1796 lines
575 KiB
Plaintext
1796 lines
575 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#! pip install tensorflow\n",
|
||
"#! pip install scikit-learn\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_df = pd.read_csv(\"train.csv\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0 poznan.wuoz.gov.pl\n",
|
||
"1 vill.okawa.kochi.jp\n",
|
||
"2 nationalfinance.co.om\n",
|
||
"3 town.ozora.hokkaido.jp\n",
|
||
"4 open24.ie-news.irish/online/Login\n",
|
||
" ... \n",
|
||
"6995051 ddht.co.kr\n",
|
||
"6995052 www.upstartepoxy.com\n",
|
||
"6995053 employeesalaryschedule70.000webhostapp.com/adb...\n",
|
||
"6995054 dekalbtool.com\n",
|
||
"6995055 helpinganimals.com\n",
|
||
"Name: URL_clean, Length: 6995056, dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 대괄호 [ ] 제거\n",
|
||
"train_df['URL_clean'] = train_df['URL'].str.replace(r'[\\[\\]]', '', regex=True)\n",
|
||
"train_df[\"URL_clean\"]"
|
||
]
|
||
},
|
||
{
|
||
"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>URL</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>URL_clean</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>TRAIN_0000000</td>\n",
|
||
" <td>poznan[.]wuoz[.]gov[.]pl</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>poznan.wuoz.gov.pl</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>TRAIN_0000001</td>\n",
|
||
" <td>vill[.]okawa[.]kochi[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>vill.okawa.kochi.jp</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>TRAIN_0000002</td>\n",
|
||
" <td>nationalfinance[.]co[.]om</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>nationalfinance.co.om</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>TRAIN_0000003</td>\n",
|
||
" <td>town[.]ozora[.]hokkaido[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>town.ozora.hokkaido.jp</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>TRAIN_0000004</td>\n",
|
||
" <td>open24[.]ie-news[.]irish/online/Login</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>open24.ie-news.irish/online/Login</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995051</th>\n",
|
||
" <td>TRAIN_6995051</td>\n",
|
||
" <td>ddht[.]co[.]kr</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>ddht.co.kr</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995052</th>\n",
|
||
" <td>TRAIN_6995052</td>\n",
|
||
" <td>www[.]upstartepoxy[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>www.upstartepoxy.com</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995053</th>\n",
|
||
" <td>TRAIN_6995053</td>\n",
|
||
" <td>employeesalaryschedule70[.]000webhostapp[.]com...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>employeesalaryschedule70.000webhostapp.com/adb...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995054</th>\n",
|
||
" <td>TRAIN_6995054</td>\n",
|
||
" <td>dekalbtool[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>dekalbtool.com</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995055</th>\n",
|
||
" <td>TRAIN_6995055</td>\n",
|
||
" <td>helpinganimals[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>helpinganimals.com</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>6995056 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID URL \\\n",
|
||
"0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n",
|
||
"1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n",
|
||
"2 TRAIN_0000002 nationalfinance[.]co[.]om \n",
|
||
"3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n",
|
||
"4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 TRAIN_6995051 ddht[.]co[.]kr \n",
|
||
"6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n",
|
||
"6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n",
|
||
"6995054 TRAIN_6995054 dekalbtool[.]com \n",
|
||
"6995055 TRAIN_6995055 helpinganimals[.]com \n",
|
||
"\n",
|
||
" label URL_clean \n",
|
||
"0 0 poznan.wuoz.gov.pl \n",
|
||
"1 0 vill.okawa.kochi.jp \n",
|
||
"2 0 nationalfinance.co.om \n",
|
||
"3 0 town.ozora.hokkaido.jp \n",
|
||
"4 1 open24.ie-news.irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 0 ddht.co.kr \n",
|
||
"6995052 0 www.upstartepoxy.com \n",
|
||
"6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n",
|
||
"6995054 0 dekalbtool.com \n",
|
||
"6995055 0 helpinganimals.com \n",
|
||
"\n",
|
||
"[6995056 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import re\n",
|
||
"\n",
|
||
"# URL 전처리 (특징 생성)\n",
|
||
"train_df['digit_count'] = train_df['URL_clean'].str.count(r'\\d')\n",
|
||
"train_df['dash_count'] = train_df['URL_clean'].str.count(r'-')\n",
|
||
"train_df['underscore_count'] = train_df['URL_clean'].str.count(r'_')\n",
|
||
"train_df['percent_count'] = train_df['URL_clean'].str.count(r'%')\n",
|
||
"train_df['equal_count'] = train_df['URL_clean'].str.count(r'=')\n",
|
||
"train_df['question_count'] = train_df['URL_clean'].str.count(r'\\?')\n",
|
||
"train_df['at_count'] = train_df['URL_clean'].str.count(r'@')\n",
|
||
"train_df['is_ip_in_url'] = train_df['URL_clean'].apply(lambda x: bool(re.search(r'\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b', x)))\n",
|
||
"train_df['special_char_count'] = train_df['URL_clean'].str.count(r'[^a-zA-Z0-9]')\n",
|
||
"train_df['count_of_double_slash'] = train_df['URL_clean'].str.count(r'//')\n",
|
||
"\n",
|
||
"# www 포함 여부\n",
|
||
"train_df['has_www'] = train_df['URL_clean'].str.contains('www')\n",
|
||
"\n",
|
||
"# suspicious word 포함 여부\n",
|
||
"suspicious_words = ['login', 'verify', 'update', 'confirm', 'account', 'secure', 'ebayisapi', 'banking']\n",
|
||
"train_df['suspicious_word_count'] = train_df['URL_clean'].apply(\n",
|
||
" lambda x: sum(word in x.lower() for word in suspicious_words)\n",
|
||
")\n",
|
||
"# path 깊이\n",
|
||
"train_df['path_depth'] = train_df['URL_clean'].str.count(r'/') - 2\n",
|
||
"\n",
|
||
"# 숫자 연속 등장 여부\n",
|
||
"train_df['has_long_digit_sequence'] = train_df['URL_clean'].str.contains(r'\\d{4,}')\n",
|
||
"# 하이픈 연속 등장 여부\n",
|
||
"train_df['has_multiple_dash'] = train_df['URL_clean'].str.contains(r'-{2,}')\n",
|
||
"\n",
|
||
"# has_https (https로 시작하는지 여부)\n",
|
||
"train_df['has_https'] = train_df['URL_clean'].str.startswith('https')\n",
|
||
"\n",
|
||
"# count_of_exclamation ('!' 등장 수)\n",
|
||
"train_df['count_of_exclamation'] = train_df['URL_clean'].str.count('!')\n",
|
||
"\n",
|
||
"# count_of_dot ('.' 등장 수)\n",
|
||
"train_df['count_of_dot'] = train_df['URL_clean'].str.count(r'\\.')\n",
|
||
"\n",
|
||
"# ends_with_common_extension (.html, .php 등으로 끝나는지 여부)\n",
|
||
"train_df['ends_with_common_extension'] = train_df['URL_clean'].str.endswith(('.html', '.php'))\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"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>URL</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>URL_clean</th>\n",
|
||
" <th>digit_count</th>\n",
|
||
" <th>dash_count</th>\n",
|
||
" <th>underscore_count</th>\n",
|
||
" <th>percent_count</th>\n",
|
||
" <th>equal_count</th>\n",
|
||
" <th>question_count</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>count_of_double_slash</th>\n",
|
||
" <th>has_www</th>\n",
|
||
" <th>suspicious_word_count</th>\n",
|
||
" <th>path_depth</th>\n",
|
||
" <th>has_long_digit_sequence</th>\n",
|
||
" <th>has_multiple_dash</th>\n",
|
||
" <th>has_https</th>\n",
|
||
" <th>count_of_exclamation</th>\n",
|
||
" <th>count_of_dot</th>\n",
|
||
" <th>ends_with_common_extension</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>TRAIN_0000000</td>\n",
|
||
" <td>poznan[.]wuoz[.]gov[.]pl</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>poznan.wuoz.gov.pl</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>TRAIN_0000001</td>\n",
|
||
" <td>vill[.]okawa[.]kochi[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>vill.okawa.kochi.jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>TRAIN_0000002</td>\n",
|
||
" <td>nationalfinance[.]co[.]om</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>nationalfinance.co.om</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>TRAIN_0000003</td>\n",
|
||
" <td>town[.]ozora[.]hokkaido[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>town.ozora.hokkaido.jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>TRAIN_0000004</td>\n",
|
||
" <td>open24[.]ie-news[.]irish/online/Login</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>open24.ie-news.irish/online/Login</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995051</th>\n",
|
||
" <td>TRAIN_6995051</td>\n",
|
||
" <td>ddht[.]co[.]kr</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>ddht.co.kr</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995052</th>\n",
|
||
" <td>TRAIN_6995052</td>\n",
|
||
" <td>www[.]upstartepoxy[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>www.upstartepoxy.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995053</th>\n",
|
||
" <td>TRAIN_6995053</td>\n",
|
||
" <td>employeesalaryschedule70[.]000webhostapp[.]com...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>employeesalaryschedule70.000webhostapp.com/adb...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995054</th>\n",
|
||
" <td>TRAIN_6995054</td>\n",
|
||
" <td>dekalbtool[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>dekalbtool.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995055</th>\n",
|
||
" <td>TRAIN_6995055</td>\n",
|
||
" <td>helpinganimals[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>helpinganimals.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>6995056 rows × 23 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID URL \\\n",
|
||
"0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n",
|
||
"1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n",
|
||
"2 TRAIN_0000002 nationalfinance[.]co[.]om \n",
|
||
"3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n",
|
||
"4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 TRAIN_6995051 ddht[.]co[.]kr \n",
|
||
"6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n",
|
||
"6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n",
|
||
"6995054 TRAIN_6995054 dekalbtool[.]com \n",
|
||
"6995055 TRAIN_6995055 helpinganimals[.]com \n",
|
||
"\n",
|
||
" label URL_clean \\\n",
|
||
"0 0 poznan.wuoz.gov.pl \n",
|
||
"1 0 vill.okawa.kochi.jp \n",
|
||
"2 0 nationalfinance.co.om \n",
|
||
"3 0 town.ozora.hokkaido.jp \n",
|
||
"4 1 open24.ie-news.irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 0 ddht.co.kr \n",
|
||
"6995052 0 www.upstartepoxy.com \n",
|
||
"6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n",
|
||
"6995054 0 dekalbtool.com \n",
|
||
"6995055 0 helpinganimals.com \n",
|
||
"\n",
|
||
" digit_count dash_count underscore_count percent_count \\\n",
|
||
"0 0 0 0 0 \n",
|
||
"1 0 0 0 0 \n",
|
||
"2 0 0 0 0 \n",
|
||
"3 0 0 0 0 \n",
|
||
"4 2 1 0 0 \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 0 0 0 0 \n",
|
||
"6995052 0 0 0 0 \n",
|
||
"6995053 5 0 0 0 \n",
|
||
"6995054 0 0 0 0 \n",
|
||
"6995055 0 0 0 0 \n",
|
||
"\n",
|
||
" equal_count question_count ... count_of_double_slash has_www \\\n",
|
||
"0 0 0 ... 0 False \n",
|
||
"1 0 0 ... 0 False \n",
|
||
"2 0 0 ... 0 False \n",
|
||
"3 0 0 ... 0 False \n",
|
||
"4 0 0 ... 0 False \n",
|
||
"... ... ... ... ... ... \n",
|
||
"6995051 0 0 ... 0 False \n",
|
||
"6995052 0 0 ... 0 True \n",
|
||
"6995053 0 0 ... 0 False \n",
|
||
"6995054 0 0 ... 0 False \n",
|
||
"6995055 0 0 ... 0 False \n",
|
||
"\n",
|
||
" suspicious_word_count path_depth has_long_digit_sequence \\\n",
|
||
"0 0 -2 False \n",
|
||
"1 0 -2 False \n",
|
||
"2 0 -2 False \n",
|
||
"3 0 -2 False \n",
|
||
"4 1 0 False \n",
|
||
"... ... ... ... \n",
|
||
"6995051 0 -2 False \n",
|
||
"6995052 0 -2 False \n",
|
||
"6995053 0 0 False \n",
|
||
"6995054 0 -2 False \n",
|
||
"6995055 0 -2 False \n",
|
||
"\n",
|
||
" has_multiple_dash has_https count_of_exclamation count_of_dot \\\n",
|
||
"0 False False 0 3 \n",
|
||
"1 False False 0 3 \n",
|
||
"2 False False 0 2 \n",
|
||
"3 False False 0 3 \n",
|
||
"4 False False 0 2 \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 False False 0 2 \n",
|
||
"6995052 False False 0 2 \n",
|
||
"6995053 False False 0 2 \n",
|
||
"6995054 False False 0 1 \n",
|
||
"6995055 False False 0 1 \n",
|
||
"\n",
|
||
" ends_with_common_extension \n",
|
||
"0 False \n",
|
||
"1 False \n",
|
||
"2 False \n",
|
||
"3 False \n",
|
||
"4 False \n",
|
||
"... ... \n",
|
||
"6995051 False \n",
|
||
"6995052 False \n",
|
||
"6995053 False \n",
|
||
"6995054 False \n",
|
||
"6995055 False \n",
|
||
"\n",
|
||
"[6995056 rows x 23 columns]"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# url 엔트로피 차수 저장 \n",
|
||
"import math\n",
|
||
"\n",
|
||
"def calculate_entropy(url):\n",
|
||
" probability = [url.count(c) / len(url) for c in set(url)]\n",
|
||
" return -sum(p * math.log(p, 2) for p in probability)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_df['url_entropy'] = train_df['URL_clean'].apply(calculate_entropy)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"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>URL</th>\n",
|
||
" <th>label</th>\n",
|
||
" <th>URL_clean</th>\n",
|
||
" <th>digit_count</th>\n",
|
||
" <th>dash_count</th>\n",
|
||
" <th>underscore_count</th>\n",
|
||
" <th>percent_count</th>\n",
|
||
" <th>equal_count</th>\n",
|
||
" <th>question_count</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>has_www</th>\n",
|
||
" <th>suspicious_word_count</th>\n",
|
||
" <th>path_depth</th>\n",
|
||
" <th>has_long_digit_sequence</th>\n",
|
||
" <th>has_multiple_dash</th>\n",
|
||
" <th>has_https</th>\n",
|
||
" <th>count_of_exclamation</th>\n",
|
||
" <th>count_of_dot</th>\n",
|
||
" <th>ends_with_common_extension</th>\n",
|
||
" <th>url_entropy</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>TRAIN_0000000</td>\n",
|
||
" <td>poznan[.]wuoz[.]gov[.]pl</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>poznan.wuoz.gov.pl</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.308271</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>TRAIN_0000001</td>\n",
|
||
" <td>vill[.]okawa[.]kochi[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>vill.okawa.kochi.jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.471354</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>TRAIN_0000002</td>\n",
|
||
" <td>nationalfinance[.]co[.]om</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>nationalfinance.co.om</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.272804</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>TRAIN_0000003</td>\n",
|
||
" <td>town[.]ozora[.]hokkaido[.]jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>town.ozora.hokkaido.jp</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.533771</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>TRAIN_0000004</td>\n",
|
||
" <td>open24[.]ie-news[.]irish/online/Login</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>open24.ie-news.irish/online/Login</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.772450</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995051</th>\n",
|
||
" <td>TRAIN_6995051</td>\n",
|
||
" <td>ddht[.]co[.]kr</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>ddht.co.kr</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>2.921928</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995052</th>\n",
|
||
" <td>TRAIN_6995052</td>\n",
|
||
" <td>www[.]upstartepoxy[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>www.upstartepoxy.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.684184</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995053</th>\n",
|
||
" <td>TRAIN_6995053</td>\n",
|
||
" <td>employeesalaryschedule70[.]000webhostapp[.]com...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>employeesalaryschedule70.000webhostapp.com/adb...</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>4.130881</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995054</th>\n",
|
||
" <td>TRAIN_6995054</td>\n",
|
||
" <td>dekalbtool[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>dekalbtool.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.324863</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6995055</th>\n",
|
||
" <td>TRAIN_6995055</td>\n",
|
||
" <td>helpinganimals[.]com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>helpinganimals.com</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3.614369</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>6995056 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID URL \\\n",
|
||
"0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n",
|
||
"1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n",
|
||
"2 TRAIN_0000002 nationalfinance[.]co[.]om \n",
|
||
"3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n",
|
||
"4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 TRAIN_6995051 ddht[.]co[.]kr \n",
|
||
"6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n",
|
||
"6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n",
|
||
"6995054 TRAIN_6995054 dekalbtool[.]com \n",
|
||
"6995055 TRAIN_6995055 helpinganimals[.]com \n",
|
||
"\n",
|
||
" label URL_clean \\\n",
|
||
"0 0 poznan.wuoz.gov.pl \n",
|
||
"1 0 vill.okawa.kochi.jp \n",
|
||
"2 0 nationalfinance.co.om \n",
|
||
"3 0 town.ozora.hokkaido.jp \n",
|
||
"4 1 open24.ie-news.irish/online/Login \n",
|
||
"... ... ... \n",
|
||
"6995051 0 ddht.co.kr \n",
|
||
"6995052 0 www.upstartepoxy.com \n",
|
||
"6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n",
|
||
"6995054 0 dekalbtool.com \n",
|
||
"6995055 0 helpinganimals.com \n",
|
||
"\n",
|
||
" digit_count dash_count underscore_count percent_count \\\n",
|
||
"0 0 0 0 0 \n",
|
||
"1 0 0 0 0 \n",
|
||
"2 0 0 0 0 \n",
|
||
"3 0 0 0 0 \n",
|
||
"4 2 1 0 0 \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 0 0 0 0 \n",
|
||
"6995052 0 0 0 0 \n",
|
||
"6995053 5 0 0 0 \n",
|
||
"6995054 0 0 0 0 \n",
|
||
"6995055 0 0 0 0 \n",
|
||
"\n",
|
||
" equal_count question_count ... has_www suspicious_word_count \\\n",
|
||
"0 0 0 ... False 0 \n",
|
||
"1 0 0 ... False 0 \n",
|
||
"2 0 0 ... False 0 \n",
|
||
"3 0 0 ... False 0 \n",
|
||
"4 0 0 ... False 1 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"6995051 0 0 ... False 0 \n",
|
||
"6995052 0 0 ... True 0 \n",
|
||
"6995053 0 0 ... False 0 \n",
|
||
"6995054 0 0 ... False 0 \n",
|
||
"6995055 0 0 ... False 0 \n",
|
||
"\n",
|
||
" path_depth has_long_digit_sequence has_multiple_dash has_https \\\n",
|
||
"0 -2 False False False \n",
|
||
"1 -2 False False False \n",
|
||
"2 -2 False False False \n",
|
||
"3 -2 False False False \n",
|
||
"4 0 False False False \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 -2 False False False \n",
|
||
"6995052 -2 False False False \n",
|
||
"6995053 0 False False False \n",
|
||
"6995054 -2 False False False \n",
|
||
"6995055 -2 False False False \n",
|
||
"\n",
|
||
" count_of_exclamation count_of_dot ends_with_common_extension \\\n",
|
||
"0 0 3 False \n",
|
||
"1 0 3 False \n",
|
||
"2 0 2 False \n",
|
||
"3 0 3 False \n",
|
||
"4 0 2 False \n",
|
||
"... ... ... ... \n",
|
||
"6995051 0 2 False \n",
|
||
"6995052 0 2 False \n",
|
||
"6995053 0 2 False \n",
|
||
"6995054 0 1 False \n",
|
||
"6995055 0 1 False \n",
|
||
"\n",
|
||
" url_entropy \n",
|
||
"0 3.308271 \n",
|
||
"1 3.471354 \n",
|
||
"2 3.272804 \n",
|
||
"3 3.533771 \n",
|
||
"4 3.772450 \n",
|
||
"... ... \n",
|
||
"6995051 2.921928 \n",
|
||
"6995052 3.684184 \n",
|
||
"6995053 4.130881 \n",
|
||
"6995054 3.324863 \n",
|
||
"6995055 3.614369 \n",
|
||
"\n",
|
||
"[6995056 rows x 24 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"S = train_df.drop(['URL', 'URL_clean','ID'], axis=1) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" digit_count dash_count underscore_count percent_count \\\n",
|
||
"0 0 0 0 0 \n",
|
||
"1 0 0 0 0 \n",
|
||
"2 0 0 0 0 \n",
|
||
"3 0 0 0 0 \n",
|
||
"4 2 1 0 0 \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 0 0 0 0 \n",
|
||
"6995052 0 0 0 0 \n",
|
||
"6995053 5 0 0 0 \n",
|
||
"6995054 0 0 0 0 \n",
|
||
"6995055 0 0 0 0 \n",
|
||
"\n",
|
||
" equal_count question_count at_count is_ip_in_url \\\n",
|
||
"0 0 0 0 False \n",
|
||
"1 0 0 0 False \n",
|
||
"2 0 0 0 False \n",
|
||
"3 0 0 0 False \n",
|
||
"4 0 0 0 False \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 0 0 0 False \n",
|
||
"6995052 0 0 0 False \n",
|
||
"6995053 0 0 0 False \n",
|
||
"6995054 0 0 0 False \n",
|
||
"6995055 0 0 0 False \n",
|
||
"\n",
|
||
" special_char_count count_of_double_slash has_www \\\n",
|
||
"0 3 0 False \n",
|
||
"1 3 0 False \n",
|
||
"2 2 0 False \n",
|
||
"3 3 0 False \n",
|
||
"4 5 0 False \n",
|
||
"... ... ... ... \n",
|
||
"6995051 2 0 False \n",
|
||
"6995052 2 0 True \n",
|
||
"6995053 4 0 False \n",
|
||
"6995054 1 0 False \n",
|
||
"6995055 1 0 False \n",
|
||
"\n",
|
||
" suspicious_word_count path_depth has_long_digit_sequence \\\n",
|
||
"0 0 -2 False \n",
|
||
"1 0 -2 False \n",
|
||
"2 0 -2 False \n",
|
||
"3 0 -2 False \n",
|
||
"4 1 0 False \n",
|
||
"... ... ... ... \n",
|
||
"6995051 0 -2 False \n",
|
||
"6995052 0 -2 False \n",
|
||
"6995053 0 0 False \n",
|
||
"6995054 0 -2 False \n",
|
||
"6995055 0 -2 False \n",
|
||
"\n",
|
||
" has_multiple_dash has_https count_of_exclamation count_of_dot \\\n",
|
||
"0 False False 0 3 \n",
|
||
"1 False False 0 3 \n",
|
||
"2 False False 0 2 \n",
|
||
"3 False False 0 3 \n",
|
||
"4 False False 0 2 \n",
|
||
"... ... ... ... ... \n",
|
||
"6995051 False False 0 2 \n",
|
||
"6995052 False False 0 2 \n",
|
||
"6995053 False False 0 2 \n",
|
||
"6995054 False False 0 1 \n",
|
||
"6995055 False False 0 1 \n",
|
||
"\n",
|
||
" ends_with_common_extension url_entropy \n",
|
||
"0 False 3.308271 \n",
|
||
"1 False 3.471354 \n",
|
||
"2 False 3.272804 \n",
|
||
"3 False 3.533771 \n",
|
||
"4 False 3.772450 \n",
|
||
"... ... ... \n",
|
||
"6995051 False 2.921928 \n",
|
||
"6995052 False 3.684184 \n",
|
||
"6995053 False 4.130881 \n",
|
||
"6995054 False 3.324863 \n",
|
||
"6995055 False 3.614369 \n",
|
||
"\n",
|
||
"[6995056 rows x 20 columns]\n",
|
||
"0 0\n",
|
||
"1 0\n",
|
||
"2 0\n",
|
||
"3 0\n",
|
||
"4 1\n",
|
||
" ..\n",
|
||
"6995051 0\n",
|
||
"6995052 0\n",
|
||
"6995053 1\n",
|
||
"6995054 0\n",
|
||
"6995055 0\n",
|
||
"Name: label, Length: 6995056, dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"y = train_df['label']\n",
|
||
"X = train_df.drop(['URL', 'URL_clean', 'label', 'ID'], axis=1, errors='ignore') \n",
|
||
"print(X)\n",
|
||
"print(y)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1200 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"S.corr()\n",
|
||
"# 상관계수 행렬 계산\n",
|
||
"corr_matrix = S.corr()\n",
|
||
"\n",
|
||
"# 히트맵 시각화\n",
|
||
"plt.figure(figsize=(15, 12)) \n",
|
||
"sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', linewidths=0.5)\n",
|
||
"plt.title(\"Correlation Heatmap\", fontsize=16)\n",
|
||
"plt.xticks(rotation=90, fontsize=8)\n",
|
||
"plt.yticks(fontsize=8)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from collections import Counter\n",
|
||
"\n",
|
||
"# y_train의 클래스 분포 시각화\n",
|
||
"plt.figure(figsize=(6,4))\n",
|
||
"plt.bar(*zip(*Counter(y).items())) # y_train의 클래스 값과 빈도수로 막대 그래프\n",
|
||
"plt.xlabel('Class')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Class Distribution in y')\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"import pickle\n",
|
||
"\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(\n",
|
||
" X, y, test_size=0.2, random_state=42, stratify=y\n",
|
||
")\n",
|
||
"\n",
|
||
"\n",
|
||
"# 2단계: 훈련셋에서 검증셋 분리\n",
|
||
"X_train, X_val, y_train, y_val = train_test_split(\n",
|
||
" X_train, y_train, test_size=0.2, random_state=42, stratify=y_train\n",
|
||
")\n",
|
||
"\n",
|
||
"# 스케일링\n",
|
||
"from sklearn.preprocessing import MinMaxScaler\n",
|
||
"scaler = MinMaxScaler()\n",
|
||
"X_train_scaled = scaler.fit_transform(X_train) \n",
|
||
"X_val_scaled = scaler.transform(X_val) \n",
|
||
"X_test_scaled = scaler.transform(X_test) \n",
|
||
"\n",
|
||
"with open('scaler.pkl','wb') as f:\n",
|
||
" pickle.dump(scaler, f)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"After undersampling: Counter({0: 1001534, 1: 1001534})\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from imblearn.under_sampling import RandomUnderSampler\n",
|
||
"\n",
|
||
"# 언더샘플링 적용\n",
|
||
"rus = RandomUnderSampler(random_state=42)\n",
|
||
"\n",
|
||
"# X_train과 y_train을 언더샘플링하여 균형 맞추기\n",
|
||
"X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n",
|
||
"\n",
|
||
"# 언더샘플링 후 클래스 분포 확인\n",
|
||
"print(\"After undersampling:\", Counter(y_train_under))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 언더샘플링 후 클래스 분포 시각화\n",
|
||
"plt.figure(figsize=(6,4))\n",
|
||
"plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n",
|
||
"plt.xlabel('Class')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Class Distribution in y_train (after undersampling)')\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\human\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
|
||
" super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1mModel: \"sequential\"\u001b[0m\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
||
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
|
||
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
||
"│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,344</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">33</span> │\n",
|
||
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
|
||
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
|
||
"┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
|
||
"│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,344\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n",
|
||
"├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
|
||
"│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n",
|
||
"└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,457</span> (13.50 KB)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,457\u001b[0m (13.50 KB)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,457</span> (13.50 KB)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,457\u001b[0m (13.50 KB)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from tensorflow.keras.models import Sequential\n",
|
||
"from tensorflow.keras.layers import Dense\n",
|
||
"\n",
|
||
"# 모델 구성 \n",
|
||
"model = Sequential()\n",
|
||
"model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu')) # 첫번째 은닉층 노드 64개 input_dim=X_train.shape[1]: 입력피처 개수 설정 \n",
|
||
"model.add(Dense(32, activation='relu')) # 이진분류 두번쨰 은닉층 \n",
|
||
"model.add(Dense(1, activation='sigmoid'))\n",
|
||
"\n",
|
||
"# 모델 컴파일\n",
|
||
"from tensorflow.keras.optimizers import Adam\n",
|
||
"\n",
|
||
"optimizer = Adam(learning_rate=0.001)\n",
|
||
"model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n",
|
||
"\n",
|
||
"model.summary()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# EarlyStopping 콜백을 사용하여 검증 손실이 개선되지 않으면 학습을 멈추도록 설정\n",
|
||
"from tensorflow.keras.callbacks import EarlyStopping\n",
|
||
"early_stopping = EarlyStopping(monitor='val_loss', patience=5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Epoch 1/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 2ms/step - accuracy: 0.8508 - loss: 0.3584 - val_accuracy: 0.8753 - val_loss: 0.3081\n",
|
||
"Epoch 2/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8744 - loss: 0.3074 - val_accuracy: 0.8777 - val_loss: 0.3025\n",
|
||
"Epoch 3/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8780 - loss: 0.3027 - val_accuracy: 0.8784 - val_loss: 0.3006\n",
|
||
"Epoch 4/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8797 - loss: 0.2995 - val_accuracy: 0.8815 - val_loss: 0.2969\n",
|
||
"Epoch 5/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8810 - loss: 0.2974 - val_accuracy: 0.8832 - val_loss: 0.2938\n",
|
||
"Epoch 6/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8819 - loss: 0.2956 - val_accuracy: 0.8840 - val_loss: 0.2928\n",
|
||
"Epoch 7/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8827 - loss: 0.2941 - val_accuracy: 0.8846 - val_loss: 0.2921\n",
|
||
"Epoch 8/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8834 - loss: 0.2932 - val_accuracy: 0.8851 - val_loss: 0.2904\n",
|
||
"Epoch 9/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8837 - loss: 0.2921 - val_accuracy: 0.8842 - val_loss: 0.2914\n",
|
||
"Epoch 10/10\n",
|
||
"\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 2ms/step - accuracy: 0.8842 - loss: 0.2919 - val_accuracy: 0.8856 - val_loss: 0.2898\n",
|
||
"\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 1ms/step - accuracy: 0.8853 - loss: 0.2897\n",
|
||
"Validation Accuracy: 0.8854\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# from sklearn.utils import class_weight\n",
|
||
"\n",
|
||
"\n",
|
||
"# # 클래스 가중치 계산 (불균형 보정)\n",
|
||
"# weights = class_weight.compute_class_weight(\n",
|
||
"# class_weight='balanced',\n",
|
||
"# classes=np.unique(y_train),\n",
|
||
"# y=y_train\n",
|
||
"# )\n",
|
||
"# class_weights = dict(zip(np.unique(y_train), weights))\n",
|
||
"\n",
|
||
"# 모델 학습 (스케일링된 데이터 사용 + 클래스 가중치 적용)\n",
|
||
"history = model.fit(\n",
|
||
" X_train_scaled, y_train, # ← 스케일링된 훈련 데이터\n",
|
||
" epochs=10,\n",
|
||
" batch_size=512,\n",
|
||
" validation_data = (X_val_scaled, y_val),\n",
|
||
" # class_weight = class_weights\n",
|
||
")\n",
|
||
"\n",
|
||
"# 모델 평가\n",
|
||
"from sklearn.metrics import accuracy_score\n",
|
||
"val_loss, val_accuracy = model.evaluate(X_test_scaled, y_test)\n",
|
||
"print(f'Validation Accuracy: {val_accuracy:.4f}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\u001b[1m34976/34976\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 731us/step\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import f1_score, accuracy_score\n",
|
||
"\n",
|
||
"y_val_proba = model.predict(X_val_scaled).ravel() \n",
|
||
"\n",
|
||
"f1_scores = []\n",
|
||
"accuracies = []\n",
|
||
"thresholds = []\n",
|
||
"\n",
|
||
"for t in np.arange(0.0, 1.0, 0.01):\n",
|
||
" y_pred = (y_val_proba > t).astype(int)\n",
|
||
" f1 = f1_score(y_val, y_pred, zero_division=0)\n",
|
||
" acc = accuracy_score(y_val, y_pred)\n",
|
||
"\n",
|
||
" thresholds.append(t)\n",
|
||
" f1_scores.append(f1)\n",
|
||
" accuracies.append(acc)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best Threshold: 0.34\n",
|
||
"Best F1 Score: 0.7249\n",
|
||
"Accuracy at Best Threshold: 0.8779\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"best_idx = np.argmax(f1_scores)\n",
|
||
"best_threshold = thresholds[best_idx]\n",
|
||
"best_f1 = f1_scores[best_idx]\n",
|
||
"best_acc = accuracies[best_idx]\n",
|
||
"\n",
|
||
"print(f\"Best Threshold: {best_threshold:.2f}\")\n",
|
||
"print(f\"Best F1 Score: {best_f1:.4f}\")\n",
|
||
"print(f\"Accuracy at Best Threshold: {best_acc:.4f}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.plot(thresholds, f1_scores, label='F1 Score', color='blue')\n",
|
||
"plt.plot(thresholds, accuracies, label='Accuracy', color='green')\n",
|
||
"plt.axvline(x=best_threshold, color='red', linestyle='--', label=f'Best Threshold: {best_threshold:0.2f}')\n",
|
||
"plt.xlabel(\"Threshold\")\n",
|
||
"plt.ylabel(\"Score\")\n",
|
||
"plt.title(\"F1 Score & Accuracy by Threshold\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 721us/step\n",
|
||
"Test Accuracy (threshold=0.34): 0.8780432190717449\n",
|
||
"Test ROC AUC: 0.8212116825678788\n",
|
||
"Test Precision: 0.7316281869803616\n",
|
||
"Test Recall: 0.7183621956674547\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# 1. 테스트셋 예측 확률\n",
|
||
"y_test_proba = model.predict(X_test_scaled).ravel()\n",
|
||
"\n",
|
||
"# 2. 최적 임계값 적용 (예: best_threshold = 0.34)\n",
|
||
"y_test_pred = (y_test_proba > 0.34).astype(int)\n",
|
||
"\n",
|
||
"# 3. 테스트셋 평가\n",
|
||
"from sklearn.metrics import accuracy_score, roc_auc_score, precision_score, recall_score\n",
|
||
"\n",
|
||
"print(f\"Test Accuracy (threshold=0.34):\", accuracy_score(y_test, y_test_pred))\n",
|
||
"print(\"Test ROC AUC:\", roc_auc_score(y_test, y_test_pred))\n",
|
||
"print(\"Test Precision:\", precision_score(y_test, y_test_pred))\n",
|
||
"print(\"Test Recall:\", recall_score(y_test, y_test_pred))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Classification Report:\n",
|
||
"\n",
|
||
" precision recall f1-score support\n",
|
||
"\n",
|
||
" 0 0.92 0.92 0.92 1086032\n",
|
||
" 1 0.73 0.72 0.72 312980\n",
|
||
"\n",
|
||
" accuracy 0.88 1399012\n",
|
||
" macro avg 0.83 0.82 0.82 1399012\n",
|
||
"weighted avg 0.88 0.88 0.88 1399012\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import classification_report, ConfusionMatrixDisplay\n",
|
||
"\n",
|
||
"\n",
|
||
"# 평가 지표 출력\n",
|
||
"print(\"Classification Report:\\n\")\n",
|
||
"print(classification_report(y_test, y_test_pred))\n",
|
||
"\n",
|
||
"# 혼동 행렬 시각화\n",
|
||
"ConfusionMatrixDisplay.from_predictions(y_test, y_test_pred, cmap='Purples')\n",
|
||
"plt.title(\"Confusion Matrix\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"model.save(\"best_model.h5\")"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "base",
|
||
"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": "3.12.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|