Table · dataset · 2026
<b>BreatheAccra PM2.5 and ERA5 meteorology for Greater Accra, Ghana (April 2023 - February 2025): analysis dataset and reproducible code</b>
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33345036.v3
<p dir="ltr">Quality-controlled daily PM2.5 from the BreatheAccra network of 62 corrected low-cost optical monitors across 19 municipal assemblies of the Greater Accra Metropolitan Area, Ghana, covering 1 April 2023 to 28 February 2025 (15,144 sensor-days), joined to co-located daily ERA5 and ERA5-Land meteorology.
Description
The deposit also contains derived series, model outputs, publication-resolution figures and the complete Python code that regenerates every number, table and figure in the associated paper and its supplementary material.</p><p dir="ltr">The analysis shows that PM2.5 over Accra has two seasonal maxima, in December–February (harmattan) and in July, and that both remain 20–28% above what same-day meteorology predicts.
It also checks ERA5 against automatic weather stations of the Trans-African Hydro-Meteorological Observatory (TAHMO) in Accra, and shows that the moisture predictors conventionally used together (air temperature, dew point, relative humidity) are severely collinear at this site. The TAHMO station data are not redistributed here, in line with TAHMO's data policy; the code that processes them is included, and they can be requested from TAHMO.</p><p dir="ltr">Version history.
Read the rest (2 more)
Version 1: original deposit. Version 2: documentation only; a reference to an earlier journal submission was removed from the README and code comments. Version 3: adds the revision/ folder (analysis refitted with statsmodels, pyGAM and pyMannKendall; inference robust to serial correlation; ERA5 check against TAHMO stations; composition-adjusted trend; revised figures).
The original data file and the version 1 code are unchanged.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33345036.v3 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution modelling and control · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Air pollution processes and air quality measurement · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Applied statistics · Astronomy & Astrophysics · Chemistry · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Tabular 65%
Provenance · 11 source records, 94 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/33345036 | 13 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33345036 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33345036 | 12 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/33345036 | 12 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/33345036 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:370102 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:370102 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution processes and air quality measurement'] |
| concepts[field].anzsrc:field:401101 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:490501 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].anzsrc:field:490501 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Applied statistics'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |