features.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn import preprocessing\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "\n",
    "labels = [\"NoEvents\", \"Attack\", \"Natural\"]\n",
    "\n",
    "X = pd.read_csv(\"Data/data%d.csv\"%1) #read file\n",
    "\n",
    "X = X.replace(np.inf, np.finfo(np.float32).max) #replacing 'inf' with its equivalent in float32 datatype\n",
    "\n",
    "#preparing the label converter\n",
    "le = preprocessing.LabelEncoder()\n",
    "le.fit(labels)\n",
    "\n",
    "#assigning the training data and the labels into variables\n",
    "y = le.transform(X['marker'])\n",
    "X = X.drop(columns='marker')\n",
    "\n",
    "features = list(X.columns)\n",
    "\n",
    "clf = RandomForestClassifier(n_estimators=100, max_features='log2')\n",
    "\n",
    "X=X.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lime.lime_tabular import LimeTabularExplainer\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
    "\n",
    "clf.fit(X_train,y_train)\n",
    "\n",
    "explainer = LimeTabularExplainer(X_train, training_labels = y_train, feature_names = features, class_names = labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "73411\n"
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "6801"
     },
     "metadata": {},
     "execution_count": 53
    }
   ],
   "source": [
    "Xall = []\n",
    "for i in range(2,16):\n",
    "    Xall.append(pd.read_csv(\"Data/data%d.csv\"%i))\n",
    "\n",
    "Xall = pd.concat(Xall)\n",
    "Xall = Xall.replace(np.inf, np.finfo(np.float32).max) #replacing 'inf' with its equivalent in float32 datatype\n",
    "\n",
    "#assigning the training data and the labels into variables\n",
    "yall = le.transform(Xall['marker'])\n",
    "Xall = Xall.drop(columns='marker')\n",
    "\n",
    "X_test = np.concatenate((X_test, Xall.values), axis=0)\n",
    "y_test = np.concatenate((y_test, yall))\n",
    "print(y_test.size)\n",
    "\n",
    "faulty = (y_test != clf.predict(X_test)) & (y_test == 0)\n",
    "X_test = X_test[faulty]\n",
    "y_test = y_test[faulty]\n",
    "y_test.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = 3\n",
    "\n",
    "# print('Event id: %d' % idx)\n",
    "# print('Predicted class =', labels[clf.predict(X_test[idx].reshape(1, -1))[0]])\n",
    "# print('True class: %s' % labels[y_test[idx]])\n",
    "\n",
    "lst = []\n",
    "for idx in range(0, 100):\n",
    "    exp = explainer.explain_instance(X_test[idx], clf.predict_proba, num_features=5, labels=[0, 1, 2])\n",
    "    lst.append(exp.as_list())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "(100, 5, 2)"
     },
     "metadata": {},
     "execution_count": 63
    }
   ],
   "source": [
    "lst = np.array(lst)\n",
    "lst.shape\n",
    "lst = lst[:,:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
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     },
     "metadata": {},
     "execution_count": 138
    }
   ],
   "source": [
    "dall = []\n",
    "for j in range(0,5):\n",
    "    k = []\n",
    "    for i in range(0,100):\n",
    "        k.append(sum(lst[:,j] == lst[i,j]))\n",
    "    k = np.array(k)    \n",
    "    arg = k.argsort()\n",
    "    feat = lst[0:100]\n",
    "    test = feat[arg, 0]\n",
    "    d = np.column_stack((test, k[arg]))\n",
    "    d = np.unique(d, axis=0)\n",
    "    dall.append(d[d[:,1].astype('float64').argsort()[::-1]])\n",
    "\n",
    "dall    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
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border: none;\">\n            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n                0\n                \n                    &plusmn; 0.0000\n                \n            </td>\n            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n                R2-PA8:VH\n            </td>\n        </tr>\n    \n        <tr style=\"background-color: hsl(0, 100.00%, nan%); border: none;\">\n            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n                0\n                \n                    &plusmn; 0.0000\n                \n            </td>\n            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n                R2-PM8:V\n            </td>\n        </tr>\n    \n        <tr style=\"background-color: hsl(0, 100.00%, nan%); border: none;\">\n            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n                0\n                \n                    &plusmn; 0.0000\n                \n            </td>\n            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n                R2-PA9:VH\n            </td>\n        </tr>\n    \n        <tr style=\"background-color: hsl(0, 100.00%, nan%); border: none;\">\n            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n                0\n                \n                    &plusmn; 0.0000\n                \n            </td>\n            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n                snort_log4\n            </td>\n        </tr>\n    \n    \n        \n            <tr style=\"background-color: hsl(0, 100.00%, nan%); border: none;\">\n                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n                    <i>&hellip; 118 more &hellip;</i>\n                </td>\n            </tr>\n        \n    \n    </tbody>\n</table>\n    \n\n    \n\n\n    \n\n    \n\n    \n\n    \n\n    \n\n    \n\n\n    \n        <p>Explained as: feature importances</p>\n    \n\n    \n\n    \n\n    \n\n    \n\n    \n\n\n    \n\n    \n        \n        <pre>\nFeature importances, computed as a decrease in score when feature\nvalues are permuted (i.e. become noise). This is also known as \npermutation importance.\n\nIf feature importances are computed on the same data as used for training, \nthey don't reflect importance of features for generalization. Use a held-out\ndataset if you want generalization feature importances.\n</pre>\n    \n\n    \n\n    \n\n    \n\n    \n\n\n\n"
     },
     "metadata": {},
     "execution_count": 31
    }
   ],
   "source": [
    "import eli5\n",
    "from eli5.sklearn import PermutationImportance\n",
    "from eli5.ipython import show_weights\n",
    "perm = PermutationImportance(clf).fit(X_test, y_test)\n",
    "show_weights(perm, target_names = labels, feature_names = features, top = 10, show = ['feature_importances', 'targets', 'method', 'description'] , include_styles = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Prediction [[0.97 0.03 0.  ]]\nBias (trainset prior) [[0.77889851 0.18643174 0.03466975]]\nFeature contributions:\nR1-PA1:VH [-0.00626519  0.00808577 -0.00182058]\nR1-PM1:V [ 0.01597154 -0.01597154  0.        ]\nR1-PA2:VH [-0.00464311  0.00553816 -0.00089505]\nR1-PM2:V [ 1.30064121e-02 -1.29245277e-02 -8.18843805e-05]\nR1-PA3:VH [ 0.00223273 -0.00259053  0.0003578 ]\nR1-PM3:V [ 0.00385603 -0.00296872 -0.00088731]\nR1-PA4:IH [-0.00760093  0.00861705 -0.00101612]\nR1-PM4:I [ 1.21436750e-02 -1.21072974e-02 -3.63775386e-05]\nR1-PA5:IH [ 0.00411485 -0.00439385  0.00027899]\nR1-PM5:I [ 0.00591601 -0.00560306 -0.00031296]\nR1-PA6:IH [-0.00412015  0.00467144 -0.00055129]\nR1-PM6:I [ 0.0018025 -0.0018025  0.       ]\nR1-PA7:VH [-0.00721637  0.01019945 -0.00298308]\nR1-PM7:V [ 0.00628519 -0.00628519  0.        ]\nR1-PA8:VH [0. 0. 0.]\nR1-PM8:V [0. 0. 0.]\nR1-PA9:VH [0. 0. 0.]\nR1-PM9:V [0. 0. 0.]\nR1-PA10:IH [-0.00358375  0.00489702 -0.00131326]\nR1-PM10:I [ 0.00557695 -0.00534457 -0.00023238]\nR1-PA11:IH [ 0.00212378 -0.00212378  0.        ]\nR1-PM11:I [ 0.00306953 -0.00306953  0.        ]\nR1-PA12:IH [ 0.00054634 -0.00054634  0.        ]\nR1-PM12:I [ 0.0053334 -0.0053334  0.       ]\nR1:F [ 0.00050802 -0.00050802  0.        ]\nR1:DF [ 0.00030075 -0.00030075  0.        ]\nR1-PA:Z [ 0.00094694 -0.00034875 -0.00059819]\nR1-PA:ZH [ 0.00080693 -0.00080693  0.        ]\nR1:S [ 0.00026653 -0.00026653  0.        ]\nR2-PA1:VH [-0.00893568  0.0104868  -0.00155112]\nR2-PM1:V [ 0.00164753 -0.00164753  0.        ]\nR2-PA2:VH [ 1.87768736e-05  7.98998028e-05 -9.86766764e-05]\nR2-PM2:V [ 0.0036894  -0.00332358 -0.00036582]\nR2-PA3:VH [ 0.00641083 -0.00522336 -0.00118747]\nR2-PM3:V [ 0.01617912 -0.01603881 -0.00014032]\nR2-PA4:IH [-0.00319931  0.00361752 -0.00041822]\nR2-PM4:I [ 0.00525038 -0.0050202  -0.00023018]\nR2-PA5:IH [-0.00242107  0.00325459 -0.00083351]\nR2-PM5:I [ 0.00936105 -0.00908505 -0.000276  ]\nR2-PA6:IH [-0.00775023  0.0062608   0.00148943]\nR2-PM6:I [ 0.02112653 -0.0213672   0.00024067]\nR2-PA7:VH [-0.00072964  0.00294297 -0.00221333]\nR2-PM7:V [ 0.00707844 -0.00809171  0.00101327]\nR2-PA8:VH [0. 0. 0.]\nR2-PM8:V [0. 0. 0.]\nR2-PA9:VH [0. 0. 0.]\nR2-PM9:V [0. 0. 0.]\nR2-PA10:IH [-2.90326406e-03  2.81852129e-03  8.47427632e-05]\nR2-PM10:I [ 0.00932533 -0.00911837 -0.00020696]\nR2-PA11:IH [ 0.00125282 -0.00125282  0.        ]\nR2-PM11:I [ 0.00029817 -0.00029817  0.        ]\nR2-PA12:IH [-0.00101487  0.00115694 -0.00014207]\nR2-PM12:I [ 0.00020761 -0.00020761  0.        ]\nR2:F [ 0.00031846 -0.00031846  0.        ]\nR2:DF [ 0.00090426 -0.00090426  0.        ]\nR2-PA:Z [ 2.11518214e-03 -2.12873432e-03  1.35521742e-05]\nR2-PA:ZH [ 0.00063158 -0.00063158  0.        ]\nR2:S [0. 0. 0.]\nR3-PA1:VH [-0.0100805   0.01203175 -0.00195126]\nR3-PM1:V [ 0.00395236 -0.00395236  0.        ]\nR3-PA2:VH [ 4.68779128e-03 -4.67818490e-03 -9.60637586e-06]\nR3-PM2:V [ 0.00696042 -0.00696042  0.        ]\nR3-PA3:VH [ 0.00205245 -0.00098983 -0.00106262]\nR3-PM3:V [ 0.01218371 -0.01218371  0.        ]\nR3-PA4:IH [-0.01530959  0.01600312 -0.00069353]\nR3-PM4:I [ 0.00093245 -0.00052679 -0.00040566]\nR3-PA5:IH [ 0.00088178 -0.00016491 -0.00071687]\nR3-PM5:I [ 6.35872697e-03 -6.35063087e-03 -8.09609937e-06]\nR3-PA6:IH [-0.00485943  0.00532301 -0.00046358]\nR3-PM6:I [ 0.00794983 -0.00766031 -0.00028952]\nR3-PA7:VH [-0.01814318  0.02243772 -0.00429454]\nR3-PM7:V [ 0.00464882 -0.00464882  0.        ]\nR3-PA8:VH [0. 0. 0.]\nR3-PM8:V [ 0.00015873 -0.00015873  0.        ]\nR3-PA9:VH [0. 0. 0.]\nR3-PM9:V [0. 0. 0.]\nR3-PA10:IH [ 0.00059712 -0.00093183  0.00033471]\nR3-PM10:I [ 0.01383512 -0.01326856 -0.00056656]\nR3-PA11:IH [ 0.00144697 -0.00144697  0.        ]\nR3-PM11:I [ 8.77192982e-05 -8.77192982e-05  0.00000000e+00]\nR3-PA12:IH [-0.0099774  0.0099774  0.       ]\nR3-PM12:I [ 0.0004587 -0.0004587  0.       ]\nR3:F [ 0.00026744 -0.00026744  0.        ]\nR3:DF [ 5.95238095e-05 -5.95238095e-05  0.00000000e+00]\nR3-PA:Z [ 0.00055371 -0.00055371  0.        ]\nR3-PA:ZH [ 0.0012729 -0.0012729  0.       ]\nR3:S [0. 0. 0.]\nR4-PA1:VH [-0.00519233  0.00708545 -0.00189313]\nR4-PM1:V [ 0.00363172 -0.00320796 -0.00042377]\nR4-PA2:VH [-0.00084508  0.00137444 -0.00052936]\nR4-PM2:V [ 0.00590772 -0.00590772  0.        ]\nR4-PA3:VH [ 7.75125797e-03 -7.80218054e-03  5.09225666e-05]\nR4-PM3:V [ 0.00925502 -0.0082719  -0.00098312]\nR4-PA4:IH [-0.00253232  0.00388513 -0.00135281]\nR4-PM4:I [ 0.01129648 -0.01081468 -0.0004818 ]\nR4-PA5:IH [ 0.01353539 -0.01334925 -0.00018614]\nR4-PM5:I [ 1.09117369e-02 -1.09129850e-02  1.24811583e-06]\nR4-PA6:IH [ 0.00298973 -0.00274205 -0.00024768]\nR4-PM6:I [ 0.00668114 -0.00668114  0.        ]\nR4-PA7:VH [-0.00601942  0.00705943 -0.00104001]\nR4-PM7:V [ 0.0108735  -0.01064318 -0.00023033]\nR4-PA8:VH [0. 0. 0.]\nR4-PM8:V [0. 0. 0.]\nR4-PA9:VH [0. 0. 0.]\nR4-PM9:V [0. 0. 0.]\nR4-PA10:IH [-0.00829953  0.0102547  -0.00195517]\nR4-PM10:I [ 0.01174836 -0.01133511 -0.00041326]\nR4-PA11:IH [-0.00013209  0.00013209  0.        ]\nR4-PM11:I [ 0.00267919 -0.00267919  0.        ]\nR4-PA12:IH [-0.00127677  0.00127677  0.        ]\nR4-PM12:I [0. 0. 0.]\nR4:F [ 0.00024925 -0.00024925  0.        ]\nR4:DF [ 0.00027211 -0.00027211  0.        ]\nR4-PA:Z [ 2.02333388e-03 -2.06865752e-03  4.53236363e-05]\nR4-PA:ZH [-5.62308471e-03  5.61295555e-03  1.01291596e-05]\nR4:S [0. 0. 0.]\ncontrol_panel_log1 [0. 0. 0.]\ncontrol_panel_log2 [0. 0. 0.]\ncontrol_panel_log3 [0. 0. 0.]\ncontrol_panel_log4 [0. 0. 0.]\nrelay1_log [0. 0. 0.]\nrelay2_log [0. 0. 0.]\nrelay3_log [0. 0. 0.]\nrelay4_log [0. 0. 0.]\nsnort_log1 [0. 0. 0.]\nsnort_log2 [0. 0. 0.]\nsnort_log3 [0. 0. 0.]\nsnort_log4 [0. 0. 0.]\n"
    }
   ],
   "source": [
    "from treeinterpreter import treeinterpreter as ti\n",
    "\n",
    "instance = X_test[idx].reshape(1, -1)\n",
    "\n",
    "prediction, bias, contributions = ti.predict(clf, instance)\n",
    "print(\"Prediction\", prediction)\n",
    "print(\"Bias (trainset prior)\", bias)\n",
    "print(\"Feature contributions:\")\n",
    "\n",
    "for c, feature in zip(contributions[0], \n",
    "                             features):\n",
    "    print(feature, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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<use x=\"294.421875\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"350.037109\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"377.820312\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"405.603516\" xlink:href=\"#ArialMT-72\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_80\">\r\n     <g id=\"line2d_92\"/>\r\n     <g id=\"text_87\">\r\n      <!-- R4-PM4:I -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.835156 108.935708)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-73\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    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xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-86\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_83\">\r\n     <g id=\"line2d_95\"/>\r\n     <g id=\"text_90\">\r\n      <!-- R1-PA:Z -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(25.225313 104.191657)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.722656\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"294.421875\" xlink:href=\"#ArialMT-58\"/>\r\n       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style=\"fill:#262626;\" transform=\"translate(24.279063 101.028956)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-48\"/>\r\n       <use x=\"422.363281\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"450.146484\" xlink:href=\"#ArialMT-73\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_86\">\r\n     <g id=\"line2d_98\"/>\r\n     <g id=\"text_93\">\r\n      <!-- R3-PM2:V -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.445938 99.447605)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-86\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_87\">\r\n     <g id=\"line2d_99\"/>\r\n     <g id=\"text_94\">\r\n      <!-- R3-PA4:IH -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.28 97.866255)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.722656\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"294.421875\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"350.037109\" 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xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-73\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_91\">\r\n     <g id=\"line2d_103\"/>\r\n     <g id=\"text_98\">\r\n      <!-- R1-PM6:I -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.835156 91.540853)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-49\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-73\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_92\">\r\n     <g id=\"line2d_104\"/>\r\n     <g id=\"text_99\">\r\n      <!-- R3-PM6:I -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.835156 89.959503)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-54\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-73\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_93\">\r\n     <g id=\"line2d_105\"/>\r\n     <g 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xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-51\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-86\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_95\">\r\n     <g id=\"line2d_107\"/>\r\n     <g id=\"text_102\">\r\n      <!-- R2-PA4:IH -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.28 85.215451)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.722656\" xlink:href=\"#ArialMT-65\"/>\r\n       <use x=\"294.421875\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"350.037109\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"377.820312\" xlink:href=\"#ArialMT-73\"/>\r\n       <use x=\"405.603516\" xlink:href=\"#ArialMT-72\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_96\">\r\n     <g id=\"line2d_108\"/>\r\n     <g id=\"text_103\">\r\n      <!-- R4-PM2:V -->\r\n      <g style=\"fill:#262626;\" transform=\"translate(24.445938 83.634101)scale(0.01 -0.01)\">\r\n       <use xlink:href=\"#ArialMT-82\"/>\r\n       <use x=\"72.216797\" xlink:href=\"#ArialMT-52\"/>\r\n       <use x=\"127.832031\" xlink:href=\"#ArialMT-45\"/>\r\n       <use x=\"161.132812\" xlink:href=\"#ArialMT-80\"/>\r\n       <use x=\"227.832031\" xlink:href=\"#ArialMT-77\"/>\r\n       <use x=\"311.132812\" xlink:href=\"#ArialMT-50\"/>\r\n       <use x=\"366.748047\" xlink:href=\"#ArialMT-58\"/>\r\n       <use x=\"394.53125\" xlink:href=\"#ArialMT-86\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_97\">\r\n     <g id=\"line2d_109\"/>\r\n     <g id=\"text_104\">\r\n      <!-- R2-PM4:I -->\r\n      <g 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from yellowbrick.model_selection.importances import feature_importances\n",
    "from matplotlib import pyplot as plt\n",
    "clf.fit(X,y)\n",
    "\n",
    "f2, ax2 = plt.subplots()\n",
    "feature_importances(clf, X, y, ax2, labels = features, show=False)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=1)\n",
    "ax2.tick_params(axis='both', which='minor', labelsize=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}