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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 11 new columns ({'char_rep_ratio', 'alnum_ratio', 'max_line_length', 'perplexity', 'num_words', 'avg_line_length', 'lang', 'special_char_ratio', 'lang_score', 'word_rep_ratio', 'flagged_words_ratio'})

This happened while the json dataset builder was generating data using

gzip://rank_958.jsonl::hf://datasets/BAAI/IndustryCorpus_emotion@6232cd05eb3b1a0ebd04a0b9942336eb8b4e1d54/zh/rank_958.jsonl.gz

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              text: string
              alnum_ratio: double
              avg_line_length: double
              char_rep_ratio: double
              flagged_words_ratio: double
              industry_type: string
              lang: string
              lang_score: double
              max_line_length: int64
              num_words: int64
              perplexity: double
              special_char_ratio: double
              word_rep_ratio: double
              id: int64
              to
              {'id': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'industry_type': Value(dtype='string', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1572, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1136, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 11 new columns ({'char_rep_ratio', 'alnum_ratio', 'max_line_length', 'perplexity', 'num_words', 'avg_line_length', 'lang', 'special_char_ratio', 'lang_score', 'word_rep_ratio', 'flagged_words_ratio'})
              
              This happened while the json dataset builder was generating data using
              
              gzip://rank_958.jsonl::hf://datasets/BAAI/IndustryCorpus_emotion@6232cd05eb3b1a0ebd04a0b9942336eb8b4e1d54/zh/rank_958.jsonl.gz
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

id
string
text
string
industry_type
string
2014-15/0339/en_head.json.gz/14914
I never call my parents. At least that’s what my parents believe. by Mordechai Schmutter I never call my parents. At least that’s what my parents believe. About half our conversations are about just that. “You never call us,” they say. “I just called you!” I say. “We’re on the phone right now! As we speak!” “You were s...
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2014-15/0340/en_head.json.gz/12062
In the year 2000, approximately one million people died from suicide: a "global" mortality rate of 16 per 100,000, or one death every 40 seconds. In the last 45 years suicide rates have increased by 60% worldwide. Suicide is now among the three leading causes of death among those aged 15-44 years (both sexes); these fi...
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2014-15/0341/en_head.json.gz/1676
Seeking Meaning in Life and Business: A New Year's Resolution The beginning of a new year is a time for reflection; especially for our region which has been tested in the new century in significant ways by the violence of 9/11; the Great Recession; Super Storm Sandy; the Sandy Hook Elementary School shooting; the recog...
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2014-15/0702/en_head.json.gz/13738
example: life, funny (comma separated)example: Einsteinexample: one small step for manSearch HelpAdvanced Search “Disenchantment, whether it is a minor disappointment or a major shock, is the signal that things are moving into transition in our lives.” William Bridges Losing Love “We understand this is a transition and...
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2014-15/0703/en_head.json.gz/8263
If You Ain’t No Punk, Holler WE WANT PRE-NUP! Posted by BeckySharper in Thoughts, Marriage, Pre-Nups, Unexpected Consequences on Sep 9, 2009, 2:54pm | 33 comments Congrats. Now cover your assets. Via BestPix Photography @ Flickr. I’ve just spent a couple weeks hanging out with friends who are getting married. It’s been...
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2014-15/0704/en_head.json.gz/17863
Farr Better Matches offers options for singles and couples DANVILLE — Local matchmaking service Farr Better Matches is gearing up for the next stage of its relationship. “We have been evolving for about a year and a half,” said owner Darla Farr. The business just moved earlier this month from Railroad Street to a new o...
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2014-15/0705/en_head.json.gz/15105
B. Highlights from My Week* I sped through a red light even though I saw a patrol car perched on the other side of the road. I don't know what it is about skirting my life and the law that attracts me. Could I be a criminal in the making?* I'm by myself and the band is playing and I really want to dance. "C'mon, Dao, j...
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2014-15/0705/en_head.json.gz/20288
How do I help my dad? Rubystars FitDay Member My dad is very overweight, he's on medications for cholesterol, etc. He has been told by his doctor that he must lose weight. He's in his mid-60s and very set in his ways. He has said he wants to lose weight, and he has made some improvements, such as using stevia in his co...
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2014-15/0706/en_head.json.gz/9127
ADVERTISEMENT Hax: Affairs put marriage on shaky ground Article by: CAROLYN HAX Hi, Carolyn: A year ago (and a year after my wedding) I found out that during the wedding planning, my spouse had an affair. Since we had been married a year and I loved him, I wanted to stay and work on the relationship. Recently I found o...
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2014-15/0706/en_head.json.gz/9546
my life. my thoughts. my blog. this is about me. you've got nothing to do with this... well, maybe a little. =) Joe D' Mango's Love Story Just got this from a forum and I thought it would be nice to share this story. Sorry for the layout. I just copy-pasted lazily.DISCLAIMER: I'm not sure if this is authentic. Let's ta...
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2014-15/0707/en_head.json.gz/10765
Be a Calm(er) Mom If you've found yourself shrieking at your child — and regretting it — this advice is for you. By Julie Taylor By istockphoto My husband, our two kids, and I were enjoying an idyllic trip to Hawaii, driving up the winding (and dangerous) Road to Hana and taking in the beauty of the cliffs and coastlin...
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2014-15/0707/en_head.json.gz/12994
 HomeAboutServicesDeVera's BlogResourcesContact Me DeVera Jackson-Garber, LMFT Compassionate Conversations for Change DeVera Jackson-GarberLicensed Marriage and Family Therapist2 Crow Canyon CourtSuite 200San Ramon, CA 94583510-984-6263djacksongarber@gmail.com RSS Feed Home > DeVera's Blog > Thoughts on Parenting Ado...
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2014-15/0708/en_head.json.gz/5490
Refuge: For women and children. Against domestic violence Avon - The company for women 1in4women will experience domestic violence The signs Why help It's not easy to know how to support a friend who is experiencing domestic violence, but you can make a difference. If you have spotted any of the signs of domestic viole...
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2014-15/0709/en_head.json.gz/1345
Why Facebook Can Make You Happier. Younger people don’t say this, but I’ve heard several people in an older age bracket make a similar argument recently: Facebook isn’t good for people’s happiness. “Instead of making plans and meeting face to face and doing things,” one guy told me, “everyone’s typing away in front of ...
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2014-15/0709/en_head.json.gz/10453
Sports Share this on: When is the ideal time to get married?By Lyn Lomasi, The Frisky STORY HIGHLIGHTS15 women offer differing opinions on when is the ideal time to marrySome say when you're in unconditionally or completely in loveOthers say women should be able to support themselves before they wedSome say at any matu...
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2014-15/1165/en_head.json.gz/12274
Dear Abby: Boyfriend’s heart isn’t in San Francisco on October 10, 2013 - 12:01 AM Dear Abby: I have been with my boyfriend off and on for nine years. When I moved to San Francisco, we separated for a year, until he decided he wanted to move here. He has been miserable and depressed since he came. He misses his family ...
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2014-15/1165/en_head.json.gz/12490
More daters turn to Web but still keep lips zipped By Cara Kelly Fri Dec 27, 2013, 12:49 PM CST Online dating: More and more people are doing it, but no one wants to talk about it. On the record, that is. A recent Pew study found that 11 percent of American adults have used online dating sites or mobile apps — a figure...
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2014-15/1165/en_head.json.gz/14613
City & RegionColumns Family Matters: Marriage takes a walk in the woods on July 25, 2013 - 12:01 AM Not long after all the kids had left home, there was an evening when the husband and I were coming home from dinner, he was unlocking the door and I was standing close and we kissed. We both chuckled because it was like ...
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2014-15/1165/en_head.json.gz/17021
Relationship gone south? Here are the digital tools for you! Blog entry: March 7, 2013, 12:21 pm | Author: SCOTT SUTTELL Killswitch, Ex-Lover Blocker and Never Liked it Anyway might not mean much to those of us who aren't in the dating world, but they're becoming valuable tools to people such as Euclid resident Bettye ...
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2014-15/1166/en_head.json.gz/2146
Home : For Parents : Stories From Parents | | Don't Give Up Hope Seven years ago our 38-year-old son was on a downward spiral of drinking that finally led to drugs: Meth to be specific. For more than one year we were in the dark about it until he was out of control—lost his job and had a son. We could not believe how n...
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2014-15/1166/en_head.json.gz/4427
In English Choosing Your Mood Have you ever been in a bad mood that you just can't shake? Or had a pile of homework but realized you're not in the mood to get it done? Sometimes we feel at the mercy of our moods — but moods aren't things that just happen to us. We can influence and change them. What's your favorite typ...
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2014-15/1166/en_head.json.gz/9189
Bring Back Sincerity We can do this together. So, while you weren't looking, Bring Back Sincerity turned four-years-old. Hard to believe, right? My first post on February 18th, 2003 simply said, "Welcome, friend. You are wanted here." It's an incredibly minimal and straightforward opening, and while I've never suffered...
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2014-15/1166/en_head.json.gz/16065
How were you diagnosed with depression? I was depressed in college, but I never sought treatment until I was 25 years old and working as a research assistant. We had weekly staff meetings where we went around the room and reported on our activities. I became so nervous when it was my turn to speak. My heart would beat ...
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2014-15/2196/en_head.json.gz/2501
A Challenge for the Whole Family Posted on July 15, 2010 by dannygregory [Seth Apter of The Altered Page is conducting a Buried Treasure hunt and encouraged bloggers to resurrect one of their favorite long ago posts. I like this one. I may put up a couple more golden oldies to follow. Then back to the normal sturm and ...
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2014-15/2196/en_head.json.gz/2637
Neil’s Story I was 16 when I met “Adam.” He was the first gay male I had ever. Although he was 27, eleven years older than I, I didn’t think the age difference was a big deal. The first two weeks I knew him, we saw each other every day and he made me feel so special, he made me feel like a prince. I was an awkward 16 y...
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2014-15/2196/en_head.json.gz/4133
Stunted Emotional Growth Stunted Emotional Growth - Reluctance or inability to learn from mistakes, work on self-improvement or develop more effective coping strategies. Description: It's common for people who suffer from personality disorders to be described as "childish" or "immature" by those who live and work with ...
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2014-15/2196/en_head.json.gz/4160
By William L. Bulla Can you keep a secret? What about your best friend? Remember that those who share others' secrets with you might share yours with others. We're told that trust and honesty are the backbones of any good relationship, but too often they are forgotten in the excitement of spreading a "juicy" secret. "O...
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2014-15/2196/en_head.json.gz/10409
The topic of suicide. because depression clouds judgement. The majority of those calling the hotlines and thinking of taking their own lives aren't doing it in the calm state of mind of "I just want to opt out of life please" they are doing it because they are depressed and see no other option/silver lining. Not becaus...
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2014-15/2196/en_head.json.gz/10922
Sensible Living - Paying Compliments Soon after Laughter Clubs started gaining momentum, the wife of a Laughter Club member, telephoned me to complain that while her husband laughed heartily every morning in his Laughter Club, at home he continued to shout at the family members, just as he did earlier. Then she asked: ...
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2014-15/2196/en_head.json.gz/15503
In the aftermath of suicide, a long walk through a strange country Cahir O'Doherty @randomirish November 08,2013 Dealing with grief and suicide, not suffering in silence (Photo: humblepiety) When someone you love kills themselves it is one of the most profoundly isolating experiences of your life. It feels a bit like b...
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2014-15/2196/en_head.json.gz/17230
What are the best and worst love songs? Neal Augenstein, wtop.com WASHINGTON - Some love songs were both romantic and beautiful when first released, are still being played at weddings, and will remain that way forever. In my opinion, "If I Fell" by the Beatles fits that category. Then there are the "what were we thinki...
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2014-15/2199/en_head.json.gz/604
Tough Talk Ex-con Dale Messmer keeps kids off drugs with tales of life behind bars by Jim McCarty Dale "Mad Dog" Messmer once smuggled cocaine into the United States. Today he makes amends for his past mistakes by telling his story at schools. Dale Messmer remembers well the day he turned his life around. He was in the...
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2014-15/2199/en_head.json.gz/1100
Washington, Thursday, December 7, 2006 SOUTHEASTERN EUROPE: MOVING FROM ETHNIC CLEANSING AND GENOCIDE TO EURO-ATLANTIC INTEGRATION REP. CHRISTOPHER H. SMITH When I was appointed Chairman of the Helsinki Commission in early 1995, Mr. Speaker, the U.S. foreign policy establishment and its European counterparts were seize...
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2014-15/2199/en_head.json.gz/6914
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2014-15/2199/en_head.json.gz/9323
Who Can Foster and Adopt How to Foster Register with AdoptUSKids State Adoption and Foster Care Information Post-Adoption Resources How to Photolistand Manage Cases Real Stories About Adoption And Foster Care Share Your Story With Us Nominate a Caseworkerof the Month Search for Children State Photolists NRCDR AdoptUSKi...
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2014-15/2199/en_head.json.gz/9982
Love & Learn Jennifer Aniston Better Know What She's Doing With This Ultimatum Talk by Lindsay Mannering Rumor has it that Jennifer Aniston is going to leave Justin Theroux at the end of the year if they're not engaged or married. Apparently, she told a friend who told a tabloid that she's not waiting past 2012. Aside ...
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End of preview.

[中文主页]

Industry models play a crucial role in driving enterprise intelligence transformation and innovative development. High-quality industry data is key to improving the performance of large models and realizing industry applications. However, datasets currently used for industry model training generally suffer from issues such as insufficient data volume, low quality, and lack of domain expertise.

To address these problems, we constructed and applied 22 industry data processing operators to clean and filter 3.4TB of high-quality multi-industry classified Chinese and English language pre-training datasets from over 100TB of open-source datasets including WuDaoCorpora, BAAI-CCI, redpajama, and SkyPile-150B. The filtered data consists of 1TB of Chinese data and 2.4TB of English data. To facilitate user utilization, we annotated the Chinese data with 12 types of labels including alphanumeric ratio, average line length, language confidence score, maximum line length, and perplexity.

Furthermore, to validate the dataset's performance, we conducted continued pre-training, SFT, and DPO training on a medical industry demonstration model. The results showed a 20% improvement in objective performance and a subjective win rate of 82%.

Industry categories: 18 categories including medical, education, literature, finance, travel, law, sports, automotive, news, etc. Rule-based filtering: Traditional Chinese conversion, email removal, IP address removal, link removal, Unicode repair, etc. Chinese data labels: Alphanumeric ratio, average line length, language confidence score, maximum line length, perplexity, toxicity character ratio, etc. Model-based filtering: Industry classification language model with 80% accuracy Data deduplication: MinHash document-level deduplication Data size: 1TB Chinese, 2.4TB English

Industry classification data size:

Industry Category Data Size (GB) Industry Category Data Size (GB)
Programming 4.1 Politics 326.4
Law 274.6 Mathematics 5.9
Education 458.1 Sports 442
Finance 197.8 Literature 179.3
Computer Science 46.9 News 564.1
Technology 333.6 Film & TV 162.1
Travel 82.5 Medicine 189.4
Agriculture 41.6 Automotive 40.8
Emotion 31.7 Artificial Intelligence 5.6
Total (GB) 3386.5

For the convenience of users to download and use, we have split the large dataset into sub-datasets for 18 industries. The current one is the sub-dataset for the emotion industry.

Data processing workflow:

image/png

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