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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>radius_mean</th>\n",
       "      <th>texture_mean</th>\n",
       "      <th>perimeter_mean</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>smoothness_mean</th>\n",
       "      <th>compactness_mean</th>\n",
       "      <th>concavity_mean</th>\n",
       "      <th>concave points_mean</th>\n",
       "      <th>...</th>\n",
       "      <th>radius_worst</th>\n",
       "      <th>texture_worst</th>\n",
       "      <th>perimeter_worst</th>\n",
       "      <th>area_worst</th>\n",
       "      <th>smoothness_worst</th>\n",
       "      <th>compactness_worst</th>\n",
       "      <th>concavity_worst</th>\n",
       "      <th>concave points_worst</th>\n",
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       "      <th>fractal dimension_worst</th>\n",
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       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>malignant</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
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       "      <td>0.14710</td>\n",
       "      <td>...</td>\n",
       "      <td>25.380</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
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       "      <td>0.7119</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>malignant</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
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       "      <td>24.990</td>\n",
       "      <td>23.41</td>\n",
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       "      <th>2</th>\n",
       "      <td>84300903</td>\n",
       "      <td>malignant</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>...</td>\n",
       "      <td>23.570</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
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       "      <td>0.4504</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84348301</td>\n",
       "      <td>malignant</td>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
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       "      <td>386.1</td>\n",
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       "      <td>0.24140</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>...</td>\n",
       "      <td>14.910</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
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       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84358402</td>\n",
       "      <td>malignant</td>\n",
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       "      <td>14.34</td>\n",
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       "      <td>0.19800</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>...</td>\n",
       "      <td>22.540</td>\n",
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       "      <td>152.20</td>\n",
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       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
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       "      <td>0.2060</td>\n",
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       "      <td>131.20</td>\n",
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       "      <td>0.09791</td>\n",
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       "      <td>0.1418</td>\n",
       "      <td>0.2218</td>\n",
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       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
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       "      <td>0.15200</td>\n",
       "      <td>...</td>\n",
       "      <td>25.740</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
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       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.2650</td>\n",
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       "      <th>568</th>\n",
       "      <td>92751</td>\n",
       "      <td>benign</td>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
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       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>9.456</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
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       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
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      "text/plain": [
       "           id  diagnosis  radius_mean  texture_mean  perimeter_mean  \\\n",
       "0      842302  malignant        17.99         10.38          122.80   \n",
       "1      842517  malignant        20.57         17.77          132.90   \n",
       "2    84300903  malignant        19.69         21.25          130.00   \n",
       "3    84348301  malignant        11.42         20.38           77.58   \n",
       "4    84358402  malignant        20.29         14.34          135.10   \n",
       "..        ...        ...          ...           ...             ...   \n",
       "564    926424  malignant        21.56         22.39          142.00   \n",
       "565    926682  malignant        20.13         28.25          131.20   \n",
       "566    926954  malignant        16.60         28.08          108.30   \n",
       "567    927241  malignant        20.60         29.33          140.10   \n",
       "568     92751     benign         7.76         24.54           47.92   \n",
       "\n",
       "     area_mean  smoothness_mean  compactness_mean  concavity_mean  \\\n",
       "0       1001.0          0.11840           0.27760         0.30010   \n",
       "1       1326.0          0.08474           0.07864         0.08690   \n",
       "2       1203.0          0.10960           0.15990         0.19740   \n",
       "3        386.1          0.14250           0.28390         0.24140   \n",
       "4       1297.0          0.10030           0.13280         0.19800   \n",
       "..         ...              ...               ...             ...   \n",
       "564     1479.0          0.11100           0.11590         0.24390   \n",
       "565     1261.0          0.09780           0.10340         0.14400   \n",
       "566      858.1          0.08455           0.10230         0.09251   \n",
       "567     1265.0          0.11780           0.27700         0.35140   \n",
       "568      181.0          0.05263           0.04362         0.00000   \n",
       "\n",
       "     concave points_mean  ...  radius_worst  texture_worst  perimeter_worst  \\\n",
       "0                0.14710  ...        25.380          17.33           184.60   \n",
       "1                0.07017  ...        24.990          23.41           158.80   \n",
       "2                0.12790  ...        23.570          25.53           152.50   \n",
       "3                0.10520  ...        14.910          26.50            98.87   \n",
       "4                0.10430  ...        22.540          16.67           152.20   \n",
       "..                   ...  ...           ...            ...              ...   \n",
       "564              0.13890  ...        25.450          26.40           166.10   \n",
       "565              0.09791  ...        23.690          38.25           155.00   \n",
       "566              0.05302  ...        18.980          34.12           126.70   \n",
       "567              0.15200  ...        25.740          39.42           184.60   \n",
       "568              0.00000  ...         9.456          30.37            59.16   \n",
       "\n",
       "     area_worst  smoothness_worst  compactness_worst  concavity_worst  \\\n",
       "0        2019.0           0.16220            0.66560           0.7119   \n",
       "1        1956.0           0.12380            0.18660           0.2416   \n",
       "2        1709.0           0.14440            0.42450           0.4504   \n",
       "3         567.7           0.20980            0.86630           0.6869   \n",
       "4        1575.0           0.13740            0.20500           0.4000   \n",
       "..          ...               ...                ...              ...   \n",
       "564      2027.0           0.14100            0.21130           0.4107   \n",
       "565      1731.0           0.11660            0.19220           0.3215   \n",
       "566      1124.0           0.11390            0.30940           0.3403   \n",
       "567      1821.0           0.16500            0.86810           0.9387   \n",
       "568       268.6           0.08996            0.06444           0.0000   \n",
       "\n",
       "     concave points_worst  symmetry_worst  fractal dimension_worst  \n",
       "0                  0.2654          0.4601                  0.11890  \n",
       "1                  0.1860          0.2750                  0.08902  \n",
       "2                  0.2430          0.3613                  0.08758  \n",
       "3                  0.2575          0.6638                  0.17300  \n",
       "4                  0.1625          0.2364                  0.07678  \n",
       "..                    ...             ...                      ...  \n",
       "564                0.2216          0.2060                  0.07115  \n",
       "565                0.1628          0.2572                  0.06637  \n",
       "566                0.1418          0.2218                  0.07820  \n",
       "567                0.2650          0.4087                  0.12400  \n",
       "568                0.0000          0.2871                  0.07039  \n",
       "\n",
       "[569 rows x 32 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "dataset = pd.read_csv(r'C:\\Users\\Alchemist\\Documents\\myProject\\datasets\\data.csv', header=0,\n",
    "                      usecols = range(0, 32, 1))\n",
    "dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "标签: ['benign' 'malignant']\n",
      "标签值标准化: [0 1]\n"
     ]
    }
   ],
   "source": [
    "#标签数值化\n",
    "from sklearn import preprocessing\n",
    "encoder = preprocessing.LabelEncoder().fit(dataset['diagnosis'])\n",
    "dataset['diagnosis'] = encoder.transform(dataset['diagnosis'])\n",
    "print('标签: %s' % encoder.classes_)\n",
    "print('标签值标准化: %s' % encoder.transform(['benign', 'malignant']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(dataset)\n",
    "dataset_target = X[:, 1]\n",
    "dataset_data = X[:, 2:32]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({1.0: 212, 0.0: 357})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "Counter(dataset_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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     "output_type": "display_data"
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   ],
   "source": [
    "# 画TSNE图\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "X = np.array(dataset)\n",
    "dataset_target = X[:, 1]\n",
    "dataset_data = X[:, 2:32]\n",
    "f, axes = plt.subplots(2, 3, figsize=(12,6))\n",
    "plt.subplots_adjust(wspace =0.3, hspace =0.3)\n",
    "# perplexity 从 5~50\n",
    "perplexity_values = [5, 10, 20, 30, 40, 50]\n",
    "for i in range(6):\n",
    "    tsne = TSNE(n_components=2, perplexity=perplexity_values[i])\n",
    "    dataset_tsne = tsne.fit_transform(dataset_data)\n",
    "    ax1 = axes[int(i/3),i%3].scatter(dataset_tsne[:, 0], dataset_tsne[:, 1], c = dataset_target)\n",
    "    #f.legend(ax1, )\n",
    "    f.colorbar(ax1, ax = axes[int(i/3),i%3])\n",
    "    axes[int(i/3),i%3].set_title('perplexity = ' + str(perplexity_values[i]))\n",
    "file_name = 'TSNE.png'\n",
    "plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\TSNE\\TSNE_orgin.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({0.0: 357, 1.0: 212})\n",
      "Counter({1.0: 357, 0.0: 357})\n",
      "Counter({0.0: 212, 1.0: 212})\n"
     ]
    }
   ],
   "source": [
    "#随机采样\n",
    "from collections import Counter\n",
    "from imblearn.over_sampling import RandomOverSampler\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "print(Counter(dataset_target))\n",
    "# 上采样\n",
    "ros = RandomOverSampler(random_state=0)\n",
    "dataset_data_OS, dataset_target_OS = ros.fit_sample(dataset_data, dataset_target)\n",
    "print(Counter(dataset_target_OS))\n",
    "# 下采样\n",
    "rus = RandomUnderSampler()\n",
    "dataset_data_US, dataset_target_US = rus.fit_sample(dataset_data, dataset_target)\n",
    "print(Counter(dataset_target_US))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'dataset_target_sm' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
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      "\u001b[1;31mNameError\u001b[0m: name 'dataset_target_sm' is not defined"
     ]
    }
   ],
   "source": [
    "# 画TSNE图\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "X = np.array(dataset)\n",
    "dataset_target = dataset_target_sm\n",
    "dataset_data = dataset_data_scaled\n",
    "f, axes = plt.subplots(2, 3, figsize=(12,6))\n",
    "plt.subplots_adjust(wspace =0.3, hspace =0.3)\n",
    "# perplexity 从 5~50\n",
    "perplexity_values = [5, 10, 20, 30, 40, 50]\n",
    "for i in range(6):\n",
    "    tsne = TSNE(n_components=2, perplexity=perplexity_values[i])\n",
    "    dataset_tsne = tsne.fit_transform(dataset_data)\n",
    "    ax1 = axes[int(i/3),i%3].scatter(dataset_tsne[:, 0], dataset_tsne[:, 1], c = dataset_target)\n",
    "    #f.legend(ax1, )\n",
    "    f.colorbar(ax1, ax = axes[int(i/3),i%3])\n",
    "    axes[int(i/3),i%3].set_title('perplexity = ' + str(perplexity_values[i]))\n",
    "file_name = 'TSNE.png'\n",
    "plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\TSNE\\TSNE_scaled.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "tsne = TSNE(n_components=2, learning_rate = 100, perplexity = 30)\n",
    "dataset_tsne = tsne.fit_transform(dataset_data)\n",
    "plt.scatter(dataset_tsne[:, 0], dataset_tsne[:, 1], c = dataset_target, alpha = 0.7)\n",
    "plt.colorbar()\n",
    "plt.title('perplexity = 30')\n",
    "file_name = 'minmax_TSNE.png'\n",
    "plt.savefig(file_name)\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({1.0: 357, 0.0: 357})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#SMOTE过采样\n",
    "from imblearn.over_sampling import SMOTE\n",
    "smo = SMOTE()\n",
    "dataset_data_sm, dataset_target_sm = smo.fit_sample(dataset_data, dataset_target)\n",
    "Counter(dataset_target_sm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 组合采样SMOTEENN\n",
    "from collections import Counter\n",
    "from imblearn.combine import SMOTEENN\n",
    "from imblearn.combine import SMOTETomek\n",
    "smote_enn = SMOTEENN(random_state=10)\n",
    "dataset_data_sm, dataset_target_sm = smote_enn.fit_resample(dataset_data, dataset_target)\n",
    "print(Counter(dataset_target_sm))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({0.0: 183, 1.0: 180})"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from imblearn.combine import SMOTETomek\n",
    "smt = SMOTETomek()\n",
    "dataset_data_smT, dataset_target_smT = smt.fit_sample(dataset_data, dataset_target)\n",
    "Counter(dataset_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-2.77182572e-15 -5.27927375e-15  8.51637466e-16 -2.17504197e-15\n",
      "  2.86475248e-15 -3.10051937e-15 -9.39180262e-16  1.65320605e-15\n",
      "  2.89684243e-16 -1.21913062e-14 -1.91909980e-15  5.55966726e-16\n",
      "  8.54669588e-16 -3.51726118e-16 -2.33745485e-15  7.72024834e-17\n",
      "  1.46010266e-15  5.84460895e-16 -8.94087170e-17  5.83022581e-16\n",
      " -2.73388532e-15 -3.31006620e-15 -3.21871381e-16 -5.09707433e-16\n",
      " -2.22479987e-15 -1.00367116e-15  7.52121676e-16 -4.26362960e-16\n",
      " -2.32509312e-15  2.14036694e-16]\n",
      "[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
      " 1. 1. 1. 1. 1. 1.]\n"
     ]
    }
   ],
   "source": [
    "# 数据标准化\n",
    "from sklearn import preprocessing\n",
    "import numpy as np\n",
    "dataset_data_scaled = preprocessing.scale(dataset_data_sm)\n",
    "# 查看经过标准化处理后，每个特征的均值和标准差\n",
    "print(dataset_data_scaled.mean(axis=0)) \n",
    "print(dataset_data_scaled.std(axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['radius_mean', 'texture_mean', 'perimeter_mean', 'area_mean', 'smoothness_mean', 'compactness_mean', 'concavity_mean', 'concave points_mean', 'symmetry_mean', 'fractal dimension_mean', 'radius_se', 'texture_se', 'perimeter_se', 'area_se', 'smoothness_se', 'compactness_se', 'concavity_se', 'concave points_se', 'symmetry_se', 'fractal dimension_se', 'radius_worst', 'texture_worst', 'perimeter_worst', 'area_worst', 'smoothness_worst', 'compactness_worst', 'concavity_worst', 'concave points_worst', 'symmetry_worst', 'fractal dimension_worst']\n"
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   "source": [
    "# 画出标准化前后的kde对比图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "def analyse(dataset, feature_name, label_name, labels):\n",
    "    %config InlineBackend.figure_format = 'svg'\n",
    "    # 后缀列表\n",
    "    kinds = ['_mean', '_se', '_worst']\n",
    "    f, axes = plt.subplots(2, 6, figsize = (21, 7), sharex=False)\n",
    "    plt.subplots_adjust(wspace =0.3, hspace =0.3)#调整子图间距\n",
    "    for i in range(3):\n",
    "        # 文件名尾部加上后缀\n",
    "        feature_name_new =feature_name + kinds[i]\n",
    "        sns.kdeplot(dataset[feature_name_new], color='black', shade=True, \n",
    "                    label=feature_name_new, ax = axes[0, 2*i])\n",
    "        sns.kdeplot(dataset[dataset[label_name] == labels[0]][feature_name_new], color='r', \n",
    "                    shade=True, label=labels[0], ax = axes[0, 1 + 2*i])\n",
    "        sns.kdeplot(dataset[dataset[label_name] == labels[1]][feature_name_new], color='g', \n",
    "                    shade=True, label=labels[1], ax = axes[0, 1 + 2*i])\n",
    "        sns.violinplot(x=label_name, y=feature_name_new, data=dataset, ax=axes[1, 2*i])\n",
    "        sns.boxplot(x=label_name, y=feature_name_new, data=dataset, ax=axes[1, 1+ 2*i])\n",
    "    file_name = feature_name+'.png'\n",
    "    plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\analyse\\\\' + file_name)\n",
    "\n",
    "features = dataset.columns.values.tolist()\n",
    "# 将列表切片，将标签和id去除\n",
    "features = features[2:32]\n",
    "print(features)\n",
    "f, axes = plt.subplots(1, 2, figsize = (14, 5), sharex=False)\n",
    "plt.subplots_adjust(wspace =0.3, hspace =0.1)#调整子图间距\n",
    "for i in [0, 10, 1, 11]:    \n",
    "    sns.kdeplot(dataset_data[:, i], label=features[i], shade=True, ax=axes[0])\n",
    "    sns.kdeplot(dataset_data_scaled[:, i], label=features[i], shade=True, ax=axes[1])\n",
    "plt.rcParams['savefig.dpi'] = 300 #图片像素\n",
    "plt.rcParams['figure.dpi'] = 300 #分辨率\n",
    "plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\analyse\\\\scaled_ra.jpg' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
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       "      <!-- −40 -->\r\n",
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       "     </g>\r\n",
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       "      <!-- −30 -->\r\n",
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       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_13\">\r\n",
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       "     </g>\r\n",
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       "     </g>\r\n",
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       "   <g id=\"matplotlib.axis_4\">\r\n",
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   "source": [
    "f, axes = plt.subplots(1, 2, figsize=(18,6))\n",
    "tsne = TSNE(n_components=2, perplexity = 30)\n",
    "dataset_tsne = tsne.fit_transform(dataset_data_sm)\n",
    "dataset_scaled = tsne.fit_transform(dataset_data_scaled)\n",
    "ax1 = axes[0].scatter(dataset_tsne[:, 0], dataset_tsne[:, 1], c = dataset_target_sm, alpha = 0.7)\n",
    "ax2 = axes[1].scatter(dataset_scaled[:, 0], dataset_scaled[:, 1], c = dataset_target_sm, alpha = 0.7)\n",
    "plt.title('perplexity = 30')\n",
    "f.colorbar(ax1, ax = axes[0])\n",
    "f.colorbar(ax2, ax = axes[1])\n",
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  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_max_scaler = preprocessing.MinMaxScaler()\n",
    "dataset_minmax = min_max_scaler.fit_transform(dataset_data)"
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   "execution_count": 19,
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   "source": [
    "tsne = TSNE(n_components=2, learning_rate = 100, perplexity = 30)\n",
    "dataset_minmax = tsne.fit_transform(dataset_minmax)\n",
    "plt.scatter(dataset_minmax[:, 0], dataset_minmax[:, 1], c = dataset_target, alpha = 0.7)\n",
    "plt.colorbar()\n",
    "plt.title('perplexity = 30')\n",
    "file_name = 'minmax_TSNE.png'\n",
    "plt.savefig(file_name)\n",
    "plt.plot()"
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   "execution_count": 45,
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   "source": [
    "dataset_normalized = preprocessing.normalize(X, norm = 'l2')\n",
    "dataset_normalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
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   ],
   "source": [
    "tsne = TSNE(n_components=2, learning_rate = 100, perplexity = 30)\n",
    "dataset_normalized = tsne.fit_transform(dataset_normalized)\n",
    "plt.scatter(dataset_normalized[:, 0], dataset_normalized[:, 1], c = dataset_target, alpha = 0.7)\n",
    "plt.colorbar()\n",
    "plt.title('perplexity = 30')\n",
    "file_name = 'normalized_TSNE.png'\n",
    "plt.savefig(file_name)\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "diagnosis                  0\n",
       "radius_mean                0\n",
       "texture_mean               0\n",
       "perimeter_mean             0\n",
       "area_mean                  0\n",
       "smoothness_mean            0\n",
       "compactness_mean           0\n",
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       "symmetry_worst             0\n",
       "fractal_dimension_worst    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 569 entries, 0 to 568\n",
      "Data columns (total 32 columns):\n",
      "id                         569 non-null int64\n",
      "diagnosis                  569 non-null int32\n",
      "radius_mean                569 non-null float64\n",
      "texture_mean               569 non-null float64\n",
      "perimeter_mean             569 non-null float64\n",
      "area_mean                  569 non-null float64\n",
      "smoothness_mean            569 non-null float64\n",
      "compactness_mean           569 non-null float64\n",
      "concavity_mean             569 non-null float64\n",
      "concave points_mean        569 non-null float64\n",
      "symmetry_mean              569 non-null float64\n",
      "fractal_dimension_mean     569 non-null float64\n",
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      "symmetry_se                569 non-null float64\n",
      "fractal_dimension_se       569 non-null float64\n",
      "radius_worst               569 non-null float64\n",
      "texture_worst              569 non-null float64\n",
      "perimeter_worst            569 non-null float64\n",
      "area_worst                 569 non-null float64\n",
      "smoothness_worst           569 non-null float64\n",
      "compactness_worst          569 non-null float64\n",
      "concavity_worst            569 non-null float64\n",
      "concave points_worst       569 non-null float64\n",
      "symmetry_worst             569 non-null float64\n",
      "fractal_dimension_worst    569 non-null float64\n",
      "dtypes: float64(30), int32(1), int64(1)\n",
      "memory usage: 140.2 KB\n"
     ]
    }
   ],
   "source": [
    "dataset.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 特征选择--计算person和p-value 保存成csv\n",
    "from scipy.stats import pearsonr\n",
    "pearList = pd.DataFrame(columns={\"Person线性相关系数\", \"P-value\", \"特征\"})\n",
    "feature_list = dataset.columns.values.tolist()[2:32]\n",
    "#对于每个特征，求皮尔森线性相关系数\n",
    "for i in range(len(dataset_data_sm[0])):\n",
    "    feature_name = feature_list[i]\n",
    "    pear, p_value = pearsonr(dataset_data_sm[:,i], dataset_target_sm)\n",
    "    pearList = pearList.append(pd.DataFrame({\"Person线性相关系数\":[pear], \"P-value\":[p_value], \n",
    "                                             \"特征\":[feature_name]}), ignore_index=True, sort=True)\n",
    "pearList.sort_values(\"Person线性相关系数\",inplace=True, ascending=False)\n",
    "#pearList\n",
    "# 导出csv文件\n",
    "pearList.to_csv(r'./person.csv',columns=['Person线性相关系数','P-value', '特征'],\n",
    "                index=False,sep=',',encoding=\"utf_8_sig\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.79900000e+01, 1.03800000e+01, 1.22800000e+02, ...,\n",
       "        2.65400000e-01, 4.60100000e-01, 1.18900000e-01],\n",
       "       [2.05700000e+01, 1.77700000e+01, 1.32900000e+02, ...,\n",
       "        1.86000000e-01, 2.75000000e-01, 8.90200000e-02],\n",
       "       [1.96900000e+01, 2.12500000e+01, 1.30000000e+02, ...,\n",
       "        2.43000000e-01, 3.61300000e-01, 8.75800000e-02],\n",
       "       ...,\n",
       "       [1.89752730e+01, 2.17413712e+01, 1.24178246e+02, ...,\n",
       "        1.79778933e-01, 2.56643916e-01, 6.78913079e-02],\n",
       "       [1.73020788e+01, 1.73286187e+01, 1.12916850e+02, ...,\n",
       "        1.81403221e-01, 3.10947953e-01, 8.04656311e-02],\n",
       "       [1.88495190e+01, 2.11844265e+01, 1.23320983e+02, ...,\n",
       "        2.04226995e-01, 3.64391808e-01, 9.76241544e-02]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_data_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#  生成表示三种相关系数展示的csv文件\n",
    "from minepy import MINE\n",
    "discorrList = pd.DataFrame(columns={\"距离相关系数\", \"特征\"})\n",
    "feature_list = dataset.columns.values.tolist()[2:32]\n",
    "m = MINE()\n",
    "for i in range(len(dataset_data_sm[0])):\n",
    "    feature_name = feature_list[i]\n",
    "    x = dataset_data_sm[:,i]\n",
    "    score = discorr(x, dataset_target_sm)\n",
    "    # 返回最大信息系数\n",
    "    discorrList = discorrList.append(pd.DataFrame({\"距离相关系数\":[score],  \n",
    "                                           \"特征\":[feature_name]}),ignore_index=True, sort=True)\n",
    "discorrList.sort_values(\"距离相关系数\",inplace=True, ascending=False)\n",
    "discorrList.to_csv(r'./discorr.csv',columns=['距离相关系数', '特征'],\n",
    "                index=False,sep=',',encoding=\"utf_8_sig\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#特征选择--互信息\n",
    "import numpy as np\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "# 计算距离相关系数\n",
    "def discorr(X, Y):\n",
    "    X = np.atleast_1d(X)\n",
    "    Y = np.atleast_1d(Y)\n",
    "    # create an axis with length 1\n",
    "    if np.prod(X.shape) == len(X):\n",
    "        X = X[:,None]\n",
    "    if np.prod(Y.shape) == len(Y):\n",
    "        Y = Y[:,None]\n",
    "    X = np.atleast_2d(X)\n",
    "    Y = np.atleast_2d(Y)\n",
    "    # 行数\n",
    "    n = X.shape[0]\n",
    "    if Y.shape[0] != X.shape[0]:\n",
    "        raise ValueError('Number of sampels must match')\n",
    "    # 计算距离方阵\n",
    "    a = squareform(pdist(X))\n",
    "    b = squareform(pdist(Y))\n",
    "    A = a - a.mean(axis=0)[None, :] - a.mean(axis=1)[:, None] + a.mean()\n",
    "    B = b - b.mean(axis=0)[None, :] - b.mean(axis=1)[:, None] + b.mean()\n",
    "\n",
    "    dcov2_xy = (A * B).sum()/float(n * n)\n",
    "    dcov2_xx = (A * A).sum()/float(n * n)\n",
    "    dcov2_yy = (B * B).sum()/float(n * n)\n",
    "    dcor = np.sqrt(dcov2_xy)/np.sqrt(np.sqrt(dcov2_xx) * np.sqrt(dcov2_yy))\n",
    "    return dcor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['radius_mean', 'perimeter_mean', 'area_mean', 'concavity_mean', 'concave points_mean', 'radius_worst', 'perimeter_worst', 'area_worst', 'concavity_worst', 'concave points_worst']\n"
     ]
    }
   ],
   "source": [
    "#特征选择--kbest\n",
    "from sklearn.feature_selection import SelectKBest\n",
    "from sklearn.feature_selection import f_classif\n",
    "classifer = SelectKBest(f_classif, k=10).fit(dataset_data_sm, dataset_target_sm)\n",
    "mask = classifer.get_support()\n",
    "X_new = classifer.transform(dataset_data_sm)\n",
    "features = dataset.columns.values.tolist()[2:]\n",
    "feature_new = []\n",
    "for feature, boolean in zip(features, mask):  # zip()返回元组列表\n",
    "    if boolean == True:\n",
    "        feature_new.append(feature)\n",
    "print(feature_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Input X must be non-negative.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-4bdd632ff5c2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfeature_selection\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mchi2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mmodel1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mSelectKBest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mchi2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mmodel1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataset_data_scaled\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdataset_target_sm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mfit_transform\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    572\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    573\u001b[0m             \u001b[1;31m# fit method of arity 2 (supervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 574\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    575\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    576\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\sklearn\\feature_selection\\_univariate_selection.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    347\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    348\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_check_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 349\u001b[1;33m         \u001b[0mscore_func_ret\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscore_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    350\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mscore_func_ret\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    351\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscores_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpvalues_\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mscore_func_ret\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\sklearn\\feature_selection\\_univariate_selection.py\u001b[0m in \u001b[0;36mchi2\u001b[1;34m(X, y)\u001b[0m\n\u001b[0;32m    214\u001b[0m     \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maccept_sparse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'csr'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    215\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0missparse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 216\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Input X must be non-negative.\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    217\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    218\u001b[0m     \u001b[0mY\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mLabelBinarizer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Input X must be non-negative."
     ]
    }
   ],
   "source": [
    "from sklearn.feature_selection import SelectKBest\n",
    "from sklearn.feature_selection import chi2\n",
    "model1 = SelectKBest(chi2, k=10)\n",
    "model1.fit_transform(dataset_data_scaled, dataset_target_sm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.18656298, 0.0216278 , 0.02458848, 0.01514974, 0.00631548,\n",
       "       0.01563788, 0.04097783, 0.04448761, 0.01337101, 0.00442247,\n",
       "       0.02912643, 0.00670082, 0.00763752, 0.02094108, 0.00310921,\n",
       "       0.00620084, 0.0045175 , 0.00643771, 0.00682117, 0.00582592,\n",
       "       0.04245227, 0.02175019, 0.07098494, 0.03946237, 0.01768205,\n",
       "       0.02111439, 0.16291233, 0.1387775 , 0.00703233, 0.00737217])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "from sklearn.feature_selection import SelectFromModel\n",
    "clf = ExtraTreesClassifier(n_estimators = 10)\n",
    "clf = clf.fit(dataset_data, dataset_target)\n",
    "# 特征重要性\n",
    "clf.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['perimeter_mean', 'concave points_mean']\n",
      "[[1.228e+02 1.471e-01]\n",
      " [1.329e+02 7.017e-02]\n",
      " [1.300e+02 1.279e-01]\n",
      " ...\n",
      " [1.083e+02 5.302e-02]\n",
      " [1.401e+02 1.520e-01]\n",
      " [4.792e+01 0.000e+00]]\n"
     ]
    }
   ],
   "source": [
    "# 选择特征重要性为默认均值的特征\n",
    "model = SelectFromModel(clf, prefit=True, max_features = 2)\n",
    "# 返回所选的特征\n",
    "mask = model.get_support()\n",
    "X_trees = model.transform(dataset_data)\n",
    "feature_new = []\n",
    "for feature, boolean in zip(features, mask):\n",
    "    if boolean == True:\n",
    "        feature_new.append(feature)\n",
    "print(feature_new)\n",
    "print(X_trees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "Selected_data = list(dataset_data_sm[:, [3,23]])\n",
    "df = pd.DataFrame(data = Selected_data, columns = ['area_mean', 'area_worst'])\n",
    "df['diagnosis'] = dataset_target_sm\n",
    "df.to_csv('new_dataset.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "new_dataset = pd.read_csv('new_dataset.csv')\n",
    "#sns.pairplot(new_dataset, vars = ['area_mean', 'area_worst'], )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Get_Average(list):\n",
    "    sum = 0\n",
    "    for num in list:\n",
    "        sum += num\n",
    "    avg = sum / len(list)\n",
    "    return avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "准确率： [0.8921052631578947, 0.9017543859649122, 0.90453216374269, 0.9060307017543859, 0.9121929824561406, 0.9117690058479534, 0.9114035087719297, 0.908168859649123, 0.904288499025341, 0.9249999999999998, 0.9278508771929823, 0.9324561403508771, 0.930921052631579, 0.9278070175438596, 0.9286549707602338, 0.9194862155388469, 0.912390350877193, 0.8980019493177387, 0.9302631578947368, 0.9317982456140349, 0.9352339181286545, 0.9305921052631577, 0.9285087719298245, 0.9256578947368419, 0.9208646616541355, 0.9127741228070176, 0.9035575048732944, 0.9267543859649118, 0.9302631578947367, 0.9342105263157892, 0.9303728070175439, 0.9296491228070176, 0.9251461988304092, 0.9187969924812028, 0.9149122807017547, 0.8988791423001949]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import sklearn.tree\n",
    "X = dataset_data\n",
    "y = dataset_target\n",
    "accuracy = []\n",
    "split_list = []\n",
    "depth_list = []\n",
    "for depth in range(2, 6):\n",
    "    for split in np.arange(0.1, 1.0, 0.1):\n",
    "        current = []\n",
    "        for r in range(40):\n",
    "            X_train, X_test, y_train, y_test = train_test_split(\n",
    "                X, y, test_size = split, random_state = r)\n",
    "            clf = DecisionTreeClassifier(max_depth = depth, criterion = 'entropy')\n",
    "            clf.fit(X_train, y_train)\n",
    "            ans = clf.predict(X_test)\n",
    "            cnt = 0\n",
    "            # 计算准确率\n",
    "            for i in range(len(y_test)):\n",
    "                if ans[i] == y_test[i]:\n",
    "                    cnt += 1\n",
    "            c = (cnt / len(y_test))\n",
    "            current.append(c)\n",
    "        avg = Get_Average(current)\n",
    "        split_list.append(split)\n",
    "        depth_list.append(depth)\n",
    "        accuracy.append(avg)\n",
    "print('准确率：', str(accuracy))\n",
    "#tree.plot_tree()\n",
    "#df = pd.DataFrame({'split':split_list, 'depth':depth_list, 'accuracy':accuracy})\n",
    "#df.to_csv('accuracy.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "texture_mean: 0.027308799716055192\n",
      "area_se: 0.0223449633135961\n",
      "smoothness_se: 0.0045458264009639\n",
      "symmetry_se: 0.015470491160410636\n",
      "texture_worst: 0.029623068711814384\n",
      "perimeter_worst: 0.7659729300635236\n",
      "smoothness_worst: 0.06291016314172648\n",
      "concave points_worst: 0.023408756682543955\n",
      "symmetry_worst: 0.04841500080936561\n"
     ]
    }
   ],
   "source": [
    "#os.environ[\"PATH\"] += os.pathsep + r'C:\\Users\\Alchemist\\Anaconda3\\envs\\pytorch\\Library\\bin\\graphviz'\n",
    "clf = DecisionTreeClassifier(max_depth = 4, criterion = 'entropy')\n",
    "X_train, X_test, y_train, y_test = train_test_split(dataset_data_scaled, dataset_target_sm, \n",
    "                                                    test_size = 0.1, random_state = 32)\n",
    "clf.fit(X_train, y_train)\n",
    "imp = clf.feature_importances_\n",
    "for i in range(len(imp)):\n",
    "    if imp[i] != 0:\n",
    "        print(feature_list[i] + \": \" + str(imp[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "ExecutableNotFound",
     "evalue": "failed to execute ['dot.bat', '-Tpdf', '-O', 'example.gv'], make sure the Graphviz executables are on your systems' PATH",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(cmd, input, capture_output, check, quiet, **kwargs)\u001b[0m\n\u001b[0;32m    160\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 161\u001b[1;33m         \u001b[0mproc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubprocess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstartupinfo\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mget_startupinfo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    162\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\subprocess.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, encoding, errors, text)\u001b[0m\n\u001b[0;32m    799\u001b[0m                                 \u001b[0merrread\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrwrite\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 800\u001b[1;33m                                 restore_signals, start_new_session)\n\u001b[0m\u001b[0;32m    801\u001b[0m         \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\subprocess.py\u001b[0m in \u001b[0;36m_execute_child\u001b[1;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, unused_restore_signals, unused_start_new_session)\u001b[0m\n\u001b[0;32m   1206\u001b[0m                                          \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfspath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcwd\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcwd\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1207\u001b[1;33m                                          startupinfo)\n\u001b[0m\u001b[0;32m   1208\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [WinError 2] 系统找不到指定的文件。",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mExecutableNotFound\u001b[0m                        Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-46-fe24f7e87af2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     18\u001b[0m                      special_characters=True)  \n\u001b[0;32m     19\u001b[0m \u001b[0mgraph\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgraphviz\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSource\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdot_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 20\u001b[1;33m \u001b[0mgraph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrender\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'example.gv'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdirectory\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34mr'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\tree'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mview\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     21\u001b[0m \u001b[0mgraph\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\graphviz\\files.py\u001b[0m in \u001b[0;36mrender\u001b[1;34m(self, filename, directory, view, cleanup, format, renderer, formatter, quiet, quiet_view)\u001b[0m\n\u001b[0;32m    207\u001b[0m         rendered = backend.render(self._engine, format, filepath,\n\u001b[0;32m    208\u001b[0m                                   \u001b[0mrenderer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformatter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mformatter\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 209\u001b[1;33m                                   quiet=quiet)\n\u001b[0m\u001b[0;32m    210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcleanup\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrender\u001b[1;34m(engine, format, filepath, renderer, formatter, quiet)\u001b[0m\n\u001b[0;32m    206\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    207\u001b[0m         \u001b[0mcwd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m     \u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcapture_output\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcwd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcwd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcheck\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mquiet\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mquiet\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    209\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mrendered\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\pytorch\\lib\\site-packages\\graphviz\\backend.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(cmd, input, capture_output, check, quiet, **kwargs)\u001b[0m\n\u001b[0;32m    162\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    163\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrno\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0merrno\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mENOENT\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 164\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mExecutableNotFound\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    165\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    166\u001b[0m             \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mExecutableNotFound\u001b[0m: failed to execute ['dot.bat', '-Tpdf', '-O', 'example.gv'], make sure the Graphviz executables are on your systems' PATH"
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    }
   ],
   "source": [
    "from sklearn import tree\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import graphviz\n",
    "import os\n",
    "os.environ[\"PATH\"] += os.pathsep + r'C:\\Users\\Alchemist\\Downloads\\graphviz-2.38\\release\\bin'\n",
    "X = dataset_data_scaled\n",
    "y = dataset_target_sm\n",
    "feature_list = dataset.columns.values.tolist()[2:32]\n",
    "result_list = ['benign', 'malignant']\n",
    "clf = DecisionTreeClassifier(max_depth = 3, criterion = 'entropy')\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.1, random_state = 32)\n",
    "clf.fit(X_train, y_train)\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                     feature_names=feature_list,  \n",
    "                     class_names=result_list,  \n",
    "                     filled=True, rounded=True,  \n",
    "                     special_characters=True)  \n",
    "graph = graphviz.Source(dot_data)  \n",
    "graph.render('example.gv', directory=r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\tree', view=True)\n",
    "graph "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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     "metadata": {
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    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "t = np.arange(0.1, 1.0, 0.1)\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "plt.plot(t, accuracy[0:9], c='red', label = 'max_depth = 2')\n",
    "plt.plot(t, accuracy[9:18], c='blue', label = 'max_depth = 3')\n",
    "plt.plot(t, accuracy[18:27], c='green', label = 'max_depth = 4')\n",
    "plt.plot(t, accuracy[27:36], c='black', label = 'max_depth = 5')\n",
    "plt.xlabel('test_size')\n",
    "plt.ylabel('rate')\n",
    "plt.title('best accuracy = %f%%' % (max(accuracy)*100))\n",
    "plt.legend(loc = 'upper right')\n",
    "plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\accuracy\\2_features.svg')"
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   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "import sklearn.tree\n",
    "X = dataset_data_scaled\n",
    "y = dataset_target_sm\n",
    "accuracy = []\n",
    "split_list = []\n",
    "depth_list = []\n",
    "\n",
    "for split in np.arange(0.05, 1.0, 0.05):\n",
    "    for depth in range(2, 30):\n",
    "        current = []\n",
    "        for r in range(40):\n",
    "            X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = split, random_state = r)\n",
    "            clf = DecisionTreeClassifier(max_depth = depth, criterion = 'entropy')\n",
    "            clf.fit(X_train, y_train)\n",
    "            ans = clf.predict(X_test)\n",
    "            cnt = 0\n",
    "            # 计算准确率\n",
    "            for i in range(len(y_test)):\n",
    "                if ans[i] == y_test[i]:\n",
    "                    cnt += 1\n",
    "            c = (cnt / len(y_test))\n",
    "            current.append(c)\n",
    "        avg = Get_Average(current)\n",
    "        split_list.append(split)\n",
    "        depth_list.append(depth)\n",
    "        accuracy.append(avg)\n",
    "print('准确率：', str(accuracy))\n",
    "#tree.plot_tree()\n",
    "#df = pd.DataFrame({'split':split_list, 'depth':depth_list, 'accuracy':accuracy})\n",
    "#df.to_csv('accuracy.csv')"
   ]
  },
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   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
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     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "f, ax = plt.subplots(figsize = (20, 10))\n",
    "sns.heatmap(accuracy, ax = ax, \n",
    "            xticklabels = True, yticklabels = True)\n",
    "plt.title('best accuracy = %f%%' % (best_accuracy*100))\n",
    "ax.set_xlabel(\"depth\")\n",
    "ax.set_ylabel(\"test_size\")\n",
    "plt.savefig(r'C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\accuracy\\all_features.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.85859844 -2.20939748  1.02251854 ...  2.67587932  1.81951656\n",
      "   1.        ]\n",
      " [ 1.55559597 -0.47538416  1.41857017 ... -0.33446892  0.19830294\n",
      "   1.        ]\n",
      " [ 1.31786038  0.34117422  1.30485238 ...  1.06905919  0.12017216\n",
      "   1.        ]\n",
      " ...\n",
      " [-0.38739343  0.0140803  -0.40661724 ...  0.36692064 -0.08549864\n",
      "   1.        ]\n",
      " [-0.1374517   0.19999189 -0.08695831 ...  1.31324552  1.73511448\n",
      "   1.        ]\n",
      " [ 1.15584055  1.49563012  1.26410937 ... -1.04746154  0.34241637\n",
      "   1.        ]]\n"
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    }
   ],
   "source": [
    "# 准备用于手动决策树的dataset\n",
    "feature_list = dataset.columns.values.tolist()[2:32]\n",
    "data = np.array(dataset_data_scaled)\n",
    "target = np.array(dataset_target_sm)\n",
    "target = target.reshape(-1, 1)\n",
    "dataset1 = np.hstack((data, target))\n",
    "dataset_1 = dataset1.tolist()\n",
    "benignSample = np.zeros((int(len(dataset1)/2), 31))\n",
    "malignantSample = np.zeros((int(len(dataset1)/2), 31))\n",
    "bi = 0\n",
    "mi = 0\n",
    "for sample in dataset1:\n",
    "    if sample[-1] == 0:\n",
    "        benignSample[bi] = sample\n",
    "        bi = bi+1\n",
    "    else:\n",
    "        malignantSample[mi] = sample\n",
    "        mi = mi+1\n",
    "feature_list.append(\"diagnosis\")\n",
    "benignSample = pd.DataFrame(benignSample, columns= feature_list )\n",
    "benignSample = benignSample.sample(n=10, frac=None, replace=False, weights=None, random_state=54, axis=0)\n",
    "#print(benignSample)\n",
    "#benignSample.to_csv(\"benignSample.csv\")\n",
    "benignSample = np.array(benignSample)\n",
    "#print(benignSample)\n",
    "\n",
    "malignantSample = pd.DataFrame(malignantSample, columns= feature_list )\n",
    "malignantSample = malignantSample.sample(n=10, frac=None, replace=False, weights=None, random_state=54, axis=0)\n",
    "#malignantSample.to_csv(\"malignantSample.csv\")\n",
    "malignantSample = np.array(malignantSample)\n",
    "\n",
    "new_sample = np.concatenate((benignSample, malignantSample), axis = 0)\n",
    "print(dataset1)\n",
    "#print(dataset1.shape)\n",
    "feature_list = dataset.columns.values.tolist()[2:32]\n",
    "#print(malignantSample)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 手动决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "from operator import itemgetter\n",
    "\n",
    "# 计算香农熵\n",
    "def calcShannonEnt(dataSet):\n",
    "    numEntries = len(dataSet)\n",
    "    # 为分类创建字典\n",
    "    labelCounts = {}\n",
    "    for featVec in dataSet:\n",
    "        # 取出标签列表\n",
    "        currentLabel = featVec[-1]\n",
    "        # 如果标签不在字典中，则添加进去\n",
    "        if currentLabel not in labelCounts.keys():\n",
    "            labelCounts.setdefault(currentLabel, 0)\n",
    "        # 对应的标签数目加1\n",
    "        labelCounts[currentLabel] += 1\n",
    "    # 计算香农墒\n",
    "    shannonEnt = 0.0\n",
    "    for key in labelCounts:\n",
    "        prob = float(labelCounts[key]) / numEntries\n",
    "        shannonEnt += prob * math.log2(1 / prob)\n",
    "    return shannonEnt\n",
    "\n",
    "def splitDataSet(dataSet, axis, value):\n",
    "# 返回划分后新的列表，防止对原来的列表进行修改\n",
    "    retDataSet1 = []\n",
    "    retDataSet2 = []\n",
    "    # 遍历整个数据集\n",
    "    for featVec in dataSet:\n",
    "        # 根据特征值的取值划分数据即（二分）（连续型变量不需要将当前的划分特征去除）\n",
    "        if featVec[axis] <= value:\n",
    "            # 添加到返回列表中\n",
    "            retDataSet1.append(featVec)\n",
    "        if featVec[axis] > value:\n",
    "            retDataSet2.append(featVec)\n",
    "    return retDataSet1, retDataSet2\n",
    "\n",
    "# 连续型变量的信息增益，划分点为两个大小相邻的取值的均值\n",
    "def calcInfoGainForSeries(dataSet, i, baseEntropy):\n",
    "    maxInfoGain = 0.0\n",
    "    bestMid = -1\n",
    "    featList = [example[i] for example in dataSet]\n",
    "    classList = [example[-1] for example in dataSet]\n",
    "    dictList = dict(zip(featList, classList))\n",
    "    # 将其从小到大排序，按照连续值的大小排列\n",
    "    # .items() 将字典返回为tuple 的 list，operator.itemgetter(0)根据tuple第一项升序排列\n",
    "    sortedFeatList = sorted(dictList.items(), key=itemgetter(0))\n",
    "    numberForFeatList = len(sortedFeatList)\n",
    "    # 计算划分点，保留三位小数\n",
    "    midFeatList = [round((sortedFeatList[i][0] + sortedFeatList[i+1][0])/2.0, 3)\n",
    "                   for i in range(numberForFeatList - 1)]\n",
    "    # 计算出各个划分点信息增益\n",
    "    for mid in midFeatList:\n",
    "        # 将连续值划分为不大于当前划分点和大于当前划分点两部分\n",
    "        eltDataSet, gtDataSet = splitDataSet(dataSet, i, mid)\n",
    "        # 计算划分后的熵值\n",
    "        newEntropy = (float(len(eltDataSet))/(len(eltDataSet)+len(gtDataSet))*calcShannonEnt(eltDataSet) + \n",
    "        float(len(gtDataSet))/(len(eltDataSet)+len(gtDataSet))*calcShannonEnt(gtDataSet))\n",
    "        # 计算出信息增益\n",
    "        infoGain = baseEntropy - newEntropy\n",
    "        #print('当前特征为：' + str(feature_list[i]) + '，值' + str(mid) + '为分割点的信息增益为：' + str(infoGain))\n",
    "        if infoGain > maxInfoGain:\n",
    "            bestMid = mid\n",
    "            maxInfoGain = infoGain\n",
    "    return maxInfoGain, bestMid\n",
    "\n",
    "# 选择最好的划分特征与划分点\n",
    "def chooseBestFeatureToSplit(dataSet, feature_list):\n",
    "    numFeatures = len(dataSet[0]) - 1\n",
    "    # 计算出基础信息熵\n",
    "    baseEntropy = calcShannonEnt(dataSet)\n",
    "    bestFeature = -1\n",
    "    bestInfoGain = 0\n",
    "    # 最好的特征值的最好划分节点\n",
    "    bestMid = -1.0\n",
    "    # 对每个特征值进行求信息熵\n",
    "    for i in range(numFeatures):\n",
    "        featList = [example[i] for example in dataSet]\n",
    "        # 将当前特征唯一化\n",
    "        uniqueVals = set(featList)\n",
    "        # 计算信息增益\n",
    "        infoGain, Mid = calcInfoGainForSeries(dataSet,i, baseEntropy)\n",
    "        #print('当前特征为：' + str(feature_list[i]) + '，信息增益值为：' + str(infoGain))\n",
    "        if infoGain > bestInfoGain:\n",
    "            bestInfoGain = infoGain\n",
    "            bestFeature = i\n",
    "            bestMid = Mid\n",
    "    print('信息增益最大的特征为：' + str(feature_list[bestFeature]), ' 划分点为：'+ str(bestMid)\n",
    "         + '信息增益为：'+ str(bestInfoGain))\n",
    "    return bestFeature, bestMid\n",
    "\n",
    "#chooseBestFeatureToSplit(dataset1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息增益最大的特征为：perimeter_worst 划分点为：-0.259信息增益为：0.6047735124803592\n",
      "信息增益最大的特征为：concave points_worst 划分点为：0.107信息增益为：0.18068451339662006\n",
      "信息增益最大的特征为：area_se 划分点为：0.049信息增益为：0.03000436556779311\n",
      "信息增益最大的特征为：texture_worst 划分点为：0.126信息增益为：0.5297578726233219\n",
      "信息增益最大的特征为：perimeter_worst 划分点为：0.092信息增益为：0.1617740581761542\n",
      "信息增益最大的特征为：smoothness_worst 划分点为：0.204信息增益为：0.37608904730123394\n",
      "信息增益最大的特征为：smoothness_worst 划分点为：-1.551信息增益为：0.05179619198612159\n"
     ]
    }
   ],
   "source": [
    "from math import log\n",
    "import operator\n",
    "import numpy as np\n",
    "from operator import itemgetter\n",
    "\n",
    "def majorityCnt(classList):\n",
    "    classCount={}\n",
    "    for vote in classList:\n",
    "        if vote not in classCount.keys(): classCount[vote] = 0\n",
    "        classCount[vote] += 1\n",
    "    sortedClassCount = sorted(classCount.items(), key=operator.itemgetter(1), reverse=True)\n",
    "    return sortedClassCount[0][0]\n",
    "\n",
    "def createTree(dataSet, labels, n):\n",
    "    classList = [example[-1] for example in dataSet]\n",
    "    # 统计第一个标签出现的次数，与总标签个数比较，\n",
    "    #如果相等则说明当前列表中全部都是一种标签，此时停止划分\n",
    "    if classList.count(classList[0]) == len(classList):\n",
    "        return classList[0]\n",
    "    # 如果达到了要求的最大深度，就停止递归\n",
    "    if n <= 0:\n",
    "        # 返回剩下标签中出现次数较多的那个\n",
    "        return majorityCnt(classList)\n",
    "    bestFeat = chooseBestFeatureToSplit(dataSet, labels)\n",
    "    bestFeatLabel = ''\n",
    "    midSeries = 0.0\n",
    "    # 重新修改分叉点信息\n",
    "    bestFeatLabel = str(labels[bestFeat[0]]) + \n",
    "    '小于' + str(bestFeat[1]) + '?'\n",
    "    # 得到当前的划分点\n",
    "    midSeries = bestFeat[1]\n",
    "    # 得到下标值\n",
    "    bestFeat = bestFeat[0]\n",
    "    # 使用一个字典来存储树结构，分叉处为划分的特征名称\n",
    "    myTree = {bestFeatLabel: {}}\n",
    "    # 得到当前特征标签的所有可能值\n",
    "    featValues = [example[bestFeat] for example in dataSet]\n",
    "    # 将连续值划分为不大于当前划分点和大于当前划分点两部分\n",
    "    eltDataSet, gtDataSet = splitDataSet(dataSet, bestFeat, midSeries)\n",
    "    # 得到剩下的特征标签\n",
    "    subLabels = labels[:]\n",
    "    # 递归处理小于划分点的子树\n",
    "    subTree = createTree(eltDataSet, subLabels, n-1)\n",
    "    myTree[bestFeatLabel]['小于'] = subTree\n",
    "    # 递归处理大于当前划分点的子树\n",
    "    subTree = createTree(gtDataSet, subLabels, n-1)\n",
    "    myTree[bestFeatLabel]['大于'] = subTree\n",
    "    return myTree\n",
    "tree = createTree(dataset1, feature_list, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'perimeter_worst小于-0.259?': {'小于': {'concave points_worst小于0.107?': {'小于': {'area_se小于0.049?': {'小于': 0.0, '大于': 1.0}}, '大于': {'texture_worst小于0.126?': {'小于': 0.0, '大于': 1.0}}}}, '大于': {'perimeter_worst小于0.092?': {'小于': {'smoothness_worst小于0.204?': {'小于': 0.0, '大于': 1.0}}, '大于': {'smoothness_worst小于-1.551?': {'小于': 0.0, '大于': 1.0}}}}}}\n"
     ]
    }
   ],
   "source": [
    "print(tree)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多分枝决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\15813\\Anaconda3\\envs\\Tensorflow\\lib\\site-packages\\ipykernel_launcher.py:99: DeprecationWarning: elementwise comparison failed; this will raise an error in the future.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "信息增益最大的特征为：perimeter_worst 划分点为：(-0.358, 0.092)\n",
      "(317, 31)\n",
      "(113, 31)\n",
      "(284, 31)\n",
      "==========\n",
      "信息增益最大的特征为：symmetry_worst 划分点为：(-2.245, 1.884)\n",
      "(1, 31)\n",
      "(310, 31)\n",
      "(6, 31)\n",
      "==========\n",
      "信息增益最大的特征为：radius_se 划分点为：(-0.714, -0.711)\n",
      "(126, 31)\n",
      "(3, 31)\n",
      "(181, 31)\n",
      "==========\n",
      "信息增益最大的特征为：radius_mean 划分点为：(-1.299, -0.985)\n",
      "(1, 31)\n",
      "(1, 31)\n",
      "(4, 31)\n",
      "==========\n",
      "信息增益最大的特征为：smoothness_worst 划分点为：(-0.49, 0.063)\n",
      "(36, 31)\n",
      "(23, 31)\n",
      "(54, 31)\n",
      "==========\n",
      "信息增益最大的特征为：smoothness_se 划分点为：(-1.232, -0.068)\n",
      "(4, 31)\n",
      "(29, 31)\n",
      "(3, 31)\n",
      "==========\n",
      "信息增益最大的特征为：texture_mean 划分点为：(-0.344, 1.267)\n",
      "(10, 31)\n",
      "(12, 31)\n",
      "(1, 31)\n",
      "==========\n",
      "信息增益最大的特征为：concave points_worst 划分点为：(0.169, 0.248)\n",
      "(7, 31)\n",
      "(4, 31)\n",
      "(43, 31)\n",
      "==========\n",
      "信息增益最大的特征为：concavity_mean 划分点为：(-0.772, -0.631)\n",
      "(3, 31)\n",
      "(2, 31)\n",
      "(279, 31)\n",
      "==========\n"
     ]
    }
   ],
   "source": [
    "from math import log2\n",
    "import operator\n",
    "import numpy as np\n",
    "import math\n",
    "from operator import itemgetter\n",
    "\n",
    "def calcShannonEnt(dataSet):\n",
    "    numEntries = len(dataSet)\n",
    "    # 为分类创建字典\n",
    "    labelCounts = {}\n",
    "    for featVec in dataSet:\n",
    "        # 取出标签列表\n",
    "        currentLabel = featVec[-1]\n",
    "        # 如果标签不在字典中，则添加进去\n",
    "        if currentLabel not in labelCounts.keys():\n",
    "            labelCounts.setdefault(currentLabel, 0)\n",
    "        # 对应的标签数目加1\n",
    "        labelCounts[currentLabel] += 1\n",
    "    # 计算香农墒\n",
    "    shannonEnt = 0.0\n",
    "    for key in labelCounts:\n",
    "        prob = float(labelCounts[key]) / numEntries\n",
    "        shannonEnt += prob * log2(1 / prob)\n",
    "    return shannonEnt\n",
    "\n",
    "def majorityCnt(classList):\n",
    "    classCount={}\n",
    "    for vote in classList:\n",
    "        if vote not in classCount.keys(): classCount[vote] = 0\n",
    "        classCount[vote] += 1\n",
    "    sortedClassCount = sorted(classCount.items(), key=operator.itemgetter(1), reverse=True)\n",
    "    return sortedClassCount[0][0]\n",
    "\n",
    "def splitDataSet_3(dataSet, axis, value1, value2):\n",
    "# 返回划分后新的列表，防止对原来的列表进行修改\n",
    "    retDataSet1 = []\n",
    "    retDataSet2 = []\n",
    "    retDataSet3 = []\n",
    "    # 遍历整个数据集\n",
    "    for featVec in dataSet:\n",
    "        # 根据特征值的取值划分数据\n",
    "        if featVec[axis] <= value1:\n",
    "            # 添加到返回列表中\n",
    "            retDataSet1.append(list(featVec))\n",
    "        if  value1 < featVec[axis] <= value2:\n",
    "            retDataSet2.append(list(featVec))\n",
    "        if featVec[axis] > value2:\n",
    "            retDataSet3.append(list(featVec))\n",
    "    return retDataSet1, retDataSet2, retDataSet3\n",
    "\n",
    "def calcInfoGainForSeries_3(dataSet, i, baseEntropy):\n",
    "    maxInfoGain = 0.0\n",
    "    bestMid = 0,0\n",
    "    featList = [example[i] for example in dataSet]\n",
    "    classList = [example[-1] for example in dataSet]\n",
    "    dictList = dict(zip(featList, classList))\n",
    "    # .items() 将字典返回为tuple 的 list，operator.itemgetter(0)根据tuple第一项升序排列\n",
    "    sortedFeatList = sorted(dictList.items(), key=itemgetter(0))\n",
    "    numberForFeatList = len(sortedFeatList)\n",
    "    # 计算划分点，保留三位小数\n",
    "    midFeatList = [round((sortedFeatList[i][0] + sortedFeatList[i+1][0])/2.0, 3)\n",
    "                   for i in range(numberForFeatList - 1)]\n",
    "    # 计算出各个划分点信息增益\n",
    "    for mid1 in midFeatList:\n",
    "        for mid2 in midFeatList:\n",
    "            if mid1 < mid2:\n",
    "                # 将连续值划分为不大于当前划分点和大于当前划分点两部分并计算划分后的熵值\n",
    "                DataSet_1, DataSet_2, DataSet_3 = splitDataSet_3(dataSet, i, mid1, mid2)\n",
    "                newEntropy = (\n",
    "                (float(len(DataSet_1))/(len(DataSet_1)+len(DataSet_2)+\n",
    "                                        len(DataSet_3))*calcShannonEnt(DataSet_1)) + \n",
    "                (float(len(DataSet_2))/(len(DataSet_1)+len(DataSet_2)+\n",
    "                                        len(DataSet_3))*calcShannonEnt(DataSet_2)) + \n",
    "                (float(len(DataSet_3))/(len(DataSet_1)+len(DataSet_2)+\n",
    "                                        len(DataSet_3))*calcShannonEnt(DataSet_3)))\n",
    "                # 计算出信息增益\n",
    "                infoGain = baseEntropy - newEntropy\n",
    "                if infoGain > maxInfoGain:\n",
    "                    bestMid = mid1, mid2\n",
    "                    maxInfoGain = infoGain\n",
    "    return maxInfoGain, bestMid\n",
    "\n",
    "def chooseBestFeatureToSplit_3(dataSet, feature_list):\n",
    "    # 特征值总数\n",
    "    if dataSet == []:\n",
    "        return \n",
    "    numFeatures = len(dataSet[0]) - 1\n",
    "    # 计算出基础信息熵\n",
    "    baseEntropy = calcShannonEnt(dataSet)\n",
    "    bestFeature = -1\n",
    "    bestInfoGain = 0\n",
    "    # 最好的特征值的最好划分节点\n",
    "    bestMid = 0,0\n",
    "    # 对每个特征值进行求信息熵\n",
    "    for i in range(numFeatures):\n",
    "        # 得到数据集中所有的当前特征值列表\n",
    "        featList = [example[i] for example in dataSet]\n",
    "        # 将当前特征唯一化\n",
    "        uniqueVals = set(featList)\n",
    "        # 计算信息增益\n",
    "        infoGain, Mid = calcInfoGainForSeries_3(dataSet,i, baseEntropy)\n",
    "        if infoGain > bestInfoGain:\n",
    "            bestInfoGain = infoGain\n",
    "            bestFeature = i\n",
    "            bestMid = Mid\n",
    "    print('信息增益最大的特征为：' + str(feature_list[bestFeature]), '划分点为：'+ str(bestMid))\n",
    "    return bestFeature, bestMid\n",
    "                 \n",
    "def createTree_3(dataSet, labels, n):\n",
    "    classList = [example[-1] for example in dataSet]\n",
    "    # 统计第一个标签出现的次数，与总标签个数比较，\n",
    "    # 如果相等则说明当前列表中全部都是一种标签，此时停止划分\n",
    "    if classList.count(classList[0]) == len(classList):\n",
    "        return classList[0]\n",
    "    # 如果达到了要求的最大深度，就停止递归\n",
    "    if n <= 0:\n",
    "        return majorityCnt(classList)\n",
    "    # 选择最好的划分特征，得到该特征的下标\n",
    "    bestFeat = chooseBestFeatureToSplit_3(dataSet, labels)\n",
    "    bestFeatLabel = ''\n",
    "    midSeries = 0.0\n",
    "    # 重新修改分叉点信息\n",
    "    bestFeatLabel = str(labels[bestFeat[0]])\n",
    "    # 当前的划分点\n",
    "    midSeries = bestFeat[1][0], bestFeat[1][1]\n",
    "    # 下标值\n",
    "    bestFeat = bestFeat[0]\n",
    "    # 使用一个字典来存储树结构，分叉处为划分的特征名称\n",
    "    myTree = {bestFeatLabel: {}}\n",
    "    # 得到当前特征标签的所有可能值\n",
    "    featValues = [example[bestFeat] for example in dataSet]\n",
    "    # 将连续值划分为不大于当前划分点和大于当前划分点两部分\n",
    "    DataSet_1, DataSet_2, DataSet_3 = splitDataSet_3(\n",
    "        dataSet, bestFeat, midSeries[0], midSeries[1])\n",
    "    # 递归处理小于划分点1的子树\n",
    "    if DataSet_1 != []:  \n",
    "        subTree = createTree_3(DataSet_1, labels, n-1)\n",
    "        myTree[bestFeatLabel][bestFeatLabel + ' <= ' + str(midSeries[0])] = subTree\n",
    "    # 递归处理大于划分点1，小于划分点2的子树\n",
    "    if DataSet_2 != []:\n",
    "        subTree = createTree_3(DataSet_2, labels, n-1)\n",
    "        myTree[bestFeatLabel][str(midSeries[0]) + '<'+ bestFeatLabel + \n",
    "                              '<=' + str(midSeries[1])] = subTree\n",
    "    # 递归处理大于划分点2的子树\n",
    "    if DataSet_3 != []:\n",
    "        subTree = createTree_3(DataSet_3, labels, n-1)\n",
    "        myTree[bestFeatLabel][bestFeatLabel + '>' + str(midSeries[1])] = subTree\n",
    "    return myTree\n",
    "\n",
    "#print(np.array(new_sample).shape)\n",
    "tree = createTree_3(dataset1, feature_list, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = {'concave points_worst<0.187?': {'true': {'perimeter_worst<-0.158?': {'true': {'area_se<0.013?': {'true': 0.0, 'false': 1.0}}, 'false': {'texture_worst<-1.088?': {'true': 0.0, 'false': 1.0}}}}, 'false': {'perimeter_worst<-0.016?': {'true': {'texture_worst<-0.45?': {'true': 0.0, 'false': 1.0}}, 'false': 1.0}}}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['radius_mean',\n",
       " 'texture_mean',\n",
       " 'perimeter_mean',\n",
       " 'area_mean',\n",
       " 'smoothness_mean',\n",
       " 'compactness_mean',\n",
       " 'concavity_mean',\n",
       " 'concave points_mean',\n",
       " 'symmetry_mean',\n",
       " 'fractal_dimension_mean',\n",
       " 'radius_se',\n",
       " 'texture_se',\n",
       " 'perimeter_se',\n",
       " 'area_se',\n",
       " 'smoothness_se',\n",
       " 'compactness_se',\n",
       " 'concavity_se',\n",
       " 'concave points_se',\n",
       " 'symmetry_se',\n",
       " 'fractal_dimension_se',\n",
       " 'radius_worst',\n",
       " 'texture_worst',\n",
       " 'perimeter_worst',\n",
       " 'area_worst',\n",
       " 'smoothness_worst',\n",
       " 'compactness_worst',\n",
       " 'concavity_worst',\n",
       " 'concave points_worst',\n",
       " 'symmetry_worst',\n",
       " 'fractal_dimension_worst',\n",
       " 'diagnosis']"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "decisionNode = dict(boxstyle=\"sawtooth\", fc=\"0.8\")\n",
    "leafNode = dict(boxstyle=\"round4\", fc=\"0.8\")\n",
    "arrow_args = dict(arrowstyle=\"<-\")\n",
    "\n",
    "def getNumLeafs(myTree):\n",
    "    numLeafs = 0\n",
    "    firstStr = list(myTree.keys())[0]\n",
    "    secondDict = myTree[firstStr]\n",
    "    for key in secondDict.keys():\n",
    "        if type(secondDict[key]).__name__=='dict':#test to see if the nodes are dictonaires, if not they are leaf nodes\n",
    "            numLeafs += getNumLeafs(secondDict[key])\n",
    "        else:   numLeafs +=1\n",
    "    return numLeafs\n",
    "\n",
    "def getTreeDepth(myTree):\n",
    "    maxDepth = 0\n",
    "    firstStr = list(myTree.keys())[0]\n",
    "    secondDict = myTree[firstStr]\n",
    "    for key in secondDict.keys():\n",
    "        if type(secondDict[key]).__name__=='dict':#test to see if the nodes are dictonaires, if not they are leaf nodes\n",
    "            thisDepth = 1 + getTreeDepth(secondDict[key])\n",
    "        else:   thisDepth = 1\n",
    "        if thisDepth > maxDepth: maxDepth = thisDepth\n",
    "    return maxDepth\n",
    "\n",
    "def plotNode(nodeTxt, centerPt, parentPt, nodeType):\n",
    "    createPlot.ax1.annotate(nodeTxt, xy=parentPt,  xycoords='axes fraction',\n",
    "             xytext=centerPt, textcoords='axes fraction',\n",
    "             va=\"center\", ha=\"center\", bbox=nodeType, arrowprops=arrow_args )\n",
    "    \n",
    "def plotMidText(cntrPt, parentPt, txtString):\n",
    "    xMid = (parentPt[0]-cntrPt[0])/2.0 + cntrPt[0]\n",
    "    yMid = (parentPt[1]-cntrPt[1])/2.0 + cntrPt[1]\n",
    "    createPlot.ax1.text(xMid, yMid, txtString, va=\"center\", ha=\"center\", rotation=30)\n",
    "\n",
    "def plotTree(myTree, parentPt, nodeTxt):#if the first key tells you what feat was split on\n",
    "    numLeafs = getNumLeafs(myTree)  #this determines the x width of this tree\n",
    "    depth = getTreeDepth(myTree)\n",
    "    firstStr = list(myTree.keys())[0]     #the text label for this node should be this\n",
    "    cntrPt = (plotTree.xOff + (1.0 + float(numLeafs))/2.0/plotTree.totalW, plotTree.yOff)\n",
    "    plotMidText(cntrPt, parentPt, nodeTxt)\n",
    "    plotNode(firstStr, cntrPt, parentPt, decisionNode)\n",
    "    secondDict = myTree[firstStr]\n",
    "    plotTree.yOff = plotTree.yOff - 1.0/plotTree.totalD\n",
    "    for key in secondDict.keys():\n",
    "        if type(secondDict[key]).__name__=='dict':#test to see if the nodes are dictonaires, if not they are leaf nodes   \n",
    "            plotTree(secondDict[key],cntrPt,str(key))        #recursion\n",
    "        else:   #it's a leaf node print the leaf node\n",
    "            plotTree.xOff = plotTree.xOff + 1.0/plotTree.totalW\n",
    "            plotNode(secondDict[key], (plotTree.xOff, plotTree.yOff), cntrPt, leafNode)\n",
    "            plotMidText((plotTree.xOff, plotTree.yOff), cntrPt, str(key))\n",
    "    plotTree.yOff = plotTree.yOff + 1.0/plotTree.totalD\n",
    "#if you do get a dictonary you know it's a tree, and the first element will be another dict\n",
    "\n",
    "def createPlot(inTree):\n",
    "    fig = plt.figure(1, facecolor='white')\n",
    "    plt.rcParams['savefig.dpi'] = 300 #图片像素\n",
    "    plt.rcParams['figure.dpi'] = 300 #分辨率\n",
    "    fig.clf()\n",
    "    axprops = dict(xticks=[], yticks=[])\n",
    "    createPlot.ax1 = plt.subplot(111, frameon=False, **axprops)    #no ticks\n",
    "    #createPlot.ax1 = plt.subplot(111, frameon=False) #ticks for demo puropses \n",
    "    plotTree.totalW = float(getNumLeafs(inTree))\n",
    "    plotTree.totalD = float(getTreeDepth(inTree))\n",
    "    plotTree.xOff = -0.5/plotTree.totalW; plotTree.yOff = 1.0;\n",
    "    plotTree(inTree, (0.5,1.0), '')\n",
    "    plt.rcParams['figure.figsize'] = (13.0, 5.0) # 设置figure_size尺寸\n",
    "    plt.savefig(r\"C:\\Users\\Alchemist\\Documents\\myProject\\ppt\\tree\\manual_2.png\")\n",
    "\n",
    "#def createPlot():\n",
    "#    fig = plt.figure(1, facecolor='white')\n",
    "#    fig.clf()\n",
    "#    createPlot.ax1 = plt.subplot(111, frameon=False) #ticks for demo puropses \n",
    "#    plotNode('a decision node', (0.5, 0.1), (0.1, 0.5), decisionNode)\n",
    "#    plotNode('a leaf node', (0.8, 0.1), (0.3, 0.8), leafNode)\n",
    "#    plt.show()\n",
    "\n",
    "def retrieveTree(i):\n",
    "    listOfTrees =[{'no surfacing': {0: 'no', 1: {'flippers': {0: 'no', 1: 'yes'}}}},\n",
    "                  {'no surfacing': {0: 'no', 1: {'flippers': {0: {'head': {0: 'no', 1: 'yes'}}, 1: 'no'}}}}\n",
    "                  ]\n",
    "    return listOfTrees[i]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#tree = {'concave points_worst < 0.187?': {'true': {'perimeter_worst < -0.158?': {'true': {'area_se < 0.013?': {'true': 0.0, 'false': 1.0}}, 'false': {'texture_worst < -1.088?': {'true': 0.0, 'false': 1.0}}}}, 'false': {'perimeter_worst < -0.016?': {'true': {'texture_worst < -0.45?': {'true': 0.0, 'false': 1.0}}, 'false': 1.0}}}}\n",
    "tree = {'perimeter_worst<-0.259?': {'true': {'concave points_worst<0.107?': {'true': {'area_se<0.049?': {'true': 0.0, 'false': 1.0}}, 'false': {'texture_worst<0.126?': {'true': 0.0, 'false': 1.0}}}}, 'false': {'perimeter_worst<0.092?': {'true': {'smoothness_worst<0.204?': {'true': 0.0, 'false': 1.0}}, 'false': {'smoothness_worst<-1.551?': {'true': 0.0, 'false': 1.0}}}}}}\n",
    "test = retrieveTree(0)\n",
    "createPlot(tree)"
   ]
  }
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