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AI-assisted · researcher-reviewed structure

From research question to runnable code.

Choose your analytical language, describe the objective, and move through a structured workflow with datasets, error checks, interpretation notes and reproducibility guidance.

Start with Earth Engine Open Python Hub
18+curated recipes
4analysis languages
1connected workflow
research_workflow.pyReady
OBJECTIVEDATAMETHODOUTPUT
# Objective
study_area = load_boundary("Bangladesh")
data = prepare_satellite_stack(
    area=study_area,
    quality_check=True
)

result = analyse(
    data,
    method="reproducible"
)

validate(result)
export(result, metadata=True)
Error checks included Reproducibility notes
CHOOSE YOUR ENVIRONMENT

Four languages. One research standard.

Each hub combines generation, curated recipes and guidance for the people who need to understand or reproduce the analysis.

18 resources available
01 5 recipes Earth Engine JavaScript + Python

GEE Code Hub

Satellite analysis, indices, classification and export-ready workflows.

JavaScriptPythonEarth Engine Enter the hub 02 5 recipes Colab + Jupyter

Python Code Hub

Data science, machine learning, raster/vector processing and automation.

GeoPandasRasterioscikit-learn Enter the hub 03 4 recipes Statistics + spatial analysis

R Code Hub

Research-grade analysis with tidyverse, ggplot2, sf, terra and survey.

tidyversesfterra Enter the hub 04 4 recipes Econometrics + surveys

Stata Code Hub

Regression, panel data, survey weighting and reproducible .do files.

RegressionPanelSurvey Enter the hub
HOW IT WORKS

A clearer path from idea to evidence.

  1. 01

    Describe the objective

    State the question, study area, data and intended output in normal language.

  2. 02

    Match the evidence

    Connect the question to appropriate datasets, variables and preprocessing.

  3. 03

    Build the workflow

    Generate structured code with comments, checks and reusable parameters.

  4. 04

    Validate and communicate

    Review assumptions, interpret results and export reproducible outputs.

CONNECTED TOOLKIT

Start with more than a blank page.

Move between data discovery, proven applications, geographic preparation and complete analytical templates.

Dataset catalogueFind suitable Earth Engine collections before writing code.Use-case libraryStart from a research application, not an empty editor.Reusable scriptsOpen complete workflows and adapt them to a study area.Region boundariesPrepare administrative areas and analysis-ready AOIs.Flood modellingSAR, DEM, machine-learning and hydraulic methods.Premium workspaceUnlock unlimited generation and advanced research guidance.
PREMIUM RESEARCH WORKSPACE

Generate, refine and reuse without limits.

Free members can inspect samples. Premium unlocks unlimited custom generation across all four languages, richer checks and audience-specific guidance.

6 Months৳2001 Year৳500Lifetime৳2000
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Objective-led

Code begins with the research purpose, not a random snippet.

Quality-aware

Workability checks make limitations visible before export.

Audience-ready

Guidance adapts for students, researchers and analysts.

Reproducible

Parameters, comments and metadata make workflows easier to repeat.