[7620a5]: / Clinical_Trial_Model.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GsppZrJd_39R"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# import os\n",
    "# os.environ[\"KERAS_BACKEND\"] = \"plaidml.keras.backend\"\n",
    "from keras.models import Sequential\n",
    "from keras import layers\n",
    "from pickle import dump,load\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.layers import Dropout\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from keras.models import Sequential\n",
    "from keras import layers\n",
    "\n",
    "import string\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "import re\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import confusion_matrix,classification_report\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.svm import SVC\n",
    "from sklearn import metrics\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.svm import LinearSVC\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from nltk.stem import WordNetLemmatizer \n",
    "from nltk.corpus import stopwords\n",
    "from os import path\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from imblearn.combine import SMOTEENN\n",
    "from sklearn.utils import class_weight\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "L2iGu8jv_39i"
   },
   "outputs": [],
   "source": [
    "#drugs_model = pd.read_csv('drugs_model.csv')\n",
    "trial_model = pd.read_csv('df11.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>cancer_type</th>\n",
       "      <th>eligible</th>\n",
       "      <th>ineligible</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>87</td>\n",
       "      <td>lymphoma</td>\n",
       "      <td>\\n\\n        patients must meet all of the foll...</td>\n",
       "      <td>\\n\\n        prior total body irradiation.\\n\\n ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132</td>\n",
       "      <td>ovarian cancer</td>\n",
       "      <td>\\n\\n        at least one of the following:\\n\\n...</td>\n",
       "      <td>\\n\\n        patients will be considered inelig...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>271</td>\n",
       "      <td>lung cancer</td>\n",
       "      <td>\\n\\n          1. patients identified through t...</td>\n",
       "      <td>\\n\\n          1. patients must not have a curr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>845</td>\n",
       "      <td>gastric cancer</td>\n",
       "      <td>\\n\\n          -  histologically confirmed aden...</td>\n",
       "      <td>\\n\\n          -  prior chemotherapy\\n\\n       ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>915</td>\n",
       "      <td>lymphoma</td>\n",
       "      <td>\\n\\n          -  histologically proven previou...</td>\n",
       "      <td>\\n\\n          -  pregnant or nursing\\n\\n      ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0     cancer_type  \\\n",
       "0          87        lymphoma   \n",
       "1         132  ovarian cancer   \n",
       "2         271     lung cancer   \n",
       "3         845  gastric cancer   \n",
       "4         915        lymphoma   \n",
       "\n",
       "                                            eligible  \\\n",
       "0  \\n\\n        patients must meet all of the foll...   \n",
       "1  \\n\\n        at least one of the following:\\n\\n...   \n",
       "2  \\n\\n          1. patients identified through t...   \n",
       "3  \\n\\n          -  histologically confirmed aden...   \n",
       "4  \\n\\n          -  histologically proven previou...   \n",
       "\n",
       "                                          ineligible  \n",
       "0  \\n\\n        prior total body irradiation.\\n\\n ...  \n",
       "1  \\n\\n        patients will be considered inelig...  \n",
       "2  \\n\\n          1. patients must not have a curr...  \n",
       "3  \\n\\n          -  prior chemotherapy\\n\\n       ...  \n",
       "4  \\n\\n          -  pregnant or nursing\\n\\n      ...  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_model.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count              6800\n",
       "unique               11\n",
       "top       breast cancer\n",
       "freq               2237\n",
       "Name: cancer_type, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_model.cancer_type.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "breast cancer               2237\n",
       "multiple myeloma             908\n",
       "lung cancer                  578\n",
       "hepatocellular carcinoma     469\n",
       "melanoma                     438\n",
       "lymphoma                     395\n",
       "gastric cancer               391\n",
       "head and neck cancer         351\n",
       "solid tumors                 347\n",
       "ovarian cancer               346\n",
       "metastatic breast cancer     340\n",
       "Name: cancer_type, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_model.cancer_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "trial_model = trial_model[trial_model['cancer_type'] != 'metastatic breast cancer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "breast cancer               2237\n",
       "multiple myeloma             908\n",
       "lung cancer                  578\n",
       "hepatocellular carcinoma     469\n",
       "melanoma                     438\n",
       "lymphoma                     395\n",
       "gastric cancer               391\n",
       "head and neck cancer         351\n",
       "solid tumors                 347\n",
       "ovarian cancer               346\n",
       "Name: cancer_type, dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trial_model.cancer_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['lymphoma', 'ovarian cancer', 'lung cancer', 'gastric cancer',\n",
       "       'breast cancer', 'head and neck cancer', 'melanoma',\n",
       "       'multiple myeloma', 'hepatocellular carcinoma', 'solid tumors'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cancerType = trial_model.cancer_type.unique()\n",
    "cancerType"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hJyJ1vas_39o"
   },
   "outputs": [],
   "source": [
    "sentences = trial_model['eligible']\n",
    "#y = trial_model['cancer_type'].values.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6460,)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hc0TJe1h_39w"
   },
   "outputs": [],
   "source": [
    "# from imblearn.under_sampling import RandomUnderSampler\n",
    "# rus = RandomUnderSampler(return_indices=True)\n",
    "# X_rus, y_rus, id_rus = rus.fit_sample(sentences, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_rBQuU_-_393"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 1., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 1., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 1., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#from keras.utils import to_categorical\n",
    "from keras.utils.np_utils import to_categorical\n",
    "#y = to_categorical(y)\n",
    "y=to_categorical(trial_model.cancer_type.factorize()[0])\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "PMThZXKl_39-"
   },
   "outputs": [],
   "source": [
    "#sentences = [str(x) for x in sentences]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "z3vmjgxI_3-H"
   },
   "outputs": [],
   "source": [
    "from keras.preprocessing.sequence import pad_sequences\n",
    "tokenizer = Tokenizer(num_words = 10000)\n",
    "tokenizer.fit_on_texts(sentences)\n",
    "sequences = tokenizer.texts_to_sequences(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oTNQN686_3-Q",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "vocabulary_size = len(tokenizer.word_counts)+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "iT-7IcHg_3-Y",
    "outputId": "06d611fa-8bb4-4d28-e456-d00eed569676"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 21533 unique words.\n"
     ]
    }
   ],
   "source": [
    "print('Found %d unique words.' % vocabulary_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UJNgZ3YF_3-w"
   },
   "outputs": [],
   "source": [
    "sentences_train, sentences_test, y_train, y_test = train_test_split(sequences, y, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 173
    },
    "colab_type": "code",
    "id": "YIFFK3Gj_3_A",
    "outputId": "94169dfb-3731-4f1e-b78d-144064341ca2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 197 1366  215   36  107    2  243  711    1  131   25   36  128 1384\n",
      "   10    8    6  212  143  162    1  117  143  162 1473   22  174   95\n",
      "   47   50   76 1083  699    1 1098  531   83  759    4   33  145  225\n",
      "   20   14   42  103  163  116  112   25  101  615  436   59   98   19\n",
      "   35   44   27  964    4  112   11  109  129   19    4  582    5  541\n",
      "  674 5827    5 1565 1644    2  659 1615    1 1589   10    3  533   13\n",
      "    4  163   84   13 1084  176  941  264   13  540 1394   10    3   13\n",
      "   25   46]\n",
      "(4845, 10)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "max_length = 100\n",
    "\n",
    "sentences_train = pad_sequences(sentences_train, padding='post', maxlen=max_length)\n",
    "sentences_test = pad_sequences(sentences_test, padding='post', maxlen=max_length)\n",
    "\n",
    "print(sentences_train[0, :])\n",
    "\n",
    "print(y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xt-QBjnD_3_M"
   },
   "outputs": [],
   "source": [
    "# from imblearn.under_sampling import RandomUnderSampler\n",
    "# rus = RandomUnderSampler(return_indices=True)\n",
    "# X_rus, y_rus, id_rus = rus.fit_sample(sentences_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "w-wNbODU_3_T"
   },
   "outputs": [],
   "source": [
    "# from imblearn.over_sampling import SMOTE\n",
    "# from imblearn.combine import SMOTEENN\n",
    "\n",
    "# method = SMOTE()\n",
    "\n",
    "# # Create the resampled feature set\n",
    "# X_rus, y_rus = method.fit_sample(sentences_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Ru7D63O-_3_w"
   },
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "def plot_history(history):\n",
    "    acc = history.history['acc']\n",
    "    val_acc = history.history['val_acc']\n",
    "    loss = history.history['loss']\n",
    "    val_loss = history.history['val_loss']\n",
    "    x = range(1, len(acc) + 1)\n",
    "\n",
    "    plt.figure(figsize=(12, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.plot(x, acc, 'b', label='Training acc')\n",
    "    plt.plot(x, val_acc, 'r', label='Validation acc')\n",
    "    plt.title('Training and validation accuracy')\n",
    "    plt.legend()\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(x, loss, 'b', label='Training loss')\n",
    "    plt.plot(x, val_loss, 'r', label='Validation loss')\n",
    "    plt.title('Training and validation loss')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 347
    },
    "colab_type": "code",
    "id": "g9BRQh_U_3_9",
    "outputId": "bc3e4c35-10fe-4c2e-ac49-3803ebea0cfb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_9 (Embedding)      (None, 100, 100)          2153400   \n",
      "_________________________________________________________________\n",
      "dropout_9 (Dropout)          (None, 100, 100)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_9 (Conv1D)            (None, 96, 128)           64128     \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_9 (Glob (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_17 (Dense)             (None, 30)                3870      \n",
      "_________________________________________________________________\n",
      "dense_18 (Dense)             (None, 10)                310       \n",
      "=================================================================\n",
      "Total params: 2,221,708\n",
      "Trainable params: 2,221,708\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "embedding_dim = 100\n",
    "\n",
    "max_length = 100\n",
    "model = Sequential()\n",
    "model.add(layers.Embedding(vocabulary_size+1, embedding_dim, input_length=max_length))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(layers.Conv1D(filters = 128, kernel_size=5, activation='relu'))\n",
    "model.add(layers.GlobalMaxPooling1D())\n",
    "model.add(layers.Dense(30, activation='relu'))\n",
    "model.add(layers.Dense(10, activation='sigmoid'))\n",
    "model.compile(optimizer='adam',\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "model.summary()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 2597
    },
    "colab_type": "code",
    "id": "UoenmZk4_4AO",
    "outputId": "dbbe1713-a4a5-49e6-acb2-fbf5bb047c65",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 4845 samples, validate on 4845 samples\n",
      "Epoch 1/30\n",
      "4845/4845 [==============================] - 3s 610us/step - loss: 2.2846 - acc: 0.2068 - val_loss: 2.2580 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00001: val_loss improved from inf to 2.25801, saving model to keras_model\n",
      "Epoch 2/30\n",
      "4845/4845 [==============================] - 2s 476us/step - loss: 2.2419 - acc: 0.3422 - val_loss: 2.2186 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00002: val_loss improved from 2.25801 to 2.21856, saving model to keras_model\n",
      "Epoch 3/30\n",
      "4845/4845 [==============================] - 2s 467us/step - loss: 2.2029 - acc: 0.3422 - val_loss: 2.1811 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00003: val_loss improved from 2.21856 to 2.18106, saving model to keras_model\n",
      "Epoch 4/30\n",
      "4845/4845 [==============================] - 2s 469us/step - loss: 2.1670 - acc: 0.3422 - val_loss: 2.1463 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00004: val_loss improved from 2.18106 to 2.14635, saving model to keras_model\n",
      "Epoch 5/30\n",
      "4845/4845 [==============================] - 2s 489us/step - loss: 2.1352 - acc: 0.3422 - val_loss: 2.1145 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00005: val_loss improved from 2.14635 to 2.11454, saving model to keras_model\n",
      "Epoch 6/30\n",
      "4845/4845 [==============================] - 2s 478us/step - loss: 2.1035 - acc: 0.3422 - val_loss: 2.0813 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00006: val_loss improved from 2.11454 to 2.08130, saving model to keras_model\n",
      "Epoch 7/30\n",
      "4845/4845 [==============================] - 3s 521us/step - loss: 2.0697 - acc: 0.3422 - val_loss: 2.0442 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00007: val_loss improved from 2.08130 to 2.04425, saving model to keras_model\n",
      "Epoch 8/30\n",
      "4845/4845 [==============================] - 2s 491us/step - loss: 2.0317 - acc: 0.3422 - val_loss: 2.0064 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00008: val_loss improved from 2.04425 to 2.00635, saving model to keras_model\n",
      "Epoch 9/30\n",
      "4845/4845 [==============================] - 2s 492us/step - loss: 1.9951 - acc: 0.3422 - val_loss: 1.9650 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00009: val_loss improved from 2.00635 to 1.96496, saving model to keras_model\n",
      "Epoch 10/30\n",
      "4845/4845 [==============================] - 2s 485us/step - loss: 1.9525 - acc: 0.3422 - val_loss: 1.9161 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00010: val_loss improved from 1.96496 to 1.91612, saving model to keras_model\n",
      "Epoch 11/30\n",
      "4845/4845 [==============================] - 2s 500us/step - loss: 1.9041 - acc: 0.3422 - val_loss: 1.8618 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00011: val_loss improved from 1.91612 to 1.86181, saving model to keras_model\n",
      "Epoch 12/30\n",
      "4845/4845 [==============================] - 2s 473us/step - loss: 1.8528 - acc: 0.3422 - val_loss: 1.8052 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00012: val_loss improved from 1.86181 to 1.80524, saving model to keras_model\n",
      "Epoch 13/30\n",
      "4845/4845 [==============================] - 2s 471us/step - loss: 1.7948 - acc: 0.3422 - val_loss: 1.7405 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00013: val_loss improved from 1.80524 to 1.74051, saving model to keras_model\n",
      "Epoch 14/30\n",
      "4845/4845 [==============================] - 2s 466us/step - loss: 1.7283 - acc: 0.3422 - val_loss: 1.6708 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00014: val_loss improved from 1.74051 to 1.67077, saving model to keras_model\n",
      "Epoch 15/30\n",
      "4845/4845 [==============================] - 2s 469us/step - loss: 1.6603 - acc: 0.3422 - val_loss: 1.6011 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00015: val_loss improved from 1.67077 to 1.60108, saving model to keras_model\n",
      "Epoch 16/30\n",
      "4845/4845 [==============================] - 2s 480us/step - loss: 1.5900 - acc: 0.3422 - val_loss: 1.5352 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00016: val_loss improved from 1.60108 to 1.53516, saving model to keras_model\n",
      "Epoch 17/30\n",
      "4845/4845 [==============================] - 2s 461us/step - loss: 1.5276 - acc: 0.3422 - val_loss: 1.4729 - val_acc: 0.3422\n",
      "\n",
      "Epoch 00017: val_loss improved from 1.53516 to 1.47289, saving model to keras_model\n",
      "Epoch 18/30\n",
      "4845/4845 [==============================] - 2s 472us/step - loss: 1.4666 - acc: 0.3422 - val_loss: 1.4128 - val_acc: 0.3424\n",
      "\n",
      "Epoch 00018: val_loss improved from 1.47289 to 1.41278, saving model to keras_model\n",
      "Epoch 19/30\n",
      "4845/4845 [==============================] - 2s 480us/step - loss: 1.4083 - acc: 0.3424 - val_loss: 1.3539 - val_acc: 0.3445\n",
      "\n",
      "Epoch 00019: val_loss improved from 1.41278 to 1.35393, saving model to keras_model\n",
      "Epoch 20/30\n",
      "4845/4845 [==============================] - 2s 487us/step - loss: 1.3525 - acc: 0.3443 - val_loss: 1.2961 - val_acc: 0.3507\n",
      "\n",
      "Epoch 00020: val_loss improved from 1.35393 to 1.29610, saving model to keras_model\n",
      "Epoch 21/30\n",
      "4845/4845 [==============================] - 2s 484us/step - loss: 1.2945 - acc: 0.3496 - val_loss: 1.2389 - val_acc: 0.3579\n",
      "\n",
      "Epoch 00021: val_loss improved from 1.29610 to 1.23885, saving model to keras_model\n",
      "Epoch 22/30\n",
      "4845/4845 [==============================] - 2s 482us/step - loss: 1.2393 - acc: 0.3591 - val_loss: 1.1810 - val_acc: 0.3643\n",
      "\n",
      "Epoch 00022: val_loss improved from 1.23885 to 1.18102, saving model to keras_model\n",
      "Epoch 23/30\n",
      "4845/4845 [==============================] - 2s 478us/step - loss: 1.1846 - acc: 0.3657 - val_loss: 1.1239 - val_acc: 0.3792\n",
      "\n",
      "Epoch 00023: val_loss improved from 1.18102 to 1.12389, saving model to keras_model\n",
      "Epoch 24/30\n",
      "4845/4845 [==============================] - 2s 471us/step - loss: 1.1271 - acc: 0.3814 - val_loss: 1.0668 - val_acc: 0.4109\n",
      "\n",
      "Epoch 00024: val_loss improved from 1.12389 to 1.06685, saving model to keras_model\n",
      "Epoch 25/30\n",
      "4845/4845 [==============================] - 2s 496us/step - loss: 1.0687 - acc: 0.4248 - val_loss: 1.0050 - val_acc: 0.4912\n",
      "\n",
      "Epoch 00025: val_loss improved from 1.06685 to 1.00498, saving model to keras_model\n",
      "Epoch 26/30\n",
      "4845/4845 [==============================] - 2s 486us/step - loss: 0.9991 - acc: 0.5121 - val_loss: 0.9183 - val_acc: 0.6289\n",
      "\n",
      "Epoch 00026: val_loss improved from 1.00498 to 0.91833, saving model to keras_model\n",
      "Epoch 27/30\n",
      "4845/4845 [==============================] - 2s 465us/step - loss: 0.8757 - acc: 0.6921 - val_loss: 0.7396 - val_acc: 0.8392\n",
      "\n",
      "Epoch 00027: val_loss improved from 0.91833 to 0.73964, saving model to keras_model\n",
      "Epoch 28/30\n",
      "4845/4845 [==============================] - 2s 486us/step - loss: 0.6913 - acc: 0.8539 - val_loss: 0.5597 - val_acc: 0.8797\n",
      "\n",
      "Epoch 00028: val_loss improved from 0.73964 to 0.55967, saving model to keras_model\n",
      "Epoch 29/30\n",
      "4845/4845 [==============================] - 2s 464us/step - loss: 0.5454 - acc: 0.8584 - val_loss: 0.4511 - val_acc: 0.8900\n",
      "\n",
      "Epoch 00029: val_loss improved from 0.55967 to 0.45106, saving model to keras_model\n",
      "Epoch 30/30\n",
      "4845/4845 [==============================] - 2s 499us/step - loss: 0.4638 - acc: 0.8890 - val_loss: 0.3806 - val_acc: 0.9152\n",
      "\n",
      "Epoch 00030: val_loss improved from 0.45106 to 0.38062, saving model to keras_model\n",
      "Training Accuracy: 0.9152\n",
      "Testing Accuracy:  0.6650\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from keras.callbacks import ModelCheckpoint,EarlyStopping\n",
    "history = model.fit(sentences_train, y_train,\n",
    "                    epochs=30,\n",
    "                    verbose=1,\n",
    "                    validation_data=(sentences_train, y_train),\n",
    "                    batch_size=1024, callbacks=[EarlyStopping(monitor='val_loss', patience=3, min_delta=0.0001), \n",
    "                                ModelCheckpoint('keras_model', \n",
    "                                 monitor='val_loss', \n",
    "                                 verbose=1, \n",
    "                                 save_best_only=True, \n",
    "                                 mode='auto') ])\n",
    "loss, accuracy = model.evaluate(sentences_train, y_train, verbose=False)\n",
    "print(\"Training Accuracy: {:.4f}\".format(accuracy))\n",
    "loss, accuracy = model.evaluate(sentences_test, y_test, verbose=False)\n",
    "print(\"Testing Accuracy:  {:.4f}\".format(accuracy))\n",
    "plot_history(history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "XONeClji_4AU"
   },
   "outputs": [],
   "source": [
    "from keras.models import load_model\n",
    "\n",
    "model = load_model('keras_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "R92JR281_4Ag"
   },
   "outputs": [],
   "source": [
    "#model2 = load_model('keras_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nXZRRTFG_4As"
   },
   "outputs": [],
   "source": [
    "preds = to_categorical(model.predict_classes(sentences_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "colab_type": "code",
    "id": "r0IN-sRG_4Aw",
    "outputId": "1ebe348d-1464-45e7-bfbf-4ab19e7b438a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy:  0.6650154798761609\n",
      "\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.54      0.45      0.49        98\n",
      "           1       0.67      0.20      0.31        98\n",
      "           2       0.73      0.69      0.71       140\n",
      "           3       0.59      0.69      0.64        91\n",
      "           4       0.68      0.89      0.77       579\n",
      "           5       0.76      0.34      0.47        90\n",
      "           6       0.41      0.46      0.43        98\n",
      "           7       0.79      0.73      0.76       237\n",
      "           8       0.85      0.72      0.78       103\n",
      "           9       0.28      0.17      0.21        81\n",
      "\n",
      "   micro avg       0.67      0.67      0.67      1615\n",
      "   macro avg       0.63      0.53      0.56      1615\n",
      "weighted avg       0.66      0.67      0.65      1615\n",
      " samples avg       0.67      0.67      0.67      1615\n",
      "\n",
      "[[ 44   0   2   5  22   0   7  12   1   5]\n",
      " [  4  20   2   6  45   2   9   6   1   3]\n",
      " [  2   0  96   3  30   0   6   1   2   0]\n",
      " [  1   0   3  63  14   0   2   3   1   4]\n",
      " [  6   5   5  11 514   6  14   9   3   6]\n",
      " [  0   0   6   8  32  31   5   2   1   5]\n",
      " [  6   1   4   1  31   1  45   2   2   5]\n",
      " [ 13   3   3   3  29   0   7 173   0   6]\n",
      " [  0   1   5   1  15   0   3   2  74   2]\n",
      " [  5   0   5   6  28   1  12   8   2  14]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score, roc_auc_score, confusion_matrix, log_loss, classification_report\n",
    "\n",
    "print('Accuracy: ', accuracy_score(y_test, preds))\n",
    "print('')\n",
    "print(classification_report(y_test, preds))\n",
    "\n",
    "\n",
    "print(confusion_matrix(y_test.argmax(axis=1), preds.argmax(axis=1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 657
    },
    "colab_type": "code",
    "id": "m77dCv5p_4A0",
    "outputId": "04414b40-8a5d-4485-9976-c2c0bcf88431"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(12,10)}, font_scale=2)\n",
    "ax= plt.subplot()\n",
    "cm = confusion_matrix(y_test.argmax(axis=1), preds.argmax(axis=1))\n",
    "sns.heatmap(cm, annot=True, ax = ax, fmt='g', linewidths=.5, cmap='coolwarm'); #annot=True to annotate cells\n",
    "# labels, title and ticks\n",
    "ax.set_xlabel('Predicted labels')\n",
    "ax.set_ylabel('True labels')\n",
    "ax.set_title('Confusion Matrix')\n",
    "ax.xaxis.set_ticklabels(cancerType.tolist(), rotation=90); \n",
    "ax.yaxis.set_ticklabels(cancerType.tolist(), rotation=360);\n",
    "#plt.xticks(rotation=90)\n",
    "#plt.yticks(rotation=90)\n",
    "plt.savefig('./image/Keras_Confusion_matrix.png', bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, auc\n",
    "sns.set_style(\"white\")\n",
    "preds = model.predict(sentences_test)\n",
    "\n",
    "n_classes = 10\n",
    "fpr = dict()\n",
    "tpr = dict()\n",
    "roc_auc = dict()\n",
    "for i in range(n_classes):\n",
    "    fpr[i], tpr[i], _ = roc_curve(y_test[:, i], preds[:, i])\n",
    "    roc_auc[i] = auc(fpr[i], tpr[i])\n",
    "colors = ['blue', 'red', 'green','Maroon','Olive', 'Purple', 'Lime', 'Aqua','Fuchsia', 'Orange']\n",
    "for i, color in zip(range(n_classes), colors):\n",
    "    plt.plot(fpr[i], tpr[i], color=color,\n",
    "             label='ROC curve of class {0} (area = {1:0.2f})'\n",
    "             ''.format(i, roc_auc[i]))\n",
    "plt.plot([0, 1], [0, 1])\n",
    "plt.xlim([-0.05, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xticks(fontsize = 20)\n",
    "plt.yticks(fontsize = 20)\n",
    "plt.xlabel('False Positive Rate', fontsize = 30)\n",
    "plt.ylabel('True Positive Rate',fontsize = 30)\n",
    "plt.title('Receiver operating characteristic')\n",
    "plt.legend(loc=\"lower right\")\n",
    "#plt.legend(cancerType.tolist(), loc=\"lower right\")\n",
    "plt.tight_layout()\n",
    "plt.savefig('./image/ROC.png')\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'function' object has no attribute 'apply'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-129-0ecb356dda62>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Receiver operating characteristic'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[1;31m#plt.legend(loc=\"lower right\")\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 26\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'lambda n: for n in cancerType.tolist() (area = {1:0.2f})'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"lower right\"\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     27\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtight_layout\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     28\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'./image/ROC2.png'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'function' object has no attribute 'apply'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, auc\n",
    "sns.set_style(\"white\")\n",
    "preds = model.predict(sentences_test)\n",
    "\n",
    "n_classes = 10\n",
    "fpr = dict()\n",
    "tpr = dict()\n",
    "roc_auc = dict()\n",
    "for i in range(n_classes):\n",
    "    fpr[i], tpr[i], _ = roc_curve(y_test[:, i], preds[:, i])\n",
    "    roc_auc[i] = auc(fpr[i], tpr[i])\n",
    "colors = ['blue', 'red', 'green','Maroon','Olive', 'Purple', 'Lime', 'Aqua','Fuchsia', 'Orange']\n",
    "for i, color in zip(range(n_classes), colors):\n",
    "    plt.plot(fpr[i], tpr[i], color=color,\n",
    "             label='ROC curve of class {0} (area = {1:0.2f})'\n",
    "             ''.format(i, roc_auc[i]))\n",
    "plt.plot([0, 1], [0, 1])\n",
    "plt.xlim([-0.05, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xticks(fontsize = 20)\n",
    "plt.yticks(fontsize = 20)\n",
    "plt.xlabel('False Positive Rate', fontsize = 30)\n",
    "plt.ylabel('True Positive Rate',fontsize = 30)\n",
    "plt.title('Receiver operating characteristic')\n",
    "#plt.legend(loc=\"lower right\")\n",
    "plt.legend('lambda n: for n in cancerType.tolist() (area = {1:0.2f})', loc=\"lower right\")\n",
    "plt.tight_layout()\n",
    "plt.savefig('./image/ROC2.png')\n",
    "plt.show(); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "Drugs_reviews_nlp_sentiment_analysis-CNN-randomUndersampler.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}