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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h1 align=\"center\">Chinese eligibility criteria classification using convolutional neural network (CNN)</h1>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this notebook, we will \n",
+    "\n",
+    "<ol>\n",
+    "    <li>train CNN model(from <a href=\"https://arxiv.org/abs/1408.5882\">Convolutional Neural Networks for Sentence Classification</a>) for criteria sentence classification, </li>\n",
+    "    <li>and evalute the performance in test data.</li>\n",
+    "</ol>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Data\n",
+    "* 30644 critering sentences for training\n",
+    "* 7697 critering sentences for testing\n",
+    "* 44 semantic categories"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "|#|group topics|semantic categories|\n",
+    "|---|---|----\n",
+    "|1|`Health Status`|`Disease` `Symptom` `Sign` `Pregnancy-related Activity` `Neoplasm Status` `Non-Neoplasm Disease Stage` `Allergy Intolerance` `Organ or Tissue Status` `Life Expectancy` `Oral related`\n",
+    "|2|`Treatment or Health Care`|`Pharmaceutical Substance or Drug` `Therapy or Surgery` `Device` `Nursing`\n",
+    "|3|`Diagnostic or Lab Test`|`Diagnostic` `Laboratory Examinations` `Risk Assessment` `Receptor Status`\n",
+    "|4|`Demographic Characteristics`|`Age` `Special Patient Characteristic` `Literacy` `Gender` `Education` `Address` `Ethnicity`\n",
+    "|5|`Ethical Consideration`|`Consent` `Enrollment in other studies` `Researcher Decision` `Capacity` `Ethical Audit` `Compliance with Protocol`\n",
+    "|6|`Lifestyle Choice`|`Addictive Behavior` `Bedtime` `Exercise` `Diet` `Alcohol Consumer` `Sexual related` `Smoking Status` `Blood Donation`\n",
+    "|7|`Data or Patient Source`|`Encounter` `Disabilities` `Healthy` `Data Accessible`\n",
+    "|8|`Other`|`Multiple`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "***"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "load packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "import time\n",
+    "import codecs\n",
+    "import random\n",
+    "import collections\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "from collections import Counter\n",
+    "import tensorflow.keras as kr\n",
+    "\n",
+    "import torch\n",
+    "import torch.optim as optim\n",
+    "from collections import defaultdict\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import confusion_matrix, classification_report\n",
+    "\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format='retina'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "一些设置"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cuda:0\n"
+     ]
+    }
+   ],
+   "source": [
+    "SEED = 2021\n",
+    "random.seed(SEED)\n",
+    "np.random.seed(SEED)\n",
+    "torch.manual_seed(SEED)\n",
+    "torch.backends.cudnn.deterministic = True\n",
+    "\n",
+    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
+    "print(device)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Data loader"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**训练数据和测试数据路径**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data_path = \"../data/train.txt\"\n",
+    "test_data_path = \"../data/test.txt\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>id</th>\n",
+       "      <th>category</th>\n",
+       "      <th>sentence</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>s1</td>\n",
+       "      <td>Therapy or Surgery</td>\n",
+       "      <td>研究开始前30天内，接受过其他临床方案治疗；</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>s2</td>\n",
+       "      <td>Sign</td>\n",
+       "      <td>（9）严重的听力或者视力损害</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>s3</td>\n",
+       "      <td>Addictive Behavior</td>\n",
+       "      <td>10)现在或曾经滥用药物或酗酒，或者每天饮用相当于30毫升酒精的酒精饮料。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>s4</td>\n",
+       "      <td>Age</td>\n",
+       "      <td>4.年龄小于65岁。</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>s5</td>\n",
+       "      <td>Disease</td>\n",
+       "      <td>⑧有精神疾病患者；</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id            category                                sentence\n",
+       "0  s1  Therapy or Surgery                  研究开始前30天内，接受过其他临床方案治疗；\n",
+       "1  s2                Sign                          （9）严重的听力或者视力损害\n",
+       "2  s3  Addictive Behavior   10)现在或曾经滥用药物或酗酒，或者每天饮用相当于30毫升酒精的酒精饮料。\n",
+       "3  s4                 Age                              4.年龄小于65岁。\n",
+       "4  s5             Disease                               ⑧有精神疾病患者；"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_data = pd.read_csv(train_data_path, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])\n",
+    "train_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>id</th>\n",
+       "      <th>category</th>\n",
+       "      <th>sentence</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>s1</td>\n",
+       "      <td>Multiple</td>\n",
+       "      <td>2）性别不限，年龄18～70岁；</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>s2</td>\n",
+       "      <td>Multiple</td>\n",
+       "      <td>（1）以原发性胃癌为诊断入院，年龄在18岁至70岁之间的患者；</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>s3</td>\n",
+       "      <td>Disease</td>\n",
+       "      <td>（6）合并造血系统或恶性肿瘤等严重原发性疾病；</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>s4</td>\n",
+       "      <td>Researcher Decision</td>\n",
+       "      <td>-其他研究者认为不适合参加本研究的患者</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>s5</td>\n",
+       "      <td>Capacity</td>\n",
+       "      <td>3、儿童家长能回答或看懂研究用量表者。</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id             category                         sentence\n",
+       "0  s1             Multiple                 2）性别不限，年龄18～70岁；\n",
+       "1  s2             Multiple  （1）以原发性胃癌为诊断入院，年龄在18岁至70岁之间的患者；\n",
+       "2  s3              Disease          （6）合并造血系统或恶性肿瘤等严重原发性疾病；\n",
+       "3  s4  Researcher Decision              -其他研究者认为不适合参加本研究的患者\n",
+       "4  s5             Capacity              3、儿童家长能回答或看懂研究用量表者。"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_file = \"../data/test.txt\" \n",
+    "test_data = pd.read_csv(test_data_path, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])\n",
+    "test_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**读取数据**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_file(filename):\n",
+    "    \"\"\"读取文件数据\"\"\"\n",
+    "    contents, labels = [], []\n",
+    "    with codecs.open(filename, 'r', encoding='utf-8') as f:\n",
+    "        for line in f:\n",
+    "            try:\n",
+    "                l = line.strip().split('\\t')\n",
+    "                content, label = l[2], l[1]\n",
+    "                contents.append(list(content))\n",
+    "                labels.append(label)\n",
+    "            except:\n",
+    "                pass\n",
+    "    return contents, labels"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**准备数据字典（词汇表）**<br>\n",
+    "数字字典就是把每个字都对应一个一个数字，包括标点符号"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def build_dict(train_data_path, test_data_path, dict_path, vocab_size):\n",
+    "    word_freq = collections.defaultdict(int)\n",
+    "    # 读取已经训练数据\n",
+    "    train_contents, _ = read_file(train_data_path)\n",
+    "    test_contents, _ = read_file(test_data_path)\n",
+    "    \n",
+    "    all_contents = list()\n",
+    "    for words in train_contents+test_contents:\n",
+    "        all_contents.extend(words)\n",
+    "\n",
+    "    counter = Counter(all_contents)\n",
+    "    count_pairs = counter.most_common(vocab_size - 1)\n",
+    "    words, _ = list(zip(*count_pairs))\n",
+    "    \n",
+    "    # 添加一个<unk>来表示未知词\n",
+    "    words = ['<unk>'] + list(words)\n",
+    "    # 添加一个 <PAD> 来将所有文本pad为同一长度\n",
+    "    words = ['<PAD>'] + list(words)\n",
+    "    codecs.open(dict_path, mode='w', encoding=\"utf-8\").write('\\n'.join(words) + '\\n')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "读取数据字典（词汇表）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_vocab(vocab_dir):\n",
+    "    words = codecs.open(vocab_dir, 'r', encoding='utf-8').read().strip().split('\\n')\n",
+    "    word2id = dict(zip(words, range(len(words))))\n",
+    "    id2word = dict(zip(range(len(words)), words))\n",
+    "    return words, word2id, id2word"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "读取分类类别"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def label_id():\n",
+    "    labels = [\"Disease\",\"Symptom\",\"Sign\",\"Pregnancy-related Activity\",\"Neoplasm Status\",\"Non-Neoplasm Disease Stage\",\n",
+    "            \"Allergy Intolerance\",\"Organ or Tissue Status\",\"Life Expectancy\",\"Oral related\",\n",
+    "            \"Pharmaceutical Substance or Drug\",\"Therapy or Surgery\",\"Device\",\"Nursing\",\"Diagnostic\",\n",
+    "            \"Laboratory Examinations\",\"Risk Assessment\",\"Receptor Status\",\"Age\",\"Special Patient Characteristic\",\n",
+    "            \"Literacy\",\"Gender\",\"Education\",\"Address\",\"Ethnicity\",\"Consent\",\"Enrollment in other studies\",\n",
+    "            \"Researcher Decision\",\"Capacity\",\"Ethical Audit\",\"Compliance with Protocol\",\"Addictive Behavior\",\n",
+    "            \"Bedtime\",\"Exercise\",\"Diet\",\"Alcohol Consumer\",\"Sexual related\",\"Smoking Status\",\"Blood Donation\",\n",
+    "            \"Encounter\",\"Disabilities\",\"Healthy\",\"Data Accessible\",\"Multiple\"]\n",
+    "    label2id = dict()\n",
+    "    id2label = dict()\n",
+    "    for (i, label) in enumerate(labels):\n",
+    "        label2id[label] = i\n",
+    "        id2label[i] = label\n",
+    "    return labels, label2id, id2label"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "将文件转换为id表示"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def process_file(filename, word2id, label2id, max_length=50):\n",
+    "    contents, labels = read_file(filename)\n",
+    "\n",
+    "    data_id, label_id = [], []\n",
+    "    for i in range(len(contents)):\n",
+    "        data_id.append([word2id[x] if x in word2id else word2id['<unk>'] for x in contents[i] ])\n",
+    "        label_id.append(label2id[labels[i]])\n",
+    "\n",
+    "    # 使用keras提供的pad_sequences来将文本pad为固定长度\n",
+    "    x_pad = kr.preprocessing.sequence.pad_sequences(data_id, max_length, padding='post')\n",
+    "    y_pad = kr.utils.to_categorical(label_id, num_classes=len(label2id))  # 将标签转换为one-hot表示\n",
+    "    return x_pad, y_pad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading word vocabulary dict......\n",
+      "word dict length：2656\n",
+      "loading category tags......\n",
+      "categories number：44\n",
+      "Reading training data......\n",
+      "train X shape:  (30644, 50) train y shape:  (30644, 44)\n",
+      "Reading testing  data......\n",
+      "test X shape:  (7697, 50) test y shape:  (7697, 44)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 载入字典\n",
+    "VOCAB_SIZE = 5000\n",
+    "VOCAB_PATH = \"dict.txt\"\n",
+    "print(\"loading word vocabulary dict......\")\n",
+    "build_dict(train_data_path, test_data_path, dict_path=VOCAB_PATH, vocab_size=VOCAB_SIZE)\n",
+    "words, word2id, id2word = read_vocab(VOCAB_PATH)\n",
+    "print(\"word dict length：{}\".format(len(words)))\n",
+    "\n",
+    "# 载入类别\n",
+    "print(\"loading category tags......\")\n",
+    "labels, label2id, id2label = label_id()\n",
+    "print(\"categories number：{}\".format(len(labels)))\n",
+    "\n",
+    "# 载入训练数据\n",
+    "print (\"Reading training data......\")\n",
+    "train_X, train_y = process_file(train_data_path, word2id, label2id, max_length=50)\n",
+    "print(\"train X shape: \", train_X.shape, \"train y shape: \", train_y.shape)\n",
+    "\n",
+    "# 载入测试数据\n",
+    "print (\"Reading testing  data......\")\n",
+    "test_X, test_y = process_file(test_data_path, word2id, label2id, max_length=50)\n",
+    "print(\"test X shape: \", test_X.shape, \"test y shape: \", test_y.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**生成批次数据**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def batch_iter(x, y, batch_size):\n",
+    "    data_len = len(x)\n",
+    "    num_batch = int((data_len - 1) / batch_size) + 1\n",
+    "\n",
+    "    indices = np.random.RandomState(seed=SEED).permutation(np.arange(data_len))\n",
+    "    x_shuffle = x[indices]\n",
+    "    y_shuffle = y[indices]\n",
+    "\n",
+    "    for i in range(num_batch):\n",
+    "        start_id = i * batch_size\n",
+    "        end_id = min((i + 1) * batch_size, data_len)\n",
+    "        yield x_shuffle[start_id:end_id], y_shuffle[start_id:end_id]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Build the Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "N_EPOCHS = 10 # 训练轮数\n",
+    "EMBEDDING_DIM = 256 # 词向量的维度\n",
+    "BATCH_SIZE = 128 # batch大小\n",
+    "learning_rate = 1e-3 # 学习率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import torch.nn as nn\n",
+    "import torch.nn.functional as F\n",
+    "\n",
+    "class TextCNN(nn.Module):\n",
+    "    def __init__(self, vocab_size, embedding_dim, n_filters, filter_sizes, output_dim, dropout, pad_idx):\n",
+    "        \n",
+    "        super().__init__()\n",
+    "        self.embedding = nn.Embedding(vocab_size, embedding_dim, padding_idx = pad_idx)\n",
+    "        self.conv_0 = nn.Conv2d(in_channels = 1, out_channels = n_filters, kernel_size = (filter_sizes[0], embedding_dim))       \n",
+    "        self.conv_1 = nn.Conv2d(in_channels = 1, out_channels = n_filters, kernel_size = (filter_sizes[1], embedding_dim))     \n",
+    "        self.conv_2 = nn.Conv2d(in_channels = 1, out_channels = n_filters, kernel_size = (filter_sizes[2], embedding_dim))      \n",
+    "        self.fc = nn.Linear(len(filter_sizes) * n_filters, output_dim)      \n",
+    "        self.dropout = nn.Dropout(dropout)\n",
+    "        \n",
+    "    def forward(self, x):         \n",
+    "        #text = [batch size, sent len]  \n",
+    "        embedded = self.embedding(x)\n",
+    "                \n",
+    "        #embedded = [batch size, sent len, emb dim]\n",
+    "        embedded = embedded.unsqueeze(1)\n",
+    "        \n",
+    "        #embedded = [batch size, 1, sent len, emb dim]\n",
+    "        conved_0 = F.relu(self.conv_0(embedded).squeeze(3))\n",
+    "        conved_1 = F.relu(self.conv_1(embedded).squeeze(3))\n",
+    "        conved_2 = F.relu(self.conv_2(embedded).squeeze(3))\n",
+    "            \n",
+    "        #conved_n = [batch size, n_filters, sent len - filter_sizes[n] + 1]\n",
+    "        pooled_0 = F.max_pool1d(conved_0, conved_0.shape[2]).squeeze(2)\n",
+    "        pooled_1 = F.max_pool1d(conved_1, conved_1.shape[2]).squeeze(2)\n",
+    "        pooled_2 = F.max_pool1d(conved_2, conved_2.shape[2]).squeeze(2)\n",
+    "        \n",
+    "        #pooled_n = [batch size, n_filters]\n",
+    "        cat = self.dropout(torch.cat((pooled_0, pooled_1, pooled_2), dim = 1))\n",
+    "\n",
+    "        #cat = [batch size, n_filters * len(filter_sizes)]    \n",
+    "        return self.fc(cat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "create an instance of our CNN class"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "INPUT_DIM = len(words)\n",
+    "N_FILTERS = 100\n",
+    "FILTER_SIZES = [3,4,5]\n",
+    "OUTPUT_DIM = 44 # 类别数目\n",
+    "DROPOUT = 0.5\n",
+    "PAD_IDX = word2id[\"<PAD>\"]\n",
+    "model = TextCNN(INPUT_DIM, EMBEDDING_DIM, N_FILTERS, FILTER_SIZES, OUTPUT_DIM, DROPOUT, PAD_IDX)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Checking the number of parameters in our model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The model has 1,000,680 trainable parameters\n"
+     ]
+    }
+   ],
+   "source": [
+    "def count_parameters(model):\n",
+    "    return sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
+    "print(f'The model has {count_parameters(model):,} trainable parameters')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### train"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**optimizer and loss**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n",
+    "criterion = nn.CrossEntropyLoss()\n",
+    "model = model.to(device)\n",
+    "criterion = criterion.to(device)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**calculate accuracy**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def binary_accuracy(preds, y):\n",
+    "    rounded_preds = torch.argmax(F.softmax(preds, dim=1), 1)\n",
+    "    correct = (rounded_preds == y).float() #convert into float for division \n",
+    "    acc = correct.sum() / len(correct)\n",
+    "    return acc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**training model**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train(model, iterator, optimizer, criterion):\n",
+    "    epoch_loss = list()\n",
+    "    epoch_acc = list()\n",
+    "    model.train()\n",
+    "    for batch_x, batch_y in iterator:\n",
+    "        batch_x = torch.from_numpy(batch_x).to(device)\n",
+    "        batch_y = torch.argmax(torch.from_numpy(batch_y), dim=1).to(device)\n",
+    "        optimizer.zero_grad()\n",
+    "        predictions = model(batch_x).squeeze(1)\n",
+    "        loss = criterion(predictions, batch_y)\n",
+    "        acc = binary_accuracy(predictions, batch_y)\n",
+    "        loss.backward()\n",
+    "        optimizer.step()\n",
+    "        epoch_loss.append(loss.item())\n",
+    "        epoch_acc.append(acc.item())\n",
+    "    return sum(epoch_loss) / len(epoch_loss), sum(epoch_acc) / len(epoch_acc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**testing model**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def evaluate(model, iterator, criterion):\n",
+    "    epoch_loss = list()\n",
+    "    epoch_acc = list()\n",
+    "    model.eval()\n",
+    "    with torch.no_grad():\n",
+    "        for batch_x, batch_y in iterator:\n",
+    "            batch_x = torch.from_numpy(batch_x).to(device)\n",
+    "            batch_y = torch.argmax(torch.from_numpy(batch_y), dim=1).to(device)\n",
+    "            predictions = model(batch_x).squeeze(1)\n",
+    "            loss = criterion(predictions, batch_y)         \n",
+    "            acc = binary_accuracy(predictions, batch_y)\n",
+    "            epoch_loss.append(loss.item())\n",
+    "            epoch_acc.append(acc.item())\n",
+    "    return sum(epoch_loss) / len(epoch_loss), sum(epoch_acc) / len(epoch_acc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**how long epochs take**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def epoch_time(start_time, end_time):\n",
+    "    elapsed_time = end_time - start_time\n",
+    "    elapsed_mins = int(elapsed_time / 60)\n",
+    "    elapsed_secs = int(elapsed_time - (elapsed_mins * 60))\n",
+    "    return elapsed_mins, elapsed_secs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**training loop**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch: 01 | Epoch Time: 0m 9s  \tTrain Loss: 1.218 | Train Acc: 65.83% \tTest Loss: 0.741 | Test Acc: 76.88%\n",
+      "Epoch: 02 | Epoch Time: 0m 9s  \tTrain Loss: 0.779 | Train Acc: 76.31% \tTest Loss: 0.647 | Test Acc: 79.37%\n",
+      "Epoch: 03 | Epoch Time: 0m 9s  \tTrain Loss: 0.634 | Train Acc: 80.29% \tTest Loss: 0.604 | Test Acc: 80.61%\n",
+      "Epoch: 04 | Epoch Time: 0m 9s  \tTrain Loss: 0.545 | Train Acc: 82.68% \tTest Loss: 0.589 | Test Acc: 81.33%\n",
+      "Epoch: 05 | Epoch Time: 0m 9s  \tTrain Loss: 0.466 | Train Acc: 84.86% \tTest Loss: 0.585 | Test Acc: 81.52%\n",
+      "Epoch: 06 | Epoch Time: 0m 9s  \tTrain Loss: 0.417 | Train Acc: 86.39% \tTest Loss: 0.607 | Test Acc: 81.42%\n",
+      "Epoch: 07 | Epoch Time: 0m 9s  \tTrain Loss: 0.370 | Train Acc: 88.14% \tTest Loss: 0.605 | Test Acc: 82.02%\n",
+      "Epoch: 08 | Epoch Time: 0m 9s  \tTrain Loss: 0.327 | Train Acc: 89.46% \tTest Loss: 0.633 | Test Acc: 81.43%\n",
+      "Epoch: 09 | Epoch Time: 0m 9s  \tTrain Loss: 0.309 | Train Acc: 89.91% \tTest Loss: 0.640 | Test Acc: 81.77%\n",
+      "Epoch: 10 | Epoch Time: 0m 9s  \tTrain Loss: 0.268 | Train Acc: 91.21% \tTest Loss: 0.673 | Test Acc: 81.15%\n"
+     ]
+    }
+   ],
+   "source": [
+    "best_test_loss = float('inf')\n",
+    "history = defaultdict(list)\n",
+    "\n",
+    "for epoch in range(N_EPOCHS):\n",
+    "    start_time = time.time()\n",
+    "    train_iterator = batch_iter(train_X, train_y, batch_size=BATCH_SIZE)\n",
+    "    test_iterator = batch_iter(test_X, test_y, batch_size=BATCH_SIZE)\n",
+    "    train_loss, train_acc = train(model, train_iterator, optimizer, criterion)\n",
+    "    test_loss, test_acc = evaluate(model, test_iterator, criterion)\n",
+    "    \n",
+    "    history['train_acc'].append(train_acc)\n",
+    "    history['train_loss'].append(train_loss)\n",
+    "    history['test_acc'].append(test_acc)\n",
+    "    history['test_loss'].append(test_loss)\n",
+    "    \n",
+    "    end_time = time.time()\n",
+    "    epoch_mins, epoch_secs = epoch_time(start_time, end_time)\n",
+    "    \n",
+    "    if test_loss < best_test_loss:\n",
+    "        best_test_loss = test_loss\n",
+    "        torch.save(model.state_dict(), 'best_CNNmodel_state.pt')\n",
+    "    print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s ',\n",
+    "         f'\\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%',\n",
+    "         f'\\tTest Loss: {test_loss:.3f} | Test Acc: {test_acc*100:.2f}%')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fb000206c88>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 277,
+       "width": 385
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(history['train_loss'], label='train loss')\n",
+    "plt.plot(history['test_loss'], label='test loss')\n",
+    "plt.title('Training history')\n",
+    "plt.ylabel('Loss')\n",
+    "plt.xlabel('Epoch')\n",
+    "plt.legend()\n",
+    "# plt.ylim([0, 1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fafe8257be0>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 277,
+       "width": 392
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(history['train_acc'], label='train accuracy')\n",
+    "plt.plot(history['test_acc'], label='test accuracy')\n",
+    "plt.title('Training history')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.xlabel('Epoch')\n",
+    "plt.legend()\n",
+    "# plt.ylim([0, 1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### predict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.load_state_dict(torch.load('best_CNNmodel_state.pt'))\n",
+    "\n",
+    "test_X_ = torch.from_numpy(test_X).to(device)\n",
+    "predictions = model(test_X_).squeeze(1)\n",
+    "pred_probility = F.softmax(predictions, dim=1)\n",
+    "\n",
+    "pred_test = list()\n",
+    "np_data = pred_probility.cpu().data.numpy()\n",
+    "for i, probability in enumerate(np_data):\n",
+    "    prob = probability.tolist()\n",
+    "    category = id2label[prob.index(max(prob))]\n",
+    "    pred_test.append(category)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**save predict results**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with codecs.open(\"CNN_test_pred.txt\", \"w\", encoding=\"utf-8\") as outf:\n",
+    "    for (i, c, s) in zip(test_data[\"id\"], pred_test, test_data[\"sentence\"]):\n",
+    "        outf.write(\"{}\\t{}\\t{}\\r\\n\".format(i, c, s))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### evaluation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "show predict results by confusion matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x1152 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 957,
+       "width": 1044
+      },
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "y_test = test_data[\"category\"]\n",
+    "confusion = confusion_matrix(y_test, pred_test)\n",
+    "plt.figure(figsize=(16,16))\n",
+    "plt.imshow(confusion, cmap=plt.cm.Blues)\n",
+    "indices = range(len(confusion))\n",
+    "plt.xticks(indices, labels, rotation=45, ha='right')\n",
+    "plt.yticks(indices, labels)\n",
+    "plt.colorbar()\n",
+    "plt.xlabel('predict')\n",
+    "plt.ylabel('true')\n",
+    "for first_index in range(len(confusion)):\n",
+    "    for second_index in range(len(confusion[first_index])):\n",
+    "        plt.text(first_index, second_index, confusion[first_index][second_index])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "precision, recall, F1 score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "**************************************** Evaluation results*****************************************\n",
+      "                                       Precision.       Recall.          f1.            \n",
+      "                 Addictive Behavior    0.8780           0.8182           0.8471         \n",
+      "                            Address    1.0000           0.5000           0.6667         \n",
+      "                                Age    0.9967           0.9836           0.9901         \n",
+      "                   Alcohol Consumer    0.4000           0.3333           0.3636         \n",
+      "                Allergy Intolerance    0.9127           0.9372           0.9248         \n",
+      "                            Bedtime    1.0000           0.7500           0.8571         \n",
+      "                     Blood Donation    0.5333           0.7273           0.6154         \n",
+      "                           Capacity    0.6809           0.5714           0.6214         \n",
+      "           Compliance with Protocol    0.7731           0.7667           0.7699         \n",
+      "                            Consent    0.9501           0.9238           0.9368         \n",
+      "                    Data Accessible    1.0000           0.7200           0.8372         \n",
+      "                             Device    0.4348           0.2174           0.2899         \n",
+      "                         Diagnostic    0.8195           0.8058           0.8126         \n",
+      "                               Diet    0.8421           0.6957           0.7619         \n",
+      "                       Disabilities    1.0000           0.7143           0.8333         \n",
+      "                            Disease    0.8502           0.8693           0.8596         \n",
+      "                          Education    0.8571           0.8571           0.8571         \n",
+      "                          Encounter    0.8667           0.5200           0.6500         \n",
+      "        Enrollment in other studies    0.9189           0.9770           0.9471         \n",
+      "                      Ethical Audit    1.0000           1.0000           1.0000         \n",
+      "                          Ethnicity    1.0000           0.8000           0.8889         \n",
+      "                           Exercise    0.8000           0.5714           0.6667         \n",
+      "                             Gender    0.7692           0.9091           0.8333         \n",
+      "                            Healthy    0.5556           0.7692           0.6452         \n",
+      "            Laboratory Examinations    0.8324           0.7351           0.7807         \n",
+      "                    Life Expectancy    0.9643           0.9818           0.9730         \n",
+      "                           Literacy    0.6667           0.2500           0.3636         \n",
+      "                           Multiple    0.6749           0.7318           0.7022         \n",
+      "                    Neoplasm Status    0.5000           0.6136           0.5510         \n",
+      "         Non-Neoplasm Disease Stage    0.7895           0.4688           0.5882         \n",
+      "                            Nursing    0.6667           0.3333           0.4444         \n",
+      "                       Oral related    0.6667           0.8421           0.7442         \n",
+      "             Organ or Tissue Status    0.8250           0.8250           0.8250         \n",
+      "   Pharmaceutical Substance or Drug    0.8538           0.8567           0.8552         \n",
+      "         Pregnancy-related Activity    0.9475           0.9448           0.9461         \n",
+      "                    Receptor Status    0.6667           0.2222           0.3333         \n",
+      "                Researcher Decision    0.8304           0.9404           0.8820         \n",
+      "                    Risk Assessment    0.7992           0.8904           0.8423         \n",
+      "                     Sexual related    1.0000           0.3077           0.4706         \n",
+      "                               Sign    0.6078           0.3196           0.4189         \n",
+      "                     Smoking Status    0.9474           0.9474           0.9474         \n",
+      "     Special Patient Characteristic    0.7333           0.2895           0.4151         \n",
+      "                            Symptom    0.6000           0.5400           0.5684         \n",
+      "                 Therapy or Surgery    0.8085           0.8085           0.8085         \n",
+      "                                       ---------------  ---------------  ---------------\n",
+      "                    Overall (micro)    0.8142           0.8142           0.814213       \n",
+      "                    Overall (macro)    0.8004           0.6951           0.725814\n"
+     ]
+    }
+   ],
+   "source": [
+    "import evaluation # our defined evaluation metrics.\n",
+    "results = evaluation.Record_results('../data/test.txt', 'CNN_test_pred.txt')\n",
+    "evaluation = evaluation.Evaluation(results.records)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**parameters combinations**<br>\n",
+    "* Epoch:10\n",
+    "* EMBEDDING_DIM: 128,256\n",
+    "* Batch size: 64, 128, 256\n",
+    "* Learning rate (Adam): 1e-4, 1e-3, 1e-2\n",
+    "\n",
+    "|#|EMBEDDING_DIM|Batch size|Learning rate|train accuracy|test accuracy|test macro-F1|\n",
+    "|---|---|---|---|---|---|----\n",
+    "|1|128|256|1e-4|70.62|73.95|0.334754|\n",
+    "|2|128|256|**1e-3**|86.66|81.87|0.709377|\n",
+    "|3|128|256|1e-2|81.88|78.58|0.608544|\n",
+    "|||||||\n",
+    "|4|128|**128**|1e-3|88.28|81.37|0.710397|\n",
+    "|5|128|64|1e-3|89.49|81.85|0.709654|\n",
+    "||||||||\n",
+    "|6|**256**|128|1e-3|91.21|81.15|0.725814|\n",
+    "|7|512|128|1e-3|91.92|81.06|0.712100|"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## References\n",
+    "* [Convolutional Neural Networks for Sentence Classification](https://arxiv.org/abs/1408.5882)\n",
+    "* https://github.com/bentrevett/pytorch-sentiment-analysis/blob/master/4%20-%20Convolutional%20Sentiment%20Analysis.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}