Datasets:

letrinhan
/

vn-provinces-trained-labor-rate

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'R6' as a scalar of type int64
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/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/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2015, in array_cast
                  return array.cast(pa_type)
                         ~~~~~~~~~~^^^^^^^^^
                File "pyarrow/array.pxi", line 1161, in pyarrow.lib.Array.cast
                File "/usr/local/lib/python3.14/site-packages/pyarrow/compute.py", line 414, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
                  return func.call(args, options=options, memory_pool=memory_pool,
                File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
                  result = GetResultValue(
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                  return check_status(status)
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'R6' as a scalar of type int64
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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geo_code int64	geo_name string	geo_short string	geo_system string	year int64	value float64	value_status string	unit string
0	Viet Nam	VN	national	2,008	14.3	final	percent
0	Viet Nam	VN	national	2,009	14.8	final	percent
0	Viet Nam	VN	national	2,010	14.7	final	percent
0	Viet Nam	VN	national	2,011	15.6	final	percent
0	Viet Nam	VN	national	2,012	16.7	final	percent
0	Viet Nam	VN	national	2,013	18.2	final	percent
0	Viet Nam	VN	national	2,014	18.69	final	percent
0	Viet Nam	VN	national	2,015	20.4	final	percent
0	Viet Nam	VN	national	2,016	20.9	final	percent
0	Viet Nam	VN	national	2,017	21.6	final	percent
0	Viet Nam	VN	national	2,018	22	final	percent
0	Viet Nam	VN	national	2,019	22.8	final	percent
0	Viet Nam	VN	national	2,020	24.05	final	percent
0	Viet Nam	VN	national	2,021	26.13	final	percent
0	Viet Nam	VN	national	2,022	26.44	final	percent
0	Viet Nam	VN	national	2,023	27.18	final	percent
0	Viet Nam	VN	national	2,024	28.43	preliminary	percent
1	Ha Noi	HN	historical_63	2,008	23.3	final	percent
1	Ha Noi	HN	historical_63	2,009	31.1	final	percent
1	Ha Noi	HN	historical_63	2,010	30.8	final	percent
1	Ha Noi	HN	historical_63	2,011	30.4	final	percent
1	Ha Noi	HN	historical_63	2,012	34.9	final	percent
1	Ha Noi	HN	historical_63	2,013	36.5	final	percent
1	Ha Noi	HN	historical_63	2,014	39.19	final	percent
1	Ha Noi	HN	historical_63	2,015	43.8	final	percent
1	Ha Noi	HN	historical_63	2,016	44.9	final	percent
1	Ha Noi	HN	historical_63	2,017	44.2	final	percent
1	Ha Noi	HN	historical_63	2,018	42	final	percent
1	Ha Noi	HN	historical_63	2,019	48.1	final	percent
1	Ha Noi	HN	historical_63	2,020	48.5	final	percent
1	Ha Noi	HN	historical_63	2,021	50.27	final	percent
1	Ha Noi	HN	historical_63	2,022	50.3	final	percent
1	Ha Noi	HN	historical_63	2,023	50.77	final	percent
1	Ha Noi	HN	historical_63	2,024	53.9	preliminary	percent
2	Ha Giang	HG	historical_63	2,008	7.6	final	percent
2	Ha Giang	HG	historical_63	2,009	9	final	percent
2	Ha Giang	HG	historical_63	2,010	10.8	final	percent
2	Ha Giang	HG	historical_63	2,011	10.9	final	percent
2	Ha Giang	HG	historical_63	2,012	9.6	final	percent
2	Ha Giang	HG	historical_63	2,013	9.1	final	percent
2	Ha Giang	HG	historical_63	2,014	9.83	final	percent
2	Ha Giang	HG	historical_63	2,015	9.5	final	percent
2	Ha Giang	HG	historical_63	2,016	10.1	final	percent
2	Ha Giang	HG	historical_63	2,017	12.5	final	percent
2	Ha Giang	HG	historical_63	2,018	13.8	final	percent
2	Ha Giang	HG	historical_63	2,019	12.5	final	percent
2	Ha Giang	HG	historical_63	2,020	12.81	final	percent
2	Ha Giang	HG	historical_63	2,021	19.54	final	percent
2	Ha Giang	HG	historical_63	2,022	20.64	final	percent
2	Ha Giang	HG	historical_63	2,023	21.05	final	percent
2	Ha Giang	HG	historical_63	2,024	22.27	preliminary	percent
4	Cao Bang	CB	historical_63	2,008	16.7	final	percent
4	Cao Bang	CB	historical_63	2,009	15.5	final	percent
4	Cao Bang	CB	historical_63	2,010	17.8	final	percent
4	Cao Bang	CB	historical_63	2,011	16.1	final	percent
4	Cao Bang	CB	historical_63	2,012	20.2	final	percent
4	Cao Bang	CB	historical_63	2,013	19.5	final	percent
4	Cao Bang	CB	historical_63	2,014	20.17	final	percent
4	Cao Bang	CB	historical_63	2,015	18.8	final	percent
4	Cao Bang	CB	historical_63	2,016	19.8	final	percent
4	Cao Bang	CB	historical_63	2,017	21	final	percent
4	Cao Bang	CB	historical_63	2,018	20.6	final	percent
4	Cao Bang	CB	historical_63	2,019	20.8	final	percent
4	Cao Bang	CB	historical_63	2,020	21.8	final	percent
4	Cao Bang	CB	historical_63	2,021	24.7	final	percent
4	Cao Bang	CB	historical_63	2,022	25.57	final	percent
4	Cao Bang	CB	historical_63	2,023	25.9	final	percent
4	Cao Bang	CB	historical_63	2,024	26.1	preliminary	percent
6	Bac Kan	BK	historical_63	2,008	11.1	final	percent
6	Bac Kan	BK	historical_63	2,009	13.9	final	percent
6	Bac Kan	BK	historical_63	2,010	12.8	final	percent
6	Bac Kan	BK	historical_63	2,011	14.2	final	percent
6	Bac Kan	BK	historical_63	2,012	12.1	final	percent
6	Bac Kan	BK	historical_63	2,013	12.4	final	percent
6	Bac Kan	BK	historical_63	2,014	12.45	final	percent
6	Bac Kan	BK	historical_63	2,015	16.6	final	percent
6	Bac Kan	BK	historical_63	2,016	15.5	final	percent
6	Bac Kan	BK	historical_63	2,017	17.2	final	percent
6	Bac Kan	BK	historical_63	2,018	17.7	final	percent
6	Bac Kan	BK	historical_63	2,019	16.1	final	percent
6	Bac Kan	BK	historical_63	2,020	16.32	final	percent
6	Bac Kan	BK	historical_63	2,021	27.02	final	percent
6	Bac Kan	BK	historical_63	2,022	27.58	final	percent
6	Bac Kan	BK	historical_63	2,023	27.99	final	percent
6	Bac Kan	BK	historical_63	2,024	29.04	preliminary	percent
8	Tuyen Quang	TQ	historical_63	2,008	14.6	final	percent
8	Tuyen Quang	TQ	historical_63	2,009	12.4	final	percent
8	Tuyen Quang	TQ	historical_63	2,010	14.3	final	percent
8	Tuyen Quang	TQ	historical_63	2,011	11.3	final	percent
8	Tuyen Quang	TQ	historical_63	2,012	16.3	final	percent
8	Tuyen Quang	TQ	historical_63	2,013	16.9	final	percent
8	Tuyen Quang	TQ	historical_63	2,014	19.57	final	percent
8	Tuyen Quang	TQ	historical_63	2,015	20.7	final	percent
8	Tuyen Quang	TQ	historical_63	2,016	20.2	final	percent
8	Tuyen Quang	TQ	historical_63	2,017	16.1	final	percent
8	Tuyen Quang	TQ	historical_63	2,018	19.4	final	percent
8	Tuyen Quang	TQ	historical_63	2,019	20.7	final	percent
8	Tuyen Quang	TQ	historical_63	2,020	21.32	final	percent
8	Tuyen Quang	TQ	historical_63	2,021	23.07	final	percent
8	Tuyen Quang	TQ	historical_63	2,022	21.63	final	percent

End of preview.

Vietnam provinces trained labor rate (age 15+)

Share of the labour force aged 15+ that has received training (percent). Coverage 2008-2024. Year 2024 is preliminary. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).

Files

provinces (1071 rows)

data/provinces.csv
data/provinces.dta
data/provinces.xlsx

regions (102 rows)

data/regions.csv
data/regions.dta
data/regions.xlsx

national (17 rows)

data/national.csv
data/national.dta
data/national.xlsx

Load

Stata:

use "data/provinces.dta", clear

df <- read.csv("data/provinces.csv")

SPSS: open the .xlsx or .csv file.

Source

National Statistics Office of Vietnam (NSO/GSO). Original table title: Ty le lao dong tu 15 tuoi tro len da qua dao tao phan theo dia phuong. Cleaned long panel for research use.

Raw originals

Unmodified upstream source files are under raw/ for verification (see raw/README.md). Clean tables remain under data/.

Citation

@misc{nso_vn_provinces_trained_labor_rate,
  title = {Vietnam provinces trained labor rate (age 15+)},
  author = {{National Statistics Office of Vietnam}},
  note = {Unit: percent.},
  year = {2024}
}

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