diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..b799a7f
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+__pycache__
+*.png
+*json
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..bb394fd
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,20 @@
+FROM ubuntu:22.04
+
+ARG PLZ_DATA=Postleitzahlengebiete_-_OSM.geojson
+ARG PLZ_HIGHLIGHT=wtf_member_plz_prefixes.json
+
+# Set up environment with dependencies
+RUN apt-get update && apt-get install libblas-dev python3-pip libgeos-dev wget -y
+COPY requirements.txt ./
+RUN pip install -r requirements.txt
+
+# Copy all relevant data
+COPY $PLZ_DATA ./
+COPY $PLZ_HIGHLIGHT ./
+
+# Render map
+COPY main.py ./
+RUN python3 main.py --plz-data $PLZ_DATA --plz-highlight $PLZ_HIGHLIGHT --out /tmp/map.png
+
+# Output map; use with "docker build -t wtf-map . && docker run wtf-map > map.png"
+CMD ["cat", "/tmp/map.png"]
diff --git a/README.md b/README.md
index 1e2916f..32d066d 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,35 @@
-# member-map
+# Map of Germany with highlighted WTF member locations
 
-Generate a map of Germany with highlighted WTF member locations.
\ No newline at end of file
+## Docker Usage
+
+Download the Germany PLZ dataset in the GeoJSON format from
+https://opendata-esri-de.opendata.arcgis.com/datasets/5b203df4357844c8a6715d7d411a8341_0
+and place the file in the root of this repository.
+
+Place a JSON file containing a list of PLZ prefixes as `wtf_member_plz_prefixes.json` in
+the root of this repository.
+The file contents should look like `["121", "635"]` for PLZ data that is anonymized to
+the first three digits.
+
+The following will build a Docker image and render the map with the default
+configuration for the WTF member PLZ prefix data:
+```
+docker build -t wtf-map .
+docker run wtf-map > map.png
+```
+
+Note, the build command already renders the map and thus can take a moment.
+The run command just outputs the already rendered image to be piped into any target
+file on the host system.
+
+## Script Usage
+
+In case you'd like custom colors or use different data, you are encouraged to use the
+script explicity.
+To get all relevant requirements, you can `pip install -r requirements.txt`, but note,
+you might need to install BLAS and GEOS libraries on your system.
+
+The following will tell you all about what you can adjust for a custom visualization:
+```
+python main.py --help
+```
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..211a11b
--- /dev/null
+++ b/main.py
@@ -0,0 +1,103 @@
+import argparse
+import json
+
+import cartopy.crs as ccrs
+import geopandas as gpd
+import geoplot
+import geoplot.crs as gcrs
+import matplotlib.pyplot as plt
+
+
+def main(
+    plz_data_path: str,
+    plz_prefixes_path: str,
+    output_file_path: str,
+    map_background_color: str,
+    map_accent_color: str,
+    image_background_color: str,
+):
+    if not output_file_path.endswith(".png"):
+        raise ValueError(f"Output file needs to be a .png but is {output_file_path}")
+
+    with open(plz_prefixes_path, "r") as fh:
+        plz_prefixes = json.load(fh)
+    with open(plz_data_path, "r") as fh:
+        plz_geojson_data = json.load(fh)
+
+    data = gpd.GeoDataFrame.from_features(plz_geojson_data["features"])
+    data["highlighted"] = False
+    for plz_prefix in plz_prefixes:
+        data.loc[data["plz"].str.startswith(plz_prefix), "highlighted"] = True
+
+    ax = plt.axes(projection=ccrs.TransverseMercator())
+    geoplot.polyplot(
+        data,
+        projection=gcrs.TransverseMercator(),
+        edgecolor=map_background_color,
+        facecolor=map_background_color,
+        linewidth=0.3,
+        ax=ax,
+    )
+    geoplot.polyplot(
+        data[data["highlighted"]],
+        projection=gcrs.TransverseMercator(),
+        edgecolor=map_accent_color,
+        facecolor=map_accent_color,
+        linewidth=0.3,
+        ax=ax,
+    )
+
+    ax.set_facecolor(image_background_color)
+    plt.tight_layout()
+    plt.savefig(
+        output_file_path, dpi=300, facecolor=image_background_color, edgecolor="none"
+    )
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--plz-data",
+        required=True,
+        help="A GEOJSON file with a 'plz' feature, like the one for Germany that can be"
+        + " downloaded from "
+        + "https://opendata-esri-de.opendata.arcgis.com/datasets/5b203df4357844c8a6715d7d411a8341_0",
+    )
+    parser.add_argument(
+        "--plz-highlight",
+        required=True,
+        help="A JSON file with a list of PLZ (prefixes) that should be highlighted.",
+    )
+    parser.add_argument(
+        "--out",
+        required=True,
+        help="A .png file path where the generated image should be stored.",
+    )
+    parser.add_argument(
+        "--img-bg-color",
+        type=str,
+        default="#EDEFEB",
+        help="Color outside of the map, the image file background.",
+    )
+    parser.add_argument(
+        "--map-bg-color",
+        type=str,
+        default="#202020",
+        help="Color code for the background map, non highlighted areas.",
+    )
+    parser.add_argument(
+        "--map-accent-color",
+        type=str,
+        default="#EF7C21",
+        help="Color code for the highlighted areas on the map.",
+    )
+    args = parser.parse_args()
+
+    main(
+        plz_data_path=args.plz_data,
+        plz_prefixes_path=args.plz_highlight,
+        output_file_path=args.out,
+        map_background_color=args.map_bg_color,
+        map_accent_color=args.map_accent_color,
+        image_background_color=args.img_bg_color,
+    )
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..ae69ef6
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+geopandas==0.11.1
+geoplot==0.5.1