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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 1 new columns ({'pi'}) and 1 missing columns ({'mu'}).
This happened while the csv dataset builder was generating data using
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/tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/29_3/ONET_29_3_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/29_3/ONET_29_3_weight_mode_STANDARD_task_labor_input_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_0/ONET_30_0_weight_mode_STANDARD_task_flow_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_0/ONET_30_0_weight_mode_STANDARD_task_flow_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_0/ONET_30_0_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_0/ONET_30_0_weight_mode_STANDARD_task_labor_input_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_1/ONET_30_1_weight_mode_STANDARD_task_flow_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_1/ONET_30_1_weight_mode_STANDARD_task_flow_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_1/ONET_30_1_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_1/ONET_30_1_weight_mode_STANDARD_task_labor_input_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_2/ONET_30_2_weight_mode_STANDARD_task_flow_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_2/ONET_30_2_weight_mode_STANDARD_task_flow_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_2/ONET_30_2_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/30_2/ONET_30_2_weight_mode_STANDARD_task_labor_input_mean_estimates.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 1890, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
onetsoc_code: string
task_id: int64
pi: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 603
to
{'onetsoc_code': Value('string'), 'task_id': Value('int64'), 'mu': Value('float64')}
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 1347, 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 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, 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 1892, 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 1 new columns ({'pi'}) and 1 missing columns ({'mu'}).
This happened while the csv dataset builder was generating data using
hf://datasets/pibou/job_task_input_share/task_labor_input_mean_estimates/20_1/ONET_20_1_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (at revision a112032c0815a38ad0c5b7ba7771fd7dff76f85b), [/tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_1/ONET_20_1_weight_mode_STANDARD_task_flow_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_1/ONET_20_1_weight_mode_STANDARD_task_flow_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_1/ONET_20_1_weight_mode_STANDARD_task_labor_input_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_1/ONET_20_1_weight_mode_STANDARD_task_labor_input_mean_estimates.csv), /tmp/hf-datasets-cache/medium/datasets/71785212178892-config-parquet-and-info-pibou-job_task_input_shar-c8943279/hub/datasets--pibou--job_task_input_share/snapshots/a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_2/ONET_20_2_weight_mode_STANDARD_task_flow_mean_estimates.csv (origin=hf://datasets/pibou/job_task_input_share@a112032c0815a38ad0c5b7ba7771fd7dff76f85b/task_labor_input_mean_estimates/20_2/ONET_20_2_weight_mode_STANDARD_task_flow_mean_estimates.csv), 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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.
onetsoc_code string | task_id int64 | mu float64 |
|---|---|---|
29-2035.00 | 19,218 | 2,079.986613 |
29-2035.00 | 19,228 | 2,079.986613 |
29-2035.00 | 19,226 | 2,023.438252 |
29-2035.00 | 19,236 | 2,000.818908 |
29-2035.00 | 19,222 | 1,997.17893 |
29-2035.00 | 19,227 | 1,989.683231 |
29-2035.00 | 19,225 | 1,989.509236 |
29-2035.00 | 19,224 | 1,985.531256 |
53-2021.00 | 12,730 | 1,965.513768 |
35-3022.01 | 17,581 | 1,955.843262 |
29-1021.00 | 20,562 | 1,951.121265 |
29-1069.03 | 17,106 | 1,949.899394 |
29-2099.05 | 19,287 | 1,940.758748 |
29-1071.00 | 4,073 | 1,923.990513 |
53-2021.00 | 12,729 | 1,917.555121 |
29-1051.00 | 1,808 | 1,914.410972 |
29-1069.06 | 17,167 | 1,913.486566 |
29-1041.00 | 339 | 1,910.46893 |
41-3031.03 | 17,629 | 1,908.635674 |
29-2099.05 | 19,268 | 1,903.632615 |
29-1199.05 | 18,428 | 1,901.820806 |
29-1011.00 | 6,913 | 1,893.434199 |
29-2021.00 | 416 | 1,892.17576 |
29-1071.00 | 4,075 | 1,890.191358 |
29-1041.00 | 337 | 1,887.73992 |
29-2099.05 | 19,259 | 1,875.766331 |
29-1011.00 | 6,914 | 1,873.022239 |
29-1131.00 | 4,106 | 1,871.132777 |
29-2032.00 | 432 | 1,870.071402 |
29-1199.05 | 18,429 | 1,864.637274 |
29-2032.00 | 436 | 1,860.372461 |
29-1069.12 | 17,283 | 1,856.312851 |
29-2057.00 | 19,239 | 1,855.402856 |
35-3022.01 | 17,588 | 1,853.101118 |
29-2032.00 | 433 | 1,851.240704 |
29-2099.05 | 19,275 | 1,839.229358 |
29-2021.00 | 18,536 | 1,833.466395 |
29-1071.00 | 4,076 | 1,832.990968 |
29-1069.10 | 17,242 | 1,828.10376 |
43-5031.00 | 2,707 | 1,825.068637 |
53-2021.00 | 12,731 | 1,815.07376 |
29-2011.02 | 17,401 | 1,810.08588 |
29-1069.01 | 17,066 | 1,808.767057 |
29-2057.00 | 19,257 | 1,808.578232 |
29-2021.00 | 417 | 1,804.287383 |
29-1069.10 | 17,239 | 1,793.783754 |
51-8011.00 | 8,508 | 1,789.598565 |
29-2032.00 | 431 | 1,783.701472 |
29-1021.00 | 6,926 | 1,781.43994 |
53-7031.00 | 15,177 | 1,780.732525 |
29-2032.00 | 435 | 1,778.055829 |
29-2052.00 | 1,941 | 1,777.202608 |
43-9081.00 | 5,158 | 1,777.16715 |
29-2057.00 | 19,249 | 1,775.697436 |
29-2057.00 | 19,252 | 1,775.697436 |
29-1023.00 | 7,737 | 1,774.751259 |
29-1064.00 | 7,811 | 1,770.970829 |
53-4041.00 | 12,765 | 1,770.46725 |
29-1199.04 | 18,409 | 1,770.45977 |
29-1065.00 | 7,824 | 1,769.233438 |
29-1069.06 | 17,175 | 1,767.748714 |
53-2021.00 | 12,738 | 1,764.178782 |
47-5041.00 | 14,956 | 1,760.906503 |
41-2011.00 | 2,400 | 1,760.76823 |
29-2011.02 | 17,395 | 1,759.931333 |
35-3031.00 | 2,279 | 1,759.667674 |
53-4011.00 | 12,750 | 1,756.969001 |
43-5031.00 | 2,711 | 1,748.701034 |
29-1199.04 | 18,411 | 1,745.709404 |
29-1199.04 | 18,418 | 1,745.709404 |
53-4012.00 | 15,359 | 1,741.991423 |
53-2021.00 | 12,739 | 1,741.453963 |
53-2021.00 | 12,735 | 1,740.47274 |
43-3071.00 | 2,551 | 1,738.455441 |
29-2099.05 | 19,263 | 1,736.427451 |
29-1069.01 | 17,076 | 1,736.091085 |
29-1069.12 | 17,295 | 1,735.48725 |
29-2021.00 | 421 | 1,733.241225 |
29-2034.00 | 451 | 1,722.727244 |
31-9097.00 | 19,379 | 1,720.957528 |
29-2021.00 | 418 | 1,720.210848 |
29-2011.02 | 17,398 | 1,719.943533 |
29-1199.05 | 18,430 | 1,718.915553 |
29-1069.05 | 17,146 | 1,718.201542 |
29-1161.00 | 18,456 | 1,717.355424 |
43-3071.00 | 2,553 | 1,711.816183 |
29-1065.00 | 7,822 | 1,709.387586 |
29-1069.01 | 17,067 | 1,709.375517 |
43-5031.00 | 2,705 | 1,703.799294 |
29-1065.00 | 7,821 | 1,702.622047 |
35-3011.00 | 2,223 | 1,701.416503 |
29-1069.03 | 17,102 | 1,700.780188 |
29-1069.07 | 17,195 | 1,700.696493 |
29-2099.05 | 19,271 | 1,699.299637 |
39-1012.00 | 4,436 | 1,699.219948 |
35-3031.00 | 2,278 | 1,697.982998 |
29-1041.00 | 338 | 1,695.581655 |
53-4041.00 | 12,766 | 1,695.502689 |
43-9081.00 | 5,159 | 1,693.730023 |
29-1199.01 | 17,372 | 1,687.781694 |
End of preview.
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Check out the documentation for more information.
Notice
❗❗ Full estimates' datasets and updates will be published on: "Work Analytics Lab's HuggingFace" ❗❗
Measuring the Intensive Margin of Work: Data
This repository contains the data generated and analyzed in the paper: "Measuring the Intensive Margin of Work: Task Shares and Concentration"
Data Description
Mean Estimates
We provide mean estimates for each O*NET version (from 20.1 to the current production version) for the following metrics:
- Yearly occurrence count for each job-task pair:
task_labor_input_mean_estimates/{ONET_VERSION}/ONET_{ONET_VERSION}_weight_mode_STANDARD_task_flow_mean_estimates.csv - Labor input share for each job-task pair:
task_labor_input_mean_estimates/{ONET_VERSION}/ONET_{ONET_VERSION}_weight_mode_STANDARD_task_labor_input_mean_estimates.csv
Full Estimators
We provide mean and variance for each O*NET version (from 20.1 to the current production version) for the following metrics when the data is available:
To be released
License
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND 4.0).
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