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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  dataset_info:
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- features:
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- - name: name
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- dtype: string
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- - name: versioncode
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- dtype: string
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- - name: currentrequestedfunds
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- dtype: int64
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- - name: objective
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- dtype: string
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- - name: startdate
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- dtype: timestamp[ns]
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- - name: enddate
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- dtype: timestamp[ns]
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- - name: globalclusters
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- dtype: string
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- - name: locations
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- dtype: string
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- - name: organizations
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- dtype: string
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- - name: plans
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- dtype: string
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- - name: response_plan_code
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- dtype: string
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- - name: esa_source
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- dtype: string
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- - name: esa_processed
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- dtype: string
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  splits:
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- - name: train
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- num_bytes: 131019
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- num_examples: 330
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- - name: test
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- num_bytes: 33138
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- num_examples: 83
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- download_size: 39063
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- dataset_size: 164157
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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- - split: test
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- path: data/test-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ annotations_creators:
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+ - no-annotation
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+ language_creators:
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+ - found
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+ language:
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+ - en
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+ license: cc-by-4.0
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+ multilinguality:
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+ - monolingual
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+ size_categories:
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+ - n<1K
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+ source_datasets:
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+ - original
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+ task_categories:
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+ - other
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+ task_ids: []
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+ tags:
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+ - africa
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+ - humanitarian
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+ - hdx
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+ - electric-sheep-africa
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+ - humanitarian-response-plan-hrp
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+ - who-is-doing-what-and-where-3w-4w-5w
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+ - rwa
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+ pretty_name: "Rwanda: Response Plan projects"
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  dataset_info:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  splits:
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+ - name: train
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+ num_examples: 330
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+ - name: test
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+ num_examples: 82
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+
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+ # Rwanda: Response Plan projects
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+
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+ **Publisher:** OCHA Humanitarian Programme Cycle Tools (HPC Tools) · **Source:** [HDX](https://data.humdata.org/dataset/hrp-projects-rwa) · **License:** `cc-by-igo` · **Updated:** 2026-03-30
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+
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+ ---
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+
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+ ## Abstract
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+
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+ Projects proposed, in progress, or completed as part of the annual Rwanda Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools
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+
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+ **Important:** some projects in Rwanda might be missing, and others might not apply specifically to Rwanda. See _Caveats_ under the _Additional information_ tab.
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+
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+ Each row in this dataset represents time-series observations. Temporal coverage is indicated by the `startdate`, `enddate` column(s). Geographic scope: **RWA**.
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+
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+ *Curated into ML-ready Parquet format by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica).*
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+
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+ ---
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+
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+ ## Dataset Characteristics
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+
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+ | | |
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+ |---|---|
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+ | **Domain** | Humanitarian and development data |
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+ | **Unit of observation** | Time-series observations |
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+ | **Rows (total)** | 413 |
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+ | **Columns** | 13 (1 numeric, 10 categorical, 2 datetime) |
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+ | **Train split** | 330 rows |
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+ | **Test split** | 82 rows |
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+ | **Geographic scope** | RWA |
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+ | **Publisher** | OCHA Humanitarian Programme Cycle Tools (HPC Tools) |
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+ | **HDX last updated** | 2026-03-30 |
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+
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+ ---
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+
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+ ## Variables
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+
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+ **Geographic** — `locations` (UGA, RWA, TZA).
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+
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+ **Temporal** — `startdate`, `enddate`.
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+
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+ **Identifier / Metadata** — `name` (Zambia: United Nations High Commissioner for Refugees (Basic Needs response), Uganda: HelpAge International (Protection response), Rwanda: International Organization for Migration (Protection response)), `versioncode` (RDRC_RRP24-BSC-213740-1, RDRC_RRP24-PRO-213533-1, RDRC_RRP24-PRO-213560-1), `response_plan_code` (RDRC_RRP24), `esa_source` (HDX), `esa_processed` (2026-04-04).
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+
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+ **Other** — `currentrequestedfunds` (range 700.0–38119944.0), `objective` (United Nations High Commissioner for Refugees: Basic Needs response for DRC Regional Plan in Zambia, HelpAge International: Protection response for DRC Regional Plan in Uganda, International Organization for Migration: Protection response for DRC Regional Plan in Rwanda), `globalclusters` (Early Recovery, Education, Health), `organizations` (United Nations High Commissioner for Refugees, United Nations Children's Fund, World Vision International), `plans` (Democratic Republic of the Congo Regional Refugee Response Plan 2024).
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+
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+ ---
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+
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+ ## Quick Start
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("electricsheepafrica/africa-hrp-projects-rwa")
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+ train = ds["train"].to_pandas()
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+ test = ds["test"].to_pandas()
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+
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+ print(train.shape)
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+ train.head()
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+ ```
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+
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+ ---
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+
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+ ## Schema
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+
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+ | Column | Type | Null % | Range / Sample Values |
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+ |---|---|---|---|
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+ | `name` | object | 0.0% | Zambia: United Nations High Commissioner for Refugees (Basic Needs response), Uganda: HelpAge International (Protection response), Rwanda: International Organization for Migration (Protection response) |
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+ | `versioncode` | object | 0.0% | RDRC_RRP24-BSC-213740-1, RDRC_RRP24-PRO-213533-1, RDRC_RRP24-PRO-213560-1 |
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+ | `currentrequestedfunds` | int64 | 0.0% | 700.0 – 38119944.0 (mean 1618104.9467) |
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+ | `objective` | object | 0.0% | United Nations High Commissioner for Refugees: Basic Needs response for DRC Regional Plan in Zambia, HelpAge International: Protection response for DRC Regional Plan in Uganda, International Organization for Migration: Protection response for DRC Regional Plan in Rwanda |
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+ | `startdate` | datetime64[ns] | 0.0% | |
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+ | `enddate` | datetime64[ns] | 0.0% | |
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+ | `globalclusters` | object | 0.0% | Early Recovery, Education, Health |
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+ | `locations` | object | 0.0% | UGA, RWA, TZA |
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+ | `organizations` | object | 0.0% | United Nations High Commissioner for Refugees, United Nations Children's Fund, World Vision International |
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+ | `plans` | object | 0.0% | Democratic Republic of the Congo Regional Refugee Response Plan 2024 |
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+ | `response_plan_code` | object | 0.0% | RDRC_RRP24 |
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+ | `esa_source` | object | 0.0% | HDX |
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+ | `esa_processed` | object | 0.0% | 2026-04-04 |
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+
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+ ---
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+
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+ ## Numeric Summary
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+
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+ | Column | Min | Max | Mean | Median |
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+ |---|---|---|---|---|
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+ | `currentrequestedfunds` | 700.0 | 38119944.0 | 1618104.9467 | 500000.0 |
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+
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+ ---
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+
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+ ## Curation
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+
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+ Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (`N/A`, `null`, `none`, `-`, `unknown`, `no data`, `#N/A`) were unified to `NaN`. 1 column(s) with >80% missing values were removed: `partners`. 2 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
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+
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+ ---
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+
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+ ## Limitations
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+
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+ - Data originates from OCHA Humanitarian Programme Cycle Tools (HPC Tools) and has not been independently validated by ESA.
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+ - Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
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+ - Refer to the [original HDX dataset page](https://data.humdata.org/dataset/hrp-projects-rwa) for the publisher's own methodology notes and caveats.
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+
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+ ---
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @dataset{hdx_africa_hrp_projects_rwa,
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+ title = {Rwanda: Response Plan projects},
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+ author = {OCHA Humanitarian Programme Cycle Tools (HPC Tools)},
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+ year = {2026},
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+ url = {https://data.humdata.org/dataset/hrp-projects-rwa},
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+ note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
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+ }
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+ ```
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+
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+ ---
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+
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+ *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica) — Africa's ML dataset infrastructure. Lagos, Nigeria.*