region stringclasses 7
values | country_code stringclasses 37
values | country stringclasses 37
values | response stringclasses 71
values | freq float64 0 2.16k | n float64 12.4 2.84k | prop float64 0 0.87 | pct float64 0 86.5 | variable stringclasses 18
values | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-04 00:00:00 2026-04-04 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|---|
South America | cl | Chile | I've never heard of rooftop solar panels | 29.941117 | 1,069.882186 | 0.027985 | 2.798543 | barriers_solar_haventadopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | sa | Saudi Arabia | I'm not interested in doing this | 174.600013 | 1,024.312095 | 0.170456 | 17.045587 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Europe | it | Italy | The materials or contractors to install them are not available | 10.640951 | 694.717117 | 0.015317 | 1.531696 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | at | Austria | I have done this | 79.712085 | 1,157 | 0.068895 | 6.889549 | adoption_ev | HDX | 2026-04-04 |
Asia | jp | Japan | I didn't have any difficulties | 31.34717 | 66.113803 | 0.47414 | 47.413957 | barriers_ev_adopted | HDX | 2026-04-04 |
Asia | kr | South Korea | No response | 14.916631 | 1,038 | 0.014371 | 1.437055 | adoption_heatpump | HDX | 2026-04-04 |
Europe | cz | Czechia | I didn't know how | 15.977103 | 330.954068 | 0.048276 | 4.827589 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | sk | Slovakia | I have not done this but I want to | 60.416814 | 1,050 | 0.05754 | 5.753982 | adoption_meat | HDX | 2026-04-04 |
Europe | be | Belgium | Not applicable | 303.494976 | 1,027 | 0.295516 | 29.551604 | adoption_offsets | HDX | 2026-04-04 |
Europe | dk | Denmark | They were expensive | 24.842913 | 194.90596 | 0.127461 | 12.746102 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | at | Austria | It's too expensive | 26.017749 | 519.848008 | 0.050049 | 5.004876 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | pl | Poland | No one I knew had a heat pump | 9.075259 | 76.733383 | 0.11827 | 11.827002 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Europe | sk | Slovakia | I don't know how | 55.38062 | 789.932464 | 0.070108 | 7.010804 | barriers_solar_haventadopted | HDX | 2026-04-04 |
Europe | ie | Ireland | I'm not interested in doing this | 216.017749 | 661.771569 | 0.326423 | 32.642343 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | nl | Netherlands | No one I knew had bought carbon offsets | 1.702777 | 85.444276 | 0.019929 | 1.99285 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | ch | Switzerland | I didn't have any difficulties | 586.411122 | 724.285898 | 0.80964 | 80.96404 | barriers_food_waste_adopted | HDX | 2026-04-04 |
Asia | kr | South Korea | I liked eating meat | 67.990609 | 393.268554 | 0.172886 | 17.288595 | barriers_meat_adopted | HDX | 2026-04-04 |
Europe | nl | Netherlands | I have not done this but I want to | 67.981758 | 927 | 0.073335 | 7.333523 | adoption_ev | HDX | 2026-04-04 |
Europe | hu | Hungary | The changes to my shopping routine would disrupt my lifestyle | 19.106933 | 112.468341 | 0.169887 | 16.988722 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
Europe | nl | Netherlands | It was expensive | 11.698761 | 65.585402 | 0.178374 | 17.837446 | barriers_ev_adopted | HDX | 2026-04-04 |
Oceania | au | Australia | I have not done this | 303.177218 | 936 | 0.323907 | 32.390728 | adoption_solar | HDX | 2026-04-04 |
Europe | pl | Poland | It's too expensive | 172.33659 | 527.466281 | 0.326725 | 32.672532 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
North America | ca | Canada | I'm not interested in doing this | 233.912622 | 547.515513 | 0.427226 | 42.722556 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | cy | Cyprus | I wasn't interested | 8.538263 | 62.466431 | 0.136686 | 13.668562 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Europe | sk | Slovakia | I thought it would take too much effort | 1.486228 | 53.227869 | 0.027922 | 2.792198 | barriers_ev_adopted | HDX | 2026-04-04 |
Europe | no | Norway | I liked eating meat | 37.629258 | 310.546573 | 0.121171 | 12.117106 | barriers_meat_adopted | HDX | 2026-04-04 |
Europe | dk | Denmark | The heat pump or contractors to install it were not available | 9.113652 | 171.904299 | 0.053016 | 5.301585 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Oceania | nz | New Zealand | I've never thought about getting a heat pump | 39.200509 | 386.234242 | 0.101494 | 10.149413 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | fr | France | I'm not interested in doing this | 66.596444 | 209.106439 | 0.318481 | 31.848108 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
Europe | pl | Poland | It was expensive | 17.872293 | 76.733383 | 0.232914 | 23.291418 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Europe | ch | Switzerland | I have not done this | 744.93572 | 1,007 | 0.739757 | 73.975742 | adoption_ev | HDX | 2026-04-04 |
Europe | no | Norway | I wasn't interested | 10.828968 | 166.29611 | 0.065119 | 6.511859 | barriers_offsets_adopted | HDX | 2026-04-04 |
Caribbean | tt | Trinidad & Tobago | I have done this | 328.204139 | 539 | 0.608913 | 60.891306 | adoption_food | HDX | 2026-04-04 |
Southwest Asia & North Africa | om | Oman | They are expensive | 33.363147 | 316.306445 | 0.105477 | 10.547729 | barriers_offsets_haventadopted | HDX | 2026-04-04 |
Oceania | au | Australia | I didn't have any difficulties | 84.048118 | 189.270159 | 0.444064 | 44.406429 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | at | Austria | No response | 9.81443 | 1,157 | 0.008483 | 0.848265 | adoption_offsets | HDX | 2026-04-04 |
Southwest Asia & North Africa | sa | Saudi Arabia | I didn't know how to do this | 16.988176 | 141.851759 | 0.11976 | 11.976007 | barriers_ev_adopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | sa | Saudi Arabia | I'm not interested in doing this | 87.598694 | 530.85267 | 0.165015 | 16.501508 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | om | Oman | Not applicable | 78.602699 | 483 | 0.162739 | 16.273851 | adoption_ev | HDX | 2026-04-04 |
Asia | sg | Singapore | I'm not interested | 30.717267 | 203.722979 | 0.15078 | 15.077959 | barriers_offsets_haventadopted | HDX | 2026-04-04 |
Asia | sg | Singapore | I have not done this but I want to | 47.560623 | 378 | 0.125822 | 12.582175 | adoption_offsets | HDX | 2026-04-04 |
Southwest Asia & North Africa | om | Oman | No one I knew was trying to eat less meat | 4.434625 | 222.862032 | 0.019899 | 1.989852 | barriers_meat_adopted | HDX | 2026-04-04 |
Europe | at | Austria | I've never heard of heat pumps | 27.562823 | 816.170883 | 0.033771 | 3.37709 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Asia | sg | Singapore | I don't have access to a charging station | 39.211302 | 235.790542 | 0.166297 | 16.629718 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Europe | ch | Switzerland | No response | 5.536295 | 1,007 | 0.005498 | 0.549781 | adoption_ev | HDX | 2026-04-04 |
Oceania | au | Australia | I have not done this | 196.695318 | 936 | 0.210145 | 21.014457 | adoption_food | HDX | 2026-04-04 |
Caribbean | tt | Trinidad & Tobago | It's too cold where I live | 11.928763 | 338.013137 | 0.035291 | 3.529083 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | de | Germany | The type of car or truck I want isn't available | 98.856733 | 1,651.380911 | 0.059863 | 5.986307 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Asia | kr | South Korea | I have not done this but I want to | 160.678711 | 1,038 | 0.154796 | 15.479645 | adoption_meat | HDX | 2026-04-04 |
Europe | lt | Lithuania | It's too expensive | 34.44742 | 840.641834 | 0.040978 | 4.097752 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | hu | Hungary | I didn't know how to cook meals without meat | 8.574476 | 244.790194 | 0.035028 | 3.502786 | barriers_meat_adopted | HDX | 2026-04-04 |
Europe | gb | UK | No response | 10.390319 | 1,969 | 0.005277 | 0.527695 | adoption_heatpump | HDX | 2026-04-04 |
North America | us | USA | It's too much effort | 102.472405 | 869.282809 | 0.117882 | 11.788155 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
Caribbean | tt | Trinidad & Tobago | My home is not suitable | 69.952015 | 338.013137 | 0.206951 | 20.695058 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | at | Austria | I wasn't interested | 0.726916 | 132.427747 | 0.005489 | 0.548915 | barriers_solar_adopted | HDX | 2026-04-04 |
Europe | nl | Netherlands | I have not done this | 271.724484 | 927 | 0.293122 | 29.312242 | adoption_solar | HDX | 2026-04-04 |
Europe | de | Germany | It's cold where I live | 1.394617 | 88.348921 | 0.015785 | 1.578533 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Europe | cy | Cyprus | I have done this | 242.516683 | 571 | 0.424723 | 42.472274 | adoption_meat | HDX | 2026-04-04 |
Oceania | au | Australia | It's too expensive | 404.40717 | 736.81351 | 0.54886 | 54.88596 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Europe | ie | Ireland | I have done this | 81.673995 | 1,080 | 0.075624 | 7.562407 | adoption_solar | HDX | 2026-04-04 |
Europe | de | Germany | It was expensive | 16.307166 | 88.348921 | 0.184577 | 18.457685 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Oceania | au | Australia | I don't know how | 28.001125 | 455.157688 | 0.06152 | 6.151961 | barriers_solar_haventadopted | HDX | 2026-04-04 |
Europe | ie | Ireland | The changes to my shopping routine would disrupt my lifestyle | 29.237964 | 240.023933 | 0.121813 | 12.18127 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
Caribbean | tt | Trinidad & Tobago | I need to eat meat for health reasons | 34.520708 | 261.641881 | 0.131939 | 13.193877 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | fi | Finland | I didn't know which carbon offsets were credible | 21.082545 | 97.903507 | 0.21534 | 21.534004 | barriers_offsets_adopted | HDX | 2026-04-04 |
Asia | kr | South Korea | It took a lot of time | 14.167159 | 107.941301 | 0.131249 | 13.124874 | barriers_ev_adopted | HDX | 2026-04-04 |
Europe | pt | Portugal | It was expensive | 24.404102 | 105.454081 | 0.231419 | 23.141923 | barriers_heatpump_adopted | HDX | 2026-04-04 |
Europe | ie | Ireland | Not applicable | 130.329208 | 1,080 | 0.120675 | 12.067519 | adoption_solar | HDX | 2026-04-04 |
Europe | lt | Lithuania | I had concerns about my health | 150.349825 | 399.254909 | 0.376576 | 37.657602 | barriers_meat_adopted | HDX | 2026-04-04 |
Europe | pl | Poland | I don't know which carbon offsets are credible | 57.12647 | 580.645505 | 0.098384 | 9.838442 | barriers_offsets_haventadopted | HDX | 2026-04-04 |
Oceania | au | Australia | No one I knew had an electric car or truck | 6.077031 | 58.384201 | 0.104087 | 10.408691 | barriers_ev_adopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | om | Oman | I didn't have any difficulties | 13.15278 | 45.55487 | 0.288724 | 28.872392 | barriers_solar_adopted | HDX | 2026-04-04 |
Europe | hu | Hungary | I have done this | 26.356746 | 620 | 0.042511 | 4.251088 | adoption_ev | HDX | 2026-04-04 |
South America | cl | Chile | I've never thought about eating less meat | 165.19968 | 553.643099 | 0.298387 | 29.83866 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | cz | Czechia | I don't have the time | 28.353061 | 992.929671 | 0.028555 | 2.855495 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Asia | jp | Japan | I have done this | 75.440458 | 1,116 | 0.067599 | 6.759898 | adoption_offsets | HDX | 2026-04-04 |
Europe | ch | Switzerland | I don't know how to reduce my food waste | 22.547034 | 223.582803 | 0.100844 | 10.084422 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
North America | us | USA | I like eating meat | 999.789648 | 1,636.509164 | 0.610928 | 61.092823 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | sa | Saudi Arabia | It's too much effort | 32.860256 | 339.542929 | 0.096778 | 9.677791 | barriers_food_waste_haventadopted | HDX | 2026-04-04 |
North America | us | USA | I've never thought about getting an electric car or truck | 396.191181 | 2,396.23995 | 0.165339 | 16.533869 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Oceania | nz | New Zealand | It's too cold where I live | 21.021895 | 386.234242 | 0.054428 | 5.442784 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | cz | Czechia | I've never heard of carbon offsets | 175.705684 | 669.05363 | 0.262618 | 26.261824 | barriers_offsets_haventadopted | HDX | 2026-04-04 |
Europe | gb | UK | It's too expensive | 90.081251 | 1,108.4266 | 0.081269 | 8.126948 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | cz | Czechia | I didn't have any difficulties | 629.529727 | 727.574701 | 0.865244 | 86.524411 | barriers_food_waste_adopted | HDX | 2026-04-04 |
Oceania | au | Australia | I didn't know how | 32.041398 | 189.270159 | 0.169289 | 16.928922 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | sk | Slovakia | It was expensive | 16.085751 | 53.227869 | 0.302205 | 30.220543 | barriers_ev_adopted | HDX | 2026-04-04 |
North America | us | USA | I wasn't interested | 37.29986 | 494.315835 | 0.075458 | 7.545755 | barriers_offsets_adopted | HDX | 2026-04-04 |
Europe | lt | Lithuania | No one I know has bought carbon offsets | 122.387261 | 1,048.990937 | 0.116671 | 11.667142 | barriers_offsets_haventadopted | HDX | 2026-04-04 |
Europe | hu | Hungary | I'm not interested in doing this | 64.616402 | 341.74809 | 0.189076 | 18.907612 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | lt | Lithuania | I've never thought about eating less meat | 273.064261 | 840.641834 | 0.324828 | 32.48283 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | cy | Cyprus | I thought it would take too much effort | 28.460278 | 348.456824 | 0.081675 | 8.167519 | barriers_food_waste_adopted | HDX | 2026-04-04 |
Europe | it | Italy | It's too expensive | 224.520808 | 694.717117 | 0.323183 | 32.318307 | barriers_heatpump_haventadopted | HDX | 2026-04-04 |
Europe | gr | Greece | I don't need a vehicle | 109.012264 | 863.098627 | 0.126303 | 12.630337 | barriers_ev_haventadopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | ae | UAE | I don't know how | 112.412582 | 918.375376 | 0.122404 | 12.240374 | barriers_solar_haventadopted | HDX | 2026-04-04 |
Asia | jp | Japan | I have not done this but I want to | 53.328734 | 1,116 | 0.047786 | 4.77856 | adoption_offsets | HDX | 2026-04-04 |
Caribbean | tt | Trinidad & Tobago | It's too much effort | 43.684056 | 261.641881 | 0.166961 | 16.696125 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Europe | be | Belgium | No one I know has solar panels | 4.869656 | 473.17662 | 0.010291 | 1.029141 | barriers_solar_haventadopted | HDX | 2026-04-04 |
Asia | kr | South Korea | I didn't know how to reduce my food waste | 58.071012 | 686.406113 | 0.084602 | 8.460154 | barriers_food_waste_adopted | HDX | 2026-04-04 |
Europe | fr | France | No one I knew was trying to reduce their food waste | 25.339967 | 1,178.972326 | 0.021493 | 2.149327 | barriers_food_waste_adopted | HDX | 2026-04-04 |
Southwest Asia & North Africa | om | Oman | I've never thought about eating less meat | 35.888945 | 199.929669 | 0.179508 | 17.950785 | barriers_meat_haventadopted | HDX | 2026-04-04 |
Climate Change Opinion Survey | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: climate_environment - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.
Dataset context from the existing Hugging Face card: Climate Change Opinion Survey Publisher: AI for Good at Meta · Source: HDX · License: other-pd-nr · Updated: 2026-03-26 Abstract In partnership with Yale, Meta launched a climate change opinion survey that explores public climate change knowledge, attitudes, policy preferences, and behaviors. 2023 aggregated survey responses now available. The 2022 survey includes respondents from nearly 200 countries and territories. We are sharing country level data from this survey… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/hdx-climate-change-opinion-survey.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/hdx-climate-change-opinion-survey |
| Sector | climate_environment |
| Topic tags | humanitarian, hdx, electric-sheep-africa, climate-weather, environment, alb, dza, asm, ago, aia |
| Modalities | tabular, text |
| Formats | parquet |
| Size category | 1K<n<10K |
| Countries | Africa-wide or source-defined African coverage |
| ISO3 coverage | not declared |
| Last modified on HF | 2026-04-04 09:46:11+00:00 |
| Inventory snapshot | 2026-07-16T16:00:34Z |
How To Read This Dataset
- Start from the repository files and the dataset viewer when available.
- Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
- Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
- Preserve missing values until you have a defensible imputation rule.
Usage
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/hdx-climate-change-opinion-survey")
print(ds)
split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])
Convert To Pandas When Tabular
from datasets import Dataset
first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
df = first_split.to_pandas()
print(df.head())
Data Quality Notes
- This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
- Exact schema, row counts, and source files should be inspected in the repository data files.
- Metadata gaps from the inventory: country, upstream_publisher.
- Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.
Source And Provenance
- Source context: original
- Publisher/source attribution: original
- License: Source-specific or other license
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/hdx-climate-change-opinion-survey
- Inventory retrieved at:
2026-07-16T16:00:34Z
Suggested Analyses
- Inspect schema and missingness before modeling.
- Profile variables by geography, time, and subgroup columns where present.
- Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
- Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.
Citation
@misc{electric_sheep_africa_hdx_climate_change_opinion_survey_2026,
title = {Climate Change Opinion Survey | Africa (original)},
author = {original},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/hdx-climate-change-opinion-survey},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/hdx-climate-change-opinion-survey}}
}
License
Released under Source-specific or other license.
Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.
About Electric Sheep Africa
Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.
Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.
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