Upload dataset folder
Browse files- README.md +175 -0
- data/train-00000-of-00001.parquet +3 -0
- metadata/source_snapshot.json +85 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: cc-by-sa-4.0
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| 3 |
+
language:
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| 4 |
+
- en
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| 5 |
+
task_categories:
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| 6 |
+
- tabular-classification
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| 7 |
+
- tabular-regression
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| 8 |
+
multilinguality: monolingual
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| 9 |
+
size_categories:
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| 10 |
+
- 1K<n<10K
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| 11 |
+
tags:
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| 12 |
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- tabular
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| 13 |
+
- xlsx
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| 14 |
+
- africa
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| 15 |
+
- libya
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| 16 |
+
- official-statistics
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| 17 |
+
- open-data
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| 18 |
+
- ict
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| 19 |
+
configs:
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| 20 |
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- config_name: default
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| 21 |
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data_files:
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| 22 |
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- split: train
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| 23 |
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path: data/train-00000-of-00001.parquet
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| 24 |
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pretty_name: "Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)"
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| 25 |
+
---
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| 26 |
+
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| 27 |
+
# Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)
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+
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| 29 |
+
1,832 rows - 1 Africa country - 2024 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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| 30 |
+
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| 31 |
+

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| 32 |
+

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| 33 |
+

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| 34 |
+

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| 35 |
+

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| 36 |
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| 37 |
+
## TL;DR
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| 38 |
+
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| 39 |
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This dataset packages one official `XLSX` resource from **Libya** as
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| 40 |
+
ML-ready Parquet. The source file is the provenance boundary; all usable
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| 41 |
+
indicators or tabular columns from the resource stay together in this repo.
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| 42 |
+
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| 43 |
+
## About the source
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| 44 |
+
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| 45 |
+
- **Source:** [Explosive Weapons Monitor Data by Insecurity Insight](https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services)
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| 46 |
+
- **Publisher:** Insecurity Insight
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| 47 |
+
- **Resource:** [2024 EPWIA and Impact to Health Care Data.xlsx](https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx)
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| 48 |
+
- **Format:** `XLSX`
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| 49 |
+
- **License:** [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/)
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| 50 |
+
- **Packaging mode:** `tabular_resource`
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| 51 |
+
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| 52 |
+
## Geographic coverage
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| 53 |
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| 54 |
+
1 Africa country:
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| 55 |
+
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| 56 |
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| Country | Rows | First year | Last year | Name |
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| 57 |
+
|---------|-----:|-----------:|----------:|------|
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| 58 |
+
| `LBY` | 1,832 | 2024 | 2024 | `Libya` |
|
| 59 |
+
|
| 60 |
+
## Indicators or Resource Contents
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| 61 |
+
|
| 62 |
+
- This source file is packaged as a normalized tabular resource.
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| 63 |
+
|
| 64 |
+
## Schema
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| 65 |
+
|
| 66 |
+
| Column | Type | Description | Example |
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| 67 |
+
|--------|------|-------------|---------|
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| 68 |
+
| `source_record_id` | `string` | Stable row identifier for tabular resources. | `578054e6-d03d-47b3-ab05-6ac763de11ac:2024-data:0` |
|
| 69 |
+
| `country_iso3` | `category` | ISO3 country code. | `LBY` |
|
| 70 |
+
| `country_name` | `category` | Country name. | `Libya` |
|
| 71 |
+
| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `2024 Data` |
|
| 72 |
+
| `date` | `string` | Observation date. | `2024-12-31 00:00:00` |
|
| 73 |
+
| `country` | `string` | Source column. | `OPT` |
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| 74 |
+
| `admin_1` | `string` | Source column. | `West Bank` |
|
| 75 |
+
| `latitude` | `float64` | Source column. | `` |
|
| 76 |
+
| `longitude` | `float64` | Source column. | `` |
|
| 77 |
+
| `geo_precision` | `string` | Source column. | `censored` |
|
| 78 |
+
| `reported_perpetrator` | `string` | Source column. | `` |
|
| 79 |
+
| `reported_perpetrator_name` | `string` | Source column. | `` |
|
| 80 |
+
| `weapon_carried_used` | `string` | Source column. | `RPG` |
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| 81 |
+
| `location_of_incident` | `string` | Source column. | `Health building` |
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| 82 |
+
| `number_of_attacks_on_health_facilities_reporting_destruc` | `float64` | Source column. | `0.0` |
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| 83 |
+
| `number_of_attacks_on_health_facilities_reporting_damaged` | `float64` | Source column. | `1.0` |
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| 84 |
+
| `number_of_attacks_on_health_facilities_reporting_destruc_2` | `float64` | Source column. | `1.0` |
|
| 85 |
+
| `forceful_entry_into_health_facility` | `float64` | Source column. | `0.0` |
|
| 86 |
+
| `occupation_of_health_facility` | `float64` | Source column. | `0.0` |
|
| 87 |
+
| `vicinity_of_health_facility_affected` | `float64` | Source column. | `0.0` |
|
| 88 |
+
| `health_transportation_destroyed` | `float64` | Source column. | `0.0` |
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| 89 |
+
| `health_transportation_damaged` | `float64` | Source column. | `0.0` |
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| 90 |
+
| `health_workers_killed` | `float64` | Source column. | `0.0` |
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| 91 |
+
| `health_workers_injured` | `float64` | Source column. | `0.0` |
|
| 92 |
+
| `health_workers_kidnapped` | `float64` | Source column. | `0.0` |
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| 93 |
+
| `health_workers_arrested` | `float64` | Source column. | `0.0` |
|
| 94 |
+
| `known_kidnapping_or_arrest_outcome` | `string` | Source column. | `` |
|
| 95 |
+
| `health_workers_threatened` | `float64` | Source column. | `0.0` |
|
| 96 |
+
| `health_workers_assaulted` | `float64` | Source column. | `0.0` |
|
| 97 |
+
| `health_workers_sexually_assaulted` | `float64` | Source column. | `0.0` |
|
| 98 |
+
| `conflict_related_violence` | `string` | Source column. | `ConflictEvent` |
|
| 99 |
+
| `political_related_violence` | `string` | Source column. | `NotApplicable` |
|
| 100 |
+
| `covid_19_related_violence` | `string` | Source column. | `NotApplicable` |
|
| 101 |
+
| `ebola_related_violence` | `string` | Source column. | `NotApplicable` |
|
| 102 |
+
| `vaccination_related_violence` | `string` | Source column. | `NotApplicable` |
|
| 103 |
+
| `sind_event_id` | `float64` | Source column. | `88062.0` |
|
| 104 |
+
| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2024` |
|
| 105 |
+
| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2024` |
|
| 106 |
+
| `source_period_label` | `category` | Human-readable period inferred from source resource metadata. | `2024` |
|
| 107 |
+
| `source_provider` | `category` | Publishing organization. | `Insecurity Insight` |
|
| 108 |
+
| `source_dataset` | `category` | Source package title. | `Explosive Weapons Monitor Data by Insecurity Insight` |
|
| 109 |
+
| `source_resource` | `category` | Source resource title. | `2024 EPWIA and Impact to Health Care Data.xlsx` |
|
| 110 |
+
| `source_package_id` | `category` | CKAN package UUID. | `729040e4-e253-44ca-b265-123d452738d6` |
|
| 111 |
+
| `source_resource_id` | `category` | CKAN resource UUID. | `578054e6-d03d-47b3-ab05-6ac763de11ac` |
|
| 112 |
+
| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/re` |
|
| 113 |
+
| `license_id` | `category` | Source license identifier. | `cc-by-sa` |
|
| 114 |
+
| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-17T13:13:43Z` |
|
| 115 |
+
| `year` | `Int64` | Observation year. | `` |
|
| 116 |
+
| `citation` | `string` | Source column. | `` |
|
| 117 |
+
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| 118 |
+
## Usage
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| 119 |
+
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| 120 |
+
```python
|
| 121 |
+
from datasets import load_dataset
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| 122 |
+
|
| 123 |
+
ds = load_dataset("electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83")
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| 124 |
+
df = ds["train"].to_pandas()
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| 125 |
+
print(df.head())
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| 126 |
+
```
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| 127 |
+
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| 128 |
+
### Filter to one country
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| 129 |
+
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| 130 |
+
```python
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| 131 |
+
sample_country = df[df["country_iso3"] == "LBY"]
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| 132 |
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```
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| 133 |
+
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| 134 |
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### Work with indicators
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| 135 |
+
|
| 136 |
+
```python
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| 137 |
+
if "indicator_id" in df.columns:
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| 138 |
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print(df["indicator_id"].value_counts().head())
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| 139 |
+
sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
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| 140 |
+
```
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| 141 |
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| 142 |
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## Citation
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| 143 |
+
|
| 144 |
+
```bibtex
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| 145 |
+
@misc{electric_sheep_africa_africa_libya_explosive_weapons_monitor_data_by_insecurity_insight_4aa7bf83_2024,
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| 146 |
+
title = {Explosive Weapons Monitor Data by Insecurity Insight | Africa (Libya official open data)},
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| 147 |
+
author = {Insecurity Insight},
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| 148 |
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year = {2024},
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| 149 |
+
url = {https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services},
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| 150 |
+
publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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| 151 |
+
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83}}
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| 152 |
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}
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| 153 |
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```
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| 154 |
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| 155 |
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## License
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| 156 |
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| 157 |
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Released under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/).
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| 158 |
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|
| 159 |
+
Original data (c) Insecurity Insight. When using this dataset, please cite both the
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| 160 |
+
original source above and the Electric Sheep Africa repackaging.
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| 161 |
+
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| 162 |
+
## About Electric Sheep
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| 163 |
+
|
| 164 |
+
Electric Sheep Africa is part of the Electric Sheep mission: a unified,
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| 165 |
+
ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
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| 166 |
+
open sources, normalize the schemas, package as Parquet, and publish with
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| 167 |
+
consistent dataset cards so researchers and developers can use `load_dataset()`
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| 168 |
+
to start working in seconds.
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| 169 |
+
|
| 170 |
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Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
|
| 171 |
+
|
| 172 |
+
---
|
| 173 |
+
|
| 174 |
+
Provenance: ingested 2026-08-17 via the Electric Sheep pipeline. Source URL:
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| 175 |
+
https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:895a875607a579d29e83ebebaffb5d01b40aadfe02046907605286721b8bf3b9
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size 73059
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metadata/source_snapshot.json
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{
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| 2 |
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"columns": [
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| 3 |
+
"source_record_id",
|
| 4 |
+
"country_iso3",
|
| 5 |
+
"country_name",
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| 6 |
+
"source_sheet",
|
| 7 |
+
"date",
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| 8 |
+
"country",
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| 9 |
+
"admin_1",
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| 10 |
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"latitude",
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| 11 |
+
"longitude",
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| 12 |
+
"geo_precision",
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| 13 |
+
"reported_perpetrator",
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| 14 |
+
"reported_perpetrator_name",
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| 15 |
+
"weapon_carried_used",
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| 16 |
+
"location_of_incident",
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| 17 |
+
"number_of_attacks_on_health_facilities_reporting_destruc",
|
| 18 |
+
"number_of_attacks_on_health_facilities_reporting_damaged",
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| 19 |
+
"number_of_attacks_on_health_facilities_reporting_destruc_2",
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| 20 |
+
"forceful_entry_into_health_facility",
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| 21 |
+
"occupation_of_health_facility",
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| 22 |
+
"vicinity_of_health_facility_affected",
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| 23 |
+
"health_transportation_destroyed",
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| 24 |
+
"health_transportation_damaged",
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| 25 |
+
"health_workers_killed",
|
| 26 |
+
"health_workers_injured",
|
| 27 |
+
"health_workers_kidnapped",
|
| 28 |
+
"health_workers_arrested",
|
| 29 |
+
"known_kidnapping_or_arrest_outcome",
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| 30 |
+
"health_workers_threatened",
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| 31 |
+
"health_workers_assaulted",
|
| 32 |
+
"health_workers_sexually_assaulted",
|
| 33 |
+
"conflict_related_violence",
|
| 34 |
+
"political_related_violence",
|
| 35 |
+
"covid_19_related_violence",
|
| 36 |
+
"ebola_related_violence",
|
| 37 |
+
"vaccination_related_violence",
|
| 38 |
+
"sind_event_id",
|
| 39 |
+
"source_period_start_year",
|
| 40 |
+
"source_period_end_year",
|
| 41 |
+
"source_period_label",
|
| 42 |
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"source_provider",
|
| 43 |
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"source_dataset",
|
| 44 |
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"source_resource",
|
| 45 |
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"source_package_id",
|
| 46 |
+
"source_resource_id",
|
| 47 |
+
"source_url",
|
| 48 |
+
"license_id",
|
| 49 |
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"retrieved_at",
|
| 50 |
+
"year",
|
| 51 |
+
"citation"
|
| 52 |
+
],
|
| 53 |
+
"generated_at": "2026-08-17T13:14:32Z",
|
| 54 |
+
"indicator_count": 0,
|
| 55 |
+
"mode": "tabular_resource",
|
| 56 |
+
"repo_id": "electricsheepafrica/africa-libya-explosive-weapons-monitor-data-by-insecurity-insight-4aa7bf83",
|
| 57 |
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"rows": 1832,
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| 58 |
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"source": {
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| 59 |
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"api_base_url": "https://data.humdata.org/api/3/action",
|
| 60 |
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"country_iso3": "LBY",
|
| 61 |
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"country_name": "Libya",
|
| 62 |
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"group_names": "afg,ago,arm,aze,bgd,bel,bol,bra,bfa,bdi,khm,cmr,caf,tcd,col,cyp,cod,eth,hti,ind,irn,irq,isr,ken,kgz,lbn,lby,mwi,mdv,mli,mex,moz,mmr,nld,ner,nga,pak,phl,rus,sau,slb,som,ssd,pse,sdn,syr,tha,tgo,tur,uga,ukr,gbr,usa,ven,yem",
|
| 63 |
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"license_id": "cc-by-sa",
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| 64 |
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"license_title": "Creative Commons Attribution Share-Alike (CC BY-SA)",
|
| 65 |
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"license_url": "http://www.opendefinition.org/licenses/cc-by-sa",
|
| 66 |
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"organization_name": "insecurity-insight",
|
| 67 |
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"organization_title": "Insecurity Insight",
|
| 68 |
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"package_id": "729040e4-e253-44ca-b265-123d452738d6",
|
| 69 |
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"package_name": "explosive-weapons-use-affecting-aid-access-education-and-healthcare-services",
|
| 70 |
+
"package_notes": "This page contains agency- and open source events in which aid access, education, food systems and health care services were impacted by [explosive weapons](https://insecurityinsight.org/projects/explosive-weapons). Categorized by country. Insecurity Insight collaborates with the [International Network on Explosive Weapons (INEW)](https://www.inew.org/) in producing research and analysis on the harm and use of explosive weapons for the [Explosive Weapons Monitor](https://www.explosiveweaponsmonitor.org/) by documenting their effects on health care, education, food systems and aid access. Please get in touch if you are interested in curated Resources: info@insecurityinsight.org",
|
| 71 |
+
"package_page_url": "https://data.humdata.org/dataset/explosive-weapons-use-affecting-aid-access-education-and-healthcare-services",
|
| 72 |
+
"package_title": "Explosive Weapons Monitor Data by Insecurity Insight",
|
| 73 |
+
"portal_url": "https://data.humdata.org",
|
| 74 |
+
"resource_description": "Dataset covering 01 January to 31 December 2024 on incidents in which healthcare services were impacted by [explosive weapons](https://insecurityinsight.org/projects/explosive-weapons) based on agency- and open source events. Categorised by country.",
|
| 75 |
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"resource_format": "XLSX",
|
| 76 |
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"resource_id": "578054e6-d03d-47b3-ab05-6ac763de11ac",
|
| 77 |
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"resource_last_modified": "2025-09-08T12:48:49.183783",
|
| 78 |
+
"resource_name": "2024 EPWIA and Impact to Health Care Data.xlsx",
|
| 79 |
+
"resource_position": "6",
|
| 80 |
+
"resource_url": "https://data.humdata.org/dataset/729040e4-e253-44ca-b265-123d452738d6/resource/578054e6-d03d-47b3-ab05-6ac763de11ac/download/2024-epwia-and-impact-to-health-care-data.xlsx",
|
| 81 |
+
"tag_names": "complex emergency-conflict-security,conflict-violence,crisis-greater-middle-east"
|
| 82 |
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},
|
| 83 |
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"year_max": 2024,
|
| 84 |
+
"year_min": 2024
|
| 85 |
+
}
|