidNNxCQ1KQKDGPRTQ1hTYKZgQW8QDwQvxi+gAO9\nByDpw9V6mjy3YEvTVjS6M5PXrukm2i7Fq/P0+ZMH1XKPDSsWVGP5vCqUe4aHB7vVDrfNE9+8pgRZ\nLIin7gwG+0MLmYlKWabKgo5HCBHffTeNtVNCCJwaOI2/dOxBWJUS7VPKm/GOmdvRUpleHXdVMxB7\nW/39DqkDh/oOwmKxwAorwloIe669DKvFmtHNqSZDWWNTCFwbiA4G+gG0XwuPeh+1AJhSX455LdWY\nN82LaY0Vk3Y8feNML/5yuAPXBiK4pa4cd906HasXTOw+/cQTT+Dee+/FnXfeiblz5+Lpp5/GBz7w\ngYwF/cANAv+vf/3rCAQC+Od//mfs3Llz+BfsdtTVsdQaFR9J1hCRtZQSNWK6jIgRTXsH3rH4FB/2\n9+xFZ7Qz0eaxlWFj40YsqFqYkdn1kKTh2JkgTp4PIaYk56JOaXBj1cJqzJteAZtt+FwOq2NwUVpp\nVaEAACer7xDdUKbKgt5IfJY/PFimMzVdUjd2Xd6NTml4F/MKRznunL4Vy+uXpDyexstxGogq+nUb\nNVosVpwLnYHNYrvueDdTn/5GCrWscSiq4nxnML5TblcQkTHKXFeXO+N5+tOqMWdqNcrdk3/Nwxtn\nevGTP72VeN3dLyVeTyT4r62txRe/+EXs3LkTn//859HZ2Yknn3wSZ86cSWTieL1efPWrX4Wmafjc\n5z4X/3eqKHjyySexaNGicc8xZuBfUVGBiooKPPvsszd9AUSTgWGaCEoqVH30Hf9GynRqj2IoeL3/\nME76T8Ic3HDGCiuW1S7HurpbJ1z2TQiBzh4Zb7QFceFKJOl7is1qwcJZ8eo8TXXJ1RGctniFnlJa\nlGZLVN9JTt8hotFlqizoaG5mlj+sSth9ZR+O951KtNksNmxoXovNUzfAleJ4aprD1XnePmk9Mt0x\nrIdH/RKRSn36dBRKWWNNN3H5Wjx951xnENd8o382DpsVs6ZUJYL9Rq+n6FJD/3K4Y9T2lw53THjW\nf/v27XjxxRfx2GOP4ec//zksFgu++MUv4qtf/Srmzp2LX//61/iP//gPrFq1Cl6vF08//TTOnz+P\naDS1/1dY9JRKWkyNL8xKIbMHhqkjrIUzUptfCIG24Gm81ncQsjGc+9hSNg2bm7ag1jWxG6emmTh9\nKV6dpz+QnM5TUWbHygVVWDavGmXuETPZKZbkLBbD6TvxQH+yPm4mypdMlQV9O83UEVLCKefy66aO\n17qPYn/XQajm8Kzzwtp5uHv67ahxp5YOM1Y5TmD0Gvzp1qe/WfkqayyEQI9fHgz0A7jUHYJujH6z\nbK4rGwz0vZjRVAmHvbjH02sDkdHbfaO3p+u9730vYrEYmpqaAAAXLlzAk08+CQDQNA0zZ87E1q1b\ncfnyZTz88MOw2+146KGHUjp28d/diUYhhEAoqkFWUruxKEYMkQxV7emVe7CvZy96Yj2JtkrH/8/e\nm8XYdabnuc+a9jzVrnniWEUWKYqDRJGiJKqtVsfdnRiJ0UnOiZHkAM7NgR3kxkDQiA0YfS5y0bER\nBMhFgly0L3w67YNz7I4b7Z7dapGUKHEQKYoUi2ORNc97Htfwn4u1x9q7RhaLxar1AFLVXnutf69V\nrPrXt77//d4vyNsd77A/cOCZMiOJVFXOUyjWr2D0dXo4NRRhoL++o2HVktODLO1sSYumyLhdCi5V\nRlPlHZeFcnDYSjbLFrSWjJ4lo2fWJLkUQnBv8QG/ePoBsULVIabD28bX930VSwh+PXpxWWvPMoZh\nki3U6/fLrLT6ud6+JBulrOP/4vEi08/Z1Sed03k0kah46qeyzeU7Aa/GYJ/tqT/QGybo211y0K5W\nP1Pz6cbt0Uanqc1g//79fPe736Wnp4fr168zNzfHp59+SkdHB9/73ve4ceMG//k//2f+8i//ctWx\nnMDfYdehGxaJdAFjDWl+2zouQ8Fs3lBkPeSMHB89+pDP576obFMkhddaX+dU9LU128k1O8enUzlu\nDMd5PF6/1KcqEkf2Bzk5FKYjWr8sLEky3lLAv15LzpcFR77j4PB82SxbUNMySRZTdRn7lZjNzvFX\nDy5wf6Fqd+xVPbzX9w6vdZ5gJDFa12xrsbBYeV0O/ou6bce51H9fKq1+elQvygrJkPX2JXkWBvsi\nnD3ey+ImZZTLGKbF6EyKByX5zuR88/FVRWJfV6gS7HdFfbs6cfK1M3vqNP5l3j+zuv33RvjOd77D\nt7/9bQzDQJIk/uN//I9EIhH+6I/+iB/84AcYhsG//bf/dk1jOYG/w64imzdIZYtryiaZlkHKSGM+\nY0MuS1jcjn3B1fkrFKyqTvNA8CBvd7xNUAttaNyibvHloxQ37sVZTNTfLEN+lROHw7w6EMLrqb9x\nyZKCd4dacjryHQeHl4+ckSdVTCPWMDPnjBy/GfuIazM3K/tLSLzRdYqv9L1VsTu+OftF0+Nvzn5B\nn6+fbEHHXCJbsfuTeHArnjX3SVlvX5IXjRCCuUSeh6WM/shkctn6ts4WL4N9EQb6wuzrDuJyTA4q\nlHX8f39llOnFDF1RP+9vgqtPmbNnz3L27NnK62PHjjXN5v/FX/zFusd2An+HXcF6vPnBbsiVMTLP\n7NozkRnn4uwFFmt0oC2uFt7pfJd+f/+Gxowli9y8l+D2wxRFvX7C3tPl5eRQmIN99XIeAEVW8e5A\nS05NkXFpMm5NceQ7Dg4vEZawSBZTFMzVvdotYXF95ia/Gf+InFFdgT0Q3svX936Vdl9b3f6xQrzu\ntQCEBXPZRVJLvOF3en+SbN7g0aSd0X84Hieebv7z9nnUUpfcMAN9EcL+3SXfWS+vHe7YtEB/K3EC\nf4cdj2FaxFNrlfZsjmtPSk/x8exHPEo9rGxzyS7O97/NgGdoxeXj5ucleDKZ5cZwgpGJJXIeVeKV\nA7acpy3SGNRrsoZnSVHay4xcbp6l2sH+0gccBweHrefuwn1b659bpM27uta/YBZJFVOYYnU3tceJ\nJ/z8yQd1DkIt7gj/9Ng36VZ7mwbrLe4Ii4VFBGBZpRyOEIRdVV38Tk2GmJbF2Gy6FOgnGJ9LN81h\nKbLEns5ApXlWd5vfkUPuApzA32FHU9BNEunCmlx7dEsnraew1nAjWg7DMri5eJPPFq7VOVIMhYd4\ns/0c3W3tJOJrt6crFC3uPEpyczhBLFUv5wkHVE4NRXhlIIjH1fgg4VJceBXvS2/JKQGaahfluh35\njsNLyu2RBS7dmmIunqM94uWd490c27+1PXHWG5yvhdsjC/z0znXG1etoikzAqzHH8h18hRCk9QxZ\no3kn11oW8zF++fQ33IvVJFAUF+/2nuNM12t0tIWX1byf6DjGr55eQCyZ/IfCR1BlFa/i2zHJEICF\nZN4uyB1L8HgySaFJoTJAW9hjB/r9YfZ3h3A73cZ3HU7g77BjyeT1ZR0JahFCkDOz5NZwI1ppjKfp\nJ1yavURSr7pLtHs6ON/5Ll3ernWNt5gocmM4wZ1HSXSj/sa1t9vLqSMR9vf4GrPdkoRbtgP+l9mS\ns5zVd4pyHXYCt0cW+OsPq0WoM7Fc5fVWBf93F+7XWW/O5ZYPztdK+boSrfdA2MYJdlMpN1630tDB\nd63NuApmkYsTl/l06nqdffLJ9mN8tf88AVdg2WOFEOQKJlGpizOtbzKcuEtSTxDSwhxrOcZQ5MiO\naEiYLxo8nkxyfyzOw/EEi8s08/K6FQ722DabA73hLff+d9h+vLyRgYPDMoiSnj+3Bj2/KUzSegrj\nGQp448UYl2YuMZp5WtnmUTy82X6OI+GjjGXG+PnEz0jpSVp9UQ76DrEn0Fj5b1mCkYksN4bjPJ2q\nfwjRVIlXDoY4ORSmNdx405IkCbfiwfsSW3KWrTbLWn0Hh53CpVtTy27fqsD/8tTVZbdvNPAvX5ep\n1tsapnM6XrdS18F3LTadQgg+n7vDr8cukNarmfz+YC9f3/tVegLLJ1CEJcgWDPJFoyJr2RPYw57A\nHjTZVepA/vKufpqW4PFEgutfTvNwPMHYbKrpSrYsQX9nkIHeMIf6w/S2BRw5pEMdTuDvsKUsXe7+\nR+cP0h/1btr4pmURTxXRzdXlOs/qzV80i1xfuMbnizcrXXclJI61vMobbWfwKB5G06N8One5csxi\nIcZ8xn5dDv7zRZPbD205TyJd/wDSEtQ4ORTmlYMh3K7GYFgquVB41uFCsV2QJUpWm4qj1XfY0czF\nm68mzsWf3SZ4rcznGhtNAXXB+XopX5diBOqC//L82+aJrtmmcyw1wc+f/JrJzHRlW8gV5Gt7vsIr\nrUPLFt1alkW23HRryVRue/B7N2yV/KKJpQoV952HE4llzSmiIXdFp3+gJ4TH9XJer8PW4Px2OGwZ\nzZa7//InX/KP3963KVmvom4SzxSxVhH0C2GVvPk3VsArhOBB8j6X5z62nX9K9Hh7ON/5Lq2eqrvE\n3USjzy/AcOIuPqOTG8MJvnycwlgi59nf6+PUUJh9Pc29kmVJwVuynXtZXCjKWv2yr77mWMM57BLa\nI15mYo3Bf3vEs2Xn0OaN1hXHVrZ7Nt4lvHxdnsw+MuHble1aqQ7n9Y4TLORjK9p0JgspfjX6IbcX\n7la2qZLKWz1neLvnDJrSPEtvmhbJdIFYstAwursU8L9scseCbjIymSx56seZTzR/MHRrCgd7Qwz0\nhRnsi9Aa2rrfI4fny6effsof/uEf8uMf/5ju7m4A/vzP/5wDBw7wrW99a1M+4+X6q3B4qXmey93p\nnE46t7qe37AM0nqqTje6Hubzc1ycucBUrnotfjXAWx1vMxAcaAjCU3qy7rUQkJ0PMzvVzhfx+hbs\nLk3m2ECQk4fDtISaa1BtFwoPrpfEdk5T7WI/TZVxOVabDruUd4531yU9arcvZbMKcJeO0xvobhr4\nn+t+Y91jlylflztvS3Dy/ieYaoaeYDvn+0/RFehcNujXLZ3Lk1f5aPIKes1qwCutQ7y/510i7nDz\n43STXNHushtWlOropaZb3lWabm0nLCGYms9UAv3RmTRmk8SVJEFfe4Djg+30tnrp7wigyC/XCu9O\n5PPpL/ng8cfMZObp9Lfx3oG3ONF19JnHdblc/If/8B/4i7/4i+dyz3QCf4ct43ksd1uWIJEpLutg\nUMuzePPnzTyfzn3Cl/E7lRuZLMmcir7Ga62vL6sdDWohksUEpq6QmW4jNd2Oma8vroqGNU4djnD0\nYBCX1nwyV2UN70tgySlLdjaqLOHpaPExZ2zsIcvBYadQTmzYMsc87RFPU1efZy3ALUspx3Mj5Fu/\nJODV8LoV5nLzzOXmOdn+KhPpKebzi7R5nt3Vp/66utnj3c/ZQ630dbsq8selCCG4u3ifXz79DYli\nNTHS5evg6/veZ2+or+lxRd0kmzcwzCZddl+i+qZEusDDiUTFajNbaF5fFva7GOy35TsHe8L4PCrR\nqH/TO/c6bIzPp7/kB7f+tvJ6Oj1Xef2swf+bb76JZVl8//vf51/9q39V2f69732Pv/u7v0NVVU6f\nPs2///f/fkPjv5DAf2FhgW9961t873vf4+DBgy/iFBzWwVpt6GozTJrlx5jrI7/QUjlmueVulyrx\n3//29rpt7nTDJJ4uNs2Q1PIs0h5LWHw0c4k78dt1N7J9gX283XGesKt5VqpMN0OMPJgiO9uKsOqD\n+oN9fk4NhdnT7V32qX67W3JK2Dp9lybjUp2iXIcXx/OuH1rt81abt47tb628Xz72hxce1x37LAW4\nn92brawqZFufYC5x2AGYSE/xb479y027ptrrsoTFZzO3uDz9U2LzcVrcEU52vMrByL7KvtOZGX54\n7xfMFas6frfs4R/sfZeTHa821CkJISgULXIFvWGelyUZv+ZHcXmQtnF9U9EweTKVsq02xxPMNrkH\nArhUmQM9IQZKWv228Msj49yNfPD44+bbRy5vStb/O9/5Dv/8n/9zzp8/D0Amk+GnP/0pf/VXf4Wq\nqvy7f/fv+OCDD3jvvffWPfaWB/66rvOnf/qneDyOJu1lYK02dLWZqlzBJJaaAWUGv/sYM7Eu/vrD\nx7x+uL0h8M/m7bbp+VIH2rXa3GVLVp2r5e6fRdozlZ3i76d+VWfPqUgKfsXPscjxZYN+yxI8HMtw\nYzjO+IwBtFePV00O7tc4f6yfSHCZYL68ZK14tqVGtdwp11VqouXcnBxeNM+7fmgtn7dWe86Vjn2W\nAtxfXRmtfF9baFt22FltnGe5poJZ5MbMLX419pvKtsXCIr8e+xCALn8Hvxm7xGezt6rSHyHhyezF\nkzpIsGdvXdAvhCBfNMkVjIaardouu37NR0HaXhlwIQTTi9lKRv/JdBLDbH6ncgWy+FpSeKMpvn7o\nLIdaBrf4bB02ykymUTYHMJtuvn29tLS08Md//Md8+9vf5rXXXqNQKHDixAk0zY4bTp8+zYMHD16O\nwP+73/0u/+Jf/Av+x//4H1v90Q4bYK26/NpMVa3WPu9/UtF/js+m+adfOVC33J0tmA3t05uNX8Yq\nWXUu525Qy0alPRkjw+XZj7mfvFe33a/48Sp2dn44cbfBkjObN/niQYLP7yVJZeuXb9siLk4NhTl7\nqpNcprm0SZKkGoee7bNkLZXkO477jsN2ZavtMp/l81Y6tu3gxgtwpxeqAXCty07ZYSdnFDAsg/90\n9b82rR3YyDVZwiKtZ8gZeT6bvdXwvhCCX41+SLyQqFtx1fLt+BKHUUzbj//68ByDfRGEJcgVTfIF\nvcGq0pY7enBtwy67qWyRhxN2oP9gPLFsvVnIp6FF4ijhebyRFIqreh+7nfjcCfxfIjr9bUyn5xq2\ndwTamuy9Mb761a/yy1/+kh/+8If84R/+Ibdu3cIwDBRF4erVq/zu7/7uhsbd0sD/b/7mb4hGo5w/\nf37NgX97e/A5n9X2YrtdbyxdbCrfiGeKdecaN+KoJZcWw7QoJ4EtLVM5Pp4p8t6Zfbx3Zl/luD/6\nLx+uaXywpT2LyQK+gIxvhXO2hEWqmEY1LcKsfanftEyuTl/jo/GP66znPIqHgCuAIleD8YyVIhyx\nz2JyNsunny/wxf14XWZHkmDoQIg3T7Sxr9dfyYy7IvVnL0syPtWLR90+lpyqIuNxKRVf/WfJ6m+3\n3+nnzXa+3u18bs/CWuep7fB5Kx37fxx5t043XOYbR95dddyuVj9T83awH8gfIBm0A3FNVSgKnUQx\nSdQbRlElYnqMn4z+gnDEW5ElrPea8kaBRD6JVyh48ZM0kyiKUvN+nng+iWFVg1vF8BNIHcFd7Cht\nsL8kskU0t0auaKB5ZDRPdTXUrbjwqj5cy7j7RKP+FX8uzwPdMHk0nuDOyAJ3RxYZn0033U9TZQ7t\naeHIvihH90fpbvPzX679V6zKWnX155WyEmu6lhdxvS+S7Xq97x14q+nf6nv7z23q5/zJn/wJn3zy\nCX6/n29+85v83u/9HpZl8frrr/O1r31tQ2NuaeD/13/910iSxOXLl7l79y7f/va3+W//7b/R3t6+\n7DFzc6ktPMMXS3t7cNtdb0vA1VSX39nirTvXiBqpZKpURUY37CyTYvgr3y89Buyb1eh0vfNNs31z\nBYNkprgGaY9OSk9jrVPaM5p+yqXZi8SL8cq2VncbbtmNbhXBsv2iywTUCJ/emOHGcILJufoMvscl\n8+pgiJOHw4QC9s0qmbB/huGIj0Q8C1QdehTZTV4S5Nl45+BnpWy1WQ70ZQTFnEkxB8/yG7kdf6ef\nJ8/zejcjgN2p/xbN5ilNlYn4Xc/lmtc6L6732B6ln3+457ftWqmaAtwepX/Vcb92Zg/f+5FtqakY\nHfjMY+T9TwgEDQp6jrAriEtyYdQU2//s7gV6lP51XZOdWMmQN+vnvZASYrGwiGEZJItpCmZ1Jdet\nuPlK31uM3AmykCtilOqlhBBYliAScDE1U3MfqJE7mrJKmiLQuDK8VcWuQghm47lSRj/OyGRq2V4x\n3a0+Bnptm829XcG6h6lYLEtACRErNEquwu7WVa9ltxX3Ps/r7W1fvvvzWig/MH8wcpnZ9DwdgTbe\n23/umfX9Z8+e5ezZs5XXgUCADz74oPL693//959pfNjiwP/73/9+5ft//a//Nd/5zndWDPodXjxr\ntaE71/1GReMf8GqlojLwZPYtewzU36yajS+EIJnVyS3jfFBL1siSM3PrkvYki0k+mr3ISHqkss0t\nuznb/iZHI68wnhmva8BlFlXS023MzvRyOz9TN1Z7i4tTQxGG9gdWLHLVZA3PNnDoqXPgcSnIjlbf\n4SVlPXaZL/rzVjv2SOuhDTntvHa4g0SNlHKPdz/vHHuLY/tb+U9X/yuiictOreZ/LddUMIukiilM\n0TjW0dbD/GTkF2SM+oeHgcgB/snBb+LXfLSacX726ShC2LLNMq8csKVE20numMnrPCzp9B9MJEhm\nGh88APxejcHeMIN9YQb6wgR9K8/rJ6On+GDq7xu2n4ie3JTzdtg6TnQd3ZRC3q1m+1UOOmwr1mpD\nV75RXZ66yry0SFhrwZjrJV+I0t7S/BhovFnVjm+YFvF0YdnCqDKmMEnraYxVOkPWols6NxY+48bi\nZ3WFv0cjr3C27U28qi0RKuv4Pxt7zPRTL9m5KEJUA2RJgsE9AU4NhentWNmFwaW4iXpaUPMbaxy2\nGaiyVMnqu7TtU0fg4PAsNJunnqerz1rnxc0+di1jNxtnLc27VjqvWi3/UixhcXP2C349dolsTdDv\nU338Vt/bnO6yA1rTtOhu9XPuWBe3Hy2QzBQJ+V0cO9jK/q4wnpIl54ty6DFMi9GZtN0pdyLB5Fym\n6QqzIkvs6w4y2BthoC9MV6tvXUmTg6EBAD5fvEmsGKPF1cKJ6MnKdgeH540kxAZMzbeQnbo03Yzd\nJouA5a85XzRIZIqrJu8LpQLetf4aCyF4nHrER7MfkTaqn9vl7eJ857u0ezoq2wxTcP9pmhvDcabn\n64N1r0fh+GCIE4fCBP0rPD9LEh7ZjafUVGarl2rLEh6Pyw70VWVrb6q77XfakfpsH172372f3rnG\nxfErZK0EPjnM+b4zfPOV08vuv9L1Lu0PUOYfH/jmqqsLRVMnWWzujPbx5FUuTVwmX1O4G3aF+O29\nv8VQ9BCSJGGaFrm8QUE3GwJpWZLxKF48intDAf+zzKdCCBYS+VLzrASPpxIU9ebynY4WL4O9dkZ/\nf3fohSVNHKnP5vHq4c7nMu7LgJPxd9hWCCFI5XSy+ZWlPUKIkjf/2pt/LRYWuDhzkYnseGWbT/Fx\nruMtDoUOV7L16azB5/cT3LqfJJuvv9l1tro5NRTm8L7AikG0JMk1S9ZbG2yXJTzuUrDvSHgcHF48\n6+nI+9M71/jZ6C8rrzNWovJ6peB/OepWZNfYvEsIQVrP1GXxy8QLCf7Xw58wmqrOpRLg1/x8Y9/X\nOBw9WAr49WUCfgWv4sGtbK1Xfa5g1LjvxImnm8t3fG6Vgb6SfKc3TDiw/ZyEHBw2ihP4O2wbTMsi\nkS5SNJpnXar7GaSMNKa1uu4foGAWuDp/hS9iVQ9pGZnj0ROcbn0Dl+JCCMHEbI4bwwkePE3XWcnJ\nEhzaG+DUkTDdbSvfqF7UDU1VJNyagseloKmOhMfBYTux3o68F8evNB3n4viVDQX+5c9Za+2AXsry\nG0uy/EWzyEeTV7g8eRVDVOdfj+ImVHI+uzV3h253P8Um3dRtQwMvLtm1JfOjaQnGZ9OV5lnjc+mm\nq8iyJLGnK8ChPlu+09Pqr7MtfjAe59rwLLFUgZagm9NDHQz2RZ77+Ts4PA+cwN9hW1DQTRLpQoN3\n81LW480vhGA4cZdP5i7bRb8l+v39vNPxLi3uFgzT4s6jJJ/dTTC7WC/n8XttOc/xQ2ECvpX/VNTy\nDW2LPKbLHXPdmu3Eo8jbwwbUwcGhkfV25M1aiSZ7Q9ZqdEDbTIQQZPQsGSPbsP32wl1+NfohqWLV\nulJCIqAF8Lu8CAtMExZysYag3/bg3xpDg8VkWb4T59FEkkKTBxCA1rCHwT7bfedAdwi3q3nC5MF4\nnJ9fGau8XkgWKq+d4N/hZcQJ/B1eOOmcvmzDkzJCWKSNDEVzbYWxM7kZLs5cYLbGeSeoBXm74zz7\nA/tJZ00ufbnArfsJcoX6FYbuNjenhiIc2htAUVbOSmmyC6/qRZOX6cK7iciyVGqiJT+zt76Dg8PW\nsd6OvD45TKZJ8O+TQ5t6XrXolkGykKrL5ANMpqf5X49+wnxuobJNQkKRFIQQ5IwcMjIu2Q7qw65q\nMLwV82O+aPB4MlkJ9heTze8RHpfCwZ4wg/22hKcl6FnT+NeGZ5fd7gT+Di8jTuDv8MKwLMFCIrdq\n0K9bOmk9hdXEQm4pWSPLJ3OXGU7crWxTJZXXWl/nRMtJZuYNfvzZDA9G65d8FRkO7wtyaihMV9sq\nNwRJwi278CheVPn5/gmpioTHpeLWZEfC4+DwkrIWV51azvedqdP4127fbMpZ/qyRrdPip4tpfj12\nkZtz9XbLMhISMm7FTcEogICcmasE/kORI7gV93ObHy1LMDGf5sF4gifTKR5PJJquFMsS9HcEK1r9\n3vYAyga6jsdSBQpFg0zewLQsFFnG71GJvbx147ue3Z4ycwJ/hw2xnkK1ZhR1k3imSGQFiYoQgpyZ\nJdekuGwppjC5HfuCq/NXKFrVgq2DwYO8EX2LiXGJH1yeYi5WX8wV8CqcOBzm+GAIn3flPwdJknCX\nLOeel8e0JIFLVUrFubIj4XFw2AHU9jkpkzPyJIsp/q/Lf4Zu6WiyRn+wh3Pdb9Dv209L+jhzygNw\nZfFJIb66782Kvr/Z/Nve/nrd+LdHFvjpnetMcw/JnaXF58Pv1SiaeuUYwzK4NPkpi/kYLe4IJzte\nZW+oj0+nr3Nx4hOKdU24XBimaa80Cjsh49f85MwclrAIuyIcj57gSOTIps+P8XShRr6TIFdoEhQ1\nxwAAIABJREFULt9pCbor8p2DvSE8rmcPcTRFZqbGw980rYoV6W7hZalxkLBXxhVZQi7/J1VfK6XX\n8gYeAHcSTuC/Q7k9slDyY87RHvFumk80rL9QbSlrkfasp4B3PDPOpZkLLBary+Ytriivhc4x8zTI\nDy4ukC/Wrxb0tHs4NRRmcO/qWaBntZxbidpAX1PlFRt/OTg4vJwsddVxSRo5CsQLCRKFqm5fIBiN\nz1AcH8Sd76KDqr1w/9H9wPLzbzjirXThvT2ywP/89GMyYTtbb5k6k7k4alGixRNhNjvHD+79DQXd\nQC/KGKbFvJLjSWICSbY9+8uokkJADaLJGgmRwLAMLCzK/cC8ipcubzf/bP//tmkOZgXdZGTKlu88\nHI8zF2/u3uZxKezvDjHQF+ZQX4RoyP0cJJDL1JNtbyf0TWM71DhIEihSTTC/JIhXaoJ8h9VxAv8d\nyO2RhboOjDOxXOX1ZgT/6y1UK2NZgkSmuGyxVZmckSW7hg68KT3Fx7Mf8Sj1sLLNJbsYcJ0i/qSH\nvxvLIUS88p4iSwztD3BqKEJn6+pFuIqk4FW9uOTNvZmoslQqzFVwabKj1Xdw2AXUuup87/b3KViF\nBu1/Rs8gCj4s/xPc+a669y7dmuLY/tZl598PRi7zLwf6K/vm/U8q7wnF1r2bliBdTKN5wiQLaXTD\nQjF9CMmkKOUpmiaUpmeP4uGNtjNMZCZI6fbDiSZpFKlmvy3LImNl6GntWTboX0u22BKCqYUsD8fj\n3B9LMDqTwmyi35GA3nY/gyX3nZNDnSQSq68IPwu6KQj6XWRrpD4+j4q+SmPJncLzrHGQJeqy8lJN\nQK/IEp1RH5qwnHvkJuME/juQS7emlt2+kcB/6bLyWGoSj9q4zLlcoRqAbpjE08Wmk3kZ0zJIG2mM\nVbL8hmVwc/EGny1crytE6+Ag6QcHub4gA9WbQdCncuJwiFcHw/g8qy9Ba7KGZxMdKGRZwqXKuFSF\nrqgP13IZJAcHhy3jWeWKz0I54F861xmWgWVaoDY2LSpnvZcrFJ5Nz9fsm8PsqLrvCMkCBELYnyEQ\n6JYBksBScghZrwqfBbwaPc4bbWfwKB7CWoRP5y4DoAsdGRkLCxkZVVHxKT5m882Dw5WyxZ0tPh5O\n2PKdh+MJMsv0bgn7XbZ8pz/CwZ4QPk+1UFjZgoaELUE3lqBBNtQS3B3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Mq+5rdb9G2dH0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uUtxxNPmnx0YSC3U25/NFX0fT63znXNVVw3lMJTFRjeUCoaSRT9zETk97f5gq4azna0k7Iy91NV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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e383410>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"类似facegrid可以加入更多的参数" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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I9lCIiChPMfAnIsqyqKojJKlgkp+IiNKJgT8RUZaYZrxiT5RZfiIiygAG/kREWaDEdIRl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\nzwlCKIQUg5AaOpY1SK3mWK0GWYtrZRq7NMfSNYW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nxmJMT8WZOhFFUw83GBdCaetXdSXo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CfuMsaYiKhSlfxKLHYbUOurQkN1kItwERENwuvyot4bZMcIEVEFK+lK2edxYUx1Hfxu9l4REZ2M\n2+Fi0U9EVOFKsvB3Oe0YFahGsIrDeoiIiIiIhqKkCn+73YaaKi8aAnVchIuIiIiI6DSUTOFf5XVh\nbKCGaT1ERERERMNg+cLfabdjbG01glU1zOMnIiIiIhomyxf+zePGIRZJFbsZREREREQlzfIzYz0u\nT7GbQERERERU8ixf+BMRERER0cix8CciIiIiqgAs/ImIiIiIKgALfyIiIiKiCsDCn4iIiIioArDw\nJyIiIiKqACz8iYiIiIgqAAt/IiIiIqIKwMKfiIiIiKgCsPAnIiIiIqoALPyJiIiIiCoAC38iIiIi\nogrAwp+IiIiIqAKw8CciIiIiqgAs/ImIiIiIKgALfyIiIiKiCsDCn4iIiIioArDwJyIiIiKqACz8\niYiIiIgqAAt/IiIiIqIKwMKfiIiIiKgCsPAnIiIiIqoAzkKeLB6P44477kAikYCmabjrrrtwxhln\nFLIJREREREQVqaCF/69+9SssWrQIN9xwA3bu3Inbb78dL730UiGbQERERERUkQpa+N9www1wu90A\nAMMw4PF4Cnl6IiIiIqKKZRNCiHwc+IUXXsCvf/3rrG0PPvggWltbcfjwYdx00024++67cfbZZ+fj\n9EREREREdJy8Ff6D6erqwm233YZ//ud/xuLFi4f0PYcPx/PcKutoaKjm9ZYxXm95y+f1NjRUj/gY\n/Lcob5V2zbze8mb1+2mpKuhQn+3bt+Of/umf8Nhjj2HWrFmFPDURERERUUUraI//zTffjK6uLjQ2\nNgIAAoEAnnzyyUKdnoiIiIioYhV8qA8RERERERUeF/AiIiIiIqoALPyJiIiIiCoAC38iIiIiogrA\nwp+IiIiIqIDuuusurF+/vuDnZeFPRERERFQBCprjT0RERERUyt5//33827/9G2w2G8466yysX78e\nLS0t2LhxIxYuXIhYLIaPPvoIV111Fa6//nq8+OKL+M1vfgO73Y5LLrkEN954Y+ZYf/rTn/Dyyy/j\nRz/6EdatW4cnnngCALBkyRJ8/etfx1133YVIJALTNPHzn/98xG1n4U9ERERENERvvPEGvvzlL+Oy\nyy7DCy+8gI8++gif/OQncffdd+Pcc8/FSy+9hOrqalx33XX47Gc/i6effhq//e1v4XA4cMMNN+CT\nn/wkAOCvf/0rOjs78eMf/xhOpxM/+MEP8Nxzz8Hv9+Pmm2/Gjh07AAAXX3wxrrzyypy0nYU/ERER\nEdEQff3rX8eTTz6J3/3ud2hra4NpmmhubobdbkcwGMSECRMAAKqqoqenBy0tLXC73QCA1tZWdHd3\nAwA++OADCCHgdDoRDodx8OBB3HzzzQCAWCyGPXv2AACamppy1naO8SciIiIiGqL/+q//wtVXX42n\nnnoK27Ztw44dO2Cz2Qb82sbGRnR1dUHTNBiGgfXr12PixIkAgDvuuANnnHEGnnrqKQSDQUyaNAn/\n8R//gbVr1+Lqq6/GjBkzAAB2e+7Kdfb4ExEREREN0Zw5c3DXXXfB7/dj7NixmD59+qBfO2rUKFx7\n7bW49tprYRgGLrroIsyaNSuz/1vf+ha++MUv4lOf+hSWLVuG66+/HpqmYebMmfjiF7+Y87bbhBAi\n50clIiIiIiJL4VAfIiIiIqIKwMKfiIiIiKgCsPAnIiIiIqoALPzJEpYuXYqLL74Yn/vc5zL/eeaZ\nZ/J6vnXr1g3565csWdJvWzwexy233AIAOHjwIG666aacte90LFmyBD09PXk5dk9Pz4DXTkTWxHvp\n8B3/s/vMZz6DK664Am+99VZm/0033YSDBw8WpW1EucJUH7KMVatW4Zxzzil2M4YsGo2is7MTADB2\n7FisWbOmyC0iIuK9dCSO/9lt2LABX/va1/DMM89gxowZvMdTWWDhT1kOHDiA733ve5AkCXa7HStW\nrMCCBQvQ0dGBhx56CIqiIBgM4oEHHkAwGMRll12G1atX49xzz8WNN96IJUuW4Mtf/nLmeH/+85/x\nk5/8JOscTU1NeOyxx4bcpp///Od47bXXYBgGzjvvPNxxxx3o7e3FrbfeikmTJmHr1q2YN28ezj77\nbLz00kuIRqN44oknMH36dLz22mv41a9+BUVRoKoqVq1ahbPOOuuUxx8sj/d4q1atwqFDh3Drrbdi\n+fLl+MpXvoI33ngDd911F6qqqvDhhx8iHo/j7rvvxiuvvILOzk5cdNFFuOuuu2AYBh5++GG8//77\nMAwDV1xxBW644Yas44/0Z7dkyRI89dRTmDhxItatW4ef/OQnWLt2LZYuXYr58+fjww8/RCgUwooV\nK7B48WL09vZi+fLlCIVC8Hq9WLVqFQKBABRFwXe/+11s27YNNTU1eOKJJxAMBofUBqJKxXtp6d9L\n58+fj0svvRQvvPACli9fnrmnvv/++/if//kfRKNR7N27F//wD/+AlStXYt26dfjZz34Gr9eLHTt2\noKWlBY888gjcbjdefvll/PrXv4Zpmpg7dy7uv/9+eDweLFq0CHPnzsWRI0fwu9/9Di6Xa2j/mETD\nJYiO8/jjj4s1a9YIIYR47733xC9+8Quhqqr47Gc/K3p7e4UQQrz99tvi+uuvF0II8c4774hPf/rT\n4umnnxY33njjsM973XXXiYsuukhcdtll4rLLLhPXXHONEEKIt956Syxbtkzoui4MwxC33XabePnl\nl8XevXtFS0uL2LRpkzAMQ1x00UXikUceyVzD6tWrhWEY4itf+Yo4evSoEEKIF154QXzjG9/InO+9\n994b9PgnuvDCC/tt27t3b2b78f/7zjvvFLfccosQQojf//734swzzxRHjhwR8XhcnHHGGSIWi4ln\nn31WPPjgg0IIIVRVFdddd5344IMPhvWzu/DCC8XevXtPuv29994T1113XebaV61aJYQQ4vXXXxeX\nX365EEKIm266STz99NNCCCH++te/im9/+9uZn3N7e7sQQohly5ZlvoaIBsd7aendS49dy/Gefvpp\n8bWvfS3T9r1794oXX3xRLF68WMTjcSFJkrjgggtEZ2eneO+998SCBQvE/v37hWEY4sorrxSvv/66\n2Lp1q7jmmmuEoihCCCEeeeQR8cQTTwghhGhubu53Tqpcy5YtEz/96U8zn+PxuPj0pz8ttmzZkrNz\nsMefspx77rlYtmwZtmzZgsWLF+O6667Drl27sHfv3swy0gCQSCQyX79o0SI8+uijeO211/od73R6\nWgZ6Pf3uu++io6MDV1xxBQBAURRMmDABZ555JkaPHo05c+YAAMaNG4dzzz0XADBhwgT09PTAbrfj\niSeewBtvvIHu7m68//77/Va/G+z4I3XBBRdk2jJz5kyMGjUKAFBXV4doNIp3330XW7ZswXvvvQcA\nkCQJXV1dWLhwYeYYuejhG8z5558PAJg5cyYikQiA9NLhjz76KABg8eLFWLx4MXp6ejBmzBi0trYC\nAGbMmIFwODzi8xOVO95Ly+NearPZ4PV6+20/44wzEAgEAACTJk1CNBoFkL6njhs3DgAwffp0RKNR\n7Nu3D7t3784sxqRpWubnDQBtbW1D+2GQpfy96xD+8v4eHDiaxLhRflx09mR8omXMiI65cuVKXHnl\nlfjUpz6FGTNm4OGHH8bVV1+dteDXSLHwpyxnnnkmXn31Vfz1r3/FH//4R7z00ku48847MXHiRLzy\nyisAAMMwcOTIEQCAEALd3d2oqqrCrl27MGZM9i/9xRdfjIsvvnjY7TEMA9dffz2++tWvAgBisRgc\nDgfC4TDcbnfW1zocjqzPyWQSV155JT73uc/hrLPOQktLS79JboMdf6SOf13rdPb/v5lhGLjjjjvw\n6U9/GgAQCoXg8/myvmakPzsg/e8DALquZ233eDwAkPUa/vh2CiGwY8cOeL3erO02my1zTCIaHO+l\n5XEv7erqGnBV1mP3UCD7vjjQdsMwcOmll2LFihUA0j9PwzAyXzfQHxZkbX/vOoS1f9yc+bz/SCLz\neSTFf319Pe69916sWLEC3/3ud9HT04MHHngAXV1dWLVqFYD0H70PPvggNE3Dd77zHQghoKoqHnjg\nAcyePfuU52CqD2V5+OGH8corr+Dyyy/Hfffdh82bN2PatGmIRqP4v//7PwDAiy++iO9973sAgGef\nfRY+nw///u//jhUrVkCSpJy2Z9GiRXjllVeQTCah6zpuvfVW/OlPfxrS9+7atQt2ux3f/OY3sWjR\nIrz99ttZN9uRHt/pdPYrqIdq0aJFeP7556FpGpLJJK699lq0t7cP61iDCQaD2L59OwDg9ddfP+XX\nL1y4EK+++ioA4J133sG9996b0/YQVRLeS0v/XtrR0YE//elPuOqqq0Z0nHPOOQd//vOfcfToUQgh\nsHLlSvz617/OSRupOP7y/p4Bt78+yPbTsWTJEjQ1NWH58uV46KGHYLPZcO+99+L+++/H2rVrccEF\nF+AXv/gFOjo6UFdXhzVr1uC+++4b8j2DPf6UZenSpbj99tvx0ksvweFw4P7774fb7caPfvQjrF69\nGqqqIhAI4Ac/+AH27t2LJ598Ei+88ALGjx+P8847Dw8//DBWrlyZs/YsWbIEnZ2d+OIXvwjDMHD+\n+efj8ssvR29v7ym/d9asWZg9ezYuvfRSeL1enHXWWdi3b9+Qjj8Uo0aNwoQJE7B06VI89NBDp3Vd\nX/rSl7B7925cfvnl0HUdV1xxxYhSOD7zmc9k9d5/9NFH+Pa3v43vf//7+MlPfoLzzjvvlMe47777\nsGLFCjz77LOoqqrK9C4Q0enjvbQ076UrVqyAz+eDzWZDVVUVfvjDH2LixInDPh6Q/vl961vfwvXX\nXw/TNDF79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kRlyjBNhGMqX53mgGamIOkSdGbxExENi2kKSKoOSdHAx1LxFLTw1zQNd911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\nH3xSIJHfZWg1AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e197050>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",\n", | |
" col=\"time\", row=\"sex\", data=tips);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"在其他会话中使用regplot或者implot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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Cy+UCz9OWFCEk9cmyDKc3CI9PSMjjZdNMKKFRQKvVoq2tDVdffTWsViuefvrp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\nbSgIEUIISRsKQoQQQtKGghAhhJC0+f+jWFHmDddxqQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11fd72610>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\");" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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txkPvP4GwGoEJAzwGcGzsJD51wS15DdasTlKrmzokQ4KaQZ1kkiytQG10dBT7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\nAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x120047b50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#在pariplot中也可以使用\n", | |
"sns.pairplot(tips, x_vars=[\"total_bill\", \"size\"], y_vars=[\"tip\"],\n", | |
" hue=\"smoker\", size=5, aspect=.8, kind=\"reg\");" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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