diff --git a/.github/workflows/pr_checks_backend.yml b/.github/workflows/pr_checks_backend.yml
index 0730bdc3..9557ebc3 100644
--- a/.github/workflows/pr_checks_backend.yml
+++ b/.github/workflows/pr_checks_backend.yml
@@ -9,6 +9,7 @@ on:
       - 'Dockerfile-pg'
       - 'init_pg.sql'
       - 'docker-compose.yml'
+  workflow_dispatch:
 
 jobs:
   build:
@@ -29,46 +30,42 @@ jobs:
         with:
           python-version: '3.11.4'
 
-      - name: Run Black Formatter in Docker
+      - name: Run Ruff Formatter in Docker
         run: |
           cd data
           docker-compose run --rm formatter
         continue-on-error: true
 
-      - name: Run Flake8
+      - name: Run Ruff Linter in Docker
         run: |
           cd data
-          pip install flake8
-          flake8 .
+          docker-compose run --rm linter
         continue-on-error: true
 
-      - name: Install dependencies and build Docker images
+      - name: Build vacant-lots-proj
         run: |
           cd data
-          docker-compose pull
-          docker-compose build
+          docker-compose build vacant-lots-proj
 
-      - name: Run vacant-lots-proj
+      - name: Build data-fetcher
         run: |
           cd data
-          docker-compose up -d vacant-lots-proj
-        continue-on-error: true
+          docker-compose build data-fetcher
 
-      - name: Build and check Postgres container
+      - name: Run all services
         run: |
           cd data
-          docker-compose build postgres
-        continue-on-error: true
+          docker-compose up -d
 
       - name: Check build status
         if: failure()
         run: |
-          echo "The vacant-lots-proj or postgres container failed to build and run."
+          echo "One or more services failed to build and run."
           exit 1
 
       - name: Report success
         if: success()
-        run: echo "The vacant-lots-proj and postgres container built and ran successfully."
+        run: echo "All services built and ran successfully."
 
       - name: Check formatter and linter status
         if: failure()
diff --git a/.gitignore b/.gitignore
index 4c65f94b..09f01eff 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,6 +7,7 @@ data.env
 .idea
 data/src/tmp
 .DS_Store
+/data/src/local_outputs/
 
 ## App
 
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 67c22a62..b6ec6630 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -5,17 +5,17 @@
     "${workspaceFolder}/data/src",
     "${workspaceFolder}/data/src/awkde"
   ],
-  "python.testing.pytestEnabled": true,
-  "python.testing.cwd": "${workspaceFolder}/data/src",
   "[python]": {
     "editor.formatOnSave": true,
     "editor.codeActionsOnSave": {
+      "source.fixAll": "explicit",
       "source.organizeImports": "explicit"
     },
-    "editor.defaultFormatter": "ms-python.black-formatter"
+    "editor.defaultFormatter": "charliermarsh.ruff"
   },
-  "python.formatting.provider": "black",
-  "python.linting.flake8Enabled": true,
-  "python.linting.enabled": true,
-  "python.linting.flake8Args": ["--max-line-length=88"]
+  "notebook.formatOnSave.enabled": true,
+  "notebook.codeActionsOnSave": {
+    "notebook.source.fixAll": "explicit",
+    "notebook.source.organizeImports": "explicit"
+  }
 }
diff --git a/data/Dockerfile-fetch-data b/data/Dockerfile-fetch-data
new file mode 100644
index 00000000..ba0e1b75
--- /dev/null
+++ b/data/Dockerfile-fetch-data
@@ -0,0 +1,14 @@
+# Use the existing main container image
+FROM vacant-lots-proj:latest
+
+# Set the working directory in the container
+WORKDIR /usr/src/app
+
+# Copy the fetch_and_save_data.py script to the container
+COPY src/fetch_and_save_data.py ./
+
+# Ensure Pipenv and dependencies are installed
+RUN pipenv install --ignore-pipfile --dev
+
+# Set the default command to run the script with pipenv and python
+ENTRYPOINT ["sh", "-c", "pipenv run python ./fetch_and_save_data.py \"$@\"", "--"]
diff --git a/data/docker-compose.yml b/data/docker-compose.yml
index 486c8ad6..753ba339 100644
--- a/data/docker-compose.yml
+++ b/data/docker-compose.yml
@@ -2,7 +2,8 @@ services:
   vacant-lots-proj:
     build:
       context: .
-      network: host
+      dockerfile: Dockerfile
+    image: vacant-lots-proj:latest
     environment:
       - GOOGLE_APPLICATION_CREDENTIALS=/app/service-account-key.json
       - CFP_MAPBOX_TOKEN_UPLOADER
@@ -16,7 +17,6 @@ services:
       - ~/.config/gcloud/application_default_credentials.json:/app/service-account-key.json
       - /etc/timezone:/etc/timezone:ro
       - /etc/localtime:/etc/localtime:ro
-
     extra_hosts:
       - host.docker.internal:host-gateway
     network_mode: 'host'
@@ -24,22 +24,27 @@ services:
   formatter:
     build:
       context: .
-      network: host
     volumes:
       - ./src:/usr/src/app
-    command: sh -c "pipenv run black /usr/src/app"
+    command: sh -c "pip install ruff && ruff /usr/src/app --fix || exit 0"
+    network_mode: 'host'
+
+  linter:
+    build:
+      context: .
+    volumes:
+      - ./src:/usr/src/app
+    command: sh -c "pip install ruff && ruff check /usr/src/app || exit 0"
     network_mode: 'host'
 
   streetview:
     build:
       context: .
-      network: host
     environment:
       - GOOGLE_APPLICATION_CREDENTIALS=/app/service-account-key.json
       - CLEAN_GREEN_GOOGLE_KEY
       - VACANT_LOTS_DB
       - GOOGLE_CLOUD_BUCKET_NAME
-
     volumes:
       - ./src:/usr/src/app
       - ~/.config/gcloud/application_default_credentials.json:/app/service-account-key.json
@@ -55,7 +60,6 @@ services:
     build:
       context: .
       dockerfile: Dockerfile-pg
-      network: host
     environment:
       - PGPORT=5433
       - POSTGRES_PASSWORD
@@ -70,5 +74,19 @@ services:
     extra_hosts:
       - host.docker.internal:host-gateway
 
+  data-fetcher:
+    build:
+      context: .
+      dockerfile: Dockerfile-fetch-data
+    depends_on:
+      - vacant-lots-proj
+    environment:
+      - VACANT_LOTS_DB
+    volumes:
+      - ./src:/usr/src/app
+      - /etc/timezone:/etc/timezone:ro
+      - /etc/localtime:/etc/localtime:ro
+    network_mode: 'host'
+
 volumes:
   database_volume:
diff --git a/data/src/Pipfile b/data/src/Pipfile
index 0638353a..1435fb4b 100644
--- a/data/src/Pipfile
+++ b/data/src/Pipfile
@@ -29,6 +29,7 @@ pytest = "*"
 networkx = "*"
 libpysal = "*"
 jenkspy = "*"
+pyarrow = "*"
 
 [dev-packages]
 
diff --git a/data/src/Pipfile.lock b/data/src/Pipfile.lock
index 5d9aec34..b11d5ae4 100644
--- a/data/src/Pipfile.lock
+++ b/data/src/Pipfile.lock
@@ -1,3158 +1,3223 @@
 {
-  "_meta": {
-    "hash": {
-      "sha256": "36c75f63337c443f9ab1b026c3f645bf91368d00504cb9d44b88d3b212edd4ed"
-    },
-    "pipfile-spec": 6,
-    "requires": {
-      "python_full_version": "3.11.4",
-      "python_version": "3.11"
-    },
-    "sources": [
-      {
-        "name": "pypi",
-        "url": "https://pypi.org/simple",
-        "verify_ssl": true
-      }
-    ]
-  },
-  "default": {
-    "affine": {
-      "hashes": [
-        "sha256:8a3df80e2b2378aef598a83c1392efd47967afec4242021a0b06b4c7cbc61a92",
-        "sha256:a24d818d6a836c131976d22f8c27b8d3ca32d0af64c1d8d29deb7bafa4da1eea"
-      ],
-      "markers": "python_version >= '3.7'",
-      "version": "==2.4.0"
-    },
-    "agate": {
-      "hashes": [
-        "sha256:1cf329510b3dde07c4ad1740b7587c9c679abc3dcd92bb1107eabc10c2e03c50",
-        "sha256:bc60880c2ee59636a2a80cd8603d63f995be64526abf3cbba12f00767bcd5b3d"
-      ],
-      "version": "==1.9.1"
-    },
-    "annotated-types": {
-      "hashes": [
-        "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
-        "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
-      ],
-      "markers": "python_version >= '3.8'",
-      "version": "==0.7.0"
-    },
-    "anyio": {
-      "hashes": [
-        "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94",
-        "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"
-      ],
-      "markers": "python_version >= '3.8'",
-      "version": "==4.4.0"
-    },
-    "argon2-cffi": {
-      "hashes": [
-        "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08",
-        "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"
-      ],
-      "markers": "python_version >= '3.7'",
-      "version": "==23.1.0"
-    },
-    "argon2-cffi-bindings": {
-      "hashes": [
-        "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670",
-        "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f",
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-        "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082",
-        "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5",
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-        "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7",
-        "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d",
-        "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f",
-        "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae",
-        "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3",
-        "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86",
-        "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367",
-        "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d",
-        "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93",
-        "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb",
-        "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
-        "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
-      ],
-      "markers": "python_version >= '3.6'",
-      "version": "==21.2.0"
-    },
-    "arrow": {
-      "hashes": [
-        "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80",
-        "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"
-      ],
-      "markers": "python_version >= '3.8'",
-      "version": "==1.3.0"
-    },
-    "asttokens": {
-      "hashes": [
-        "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24",
-        "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"
-      ],
-      "version": "==2.4.1"
-    },
-    "async-lru": {
-      "hashes": [
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-      ],
-      "markers": "python_version >= '3.8'",
-      "version": "==2.0.4"
-    },
-    "attrs": {
-      "hashes": [
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-      ],
-      "markers": "python_version >= '3.7'",
-      "version": "==23.2.0"
-    },
-    "babel": {
-      "hashes": [
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-        "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"
-      ],
-      "markers": "python_version >= '3.8'",
-      "version": "==2.15.0"
-    },
-    "backports.tarfile": {
-      "hashes": [
-        "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34",
-        "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"
-      ],
-      "markers": "python_version < '3.12'",
-      "version": "==1.2.0"
-    },
-    "beautifulsoup4": {
-      "hashes": [
-        "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
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-      ],
-      "markers": "python_full_version >= '3.6.0'",
-      "version": "==4.12.3"
-    },
-    "black": {
-      "hashes": [
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-        "sha256:37aae07b029fa0174d39daf02748b379399b909652a806e5708199bd93899da1",
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-      ],
-      "index": "pypi",
-      "markers": "python_version >= '3.8'",
-      "version": "==24.4.2"
-    },
-    "bleach": {
-      "hashes": [
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-    "boto3": {
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-      "markers": "python_version >= '3.8'",
-      "version": "==1.34.124"
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-    "botocore": {
-      "hashes": [
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-      "markers": "python_version >= '3.8'",
-      "version": "==1.34.124"
-    },
-    "cachecontrol": {
-      "hashes": [
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-      "markers": "python_version >= '3.7'",
-      "version": "==0.14.0"
-    },
-    "cachetools": {
-      "hashes": [
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-      ],
-      "markers": "python_version >= '3.7'",
-      "version": "==5.3.3"
-    },
-    "certifi": {
-      "hashes": [
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-      ],
-      "markers": "python_version >= '3.6'",
-      "version": "==2024.7.4"
-    },
-    "cffi": {
-      "hashes": [
-        "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc",
-        "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a",
-        "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417",
-        "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab",
-        "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520",
-        "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36",
-        "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743",
-        "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8",
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+                "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==5.14.3"
+        },
+        "types-python-dateutil": {
+            "hashes": [
+                "sha256:5d2f2e240b86905e40944dd787db6da9263f0deabef1076ddaed797351ec0202",
+                "sha256:6b8cb66d960771ce5ff974e9dd45e38facb81718cc1e208b10b1baccbfdbee3b"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.9.0.20240316"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
+                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
+            ],
+            "markers": "python_version < '3.13'",
+            "version": "==4.12.2"
+        },
+        "tzdata": {
+            "hashes": [
+                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
+                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
+            ],
+            "markers": "python_version >= '2'",
+            "version": "==2024.1"
+        },
+        "uri-template": {
+            "hashes": [
+                "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7",
+                "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"
+            ],
+            "version": "==1.3.0"
+        },
+        "uritemplate": {
+            "hashes": [
+                "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0",
+                "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==4.1.1"
+        },
+        "urllib3": {
+            "hashes": [
+                "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3",
+                "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.26.19"
+        },
+        "wcwidth": {
+            "hashes": [
+                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
+                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
+            ],
+            "version": "==0.2.13"
+        },
+        "webcolors": {
+            "hashes": [
+                "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b",
+                "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"
+            ],
+            "version": "==24.6.0"
+        },
+        "webencodings": {
+            "hashes": [
+                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
+                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
+            ],
+            "version": "==0.5.1"
+        },
+        "websocket-client": {
+            "hashes": [
+                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
+                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.8.0"
+        },
+        "widgetsnbextension": {
+            "hashes": [
+                "sha256:55d4d6949d100e0d08b94948a42efc3ed6dfdc0e9468b2c4b128c9a2ce3a7a36",
+                "sha256:8b22a8f1910bfd188e596fe7fc05dcbd87e810c8a4ba010bdb3da86637398474"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.11"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
+                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.19.2"
+        }
+    },
+    "develop": {}
 }
diff --git a/data/src/config/config.py b/data/src/config/config.py
index 9f6a301e..16630a54 100644
--- a/data/src/config/config.py
+++ b/data/src/config/config.py
@@ -44,6 +44,7 @@
 """ The minimum file size in bytes of the final generated pm tiles file.  If the file is not at least this size, 
 don't upload to the GCP bucket as the file may be corrupted, e.g. a source vacant properties dataset was incomplete with not enough features."""
 
+
 def is_docker() -> bool:
     """
     whether we are running in Docker or not, e.g. in ide or cl environment
diff --git a/data/src/fetch_and_save_data.py b/data/src/fetch_and_save_data.py
new file mode 100644
index 00000000..be77c7d1
--- /dev/null
+++ b/data/src/fetch_and_save_data.py
@@ -0,0 +1,50 @@
+import argparse
+import os
+import zipfile
+
+import geopandas as gpd
+from sqlalchemy import create_engine
+
+
+def fetch_data(connection_string, sql_query, geom_col):
+    engine = create_engine(connection_string)
+    gdf = gpd.read_postgis(sql=sql_query, con=engine, geom_col=geom_col)
+    return gdf
+
+
+def save_file(gdf, filename, zipped):
+    os.makedirs(os.path.dirname(filename), exist_ok=True)
+
+    if filename.endswith(".parquet"):
+        gdf.to_parquet(filename)
+    else:
+        temp_filename = filename
+        gdf.to_file(temp_filename)
+
+        if zipped:
+            zip_filename = f"{os.path.splitext(filename)[0]}.zip"
+            with zipfile.ZipFile(zip_filename, "w", zipfile.ZIP_DEFLATED) as zipf:
+                zipf.write(temp_filename, os.path.basename(temp_filename))
+            os.remove(temp_filename)
+
+
+def main(output_filename, zipped):
+    connection_string = os.getenv("VACANT_LOTS_DB")
+    sql_query = "SELECT * FROM vacant_properties_end;"
+    geom_col = "geometry"
+    gdf = fetch_data(connection_string, sql_query, geom_col)
+    save_file(gdf, output_filename, zipped)
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        description="Fetch data from PostGIS and save as a file."
+    )
+    parser.add_argument(
+        "output_filename", type=str, help="The output filename for the data."
+    )
+    parser.add_argument(
+        "--zipped", action="store_true", help="Whether to zip the output file."
+    )
+    args = parser.parse_args()
+    main(args.output_filename, args.zipped)