Medical Data Classification Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.model_selection import train_test_split\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_file(fileName):\n",
    "    dataset = pd.read_table(fileName, header=0, sep=\",\", encoding=\"unicode_escape\")\n",
    "    \n",
    "    return dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preprocess creates the term frequency matrix for the review data set\n",
    "def preprocess(data):\n",
    "    count_vectorizer = CountVectorizer()\n",
    "    data = count_vectorizer.fit_transform(data)\n",
    "    words_list=count_vectorizer.get_feature_names()\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess2(data):\n",
    "    count_vectorizer = CountVectorizer()\n",
    "    word_list=[]\n",
    "    data = count_vectorizer.fit_transform(data)\n",
    "    words_list=count_vectorizer.get_feature_names()\n",
    "    \n",
    "    #tfidf_data = TfidfTransformer(use_idf=False).fit_transform(data)\n",
    "    return count_vectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def learn_model(data,target):\n",
    "    classifier=[]\n",
    "    \n",
    "    classA = []\n",
    "    classB = []\n",
    "    classC = []\n",
    "    classD = []\n",
    "    classE = []\n",
    "    classF = []\n",
    "    \n",
    "    lst=0\n",
    "    \n",
    "    probA=0\n",
    "    probB=0\n",
    "    probC=0\n",
    "    probD=0\n",
    "    probE=0\n",
    "    probF=0\n",
    "    \n",
    "    for x in range(10260):\n",
    "        classA.append(lst)\n",
    "        classB.append(lst)\n",
    "        classC.append(lst)\n",
    "        classD.append(lst)\n",
    "        classE.append(lst)\n",
    "        classF.append(lst)\n",
    "    \n",
    "        \n",
    "    total_sentences=len(target)\n",
    "    \n",
    "    for i in range(len(target)):\n",
    "        sentence_array=data[i].toarray()\n",
    "        #print(\"sentence\")\n",
    "        #print(i)\n",
    "        for j in range(len(sentence_array[0])):\n",
    "            if sentence_array[0][j]==1:\n",
    "                if target.iloc[i]==\"ASK_A_DOCTOR\":\n",
    "                    classA[j]+=1\n",
    "                    classA[-2]+=1\n",
    "                if target.iloc[i]==\"PRESCRIPTION\":\n",
    "                    classB[j]+=1\n",
    "                    classB[-2]+=1\n",
    "                if target.iloc[i]==\"MISCELLANEOUS\":\n",
    "                    classC[j]+=1\n",
    "                    classC[-2]+=1\n",
    "                if target.iloc[i]==\"APPOINTMENTS\":\n",
    "                    classD[j]+=1\n",
    "                    classD[-2]+=1\n",
    "                if target.iloc[i]==\"LAB\":\n",
    "                    classE[j]+=1\n",
    "                    classE[-2]+=1\n",
    "                if target.iloc[i]==\"JUNK\":\n",
    "                    classF[j]+=1\n",
    "                    classF[-2]+=1\n",
    "                        \n",
    "    for k in range(len(target)):\n",
    "            if target.iloc[k]==\"ASK_A_DOCTOR\":\n",
    "                probA+=1\n",
    "            if target.iloc[k]==\"PRESCRIPTION\":\n",
    "                probB+=1\n",
    "            if target.iloc[k]==\"MISCELLANEOUS\":\n",
    "                probC+=1\n",
    "            if target.iloc[k]==\"APPOINTMENTS\":\n",
    "                probD+=1\n",
    "            if target.iloc[k]==\"LAB\":\n",
    "                probE+=1\n",
    "            if target.iloc[k]==\"JUNK\":\n",
    "                probF+=1\n",
    "\n",
    "    probA=probA/len(target)\n",
    "    classA[-1]=probA\n",
    "    probB=probB/len(target)\n",
    "    classB[-1]=probB\n",
    "    probC=probC/len(target)\n",
    "    classC[-1]=probC\n",
    "    probD=probD/len(target)\n",
    "    classD[-1]=probD\n",
    "    probE=probE/len(target)\n",
    "    classE[-1]=probE\n",
    "    probF=probF/len(target)\n",
    "    classF[-1]=probF\n",
    "    \n",
    "                \n",
    "    classifier.append(classA)\n",
    "    classifier.append(classB)\n",
    "    classifier.append(classC)\n",
    "    classifier.append(classD)\n",
    "    classifier.append(classE)\n",
    "    classifier.append(classF)\n",
    "    #print(len(classifier))\n",
    "    return classifier\n",
    "        \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def classify(classifier,testdata):\n",
    "    i=0\n",
    "    total=1\n",
    "    predicted=[]\n",
    "    while i != 22912: #len testdata\n",
    "        #print(i)\n",
    "        c=predict(i,classifier,testdata)\n",
    "        i+=1\n",
    "        predicted.append(c)\n",
    "    return predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(m, classifier, testdata):\n",
    "    \n",
    "    #predicted_val=[]\n",
    "    \n",
    "    #total=len(test_sentence_array)\n",
    "    prob_classA=classifier[0][-1]\n",
    "    prob_classB=classifier[1][-1]\n",
    "    prob_classC=classifier[2][-1]\n",
    "    prob_classD=classifier[3][-1]\n",
    "    prob_classE=classifier[4][-1]\n",
    "    prob_classF=classifier[5][-1]\n",
    "    \n",
    "    \n",
    "    prob_word_in_A=1\n",
    "    prob_word_in_B=1\n",
    "    prob_word_in_C=1\n",
    "    prob_word_in_D=1\n",
    "    prob_word_in_E=1\n",
    "    prob_word_in_F=1\n",
    "    \n",
    "    \n",
    "    #total_test_data=1000\n",
    "    \n",
    "    test=testdata[m]\n",
    "    test_sentence_array=test.toarray()\n",
    "\n",
    "\n",
    "\n",
    "    for i in range(len(test_sentence_array)):\n",
    "    #for i in range(1000):\n",
    "        #print(\"sentence\",i)\n",
    "        for j in range(len(test_sentence_array[0])):\n",
    "            if test_sentence_array[0][j]==1:\n",
    "                prob_word_in_A=(prob_word_in_A)*((1+classifier[0][j])/(classifier[0][-2]+10258))\n",
    "                prob_word_in_B=(prob_word_in_B)*((1+classifier[1][j])/(classifier[1][-2]+10258))\n",
    "                prob_word_in_C=(prob_word_in_C)*((1+classifier[2][j])/(classifier[2][-2]+10258))\n",
    "                prob_word_in_D=(prob_word_in_D)*((1+classifier[3][j])/(classifier[3][-2]+10258))\n",
    "                prob_word_in_E=(prob_word_in_E)*((1+classifier[4][j])/(classifier[4][-2]+10258))\n",
    "                prob_word_in_F=(prob_word_in_F)*((1+classifier[5][j])/(classifier[5][-2]+10258))\n",
    "                \n",
    "\n",
    "\n",
    "        prob_A=(prob_classA)*(prob_word_in_A)\n",
    "        prob_B=(prob_classB)*(prob_word_in_B)\n",
    "        prob_C=(prob_classC)*(prob_word_in_C)\n",
    "        prob_D=(prob_classD)*(prob_word_in_D)\n",
    "        prob_E=(prob_classE)*(prob_word_in_E)\n",
    "        prob_F=(prob_classF)*(prob_word_in_F)\n",
    "        #print(prob_A,prob_B,prob_C,prob_D,prob_E)\n",
    "\n",
    "        highest_prob=max(prob_A,prob_B,prob_C,prob_D,prob_E,prob_F) \n",
    "        if highest_prob==prob_A:\n",
    "            x=\"A\"\n",
    "        elif highest_prob==prob_B:\n",
    "            x=\"B\"\n",
    "        elif highest_prob==prob_C:\n",
    "            x=\"C\"\n",
    "        elif highest_prob==prob_D:\n",
    "            x=\"D\"\n",
    "        elif highest_prob==prob_E:\n",
    "            x=\"E\"\n",
    "        elif highest_prob==prob_F:\n",
    "            x=\"F\"\n",
    "                \n",
    "\n",
    "        predicted_val=x\n",
    "\n",
    "\n",
    "\n",
    "    #Your code to classify test data using the learned model will go here\n",
    "    \n",
    "    \n",
    "    return predicted_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(actual_class, predicted_class):\n",
    "        \n",
    "    #accuracy = -1    \n",
    "    confusion_matrix=[[0,0,0,0,0,0], [0,0,0,0,0,0], [0,0,0,0,0,0], [0,0,0,0,0,0], [0,0,0,0,0,0], [0,0,0,0,0,0]]\n",
    "    \n",
    "    #Your code to evaluate the model will go here. The code will print overall model's accuracy and precision \n",
    "    #and recall for each class label.\n",
    "    #print(len(actual_class),len(predicted_class))\n",
    "    for i in range(len(actual_class)):\n",
    "        if predicted_class[i]==\"A\":\n",
    "            x=0\n",
    "        if predicted_class[i]==\"B\":\n",
    "            x=1\n",
    "        if predicted_class[i]==\"C\":\n",
    "            x=2\n",
    "        if predicted_class[i]==\"D\":\n",
    "            x=3\n",
    "        if predicted_class[i]==\"E\":\n",
    "            x=4\n",
    "        if predicted_class[i]==\"F\":\n",
    "            x=5\n",
    "            \n",
    "        if actual_class.iloc[i]==\"ASK_A_DOCTOR\":\n",
    "            y=0\n",
    "        if actual_class.iloc[i]==\"PRESCRIPTION\":\n",
    "            y=1\n",
    "        if actual_class.iloc[i]==\"MISCELLANEOUS\":\n",
    "            y=2\n",
    "        if actual_class.iloc[i]==\"APPOINTMENTS\":\n",
    "            y=3\n",
    "        if actual_class.iloc[i]==\"LAB\":\n",
    "            y=4\n",
    "        if actual_class.iloc[i]==\"JUNK\":\n",
    "            y=5\n",
    "        confusion_matrix[x][y]+=1\n",
    "    \n",
    "    precision=[]\n",
    "    for c in range(len(confusion_matrix)):\n",
    "        if sum(confusion_matrix[c])!=0:\n",
    "            precision.append(confusion_matrix[c][c]/sum(confusion_matrix[c]))\n",
    "        else:\n",
    "            precision.append(0)\n",
    "            \n",
    "    recall=[]\n",
    "    for v in range(6):\n",
    "        rec=confusion_matrix[v][v]/(confusion_matrix[0][v]+confusion_matrix[1][v]+confusion_matrix[2][v]+confusion_matrix[3][v]+confusion_matrix[4][v]+confusion_matrix[5][v])\n",
    "        recall.append(rec)\n",
    "        \n",
    "    f_measure=[]\n",
    "    for p in range(6):\n",
    "        if (recall[p]+precision[p]) != 0:\n",
    "            f_value=(2*recall[p]*precision[p])/(recall[p]+precision[p])\n",
    "            f_measure.append(f_value)\n",
    "        else:\n",
    "            f_value=0\n",
    "            f_measure.append(f_value)\n",
    "            \n",
    "    print(\"Confusion matrix: Horizontal: actual values, Vertical: predicted values\")\n",
    "    for x in confusion_matrix:\n",
    "        print(x[0],\" \", x[1],\" \",x[2],\" \",x[3],\" \",x[4],\" \",x[5])\n",
    "        \n",
    "    print(\"precsion for classes A, B, C, D, E, F\", precision)  \n",
    "    average_prec=(precision[0]+precision[1]+precision[2]+precision[3]+precision[4]+precision[5])/6\n",
    "    print(\"average precision\", average_prec)\n",
    "    \n",
    "    print(\"recall for classes A, B, C, D, E, F\", recall)\n",
    "    average_recall=(recall[0]+recall[1]+recall[2]+recall[3]+recall[4]+recall[5])/6\n",
    "    print(\"acerage recall\", average_recall)\n",
    "    \n",
    "    print(\"F measure for classes A, B, C, D, E, F\", f_measure)\n",
    "    average_f=(f_measure[0]+f_measure[1]+f_measure[2]+f_measure[3]+f_measure[4]+f_measure[5])/6\n",
    "    print(\"average f-measure\", average_f)\n",
    "    \n",
    "    total=0\n",
    "    for h in confusion_matrix:\n",
    "        total+=sum(h)\n",
    "    correct_predictions=confusion_matrix[0][0] + confusion_matrix[1][1] + confusion_matrix[2][2] + confusion_matrix[3][3] + confusion_matrix[4][4] + confusion_matrix[5][5]\n",
    "    accuracy= correct_predictions/total\n",
    "    \n",
    "    print(\"The accuracy score is :\",accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data.....\n",
      "preprocessing data.....\n",
      "Learning model.....\n",
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      "Classifying test data......\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "Evaluating results.....\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix: Horizontal: actual values, Vertical: predicted values\n",
      "2879   386   414   398   137   0\n",
      "679   4908   978   443   107   1\n",
      "637   476   3022   478   291   9\n",
      "351   162   363   4222   117   0\n",
      "95   108   106   68   1077   0\n",
      "0   0   0   0   0   0\n",
      "precsion for classes A, B, C, D, E, F [0.6831988609397247, 0.6897133220910624, 0.6151027885202524, 0.809587727708533, 0.7407152682255846, 0]\n",
      "average precision 0.5897196612475262\n",
      "recall for classes A, B, C, D, E, F [0.6203404438698557, 0.8125827814569536, 0.6188818349375383, 0.7527188447138528, 0.6229034123770966, 0.0]\n",
      "acerage recall 0.5712378862258828\n",
      "F measure for classes A, B, C, D, E, F [0.6502540937323545, 0.7461234417756157, 0.6169865251122907, 0.7801182557280119, 0.6767200754005656, 0]\n",
      "average f-measure 0.5783670652914731\n",
      "The accuracy score is : 0.7030377094972067\n"
     ]
    }
   ],
   "source": [
    "features = [\"SUMMARY\", \"categories\", \"sub_categories\"]\n",
    "\n",
    "print(\"Loading data.....\")\n",
    "dataset = load_file(\"TextClassification_Data.csv\")\n",
    "data,target = dataset[features[0]].fillna(\" \"), dataset[features[1]]\n",
    "\n",
    "\n",
    "print(\"preprocessing data.....\")\n",
    "word_vectors = preprocess(data)\n",
    "\n",
    "#word_list=preprocess2(data)\n",
    "#print(len(word_list))\n",
    "\n",
    "trainingX,testX,trainingY,testY = train_test_split(word_vectors,target,test_size=0.4,random_state=43)\n",
    "#print(len(testY))\n",
    "\n",
    "print(\"Learning model.....\")\n",
    "model=learn_model(trainingX,trainingY)\n",
    "#print(model)\n",
    "\n",
    "print(\"Classifying test data......\")\n",
    "predictedY = classify(model, testX)\n",
    "#print(predictedY)\n",
    "\n",
    "print(\"Evaluating results.....\")\n",
    "evaluate(testY,predictedY)"
   ]
  }
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