Dataset Preview
Full Screen
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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 2 new columns ({'Group', 'ClientMetric'})

This happened while the csv dataset builder was generating data using

hf://datasets/Abdu07/unifi-value-frameworks-pdf-lifting-competition/ActivityMetricsSynonyms.csv (at revision 7f0bf422f2c606bcf7add3b8713c21266793bb54)

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
              AMKEY: int64
              Group: string
              ActivityMetric: string
              ClientMetric: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 730
              to
              {'AMKEY': Value(dtype='int64', id=None), 'ActivityMetric': 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 1321, 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 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                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 2 new columns ({'Group', 'ClientMetric'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Abdu07/unifi-value-frameworks-pdf-lifting-competition/ActivityMetricsSynonyms.csv (at revision 7f0bf422f2c606bcf7add3b8713c21266793bb54)
              
              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.

AMKEY
int64
ActivityMetric
string
3
Advisory fees as per income statement
6
Air emissions of the following pollutants: (1) CO
7
Air emissions of the following pollutants: (2) NOx (excluding N2O)
8
Air emissions of the following pollutants: (3) SOx
9
Air emissions of the following pollutants: (4) particulate matter (PM10)
10
Air emissions of the following pollutants: (5) volatile organic compounds (VOCs)
11
ALL Administration expenses per income statement
12
All Inury Frequency Rate (Injuries/1m hrs worked)
13
Amount of assets under management, by asset class, that employ governance issues
14
Amount of assets under management, by asset class, that employ integration of environmental issues
15
Amount of assets under management, by asset class, that employ integration of environmental, social, and governance issues
16
Amount of assets under management, by asset class, that employ social issues
17
Amount of assets under management, by asset class, that employ sustainability themed investing
18
Amount of assets under management, by asset class, that employ sustainability themed screening
20
Amount of fines paid or payable due to settlements
21
Volume of Waste sent for Recycling (tonnes) – Food Waste Recovered
26
Area of forestland leased
27
Area of forestland managed by the entity
28
Area of forestland owned
29
Area of forestland restored and or rehabilitated
31
Area of forestland with protected conservation status
35
Audit committee meeting attendance rate
38
Average hours of training
41
Average number hours of health, safety, and emergency response training for full-time employees
42
Average number of hours of health, safety, and emergency response training for contract employees
43
Average number of hours of training on anti-corruption issues per year
44
The average number of hours of training on anti-corruption issues per employee
46
BBBEE procurement spend from Exempt Micro Enterprises (EMEs), Qualifyimg Small Enterprises (QSEs) & Empowering Suppliers that are >51 black owned
47
BBBEE procurement spend from Qualifyimg Small Enterprises (QSEs) as a % of total spend
48
BBBEE procurment spend from all EME's as a % of total spend
49
B-BBEE Scorecard Level
50
Percentage of black board members
51
Black female exec. directors as a % of all directors
52
Board meeting attendance rate
53
Board members between 30 - 50
54
Board members over 50
55
Board members under 30
62
Contractor costs per income statement
63
Corporate office costs per income statement
64
Cost of sales as per income statement
65
Cost relating to acquisition per income statement
66
Custom duties as per income statement
67
Depreciation as per income statement
70
Description of management approach to identifying and addressing data security risks
74
Description of approach to incorporation of environmental, social, and governance (ESG) factors in investment and/or wealth management processes and strategies
77
Description of approach to informing customers about products and services
82
Description of environmental management policies and practices for active sites
83
Description of proxy voting and investee engagement policies and procedures
86
Description of the management system for prevention of corruption and bribery throughout the value chain
90
Discussion of engagement processes and due diligence practices with respect to human rights, indigenous rights, and operation in areas of conflict
93
Discussion of management of accident and safety risks and long-term health and safety risks
95
Discussion of processes to assess and manage risks and/or hazards associated with chemicals in products
96
Discussion of process to identify and manage emerging materials and chemicals of concern on product safety
97
Discussion of process to manage risks and opportunities associated with community rights and interests
100
Discussion of strategies to reduce the environmental impact of packaging
101
Duration of strikes and lockouts
103
Economic interest (% ownership) of black people
104
Economic interest (% ownership) of black women
105
Emissions Reduction Strategy
109
Employee wages and benefits
110
Employee wages and benefits as a proportion of revenue
111
Employee wages and benefits as a proportion of revenue by gender: Male
112
Employee wages and benefits as a proportion of revenue by race
113
Energy Efficiency (Energy consumption per net value added)
114
Energy Efficiency (Energy consumption per saleable output)
115
Exercisable voting rights in the hands of black people
116
Exercisable voting rights in the hands of black women
118
Expenditure on employee training
119
Expenditure on employee training per employee
120
Expenditures on employee health and safety (Total spend on occupational safety initiatives)
121
Expenditures on employee health and safety as a proportion of revenue
122
Fatal injury frequency rate (FIFR)
123
Fatality rate
124
Finance cost per income statement
125
Financial assistance received from the government - Total monetary value of financial assistance received by the organisation from any government during the reporting period
126
Frequency/incident rates of occupational injuries
128
GHG Scope 1 emissions
129
GHG Scope 2 emissions
130
GHG Scope 3 emissions
132
Graduation of 1 or more Enteprise Development beneficiaries to Supplier Development beneficiary
133
Greenhouse Gas (GHG) intensity rate
134
Gross Value Added
135
Hazardous waste
136
Hazardous waste recycled
137
Hazardous waste recycled as a percentage of total waste
138
Hazardous waste to legal landfill
141
Income from investments per income statement
142
Industry membership contributions per income statement
143
Infrastructure development in host communities
144
Insurance expenditure per income statement
145
Investment in water and sanitation infrastructure
146
Total spend directed towards impact investments
148
Involuntary turnover rate for all employees
150
Legal fees per income statement
151
Lost-time injury frequency rate (LTIFR)
153
Maintenance costs per income statement
154
Material costs per income statement
156
Number of Medical Treatment Cases (MTCs, i.e. injuries on duty leading to medical treatment, but no lost days)
157
Medically treated injury frequency rate (MTIFR)
162
Movement in Inventories per income statement
End of preview.
README.md exists but content is empty. Use the Edit dataset card button to edit it.
Downloads last month
57