diff --git a/scripts/geodata/geoplanet/create_geoplanet_db.sh b/scripts/geodata/geoplanet/create_geoplanet_db.sh
new file mode 100755
index 00000000..0f4b18fc
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+++ b/scripts/geodata/geoplanet/create_geoplanet_db.sh
@@ -0,0 +1,142 @@
+#!/usr/bin/env bash
+
+: '
+fetch_geoplanet.sh
+-------------------------
+
+Shell script to download Geo Planet and derive inputs
+for address parser training set construction.
+
+Usage: ./fetch_geoplanet.sh out_dir
+'
+
+if [ "$#" -ge 1 ]; then
+    OUT_DIR=$1
+    mkdir -p $OUT_DIR
+else
+    OUT_DIR=$(pwd)
+fi
+
+GEOPLANET_ZIP_FILE="geoplanet_data_7.10.0.zip"
+# Internet Archive URL
+GEOPLANET_URL="https://archive.org/download/$GEOPLANET_ZIP_FILE/$GEOPLANET_ZIP_FILE"
+GEOPLANET_ORIGINAL_PLACES_FILE="geoplanet_places_7.10.0.tsv"
+GEOPLANET_ADMINS_FILE="geoplanet_admins_7.10.0.tsv"
+GEOPLANET_ALIASES_FILE="geoplanet_aliases_7.10.0.tsv"
+
+GEOPLANET_PLACES_FILE="geoplanet_places.tsv"
+GEOPLANET_POSTAL_CODES_FILE="geoplanet_postal_codes.tsv"
+
+GEOPLANET_GEONAMES_CONCORDANCE_FILE="geonames-geoplanet-matches.csv"
+GEOPLANET_GEONAMES_CONCORDANCE_URL="https://github.com/blackmad/geoplanet-concordance/raw/master/current/$GEOPLANET_GEONAMES_CONCORDANCE_FILE"
+
+GEOPLANET_DB_FILE="geoplanet.db"
+
+function download_file() {
+    echo "Downloading $1"
+    response=$(curl -sL -w "%{http_code}" $1 --retry 3 --retry-delay 5 -o $OUT_DIR/$2)
+    if [ $response -ne "200" ]; then
+        echo "Could not download $GEOPLANET_URL"
+        exit 1
+    fi    
+}
+
+
+if [ ! -f $OUT_DIR/$GEOPLANET_ZIP_FILE ]; then
+    echo "Downloading GeoPlanet"
+    download_file $GEOPLANET_URL GEOPLANET_ZIP_FILE
+fi
+
+cd $OUT_DIR
+echo "Unzipping GeoPlanet file"
+unzip -o $GEOPLANET_ZIP_FILE
+
+echo "Creating GeoPlanet postal codes file"
+awk -F'\t' 'BEGIN{OFS="\t";} {if ($5 == "Zip") print $0;}' $GEOPLANET_ORIGINAL_PLACES_FILE > $GEOPLANET_POSTAL_CODES_FILE
+
+echo "Creating GeoPlanet places file"
+awk -F'\t' 'BEGIN{OFS="\t";} {if ($5 == "Continent" || $5 == "Country" || $5 == "Nationality" || $5 == "State" || $5 == "County" ||  $5 == "Town" || $5 == "LocalAdmin" || $5 == "Suburb") print $0;}' $GEOPLANET_ORIGINAL_PLACES_FILE > $GEOPLANET_PLACES_FILE
+
+echo "Fetching GeoNames concordance"
+download_file $GEOPLANET_GEONAMES_CONCORDANCE_URL $GEOPLANET_GEONAMES_CONCORDANCE_FILE
+
+echo "Creating SQLite db"
+
+echo "
+DROP TABLE IF EXISTS places;
+CREATE TABLE places (
+    id integer primary key,
+    country_code text,
+    name text,
+    language text,
+    place_type text,
+    parent_id integer
+);
+
+.separator \t
+.import $OUT_DIR/$GEOPLANET_PLACES_FILE places
+
+CREATE INDEX places_parent_id_index on places(parent_id);
+CREATE INDEX places_country_code on places(country_code);
+
+DROP TABLE IF EXISTS postal_codes;
+CREATE TABLE postal_codes (
+    id integer primary key,
+    country_code text,
+    name text,
+    language text,
+    place_type text,
+    parent_id integer
+);
+
+.import $GEOPLANET_POSTAL_CODES_FILE postal_codes
+CREATE INDEX postal_codes_parent_id_index on postal_codes(parent_id);
+CREATE INDEX postal_codes_country_code on postal_codes(country_code);
+
+DROP TABLE IF EXISTS admins;
+CREATE TABLE admins (
+    id integer primary key,
+    country_code text,
+    state_id integer,
+    county_id integer,
+    local_admin_id integer,
+    country_id integer,
+    continent_id integer
+);
+
+.import $GEOPLANET_ADMINS_FILE admins
+
+CREATE INDEX admin_country_code on admins(country_code);
+CREATE INDEX admin_state_id on admins(state_id);
+CREATE INDEX admin_county_id on admins(county_id);
+CREATE INDEX admin_local_admin_id on admins(local_admin_id);
+CREATE INDEX admin_country_id on admins(country_id);
+CREATE INDEX admin_continent_id on admins(continent_id);
+
+DROP TABLE IF EXISTS aliases;
+CREATE TABLE aliases (
+    id integer,
+    name text,
+    name_type text,
+    language text
+);
+
+.import $GEOPLANET_ALIASES_FILE aliases
+
+CREATE INDEX alias_id on aliases(id);
+
+DROP TABLE IF EXISTS geonames_concordance;
+CREATE TABLE geonames_concordance (
+    id integer primary key,
+    geonames_id integer,
+    name text,
+    lat number,
+    lon number
+);
+
+.mode csv
+.import $GEOPLANET_GEONAMES_CONCORDANCE_FILE geonames_concordance
+
+CREATE INDEX geonames_concordance_geonames_id on geonames_concordance(geonames_id);
+
+" | sqlite3 $OUT_DIR/$GEOPLANET_DB_FILE
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