diff --git "a/research/14_keyword_intent.ipynb" "b/research/14_keyword_intent.ipynb"
new file mode 100644--- /dev/null
+++ "b/research/14_keyword_intent.ipynb"
@@ -0,0 +1,5791 @@
+{
+ "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": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " category | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Healthy diet plan | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Exercise routines | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Mental health tips | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Weight loss strategies | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Heart disease prevention | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " category | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Social media groups | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Internet forums | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Virtual communities | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Online discussion boards | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Internet subcultures | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 1093 | \n",
+ " First Responder Healthcare Services | \n",
+ "
\n",
+ " \n",
+ " 1094 | \n",
+ " Mental Health Support for First Responders | \n",
+ "
\n",
+ " \n",
+ " 1095 | \n",
+ " First Responder Advocacy | \n",
+ "
\n",
+ " \n",
+ " 1096 | \n",
+ " Teacher Health Education | \n",
+ "
\n",
+ " \n",
+ " 1097 | \n",
+ " Teacher Healthcare Services | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
33612 rows × 1 columns
\n",
+ "
"
+ ],
+ "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",
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+ " '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': 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}]},\n",
+ " {'keyword': 'online forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.99283516},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'web-based communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.75226223},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.42187455}]},\n",
+ " {'keyword': 'digital tribes',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.5918233},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.53211814}]},\n",
+ " {'keyword': 'reddit subreddits',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.8558425},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'facebook groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.526348},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.46986634}]},\n",
+ " {'keyword': 'twitter communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.87724215},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'linkedin groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.622441},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.37491283}]},\n",
+ " {'keyword': 'instagram niche communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.73879564},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.33387735}]},\n",
+ " {'keyword': 'discord servers',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7454788},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'whatsapp groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.59846944},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.38790795}]},\n",
+ " {'keyword': 'online gaming communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.8825147},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'youtube fan communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.93135536},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'meetup groups',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.4933266},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.49272534}]},\n",
+ " {'keyword': 'online support groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.86361814},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.49761137}]},\n",
+ " {'keyword': 'blogging networks',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7838246},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'online interest groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.53927463},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.34442773}]},\n",
+ " {'keyword': 'online hobby clubs',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.86818624},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.53740025}]},\n",
+ " {'keyword': 'internet-based societies',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.60864174},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.40804496}]},\n",
+ " {'keyword': 'virtual neighborhood communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7436489},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.3996804}]},\n",
+ " {'keyword': 'online self-help groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.68531764},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.3667613}]},\n",
+ " {'keyword': 'community chat rooms',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.80249494},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'forum discussions',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.47861567},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.46983668}]},\n",
+ " {'keyword': 'social networking circles',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.5936909},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.3840186}]},\n",
+ " {'keyword': 'niche online forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.972235},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'online fan clubs',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.83987826},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.59834635}]},\n",
+ " {'keyword': 'web-based discussion groups',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.4093552},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.38315943}]},\n",
+ " {'keyword': 'internet communities of practice',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7514249},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.49341342}]},\n",
+ " {'keyword': 'online learning communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.90353763},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.50602096}]},\n",
+ " {'keyword': 'civic engagement forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.40220073},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.3835679},\n",
+ " {'label': 'commercial', 'probability': 0.3307034}]},\n",
+ " {'keyword': 'political discussion groups',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.5932381},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'technology enthusiast forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7469867},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.4479532}]},\n",
+ " {'keyword': 'health and wellness forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.9332679},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'parenting support communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.56385416},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.31269222},\n",
+ " {'label': 'commercial', 'probability': 0.31080145}]},\n",
+ " {'keyword': 'online religious communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7344535},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.48376253}]},\n",
+ " {'keyword': 'art and creative forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.9316018},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'environmental activism networks',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.54521686},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'food and cooking communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7468335},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.38410622}]},\n",
+ " {'keyword': 'travel enthusiasts forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.6542881},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.31278145}]},\n",
+ " {'keyword': 'online dating communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.9346769},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'language exchange forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.6609926},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.32365966}]},\n",
+ " {'keyword': 'career networking groups',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.55618864},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.35013747}]},\n",
+ " {'keyword': 'online fashion communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.8470152},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.5033351}]},\n",
+ " {'keyword': 'coding and programming forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.6637993},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.37730238}]},\n",
+ " {'keyword': 'science and tech discussion boards',\n",
+ " 'keyword_intent': {'label': 'transactional', 'probability': 0.7055351},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'online book clubs',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.84439164},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.59205806}]},\n",
+ " {'keyword': 'fitness and wellness groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.669872},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.55177844}]},\n",
+ " {'keyword': 'photography enthusiast forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.69860137},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.40373737}]},\n",
+ " {'keyword': 'home improvement communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.6957795},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.3647012}]},\n",
+ " {'keyword': 'online pet owner groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.5896833},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.34313372}]},\n",
+ " {'keyword': 'music fan communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7908822},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.41991562}]},\n",
+ " {'keyword': 'gaming clans',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.55951065},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.3362827}]},\n",
+ " {'keyword': 'anime and manga forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.75751454},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'online movie discussion groups',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.48055032},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.36382717}]},\n",
+ " {'keyword': 'social justice networks',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.4932914},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.41825077}]},\n",
+ " {'keyword': 'lgbtq+ support communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.53833985},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.46924528}]},\n",
+ " {'keyword': 'mental health support groups',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.51479316},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.48309153}]},\n",
+ " {'keyword': 'online parenting forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.8322411},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.40472898}]},\n",
+ " {'keyword': 'cooking and recipes groups',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.8510302},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'travel and wanderlust communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.74400336},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
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+ " {'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",
+ " {'keyword': 'parenting tips and advice communities',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.45626006},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.39379}]},\n",
+ " {'keyword': 'pregnancy and newborn care forums',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.37944102},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.36249897},\n",
+ " {'label': 'commercial', 'probability': 0.37865895}]},\n",
+ " {'keyword': 'adoption and foster parenting support networks',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.6470515},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.6117502}]},\n",
+ " {'keyword': 'weight loss and healthy living tips and success stories forums',\n",
+ " 'keyword_intent': {'label': 'transactional', 'probability': 0.4114664},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.3307378},\n",
+ " {'label': 'commercial', 'probability': 0.34636942}]},\n",
+ " {'keyword': 'mental health and wellness awareness communities',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.60016733},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.59962887}]},\n",
+ " {'keyword': 'depression and anxiety coping strategies discussions',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.6958891},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.32369474}]},\n",
+ " {'keyword': 'addiction recovery and sobriety support forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.49217537},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.44618988}]},\n",
+ " {'keyword': 'online therapy and counseling resources and recommendations networks',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.64812034},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.5933675}]},\n",
+ " {'keyword': 'personal development and self-help techniques and resources communities',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.45850065},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.40606138},\n",
+ " {'label': 'informational', 'probability': 0.31773898}]},\n",
+ " {'keyword': 'life coaching and goal setting advice forums',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.41108128},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.38938388}]},\n",
+ " {'keyword': 'relationship advice and marriage counseling networks',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.5870464},\n",
+ " 'secondary_keyword_intents': [{'label': 'navigational',\n",
+ " 'probability': 0.5236555}]},\n",
+ " {'keyword': 'divorce support and healing forums',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7024305},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.48126787}]},\n",
+ " {'keyword': 'lgbtq+ dating and support communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.62233627},\n",
+ " 'secondary_keyword_intents': [{'label': 'commercial',\n",
+ " 'probability': 0.48037782}]},\n",
+ " {'keyword': 'polyamory and non-monogamy discussions',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.7674422},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'nutrition and healthy eating tips and recipes forums',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.65474737},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'cooking and recipe sharing communities',\n",
+ " 'keyword_intent': {'label': 'informational', 'probability': 0.6564896},\n",
+ " 'secondary_keyword_intents': None},\n",
+ " {'keyword': 'wine tasting and oenophile discussions',\n",
+ " 'keyword_intent': {'label': 'commercial', 'probability': 0.58288586},\n",
+ " 'secondary_keyword_intents': [{'label': 'informational',\n",
+ " 'probability': 0.37437674},\n",
+ " {'label': 'transactional', 'probability': 0.32219854}]},\n",
+ " {'keyword': 'food blogging and culinary arts communities',\n",
+ " 'keyword_intent': {'label': 'navigational', 'probability': 0.7188512},\n",
+ " 'secondary_keyword_intents': [{'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": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " | \n",
+ " keyword | \n",
+ " intent | \n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " social media groups | \n",
+ " informational | \n",
+ "
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+ " \n",
+ " 1 | \n",
+ " social media groups | \n",
+ " navigational | \n",
+ "
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+ " \n",
+ " 2 | \n",
+ " internet forums | \n",
+ " navigational | \n",
+ "
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+ " \n",
+ " 3 | \n",
+ " virtual communities | \n",
+ " navigational | \n",
+ "
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+ " \n",
+ " 4 | \n",
+ " online discussion boards | \n",
+ " commercial | \n",
+ "
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+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
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+ " \n",
+ " 52318 | \n",
+ " rv camping checklist for kayakers | \n",
+ " transactional | \n",
+ "
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+ " \n",
+ " 52319 | \n",
+ " rv camping checklist for kayakers | \n",
+ " commercial | \n",
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+ " \n",
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+ " car safety for pets traveling by air | \n",
+ " transactional | \n",
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+ " \n",
+ " 52321 | \n",
+ " car safety for pets traveling by air | \n",
+ " commercial | \n",
+ "
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+ " \n",
+ " 52322 | \n",
+ " motorcycle riding tips for beginners safety gear | \n",
+ " transactional | \n",
+ "
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+ " \n",
+ "
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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
+}