{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os; os.chdir('..')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Health.csv',\n", " 'Books_and_Literature.csv',\n", " 'Autos_and_Vehicles.csv',\n", " 'Real Estate.csv',\n", " 'Travel_and_Transportation.csv',\n", " 'Law_and_Government.csv',\n", " 'Hobbies_and_Leisure.csv',\n", " 'People_and_Society.csv',\n", " 'Sports.csv',\n", " 'Finance.csv',\n", " 'Science.csv',\n", " 'Sensitive Subjects.csv',\n", " 'Home_and_Garden.csv',\n", " 'Adult.csv',\n", " 'Beauty_and_Fitness.csv',\n", " 'Arts_and_Entertainment.csv',\n", " 'Food_and_Drink.csv',\n", " 'News.csv',\n", " 'Internet_and_Telecom.csv',\n", " 'Games.csv',\n", " 'Reference.csv',\n", " 'Jobs_and_Education.csv',\n", " 'Business_and_Industrial.csv',\n", " 'Shopping.csv',\n", " 'Pets_and_Animals.csv',\n", " 'Computers_and_Electronics.csv',\n", " 'Online Communities.csv']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files= os.listdir(\n", " 'data_categories'\n", ")\n", "files.remove(\n", " 'Final_Category_Data_With_Labels.csv'\n", ")\n", "files" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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category
0Healthy diet plan
1Exercise routines
2Mental health tips
3Weight loss strategies
4Heart disease prevention
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" ], "text/plain": [ " category\n", "0 Healthy diet plan\n", "1 Exercise routines\n", "2 Mental health tips\n", "3 Weight loss strategies\n", "4 Heart disease prevention" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df= pd.read_csv(\"data_categories/\"+files[0])\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "for i in range(1, len(files)):\n", " temp_df= pd.read_csv(\"data_categories/\"+files[i])\n", " df= pd.concat([\n", " temp_df, \n", " df\n", " ])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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category
0Social media groups
1Internet forums
2Virtual communities
3Online discussion boards
4Internet subcultures
......
1093First Responder Healthcare Services
1094Mental Health Support for First Responders
1095First Responder Advocacy
1096Teacher Health Education
1097Teacher Healthcare Services
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33612 rows × 1 columns

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" ], "text/plain": [ " category\n", "0 Social media groups\n", "1 Internet forums\n", "2 Virtual communities\n", "3 Online discussion boards\n", "4 Internet subcultures\n", "... ...\n", "1093 First Responder Healthcare Services\n", "1094 Mental Health Support for First Responders\n", "1095 First Responder Advocacy\n", "1096 Teacher Health Education\n", "1097 Teacher Healthcare Services\n", "\n", "[33612 rows x 1 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from utils.client import generate_keyword_intent_list" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Social media groups',\n", " 'Internet forums',\n", " 'Virtual communities',\n", " 'Online discussion boards',\n", " 'Internet subcultures',\n", " 'Online forums',\n", " 'Web-based communities',\n", " 'Digital tribes',\n", " 'Reddit subreddits',\n", " 'Facebook groups',\n", " 'Twitter communities',\n", " 'LinkedIn groups',\n", " 'Instagram niche communities',\n", " 'Discord servers',\n", " 'WhatsApp groups',\n", " 'Online gaming communities',\n", " 'YouTube fan communities',\n", " 'Meetup groups',\n", " 'Online support groups',\n", " 'Blogging networks',\n", " 'Online interest groups',\n", " 'Online hobby clubs',\n", " 'Internet-based societies',\n", " 'Virtual neighborhood communities',\n", " 'Online self-help groups',\n", " 'Community chat rooms',\n", " 'Forum discussions',\n", " 'Social networking circles',\n", " 'Niche online forums',\n", " 'Online fan clubs',\n", " 'Web-based discussion groups',\n", " 'Internet communities of practice',\n", " 'Online learning communities',\n", " 'Civic engagement forums',\n", " 'Political discussion groups',\n", " 'Technology enthusiast forums',\n", " 'Health and wellness forums',\n", " 'Parenting support communities',\n", " 'Online religious communities',\n", " 'Art and creative forums',\n", " 'Environmental activism networks',\n", " 'Food and cooking communities',\n", " 'Travel enthusiasts forums',\n", " 'Online dating communities',\n", " 'Language exchange forums',\n", " 'Career networking groups',\n", " 'Online fashion communities',\n", " 'Coding and programming forums',\n", " 'Science and tech discussion boards',\n", " 'Online book clubs',\n", " 'Fitness and wellness groups',\n", " 'Photography enthusiast forums',\n", " 'Home improvement communities',\n", " 'Online pet owner groups',\n", " 'Music fan communities',\n", " 'Gaming clans',\n", " 'Anime and manga forums',\n", " 'Online movie discussion groups',\n", " 'Social justice networks',\n", " 'LGBTQ+ support communities',\n", " 'Mental health support groups',\n", " 'Online parenting forums',\n", " 'Cooking and recipes groups',\n", " 'Travel and wanderlust communities',\n", " 'Online entrepreneurship forums',\n", " 'Online marketing networks',\n", " 'Cryptocurrency discussion groups',\n", " 'Online investment communities',\n", " 'Real estate forums',\n", " 'DIY and crafting communities',\n", " 'Fitness and bodybuilding forums',\n", " 'Yoga and wellness groups',\n", " 'Online meditation communities',\n", " 'Art and design networks',\n", " 'Fashion and style forums',\n", " 'Sustainable living communities',\n", " 'Outdoor adventure groups',\n", " 'Environmental conservation forums',\n", " 'Online gardening communities',\n", " 'Parenting advice groups',\n", " 'Pregnancy and baby forums',\n", " 'Adoption support communities',\n", " 'Online weight loss groups',\n", " 'Mental health awareness networks',\n", " 'Depression and anxiety support groups',\n", " 'Addiction recovery forums',\n", " 'Online therapy communities',\n", " 'Self-improvement networks',\n", " 'Personal development forums',\n", " 'Life coaching communities',\n", " 'Online relationship advice groups',\n", " 'Marriage counseling forums',\n", " 'Divorce support communities',\n", " 'LGBT dating and support groups',\n", " 'Polyamory and open relationships forums',\n", " 'Online nutrition and diet communities',\n", " 'Cooking and recipes sharing groups',\n", " 'Wine and culinary enthusiasts forums',\n", " 'Food blogging communities',\n", " 'Travel photography and tips networks',\n", " 'Nomadic lifestyle forums',\n", " 'Digital nomad communities',\n", " 'Online freelancing and gig economy groups',\n", " 'Web development and programming forums',\n", " 'Tech startup communities',\n", " 'Software development networks',\n", " 'Data science and machine learning forums',\n", " 'Online coding bootcamps',\n", " 'Ethical hacking and cybersecurity communities',\n", " 'Open-source software forums',\n", " 'Online gaming clans and guilds',\n", " 'MMORPG player communities',\n", " 'Console gaming forums',\n", " 'PC gaming enthusiasts groups',\n", " 'eSports teams and fans networks',\n", " 'Board game and tabletop gaming communities',\n", " 'Card game enthusiasts forums',\n", " 'Video game streaming and content creation groups',\n", " 'Movie and TV show fan forums',\n", " 'Film and TV series analysis communities',\n", " 'Online book clubs and literary discussion groups',\n", " 'E-book and audiobook readers networks',\n", " 'Writing and storytelling forums',\n", " 'Poetry and creative writing communities',\n", " 'Webcomics and graphic novels discussion groups',\n", " 'Art appreciation and critique networks',\n", " 'Visual arts and crafts sharing forums',\n", " 'Digital art and design communities',\n", " 'Fashion and beauty bloggers networks',\n", " 'Makeup and skincare enthusiasts forums',\n", " 'Sustainable and ethical fashion communities',\n", " 'Online DIY and crafting tutorials groups',\n", " 'Woodworking and carpentry forums',\n", " 'Home improvement and interior design communities',\n", " 'Gardening and urban farming networks',\n", " 'Plant care and propagation forums',\n", " 'Pet lovers and animal welfare communities',\n", " 'Dog training and behavior discussion groups',\n", " 'Cat care and feline enthusiasts forums',\n", " 'Exotic pet owners and care networks',\n", " 'Music genres and fan communities',\n", " 'Musicians and bands discussion forums',\n", " 'Music production and composition communities',\n", " 'Gaming consoles and platforms enthusiasts forums',\n", " 'Retro gaming and classic game collectors networks',\n", " 'Anime and manga series enthusiasts groups',\n", " 'Cosplay and anime conventions communities',\n", " 'Movie and TV series spoiler discussion forums',\n", " 'Film and cinema appreciation networks',\n", " 'Social and political activism communities',\n", " 'Human rights and civil liberties advocacy forums',\n", " 'Environmental sustainability and conservation networks',\n", " 'Climate change and global warming discussion groups',\n", " 'Vegan and vegetarian lifestyle communities',\n", " 'Food and cooking competitions forums',\n", " 'Culinary and gourmet food enthusiasts networks',\n", " 'Travel destinations and vacation planning communities',\n", " 'Backpacking and budget travel forums',\n", " 'Travel photography and adventure networks',\n", " 'Remote work and freelancing lifestyle communities',\n", " 'Online business and entrepreneurship forums',\n", " 'Startups and small business networking groups',\n", " 'Digital marketing and SEO optimization networks',\n", " 'Cryptocurrency and blockchain technology forums',\n", " 'Stock trading and investment communities',\n", " 'Real estate investment and property management groups',\n", " 'DIY home improvement and renovation forums',\n", " 'Crafting and art supply exchange communities',\n", " 'Gardening tips and plant care discussion groups',\n", " 'Parenting tips and advice networks',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting communities',\n", " 'Weight loss and healthy living support groups',\n", " 'Mental health and wellness awareness networks',\n", " 'Depression and anxiety coping strategies forums',\n", " 'Addiction recovery and sobriety support communities',\n", " 'Online therapy and counseling forums',\n", " 'Personal development and self-help communities',\n", " 'Life coaching and goal setting networks',\n", " 'Relationship advice and marriage counseling forums',\n", " 'Divorce support and healing communities',\n", " 'LGBTQ+ dating and support groups',\n", " 'Polyamory and non-monogamy forums',\n", " 'Nutrition and healthy eating communities',\n", " 'Cooking and recipe sharing forums',\n", " 'Wine tasting and oenophile networks',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Homesteading and self-sufficiency networks',\n", " 'Outdoor adventure and camping forums',\n", " 'Nature photography and wildlife watching communities',\n", " 'Birdwatching and ornithology discussions',\n", " 'Hiking and trekking enthusiasts forums',\n", " 'Mountain biking and cycling networks',\n", " 'Running and marathon training communities',\n", " 'Yoga and mindfulness meditation forums',\n", " 'Spirituality and metaphysical discussions',\n", " 'Alternative medicine and holistic health networks',\n", " 'DIY electronics and maker communities',\n", " '3D printing and prototyping forums',\n", " 'Renewable energy and green technology discussions',\n", " 'Science fiction and fantasy book clubs',\n", " 'Horror and paranormal literature networks',\n", " 'Mystery and thriller novel discussion forums',\n", " 'Historical fiction and non-fiction book clubs',\n", " 'Poetry appreciation and analysis communities',\n", " 'Web development and programming Q&A communities',\n", " 'Design and user experience (UX) forums',\n", " 'Data analysis and visualization discussions',\n", " 'Artificial intelligence and machine learning communities',\n", " 'Robotics and automation technology forums',\n", " 'Cybersecurity and ethical hacking discussions',\n", " 'Blockchain development and cryptocurrency forums',\n", " 'Stock market trading and investment communities',\n", " 'Real estate investing and property management forums',\n", " 'Home renovation and DIY remodeling discussions',\n", " 'Paper crafting and scrapbooking communities',\n", " 'Pottery and ceramics enthusiasts forums',\n", " 'Painting and art restoration discussions',\n", " 'Gardening and landscaping design communities',\n", " 'Sustainable farming and agriculture forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " 'Parenting tips and advice communities',\n", " 'Pregnancy and newborn care forums',\n", " 'Adoption and foster parenting support networks',\n", " 'Weight loss and healthy living tips and success stories forums',\n", " 'Mental health and wellness awareness communities',\n", " 'Depression and anxiety coping strategies discussions',\n", " 'Addiction recovery and sobriety support forums',\n", " 'Online therapy and counseling resources and recommendations networks',\n", " 'Personal development and self-help techniques and resources communities',\n", " 'Life coaching and goal setting advice forums',\n", " 'Relationship advice and marriage counseling networks',\n", " 'Divorce support and healing forums',\n", " 'LGBTQ+ dating and support communities',\n", " 'Polyamory and non-monogamy discussions',\n", " 'Nutrition and healthy eating tips and recipes forums',\n", " 'Cooking and recipe sharing communities',\n", " 'Wine tasting and oenophile discussions',\n", " 'Food blogging and culinary arts communities',\n", " 'Travel photography and adventure blogs',\n", " 'Nomadic and van life communities',\n", " 'Freelance work and remote job listings forums',\n", " 'Web development and programming tutorials',\n", " 'Tech startup advice and mentorship networks',\n", " 'Software development best practices forums',\n", " 'Data science and machine learning tutorials',\n", " 'Coding bootcamp reviews and discussions',\n", " 'Ethical hacking and cybersecurity training forums',\n", " 'Open-source software development communities',\n", " 'Gaming hardware and peripherals discussions',\n", " 'Video game mods and modding communities',\n", " 'Board game and card game strategy forums',\n", " 'Movie and TV show recommendations and reviews',\n", " 'Film and TV series plot analysis communities',\n", " 'Book recommendations and reading lists forums',\n", " 'E-book and audiobook deals and promotions networks',\n", " 'Writing prompts and creative writing challenges',\n", " 'Poetry and spoken word performance communities',\n", " 'Webcomics and graphic novel creator forums',\n", " 'Art techniques and creative process discussions',\n", " 'Fashion trends and style inspiration communities',\n", " 'Makeup tutorials and beauty product reviews forums',\n", " 'Sustainable fashion and ethical clothing networks',\n", " 'DIY home decor and crafting project tutorials',\n", " 'Woodworking and carpentry project showcases',\n", " 'Gardening tips and plant care advice forums',\n", " 'Pet adoption and rescue success stories networks',\n", " 'Dog training and obedience techniques forums',\n", " 'Cat care and feline behavior discussions',\n", " 'Exotic pet ownership and care communities',\n", " 'Music theory and composition discussions',\n", " \"Musicians' gear and instrument reviews forums\",\n", " 'Music production software and equipment advice',\n", " 'Video game release dates and news updates forums',\n", " 'Retro gaming console repair and restoration communities',\n", " 'Anime and manga series recommendations and reviews',\n", " 'Cosplay tutorials and costume creation discussions',\n", " 'Movie and TV series trivia and Easter eggs forums',\n", " 'Film and cinema history and criticism communities',\n", " 'Social and political activism campaigns and events networks',\n", " 'Human rights and civil liberties advocacy initiatives forums',\n", " 'Environmental sustainability and conservation projects networks',\n", " 'Climate change and global warming research and action discussions',\n", " 'Vegan and vegetarian diet tips and recipes forums',\n", " 'Food and cooking competitions and challenges communities',\n", " 'Culinary and gourmet food recipes and reviews networks',\n", " 'Travel destinations and vacation planning advice forums',\n", " 'Backpacking and budget travel tips and stories communities',\n", " 'Travel photography and adventure photography techniques networks',\n", " 'Remote work and freelancing lifestyle guides and tips forums',\n", " 'Online business and entrepreneurship success stories communities',\n", " 'Startups and small business growth strategies forums',\n", " 'Digital marketing and SEO optimization tools and tips networks',\n", " 'Cryptocurrency and blockchain technology news and insights forums',\n", " 'Stock trading and investment strategies discussions',\n", " 'Real estate investment and property management tips and resources communities',\n", " 'DIY home improvement and renovation project showcases',\n", " 'Crafting and art supply recommendations and reviews networks',\n", " 'Gardening tips and plant care advice forums',\n", " ...]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_keywords= df.category.values.tolist()\n", "list_of_keywords" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# max keywords 1000\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'keyword': 'facebook',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.85653967},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'taylor swift',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.93640035},\n", " 'secondary_keyword_intents': None}]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "intent_data= generate_keyword_intent_list([\n", " \"facebook\",\n", " \"taylor swift\"\n", "])\n", "intent_data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "intent_data= []" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'NoneType' object is not subscriptable", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m/home/ubuntu/FineTunedDistilledBertAIChecker/research/14_keyword_intent.ipynb Cell 13\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39m0\u001b[39m, \u001b[39mlen\u001b[39m(list_of_keywords), \u001b[39m999\u001b[39m):\n\u001b[0;32m----> 2\u001b[0m intent_data\u001b[39m+\u001b[39m\u001b[39m=\u001b[39mgenerate_keyword_intent_list(\n\u001b[1;32m 3\u001b[0m list_of_keywords[i: i\u001b[39m+\u001b[39;49m\u001b[39m1000\u001b[39;49m]\n\u001b[1;32m 4\u001b[0m )\n", "File \u001b[0;32m~/FineTunedDistilledBertAIChecker/utils/client.py:56\u001b[0m, in \u001b[0;36mgenerate_keyword_intent_list\u001b[0;34m(list_of_keywords)\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[39m# you can find the full list of the response codes here https://docs.dataforseo.com/v3/appendix/errors\u001b[39;00m\n\u001b[1;32m 54\u001b[0m \u001b[39mif\u001b[39;00m response[\u001b[39m\"\u001b[39m\u001b[39mstatus_code\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m20000\u001b[39m:\n\u001b[1;32m 55\u001b[0m \u001b[39m# print(response)\u001b[39;00m\n\u001b[0;32m---> 56\u001b[0m \u001b[39mreturn\u001b[39;00m response[\u001b[39m\"\u001b[39;49m\u001b[39mtasks\u001b[39;49m\u001b[39m\"\u001b[39;49m][\u001b[39m0\u001b[39;49m][\u001b[39m\"\u001b[39;49m\u001b[39mresult\u001b[39;49m\u001b[39m\"\u001b[39;49m][\u001b[39m0\u001b[39;49m][\u001b[39m\"\u001b[39m\u001b[39mitems\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m 57\u001b[0m \u001b[39m# do something with result\u001b[39;00m\n\u001b[1;32m 58\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 59\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39merror. Code: \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m Message: \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m (response[\u001b[39m\"\u001b[39m\u001b[39mstatus_code\u001b[39m\u001b[39m\"\u001b[39m], response[\u001b[39m\"\u001b[39m\u001b[39mstatus_message\u001b[39m\u001b[39m\"\u001b[39m]))\n", "\u001b[0;31mTypeError\u001b[0m: 'NoneType' object is not subscriptable" ] } ], "source": [ "for i in range(0, len(list_of_keywords), 999):\n", " intent_data+=generate_keyword_intent_list(\n", " list_of_keywords[i: i+1000]\n", " )\n", " " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'keyword': 'social media groups',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5249675},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.3650454}]},\n", " {'keyword': 'internet forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 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'self-improvement networks',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.4014913},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.33230722},\n", " {'label': 'commercial', 'probability': 0.36475027}]},\n", " {'keyword': 'personal development forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.55322653},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.3202739},\n", " {'label': 'commercial', 'probability': 0.3062656}]},\n", " {'keyword': 'life coaching communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.77672523},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.41150865}]},\n", " {'keyword': 'online relationship advice groups',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.43110016},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.3270106},\n", " {'label': 'commercial', 'probability': 0.41491854}]},\n", " {'keyword': 'marriage counseling forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.8752858},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.4444287}]},\n", " {'keyword': 'divorce support communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.7107201},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.43432224}]},\n", " {'keyword': 'lgbt dating and support groups',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.51472086},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.42755523}]},\n", " {'keyword': 'polyamory and open relationships forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.64548475},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'online nutrition and diet communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.6830407},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.4215085}]},\n", " {'keyword': 'cooking and recipes sharing groups',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.7182985},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'wine and culinary enthusiasts forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.6433294},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.45357993}]},\n", " {'keyword': 'food blogging communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.6913651},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'travel photography and tips networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5197292},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.3836433}]},\n", " {'keyword': 'nomadic lifestyle forums',\n", " 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[{'label': 'commercial',\n", " 'probability': 0.51415724}]},\n", " {'keyword': 'travel photography and adventure blogs',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.55916184},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.5524549}]},\n", " {'keyword': 'nomadic and van life communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.7084765},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.48902032}]},\n", " {'keyword': 'freelance work and remote job listings forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.65437454},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.41018742}]},\n", " {'keyword': 'web development and programming tutorials',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.43716866},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.4044939},\n", " {'label': 'informational', 'probability': 0.32918873}]},\n", " {'keyword': 'tech startup advice and mentorship networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.6084047},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.5893867}]},\n", " {'keyword': 'software development best practices forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.45040163},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.37396544}]},\n", " {'keyword': 'data science and machine learning tutorials',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.5100392},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'coding bootcamp reviews and discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.86939037},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'ethical hacking and cybersecurity training forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.58707035},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.34936592}]},\n", " {'keyword': 'open-source software development communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.42205796},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.34260315},\n", " {'label': 'commercial', 'probability': 0.39277583}]},\n", " {'keyword': 'gaming hardware and peripherals discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5592559},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.37258914}]},\n", " {'keyword': 'video game mods and modding communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.8005697},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.38789254}]},\n", " {'keyword': 'board game and card game strategy forums',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.49793723},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.31575}]},\n", " {'keyword': 'movie and tv show recommendations and reviews',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.48670226},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.4519758}]},\n", " {'keyword': 'film and tv series plot analysis communities',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5155158},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.34024882}]},\n", " {'keyword': 'book recommendations and reading lists forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.48087016},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.34438956}]},\n", " {'keyword': 'e-book and audiobook deals and promotions networks',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.48226148},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'writing prompts and creative writing challenges',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.525971},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.34976164}]},\n", " {'keyword': 'poetry and spoken word performance communities',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.52252245},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.4511325}]},\n", " {'keyword': 'webcomics and graphic novel creator forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5013919},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.40155312}]},\n", " {'keyword': 'art techniques and creative process discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.49836582},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.40714207},\n", " {'label': 'informational', 'probability': 0.32001328}]},\n", " {'keyword': 'fashion trends and style inspiration communities',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.58685964},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.3121441}]},\n", " {'keyword': 'makeup tutorials and beauty product reviews forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.6080299},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.46263936}]},\n", " {'keyword': 'sustainable fashion and ethical clothing networks',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.5971759},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'diy home decor and crafting project tutorials',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.48114192},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.44068465}]},\n", " {'keyword': 'woodworking and carpentry project showcases',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.71517456},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'gardening tips and plant care advice forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5686624},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.50820726}]},\n", " {'keyword': 'pet adoption and rescue success stories networks',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.6401371},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.40536284}]},\n", " {'keyword': 'dog training and obedience techniques forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.563998},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.44209975}]},\n", " {'keyword': 'cat care and feline behavior discussions',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.5798402},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'exotic pet ownership and care communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.6648634},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.42071542}]},\n", " {'keyword': 'music theory and composition discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.4722281},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.46127898},\n", " {'label': 'transactional', 'probability': 0.3536856}]},\n", " {'keyword': \"musicians' gear and instrument reviews forums\",\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.56580085},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.37034038}]},\n", " {'keyword': 'music production software and equipment advice',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.69215304},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'video game release dates and news updates forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5513905},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.37148002}]},\n", " {'keyword': 'retro gaming console repair and restoration communities',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.4441607},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.40500173},\n", " {'label': 'transactional', 'probability': 0.32543883}]},\n", " {'keyword': 'anime and manga series recommendations and reviews',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.75317925},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.30754632}]},\n", " {'keyword': 'cosplay tutorials and costume creation discussions',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.4636278},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.3847707}]},\n", " {'keyword': 'movie and tv series trivia and easter eggs forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5730846},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'film and cinema history and criticism communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.4374088},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.34424442},\n", " {'label': 'commercial', 'probability': 0.3741424}]},\n", " {'keyword': 'social and political activism campaigns and events networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.45102957},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.40946424}]},\n", " {'keyword': 'human rights and civil liberties advocacy initiatives forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.48258513},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.34667674}]},\n", " {'keyword': 'environmental sustainability and conservation projects networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.49908006},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.3395585},\n", " {'label': 'navigational', 'probability': 0.32184297}]},\n", " {'keyword': 'climate change and global warming research and action discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.56623614},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.32212174}]},\n", " {'keyword': 'vegan and vegetarian diet tips and recipes forums',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5274965},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'food and cooking competitions and challenges communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.60257614},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.31934553}]},\n", " {'keyword': 'culinary and gourmet food recipes and reviews networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5517475},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.4345675}]},\n", " {'keyword': 'travel destinations and vacation planning advice forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.52819085},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.43255687}]},\n", " {'keyword': 'backpacking and budget travel tips and stories communities',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.44783205},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.4055251}]},\n", " {'keyword': 'travel photography and adventure photography techniques networks',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.4106739},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.311316},\n", " {'label': 'commercial', 'probability': 0.3673762}]},\n", " {'keyword': 'remote work and freelancing lifestyle guides and tips forums',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.45444933},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.30650976}]},\n", " {'keyword': 'online business and entrepreneurship success stories communities',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.6611294},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.45420787}]},\n", " {'keyword': 'startups and small business growth strategies forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.7149649},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.36621255}]},\n", " {'keyword': 'digital marketing and seo optimization tools and tips networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.47359475},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.43458334}]},\n", " {'keyword': 'cryptocurrency and blockchain technology news and insights forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.76015973},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.46238843}]},\n", " {'keyword': 'stock trading and investment strategies discussions',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.579317},\n", " 'secondary_keyword_intents': [{'label': 'informational',\n", " 'probability': 0.3225866}]},\n", " {'keyword': 'real estate investment and property management tips and resources communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.66027194},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.59610665}]},\n", " {'keyword': 'diy home improvement and renovation project showcases',\n", " 'keyword_intent': {'label': 'transactional', 'probability': 0.5099707},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.3065357}]},\n", " {'keyword': 'crafting and art supply recommendations and reviews networks',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.6218714},\n", " 'secondary_keyword_intents': [{'label': 'transactional',\n", " 'probability': 0.33622918}]},\n", " {'keyword': 'gardening tips and plant care advice forums',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.5686624},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.50820726}]},\n", " ...]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "intent_data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import json" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "json.dump(\n", " intent_data,\n", " open(\"data/intent_data_dataforseo.json\", \"w\")\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "31000" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(intent_data)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'keyword': 'social media groups',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.5249675},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.3650454}]},\n", " {'keyword': 'internet forums',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.90750736},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'virtual communities',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.9130518},\n", " 'secondary_keyword_intents': None},\n", " {'keyword': 'online discussion boards',\n", " 'keyword_intent': {'label': 'commercial', 'probability': 0.51835686},\n", " 'secondary_keyword_intents': [{'label': 'navigational',\n", " 'probability': 0.44592685}]},\n", " {'keyword': 'internet subcultures',\n", " 'keyword_intent': {'label': 'informational', 'probability': 0.4740486},\n", " 'secondary_keyword_intents': [{'label': 'commercial',\n", " 'probability': 0.38810056}]}]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "intent_data[0:5]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "keywords= []\n", "intents= []" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "for i in intent_data:\n", " keyword_i= i[\"keyword\"]\n", " intent_i= [i[\"keyword_intent\"]['label']]\n", " sec_intent= i[\"secondary_keyword_intents\"]\n", " if sec_intent:\n", " for j in sec_intent:\n", " intent_i.append(j['label'])\n", " # print(keyword_i,\":\", intent_i) \n", " for x in intent_i:\n", " keywords.append(keyword_i)\n", " intents.append(x) " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "social media groups informational\n", "social media groups navigational\n", "internet forums navigational\n", "virtual communities navigational\n", "online discussion boards commercial\n", "online discussion boards navigational\n", "internet subcultures informational\n", "internet subcultures commercial\n" ] } ], "source": [ "# for i in range(len(intents)):\n", "# print(\n", "# keywords[i], intents[i]\n", "# )" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "d= {\n", " \"keyword\": keywords,\n", " \"intent\": intents\n", "}" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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keywordintent
0social media groupsinformational
1social media groupsnavigational
2internet forumsnavigational
3virtual communitiesnavigational
4online discussion boardscommercial
.........
52318rv camping checklist for kayakerstransactional
52319rv camping checklist for kayakerscommercial
52320car safety for pets traveling by airtransactional
52321car safety for pets traveling by aircommercial
52322motorcycle riding tips for beginners safety geartransactional
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52323 rows × 2 columns

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" ], "text/plain": [ " keyword intent\n", "0 social media groups informational\n", "1 social media groups navigational\n", "2 internet forums navigational\n", "3 virtual communities navigational\n", "4 online discussion boards commercial\n", "... ... ...\n", "52318 rv camping checklist for kayakers transactional\n", "52319 rv camping checklist for kayakers commercial\n", "52320 car safety for pets traveling by air transactional\n", "52321 car safety for pets traveling by air commercial\n", "52322 motorcycle riding tips for beginners safety gear transactional\n", "\n", "[52323 rows x 2 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df= pd.DataFrame(d)\n", "df" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "intent\n", "commercial 18251\n", "informational 11650\n", "navigational 11443\n", "transactional 10979\n", "Name: count, dtype: int64" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.intent.value_counts()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df.to_csv(\"data/data_for_seo_new_intent.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# post_data = dict()\n", "# # simple way to set a task\n", "# post_data[len(post_data)] = dict(\n", "# keywords=[\n", "# \"login page\",\n", "\n", "# ],\n", "# language_name=\"English\"\n", "# )\n", "# # POST /v3/dataforseo_labs/google/search_intent/live\n", "# response = client.post(\"/v3/dataforseo_labs/google/search_intent/live\", post_data)\n", "# # you can find the full list of the response codes here https://docs.dataforseo.com/v3/appendix/errors\n", "# if response[\"status_code\"] == 20000:\n", "# # print(response)\n", "# pass\n", "# # do something with result\n", "# else:\n", "# print(\"error. Code: %d Message: %s\" % (response[\"status_code\"], response[\"status_message\"]))\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'keyword': 'login page',\n", " 'keyword_intent': {'label': 'navigational', 'probability': 0.9694191},\n", " 'secondary_keyword_intents': None}]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# response[\"tasks\"][0][\"result\"][0][\"items\"]" ] }, { "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 }