One dot per month; rank 1 at the top.
Mean of each complete year, as a gap to the period mean (3.0 dimensionless).
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | Year |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2025 | 5.0 | 5.0 | 5.0 | 5.0 | 2.0 | 2.0 | 1.0 | 1.0 | 1.0 | 5.0 | 5.0 | 6.0 | 3.6 |
| 2024 | 5.0 | 2.0 | 3.0 | 5.0 | 2.0 | 2.0 | 1.0 | 1.0 | 1.0 | 5.0 | 4.0 | 5.0 | 3.0 |
| 2023 | 3.0 | 6.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 1.0 | 5.0 | 2.0 | 5.0 | 2.9 |
| 2022 | 2.0 | 3.0 | 3.0 | 5.0 | 2.0 | 2.0 | 2.0 | 1.0 | 2.0 | 5.0 | 4.0 | 2.0 | 2.8 |
| 2021 | 2.0 | 4.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | 1.0 | 5.0 | 5.0 | 2.0 | 2.0 | 2.7 |
| Median | 3.0 | 4.0 | 3.0 | 5.0 | 2.0 | 2.0 | 2.0 | 1.0 | 1.0 | 5.0 | 4.0 | 5.0 | |
| P10 | 2.0 | 2.4 | 3.0 | 2.0 | 2.0 | 2.0 | 1.0 | 1.0 | 1.0 | 5.0 | 2.0 | 2.0 | |
| P90 | 5.0 | 5.6 | 4.2 | 5.0 | 2.0 | 2.0 | 2.0 | 1.6 | 3.8 | 5.0 | 4.6 | 5.6 | |
| Min. | 2.0 | 2.0 | 3.0 | 2.0 | 2.0 | 2.0 | 1.0 | 1.0 | 1.0 | 5.0 | 2.0 | 2.0 | |
| Max. | 5.0 | 6.0 | 5.0 | 5.0 | 2.0 | 2.0 | 2.0 | 2.0 | 5.0 | 5.0 | 5.0 | 6.0 |
60 rows, 2 KB. Columns: period, value, unit, confidence level, status.
periode_type,annee_debut,annee_fin,mois,version_formule,valeur,unite,niveau_confiance,statut mensuel,2021,2021,1,1,2,1,B,brut mensuel,2021,2021,2,1,4,1,B,brut mensuel,2021,2021,3,1,3,1,B,brutDownload the CSV
The same series, versioned, with a free key.
curl -H "Authorization: Bearer kuma_votre_cle" \ "https://api.kumascience.com/v1/series/gin_conakry_rang_referentiel_spatial_kuma_calculs_2021_2025?format=csv"
Read the published file directly with pandas.
import pandas as pd url = "https://kumascience.com/data/guinee/conakry_kaloum/rang_referentiel_spatial.csv" df = pd.read_csv(url) df.head()
Kuma applied variables
Rank 1: best value of the month among the compared towns. Mean rank 2.98.
Kuma Science (2026). Spatial rank within the Kuma perimeter, Kaloum (Guinea), 2021-2025. Kuma computation series, Guinea national energy data reference. DOI 10.5281/zenodo.21051755. https://kumascience.com/en/donnees/gin_conakry_rang_referentiel_spatial_kuma_calculs_2021_2025
@misc{kuma_gin_conakry_rang_referentiel_spatial_kuma_calculs_2021_2025,
author = {{Kuma Science}},
title = {Spatial rank within the Kuma perimeter, Kaloum (Guinea), 2021-2025},
year = {2026},
howpublished = {Kuma computation series},
doi = {10.5281/zenodo.21051755},
url = {https://kumascience.com/en/donnees/gin_conakry_rang_referentiel_spatial_kuma_calculs_2021_2025},
note = {License CC-BY 4.0}
}TY - DATA AU - Kuma Science TI - Spatial rank within the Kuma perimeter, Kaloum (Guinea), 2021-2025 PY - 2026 PB - Kuma Science DO - 10.5281/zenodo.21051755 UR - https://kumascience.com/en/donnees/gin_conakry_rang_referentiel_spatial_kuma_calculs_2021_2025 N1 - Kuma computation ER -
Also cite the primary source, whose licence applies to the published values.
Astuce pratique · Pour citer cette fiche dans un rapport BE ou un livrable client, sélectionnez le bloc ci-dessus puis copiez-collez. Le slug de la série (le code présent dans l'URL) garantit la reproductibilité : la même URL pointera vers la même série, même après mises à jour des données amont (l'historique versionné côté Data Core est préservé).
Besoin d'aller plus loin sur cette série ? Le cabinet Kuma accompagne bureaux d'études, bailleurs et porteurs de projet sur l'ingénierie énergétique appliquée · audit, dimensionnement PV, conseil stratégique.