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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 16 new columns ({'url', 'developer', 'label', 'free', 'rating', 'rating_count', 'category', 'description', 'name', 'updated', 'contains_ads', 'in_app_purchases', 'app_id', 'price_usd', 'released', 'installs'}) and 1 missing columns ({'app_index'}).
This happened while the csv dataset builder was generating data using
hf://datasets/henrychen1231/ai-fit-scan/ai_fit_scan_annotated_full.csv (at revision 5fab7c8f5701ce5f82381f15ab6f17851f9198df), [/tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated.csv), /tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated_full.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated_full.csv), /tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_full.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_full.csv)]
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 "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
app_id: string
name: string
developer: string
url: string
price_usd: double
free: bool
rating: double
rating_count: double
installs: int64
released: string
updated: double
category: string
description: string
contains_ads: bool
in_app_purchases: bool
label: string
l2_label: string
ai_function: string
annotator_a: string
annotator_b: string
l2_evidence: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2706
to
{'app_index': Value('int64'), 'l2_label': Value('string'), 'ai_function': Value('string'), 'annotator_a': Value('string'), 'annotator_b': Value('string'), 'l2_evidence': Value('string')}
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 1348, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, 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 16 new columns ({'url', 'developer', 'label', 'free', 'rating', 'rating_count', 'category', 'description', 'name', 'updated', 'contains_ads', 'in_app_purchases', 'app_id', 'price_usd', 'released', 'installs'}) and 1 missing columns ({'app_index'}).
This happened while the csv dataset builder was generating data using
hf://datasets/henrychen1231/ai-fit-scan/ai_fit_scan_annotated_full.csv (at revision 5fab7c8f5701ce5f82381f15ab6f17851f9198df), [/tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated.csv), /tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated_full.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_annotated_full.csv), /tmp/hf-datasets-cache/medium/datasets/86307785661440-config-parquet-and-info-henrychen1231-ai-fit-scan-ae425e36/hub/datasets--henrychen1231--ai-fit-scan/snapshots/5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_full.csv (origin=hf://datasets/henrychen1231/ai-fit-scan@5fab7c8f5701ce5f82381f15ab6f17851f9198df/ai_fit_scan_full.csv)]
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.
app_index int64 | l2_label string | ai_function string | annotator_a string | annotator_b string | l2_evidence string |
|---|---|---|---|---|---|
1 | T | plan_generation | T | T | Official website confirms AI-powered algorithms + scientifically backed |
2 | T | plan_generation | Q | T | fitaiapp.com: 7.5M users, AI adaptive plans, 24/7 AI coach, 100M+ training data points |
3 | T | plan_generation | T | T | Description: combines structured training with AI mechanism |
4 | T | plan_generation | T | T | Industry veteran, hyper-personalized AI since early days |
5 | Q | plan_generation | Q | Q | Description primarily disclaimers, no specific AI mechanism described |
6 | T | nutrition_ai | T | T | 40M users, AI diet + fitness, well-established |
7 | F | plan_generation | Q | F | Domain 6 months old, WHOIS hidden, scam-suspect rating |
8 | T | plan_generation | T | T | AI Personal Trainer with personalized training |
9 | T | plan_generation | T | T | Adaptive workout, adjusts to user life |
10 | F | plan_generation | Q | F | Multiple同名apps on GP; lightweight implementation likely |
11 | T | plan_generation | Q | T | User viewed app; confirmed AI features |
12 | T | plan_generation | T | T | Industry benchmark, "uses AI to help you make progress" |
13 | F | plan_generation | F | F | Traditional tracker, "plan workouts, log training" |
14 | T | plan_generation | T | T | Science-backed AI personal trainer |
15 | T | plan_generation | T | T | AI trainer with personalized plans |
16 | T | plan_generation | T | T | Dual AI: personal trainer + nutritionist |
17 | F | plan_generation | Q | F | Renpho exercise bike companion; AI is in hardware (auto-resistance) |
18 | T | plan_generation | T | T | Creates personalized workouts based on goals/history/equipment |
19 | T | plan_generation | T | T | Explicitly "not generic", AI-Powered |
20 | T | llm_chat_coach | T | T | AI workout generator + calorie counter + macro tracker + meal planner |
21 | F | plan_generation | Q | F | User viewed app; "algorithms" ≠ ML, rule-based |
22 | T | pose_detection | T | T | "Advanced AI and machine learning" explicitly stated |
23 | F | plan_generation | F | F | Smart tracker = log app, no AI core |
24 | F | plan_generation | F | F | Claims "AI-Driven" but description is pure workout planner |
25 | F | plan_generation | F | F | Traditional gym tracker/planner |
26 | T | plan_generation | T | T | "Keeps adjusting as you go", adaptive |
27 | Q | llm_chat_coach | Q | Q | "Powered by AI" but description generic |
28 | T | plan_generation | T | T | "Powered by AI and guided by top experts" |
29 | T | llm_chat_coach | Q | T | mytrainerapp.io: agentic AI, 24/7 LLM chat coach, adaptive plans |
30 | T | plan_generation | T | T | Periodized, science-backed, adapts to fatigue |
31 | T | plan_generation | T | T | Adaptive training plans for endurance athletes |
32 | F | plan_generation | Q | F | Freediving CO2 tolerance calculator, not ML |
33 | F | plan_generation | F | F | Pre-set templates, not AI |
34 | T | plan_generation | T | T | AI-powered endurance training, academic backing |
35 | F | llm_chat_coach | F | F | AI journal/diary, not fitness AI |
36 | T | plan_generation | T | T | AI-generated football training plans in 60 seconds |
37 | F | llm_chat_coach | F | F | AI therapy/coaching, mental health not fitness |
38 | T | nutrition_ai | T | T | AI-powered workout + nutrition plans |
39 | T | plan_generation | Q | T | Multi-source: predictive algo since 2019, MediaPipe pose detection, Coach+ LLM chat |
40 | T | nutrition_ai | T | T | AI weight-loss coach, photo food recognition + voice |
41 | T | plan_generation | T | T | AI Coach creates plans from 5000+ exercises |
42 | T | plan_generation | Q | T | User viewed app; running coach with Strava data-driven adaptation |
43 | T | plan_generation | T | T | Creates fully personalized plans using AI |
44 | T | plan_generation | T | T | AI running coach with deep analysis |
45 | T | plan_generation | T | T | Adaptive coach powered by Strava data |
46 | T | llm_chat_coach | T | T | "Powered by ChatGPT-4 technology" explicitly stated |
47 | T | plan_generation | T | T | AI-powered personalized plans + auto-adjustment |
48 | F | plan_generation | Q | F | Dr. Muscle review: AI only does progressive overload, poorly calibrated |
49 | T | plan_generation | T | T | "Artificial intelligence, training plans" |
50 | F | plan_generation | F | F | AI tracker but core is ranking/challenges, AI auxiliary |
51 | T | pose_detection | T | T | Auto rep counting + form analysis via Wear OS (computer vision) |
52 | Q | plan_generation | Q | Q | Description vague, "AI Fitness Coach" generic |
53 | F | plan_generation | F | F | Traditional equipment companion, Coach is pre-set |
54 | F | plan_generation | F | F | "Smart" = basic tracker |
55 | F | plan_generation | F | F | Simple tracker, no AI |
56 | F | nutrition_ai | F | F | Calorie counter, AI only for food photo recognition (peripheral) |
57 | F | plan_generation | F | F | Traditional 7-min workout, zero AI |
58 | F | plan_generation | F | F | "Smart" = Excel/PDF replacement |
59 | Q | plan_generation | Q | Q | "Personal trainer alternative", vague AI claim |
60 | F | plan_generation | F | F | Pure interval timer |
61 | F | plan_generation | F | F | Simplest interval timer with counting sound |
null | T | plan_generation | T | T | Official website confirms AI-powered algorithms + scientifically backed |
null | T | plan_generation | Q | T | fitaiapp.com: 7.5M users, AI adaptive plans, 24/7 AI coach, 100M+ training data points |
null | T | plan_generation | T | T | Description: combines structured training with AI mechanism |
null | T | plan_generation | T | T | Industry veteran, hyper-personalized AI since early days |
null | Q | plan_generation | Q | Q | Description primarily disclaimers, no specific AI mechanism described |
null | T | nutrition_ai | T | T | 40M users, AI diet + fitness, well-established |
null | F | plan_generation | Q | F | Domain 6 months old, WHOIS hidden, scam-suspect rating |
null | T | plan_generation | T | T | AI Personal Trainer with personalized training |
null | T | plan_generation | T | T | Adaptive workout, adjusts to user life |
null | F | plan_generation | Q | F | Multiple同名apps on GP; lightweight implementation likely |
null | T | plan_generation | Q | T | User viewed app; confirmed AI features |
null | T | plan_generation | T | T | Industry benchmark, "uses AI to help you make progress" |
null | F | plan_generation | F | F | Traditional tracker, "plan workouts, log training" |
null | T | plan_generation | T | T | Science-backed AI personal trainer |
null | T | plan_generation | T | T | AI trainer with personalized plans |
null | T | plan_generation | T | T | Dual AI: personal trainer + nutritionist |
null | F | plan_generation | Q | F | Renpho exercise bike companion; AI is in hardware (auto-resistance) |
null | T | plan_generation | T | T | Creates personalized workouts based on goals/history/equipment |
null | T | plan_generation | T | T | Explicitly "not generic", AI-Powered |
null | T | llm_chat_coach | T | T | AI workout generator + calorie counter + macro tracker + meal planner |
null | F | plan_generation | Q | F | User viewed app; "algorithms" ≠ ML, rule-based |
null | T | pose_detection | T | T | "Advanced AI and machine learning" explicitly stated |
null | F | plan_generation | F | F | Smart tracker = log app, no AI core |
null | F | plan_generation | F | F | Claims "AI-Driven" but description is pure workout planner |
null | F | plan_generation | F | F | Traditional gym tracker/planner |
null | T | plan_generation | T | T | "Keeps adjusting as you go", adaptive |
null | Q | llm_chat_coach | Q | Q | "Powered by AI" but description generic |
null | T | plan_generation | T | T | "Powered by AI and guided by top experts" |
null | T | llm_chat_coach | Q | T | mytrainerapp.io: agentic AI, 24/7 LLM chat coach, adaptive plans |
null | T | plan_generation | T | T | Periodized, science-backed, adapts to fatigue |
null | T | plan_generation | T | T | Adaptive training plans for endurance athletes |
null | F | plan_generation | Q | F | Freediving CO2 tolerance calculator, not ML |
null | F | plan_generation | F | F | Pre-set templates, not AI |
null | T | plan_generation | T | T | AI-powered endurance training, academic backing |
null | F | llm_chat_coach | F | F | AI journal/diary, not fitness AI |
null | T | plan_generation | T | T | AI-generated football training plans in 60 seconds |
null | F | llm_chat_coach | F | F | AI therapy/coaching, mental health not fitness |
null | T | nutrition_ai | T | T | AI-powered workout + nutrition plans |
null | T | plan_generation | Q | T | Multi-source: predictive algo since 2019, MediaPipe pose detection, Coach+ LLM chat |
End of preview.