Datasets:
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---
language:
- en
- fr
- es
- de
license: apache-2.0
size_categories:
- 100K<n<1M
task_categories:
- text-classification
pretty_name: International Aid Transparency Initiative (IATI) Policy Marker Dataset
dataset_info:
features:
- name: iati_identifier
dtype: string
- name: reporting_org_ref
dtype: string
- name: text
dtype: string
- name: languages
dtype: string
- name: activity_dates
dtype: string
- name: gender_equality_sig
dtype: float64
- name: environment_sig
dtype: float64
- name: pdgg_sig
dtype: float64
- name: trade_sig
dtype: float64
- name: bio_diversity_sig
dtype: float64
- name: climate_mitigation_sig
dtype: float64
- name: climate_adaptation_sig
dtype: float64
- name: desertification_sig
dtype: float64
- name: rmnch_sig
dtype: float64
- name: drr_sig
dtype: int64
- name: disability_sig
dtype: int64
- name: nutrition_sig
dtype: int64
- name: gender_equality
dtype: bool
- name: environment
dtype: bool
- name: pdgg
dtype: bool
- name: trade
dtype: bool
- name: bio_diversity
dtype: bool
- name: climate_mitigation
dtype: bool
- name: climate_adaptation
dtype: bool
- name: desertification
dtype: bool
- name: rmnch
dtype: bool
- name: drr
dtype: bool
- name: disability
dtype: bool
- name: nutrition
dtype: bool
splits:
- name: train
num_bytes: 847221626
num_examples: 895519
download_size: 300347056
dataset_size: 847221626
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
tags:
- finance
- climate
---
# International Aid Transparency Initiative (IATI) Policy Marker Dataset
A multi-purpose dataset including all activity title and description text published to IATI with metadata for policy markers.
For more information on IATI policy markers, see the [element page](https://iatistandard.org/en/iati-standard/203/activity-standard/iati-activities/iati-activity/policy-marker/) on the IATI Standard Website.
IATI is a living data source, and this dataset was last updated on 21 August, 2024. For the code to generate an updated version of this dataset, please see my Github repository [here](https://github.com/akmiller01/iati-policy-marker-hf-dataset).
For any given policy marker in this dataset, there are two columns. One indicates whether the publisher utilizes the policy marker at all (e.g. `gender_equality`), and the other represents the marker significance (e.g. `gender_equality_sig`).
The language column is pipe separated. It should be mostly ISO 639, but it's a free-text field so there may be other values.
A suggested use would be:
```
from datasets import load_dataset
iati = load_dataset("devinitorg/iati-policy-markers", split="train")
gender_relevant_iati = iati.filter(lambda example: example["gender_equality"]).rename_column("gender_equality_sig", "label")
cols_to_remove = gender_relevant_iati.column_names
cols_to_remove.remove("text")
cols_to_remove.remove("label")
gender_relevant_iati = gender_relevant_iati.remove_columns(cols_to_remove)
dataset = gender_relevant_iati.class_encode_column("label").train_test_split(
test_size=0.2,
stratify_by_column="label",
shuffle=True,
)
``` |