diff --git "a/research/07_adult_content_dataset.ipynb" "b/research/07_adult_content_dataset.ipynb" new file mode 100644--- /dev/null +++ "b/research/07_adult_content_dataset.ipynb" @@ -0,0 +1,876 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os; os.chdir('..')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ubuntu/SentenceStructureComparision/venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from datasets import load_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# ! wget \"https://huggingface.co/datasets/valurank/Adult-content-dataset/blob/main/final_adult_content.xlsx\" data\n", + "\n", + "# !wget \"https://view.officeapps.live.com/op/view.aspx?src=https%3A%2F%2Fhuggingface.co%2Fdatasets%2Fvalurank%2FAdult-content-dataset%2Fresolve%2Fmain%2Ffinal_adult_content.xlsx&wdOrigin=BROWSELINK\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df= pd.read_excel(\n", + " 'data/final_adult_content.xlsx'\n", + "\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Adult" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Gay Men Ring Free gay tube for mature gay men updated with gay porn videos and gay sex movies',\n", + " 'SeeMomSuck is packed with the best Amateur Step Mom Blowjobs Download Hot x000D Mom and Teen Blowjob Videos at SeeMomSuck',\n", + " 'xReview com provides in depth porn site reviews and offers discount codes and links of up to 75 off some of the top porn sites on the Internet',\n", + " 'Siterip Download Download Free Siterips and Videos from paysites oday daily update mydirtyhobby free download or watch online',\n", + " 'Trending Topics Femdom Clips Taboo Fetish Porn Ballon Cosplay Porn Sissy Porn Sissy hypno JOI CEI',\n", + " 'Free porn videos with horny teens Teenage girls ready to fuck',\n", + " 'If you want to be a part 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Booble is an unbiased adult porn search engine and porn directory which provides users with a free porn search porn categories search cam site search adult personals search and erotica search and we also offer free porn galleries and sex toy shopping'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "entire_text= '. '.join(list_of_adult_content)\n", + "entire_text" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from summa import keywords" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "porn videos\n", + "free\n", + "sex\n", + "video\n", + "com\n", + "movies\n", + "movie\n", + "movis\n", + "adult\n", + "adults\n", + "teen\n", + "teens\n", + "amateur\n", + "amateurs\n", + "girls\n", + "girl\n" + ] + } + ], + "source": [ + "\n", + "print(keywords.keywords(entire_text, words=10))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Keyphrase: porn videos : score 0.00021046136714160895\n", + "Keyphrase: Free porn videos : score 0.00022730716847463002\n", + "Keyphrase: porn : score 0.00035673798677047104\n", + "Keyphrase: Free porn : score 0.00038189174942471503\n", + "Keyphrase: Free Porn Tube : score 0.0006244722391094571\n", + "Keyphrase: gay porn videos : score 0.0006591219612411022\n", + "Keyphrase: porn tube : score 0.0007048806186917205\n", + "Keyphrase: Free : score 0.000763913443360649\n", + "Keyphrase: videos : score 0.0007725136655918989\n", + "Keyphrase: Mature porn tube : score 0.0009859552065829523\n", + "Keyphrase: sex : score 0.0010189646898826836\n", + "Keyphrase: Porn Movies : score 0.0011290530917577029\n", + "Keyphrase: tube porn videos : score 0.001159464894875102\n", + "Keyphrase: porn tube videos : score 0.001159464894875102\n", + "Keyphrase: free gay porn : score 0.0012431919820271435\n", + "Keyphrase: download porn videos : score 0.0012756674010772978\n", + "Keyphrase: free porn movies : score 0.001335948591969857\n", + "Keyphrase: gay porn movies : score 0.001363776840447469\n", + "Keyphrase: porn videos free : score 0.0013638430108477801\n", + "Keyphrase: free sex movies : score 0.0013840250990524976\n", + "Keyphrase: free sex : score 0.0014791627332501544\n", + "Keyphrase: free porn site : score 0.0014951355255862263\n", + "Keyphrase: gay porn : score 0.0015313443108881401\n", + "Keyphrase: porn videos Watch : score 0.0016107905951814403\n", + "Keyphrase: xxx porn videos : score 0.0016231047046583419\n", + "Keyphrase: sex movies : score 0.0016264258589937957\n", + "Keyphrase: Amateur Porn Videos : score 0.0016266769056551336\n", + "Keyphrase: sex videos : score 0.0016695879023398798\n", + "Keyphrase: FREE Sex videos : score 0.0018797226122401927\n", + "Keyphrase: xxx videos : score 0.0019225363299555209\n", + "Keyphrase: Porn videos Mom : score 0.002040362458959207\n", + "Keyphrase: Porn Porn Video : score 0.0020436265853815087\n", + "Keyphrase: free XXX video : score 0.0021708169784758788\n", + "Keyphrase: Free Porn Porn : score 0.002199747532537026\n", + "Keyphrase: Videos Japanese Porn : score 0.0022234902533898944\n", + "Keyphrase: gay sex movies : score 0.002362315539162821\n", + "Keyphrase: Mature porn : score 0.0024087205201249566\n", + "Keyphrase: movies : score 0.002444360710730379\n", + "Keyphrase: videos porn videos : score 0.002533470350716886\n", + "Keyphrase: porn tube site : score 0.002557204287184016\n", + "Keyphrase: tube : score 0.0025982724507182904\n", + "Keyphrase: Watch free porn : score 0.0026044295826322425\n", + "Keyphrase: xxx : score 0.002643623919253555\n", + "Keyphrase: mature : score 0.002656808874741971\n", + "Keyphrase: porn videos Daily : score 0.002704122728135734\n", + "Keyphrase: Free download porn : score 0.0027504831784604137\n", + "Keyphrase: Porn Videos Sex : score 0.0028129738982658665\n", + "Keyphrase: porn site : score 0.002814995435770124\n", + "Keyphrase: Free gay tube : score 0.0028488655227884028\n", + "Keyphrase: mature porn videos : score 0.002870088875685852\n", + "Keyphrase: Porn videos Mature : score 0.002870088875685852\n", + "Keyphrase: porn video Asian : score 0.0029699237469614057\n", + "Keyphrase: free porn sex : score 0.0030290431950432827\n", + "Keyphrase: free sex porn : score 0.0030290431950432827\n", + "Keyphrase: Sex free porn : score 0.0030290431950432827\n", + "Keyphrase: Free porn Mature : score 0.0030906342921613417\n", + "Keyphrase: free mature porn : score 0.0030906342921613417\n", + "Keyphrase: mature sex porn : score 0.00318750827785623\n", + "Keyphrase: porn xxx videos : score 0.0032462094093166837\n", + "Keyphrase: free shemale porn : score 0.0033368146111226776\n", + "Keyphrase: video Free download : score 0.003423040785644258\n", + "Keyphrase: Quality Porn Videos : score 0.003430017472271082\n", + "Keyphrase: Ring Free gay : score 0.003457668583348452\n", + "Keyphrase: free porn xxx : score 0.0034963201527045754\n", + "Keyphrase: porn Free XXX : score 0.0034963201527045754\n", + "Keyphrase: free XXX porn : score 0.003496320152704576\n", + "Keyphrase: FREE hardcore porn : score 0.003578959548088495\n", + "Keyphrase: xxx porn sex : score 0.0036062106300855956\n", + "Keyphrase: Free Tube Porn : score 0.0037468334346567427\n", + "Keyphrase: Download Porn : score 0.003751618201322957\n", + "Keyphrase: Porn videos Teen : score 0.0038527155549565174\n", + "Keyphrase: sex porn tube : score 0.0038647965243391205\n", + "Keyphrase: Porn Tube Sex : score 0.0038647965243391205\n", + "Keyphrase: video : score 0.003883447075678195\n", + "Keyphrase: sex video : score 0.0038957051054597197\n", + "Keyphrase: porn movies free : score 0.00400784577590957\n", + "Keyphrase: movies free porn : score 0.00400784577590957\n", + "Keyphrase: free free sex : score 0.0040495084446732915\n", + "Keyphrase: FREE porn pics : score 0.004110947159898179\n", + "Keyphrase: porn sex movies : score 0.004134248117986093\n", + "Keyphrase: Free Teen Porn : score 0.004150825662319742\n", + "Keyphrase: sex free sex : score 0.004176971271793294\n", + "Keyphrase: quality gay porn : score 0.004264052171802222\n", + "Keyphrase: xxx porn : score 0.004348273430169565\n", + "Keyphrase: JAPANESE porn videos : score 0.004446980506779789\n", + "Keyphrase: porn sites porn : score 0.004456835284155335\n", + "Keyphrase: XXX Porn Tube : score 0.004464775400345\n", + "Keyphrase: xxx sex video : score 0.004478523443218188\n", + "Keyphrase: Porn Videos Gay : score 0.0046138537286877146\n", + "Keyphrase: Videos Gay Porn : score 0.004613853728687715\n", + "Keyphrase: Free Tube Videos : score 0.00465400005233332\n", + "Keyphrase: free live sex : score 0.004722406804918353\n", + "Keyphrase: Free porn Japanese : score 0.004792509863650243\n", + "Keyphrase: tube videos : score 0.00480117741251048\n", + "Keyphrase: free xxx : score 0.004827172383476268\n", + "Keyphrase: Watch porn videos : score 0.004832371785544321\n", + "Keyphrase: free Granny porn : score 0.004883975022467523\n", + "Keyphrase: Gay : score 0.004898926502700383\n", + "Keyphrase: Porn Sissy Porn : score 0.005079150131846277\n", + "Keyphrase: Mature xxx sex : score 0.005079768799293008\n" + ] + } + ], + "source": [ + "\n", + "import yake\n", + "kw_extractor = yake.KeywordExtractor(top=100, stopwords=None)\n", + "keywords = kw_extractor.extract_keywords(entire_text)\n", + "for kw, v in keywords:\n", + " print(\"Keyphrase: \",kw, \": score\", v)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('live webcam shows', 9.0), ('start breathtaking journey', 9.0), ('mail order brides', 9.0), ('enf cmnf embarrassment', 9.0), ('spanish subbed censored', 9.0), ('photographer skokoff discovering', 9.0), ('security fully encrypted', 9.0), ('peasant woman treason', 9.0), ('writing dark fiction', 9.0), ('discreet shopping guaranteed', 9.0)]\n" + ] + } + ], + "source": [ + "from multi_rake import Rake\n", + "rake = Rake()\n", + "keywords = rake.apply(entire_text)\n", + "print(keywords[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "kw_extractor = yake.KeywordExtractor(top=1100, stopwords=None)\n", + "keywords = kw_extractor.extract_keywords(entire_text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open('data_categories/Adult.csv', 'a') as f:\n", + " for i in keywords:\n", + " f.write(i[0]+'\\n')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "s= '''\n", + "1. Hate speech or discriminatory content.\n", + "2. Explicit or adult content.\n", + "3. Personal attacks or harassment.\n", + "4. Promoting illegal activities.\n", + "5. Violence or harm to others.\n", + "6. Sensitive personal information or data privacy violations.\n", + "7. Self-harm or suicide-related discussions.\n", + "8. Topics that could be triggering for individuals with PTSD or other mental health concerns.\n", + "9. Inflammatory or extremist viewpoints.\n", + "Certainly, I can provide more information about the topics I mentioned:\n", + "\n", + "1. **Hate speech or discriminatory content:** Hate speech is speech, conduct, or expression that offends, threatens, or insults individuals or groups based on attributes such as race, religion, ethnic origin, sexual orientation, disability, or gender. It promotes discrimination and can lead to harm.\n", + "\n", + "2. **Explicit or adult content:** This refers to material that is sexually explicit or pornographic. Such content may not be appropriate for all audiences and is often restricted or regulated by laws and policies.\n", + "\n", + "3. **Personal attacks or harassment:** Personal attacks involve verbally or emotionally attacking someone, often with the intention of causing harm or distress. Harassment is a pattern of aggressive or unwanted behavior, such as stalking, bullying, or threatening someone.\n", + "\n", + "4. **Promoting illegal activities:** This involves discussing, endorsing, or encouraging illegal actions, such as drug use, theft, fraud, hacking, or other criminal activities.\n", + "\n", + "5. **Violence or harm to others:** Discussions that encourage or glorify violence, self-harm, or harm to others can be harmful and inappropriate. It's important to maintain a safe and respectful environment in discussions.\n", + "\n", + "6. **Sensitivity personal information or data privacy violations:** Sharing someone's personal information without their consent, often referred to as doxxing, is a privacy violation. Protecting people's privacy and personal data is essential.\n", + "\n", + "7. **Self-harm or suicide-related discussions:** These are sensitive topics and should be approached with care. It's crucial to provide support and encourage those in need to seek professional help.\n", + "\n", + "8. **Topics that could be triggering for individuals with PTSD or other mental health concerns:** Discussions related to traumatic events or mental health challenges should be handled with sensitivity. Be aware that certain topics can trigger distressing emotions or memories in some individuals.\n", + "\n", + "9. **Inflammatory or extremist viewpoints:** Extreme or inflammatory viewpoints can lead to polarization and hostility. It's generally advisable to engage in discussions that promote understanding and open dialogue rather than divisive or extreme views.\n", + "\n", + "In online and offline interactions, it's important to be mindful of these topics and consider the feelings and well-being of others. Respect, empathy, and responsible communication are key to maintaining a positive and safe environment for everyone.\n", + "\n", + "Of course, I can provide a more detailed explanation of these topics:\n", + "\n", + "1. **Hate speech or discriminatory content:** Hate speech is speech, conduct, writing, or expressions that discriminate or promote discrimination against individuals or groups based on attributes such as race, religion, nationality, gender, sexual orientation, disability, or other characteristics. It often includes offensive language, stereotypes, or harmful stereotypes and can contribute to a hostile or unsafe environment for affected individuals.\n", + "\n", + "2. **Explicit or adult content:** Explicit or adult content typically refers to material that is sexually explicit, pornographic, or contains graphic depictions of sexual acts. This content may not be suitable for all audiences and is subject to age restrictions and content regulations in many jurisdictions.\n", + "\n", + "3. **Personal attacks or harassment:** Personal attacks involve directing hostile or offensive language or behavior towards an individual, often with the intent to demean, harm, or upset them. Harassment refers to a pattern of ongoing and unwanted behavior, which can include threats, intimidation, stalking, or bullying.\n", + "\n", + "4. **Promoting illegal activities:** This includes discussing, advocating, or endorsing actions that are illegal and prohibited by law. It might encompass various activities such as drug trafficking, theft, fraud, hacking, or other criminal actions.\n", + "\n", + "5. **Violence or harm to others:** Encouraging, glorifying, or endorsing violence or harm towards individuals or groups can lead to real-world harm. Discussions that promote such behavior are generally considered unethical and inappropriate.\n", + "\n", + "6. **Sensitive personal information or data privacy violations:** Sharing someone's personal information without their consent is a violation of their privacy and can lead to harm, harassment, or identity theft. Protecting individuals' personal data is essential in the digital age.\n", + "\n", + "7. **Self-harm or suicide-related discussions:** These topics are highly sensitive and should be approached with extreme care and empathy. Discussing self-harm or suicide without the appropriate support and resources can be harmful. It's important to encourage individuals in distress to seek professional help.\n", + "\n", + "8. **Topics that could be triggering for individuals with PTSD or other mental health concerns:** Certain topics, such as traumatic events or mental health issues, can trigger severe distress or exacerbate symptoms in individuals with PTSD or other mental health concerns. It's important to approach such topics with caution and provide appropriate support when needed.\n", + "\n", + "9. **Inflammatory or extremist viewpoints:** Inflammatory viewpoints are those that are deliberately provocative, offensive, or designed to incite anger or outrage. Extreme or extremist viewpoints often involve radical ideologies and can contribute to division and hostility in discussions. Engaging in conversations that promote understanding and open dialogue is generally more constructive.\n", + "\n", + "In summary, these topics can be divisive, offensive, and harmful. When discussing or encountering them, it's essential to approach with respect, empathy, and a focus on maintaining a positive and safe environment for everyone involved.\n", + "Toxic\tContent that is rude, disrespectful, or unreasonable.\n", + "Derogatory\tNegative or harmful comments targeting identity and/or protected attributes.\n", + "Violent\tDescribes scenarios depicting violence against an individual or group, or general descriptions of gore.\n", + "Sexual\tContains references to sexual acts or other lewd content.\n", + "Insult\tInsulting, inflammatory, or negative comment towards a person or a group of people.\n", + "Profanity\tObscene or vulgar language such as cursing.\n", + "Death, Harm & Tragedy\tHuman deaths, tragedies, accidents, disasters, and self-harm.\n", + "Firearms & Weapons\tContent that mentions knives, guns, personal weapons, and accessories such as ammunition, holsters, etc.\n", + "Public Safety\tServices and organizations that provide relief and ensure public safety.\n", + "Health\tHuman health, including: Health conditions, diseases, and disorders Medical therapies, medication, vaccination, medical practices, and resources for healing, including support groups.\n", + "Religion & Belief\tBelief systems that deal with the possibility of supernatural laws and beings; religion, faith, belief, spiritual practice, churches, and places of worship. Includes astrology and the occult.\n", + "Illicit Drugs\tRecreational and illicit drugs; drug paraphernalia and cultivation, headshops, etc. Includes medicinal use of drugs typically used recreationally (e.g. marijuana).\n", + "War & Conflict\tWar, military conflicts, and major physical conflicts involving large numbers of people. Includes discussion of military services, even if not directly related to a war or conflict.\n", + "Finance\tConsumer and business financial services, such as banking, loans, credit, investing, and insurance.\n", + "Politics\tPolitical news and media; discussions of social, governmental, and public policy.\n", + "Legal\tLaw-related content, including law firms, legal information, primary legal materials, paralegal services, legal publications and technology, expert witnesses, litigation consultants, and other legal service providers.\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import yake\n", + "kw_extractor = yake.KeywordExtractor(top=1000, stopwords=None)\n", + "keywords = kw_extractor.extract_keywords(s)\n", + "# for kw, v in keywords:\n", + "# print(\"Keyphrase: \",kw, \": score\", v)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "with open('/home/ubuntu/SentenceStructureComparision/data_categories/Sensitive Subjects.csv', 'a') as f:\n", + " for i in keywords:\n", + " f.write(i[0]+'\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}