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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 4 new columns ({'pct', 'count', 'query_theme_label', 'description'}) and 15 missing columns ({'accepted_at', 'status', 'linked_faq_id_source', 'raised_at', 'resolution_pathway_label', 'linked_faq_id', 'resolution_type_raw', 'query_id', 'responded_at', 'raised_by_student_id', 'resolution_pathway_code', 'resolver_type', 'trigger_source', 'escalation_trigger', 'resolver_student_id'}).

This happened while the csv dataset builder was generating data using

hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset/query_theme_distribution.csv (at revision 492cd227239512b721ae3354de87d88195eee94f), ['hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/internship_query_resolution_export_2026-07-08_anonymized.csv', 'hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/query_theme_distribution.csv', 'hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/resolution_pathway_distribution.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/python3.14/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 784, 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 795, 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 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              query_theme_code: string
              query_theme_label: string
              description: string
              count: int64
              pct: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 880
              to
              {'query_id': Value('string'), 'raised_by_student_id': Value('string'), 'raised_at': Value('string'), 'query_theme_code': Value('string'), 'status': Value('string'), 'resolution_pathway_code': Value('string'), 'resolution_pathway_label': Value('string'), 'trigger_source': Value('string'), 'resolution_type_raw': Value('string'), 'linked_faq_id': Value('string'), 'linked_faq_id_source': Value('string'), 'responded_at': Value('string'), 'resolver_type': Value('string'), 'resolver_student_id': Value('string'), 'escalation_trigger': Value('string'), 'accepted_at': 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 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 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              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 4 new columns ({'pct', 'count', 'query_theme_label', 'description'}) and 15 missing columns ({'accepted_at', 'status', 'linked_faq_id_source', 'raised_at', 'resolution_pathway_label', 'linked_faq_id', 'resolution_type_raw', 'query_id', 'responded_at', 'raised_by_student_id', 'resolution_pathway_code', 'resolver_type', 'trigger_source', 'escalation_trigger', 'resolver_student_id'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset/query_theme_distribution.csv (at revision 492cd227239512b721ae3354de87d88195eee94f), ['hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/internship_query_resolution_export_2026-07-08_anonymized.csv', 'hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/query_theme_distribution.csv', 'hf://datasets/vicharanashala-org/Internship_Support_Query_Resolution_Dataset@492cd227239512b721ae3354de87d88195eee94f/resolution_pathway_distribution.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.

query_id
string
raised_by_student_id
string
raised_at
string
query_theme_code
string
status
string
resolution_pathway_code
string
resolution_pathway_label
string
trigger_source
null
resolution_type_raw
null
linked_faq_id
null
linked_faq_id_source
null
responded_at
string
resolver_type
string
resolver_student_id
null
escalation_trigger
null
accepted_at
string
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bulk_admin_script_legacy
null
null
2026-05-03T15:40:08.240Z
69f5f2890ebb86bc9f2cc85b
STUDENT_00036
2026-05-02T12:48:09.598Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:18:01.332Z
bulk_admin_script_legacy
null
null
2026-05-03T16:18:01.332Z
69f5f2960ebb86bc9f2cf32f
STUDENT_00038
2026-05-02T12:48:22.855Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:40:08.307Z
bulk_admin_script_legacy
null
null
2026-05-03T15:40:08.307Z
69f5f31d0ebb86bc9f2dc846
STUDENT_00039
2026-05-02T12:50:37.604Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:20:59.651Z
bulk_admin_script_legacy
null
null
2026-05-03T16:20:59.651Z
69f5f39f0ebb86bc9f2e9fd4
STUDENT_00040
2026-05-02T12:52:47.400Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:54:48.437Z
bulk_admin_script_legacy
null
null
2026-05-03T15:54:48.437Z
69f5f3b50ebb86bc9f2ebf97
STUDENT_00041
2026-05-02T12:53:09.611Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:17:56.548Z
bulk_admin_script_legacy
null
null
2026-05-03T15:17:56.548Z
69f5f4330ebb86bc9f2fc9dd
STUDENT_00030
2026-05-02T12:55:15.538Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:44:13.244Z
bulk_admin_script_legacy
null
null
2026-05-03T15:44:13.244Z
69f5f4cb0ebb86bc9f303f50
STUDENT_00042
2026-05-02T12:57:47.711Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:58.890Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:58.890Z
69f5f5430ebb86bc9f30ccd3
STUDENT_00043
2026-05-02T12:59:47.963Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-02T14:00:57.300Z
bulk_admin_script_legacy
null
null
2026-05-02T14:00:57.300Z
69f5f5550ebb86bc9f30cfe4
STUDENT_00044
2026-05-02T13:00:05.784Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:53:36.200Z
bulk_admin_script_legacy
null
null
2026-05-03T15:53:36.200Z
69f5f5590ebb86bc9f30d176
STUDENT_00045
2026-05-02T13:00:09.717Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:26:23.093Z
bulk_admin_script_legacy
null
null
2026-05-03T16:26:23.093Z
69f5f5a50ebb86bc9f30dd60
STUDENT_00044
2026-05-02T13:01:25.945Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:53:36.200Z
bulk_admin_script_legacy
null
null
2026-05-03T15:53:36.200Z
69f5f6020ebb86bc9f30f82e
STUDENT_00046
2026-05-02T13:02:58.180Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-02T14:00:57.356Z
bulk_admin_script_legacy
null
null
2026-05-02T14:00:57.356Z
69f5f6030ebb86bc9f30f889
STUDENT_00047
2026-05-02T13:02:59.850Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:58.947Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:58.947Z
69f5f6430ebb86bc9f310481
STUDENT_00043
2026-05-02T13:04:03.977Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-02T14:00:57.300Z
bulk_admin_script_legacy
null
null
2026-05-02T14:00:57.300Z
69f5f68c0ebb86bc9f312361
STUDENT_00048
2026-05-02T13:05:16.131Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.010Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.010Z
69f5f6d60ebb86bc9f312b73
STUDENT_00049
2026-05-02T13:06:30.721Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-02T14:00:57.419Z
bulk_admin_script_legacy
null
null
2026-05-02T14:00:57.419Z
69f5f6fd0ebb86bc9f312f45
STUDENT_00050
2026-05-02T13:07:09.638Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:40:08.367Z
bulk_admin_script_legacy
null
null
2026-05-03T15:40:08.367Z
69f5f7070ebb86bc9f313050
STUDENT_00051
2026-05-02T13:07:19.438Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:54.943Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:54.943Z
69f5f7340ebb86bc9f31369d
STUDENT_00052
2026-05-02T13:08:04.908Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.071Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.071Z
69f5f7d00ebb86bc9f314aef
STUDENT_00053
2026-05-02T13:10:40.177Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.141Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.141Z
69f5f80f0ebb86bc9f31505a
STUDENT_00050
2026-05-02T13:11:43.655Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:40:08.367Z
bulk_admin_script_legacy
null
null
2026-05-03T15:40:08.367Z
69f5f96bcc2fe17bf27c0304
STUDENT_00027
2026-05-02T13:17:31.563Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-02T14:00:57.488Z
bulk_admin_script_legacy
null
null
2026-05-02T14:00:57.488Z
69f5f9a0cc2fe17bf27c0a24
STUDENT_00050
2026-05-02T13:18:24.100Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:40:08.367Z
bulk_admin_script_legacy
null
null
2026-05-03T15:40:08.367Z
69f5fcb0f5fb022cad425c54
STUDENT_00012
2026-05-02T13:31:28.965Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:17:56.969Z
bulk_admin_script_legacy
null
null
2026-05-03T15:17:56.969Z
69f5fd4af5fb022cad426ce3
STUDENT_00054
2026-05-02T13:34:02.640Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.005Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.005Z
69f5fd53f5fb022cad426e99
STUDENT_00055
2026-05-02T13:34:11.099Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:48:09.302Z
bulk_admin_script_legacy
null
null
2026-05-03T15:48:09.302Z
69f5fe16f5fb022cad429bbd
STUDENT_00056
2026-05-02T13:37:26.248Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.207Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.207Z
69f5fe25f5fb022cad42a117
STUDENT_00057
2026-05-02T13:37:41.161Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:31:06.242Z
bulk_admin_script_legacy
null
null
2026-05-03T16:31:06.242Z
69f5fe4af5fb022cad42bb25
STUDENT_00055
2026-05-02T13:38:18.576Z
T6
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:48:09.302Z
bulk_admin_script_legacy
null
null
2026-05-03T15:48:09.302Z
69f5fefef5fb022cad437c63
STUDENT_00058
2026-05-02T13:41:18.080Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:37:33.080Z
bulk_admin_script_legacy
null
null
2026-05-03T15:37:33.080Z
69f60042f5fb022cad4667d7
STUDENT_00059
2026-05-02T13:46:42.382Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.071Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.071Z
69f60098f5fb022cad471d13
STUDENT_00060
2026-05-02T13:48:08.188Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:56.292Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:56.292Z
69f600ccf5fb022cad475740
STUDENT_00061
2026-05-02T13:49:00.806Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:56.236Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:56.236Z
69f600eff5fb022cad47965a
STUDENT_00062
2026-05-02T13:49:35.563Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:34:16.833Z
bulk_admin_script_legacy
null
null
2026-05-03T16:34:16.833Z
69f600f1f5fb022cad4796f6
STUDENT_00063
2026-05-02T13:49:37.190Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.131Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.131Z
69f600fcf5fb022cad47a84c
STUDENT_00063
2026-05-02T13:49:48.744Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.131Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.131Z
69f600fef5fb022cad47a883
STUDENT_00064
2026-05-02T13:49:50.733Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.190Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.190Z
69f60223423f9a5e23572ed1
STUDENT_00065
2026-05-02T13:54:43.230Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:17:57.038Z
bulk_admin_script_legacy
null
null
2026-05-03T15:17:57.038Z
69f6041a86b77aca58e47f3c
STUDENT_00066
2026-05-02T14:03:06.081Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.251Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.251Z
69f6048b86b77aca58e4ad95
STUDENT_00067
2026-05-02T14:04:59.299Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.265Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.265Z
69f604aa86b77aca58e4b61d
STUDENT_00068
2026-05-02T14:05:30.611Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:55:57.806Z
bulk_admin_script_legacy
null
null
2026-05-03T16:55:57.806Z
69f6082ffcd7dcb60ce39b77
STUDENT_00049
2026-05-02T14:20:31.031Z
T1
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:58:48.751Z
bulk_admin_script_legacy
null
null
2026-05-03T16:58:48.751Z
69f60862fcd7dcb60ce3ac2b
STUDENT_00069
2026-05-02T14:21:22.715Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:53:36.387Z
bulk_admin_script_legacy
null
null
2026-05-03T15:53:36.387Z
69f608abfcd7dcb60ce3cac6
STUDENT_00070
2026-05-02T14:22:35.350Z
T3
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:55.312Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:55.312Z
69f608c0fcd7dcb60ce3ccba
STUDENT_00049
2026-05-02T14:22:56.936Z
T1
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:58:48.751Z
bulk_admin_script_legacy
null
null
2026-05-03T16:58:48.751Z
69f608e6fcd7dcb60ce3d341
STUDENT_00071
2026-05-02T14:23:34.196Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.322Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.322Z
69f608fefcd7dcb60ce3d78f
STUDENT_00071
2026-05-02T14:23:58.076Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.322Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.322Z
69f60a02fcd7dcb60ce3f4e3
STUDENT_00072
2026-05-02T14:28:18.591Z
T4
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:54:48.496Z
bulk_admin_script_legacy
null
null
2026-05-03T15:54:48.496Z
69f60a6bfcd7dcb60ce40313
STUDENT_00073
2026-05-02T14:30:03.978Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T16:37:21.161Z
bulk_admin_script_legacy
null
null
2026-05-03T16:37:21.161Z
69f60bc8fcd7dcb60ce41c5e
STUDENT_00074
2026-05-02T14:35:52.237Z
T10
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:29:59.392Z
bulk_admin_script_legacy
null
null
2026-05-03T15:29:59.392Z
69f60bfefcd7dcb60ce420ce
STUDENT_00075
2026-05-02T14:36:46.185Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:56.589Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:56.589Z
69f60c12fcd7dcb60ce422a2
STUDENT_00075
2026-05-02T14:37:06.519Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:56.589Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:56.589Z
69f60c27fcd7dcb60ce4242b
STUDENT_00075
2026-05-02T14:37:27.911Z
T2
human_resolved
P1
Admin bulk/script-resolved
null
null
null
null
2026-05-03T15:13:56.589Z
bulk_admin_script_legacy
null
null
2026-05-03T15:13:56.589Z
End of preview.

Internship Support-Query Resolution Dataset

Support-query records from an internship programme's helpdesk: how each query was raised, which theme it's about, and how it was resolved. 4,093 rows, one row per query. No free-text query content is included — every row's content is represented only by query_theme_code.

Files

File Rows Contents
internship_query_resolution_export_2026-07-08_anonymized.csv 4093 one row per query, 16 columns
query_theme_distribution.csv 16 query_theme_code, query_theme_label, description, count, pct — what each query was about
resolution_pathway_distribution.csv 6 resolution_pathway_code, resolution_pathway_label, description, count, pct — how each query got resolved
LICENSE — MIT License

The two lookup files are separate because a query's topic and how it got resolved are independent facts about it.

Columns

# Column Meaning
1 query_id opaque internal identifier, unique per row
2 raised_by_student_id pseudonymous asker id (STUDENT_00001…), consistent across rows for the same person
3 raised_at ISO 8601 timestamp the query was raised
4 query_theme_code what the query is about — look up the name in query_theme_distribution.csv
5 status coarse resolution outcome: human_resolved, resolved, resolved_by_asker, resolved_by_AI_agent, super_escalated
6 resolution_pathway_code how the query was resolved — look up the name in resolution_pathway_distribution.csv
7 resolution_pathway_label the resolution-pathway name, inlined here for convenience
8 trigger_source how the query entered the system: header_link, legacy_hashtag, peer_raise, AI_agent_proactive, or NA
9 resolution_type_raw whether an FAQ action was taken while resolving: find_faq, create_faq, custom_reply, or NA
10 linked_faq_id which of 114 existing FAQ entries was reused (<topic>.<item>, e.g. 4.3), or NA
11 linked_faq_id_source which underlying system field that FAQ link was read from, or NA
12 responded_at ISO 8601 timestamp of the response, or NA
13 resolver_type the system's resolver category, 10 values — see Resolution pathway below for how this relates to resolution_pathway_code
14 resolver_student_id pseudonymous resolver id, same scheme as column 2, or NA — populated only when an individual person (not a script or the asker) resolved the query
15 escalation_trigger too_many_skips, too_many_ambiguous, or NA
16 accepted_at ISO 8601 timestamp of acceptance, or NA

All blank cells are written as the literal string NA.

Query theme

What the query is about: one of 16 categories (T1–T16), assigned by reading each query's actual text against the category definitions below — not derived from any other column. Names, full descriptions, counts, and percentages are in query_theme_distribution.csv.

Resolution pathway

How the query was resolved, independent of its topic. status alone is too coarse to distinguish resolution pathways — for example, every peer-resolved query (286 of them) carries the same status = human_resolved value as an administrator-resolved query. resolution_pathway_code makes this distinction explicit, grouping the system's 10 raw resolver_type values into 6 categories:

Code Label resolver_type values included
P1 Admin bulk/script-resolved bulk_admin_script, bulk_admin_script_legacy
P2 Admin individually-resolved human_admin_direct, human_admin_direct_legacy, human_resolved_unattributed
P3 Peer-resolved peer_answered_no_formal_approval_record, peer_genuine_approve
P4 AI-agent resolved AI_agent
P5 Self-resolved self_resolved_by_asker
P6 Unresolved/other unresolved_or_other

resolver_type is kept alongside resolution_pathway_code because it is more granular — it is the only column that distinguishes a legacy-era action from a current-era one (e.g. bulk_admin_script vs. bulk_admin_script_legacy, both grouped under P1).

Column notes

resolver_student_id supports resolver-effort analysis (who resolves the most queries). Its population does not follow resolution_pathway_code cleanly: within P1 (bulk-script), 570 of 2,000 rows carry an individual id even though bulk-script resolution sounds automatic; within P2 (direct admin), only 45 of 1,157 rows do — most "direct" admin resolutions in this data are not attributed to a specific person. This is a property of the source system, not an artifact of this release.

escalation_trigger is set by the system's own internal logic (too many skipped attempts, too much ambiguity) before a resolution pathway is settled, independent of resolution_pathway_code. In this data it only co-occurs with P1, P2, or P5 — P3 (peer) and P4 (AI-agent) rows never carry this flag.

License

MIT License, see LICENSE.

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