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PhishingDETECT_clf.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8b8004814e65f5c160eede9f3f64f2c44b4931442bebacde0dd7ab777386424c
+size 10866069

Procfile

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+web: sh setup.sh && streamlit run app.py

app.py

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+import streamlit as st
+import pandas as pd
+import numpy as np
+import pickle
+import base64
+import seaborn as sns
+import matplotlib.pyplot as plt
+
+import symbol
+
+st.write("""
+# WebPhishing Detection App
+
+WebPhishing Detection App adalah sebuah aplikasi untuk mendeteksi sebuah Phishing pada situs web. 
+Aplikasi ini menggunakan berbagai macam paramater untuk menujukan bahwa situs Phishing atau Normal
+
+
+""")
+
+
+url_dataset = f'<a href="phishing.csv">Download Dataset CSV File</a>'
+st.markdown(url_dataset, unsafe_allow_html=True)
+
+def user_input_features() :
+    UsingIP = st.sidebar.selectbox('UsingIP', ('YA', 'Tidak'))
+    LongURL = st.sidebar.selectbox('LongURL', ('YA', 'Tidak'))
+    ShortURL = st.sidebar.selectbox('Short URL', ('YA', 'Tidak'))
+    Symbol = st.sidebar.selectbox('Symbol', ('YA', 'Tidak'))
+    Redirecting = st.sidebar.selectbox('Redirecting', ('YA', 'Tidak'))
+    PrefixSuffix = st.sidebar.selectbox('PrefixSuffix', ('YA', 'Tidak'))
+    SubDomains = st.sidebar.selectbox('SubDomains', ('YA', 'Tidak'))
+    HTTPS = st.sidebar.selectbox('HTTPS', ('YA', 'Tidak'))
+    DomainRegLen = st.sidebar.selectbox('DomainRegLen', ('YA', 'Tidak'))
+    Favicon = st.sidebar.selectbox('Favicon', ('YA', 'Tidak'))
+    NonStdPort = st.sidebar.selectbox('NonStdPort', ('YA', 'Tidak'))
+    HTTPSDomainURL = st.sidebar.selectbox('HTTPSDomainURL', ('YA', 'Tidak'))
+    RequestURL = st.sidebar.selectbox('RequestURL', ('YA', 'Tidak'))
+    AnchorURL = st.sidebar.selectbox('AnchorURL', ('YA', 'Tidak'))
+    LinksInScriptTags = st.sidebar.selectbox('LinksInScriptTags', ('YA', 'Tidak'))
+    ServerFormHandler = st.sidebar.selectbox('ServerFormHandler', ('YA', 'Tidak'))
+    InfoEmail = st.sidebar.selectbox('InfoEmail', ('YA', 'Tidak'))
+    AbnormalURL = st.sidebar.selectbox('AbnormalURL', ('YA', 'Tidak'))
+    WebsiteForwarding = st.sidebar.selectbox('WebsiteForwarding', ('YA', 'Tidak'))
+    StatusBarCust = st.sidebar.selectbox('StatusBarCust', ('YA', 'Tidak'))
+    DisableRightClick = st.sidebar.selectbox('DisableRightClick', ('YA', 'Tidak'))
+    UsingPopupWindow = st.sidebar.selectbox('UsingPopupWindow', ('YA', 'Tidak'))
+    IframeRedirection = st.sidebar.selectbox('IframeRedirection', ('YA', 'Tidak'))
+    AgeofDomain = st.sidebar.selectbox('AgeofDomain', ('YA', 'Tidak'))
+    DNSRecording = st.sidebar.selectbox('DNSRecording', ('YA', 'Tidak'))
+    WebsiteTraffic = st.sidebar.selectbox('WebsiteTraffic', ('YA', 'Tidak'))
+    PageRank = st.sidebar.selectbox('PageRank', ('YA', 'Tidak'))
+    GoogleIndex = st.sidebar.selectbox('GoogleIndex', ('YA', 'Tidak'))
+    LinksPointingToPage = st.sidebar.selectbox('LinksPointingToPage', ('YA', 'Tidak'))
+    StatsReport = st.sidebar.selectbox('StatsReport', ('YA', 'Tidak'))
+  
+   # phishingYT01 = 1
+    #if(phishingYT == 'Left') :
+        #phishingYT01 = 0
+   
+    usingip = -1
+    if(UsingIP == 'YA') :
+        usingip = 1
+    longurl = -1
+    if(LongURL == 'YA') :
+        longurl =1
+    shorturl = -1
+    if(ShortURL == 'YA') :
+        shorturl =1
+    symbol = -1
+    if(Symbol == 'YA') :
+        symbol =1
+    redirecting = -1
+    if(Redirecting == 'YA') :
+        redirecting =1
+    subdomains = -1
+    if(SubDomains == 'YA') :
+        subdomains =1
+    prefixsuffix = -1
+    if(PrefixSuffix == 'YA') :
+        prefixsuffix =1
+    https = -1
+    if(HTTPS == 'YA') :
+        https =1
+    domainreglen = -1
+    if(DomainRegLen == 'YA') :
+        domainreglen =1
+    favicon = -1
+    if(Favicon == 'YA') :
+        favicon =1
+    nonstdport = -1
+    if(NonStdPort == 'YA') :
+        nonstdport =1
+    httpsdomainurl = -1
+    if(HTTPSDomainURL == 'YA') :
+        httpsdomainurl =1
+    requesturl = -1
+    if(RequestURL == 'YA') :
+        requesturl =1
+    anchorurl = -1
+    if(AnchorURL == 'YA') :
+        anchorurl =1
+    linksinscripttags = -1
+    if(LinksInScriptTags == 'YA') :
+        linksinscripttags =1
+    serverformhandler = -1
+    if(ServerFormHandler == 'YA') :
+        serverformhandler =1
+    infoemail = -1
+    if(InfoEmail == 'YA') :
+        infoemail  =1
+    abnormalurl = -1
+    if(AbnormalURL == 'YA') :
+        abnormalurl =1
+    websiteforwarding = 0
+    if(WebsiteForwarding == 'Tidak') :
+        websiteforwarding = 0
+    statusbarcust = -1
+    if(StatusBarCust == 'YA') :
+        statusbarcust  =1
+    disablerightclick = -1
+    if(DisableRightClick == 'YA') :
+        disablerightclick  =1
+    usingpopupwindow = -1
+    if(UsingPopupWindow == 'YA') :
+        usingpopupwindow  =1
+    iframeredirection = -1
+    if(IframeRedirection == 'YA') :
+        iframeredirection  =1
+    ageofdomain = -1
+    if(AgeofDomain == 'YA') :
+        ageofdomain  =1
+    dnsrecording = -1
+    if(DNSRecording == 'YA') :
+        dnsrecording  =1
+    websitetraffic = -1
+    if(WebsiteTraffic == 'YA') :
+        websitetraffic  =1
+    pagerank= -1
+    if(PageRank== 'YA') :
+        pagerank  =1
+    googleindex = -1
+    if(GoogleIndex == 'YA') :
+        googleindex  =1
+    linkspointingtopage= -1
+    if(LinksPointingToPage== 'YA') :
+        linkspointingtopage  =1
+    statsreport= -1
+    if(StatsReport== 'YA') :
+        statsreport  =1
+   
+   #data = {'phishingYT':[phishingYT01], 
+
+    data = { 
+    'UsingIP':[usingip],
+    'LongURL':[longurl],
+    'ShortURL':[shorturl],
+    'Symbol@':[symbol],
+    'Redirecting//':[redirecting],
+    'SubDomains':[subdomains],
+    'PrefixSuffix-':[prefixsuffix],
+    'HTTPS':[https],
+    'DomainRegLen':[domainreglen],
+    'Favicon':[favicon],
+    'NonStdPort':[nonstdport],
+    'HTTPSDomainURL':[httpsdomainurl],
+    'RequestURL':[requesturl],
+    'AnchorURL':[anchorurl],
+    'LinksInScriptTags':[linksinscripttags],
+    'ServerFormHandler':[serverformhandler ],
+    'InfoEmail':[infoemail],
+    'AbnormalURL':[abnormalurl],
+    'WebsiteForwarding':[websiteforwarding],
+    'StatusBarCust':[statusbarcust],
+    'DisableRightClick':[disablerightclick],
+    'UsingPopupWindow':[usingpopupwindow],
+    'IframeRedirection':[iframeredirection],
+    'AgeofDomain':[ageofdomain],
+    'DNSRecording':[dnsrecording],
+    'WebsiteTraffic':[websitetraffic],
+    'PageRank':[pagerank],
+    'GoogleIndex':[googleindex],
+    'LinksPointingToPage':[linkspointingtopage],
+    'StatsReport':[statsreport]}
+
+    features = pd.DataFrame(data)
+    return features
+
+input_df = user_input_features()
+
+phishing_raw = pd.read_csv('phishing.csv')
+phishing_raw.fillna(0, inplace=True)
+phishing = phishing_raw.drop(columns=['class'])
+df = pd.concat([input_df, phishing],axis=0)
+
+df = df[:1] # Selects only the first row (the user input data)
+df.fillna(0, inplace=True)
+
+features = ['UsingIP', 'LongURL', 'ShortURL', 'Symbol@', 'Redirecting//',
+       'PrefixSuffix-', 'SubDomains', 'HTTPS', 'DomainRegLen', 'Favicon',
+       'NonStdPort', 'HTTPSDomainURL', 'RequestURL', 'AnchorURL',
+       'LinksInScriptTags', 'ServerFormHandler', 'InfoEmail', 'AbnormalURL',
+       'WebsiteForwarding', 'StatusBarCust', 'DisableRightClick',
+       'UsingPopupWindow', 'IframeRedirection', 'AgeofDomain', 'DNSRecording',
+       'WebsiteTraffic', 'PageRank', 'GoogleIndex', 'LinksPointingToPage',
+       'StatsReport']
+
+df = df[features]
+
+st.subheader('User Input features')
+st.write(df)
+load_clf = pickle.load(open('PhishingDETECT_clf.pkl', 'rb'))
+detection = load_clf.predict(df)
+if(detection < 0) :
+    detection = 0
+detection_proba = load_clf.predict_proba(df)
+phishing_labels = np.array(['Normal', 'Phishing'])
+st.subheader('Detection')
+st.write(phishing_labels[detection])
+st.subheader('Detection Probability')
+df_prob = pd.DataFrame(data=detection_proba, index=['Probability'], columns=phishing_labels)
+st.write(df_prob)

requirements.txt

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+matplotlib==3.4.3
+numpy==1.20.3
+pandas==1.3.4
+seaborn==0.11.2
+streamlit==1.11.0
+sklearn

setup.sh

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+mkdir -p ~/.streamlit/
+
+echo "\
+[general]\n\
+email = \"your-email@domain.com\"\n\
+" > ~/.streamlit/credentials.toml
+
+echo "\
+[server]\n\
+headless = true\n\
+enableCORS=false\n\
+port = $PORT\n\
+" > ~/.streamlit/config.toml