914 lines (913 with data), 417.7 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1 align=\"center\">Chinese eligibility criteria classification using Naive Bayes (NB)</h1>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook, we will \n",
"\n",
"<ol>\n",
" <li>convert criteria sentence to feature vector by Bert-as-Service, </li> \n",
" <li>train Naive Bayes model 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": [
"### Bert-as-service"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<ol>\n",
"<li>download <a href=https://github.com/hanxiao/bert-as-service>bert-as-service</a></li>\n",
"\n",
"``` shell\n",
"pip install bert-serving-server # server\n",
"pip install bert-serving-client # client, independent of `bert-serving-server\n",
"```\n",
"<br>\n",
"<li>download chinese_L-12_H-768_A-12</li>\n",
"<br>\n",
"<li>start bert-as-service in terminal</li>\n",
" \n",
"```shell\n",
"bert-serving-start -model_dir chinese_L-12_H-768_A-12 -num_worker=4 -max_seq_len=50\n",
"```\n",
"<br> \n",
"<li>test bert-as-service</li>\n",
" \n",
"```python\n",
"from bert_serving.client import BertClient\n",
"bc = BertClient()\n",
"v = bc.encode([\"4.年龄小于65岁。\", \"存在严重的合并症者\"])\n",
"print(v.shape)\n",
"print(v) \n",
"```\n",
"<br>\n",
"</ol>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"load packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import division\n",
"\n",
"import os\n",
"import codecs\n",
"import time \n",
"import math\n",
"import pickle\n",
"\n",
"import matplotlib\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.model_selection import GridSearchCV # \n",
"from sklearn.naive_bayes import GaussianNB\n",
"\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### train data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"train_file = \"../data/train.txt\" \n",
"train_data = pd.read_csv(train_file, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train data size:30644\n",
"train dara example:\n"
]
},
{
"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": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"train data size:{}\".format(len(train_data)))\n",
"print(\"train dara example:\")\n",
"train_data.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"categories and counts"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" category count\n",
"0 Addictive Behavior 362\n",
"1 Address 42\n",
"2 Age 1221\n",
"3 Alcohol Consumer 23\n",
"4 Allergy Intolerance 895\n",
"5 Bedtime 25\n",
"6 Blood Donation 40\n",
"7 Capacity 218\n",
"8 Compliance with Protocol 500\n",
"9 Consent 1767\n",
"10 Data Accessible 95\n",
"11 Device 168\n",
"12 Diagnostic 1645\n",
"13 Diet 81\n",
"14 Disabilities 25\n",
"15 Disease 6820\n",
"16 Education 27\n",
"17 Encounter 94\n",
"18 Enrollment in other studies 686\n",
"19 Ethical Audit 23\n",
"20 Ethnicity 18\n",
"21 Exercise 28\n",
"22 Gender 40\n",
"23 Healthy 51\n",
"24 Laboratory Examinations 1516\n",
"25 Life Expectancy 222\n",
"26 Literacy 70\n",
"27 Multiple 6092\n",
"28 Neoplasm Status 180\n",
"29 Non-Neoplasm Disease Stage 137\n",
"30 Nursing 34\n",
"31 Oral related 69\n",
"32 Organ or Tissue Status 478\n",
"33 Pharmaceutical Substance or Drug 1175\n",
"34 Pregnancy-related Activity 1368\n",
"35 Receptor Status 38\n",
"36 Researcher Decision 616\n",
"37 Risk Assessment 941\n",
"38 Sexual related 30\n",
"39 Sign 377\n",
"40 Smoking Status 73\n",
"41 Special Patient Characteristic 137\n",
"42 Symptom 206\n",
"43 Therapy or Surgery 1991\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"category_count = train_data.groupby(['category'], as_index=False)['category'].agg({'count': 'count'})\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"fig = sns.barplot(x=category_count[\"category\"], y=category_count[\"count\"], palette=\"deep\", ax=ax)\n",
"_ = ax.set_xticklabels(labels=category_count[\"category\"], rotation=45, ha='right')\n",
"ax.set_title(\"The eligibility criteria distribution of each semantic category in the train dataset\")\n",
"print(category_count)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### test data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"test_file = \"../data/test.txt\" \n",
"test_data = pd.read_csv(test_file, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"test data size:7697\n",
"test dara example:\n"
]
},
{
"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": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"test data size:{}\".format(len(test_data)))\n",
"print(\"test dara example:\")\n",
"test_data.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"categories and counts"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" category count\n",
"0 Addictive Behavior 88\n",
"1 Address 12\n",
"2 Age 305\n",
"3 Alcohol Consumer 6\n",
"4 Allergy Intolerance 223\n",
"5 Bedtime 12\n",
"6 Blood Donation 11\n",
"7 Capacity 56\n",
"8 Compliance with Protocol 120\n",
"9 Consent 433\n",
"10 Data Accessible 25\n",
"11 Device 46\n",
"12 Diagnostic 417\n",
"13 Diet 23\n",
"14 Disabilities 7\n",
"15 Disease 1698\n",
"16 Education 7\n",
"17 Encounter 25\n",
"18 Enrollment in other studies 174\n",
"19 Ethical Audit 11\n",
"20 Ethnicity 5\n",
"21 Exercise 7\n",
"22 Gender 11\n",
"23 Healthy 13\n",
"24 Laboratory Examinations 385\n",
"25 Life Expectancy 55\n",
"26 Literacy 16\n",
"27 Multiple 1540\n",
"28 Neoplasm Status 44\n",
"29 Non-Neoplasm Disease Stage 32\n",
"30 Nursing 6\n",
"31 Oral related 19\n",
"32 Organ or Tissue Status 120\n",
"33 Pharmaceutical Substance or Drug 300\n",
"34 Pregnancy-related Activity 344\n",
"35 Receptor Status 9\n",
"36 Researcher Decision 151\n",
"37 Risk Assessment 228\n",
"38 Sexual related 13\n",
"39 Sign 97\n",
"40 Smoking Status 19\n",
"41 Special Patient Characteristic 38\n",
"42 Symptom 50\n",
"43 Therapy or Surgery 496\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"category_count = test_data.groupby(['category'], as_index=False)['category'].agg({'count': 'count'})\n",
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"fig = sns.barplot(x=category_count[\"category\"], y=category_count[\"count\"], palette=\"deep\", ax=ax)\n",
"_ = ax.set_xticklabels(labels=category_count[\"category\"], rotation=45, ha='right')\n",
"ax.set_title(\"The eligibility criteria distribution of each semantic category in the test dataset\")\n",
"print(category_count)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature construction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**convert labels to number or number to labels.**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"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",
"label2index = dict()\n",
"index2label = dict()\n",
"for (i, label) in enumerate(labels):\n",
" label2index[label] = i\n",
" index2label[i] = label"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**choice 1: convert criteria sentences into feature matrix using bert-as-service inline**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_train = bc.encode(list(train_data[\"sentence\"]))\n",
"y_train = train_data[\"category\"].apply(lambda x: label2index.get(x))\n",
"print(\"X_train shape:\", X_train.shape, \"y_train shape:\", y_train.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"X_test = np.array(bc.encode(list(test_data[\"sentence\"])))\n",
"y_test = np.array(test_data[\"category\"].apply(lambda x: label2index.get(x)))\n",
"print(\"X_test shape:\", X_test.shape, \"y_test shape:\", y_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"save the feature as .npy file"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"np.save(\"../data/feature_matraix (by bert-as-service)/X_train.npy\", X_train)\n",
"np.save(\"../data/feature_matraix (by bert-as-service)/X_test.npy\", X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**choice 2: load the feature from file, (we save as .npy format)**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X_train shape: (30644, 768) y_train shape: (30644,)\n"
]
}
],
"source": [
"X_train = np.load(\"../data/feature_matraix (by bert-as-service)/X_train.npy\")\n",
"y_train = train_data[\"category\"].apply(lambda x: label2index.get(x))\n",
"print(\"X_train shape:\", X_train.shape, \"y_train shape:\", y_train.shape)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X_test shape: (7697, 768) y_test shape: (7697,)\n"
]
}
],
"source": [
"X_test = np.load(\"../data/feature_matraix (by bert-as-service)/X_test.npy\")\n",
"y_test = np.array(test_data[\"category\"].apply(lambda x: label2index.get(x)))\n",
"print(\"X_test shape:\", X_test.shape, \"y_test shape:\", y_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Naive Bayes ( using scikit-learn)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### training"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"training took 0.31359028816223145s!\n"
]
}
],
"source": [
"start_time = time.time()\n",
"model = GaussianNB()\n",
"model.fit(X_train, y_train)\n",
"print(\"training took {}s!\".format(time.time() - start_time))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### predict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"predict label of test data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18 43 0 ... 36 36 19]\n"
]
}
],
"source": [
"pred_test = model.predict(X_test)\n",
"print(pred_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"save predict results"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"with codecs.open(\"NB_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, index2label.get(c), s))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### evaluation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"show predict results by confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"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": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"**************************************** Evaluation results*****************************************\n",
" Precision. Recall. f1. \n",
" Addictive Behavior 0.7396 0.8068 0.7717 \n",
" Address 0.4118 0.5833 0.4828 \n",
" Age 0.6157 0.9508 0.7474 \n",
" Alcohol Consumer 0.3750 1.0000 0.5455 \n",
" Allergy Intolerance 0.8850 0.8969 0.8909 \n",
" Bedtime 0.8000 1.0000 0.8889 \n",
" Blood Donation 0.5238 1.0000 0.6875 \n",
" Capacity 0.2844 0.5536 0.3758 \n",
" Compliance with Protocol 0.5167 0.7750 0.6200 \n",
" Consent 0.8726 0.8383 0.8551 \n",
" Data Accessible 0.4872 0.7600 0.5938 \n",
" Device 0.2182 0.5217 0.3077 \n",
" Diagnostic 0.6321 0.8034 0.7075 \n",
" Diet 0.5000 0.6522 0.5660 \n",
" Disabilities 0.2381 0.7143 0.3571 \n",
" Disease 0.8191 0.6402 0.7187 \n",
" Education 0.6667 0.8571 0.7500 \n",
" Encounter 0.2593 0.8400 0.3962 \n",
" Enrollment in other studies 0.8785 0.9138 0.8958 \n",
" Ethical Audit 1.0000 0.9091 0.9524 \n",
" Ethnicity 0.8000 0.8000 0.8000 \n",
" Exercise 0.3529 0.8571 0.5000 \n",
" Gender 0.7143 0.9091 0.8000 \n",
" Healthy 0.2174 0.7692 0.3390 \n",
" Laboratory Examinations 0.5556 0.7532 0.6395 \n",
" Life Expectancy 0.8814 0.9455 0.9123 \n",
" Literacy 0.3793 0.6875 0.4889 \n",
" Multiple 0.6438 0.1221 0.2052 \n",
" Neoplasm Status 0.1957 0.6136 0.2967 \n",
" Non-Neoplasm Disease Stage 0.1290 0.3750 0.1920 \n",
" Nursing 0.3000 0.5000 0.3750 \n",
" Oral related 0.5357 0.7895 0.6383 \n",
" Organ or Tissue Status 0.4949 0.8083 0.6139 \n",
" Pharmaceutical Substance or Drug 0.6333 0.9267 0.7524 \n",
" Pregnancy-related Activity 0.9191 0.8256 0.8698 \n",
" Receptor Status 0.1429 0.5556 0.2273 \n",
" Researcher Decision 0.7895 0.8940 0.8385 \n",
" Risk Assessment 0.7317 0.7895 0.7595 \n",
" Sexual related 0.6429 0.6923 0.6667 \n",
" Sign 0.1780 0.4330 0.2523 \n",
" Smoking Status 0.8333 0.7895 0.8108 \n",
" Special Patient Characteristic 0.0964 0.4211 0.1569 \n",
" Symptom 0.2093 0.5400 0.3017 \n",
" Therapy or Surgery 0.6500 0.7601 0.7007 \n",
" --------------- --------------- ---------------\n",
" Overall (micro) 0.6312 0.6312 0.631155 \n",
" Overall (macro) 0.5398 0.7403 0.596545\n"
]
}
],
"source": [
"import evaluation # our defined evaluation metrics.\n",
"results = evaluation.Record_results('../data/test.txt', 'NB_test_pred.txt')\n",
"evaluation = evaluation.Evaluation(results.records)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### save models"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"model_save_file = \"NB_model.mkl\"\n",
"pickle.dump(model, open(model_save_file, 'wb'))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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
}