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mad0bako/README.md

Hi, I'm Bauyrzhan 👋

Geospatial Python developer with a hydrology background.

I turn raw geospatial data into clean, reproducible results — satellite imagery, climate grids, GIS layers, and messy tabular archives. I work end to end: from raw data to a correct, documented output file.

🛰️ Satellite & climate data — Sentinel-1/2, Landsat, ERA5-Land 🗺️ GIS automation — GDAL, rasterio, geopandas, QGIS, shapefiles & rasters 🌊 Hydrology & modeling — rainfall–runoff, discharge analysis, LISFLOOD 🤖 Applied ML — ConvLSTM, TCN for hydrological forecasting 📄 Data extraction — OCR pipelines for scanned documents and PDFs

Featured projects

LISFLOOD basin setup pipeline End-to-end pipeline that turns a watershed polygon + DEM + soil data into a complete, runnable LISFLOOD hydrological model, with multi-objective calibration (Optuna). Config-driven, self-validating, no hard-coded paths. python · lisflood · gdal · hydrology · geospatial

ConvLSTM rainfall–runoff Deep-learning pipeline predicting river discharge from gridded daily meteorology (ERA5-Land). Two-branch ConvLSTM + interpretability suite (saliency, Grad-CAM, permutation importance). python · tensorflow · machine-learning · remote-sensing

Freshet Detector Detects snowmelt-flood timing, duration and volume from daily discharge series. CLI + desktop GUI, baseflow separation, configurable detection modes. python · hydrology · time-series

Tech

Python · rasterio · GDAL · geopandas · xarray · NumPy · pandas · TensorFlow · QGIS · NetCDF · Optuna

Popular repositories Loading

  1. Freshet-Detector Freshet-Detector Public

    Snowmelt Flood Analysis for Lowland Rivers

    Python

  2. ConvLSTM-rainfall-runoff ConvLSTM-rainfall-runoff Public

    A compact, reproducible deep-learning pipeline that predicts daily discharge at a single gauge from gridded daily meteorological fields over the contributing catchment.

    Python

  3. LISFLOOD-basin-setup-pipeline LISFLOOD-basin-setup-pipeline Public

    An end-to-end, config-driven pipeline that turns the minimum manual inputs for a new river basin - a catchment polygon, a DEM, and four soil rasters - into a complete, internally consistent LISFLOO…

    Python

  4. mad0bako mad0bako Public