From 1590a85a8764e14e2d8338240fe78bf7cb41c042 Mon Sep 17 00:00:00 2001
From: ediakatos <ediakatos@mapaction.org>
Date: Wed, 30 Apr 2025 14:49:12 +0100
Subject: [PATCH 1/4] Streamlit approach

---
 .streamlit/config.toml |   6 +
 Makefile               |   3 +
 img/MA-logo.png        | Bin 0 -> 21201 bytes
 poetry.lock            | 872 ++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml         |   2 +
 src/main/app.py        | 129 ++++++
 6 files changed, 1011 insertions(+), 1 deletion(-)
 create mode 100644 .streamlit/config.toml
 create mode 100644 img/MA-logo.png
 create mode 100644 src/main/app.py

diff --git a/.streamlit/config.toml b/.streamlit/config.toml
new file mode 100644
index 0000000..0159ec0
--- /dev/null
+++ b/.streamlit/config.toml
@@ -0,0 +1,6 @@
+[theme]
+base = "light"
+primaryColor = "#2F6B9A"
+backgroundColor = "#FFFFFF"
+secondaryBackgroundColor = "#F8F8F8"
+textColor = "#000000"
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 9da3e57..e9cf863 100644
--- a/Makefile
+++ b/Makefile
@@ -39,6 +39,9 @@ local_etl:
 	@USE_LOCAL=true poetry run python -m src.main.__main__
 	@echo "Hazard App run successfully"
 
+app:
+	@echo "Running Streamlit app..."
+	@PYTHONPATH=. poetry run streamlit run src/main/app.py
 
 help:
 	@echo "Available make targets:"
diff --git a/img/MA-logo.png b/img/MA-logo.png
new file mode 100644
index 0000000000000000000000000000000000000000..7b95cd82c55439f84ffa764cc4ebea83c8631263
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diff --git a/poetry.lock b/poetry.lock
index b039343..8a7088e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -15,6 +15,30 @@ files = [
 dev = ["coveralls", "flake8", "pydocstyle"]
 test = ["pytest (>=4.6)", "pytest-cov"]
 
+[[package]]
+name = "altair"
+version = "5.5.0"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "altair-5.5.0-py3-none-any.whl", hash = "sha256:91a310b926508d560fe0148d02a194f38b824122641ef528113d029fcd129f8c"},
+    {file = "altair-5.5.0.tar.gz", hash = "sha256:d960ebe6178c56de3855a68c47b516be38640b73fb3b5111c2a9ca90546dd73d"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+narwhals = ">=1.14.2"
+packaging = "*"
+typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.14\""}
+
+[package.extras]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "numpy", "pandas (>=1.1.3)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.7.0)"]
+dev = ["duckdb (>=1.0)", "geopandas", "hatch (>=1.13.0)", "ipython[kernel]", "mistune", "mypy", "pandas (>=1.1.3)", "pandas-stubs", "polars (>=0.20.3)", "pyarrow-stubs", "pytest", "pytest-cov", "pytest-xdist[psutil] (>=3.5,<4.0)", "ruff (>=0.6.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+save = ["vl-convert-python (>=1.7.0)"]
+
 [[package]]
 name = "application-properties"
 version = "0.8.2"
@@ -129,6 +153,28 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "blinker"
+version = "1.9.0"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
+    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
+]
+
+[[package]]
+name = "cachetools"
+version = "5.5.2"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
+    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
+]
+
 [[package]]
 name = "certifi"
 version = "2025.1.31"
@@ -151,6 +197,107 @@ files = [
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
 ]
 
+[[package]]
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+version = "3.4.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
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+]
+
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -377,6 +524,38 @@ shapely = ">=2.0.0"
 all = ["GeoAlchemy2", "SQLAlchemy (>=1.3)", "folium", "geopy", "mapclassify", "matplotlib (>=3.5.0)", "psycopg-binary (>=3.1.0)", "pyarrow (>=8.0.0)", "xyzservices"]
 dev = ["black", "codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.12"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.44"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
+
 [[package]]
 name = "identify"
 version = "2.6.0"
@@ -391,6 +570,20 @@ files = [
 [package.extras]
 license = ["ukkonen"]
 
+[[package]]
+name = "idna"
+version = "3.10"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -473,6 +666,128 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
+[[package]]
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+version = "3.1.6"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "jsonschema"
+version = "4.23.0"
+description = "An implementation of JSON Schema validation for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
+
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+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
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+version = "2025.4.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
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+]
+
+[package.extras]
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+fpx = ["olefile"]
+mic = ["olefile"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "platformdirs"
 version = "4.2.2"
@@ -757,6 +1195,24 @@ docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
 type = ["mypy (>=1.8)"]
 
+[[package]]
+name = "plotly"
+version = "6.0.1"
+description = "An open-source interactive data visualization library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+narwhals = ">=1.15.1"
+packaging = "*"
+
+[package.extras]
+express = ["numpy"]
+
 [[package]]
 name = "pluggy"
 version = "1.5.0"
@@ -804,6 +1260,24 @@ files = [
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "protobuf"
+version = "6.30.2"
+description = ""
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
 [[package]]
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 version = "7.0.0"
@@ -852,6 +1326,73 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
+[[package]]
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+version = "20.0.0"
+description = "Python library for Apache Arrow"
+optional = false
+python-versions = ">=3.9"
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+]
+
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
 [[package]]
 name = "pycodestyle"
 version = "2.12.0"
@@ -863,6 +1404,25 @@ files = [
     {file = "pycodestyle-2.12.0.tar.gz", hash = "sha256:442f950141b4f43df752dd303511ffded3a04c2b6fb7f65980574f0c31e6e79c"},
 ]
 
+[[package]]
+name = "pydeck"
+version = "0.9.1"
+description = "Widget for deck.gl maps"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "pydeck-0.9.1.tar.gz", hash = "sha256:f74475ae637951d63f2ee58326757f8d4f9cd9f2a457cf42950715003e2cb605"},
+]
+
+[package.dependencies]
+jinja2 = ">=2.10.1"
+numpy = ">=1.16.4"
+
+[package.extras]
+carto = ["pydeck-carto"]
+jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "traitlets (>=4.3.2)"]
+
 [[package]]
 name = "pyflakes"
 version = "3.2.0"
@@ -1195,6 +1755,43 @@ dev = ["numpydoc", "rasterstats[test]", "twine"]
 progress = ["tqdm"]
 test = ["coverage", "geopandas", "pyshp (>=1.1.4)", "pytest (>=4.6)", "pytest-cov (>=2.2.0)", "simplejson"]
 
+[[package]]
+name = "referencing"
+version = "0.36.2"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
+
+[[package]]
+name = "requests"
+version = "2.32.3"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
 [[package]]
 name = "rioxarray"
 version = "0.18.2"
@@ -1217,6 +1814,129 @@ xarray = ">=2024.7.0"
 all = ["scipy"]
 interp = ["scipy"]
 
+[[package]]
+name = "rpds-py"
+version = "0.24.0"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.9"
+files = [
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 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
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+
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+
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 version = "0.9.0"
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 widechars = ["wcwidth"]
 
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+
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+    {file = "watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2"},
+    {file = "watchdog-6.0.0-py3-none-win32.whl", hash = "sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a"},
+    {file = "watchdog-6.0.0-py3-none-win_amd64.whl", hash = "sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680"},
+    {file = "watchdog-6.0.0-py3-none-win_ia64.whl", hash = "sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f"},
+    {file = "watchdog-6.0.0.tar.gz", hash = "sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282"},
+]
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.13"
@@ -1567,4 +2437,4 @@ viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "d4ba578447196663b008a2d53abd6207b78e0f79d7c6ca7fa3975cd13ff7d3c5"
+content-hash = "e2f8d71ec18681890985a51da34a713e208aeffd9c3b18098ca9f3d5a86e3311"
diff --git a/pyproject.toml b/pyproject.toml
index db30ba2..ffb44ba 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,6 +16,8 @@ xarray = "^2025.3.1"
 pandas = "^2.2.3"
 rioxarray = "^0.18.2"
 rasterstats = "^0.20.0"
+streamlit = "^1.45.0"
+plotly = "^6.0.1"
 
 
 
diff --git a/src/main/app.py b/src/main/app.py
new file mode 100644
index 0000000..ae16b1d
--- /dev/null
+++ b/src/main/app.py
@@ -0,0 +1,129 @@
+import importlib
+import os
+from datetime import datetime
+from pathlib import Path
+
+import geopandas as gpd
+import pandas as pd
+import rioxarray as rxr
+import streamlit as st
+from dotenv import load_dotenv
+
+import src.main.hazards as hazards
+from src.main.__main__ import main as run_full_pipeline
+from src.main.hazards import coastal_erosion, process_cyclone, process_deforestation
+from src.utils import constants
+from src.utils.utils import compute_hazard_mask, compute_population_exposure
+
+load_dotenv(dotenv_path=os.path.expanduser("~/.hazard_tool_rc"))
+
+
+def _lookup_opened_data(hazard_name: str):
+    """
+    Load the admin boundaries, population raster,
+    and preprocessed hazard exposure raster.
+    Returns: admin_gdf, pop_raster, exposure_raster
+    """
+    admin_gdf = gpd.read_file(constants.ADMIN_VECTOR_PATH)
+    pop_raster = rxr.open_rasterio(constants.POPULATION_RASTER_PATH, masked=True)
+    hazard_raster = rxr.open_rasterio(
+        constants.HAZARD_RASTER_PATH[hazard_name], masked=True
+    )
+    threshold = constants.HAZARD_THRESHOLD[hazard_name]
+
+    hazard_mask = compute_hazard_mask(hazard_raster, pop_raster, threshold)
+    exposure_raster = compute_population_exposure(hazard_mask, pop_raster)
+
+    return admin_gdf, pop_raster, exposure_raster
+
+
+st.set_page_config(page_title="Hazard Processing Tool", layout="wide")
+st.image("img/MA-logo.png", width=300)
+st.title("Hazard Processing Tool")
+st.markdown("Process hazard data and export results locally or to S3.")
+
+st.sidebar.header("Controls")
+use_local = st.sidebar.checkbox("Use Local ETL (no S3)", value=True)
+
+
+def _handle_run_full():
+    os.environ["USE_LOCAL"] = "true" if use_local else "false"
+    importlib.reload(constants)
+    import src.utils.s3 as s3mod
+
+    importlib.reload(s3mod)  # noqa: E702
+    import src.utils.utils as utilmod
+
+    importlib.reload(utilmod)  # noqa: E702
+    with st.spinner(f"Executing full pipeline ({'Local' if use_local else 'AWS'})..."):
+        run_full_pipeline()
+    st.sidebar.success("Pipeline complete!")
+
+
+if st.sidebar.button("Run Full Pipeline"):
+    _handle_run_full()
+
+hazard_options = [
+    "flood",
+    "earthquake",
+    "landslide",
+    "deforestation",
+    "cyclone",
+    "coastal_erosion",
+]
+hazard_choice = st.sidebar.selectbox("Select Hazard", hazard_options)
+tabs = st.tabs(["Analysis", "Visualisation"])
+
+with tabs[0]:
+    st.header("Hazard Analysis")
+
+    if st.button(f"Run {hazard_choice.capitalize()} Analysis"):
+        os.environ["USE_LOCAL"] = "true" if use_local else "false"
+        importlib.reload(constants)
+
+        with st.spinner(f"Processing {hazard_choice}..."):
+            if hazard_choice in ["flood", "earthquake", "landslide"]:
+                admin_gdf, pop_raster, exposure_raster = _lookup_opened_data(
+                    hazard_choice
+                )
+                df = hazards.process_hazards(admin_gdf, pop_raster, exposure_raster)
+            elif hazard_choice == "deforestation":
+                admin_gdf = gpd.read_file(constants.ADMIN_VECTOR_PATH)
+                df = process_deforestation(admin_gdf)
+            elif hazard_choice == "cyclone":
+                admin_gdf = gpd.read_file(constants.ADMIN_VECTOR_PATH)
+                df = process_cyclone(admin_gdf)
+            else:  # coastal_erosion
+                admin_gdf = gpd.read_file(constants.ADMIN_VECTOR_PATH)
+                df = coastal_erosion(admin_gdf)
+
+        st.success(f"{hazard_choice.capitalize()} analysis complete!")
+        st.session_state["result_df"] = df
+        st.dataframe(df, use_container_width=True)
+
+    if "result_df" in st.session_state:
+        csv_data = st.session_state["result_df"].to_csv(index=False).encode("utf-8")
+        ts = datetime.now().strftime("%Y%m%d_%H%M%S")
+        fname = f"{hazard_choice}_results_{ts}.csv"
+        st.download_button(
+            "Download Results as CSV", data=csv_data, file_name=fname, mime="text/csv"
+        )
+    else:
+        st.info("Click 'Run … Analysis' above to start.")
+
+with tabs[1]:
+    st.header("Visualisation")
+
+    if "result_df" in st.session_state:
+        df = st.session_state["result_df"]
+    else:
+        csv_path = Path(constants.HAZARD_OUTPUT_PATH[hazard_choice])
+        df = pd.read_csv(csv_path) if csv_path.exists() else None
+
+    if df is not None:
+        st.dataframe(df, use_container_width=True)
+    else:
+        st.info("Run an analysis (or the full pipeline) to visualise results.")
+
+st.markdown("---")
+st.markdown("Built on the hazard-processing-tool AWS pipeline.")

From 07558a1b7efb35ab3e237bcc62fa6df3731a2e35 Mon Sep 17 00:00:00 2001
From: ediakatos <ediakatos@mapaction.org>
Date: Thu, 1 May 2025 13:09:42 +0100
Subject: [PATCH 2/4] Streamlit fe , saving local the individuals

---
 poetry.lock     | 41 ++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml  |  1 +
 src/main/app.py | 10 ++++++++++
 3 files changed, 51 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index 8a7088e..316053d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -501,6 +501,45 @@ mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.12.0,<2.13.0"
 pyflakes = ">=3.2.0,<3.3.0"
 
+[[package]]
+name = "fsspec"
+version = "2025.3.2"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
+    {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
+]
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "geopandas"
 version = "1.0.1"
@@ -2437,4 +2476,4 @@ viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "e2f8d71ec18681890985a51da34a713e208aeffd9c3b18098ca9f3d5a86e3311"
+content-hash = "d32d659d485c7392b9fa5f6c26f5d0e5427ad6c7674791efd4231781d20c5e2f"
diff --git a/pyproject.toml b/pyproject.toml
index ffb44ba..8abf8c7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,7 @@ rioxarray = "^0.18.2"
 rasterstats = "^0.20.0"
 streamlit = "^1.45.0"
 plotly = "^6.0.1"
+fsspec = "^2025.3.2"
 
 
 
diff --git a/src/main/app.py b/src/main/app.py
index ae16b1d..504b77b 100644
--- a/src/main/app.py
+++ b/src/main/app.py
@@ -101,6 +101,16 @@ def _handle_run_full():
         st.session_state["result_df"] = df
         st.dataframe(df, use_container_width=True)
 
+        # Save the result
+        output_path = constants.HAZARD_OUTPUT_PATH[hazard_choice]
+        if use_local:
+            Path(output_path).parent.mkdir(parents=True, exist_ok=True)
+            df.to_csv(output_path, index=False)
+        else:
+            # Still save locally even if tick was to S3
+            Path(output_path).parent.mkdir(parents=True, exist_ok=True)
+            df.to_csv(output_path, index=False)
+
     if "result_df" in st.session_state:
         csv_data = st.session_state["result_df"].to_csv(index=False).encode("utf-8")
         ts = datetime.now().strftime("%Y%m%d_%H%M%S")

From 24e0a8c22e4d084c4d8ddbd37b715b73f2577f67 Mon Sep 17 00:00:00 2001
From: ediakatos <ediakatos@mapaction.org>
Date: Thu, 1 May 2025 14:23:08 +0100
Subject: [PATCH 3/4] Updated the docu

---
 README.md   | 28 ++++++++++++++++++++++++++++
 docs/app.md | 25 +++++++++++++++++++++++++
 2 files changed, 53 insertions(+)
 create mode 100644 docs/app.md

diff --git a/README.md b/README.md
index 759e5cd..eb3e091 100644
--- a/README.md
+++ b/README.md
@@ -3,12 +3,39 @@
 A CLI tool to process hazard data (flood, earthquake,
 landslide, deforestation, cyclone, coastal erosion) and export results to AWS S3.
 
+## Poetry Usage
+
+Install Poetry (if not already installed):
+
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
+
+Install project dependencies:
+
+```bash
+poetry install
+```
+
+Activate the Poetry virtual environment:
+
+```bash
+poetry shell
+```
+
+Run commands inside Poetry:
+
+```bash
+poetry run make <target>
+```
+
 ## Features
 
 - Prepare exposure data from various sources
 - Process multiple hazards with xarray and geopandas
 - Export processed datasets to S3 using the VSI interface
 - Configurable via `src/utils/constants.py`
+- Interactive web app UI via Streamlit
 
 ## Requirements
 
@@ -33,6 +60,7 @@ make aws_etl   # Run the hazard processing pipeline
 make local_etl # Run the hazard processing pipeline locally without S3
 make test      # Run unit tests
 make lint      # Run lint checks
+make app      # Run the interactive Streamlit application
 ```
 
 ## Configuration
diff --git a/docs/app.md b/docs/app.md
new file mode 100644
index 0000000..19df32b
--- /dev/null
+++ b/docs/app.md
@@ -0,0 +1,25 @@
+# Interactive Web App (app.py)
+
+Minimal guide for the Streamlit interface.
+
+## Running the App
+
+• `make app`
+• `PYTHONPATH=. poetry run streamlit run src/main/app.py`
+
+## Sidebar Controls
+
+• **Use Local ETL (no S3)**: save results locally
+• **Run Full Pipeline**: execute entire data workflow
+• **Select Hazard**: choose one of `flood`, `earthquake`, `landslide`,
+`deforestation`, `cyclone`, `coastal_erosion`
+• **Run [Hazard] Analysis**: process selected hazard and display results
+
+## Tabs
+
+• **Analysis**: display and download processed data as CSV
+• **Visualisation**: view previously saved results
+
+## File Location
+
+`src/main/app.py`

From 2bd5ef7e8a502a51b09ab17a9f85cf79c8887a80 Mon Sep 17 00:00:00 2001
From: ediakatos <ediakatos@mapaction.org>
Date: Thu, 1 May 2025 14:25:22 +0100
Subject: [PATCH 4/4] Deleted some dead code

---
 README.md | 16 ++--------------
 1 file changed, 2 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index eb3e091..92c9aac 100644
--- a/README.md
+++ b/README.md
@@ -11,22 +11,10 @@ Install Poetry (if not already installed):
 curl -sSL https://install.python-poetry.org | python3 -
 ```
 
-Install project dependencies:
+Project installation:
 
 ```bash
-poetry install
-```
-
-Activate the Poetry virtual environment:
-
-```bash
-poetry shell
-```
-
-Run commands inside Poetry:
-
-```bash
-poetry run make <target>
+poetry --version
 ```
 
 ## Features