Discover worldbank/povcalnet Open Source project

A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.

214

REaLTabFormer

Dime Analytics R Training

210

dime-r-training

Replication code for the World Bank Atlas of Sustainable Development Goals 2018

110

sdgatlas2018

104

stata-visual-library

Inspiration and code for data visualizatio in Stata, created and maintained by DIME Analytics.

Code and writing for blogpost about Stata tables

stata-tables

Development Research in Practice: The DIME Analytics Data Handbook. By Kristoffer Bjärkefur, Luíza Cardoso de Andrade, Benjamin Daniels, and Maria Jones

dime-data-handbook

Repo for all the DIME Analytics/DIME resources like trainings and all.

DIME-Resources

ML-classification-algorithms-poverty

A comparative assessment of machine learning classification algorithms applied to poverty prediction

Machine Learning for Development: A method to Learn and Identify Earth Features from Satellite Images

ml4dev

This is a repository maintained by DIME Analytics and containing example graphs on how to explore data sets and display results of Impact Evaluations using Stata. For information on how to contribute to the library and download codes and data sets, click on the link to GitHub below.

Stata-IE-Visual-Library

Python-for-Data-Science

LLM4Data is a Python library designed to facilitate the application of large language models (LLMs) and artificial intelligence for development data and knowledge discovery.

llm4data

This is a repository maintained by DIME Analytics and containing example graphs on how to create graphs for data analysis of Impact Evaluations using R.

r-econ-visual-library

Repository with resources for DIME's research standards and coding standards

dime-standards

GOST_PublicGoods

DIME's LaTeX templates and LaTeX exercises teaching anyone new to LaTeX how to use LaTeX and how to use DIME's templates

DIME-LaTeX-Templates

Stata commands designed for Impact Evaluations field work. These are tools that are used during/after a survey in the field for data quality monitoring.

iefieldkit

This repository contains the Python implementation of the agent-based model used to model the spread of COVID-19.

covid19-agent-based-model

Repository containing raw data, code, and final output for the Statistical Performance Indicators project of the World bank

SPI

GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embeddings

GISTEmbed

Collection of tools and training materials for exploring the open Nighttime Lights repository

OpenNightLights

Learning Poverty: an indicator with global coverage that combines schooling and learning.

LearningPoverty

Several R packages for World Bank-standard visualisations, building on ggplot2

wbgviz

stata-linter

Georeferenced Rasters and Statistics of Nightlights from NASA Black Marble

blackmarblepy

This repository contains the code that creates the dashboards references in the “Econometrics Sandbox” blogpost series publish in the Development Impact blog (https://blogs.worldbank.org/impactevaluations)

econometrics-sandbox

debt-data

The COVID19 Mobility Task Force will use data from Mobile Network Operators (MNOs) to support data-poor countries with analytics on mobility to inform mitigation policies for preventing the spread of COVID-19

covid-mobile-data

template

🎩 Project Template

Collection of python tools for running zonal stats on Google Earth Engine layers

GEE_Zonal

Training materials and other GitHub related information developed by DIME Analytics

dime-github-trainings

Sample code for impact evaluation and survey

DIMEwiki

JavaScript

GOST_SAR

Collection of tools developed by GOST team for extracting information from SAR data

Convenience wrapper for networkx analysis using geospatial information, focusing on OSM

GOSTnets

Georeferenced Rasters and Statistics of Nighttime Lights from NASA Black Marble

blackmarbler

DIME's Python Training for advanced R/Stata users

dime-python-training

iQual is a package that leverages natural language processing to scale up interpretative qualitative analysis. It also provides methods to assess the bias, interpretability and efficiency of the machine-enhanced codes. iQual has been applied to analyse interviews on parents' aspirations for their children in Cox's Bazaar, Bangladesh.

iQual

dec-python-course

This is the repository for the Global Labor Database (GLD). It aims to contain all necessary information to understand what the GLD is and how it functions. It does not, however, contain any microdata. For any questions please contact the Focal Point ([email protected]).

gld

Process automatic identification system (AIS) shipping data for various development purposes

GOST_AIS

This repository contains the NLP modeling components and web application implementations of a project for knowledge and data discovery funded by the Knowledge for Change Program (KCP) and the Joint Data Center on Forced Displacement (JDC).

wb-nlp-apps

This repository contains the supplemental material and replication package for the 2019 Working Paper "Demand for 'Safe Spaces': Avoiding Harassment and Stigma" by Florence Kondylis, Arianna Legovini, Kate Vyborny, Astrid Zwager, and Luiza Andrade.

pipr

R client to the PIP API

rio-safe-space

This repository contains all the program codes developed in the "Distributional Impact Analysis: Toolkit and Illustrations of Impacts Beyond the Average Treatment Effect" by Guadalupe Bedoya (World Bank), Luca Bittarello (Northwestern University), Jonathan Davis (University of Chicago), and Nikolas Mittag (CERGE-EI).

DIA-toolkit

Global Learning Assessment Database: a collection of harmonized learning assessments datasets at the student and country level.

GLAD

Joint UNESCO, UNICEF, WBG survey on national education responses to COVID-19.

school-survey

Stata module to access World Bank’s Global Poverty and Inequality data

pip

Computer vision application over satellite RGB tiles for agricultural land detection

cv4ag

GOST's combined tools for urban analysis

GOSTurban

R client to the Povcalnet API

povcalnetR

wb-nlp-tools

Natural language processing tools developed by the World Bank's DECAT unit. A suite of text preprocessing and cleaning algorithms for NLP analysis and modeling.

A hour lighting introduction to Python for WBG staff delivered on Data Day on Feb 13

python-101

Global Education Policy Dashboard

GEPD

Collection of data processing scripts to generate the baseline data for the CityScan project

CityScan

SDG Metadata Translation Pilot

sdg-metadata

JavaScript

rissk

Identify at-risk interviews directly from your Survey Solutions export files.

Dissemination of harmonization code and data for SDI Health surveys

SDI-Health

Electricity Planning Model

EPM

GAMS

BDA-with-Python

Collection of training materials to download and draw insights from Twitter data.

TwitterEconomicMonitoring

General purpose R client to the DKAN Open Data platform

dkanr

wb-reproducible-research-repository

This repository supports the World Bank's Reproducible Research Repository

Calculating market access using raster surfaces of friction or travel time

GOSTnetsraster

Replication Package for: The Impact of Ethiopia's Road Sector Development Program: Evidence from Satellite Data

ethiopia-rsdp-ie

shiny-trainings-performance-ex

EduAnalytics Team Toolkit for Data Management, Documentation and Analytics

EduAnalyticsToolkit

To version control and share all lab presentation, code examples etc. for DIME’s Manage Successful Impact Evaluation (MSIE) Workshop (also know as DIME’s Field Coordinator Training)

DIME-MSIE-Workshop

World Bank's Geospatial Team (GOST) support to the Global Practice for Health, Nutrition, and Population.

HNP

rsocialwatcher

A Social Data Collector for Facebook Marketing API

econberta-econie

Repository hosting the large language model EconBERTa and the annotated dataset EconIE

A Stata package with tools related to computational reproducibility

repkit

datalibweb - datalibweb is the Stata frontend for the microdata API created by Poverty Global Practice in collaboration with ITS and DECDG to enable users to access data and documentation available in different global, regional and country microdata catalogs at the World Bank.

datalibweb

qcheck

This repository contains the code to create the “global institutional assessment dashboard”

institutional-assessment-dashboard

intro-to-python

Introduction to Python for Data Science.

health-equity-diagnostics

Compilation of national level infrastructure analysis as part of the World Bank's Global Infrastructure Map

INFRA_SAP

Replication files for Water When It Counts: Reducing Scarcity through Irrigation Monitoring in Central Mozambique by Paul Christian, Florence Kondylis, Valerie Mueller, Astrid Zwager and Tobias Siegfried

Water-When-It-Counts

Geospatial Metadata Toolkit

geometatool

Collected tools for improving the EA demarcation workflow

GSS_Census_Tools

Technical guidelines for the SAR microdata base

SARMD_guidelines

fin2ddh

NTL_Harmonizer

dime-stata-training

Stata package to manage PRIMUS system

primus

The aim of this project is to scrape metadata of business firms given only their name and country where they are operating.

Firms-Web-Scraping

Gender Enabling Environments Spatial Tool (GEEST)

GEEST

QML

Worldwide-Bureaucracy-Indicators

Do files used to create Worldwide Bureaucracy Indicators

This repository contains the code for the analysis and the reproducibility package for the paper "Applying machine learning and geolocation techniques to social media data (Twitter) to develop a resource for urban planning"

geolocation-twitter-urban-planning

GeospatialFCVcollateral

Links to additional resources related to the Geospatial and ICT in FCV course on the Open Learning Campus (under construction)

Climate Change Knowledge Portal Documentation

climateknowledgeportal

RAG-Based-ChatBot-Example

WorldEx Application for subnational data indexing and discovery.

worldex

Identify potential hotspots for CoVID spread due to population density, building heights, and access to services

CoVID_density_hotspot_mapping

terridev_GSG

SDG-big-data

LSMS

PIP-Methodology

Methodology page for the Poverty and Inequality Platform.