1077 lines (1076 with data), 403.8 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1 align=\"center\">Chinese eligibility criteria classification using Logistic Regression (LR)</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 Logistic Regression 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.linear_model import LogisticRegression\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": 9,
"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": 10,
"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": [
"## Logistic Regression ( using scikit-learn)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### parameter optimization (GridSearchCV)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"optimize parameters by cross-validated grid-search over a parameter grid"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tuning parameters took 1858.9531767368317s!\n"
]
}
],
"source": [
"start_time = time.time()\n",
"lr = LogisticRegression(random_state=2021, solver='liblinear')\n",
"parameters = {\"C\": [1e-4, 1e-3,1e-2, 1e-1, 1e0, 1e1]}\n",
"clf = GridSearchCV(lr, parameters, cv=3, scoring=\"f1_macro\", n_jobs=8)\n",
"clf.fit(X_train, y_train)\n",
"print(\"tuning parameters took {}s!\".format(time.time() - start_time))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"show scores and rank under different parameters setting."
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>C</th>\n",
" <th>rank_test_score</th>\n",
" <th>mean_test_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.0000</td>\n",
" <td>1</td>\n",
" <td>0.768284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>10.0000</td>\n",
" <td>2</td>\n",
" <td>0.761123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.1000</td>\n",
" <td>3</td>\n",
" <td>0.737981</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.0100</td>\n",
" <td>4</td>\n",
" <td>0.511677</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.0010</td>\n",
" <td>5</td>\n",
" <td>0.278937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0001</td>\n",
" <td>6</td>\n",
" <td>0.103659</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" C rank_test_score mean_test_score\n",
"4 1.0000 1 0.768284\n",
"5 10.0000 2 0.761123\n",
"3 0.1000 3 0.737981\n",
"2 0.0100 4 0.511677\n",
"1 0.0010 5 0.278937\n",
"0 0.0001 6 0.103659"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf_results = pd.DataFrame(clf.cv_results_[\"params\"])\n",
"clf_results[\"rank_test_score\"] = clf.cv_results_[\"rank_test_score\"]\n",
"clf_results[\"mean_test_score\"] = clf.cv_results_[\"mean_test_score\"]\n",
"clf_results.sort_values(\"rank_test_score\",inplace=True)\n",
"clf_results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"get the best parameters"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'C': 1.0}\n"
]
}
],
"source": [
"best_params = clf.best_params_\n",
"print(best_params)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### training"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"training took 722.3952603340149s!\n"
]
}
],
"source": [
"start_time = time.time()\n",
"model = LogisticRegression(random_state=2021, solver='liblinear', C=best_params['C'])\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": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43 43 0 ... 36 36 36]\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": 16,
"metadata": {},
"outputs": [],
"source": [
"with codecs.open(\"LR_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": 17,
"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": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"**************************************** Evaluation results*****************************************\n",
" Precision. Recall. f1. \n",
" Addictive Behavior 0.8765 0.8068 0.8402 \n",
" Address 0.8000 0.6667 0.7273 \n",
" Age 0.9835 0.9770 0.9803 \n",
" Alcohol Consumer 0.5000 0.6667 0.5714 \n",
" Allergy Intolerance 0.9244 0.9327 0.9286 \n",
" Bedtime 1.0000 0.9167 0.9565 \n",
" Blood Donation 0.5882 0.9091 0.7143 \n",
" Capacity 0.6071 0.6071 0.6071 \n",
" Compliance with Protocol 0.7727 0.8500 0.8095 \n",
" Consent 0.9307 0.9307 0.9307 \n",
" Data Accessible 0.8400 0.8400 0.8400 \n",
" Device 0.5294 0.3913 0.4500 \n",
" Diagnostic 0.7962 0.8058 0.8010 \n",
" Diet 0.8261 0.8261 0.8261 \n",
" Disabilities 1.0000 0.7143 0.8333 \n",
" Disease 0.8276 0.8734 0.8499 \n",
" Education 0.8571 0.8571 0.8571 \n",
" Encounter 0.7273 0.6400 0.6809 \n",
" Enrollment in other studies 0.9130 0.9655 0.9385 \n",
" Ethical Audit 0.9091 0.9091 0.9091 \n",
" Ethnicity 1.0000 0.8000 0.8889 \n",
" Exercise 1.0000 1.0000 1.0000 \n",
" Gender 1.0000 1.0000 1.0000 \n",
" Healthy 0.6429 0.6923 0.6667 \n",
" Laboratory Examinations 0.8189 0.8104 0.8146 \n",
" Life Expectancy 0.9464 0.9636 0.9550 \n",
" Literacy 0.8462 0.6875 0.7586 \n",
" Multiple 0.7228 0.6909 0.7065 \n",
" Neoplasm Status 0.5526 0.4773 0.5122 \n",
" Non-Neoplasm Disease Stage 0.4615 0.3750 0.4138 \n",
" Nursing 0.6667 0.3333 0.4444 \n",
" Oral related 0.9412 0.8421 0.8889 \n",
" Organ or Tissue Status 0.8750 0.7583 0.8125 \n",
" Pharmaceutical Substance or Drug 0.8623 0.8767 0.8694 \n",
" Pregnancy-related Activity 0.9294 0.9564 0.9427 \n",
" Receptor Status 0.6000 0.3333 0.4286 \n",
" Researcher Decision 0.9013 0.9073 0.9043 \n",
" Risk Assessment 0.8428 0.8465 0.8446 \n",
" Sexual related 1.0000 0.8462 0.9167 \n",
" Sign 0.5217 0.3711 0.4337 \n",
" Smoking Status 0.9500 1.0000 0.9744 \n",
" Special Patient Characteristic 0.5600 0.3684 0.4444 \n",
" Symptom 0.6571 0.4600 0.5412 \n",
" Therapy or Surgery 0.7688 0.8448 0.8050 \n",
" --------------- --------------- ---------------\n",
" Overall (micro) 0.8173 0.8173 0.817331 \n",
" Overall (macro) 0.8017 0.7574 0.773157\n"
]
}
],
"source": [
"import evaluation # our defined evaluation metrics.\n",
"results = evaluation.Record_results('../data/test.txt', 'LR_test_pred.txt')\n",
"evaluation = evaluation.Evaluation(results.records)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### save models"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"model_save_file = \"LR_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
}