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RISK_V2INST_NMDRULE_ATT_TYPE_CODE1TW_ATT_IPTW_ATT_PORTTW_DMG_IPTW_DMG_PORTACCD_DMG_PROTO_NMTW_ATT_CT_NMACCD_FIND_MTD_CODEDRULE_NM
0{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...A.T. Still UniversityAttack90.6786631851690.6786637424Ggp중국1Attack-Scan-29-01-thinkPHP(CVE18-20062).190524...
1{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Abilene Christian UniversityAttack93.8808492168793.8808498789Icmp이탈리아1Attack-WebScan-29-01-download(passwd).19092602...
2{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Abraham Baldwin Agricultural CollegeAttack95.6922352850395.6922353602IcmpV6이탈리아1Attack-WebScan-29-01-download(passwd).19092602...
3{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Academy of Art UniversityAttack94.8961651412894.896165690Idp미국1Attack-WebScan-29-01-download(passwd).19092602...
4{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Adams State UniversityMalwr95.0822274961495.0822278533Igmp중국1Malwr-Resource-29-01-monero.17092707ECSC#
....................................
9995{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Alfred State CollegeAttack94.8256983578194.5766939610ND프랑스1Attack-BruteForce-29-01-wordpress.18122803ECSC#
9996{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Alfred UniversityAttack95.4998453433195.6807164834Pup미국1Attack-WebScan-29-01-download(passwd).19092602...
9997{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Alice Lloyd CollegeAttack94.9648311878194.8256987570Raw싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#
9998{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Allegheny CollegeAttack95.6444023638195.4998457763Spx싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#
9999{'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE...Allegheny CollegeAttack95.6444024619195.4998458781Spx싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#
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" ], "text/plain": [ " RISK_V2 \\\n", "0 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "1 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "2 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "3 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "4 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "... ... \n", "9995 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "9996 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "9997 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "9998 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "9999 {'WEEKNESS_VAL_4': 0, 'WEEKNESS_VAL_5': 0, 'WE... \n", "\n", " INST_NM DRULE_ATT_TYPE_CODE1 TW_ATT_IP \\\n", "0 A.T. Still University Attack 90.678663 \n", "1 Abilene Christian University Attack 93.880849 \n", "2 Abraham Baldwin Agricultural College Attack 95.692235 \n", "3 Academy of Art University Attack 94.896165 \n", "4 Adams State University Malwr 95.082227 \n", "... ... ... ... \n", "9995 Alfred State College Attack 94.825698 \n", "9996 Alfred University Attack 95.499845 \n", "9997 Alice Lloyd College Attack 94.964831 \n", "9998 Allegheny College Attack 95.644402 \n", "9999 Allegheny College Attack 95.644402 \n", "\n", " TW_ATT_PORT TW_DMG_IP TW_DMG_PORT ACCD_DMG_PROTO_NM TW_ATT_CT_NM \\\n", "0 18516 90.678663 7424 Ggp 중국 \n", "1 21687 93.880849 8789 Icmp 이탈리아 \n", "2 28503 95.692235 3602 IcmpV6 이탈리아 \n", "3 14128 94.896165 690 Idp 미국 \n", "4 49614 95.082227 8533 Igmp 중국 \n", "... ... ... ... ... ... \n", "9995 35781 94.576693 9610 ND 프랑스 \n", "9996 34331 95.680716 4834 Pup 미국 \n", "9997 18781 94.825698 7570 Raw 싱가포르 \n", "9998 36381 95.499845 7763 Spx 싱가포르 \n", "9999 46191 95.499845 8781 Spx 싱가포르 \n", "\n", " ACCD_FIND_MTD_CODE DRULE_NM \n", "0 1 Attack-Scan-29-01-thinkPHP(CVE18-20062).190524... \n", "1 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "2 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "3 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "4 1 Malwr-Resource-29-01-monero.17092707ECSC# \n", "... ... ... \n", "9995 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9996 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "9997 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9998 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9999 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "\n", "[10000 rows x 11 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#!/usr/bin/env python\n", "# coding: utf-8\n", "\n", "# In[1]:\n", "\n", "\n", "import pandas as pd\n", "import numpy as np\n", "from mlxtend.preprocessing import TransactionEncoder\n", "from mlxtend.frequent_patterns import association_rules, fpgrowth\n", "from prefixspan import PrefixSpan\n", "\n", "\n", "\n", "df = pd.read_csv(\"ts_data_accident-2020_sample.csv\", low_memory=False, encoding='ISO-8859-1')\n", "pd.set_option('display.max_columns',None)\n", "df=df[['RISK_V2','INST_NM','DRULE_ATT_TYPE_CODE1','TW_ATT_IP','TW_ATT_PORT','TW_DMG_IP','TW_DMG_PORT','ACCD_DMG_PROTO_NM','TW_ATT_CT_NM','ACCD_FIND_MTD_CODE','DRULE_NM']].dropna()\n", "len(df)\n", "##################### NTM section #####################\n", "NTM_df=df[df['ACCD_FIND_MTD_CODE']==1]\n", "NTM_df" ] }, { "cell_type": "code", "execution_count": 2, "id": "0fd76649", "metadata": {}, "outputs": [], "source": [ "# Pick out it in order to get the asset, risk, intent, black IP out\n", "RISK_V2=NTM_df['RISK_V2']\n", "RISK_V2_FILTERED=RISK_V2.dropna()\n", "## 결측값 제거.\n", "\n", "import json\n", "from pandas import json_normalize\n", "\n", "# modified\n", "def get_asset_desc(asset_field):\n", " if asset_field == 'ASSETS_VAL_1':\n", " return '공인-전체IP대역(유선)'\n", " elif asset_field == 'ASSETS_VAL_2':\n", " return '공인-전체IP대역(무선)'\n", " elif asset_field == 'ASSETS_VAL_3':\n", " return '공인-WEB서버'\n", " elif asset_field == 'ASSETS_VAL_4':\n", " return '공인-내부응용서버'\n", " elif asset_field == 'ASSETS_VAL_5':\n", " return '공인-DB서버'\n", " elif asset_field == 'ASSETS_VAL_6':\n", " return '공인-패치서버'\n", " elif asset_field == 'ASSETS_VAL_7':\n", " return '공인-네트워크'\n", " elif asset_field == 'ASSETS_VAL_8':\n", " return '공인-보안'\n", " elif asset_field == 'ASSETS_VAL_9':\n", " return '공인-업무용PC'\n", " elif asset_field == 'ASSETS_VAL_10':\n", " return '공인-비업무용PC'\n", " elif asset_field == 'ASSETS_VAL_11':\n", " return '공인-기타'\n", " elif asset_field == 'ASSETS_VAL_12':\n", " return '사설-전체IP대역(유선)'\n", " elif asset_field == 'ASSETS_VAL_13':\n", " return '사설-전체IP대역(무선)'\n", " elif asset_field == 'ASSETS_VAL_14':\n", " return '사설-WEB서버'\n", " elif asset_field == 'ASSETS_VAL_15':\n", " return '사설-내부응용서버'\n", " elif asset_field == 'ASSETS_VAL_16':\n", " return '사설-DB서버'\n", " elif asset_field == 'ASSETS_VAL_17':\n", " return '사설-패치서버'\n", " elif asset_field == 'ASSETS_VAL_18':\n", " return '사설-네트워크'\n", " elif asset_field == 'ASSETS_VAL_19':\n", " return '사설-보안'\n", " elif asset_field == 'ASSETS_VAL_20':\n", " return '사설-업무용PC'\n", " elif asset_field == 'ASSETS_VAL_21':\n", " return '사설-비업무용PC'\n", " elif asset_field == 'ASSETS_VAL_22':\n", " return '사설-기타'\n", " else:\n", " return ''\n", "\n", "def get_intent_desc(intent_field):\n", " if intent_field == 'INTENT_VAL_1':\n", " return '파괴'\n", " elif intent_field == 'INTENT_VAL_2':\n", " return '유출'\n", " elif intent_field == 'INTENT_VAL_3':\n", " return '지연'\n", " elif intent_field == 'INTENT_VAL_4':\n", " return '잠복'\n", " elif intent_field == 'INTENT_VAL_5':\n", " return '단순침입'\n", " elif intent_field == 'INTENT_VAL_6':\n", " return 'MD5'\n", " elif intent_field == 'INTENT_VAL_0':\n", " return 'Default'\n", " else:\n", " return ''\n", "\n", "def get_source_desc(source_field):\n", " if source_field=='SOURCE_VAL_1':\n", " return '북한IP'\n", " if source_field=='SOURCE_VAL_3':\n", " return 'ECSC Black IP'\n", " else:\n", " return '' \n", "# New assets column\n", "\n", "## ASSETS_VAL을 아예 JSON항목으로 만들어서 새로운 데이터프레임으로 생성.\n", "risk_df = pd.DataFrame()\n", "for risk in RISK_V2_FILTERED:\n", " risk = risk.replace(\"'\", \"\\\"\") #json으로 만들려고.\n", " json_string = json.loads(risk)\n", " json_df = json_normalize(json_string)\n", " risk_df = pd.concat([risk_df,json_df],ignore_index=True) #DataFrame 합쳐주기. ignore_index = True를 해야 index가 재구성 된다.\n", "risk_df_column_names = risk_df.columns\n", "\n", "assets_df = []\n", "intents_df = []\n", "sources_df = []\n", "def filter_all(risk):\n", " for i in range(0,len(risk)):\n", " risks=[]\n", " intents=[]\n", " sources=[]\n", " for column in risk_df_column_names:\n", " # filter_asset\n", " if 'ASSETS_VAL_' in column and risk.iloc[i][column]:\n", " risk_key_desc = 'RISK_V2.' + column + '=' + get_asset_desc(column)\n", " risks.append(risk_key_desc)\n", " \n", " # filter_intent\n", " if 'INTENT_VAL_' in column and risk.iloc[i][column]:\n", " intent_key_desc = 'RISK_V2.' + column + '=' + get_intent_desc(column)\n", " intents.append(intent_key_desc)\n", " \n", " if 'SOURCE_VAL_' in column and risk.iloc[i][column]:\n", " source_key_desc='RISK_V2.' + column + '=' + get_source_desc(column)\n", " sources.append(source_key_desc)\n", " \n", " assets_df.append(risks)\n", " intents_df.append(intents)\n", " sources_df.append(sources)\n", " \n", "filter_all(risk_df)\n", "## 여기까지 내가 만든 것.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "9973c20f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "1 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "2 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "3 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "4 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", " ... \n", "9995 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)'\n", "9996 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "9997 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...\n", "9998 \n", "9999 \n", "Name: ASSETS_VAL, Length: 10000, dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NTM_df['ASSETS_VAL'] = assets_df\n", "NTM_df['ASSETS_VAL'] = NTM_df['ASSETS_VAL'].astype(str)\n", "NTM_df['ASSETS_VAL'] = NTM_df['ASSETS_VAL'].str.replace('[','',regex=True)\n", "NTM_df['ASSETS_VAL'] = NTM_df['ASSETS_VAL'].str.replace(']','',regex=True)\n", "NTM_df['ASSETS_VAL']" ] }, { "cell_type": "code", "execution_count": 4, "id": "7f01f063", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 'RISK_V2.INTENT_VAL_5=단순침입'\n", "1 'RISK_V2.INTENT_VAL_5=단순침입'\n", "2 'RISK_V2.INTENT_VAL_5=단순침입'\n", "3 'RISK_V2.INTENT_VAL_5=단순침입'\n", "4 'RISK_V2.INTENT_VAL_3=지연'\n", " ... \n", "9995 'RISK_V2.INTENT_VAL_5=단순침입'\n", "9996 'RISK_V2.INTENT_VAL_5=단순침입'\n", "9997 'RISK_V2.INTENT_VAL_5=단순침입'\n", "9998 'RISK_V2.INTENT_VAL_5=단순침입'\n", "9999 'RISK_V2.INTENT_VAL_5=단순침입'\n", "Name: INTENT_VAL, Length: 10000, dtype: object" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NTM_df['INTENT_VAL'] = intents_df\n", "NTM_df['INTENT_VAL'] = NTM_df['INTENT_VAL'].astype(str)\n", "NTM_df['INTENT_VAL'] = NTM_df['INTENT_VAL'].str.replace('[','',regex=True)\n", "NTM_df['INTENT_VAL'] = NTM_df['INTENT_VAL'].str.replace(']','',regex=True)\n", "NTM_df['INTENT_VAL']" ] }, { "cell_type": "code", "execution_count": 5, "id": "6a3b0a44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 \n", "1 \n", "2 \n", "3 \n", "4 'RISK_V2.SOURCE_VAL_3=ECSC Black IP'\n", " ... \n", "9995 \n", "9996 \n", "9997 \n", "9998 \n", "9999 \n", "Name: SOURCE_VAL, Length: 10000, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NTM_df['SOURCE_VAL'] = sources_df\n", "NTM_df['SOURCE_VAL'] = NTM_df['SOURCE_VAL'].astype(str)\n", "NTM_df['SOURCE_VAL'] = NTM_df['SOURCE_VAL'].str.replace('[','',regex=True)\n", "NTM_df['SOURCE_VAL'] = NTM_df['SOURCE_VAL'].str.replace(']','',regex=True)\n", "NTM_df['SOURCE_VAL']" ] }, { "cell_type": "code", "execution_count": 8, "id": "ac8bebce", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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INST_NMDRULE_ATT_TYPE_CODE1TW_ATT_IPTW_ATT_PORTTW_DMG_IPTW_DMG_PORTACCD_DMG_PROTO_NMTW_ATT_CT_NMACCD_FIND_MTD_CODEDRULE_NMASSETS_VALINTENT_VALSOURCE_VAL
0A.T. Still UniversityAttack90.6786631851690.6786637424Ggp중국1Attack-Scan-29-01-thinkPHP(CVE18-20062).190524...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
1Abilene Christian UniversityAttack93.8808492168793.8808498789Icmp이탈리아1Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
2Abraham Baldwin Agricultural CollegeAttack95.6922352850395.6922353602IcmpV6이탈리아1Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
3Academy of Art UniversityAttack94.8961651412894.896165690Idp미국1Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
4Adams State UniversityMalwr95.0822274961495.0822278533Igmp중국1Malwr-Resource-29-01-monero.17092707ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_3=지연''RISK_V2.SOURCE_VAL_3=ECSC Black IP'
..........................................
9995Alfred State CollegeAttack94.8256983578194.5766939610ND프랑스1Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)''RISK_V2.INTENT_VAL_5=단순침입'
9996Alfred UniversityAttack95.4998453433195.6807164834Pup미국1Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
9997Alice Lloyd CollegeAttack94.9648311878194.8256987570Raw싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
9998Allegheny CollegeAttack95.6444023638195.4998457763Spx싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.INTENT_VAL_5=단순침입'
9999Allegheny CollegeAttack95.6444024619195.4998458781Spx싱가포르1Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.INTENT_VAL_5=단순침입'
\n", "

10000 rows × 13 columns

\n", "
" ], "text/plain": [ " INST_NM DRULE_ATT_TYPE_CODE1 TW_ATT_IP \\\n", "0 A.T. Still University Attack 90.678663 \n", "1 Abilene Christian University Attack 93.880849 \n", "2 Abraham Baldwin Agricultural College Attack 95.692235 \n", "3 Academy of Art University Attack 94.896165 \n", "4 Adams State University Malwr 95.082227 \n", "... ... ... ... \n", "9995 Alfred State College Attack 94.825698 \n", "9996 Alfred University Attack 95.499845 \n", "9997 Alice Lloyd College Attack 94.964831 \n", "9998 Allegheny College Attack 95.644402 \n", "9999 Allegheny College Attack 95.644402 \n", "\n", " TW_ATT_PORT TW_DMG_IP TW_DMG_PORT ACCD_DMG_PROTO_NM TW_ATT_CT_NM \\\n", "0 18516 90.678663 7424 Ggp 중국 \n", "1 21687 93.880849 8789 Icmp 이탈리아 \n", "2 28503 95.692235 3602 IcmpV6 이탈리아 \n", "3 14128 94.896165 690 Idp 미국 \n", "4 49614 95.082227 8533 Igmp 중국 \n", "... ... ... ... ... ... \n", "9995 35781 94.576693 9610 ND 프랑스 \n", "9996 34331 95.680716 4834 Pup 미국 \n", "9997 18781 94.825698 7570 Raw 싱가포르 \n", "9998 36381 95.499845 7763 Spx 싱가포르 \n", "9999 46191 95.499845 8781 Spx 싱가포르 \n", "\n", " ACCD_FIND_MTD_CODE DRULE_NM \\\n", "0 1 Attack-Scan-29-01-thinkPHP(CVE18-20062).190524... \n", "1 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "2 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "3 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "4 1 Malwr-Resource-29-01-monero.17092707ECSC# \n", "... ... ... \n", "9995 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9996 1 Attack-WebScan-29-01-download(passwd).19092602... \n", "9997 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9998 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9999 1 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "\n", " ASSETS_VAL \\\n", "0 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "1 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "2 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "3 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "4 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "... ... \n", "9995 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)' \n", "9996 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "9997 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "9998 \n", "9999 \n", "\n", " INTENT_VAL SOURCE_VAL \n", "0 'RISK_V2.INTENT_VAL_5=단순침입' \n", "1 'RISK_V2.INTENT_VAL_5=단순침입' \n", "2 'RISK_V2.INTENT_VAL_5=단순침입' \n", "3 'RISK_V2.INTENT_VAL_5=단순침입' \n", "4 'RISK_V2.INTENT_VAL_3=지연' 'RISK_V2.SOURCE_VAL_3=ECSC Black IP' \n", "... ... ... \n", "9995 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9996 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9997 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9998 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9999 'RISK_V2.INTENT_VAL_5=단순침입' \n", "\n", "[10000 rows x 13 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NTM_df.drop(columns=['RISK_V2'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 12, "id": "d54eb382", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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item1item2item3item4item5item6item7item8item9item10item11item12
0A.T. Still UniversityAttack90.6786631851690.6786637424Ggp중국Attack-Scan-29-01-thinkPHP(CVE18-20062).190524...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
1Abilene Christian UniversityAttack93.8808492168793.8808498789Icmp이탈리아Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
2Abraham Baldwin Agricultural CollegeAttack95.6922352850395.6922353602IcmpV6이탈리아Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
3Academy of Art UniversityAttack94.8961651412894.896165690Idp미국Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
4Adams State UniversityMalwr95.0822274961495.0822278533Igmp중국Malwr-Resource-29-01-monero.17092707ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_3=지연''RISK_V2.SOURCE_VAL_3=ECSC Black IP'
.......................................
9995Alfred State CollegeAttack94.8256983578194.5766939610ND프랑스Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)''RISK_V2.INTENT_VAL_5=단순침입'
9996Alfred UniversityAttack95.4998453433195.6807164834Pup미국Attack-WebScan-29-01-download(passwd).19092602...'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
9997Alice Lloyd CollegeAttack94.9648311878194.8256987570Raw싱가포르Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2...'RISK_V2.INTENT_VAL_5=단순침입'
9998Allegheny CollegeAttack95.6444023638195.4998457763Spx싱가포르Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.INTENT_VAL_5=단순침입'
9999Allegheny CollegeAttack95.6444024619195.4998458781Spx싱가포르Attack-BruteForce-29-01-wordpress.18122803ECSC#'RISK_V2.INTENT_VAL_5=단순침입'
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10000 rows × 12 columns

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" ], "text/plain": [ " item1 item2 item3 item4 \\\n", "0 A.T. Still University Attack 90.678663 18516 \n", "1 Abilene Christian University Attack 93.880849 21687 \n", "2 Abraham Baldwin Agricultural College Attack 95.692235 28503 \n", "3 Academy of Art University Attack 94.896165 14128 \n", "4 Adams State University Malwr 95.082227 49614 \n", "... ... ... ... ... \n", "9995 Alfred State College Attack 94.825698 35781 \n", "9996 Alfred University Attack 95.499845 34331 \n", "9997 Alice Lloyd College Attack 94.964831 18781 \n", "9998 Allegheny College Attack 95.644402 36381 \n", "9999 Allegheny College Attack 95.644402 46191 \n", "\n", " item5 item6 item7 item8 \\\n", "0 90.678663 7424 Ggp 중국 \n", "1 93.880849 8789 Icmp 이탈리아 \n", "2 95.692235 3602 IcmpV6 이탈리아 \n", "3 94.896165 690 Idp 미국 \n", "4 95.082227 8533 Igmp 중국 \n", "... ... ... ... ... \n", "9995 94.576693 9610 ND 프랑스 \n", "9996 95.680716 4834 Pup 미국 \n", "9997 94.825698 7570 Raw 싱가포르 \n", "9998 95.499845 7763 Spx 싱가포르 \n", "9999 95.499845 8781 Spx 싱가포르 \n", "\n", " item9 \\\n", "0 Attack-Scan-29-01-thinkPHP(CVE18-20062).190524... \n", "1 Attack-WebScan-29-01-download(passwd).19092602... \n", "2 Attack-WebScan-29-01-download(passwd).19092602... \n", "3 Attack-WebScan-29-01-download(passwd).19092602... \n", "4 Malwr-Resource-29-01-monero.17092707ECSC# \n", "... ... \n", "9995 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9996 Attack-WebScan-29-01-download(passwd).19092602... \n", "9997 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9998 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "9999 Attack-BruteForce-29-01-wordpress.18122803ECSC# \n", "\n", " item10 \\\n", "0 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "1 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "2 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "3 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "4 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "... ... \n", "9995 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)' \n", "9996 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "9997 'RISK_V2.ASSETS_VAL_1=공인-전체IP대역(유선)', 'RISK_V2... \n", "9998 \n", "9999 \n", "\n", " item11 item12 \n", "0 'RISK_V2.INTENT_VAL_5=단순침입' \n", "1 'RISK_V2.INTENT_VAL_5=단순침입' \n", "2 'RISK_V2.INTENT_VAL_5=단순침입' \n", "3 'RISK_V2.INTENT_VAL_5=단순침입' \n", "4 'RISK_V2.INTENT_VAL_3=지연' 'RISK_V2.SOURCE_VAL_3=ECSC Black IP' \n", "... ... ... \n", "9995 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9996 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9997 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9998 'RISK_V2.INTENT_VAL_5=단순침입' \n", "9999 'RISK_V2.INTENT_VAL_5=단순침입' \n", "\n", "[10000 rows x 12 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "##################### 여기서부터 진행하시면 됩니다. #####################\n", "##################### 아래 12개 아이템(12. 장비 ACCD_FIND_MTD_CODE 제외)에 대해서 모든 아이템 조합에 알고리즘 적용하기#####################\n", "\n", "# It should be 13 columns in total\n", "\n", "# 1. 기관 INST_NM\n", "# 2. 공격 DRULE_ATT_TYPE_CODE1\n", "# 3. 자산 ASSETS_VAL\n", "# 4. 위협공격ip TW_ATT_IP\n", "# 5. 위협공격port TW_ATT_PORT\n", "# 6. 위협피해ip TW_DMG_IP\n", "# 7. 위협피해port TW_DMG_PORT\n", "# 8. 위협피해프로토콜 ACCD_DMG_PROTO_NM\n", "# 9. 공격국가 TW_ATT_CT_NM\n", "# 10. 의도(7개) INTENT_VAL\n", "# 11. IP/URL 가중치 SOURCE_VAL\n", "# 12. 장비 ACCD_FIND_MTD_CODE\n", "# 13. 탐지규칙명 DRULE_NM\n", "\n", "NTM_df.isna().sum()\n", "\n", "# Change the Nan to zero\n", "NTM_df['ACCD_DMG_PROTO_NM']=NTM_df['ACCD_DMG_PROTO_NM'].replace(np.nan,'')\n", "NTM_df['INST_NM']=NTM_df['INST_NM'].replace(np.nan,'')\n", "NTM_df['DRULE_ATT_TYPE_CODE1']=NTM_df['DRULE_ATT_TYPE_CODE1'].replace(np.nan,'')\n", "NTM_df['TW_ATT_IP']=NTM_df['TW_ATT_IP'].replace(np.nan,0)\n", "NTM_df['TW_ATT_PORT']=NTM_df['TW_ATT_PORT'].replace(np.nan,0)\n", "NTM_df['TW_DMG_IP']=NTM_df['TW_DMG_IP'].replace(np.nan,0)\n", "NTM_df['TW_DMG_PORT']=NTM_df['TW_DMG_PORT'].replace(np.nan,0)\n", "NTM_df['TW_ATT_CT_NM']=NTM_df['TW_ATT_CT_NM'].replace(np.nan,'')\n", "NTM_df['ASSETS_VAL']=NTM_df['ASSETS_VAL'].replace(np.nan,0)\n", "NTM_df['INTENT_VAL']=NTM_df['INTENT_VAL'].replace(np.nan,0)\n", "NTM_df['SOURCE_VAL']=NTM_df['SOURCE_VAL'].replace(np.nan,0)\n", "NTM_df['DRULE_NM']=NTM_df['DRULE_NM'].replace(np.nan,'')\n", "\n", "# Check NaN out again\n", "NTM_df.isna().sum()\n", "\n", "copy_df = NTM_df.copy()\n", "copy_df.drop(columns=['ACCD_FIND_MTD_CODE'],inplace=True)\n", "copy_df.columns=['item1','item2','item3','item4','item5','item6','item7','item8','item9','item10','item11','item12']\n", "data_len = len(NTM_df)\n", "hwan_list = []\n", " \n", "# Combination\n", "import itertools\n", "arr = ['item1','item2','item3','item4','item5','item6','item7','item8','item9','item10','item11']\n", "nCr = list(itertools.combinations(arr,6))\n", "\n", "# item들은 이 순서다.\n", "#item1 = 'INST_NM'\n", "#item2 = 'DRULE_ATT_TYPE_CODE1'\n", "#item3 = 'TW_ATT_IP'\n", "#item4 = 'TW_ATT_PORT'\n", "#item5 = 'TW_DMG_IP'\n", "#item6 = 'TW_DMG_PORT'\n", "#item7 = 'ACCD_DMG_PROTO_NM'\n", "#item8 = 'TW_ATT_CT_NM'\n", "#item9 = 'DRULE_NM'\n", "#item10 = 'ASSETS_VAL'\n", "#item11 = 'INTENT_VAL'\n", "#item12 = 'SOURCE_VAL'\n", "\n", "for i in range(0,data_len):\n", " # item들은 이 순서다.\n", " item1 = NTM_df.loc[i]['INST_NM']\n", " item2 = NTM_df.loc[i]['DRULE_ATT_TYPE_CODE1']\n", " item3 = NTM_df.loc[i]['TW_ATT_IP']\n", " item4 = NTM_df.loc[i]['TW_ATT_PORT']\n", " item5 = NTM_df.loc[i]['TW_DMG_IP']\n", " item6 = NTM_df.loc[i]['TW_DMG_PORT']\n", " item7 = NTM_df.loc[i]['ACCD_DMG_PROTO_NM']\n", " item8 = NTM_df.loc[i]['TW_ATT_CT_NM']\n", " item9 = NTM_df.loc[i]['DRULE_NM']\n", " item10 = NTM_df.loc[i]['ASSETS_VAL']\n", " item11 = NTM_df.loc[i]['INTENT_VAL']\n", " item12 = NTM_df.loc[i]['SOURCE_VAL']\n", " not_null_arr = []\n", " ## 리스트안에 빈 값을 빼버리자.\n", " null_check_list = [item1,item2,item3,item4,item5,item6,item7,item8,item9,item10,item11,item12]\n", " for item in null_check_list:\n", " if item and item != '[]':\n", " not_null_arr.append(item)\n", " hwan_list.append(not_null_arr)\n", "\n", "new_ps = PrefixSpan(hwan_list)\n", "copy_df" ] }, { "cell_type": "code", "execution_count": 23, "id": "4a5c9a29", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['A.T. Still University', 'Attack', 90.67866325, 18516, 90.67866325, 7424],\n", " ['Abilene Christian University',\n", " 'Attack',\n", " 93.88084858,\n", " 21687,\n", " 93.88084858,\n", " 8789],\n", " ['Abraham Baldwin Agricultural College',\n", " 'Attack',\n", " 95.69223461,\n", " 28503,\n", " 95.69223461,\n", " 3602],\n", " ['Academy of Art University', 'Attack', 94.89616526, 14128, 94.89616526, 690],\n", " ['Adams State University', 'Malwr', 95.08222742, 49614, 95.08222742, 8533],\n", " ['Adelphi University', 'Malwr', 94.22428742, 17095, 94.22428742, 4756],\n", " ['Adler Graduate School', 'Malwr', 93.32578851, 3286, 93.32578851, 2016],\n", " ['Adler University', 'Malwr', 95.46452669, 8661, 95.46452669, 349],\n", " ['Adrian College', 'Malwr', 95.46573177, 34306, 95.46573177, 6554],\n", " ['AdventHealth University', 'Malwr', 96.51168479, 36913, 96.51168479, 5645],\n", " ['Agnes Scott College', 'Malwr', 94.70370368, 40088, 94.70370368, 4341],\n", " ['Air Force Institute of Technology',\n", " 'Malwr',\n", " 95.04868866,\n", " 44234,\n", " 95.04868866,\n", " 6506],\n", " ['Alabama A&M University', 'Malwr', 95.95798669, 17724, 95.95798669, 9835],\n", " ['Alabama State University', 'Malwr', 93.18252491, 39982, 93.18252491, 3569],\n", " ['Alaska Bible College', 'Malwr', 93.3878206, 44749, 93.3878206, 3395],\n", " ['Alaska Pacific University', 'Malwr', 95.07451604, 18710, 95.07451604, 8182],\n", " ['Albany College of Pharmacy and Health Sciences',\n", " 'Malwr',\n", " 95.4430899,\n", " 39522,\n", " 95.4430899,\n", " 3791],\n", " ['Albany Law School', 'Malwr', 92.57706973, 38025, 92.57706973, 9113],\n", " ['Albany Medical College', 'Attack', 94.70347744, 17394, 94.70347744, 3521],\n", " ['Albany State University', 'Attack', 93.50027052, 20049, 93.50027052, 2329],\n", " ['Albertus Magnus College', 'Attack', 94.79167114, 48604, 94.79167114, 677],\n", " ['Albion College', 'Attack', 95.48672291, 22211, 95.48672291, 6860],\n", " ['Albright College', 'Attack', 95.22491349, 40006, 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['Eastern Virginia Medical School',\n", " 'Malwr',\n", " 94.86546527,\n", " 26553,\n", " 94.86546527,\n", " 8365],\n", " ['Eastern Washington University',\n", " 'Malwr',\n", " 93.96490181,\n", " 22459,\n", " 93.96490181,\n", " 9994],\n", " ['East-West University', 'Malwr', 94.43472176, 35177, 94.43472176, 6314],\n", " ['Ecclesia College', 'Attack', 95.96881877, 12593, 95.96881877, 1833],\n", " ['Eckerd College', 'Attack', 95.51189318, 1806, 95.51189318, 4633],\n", " ['ECPI University', 'Attack', 95.19620757, 18604, 95.19620757, 8086],\n", " ['Edgewood College', 'Attack', 95.47095682, 25422, 95.47095682, 8094],\n", " ['Edinboro University of Pennsylvania',\n", " 'Malwr',\n", " 94.56332886,\n", " 18941,\n", " 94.56332886,\n", " 8252],\n", " ['Edward Waters College', 'Attack', 93.42367288, 23921, 93.42367288, 2978],\n", " ['Elizabeth City State University',\n", " 'Attack',\n", " 97.22273229,\n", " 44572,\n", " 97.22273229,\n", " 6764],\n", " ['Elizabethtown College', 'Attack', 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['Geneva College', 'Attack', 94.0296169, 20048, 94.0296169, 6777],\n", " ['George Fox University', 'Attack', 95.65605036, 3761, 95.65605036, 1203],\n", " ['George Mason University', 'Attack', 94.00454668, 451, 94.00454668, 5492],\n", " ['George Washington University',\n", " 'Attack',\n", " 93.33180482,\n", " 31311,\n", " 93.33180482,\n", " 8435],\n", " ['Georgetown College', 'Attack', 95.41791054, 14904, 95.41791054, 1067],\n", " ['Georgetown University', 'Attack', 93.84938234, 13639, 93.84938234, 7396],\n", " ['Georgia College and State University',\n", " 'Attack',\n", " 96.63673576,\n", " 43134,\n", " 96.63673576,\n", " 2618],\n", " ['Georgia Gwinnett College', 'Attack', 94.9603358, 32594, 94.9603358, 6578],\n", " ['Georgia Institute of Technology',\n", " 'Attack',\n", " 95.30822775,\n", " 10383,\n", " 95.30822775,\n", " 5322],\n", " ['Georgia Southern University',\n", " 'Attack',\n", " 96.36596555,\n", " 22999,\n", " 96.36596555,\n", " 26],\n", " ['Georgia Southwestern State 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'Attack',\n", " 93.52670044,\n", " 33951,\n", " 93.52670044,\n", " 6472],\n", " ['Grand Canyon University', 'Attack', 93.84403906, 44629, 93.84403906, 416],\n", " ['Grand Valley State University',\n", " 'Attack',\n", " 95.06606683,\n", " 31583,\n", " 95.06606683,\n", " 2526],\n", " ['Grand View University', 'Attack', 94.00588364, 22047, 94.00588364, 8574],\n", " ['Granite State College', 'Attack', 95.04439926, 19815, 95.04439926, 1805],\n", " ['Gratz College', 'Attack', 93.74744844, 1867, 93.74744844, 1730],\n", " ['Great Basin College', 'Attack', 96.00095576, 27323, 96.00095576, 600],\n", " ['Great Lakes Christian College',\n", " 'Attack',\n", " 94.6643362,\n", " 31534,\n", " 94.6643362,\n", " 1310],\n", " ['Greensboro College', 'Attack', 94.80804887, 19095, 94.80804887, 6366],\n", " ['Greenville University', 'Attack', 94.55241833, 18725, 94.55241833, 424],\n", " ['Grinnell College', 'Attack', 95.5637753, 12175, 95.5637753, 2336],\n", " ['Grove City College', 'Attack', 95.19365189, 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95.42529336,\n", " 9022],\n", " ['Hodges University', 'Attack', 94.81136853, 12235, 94.81136853, 4500],\n", " ['Hofstra University', 'Attack', 94.11034138, 25277, 94.11034138, 4556],\n", " ['Hollins University', 'Attack', 96.79252311, 49580, 96.79252311, 2871],\n", " ['Holy Apostles College and Seminary',\n", " 'Attack',\n", " 93.89250148,\n", " 33930,\n", " 93.89250148,\n", " 7331],\n", " ['Holy Cross College', 'Attack', 95.82690804, 11774, 95.82690804, 2016],\n", " ['Holy Family University', 'Attack', 96.60765467, 4085, 96.60765467, 8665],\n", " ['Holy Names University', 'Attack', 94.05038976, 4216, 94.05038976, 1973],\n", " ['Hood College', 'Attack', 95.26891257, 7491, 95.26891257, 4774],\n", " ['Hope College', 'Attack', 93.47639629, 3846, 93.47639629, 4213],\n", " ['Hope International University',\n", " 'Attack',\n", " 94.60789864,\n", " 14707,\n", " 94.60789864,\n", " 1336],\n", " ['Houghton College', 'Attack', 94.45381091, 28918, 94.45381091, 7511],\n", " ['Houston Baptist 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94.36212816,\n", " 5142],\n", " ['Indiana State University', 'Attack', 95.55798068, 47740, 95.55798068, 5133],\n", " ['Indiana University - Purdue University Indianapolis',\n", " 'Attack',\n", " 94.69022497,\n", " 16416,\n", " 94.69022497,\n", " 2686],\n", " ['Indiana University Bloomington',\n", " 'Attack',\n", " 94.16067964,\n", " 24550,\n", " 94.16067964,\n", " 6539],\n", " ['Indiana University East', 'Attack', 94.26971441, 19682, 94.26971441, 8588],\n", " ['Indiana University Fort Wayne',\n", " 'Attack',\n", " 94.8391263,\n", " 19244,\n", " 94.8391263,\n", " 1093],\n", " ['Indiana University Kokomo',\n", " 'Attack',\n", " 94.92346943,\n", " 22926,\n", " 94.92346943,\n", " 7309],\n", " ['Indiana University Northwest',\n", " 'Attack',\n", " 96.08567065,\n", " 21429,\n", " 96.08567065,\n", " 7966],\n", " ['Indiana University of Pennsylvania',\n", " 'Attack',\n", " 96.99978786,\n", " 10741,\n", " 96.99978786,\n", " 7174],\n", " ['Indiana University South Bend',\n", " 'Malwr',\n", " 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94.95956387, 6047],\n", " ['Monmouth College', 'Attack', 94.87619503, 46999, 94.87619503, 1864],\n", " ['Monmouth University', 'Attack', 94.99914053, 5261, 94.99914053, 9895],\n", " ['Monroe College', 'Attack', 95.64568667, 38882, 95.64568667, 8830],\n", " ['Montana State University', 'Attack', 96.49731022, 31140, 96.49731022, 3005],\n", " ['Montana State University Billings',\n", " 'Attack',\n", " 94.47594915,\n", " 33689,\n", " 94.47594915,\n", " 5830],\n", " ['Montana State University-Northern',\n", " 'Attack',\n", " 93.94710982,\n", " 10996,\n", " 93.94710982,\n", " 4295],\n", " ['Montana Tech', 'Attack', 93.77356913, 38591, 93.77356913, 8007],\n", " ['Montclair State University',\n", " 'Attack',\n", " 93.59709078,\n", " 5625,\n", " 93.59709078,\n", " 7520],\n", " ['Montreat College', 'Attack', 96.91849722, 17120, 96.91849722, 3097],\n", " ['Montserrat College of Art', 'Malwr', 94.76776394, 6733, 94.76776394, 5264],\n", " ['Moody Bible Institute', 'Malwr', 94.28857505, 1395, 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94.66338237,\n", " 7353],\n", " ['Mount Holyoke College', 'Attack', 94.8222836, 25453, 94.70059889, 7048],\n", " ['Mount Marty University', 'Malwr', 93.95835117, 26665, 95.2536899, 3326],\n", " ['Mount Mary University', 'Attack', 95.44045692, 33455, 94.8222836, 7708],\n", " ['Mount Mercy University', 'Attack', 97.60457455, 14666, 93.95835117, 8926],\n", " ['Mount Saint Mary College', 'Attack', 95.5188474, 35340, 95.44045692, 1154],\n", " [\"Mount Saint Mary's University\",\n", " 'Attack',\n", " 94.75373839,\n", " 18074,\n", " 97.60457455,\n", " 5600],\n", " ['Mount St. Joseph University',\n", " 'Attack',\n", " 96.03334287,\n", " 17755,\n", " 95.5188474,\n", " 7488],\n", " [\"Mount St. Mary's University\",\n", " 'Attack',\n", " 95.91356469,\n", " 25498,\n", " 94.75373839,\n", " 5612],\n", " ['Mount Vernon Nazarene University',\n", " 'Attack',\n", " 95.81821327,\n", " 22028,\n", " 96.03334287,\n", " 2366],\n", " ['Muhlenberg College', 'Attack', 94.67938038, 42272, 95.91356469, 7370],\n", 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16882,\n", " 94.44267984,\n", " 3447],\n", " ['Niagara University', 'Attack', 95.03657988, 42085, 94.78673486, 1676],\n", " ['Nicholls State University',\n", " 'Attack',\n", " 95.58033379,\n", " 26470,\n", " 94.53401016,\n", " 4673],\n", " ['Nichols College', 'Attack', 96.00289299, 36400, 95.03657988, 5974],\n", " ['Norfolk State University', 'Attack', 94.26738155, 27335, 95.58033379, 9759],\n", " ['North Carolina Agricultural and Technical State University',\n", " 'Malwr',\n", " 94.91217237,\n", " 44052,\n", " 96.00289299,\n", " 7176],\n", " ['North Carolina Central University',\n", " 'Malwr',\n", " 94.67703047,\n", " 45008,\n", " 94.26738155,\n", " 3926],\n", " ['North Carolina State University',\n", " 'Attack',\n", " 93.35556537,\n", " 35830,\n", " 94.91217237,\n", " 771],\n", " ['North Carolina Wesleyan College',\n", " 'Attack',\n", " 93.55229817,\n", " 37085,\n", " 94.67703047,\n", " 9390],\n", " ['North Central College', 'Attack', 94.16709612, 49774, 93.35556537, 9536],\n", " 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University',\n", " 'Attack',\n", " 94.66560381,\n", " 13597,\n", " 96.50711912,\n", " 5591],\n", " ['Northern Kentucky University',\n", " 'Attack',\n", " 94.90726906,\n", " 23827,\n", " 95.2260515,\n", " 9588],\n", " ['Northern Michigan University',\n", " 'Attack',\n", " 95.32611297,\n", " 14041,\n", " 94.66560381,\n", " 636],\n", " ['Northern New Mexico College', 'Attack', 96.5932892, 7527, 94.90726906, 102],\n", " ['Northern State University',\n", " 'Attack',\n", " 94.76160211,\n", " 27115,\n", " 95.32611297,\n", " 2058],\n", " ['Northern Vermont University',\n", " 'Attack',\n", " 93.35979906,\n", " 32381,\n", " 96.5932892,\n", " 114],\n", " ['Northland College', 'Attack', 94.86131684, 541, 94.76160211, 266],\n", " ['Northpoint Bible College', 'Attack', 95.24281917, 28188, 93.35979906, 3516],\n", " ['Northwest Florida State College',\n", " 'Attack',\n", " 95.66918346,\n", " 34934,\n", " 94.86131684,\n", " 7684],\n", " ['Northwest Missouri State University',\n", " 'Malwr',\n", " 96.09925622,\n", " 6132,\n", " 95.24281917,\n", " 1193],\n", " ['Northwest Nazarene University',\n", " 'Malwr',\n", " 93.8784316,\n", " 21668,\n", " 95.66918346,\n", " 915],\n", " ['Northwest University', 'Malwr', 93.74411742, 36875, 96.09925622, 9775],\n", " ['Northwestern College', 'Malwr', 95.42699412, 9085, 93.8784316, 8337],\n", " ['Northwestern Health Sciences University',\n", " 'Malwr',\n", " 95.96760004,\n", " 33392,\n", " 93.74411742,\n", " 2044],\n", " ['Northwestern Oklahoma State University',\n", " 'Malwr',\n", " 95.205182,\n", " 13064,\n", " 95.42699412,\n", " 680],\n", " ['Northwestern State University of Louisiana',\n", " 'Malwr',\n", " 95.40862801,\n", " 44408,\n", " 95.96760004,\n", " 496],\n", " ['Northwestern University', 'Malwr', 97.09765858, 42822, 95.205182, 1746],\n", " ['Northwood University', 'Malwr', 92.92333256, 29642, 95.40862801, 9491],\n", " ['Norwich University', 'Attack', 96.41505097, 32019, 97.09765858, 1724],\n", " ['Notre Dame College', 'Attack', 94.13921783, 26400, 92.92333256, 9877],\n", " ['Notre Dame de Namur University',\n", " 'Attack',\n", " 96.8483388,\n", " 3729,\n", " 96.41505097,\n", " 4404],\n", " ['Notre Dame of Maryland University',\n", " 'Attack',\n", " 95.0578666,\n", " 45857,\n", " 94.13921783,\n", " 57],\n", " ['Nova Southeastern University',\n", " 'Attack',\n", " 94.41357714,\n", " 35806,\n", " 96.8483388,\n", " 5856],\n", " ['Nyack College', 'Attack', 95.58223122, 28648, 95.0578666, 4524],\n", " ['Oak Hills Christian College',\n", " 'Attack',\n", " 95.22872428,\n", " 12753,\n", " 94.41357714,\n", " 6073],\n", " ['Oak Point University', 'Attack', 95.98253622, 44531, 95.58223122, 8179],\n", " ['Oakland City University', 'Attack', 95.97287284, 21602, 95.22872428, 4520],\n", " ['Oakland University', 'Attack', 95.41215571, 21834, 95.98253622, 9196],\n", " ['Oakwood University', 'Attack', 95.61416813, 5867, 95.97287284, 9473],\n", " ['Oberlin College', 'Attack', 95.36656047, 4077, 95.41215571, 6479],\n", " ['Occidental College', 'Attack', 94.61340791, 18250, 95.61416813, 5034],\n", " ['Oglethorpe University', 'Malwr', 95.08753318, 28604, 95.36656047, 3713],\n", " ['Ohio Christian University', 'Malwr', 95.42380861, 14735, 94.61340791, 4878],\n", " ['Ohio Dominican University', 'Malwr', 94.54186819, 28055, 95.08753318, 7883],\n", " ['Ohio Northern University', 'Attack', 96.12256203, 5417, 95.42380861, 5048],\n", " ['Ohio University', 'Attack', 94.85503791, 28397, 94.54186819, 4643],\n", " ['Ohio University Southern', 'Attack', 96.39152689, 34786, 96.12256203, 693],\n", " ['Ohio University-Chillicothe',\n", " 'Attack',\n", " 94.40723001,\n", " 12913,\n", " 94.85503791,\n", " 1374],\n", " ['Ohio Valley University', 'Attack', 96.66209702, 33997, 96.39152689, 6829],\n", " ['Ohio Wesleyan University', 'Attack', 93.81109034, 29306, 94.40723001, 9934],\n", " ['Oklahoma Baptist University',\n", " 'Attack',\n", " 94.78788196,\n", " 31362,\n", " 96.66209702,\n", " 1474],\n", " ['Oklahoma Christian University',\n", " 'Attack',\n", " 95.97966904,\n", " 40362,\n", " 93.81109034,\n", " 9797],\n", " ['Oklahoma City University', 'Attack', 96.78089977, 2635, 94.78788196, 4734],\n", " ['Oklahoma Panhandle State University',\n", " 'Attack',\n", " 94.56815827,\n", " 6626,\n", " 95.97966904,\n", " 1466],\n", " ['Oklahoma State University',\n", " 'Attack',\n", " 95.06567461,\n", " 12289,\n", " 96.78089977,\n", " 5870],\n", " ['Oklahoma Wesleyan University',\n", " 'Malwr',\n", " 95.09025143,\n", " 33483,\n", " 94.56815827,\n", " 3425],\n", " ['Old Dominion University', 'Attack', 95.90817593, 4649, 95.06567461, 1800],\n", " ['Olivet College', 'Malwr', 96.47497303, 33617, 95.09025143, 7638],\n", " ['Olivet Nazarene University',\n", " 'Malwr',\n", " 95.42037186,\n", " 33921,\n", " 95.90817593,\n", " 8729],\n", " ['Oral Roberts University', 'Attack', 94.30404556, 24547, 96.47497303, 1593],\n", " ['Oregon Health & Science University',\n", " 'Attack',\n", " 96.56688202,\n", " 30511,\n", " 95.42037186,\n", " 8256],\n", " ['Oregon Institute of Technology',\n", " 'Attack',\n", " 95.24487463,\n", " 36764,\n", " 94.30404556,\n", " 2146],\n", " ...]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comlist = []\n", "for n in range(0,3):\n", " for i in range(0,data_len):\n", " itemlist = []\n", " locdata = copy_df.iloc[i]\n", " for item in nCr[n]:\n", " itemlist.append(locdata[item])\n", " comlist.append(itemlist)\n", " \n", "comlist #아이템들의 조합. nCr을 한 아이템들의 조합들. 이걸로 순서를 찾아보자." ] }, { "cell_type": "code", "execution_count": 25, "id": "e886a68b", "metadata": {}, "outputs": [], "source": [ "## 여기도 내 코드\n", "\n", "test_ntm = new_ps.frequent(1,filter = lambda patt, matches:len(patt)>5)\n", "test_ntm_df = pd.DataFrame(test_ntm)\n", "test_ntm_df.rename(columns={0:'Frequency', 1:'Cause'}, inplace=True)\n", "# Make the new column for filling the Effect\n", "test_ntm_df['Effect']=np.nan\n", "# Change the order of columns\n", "test_ntm_df=test_ntm_df[['Cause','Effect','Frequency']]\n", "test_sort_values = test_ntm_df.sort_values(by=['Frequency'],ascending=False,ignore_index=True)\n", "##" ] }, { "cell_type": "code", "execution_count": 26, "id": "bfabfd2d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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CauseEffectFrequency
0[Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE...NaN315
1[Malwr, 대한민국, Malwr-Resource-29-01-coi...NaN97
2[Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE...NaN89
3[Attack, 러시아, Attack-Scan-29-01-PHPUnit(...NaN83
4[Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE...NaN68
............
13105397[Centralia College, 16798, 7714, 대한민국,...NaN1
13105398[Centralia College, 16798, 7714, 대한민국,...NaN1
13105399[Centralia College, 16798, 7714, 대한민국,...NaN1
13105400[Centralia College, 16798, 7714, 대한민국,...NaN1
13105401[46191, 8781, Spx, 싱가포르, Attack-BruteF...NaN1
\n", "

13105402 rows × 3 columns

\n", "
" ], "text/plain": [ " Cause Effect Frequency\n", "0 [Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE... NaN 315\n", "1 [Malwr, 대한민국, Malwr-Resource-29-01-coi... NaN 97\n", "2 [Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE... NaN 89\n", "3 [Attack, 러시아, Attack-Scan-29-01-PHPUnit(... NaN 83\n", "4 [Attack, 중국, Attack-Scan-29-01-PHPUnit(CVE... NaN 68\n", "... ... ... ...\n", "13105397 [Centralia College, 16798, 7714, 대한민국,... NaN 1\n", "13105398 [Centralia College, 16798, 7714, 대한민국,... NaN 1\n", "13105399 [Centralia College, 16798, 7714, 대한민국,... NaN 1\n", "13105400 [Centralia College, 16798, 7714, 대한민국,... NaN 1\n", "13105401 [46191, 8781, Spx, 싱가포르, Attack-BruteF... NaN 1\n", "\n", "[13105402 rows x 3 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prefix_NTM_df = test_sort_values.copy()\n", "prefix_NTM_df" ] }, { "cell_type": "code", "execution_count": null, "id": "6d12effb", "metadata": {}, "outputs": [], "source": [ "# Define the function that find the rule name \n", "# 데이터 크기를 줄여서 실행해본 결과 정상 작동함.\n", "for i in range(0,len(prefix_NTM_df)):\n", " drules=['Attack','DDOS','HACK','MAIL','Malwr','WEB']\n", " loc_value = prefix_NTM_df.loc[i]\n", " for item in prefix_NTM_df.loc[i,'Cause']:\n", " for drule in drules:\n", " if item == drule:\n", " prefix_NTM_df.loc[i,'Effect'] = drule\n", " break " ] }, { "cell_type": "code", "execution_count": 27, "id": "6041ff3d", "metadata": { "scrolled": true }, "outputs": [], "source": [ "prefix_NTM_df['Cause'] = [','.join(map(str, word))for word in prefix_NTM_df['Cause']]\n", "# Cause Column을 하나의 string으로 변환." ] }, { "cell_type": "code", "execution_count": null, "id": "cf62ed4e", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# 정규표현식 사용해서 매칭하기.\n", "# 정규표현식 사용하는 틀. words에 배열만 넣으면 된다.\n", "def regbase(words):\n", " base = r'^{}'\n", " expr = '(?=.*{})'\n", " ret = base.format(''.join(expr.format(w) for w in words))\n", " return ret\n", "\n", "for i in range(0,20):\n", " print(comlist[i])\n", " print(prefix_NTM_df[prefix_NTM_df['Cause'].str.contains(regbase(comlist[i]),na=False,regex=True)])" ] }, { "cell_type": "code", "execution_count": null, "id": "4c79ee12", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.0" } }, "nbformat": 4, "nbformat_minor": 5 }