Neocase Case Classifier.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "import numpy as np\n",
    "from glob import glob\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
    "from sklearn import metrics\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.ensemble import VotingClassifier\n",
    "import scikitplot as skplt\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.model_selection import cross_val_predict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case Category Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Applying the classifier...\n",
      "\n",
      "-- Epoch 1\n",
      "Norm: 69.15, NNZs: 11248, Bias: -0.353414, T: 389, Avg. loss: 0.219291\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 69.04, NNZs: 11772, Bias: -0.353537, T: 778, Avg. loss: 0.000559\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 70.43, NNZs: 12597, Bias: -0.503232, T: 1167, Avg. loss: 0.000552\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 66.62, NNZs: 12597, Bias: -0.503232, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 63.19, NNZs: 12597, Bias: -0.503232, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 58.25, NNZs: 9744, Bias: -0.354829, T: 389, Avg. loss: 0.179213\n",
      "Total training time: 0.00 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 62.05, NNZs: 11079, Bias: -0.354283, T: 778, Avg. loss: 0.021514\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 58.49, NNZs: 11079, Bias: -0.354283, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 55.32, NNZs: 11079, Bias: -0.354283, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 55.98, NNZs: 11768, Bias: -0.354264, T: 1945, Avg. loss: 0.002364\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 53.21, NNZs: 8657, Bias: -0.527149, T: 389, Avg. loss: 0.146786\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 49.98, NNZs: 8657, Bias: -0.527149, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 47.11, NNZs: 8657, Bias: -0.527149, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 44.56, NNZs: 8657, Bias: -0.527149, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 42.27, NNZs: 8657, Bias: -0.527149, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 65.66, NNZs: 11101, Bias: -0.346594, T: 389, Avg. loss: 0.155399\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 61.67, NNZs: 11101, Bias: -0.346594, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 58.14, NNZs: 11101, Bias: -0.346594, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 64.85, NNZs: 12978, Bias: -0.345467, T: 1556, Avg. loss: 0.014785\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 61.52, NNZs: 12978, Bias: -0.345467, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 30.13, NNZs: 3662, Bias: -0.177608, T: 389, Avg. loss: 0.052944\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 28.30, NNZs: 3662, Bias: -0.177608, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 26.68, NNZs: 3662, Bias: -0.177608, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 25.23, NNZs: 3662, Bias: -0.177608, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 23.93, NNZs: 3662, Bias: -0.177608, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 22.79, NNZs: 3252, Bias: -0.177798, T: 389, Avg. loss: 0.033336\n",
      "Total training time: 0.00 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 21.40, NNZs: 3252, Bias: -0.177798, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 20.18, NNZs: 3252, Bias: -0.177798, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 19.08, NNZs: 3252, Bias: -0.177798, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 18.10, NNZs: 3252, Bias: -0.177798, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 29.86, NNZs: 4481, Bias: -0.177766, T: 389, Avg. loss: 0.053977\n",
      "Total training time: 0.00 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 28.05, NNZs: 4481, Bias: -0.177766, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 26.44, NNZs: 4481, Bias: -0.177766, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 25.01, NNZs: 4481, Bias: -0.177766, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 23.72, NNZs: 4481, Bias: -0.177766, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 61.90, NNZs: 10575, Bias: -0.347581, T: 389, Avg. loss: 0.143050\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 69.79, NNZs: 12970, Bias: -0.346271, T: 778, Avg. loss: 0.014315\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 65.80, NNZs: 12970, Bias: -0.346271, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 63.91, NNZs: 13004, Bias: -0.488937, T: 1556, Avg. loss: 0.000048\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 60.62, NNZs: 13004, Bias: -0.488937, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 68.39, NNZs: 12500, Bias: -0.176761, T: 389, Avg. loss: 0.201966\n",
      "Total training time: 0.00 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 69.55, NNZs: 13499, Bias: -0.340794, T: 778, Avg. loss: 0.009517\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 65.56, NNZs: 13499, Bias: -0.340794, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 62.01, NNZs: 13499, Bias: -0.340794, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 58.82, NNZs: 13499, Bias: -0.340794, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 57.22, NNZs: 11292, Bias: -0.007458, T: 389, Avg. loss: 0.188910\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 58.40, NNZs: 12300, Bias: -0.167286, T: 778, Avg. loss: 0.026207\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 58.24, NNZs: 13115, Bias: -0.167239, T: 1167, Avg. loss: 0.012131\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 55.08, NNZs: 13115, Bias: -0.167239, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 52.25, NNZs: 13115, Bias: -0.167239, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 47.61, NNZs: 6922, Bias: -0.000725, T: 389, Avg. loss: 0.120118\n",
      "Total training time: 0.00 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 44.72, NNZs: 6922, Bias: -0.000725, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 42.16, NNZs: 6922, Bias: -0.000725, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 39.87, NNZs: 6922, Bias: -0.000725, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 37.82, NNZs: 6922, Bias: -0.000725, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n",
      "-- Epoch 1\n",
      "Norm: 37.60, NNZs: 5348, Bias: -0.354650, T: 389, Avg. loss: 0.087132\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 2\n",
      "Norm: 35.32, NNZs: 5348, Bias: -0.354650, T: 778, Avg. loss: 0.000000\n",
      "Total training time: 0.01 seconds.\n",
      "-- Epoch 3\n",
      "Norm: 33.29, NNZs: 5348, Bias: -0.354650, T: 1167, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 4\n",
      "Norm: 31.49, NNZs: 5348, Bias: -0.354650, T: 1556, Avg. loss: 0.000000\n",
      "Total training time: 0.02 seconds.\n",
      "-- Epoch 5\n",
      "Norm: 29.87, NNZs: 5348, Bias: -0.354650, T: 1945, Avg. loss: 0.000000\n",
      "Total training time: 0.03 seconds.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Done  12 out of  12 | elapsed:    0.3s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                            precision    recall  f1-score   support\n",
      "\n",
      "                                  ABSENCES       1.00      1.00      1.00        58\n",
      "                AVANTAGES       1.00      1.00      1.00        21\n",
      "                    DEPART DE L'ENTREPRISE       1.00      1.00      1.00         6\n",
      "                      DONNEES PERSONNELLES       1.00      1.00      1.00        20\n",
      "                                 FORMATION       1.00      1.00      1.00         1\n",
      "                 INTERIM  STAGES  EXTERNES       1.00      1.00      1.00         1\n",
      "                      MUTUELLE  PREVOYANCE       1.00      1.00      1.00         1\n",
      "                                 OUTILS RH       1.00      0.86      0.92         7\n",
      "PAIE, REMUNERATION ET FRAIS PROFESSIONNELS       1.00      1.00      1.00        14\n",
      "                    PARCOURS PROFESSIONNEL       0.91      1.00      0.95        10\n",
      "                          TEMPS DE TRAVAIL       1.00      1.00      1.00        13\n",
      "                               THEME AUTRE       1.00      1.00      1.00        15\n",
      "\n",
      "                               avg / total       0.99      0.99      0.99       167\n",
      "\n",
      "0.9940119760479041\n",
      "[ 0  9  1  0  0  9  3  2  0  8 10  0  1 11  9  3  0  0 10  1  9  0  8  8\n",
      "  0  3  8  0  1  7  3  1 11  0 11  0  0  0  0  1  0 11  0  7  0  8  0 10\n",
      "  8  0  0  9  1  8 10  0 11  3 11 11  3  0  0  1  1  0  1  0  3 11  9  7\n",
      "  1  1  1  3  0  1  0  4  8  3  3  1  1  2  0  0  0  3 11  7  1  9  0  3\n",
      "  0  0  0  8  0  0  3  0  3  8  0  9  0  9 10 10  8 10  2 11  0  0  1  5\n",
      "  0 11  0  3 10  6 10  1  8  2  7  3  0  3  0  1  7  0 10  8  0 10 11 10\n",
      "  0  0  0  0  0  1  0  3  8  2  3  0 11 11 11  2  0  7 10  0  3  0  9]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#Select needed category for your training\n",
    "categories=['ABSENCES','AVANTAGES',\"DEPART DE L'ENTREPRISE\",'OUTILS RH','PAIE, REMUNERATION ET FRAIS PROFESSIONNELS','THEME AUTRE','DONNEES PERSONNELLES','FORMATION','INTERIM  STAGES  EXTERNES','MUTUELLE  PREVOYANCE','PARCOURS PROFESSIONNEL','TEMPS DE TRAVAIL']\n",
    "\n",
    "docs_to_train = sklearn.datasets.load_files(\"document\", \n",
    "    description=None, categories=categories, \n",
    "    load_content=True, encoding='utf-8', shuffle=True, random_state=0)\n",
    "docs_to_train .target_names\n",
    "\n",
    "#Split data for train and test set\n",
    "X_train, X_test, y_train, y_test = train_test_split(docs_to_train.data,\n",
    "    docs_to_train.target, test_size=0.3,random_state=42)\n",
    "\n",
    "\n",
    "# Construct the classifier pipeline using a SGDClassifier algorithm\n",
    "print ('\\nApplying the classifier...\\n')\n",
    "\n",
    "text_clf = Pipeline([('vect', CountVectorizer(stop_words='english')),\n",
    "\n",
    "                     ('tfidf', TfidfTransformer(use_idf=True)),\n",
    "\n",
    "                     ('clf', SGDClassifier(loss='hinge', penalty='l2',alpha=1e-5, random_state=0, verbose=1,max_iter=5)),])\n",
    "\n",
    "#Fit train data with classifier\n",
    "text_clf.fit(X_train, y_train)\n",
    "\n",
    "#Predict test data using classifier\n",
    "predicted = text_clf.predict(X_test)\n",
    "\n",
    "#computing precision,recall,f1score and accuracy\n",
    "print(metrics.classification_report(y_test, predicted, \n",
    "    target_names=docs_to_train.target_names))\n",
    "\n",
    "print(accuracy_score(y_test, predicted))  \n",
    "print(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['model.joblib']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#model ready to deploy  in joblib format \n",
    "from sklearn.externals import joblib\n",
    "joblib.dump(text_clf, 'model.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['model.pkl']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#model ready to deploy  in joblib format \n",
    "from sklearn.externals import joblib\n",
    "joblib.dump(text_clf, 'model.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case Classifier Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Automatically created module for IPython interactive environment\n",
      "Confusion matrix, without normalization\n",
      "Normalized confusion matrix\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b70fd93cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b719c6b0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b719d79c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b719a89b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(__doc__)\n",
    "\n",
    "import itertools\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn import svm, datasets\n",
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "class_names=docs_to_train .target_names\n",
    "def plot_confusion_matrix(cm, classes,\n",
    "                          normalize=False,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    #print(cm)\n",
    "#Configure parameter for plot insight    \n",
    "    fig, ax = plt.subplots()#pplt.subplot(111)\n",
    "    fig.set_size_inches(20, 20, forward=True)\n",
    "    \n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=90,fontsize=18)\n",
    "    plt.yticks(tick_marks, classes,fontsize=18)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",fontsize=20,\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "#Set x and y axis name\n",
    "    plt.ylabel('True Category',fontsize=22,fontweight=\"bold\")\n",
    "    plt.xlabel('Predicted Category',fontsize=22,fontweight=\"bold\")\n",
    "    plt.tight_layout()\n",
    "\n",
    "\n",
    "# Compute confusion matrix\n",
    "cnf_matrix = confusion_matrix(y_test, predicted)\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "# Plot non-normalized confusion matrix\n",
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
    "                      title='Confusion matrix, without normalization')\n",
    "\n",
    "# Plot normalized confusion matrix\n",
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix, classes=class_names, normalize=True,\n",
    "                      title='Normalized confusion matrix')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Case Classifier Prediction and Recall Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import label_binarize\n",
    "\n",
    "#Use label_binarize to be multi-label like settings\n",
    "#Y = label_binarize(y_test, classes=[0, 1, 2,3,4,5,6,7,8,9,10,11])\n",
    "n_classes = y_test\n",
    "\n",
    "y_score = text_clf.decision_function(X_test)\n",
    "from sklearn.metrics import precision_recall_curve\n",
    "from sklearn.metrics import average_precision_score\n",
    "\n",
    "n_classes=y_test\n",
    "# For each class\n",
    "precision = dict()\n",
    "recall = dict()\n",
    "average_precision = dict()\n",
    "for i in range(n_classes):\n",
    "    precision[i], recall[i], _ = precision_recall_curve(y_test[:, i],\n",
    "                                                        y_score[:, i])\n",
    "    average_precision[i] = average_precision_score(Y_test[:, i], y_score[:, i])\n",
    "\n",
    "# A \"micro-average\": quantifying score on all classes jointly\n",
    "precision[\"micro\"], recall[\"micro\"], _ = precision_recall_curve(y_test.ravel(),\n",
    "    y_score.ravel())\n",
    "average_precision[\"micro\"] = average_precision_score(y_test, y_score,\n",
    "                                                     average=\"micro\")\n",
    "print('Average precision score, micro-averaged over all classes: {0:0.2f}'\n",
    "      .format(average_precision[\"micro\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "curve=precision_recall_curve(y_test,predicted)\n",
    "print(curve)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "skplt.metrics.plot_precision_recall_curve(y_test, predicted)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
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