Upload BertForSequenceClassification

README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
+- **Finetuned from model [optional]:** [More Information Needed]
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure
+
+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]

config.json

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+{
+  "_name_or_path": "text-classification-model-iab-categories-revised-1.0",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "Technology & Computing, C/C++",
+    "1": "Health & Fitness, Cold & Flu",
+    "2": "Sports, Volleyball",
+    "3": "Technology & Computing, Cameras & Camcorders",
+    "4": "Careers, Financial Aid",
+    "5": "Health & Fitness, Diabetes",
+    "6": "Science, Paranormal Phenomena",
+    "7": "Family & Parenting, Daycare/Pre School",
+    "8": "Travel, Cruises",
+    "9": "Family & Parenting, Pregnancy",
+    "10": "Hobbies & Interests, Arts & Crafts",
+    "11": "Health & Fitness, Nutrition",
+    "12": "Sports, Pro Basketball",
+    "13": "Religion & Spirituality, Islam",
+    "14": "Travel, United Kingdom",
+    "15": "Food & Drink, French Cuisine",
+    "16": "Automotive, Auto Parts",
+    "17": "Business, Construction",
+    "18": "Technology & Computing, Desktop Video",
+    "19": "Careers, Nursing",
+    "20": "Technology & Computing, Animation",
+    "21": "Health & Fitness, Brain Tumor",
+    "22": "Automotive, Vintage Cars",
+    "23": "Sports, Rugby",
+    "24": "Style & Fashion, Beauty",
+    "25": "Hobbies & Interests, Chess",
+    "26": "Health & Fitness, AIDS/HIV",
+    "27": "Business, Green Solutions",
+    "28": "Hobbies & Interests, Cigars",
+    "29": "Hobbies & Interests, Woodworking",
+    "30": "Business, Metals",
+    "31": "Hobbies & Interests, Drawing/Sketching",
+    "32": "Society, Teens",
+    "33": "Sports, Bodybuilding",
+    "34": "Technology & Computing, Data Centers",
+    "35": "Sports, Pro Ice Hockey",
+    "36": "Travel, Europe",
+    "37": "Health & Fitness, Sleep Disorders",
+    "38": "Technology & Computing, Computer Networking",
+    "39": "Food & Drink, Coffee/Tea",
+    "40": "Law, Government, & Politics, Commentary",
+    "41": "Family & Parenting, Special Needs Kids",
+    "42": "Education, College Life",
+    "43": "Sports, Inline Skating",
+    "44": "Sports, Rodeo",
+    "45": "Home & Garden, Interior Decorating",
+    "46": "Automotive, Hybrid",
+    "47": "Sports, Freshwater Fishing",
+    "48": "Technology & Computing, Palmtops/PDAs",
+    "49": "Automotive, Certified Pre-Owned",
+    "50": "Automotive, Buying/Selling Cars",
+    "51": "Automotive, Hatchback",
+    "52": "Health & Fitness, Chronic Pain",
+    "53": "Home & Garden, Home Repair",
+    "54": "Personal Finance, Retirement Planning",
+    "55": "Sports, Power & Motorcycles",
+    "56": "Health & Fitness, Orthopedics",
+    "57": "Food & Drink, Desserts & Baking",
+    "58": "Careers, Job Search",
+    "59": "Real Estate, Architects",
+    "60": "Education, English as a 2nd Language",
+    "61": "Society, Divorce Support",
+    "62": "Hobbies & Interests, Board Games/Puzzles",
+    "63": "Technology & Computing, Windows",
+    "64": "Family & Parenting, Parenting - K-6 Kids",
+    "65": "Education, Graduate School",
+    "66": "Personal Finance, Tax Planning",
+    "67": "Religion & Spirituality, Pagan/Wiccan",
+    "68": "Hobbies & Interests, Radio",
+    "69": "Sports, Game & Fish",
+    "70": "Sports, Baseball",
+    "71": "Sports, Cheerleading",
+    "72": "Home & Garden, Appliances",
+    "73": "Style & Fashion, Fashion",
+    "74": "Science, Chemistry",
+    "75": "Technology & Computing, Web Search",
+    "76": "Travel, Spas",
+    "77": "Food & Drink, Cocktails/Beer",
+    "78": "Travel, Bed & Breakfasts",
+    "79": "Automotive, Sedan",
+    "80": "Religion & Spirituality, Christianity",
+    "81": "Technology & Computing, Internet Technology",
+    "82": "Health & Fitness, Incest/Abuse Support",
+    "83": "Food & Drink, Chinese Cuisine",
+    "84": "Travel, By US Locale",
+    "85": "Family & Parenting, Babies & Toddlers",
+    "86": "Hobbies & Interests, Video & Computer Games",
+    "87": "Health & Fitness, Headaches/Migraines",
+    "88": "Travel, Greece",
+    "89": "Technology & Computing, Mac Support",
+    "90": "Hobbies & Interests, Stamps & Coins",
+    "91": "Home & Garden, Gardening",
+    "92": "Home & Garden, Landscaping",
+    "93": "Health & Fitness, Epilepsy",
+    "94": "Arts & Entertainment, Television",
+    "95": "Technology & Computing, Net for Beginners",
+    "96": "Technology & Computing, Graphics Software",
+    "97": "Hobbies & Interests, Candle & Soap Making",
+    "98": "Hobbies & Interests, Scrapbooking",
+    "99": "Style & Fashion, Body Art",
+    "100": "Careers, Telecommuting",
+    "101": "Society, Dating",
+    "102": "Automotive, Road-Side Assistance",
+    "103": "Health & Fitness, Pediatrics",
+    "104": "Shopping, Comparison",
+    "105": "Sports, Football",
+    "106": "Pets, Veterinary Medicine",
+    "107": "Travel, Theme Parks",
+    "108": "Travel, National Parks",
+    "109": "Family & Parenting, Eldercare",
+    "110": "Sports, Horses",
+    "111": "Careers, Resume Writing/Advice",
+    "112": "Arts & Entertainment, Music",
+    "113": "Careers, College",
+    "114": "Sports, Snowboarding",
+    "115": "Education, K-6 Educators",
+    "116": "Hobbies & Interests, Needlework",
+    "117": "Religion & Spirituality, Atheism/Agnosticism",
+    "118": "Technology & Computing, Portable",
+    "119": "Health & Fitness, Cholesterol",
+    "120": "Science, Space/Astronomy",
+    "121": "Pets, Cats",
+    "122": "Travel, Australia & New Zealand",
+    "123": "General Illegal Content, Warez",
+    "124": "Education, Special Education",
+    "125": "Technology & Computing, Email",
+    "126": "Sports, Saltwater Fishing",
+    "127": "Sports, Fly Fishing",
+    "128": "Education, Distance Learning",
+    "129": "Education, Homeschooling",
+    "130": "Sports, Swimming",
+    "131": "Sports, Cricket",
+    "132": "Travel, Traveling with Kids",
+    "133": "Travel, Eastern Europe",
+    "134": "Personal Finance, Insurance",
+    "135": "Personal Finance, Mutual Funds",
+    "136": "Technology & Computing, Visual Basic",
+    "137": "Health & Fitness, Infertility",
+    "138": "Sports, NASCAR Racing",
+    "139": "Technology & Computing, Computer Peripherals",
+    "140": "Business, Government",
+    "141": "Society, Gay Life",
+    "142": "Travel, Hotels",
+    "143": "Business, Business Software",
+    "144": "Education, Studying Business",
+    "145": "Sports, Table Tennis/Ping-Pong",
+    "146": "Health & Fitness, Physical Therapy",
+    "147": "Home & Garden, Entertaining",
+    "148": "Travel, Canada",
+    "149": "Technology & Computing, 3-D Graphics",
+    "150": "Technology & Computing, Web Clip Art",
+    "151": "Non-Standard Content, Under Construction",
+    "152": "Automotive, Crossover",
+    "153": "Health & Fitness, Substance Abuse",
+    "154": "Science, Weather",
+    "155": "Health & Fitness, Thyroid Disease",
+    "156": "Technology & Computing, Entertainment",
+    "157": "Careers, Scholarships",
+    "158": "Health & Fitness, Arthritis",
+    "159": "Technology & Computing, Antivirus Software",
+    "160": "Technology & Computing, PC Support",
+    "161": "Health & Fitness, Heart Disease",
+    "162": "Science, Botany",
+    "163": "Automotive, Convertible",
+    "164": "Travel, Budget Travel",
+    "165": "Law, Government, & Politics, Immigration",
+    "166": "Business, Agriculture",
+    "167": "Food & Drink, Vegetarian",
+    "168": "Health & Fitness, Holistic Healing",
+    "169": "Pets, Birds",
+    "170": "Religion & Spirituality, Hinduism",
+    "171": "Health & Fitness, Incontinence",
+    "172": "Education, Homework/Study Tips",
+    "173": "Health & Fitness, Dental Care",
+    "174": "Automotive, Luxury",
+    "175": "Careers, U.S. Military",
+    "176": "Religion & Spirituality, Buddhism",
+    "177": "Personal Finance, Hedge Fund",
+    "178": "Sports, Paintball",
+    "179": "Hobbies & Interests, Screenwriting",
+    "180": "Automotive, Minivan",
+    "181": "Automotive, Trucks & Accessories",
+    "182": "Travel, Japan",
+    "183": "Food & Drink, Health/Low-Fat Cooking",
+    "184": "Hobbies & Interests, Beadwork",
+    "185": "Careers, Job Fairs",
+    "186": "Health & Fitness, Allergies",
+    "187": "Pets, Dogs",
+    "188": "Sports, Surfing/Body-Boarding",
+    "189": "Sports, Waterski/Wakeboard",
+    "190": "Family & Parenting, Parenting teens",
+    "191": "Education, Adult Education",
+    "192": "Hobbies & Interests, Bird-Watching",
+    "193": "Sports, Sailing",
+    "194": "Health & Fitness, Exercise",
+    "195": "Health & Fitness, Depression",
+    "196": "Food & Drink, Japanese Cuisine",
+    "197": "Personal Finance, Credit/Debt & Loans",
+    "198": "Hobbies & Interests, Art/Technology",
+    "199": "Personal Finance, Options",
+    "200": "Health & Fitness, Smoking Cessation",
+    "201": "Hobbies & Interests, Investors & Patents",
+    "202": "Health & Fitness, Psychology/Psychiatry",
+    "203": "Food & Drink, Cuisine-Specific",
+    "204": "Automotive, Pickup",
+    "205": "Health & Fitness, ADD",
+    "206": "Food & Drink, Food Allergies",
+    "207": "Education, 7-12 Education",
+    "208": "Sports, Horse Racing",
+    "209": "Sports, Canoeing/Kayaking",
+    "210": "Automotive, Car Culture",
+    "211": "Sports, Running/Jogging",
+    "212": "Personal Finance, Financial News",
+    "213": "Sports, Hunting/Shooting",
+    "214": "Health & Fitness, Asthma",
+    "215": "Health & Fitness, Alternative Medicine",
+    "216": "Technology & Computing, Cell Phones",
+    "217": "Science, Geology",
+    "218": "Family & Parenting, Family Internet",
+    "219": "Education, College Administration",
+    "220": "Religion & Spirituality, Judaism",
+    "221": "Food & Drink, Mexican Cuisine",
+    "222": "Food & Drink, Italian Cuisine",
+    "223": "Pets, Large Animals",
+    "224": "Health & Fitness, IBS/Crohn\u0019 s Disease",
+    "225": "Business, Human Resources",
+    "226": "Business, Forestry",
+    "227": "Science, Geography",
+    "228": "Careers, Career Planning",
+    "229": "Technology & Computing, Java",
+    "230": "Science, Astrology",
+    "231": "Education, Language Learning",
+    "232": "Real Estate, Apartments",
+    "233": "Health & Fitness, Men\u0019 s Health",
+    "234": "Technology & Computing, Network Security",
+    "235": "Sports, Climbing",
+    "236": "Hobbies & Interests, Comic Books",
+    "237": "Health & Fitness, Cancer",
+    "238": "Health & Fitness, Senior Health",
+    "239": "Sports, Skateboarding",
+    "240": "Business, Marketing",
+    "241": "Hobbies & Interests, Home Recording",
+    "242": "Technology & Computing, Shareware/Freeware",
+    "243": "Sports, World Soccer",
+    "244": "Health & Fitness, Deafness",
+    "245": "Careers, Career Advice",
+    "246": "Sports, Tennis",
+    "247": "Hobbies & Interests, Photography",
+    "248": "Travel, Italy",
+    "249": "Sports, Bicycling",
+    "250": "Sports, Olympics",
+    "251": "Health & Fitness, Herbs for Health",
+    "252": "Arts & Entertainment, Movies",
+    "253": "Society, Weddings",
+    "254": "Travel, Honeymoons/Getaways",
+    "255": "Sports, Martial Arts",
+    "256": "Technology & Computing, Net Conferencing",
+    "257": "Health & Fitness, Women's Health",
+    "258": "Technology & Computing, MP3/MIDI",
+    "259": "Technology & Computing, Web Design/HTML",
+    "260": "Society, Senior Living",
+    "261": "Automotive, Wagon",
+    "262": "Hobbies & Interests, Guitar",
+    "263": "Education, Private School",
+    "264": "Health & Fitness, Weight Loss",
+    "265": "Automotive, Electric Vehicle",
+    "266": "Food & Drink, Wine",
+    "267": "Style & Fashion, Accessories",
+    "268": "Food & Drink, Dining Out",
+    "269": "Religion & Spirituality, Alternative Religions",
+    "270": "Technology & Computing, Computer Reviews",
+    "271": "Travel, South America",
+    "272": "Shopping, Engines",
+    "273": "Travel, Business Travel",
+    "274": "Religion & Spirituality, Catholicism",
+    "275": "Religion & Spirituality, Latter-Day Saints",
+    "276": "Sports, Figure Skating",
+    "277": "Business, Advertising",
+    "278": "Food & Drink, American Cuisine",
+    "279": "Arts & Entertainment, Books & Literature",
+    "280": "Technology & Computing, Desktop Publishing",
+    "281": "Arts & Entertainment, Humor",
+    "282": "Home & Garden, Environmental Safety",
+    "283": "Family & Parenting, Adoption",
+    "284": "Style & Fashion, Clothing",
+    "285": "Health & Fitness, Chronic Fatigue Syndrome",
+    "286": "Health & Fitness, Dermatology",
+    "287": "Travel, Air Travel",
+    "288": "Food & Drink, Vegan",
+    "289": "Pets, Reptiles",
+    "290": "Hobbies & Interests, Collecting",
+    "291": "Travel, Africa",
+    "292": "Health & Fitness, Sexuality",
+    "293": "Personal Finance, Financial Planning",
+    "294": "Automotive, Diesel",
+    "295": "Sports, Golf",
+    "296": "Travel, Mexico & Central America",
+    "297": "Sports, Walking",
+    "298": "Business, Biotech/Biomedical",
+    "299": "Automotive, Auto Repair",
+    "300": "Sports, Boxing",
+    "301": "Automotive, Coupe",
+    "302": "Technology & Computing, Computer Certification",
+    "303": "Society, Marriage",
+    "304": "Health & Fitness, GERD/Acid Reflux",
+    "305": "Hobbies & Interests, Painting",
+    "306": "Sports, Mountain Biking",
+    "307": "Hobbies & Interests, Genealogy",
+    "308": "Education, Art History",
+    "309": "Society, Ethnic Specific",
+    "310": "Hobbies & Interests, Jewelry Making",
+    "311": "Hobbies & Interests, Magic & Illusion"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "Arts & Entertainment, Books & Literature": 279,
+    "Arts & Entertainment, Humor": 281,
+    "Arts & Entertainment, Movies": 252,
+    "Arts & Entertainment, Music": 112,
+    "Arts & Entertainment, Television": 94,
+    "Automotive, Auto Parts": 16,
+    "Automotive, Auto Repair": 299,
+    "Automotive, Buying/Selling Cars": 50,
+    "Automotive, Car Culture": 210,
+    "Automotive, Certified Pre-Owned": 49,
+    "Automotive, Convertible": 163,
+    "Automotive, Coupe": 301,
+    "Automotive, Crossover": 152,
+    "Automotive, Diesel": 294,
+    "Automotive, Electric Vehicle": 265,
+    "Automotive, Hatchback": 51,
+    "Automotive, Hybrid": 46,
+    "Automotive, Luxury": 174,
+    "Automotive, Minivan": 180,
+    "Automotive, Pickup": 204,
+    "Automotive, Road-Side Assistance": 102,
+    "Automotive, Sedan": 79,
+    "Automotive, Trucks & Accessories": 181,
+    "Automotive, Vintage Cars": 22,
+    "Automotive, Wagon": 261,
+    "Business, Advertising": 277,
+    "Business, Agriculture": 166,
+    "Business, Biotech/Biomedical": 298,
+    "Business, Business Software": 143,
+    "Business, Construction": 17,
+    "Business, Forestry": 226,
+    "Business, Government": 140,
+    "Business, Green Solutions": 27,
+    "Business, Human Resources": 225,
+    "Business, Marketing": 240,
+    "Business, Metals": 30,
+    "Careers, Career Advice": 245,
+    "Careers, Career Planning": 228,
+    "Careers, College": 113,
+    "Careers, Financial Aid": 4,
+    "Careers, Job Fairs": 185,
+    "Careers, Job Search": 58,
+    "Careers, Nursing": 19,
+    "Careers, Resume Writing/Advice": 111,
+    "Careers, Scholarships": 157,
+    "Careers, Telecommuting": 100,
+    "Careers, U.S. Military": 175,
+    "Education, 7-12 Education": 207,
+    "Education, Adult Education": 191,
+    "Education, Art History": 308,
+    "Education, College Administration": 219,
+    "Education, College Life": 42,
+    "Education, Distance Learning": 128,
+    "Education, English as a 2nd Language": 60,
+    "Education, Graduate School": 65,
+    "Education, Homeschooling": 129,
+    "Education, Homework/Study Tips": 172,
+    "Education, K-6 Educators": 115,
+    "Education, Language Learning": 231,
+    "Education, Private School": 263,
+    "Education, Special Education": 124,
+    "Education, Studying Business": 144,
+    "Family & Parenting, Adoption": 283,
+    "Family & Parenting, Babies & Toddlers": 85,
+    "Family & Parenting, Daycare/Pre School": 7,
+    "Family & Parenting, Eldercare": 109,
+    "Family & Parenting, Family Internet": 218,
+    "Family & Parenting, Parenting - K-6 Kids": 64,
+    "Family & Parenting, Parenting teens": 190,
+    "Family & Parenting, Pregnancy": 9,
+    "Family & Parenting, Special Needs Kids": 41,
+    "Food & Drink, American Cuisine": 278,
+    "Food & Drink, Chinese Cuisine": 83,
+    "Food & Drink, Cocktails/Beer": 77,
+    "Food & Drink, Coffee/Tea": 39,
+    "Food & Drink, Cuisine-Specific": 203,
+    "Food & Drink, Desserts & Baking": 57,
+    "Food & Drink, Dining Out": 268,
+    "Food & Drink, Food Allergies": 206,
+    "Food & Drink, French Cuisine": 15,
+    "Food & Drink, Health/Low-Fat Cooking": 183,
+    "Food & Drink, Italian Cuisine": 222,
+    "Food & Drink, Japanese Cuisine": 196,
+    "Food & Drink, Mexican Cuisine": 221,
+    "Food & Drink, Vegan": 288,
+    "Food & Drink, Vegetarian": 167,
+    "Food & Drink, Wine": 266,
+    "General Illegal Content, Warez": 123,
+    "Health & Fitness, ADD": 205,
+    "Health & Fitness, AIDS/HIV": 26,
+    "Health & Fitness, Allergies": 186,
+    "Health & Fitness, Alternative Medicine": 215,
+    "Health & Fitness, Arthritis": 158,
+    "Health & Fitness, Asthma": 214,
+    "Health & Fitness, Brain Tumor": 21,
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+    "Health & Fitness, Cholesterol": 119,
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