diff --git a/.github/workflows/fetch.yml.disabled b/.github/workflows/fetch.yml.disabled
new file mode 100644
index 00000000..72a41adb
--- /dev/null
+++ b/.github/workflows/fetch.yml.disabled
@@ -0,0 +1,46 @@
+name: Fetch Data
+
+on:
+  schedule:
+    # 1:15am onwards, days 1-20, first month of each quarter
+    - cron: '15 1,5,9,13,17,21,23 1-20 1,4,7,10 *'
+  workflow_dispatch:
+
+jobs:
+  fetch:
+    runs-on: ubuntu-latest
+
+    env:
+      GCS_DEVELOPER_KEY: ${{ secrets.GCS_DEVELOPER_KEY }}
+      GCS_CX: ${{ secrets.GCS_CX }}
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install pipenv
+          pipenv sync --system
+
+      - name: Set PYTHONPATH
+        run: echo "PYTHONPATH=./scripts" >> $GITHUB_ENV
+
+      - name: Run fetch script
+        run:
+          # python scripts/1-fetch/deviantart_fetched.py
+          # python scripts/1-fetch/flickr_fetched.py
+          # python scripts/1-fetch/github_fetched.py
+          # python scripts/1-fetch/internetarchive_fetched.py
+          # python scripts/1-fetch/metmuseum_fetched.py
+          # python scripts/1-fetch/vimeo_fetched.py
+          # python scripts/1-fetch/wikicommons_fetched.py
+          # python scripts/1-fetch/wikipedia_fetched.py
+          # python scripts/1-fetch/youtube_fetched.py
+          python scripts/1-fetch/gcs_fetched.py
diff --git a/.github/workflows/process.yml.disabled b/.github/workflows/process.yml.disabled
new file mode 100644
index 00000000..39318d6b
--- /dev/null
+++ b/.github/workflows/process.yml.disabled
@@ -0,0 +1,42 @@
+name: Process Data
+
+on:
+  schedule:
+    # 1:15am onwards, days 1-20, second month of each quarter
+    - cron: '15 1,5,9,13,17,21,23 1-20 2,5,8,11 *'
+  workflow_dispatch:
+
+jobs:
+  process:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install pipenv
+          pipenv sync --system
+
+      - name: Set PYTHONPATH
+        run: echo "PYTHONPATH=./scripts" >> $GITHUB_ENV
+
+      - name: Run process script
+        run:
+          # python scripts/2-process/deviantart_processed.py
+          # python scripts/2-process/flickr_processed.py
+          # python scripts/2-process/github_processed.py
+          # python scripts/2-process/internetarchive_processed.py
+          # python scripts/2-process/metmuseum_processed.py
+          # python scripts/2-process/vimeo_processed.py
+          # python scripts/2-process/wikicommons_processed.py
+          # python scripts/2-process/wikipedia_processed.py
+          # python scripts/2-process/youtube_processed.py
+          python scripts/2-process/gcs_processed.py
diff --git a/.github/workflows/report.yml.disabled b/.github/workflows/report.yml.disabled
new file mode 100644
index 00000000..1c5938dd
--- /dev/null
+++ b/.github/workflows/report.yml.disabled
@@ -0,0 +1,43 @@
+name: Generate Report
+
+on:
+  schedule:
+    # 1:15am onwards, days 1-20, third month of each quarter
+    - cron: '15 1,5,9,13,17,21,23 1-20 3,6,9,12 *'
+  workflow_dispatch:
+
+
+jobs:
+  generate-report:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          pip install --upgrade pip
+          pip install pipenv
+          pipenv sync --system
+
+      - name: Set PYTHONPATH
+        run: echo "PYTHONPATH=./scripts" >> $GITHUB_ENV
+
+      - name: Run report script
+        run:
+          # python scripts/3-report/deviantart_reports.py
+          # python scripts/3-report/flickr_reports.py
+          # python scripts/3-report/github_reports.py
+          # python scripts/3-report/internetarchive_reports.py
+          # python scripts/3-report/metmuseum_reports.py
+          # python scripts/3-report/vimeo_reports.py
+          # python scripts/3-report/wikicommons_reports.py
+          # python scripts/3-report/wikipedia_reports.py
+          # python scripts/3-report/youtube_reports.py
+          python scripts/3-report/gcs_reports.py
diff --git a/Pipfile b/Pipfile
index 24a16c8d..d4687990 100644
--- a/Pipfile
+++ b/Pipfile
@@ -5,6 +5,8 @@ name = "pypi"
 
 [packages]
 flickrapi = "*"
+GitPython = "*"
+google-api-python-client = "*"
 internetarchive = "*"
 jupyterlab = ">=3.6.7"
 matplotlib = "*"
@@ -27,3 +29,9 @@ pre-commit = "*"
 
 [requires]
 python_version = "3.11"
+
+[scripts]
+gcs_fetched = "./scripts/1-fetch/gcs_fetched.py"
+flickr_fetched = "./scripts/1-fetch/flickr_fetched.py"
+gcs_processed = "./scripts/2-process/gcs_processed.py"
+gcs_reports = "./scripts/3-report/gcs_reports.py"
diff --git a/Pipfile.lock b/Pipfile.lock
index 2027550d..62479c8f 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "a76d2223afe3038676589d0972fc708a2c2b4882c1f056cad9f3dd31fa832b95"
+            "sha256": "c67ae4cf56f055f7a160df6e2d223fe3a2158b0f73ffd01670237af94b96445f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,11 +18,11 @@
     "default": {
         "anyio": {
             "hashes": [
-                "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8",
-                "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"
+                "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94",
+                "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.3.0"
+            "version": "==4.4.0"
         },
         "appnope": {
             "hashes": [
@@ -100,11 +100,11 @@
         },
         "babel": {
             "hashes": [
-                "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363",
-                "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"
+                "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb",
+                "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.14.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.15.0"
         },
         "beautifulsoup4": {
             "hashes": [
@@ -122,13 +122,21 @@
             "markers": "python_version >= '3.8'",
             "version": "==6.1.0"
         },
+        "cachetools": {
+            "hashes": [
+                "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474",
+                "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.4.0"
+        },
         "certifi": {
             "hashes": [
-                "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
-                "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
+                "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b",
+                "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2024.2.2"
+            "version": "==2024.7.4"
         },
         "cffi": {
             "hashes": [
@@ -292,14 +300,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.2.2"
         },
-        "contextlib2": {
-            "hashes": [
-                "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f",
-                "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==21.6.0"
-        },
         "contourpy": {
             "hashes": [
                 "sha256:00e5388f71c1a0610e6fe56b5c44ab7ba14165cdd6d695429c5cd94021e390b2",
@@ -360,31 +360,31 @@
         },
         "debugpy": {
             "hashes": [
-                "sha256:016a9fcfc2c6b57f939673c874310d8581d51a0fe0858e7fac4e240c5eb743cb",
-                "sha256:0de56aba8249c28a300bdb0672a9b94785074eb82eb672db66c8144fff673146",
-                "sha256:1a9fe0829c2b854757b4fd0a338d93bc17249a3bf69ecf765c61d4c522bb92a8",
-                "sha256:28acbe2241222b87e255260c76741e1fbf04fdc3b6d094fcf57b6c6f75ce1242",
-                "sha256:3a79c6f62adef994b2dbe9fc2cc9cc3864a23575b6e387339ab739873bea53d0",
-                "sha256:3bda0f1e943d386cc7a0e71bfa59f4137909e2ed947fb3946c506e113000f741",
-                "sha256:3ebb70ba1a6524d19fa7bb122f44b74170c447d5746a503e36adc244a20ac539",
-                "sha256:58911e8521ca0c785ac7a0539f1e77e0ce2df753f786188f382229278b4cdf23",
-                "sha256:6df9aa9599eb05ca179fb0b810282255202a66835c6efb1d112d21ecb830ddd3",
-                "sha256:7a3afa222f6fd3d9dfecd52729bc2e12c93e22a7491405a0ecbf9e1d32d45b39",
-                "sha256:7eb7bd2b56ea3bedb009616d9e2f64aab8fc7000d481faec3cd26c98a964bcdd",
-                "sha256:92116039b5500633cc8d44ecc187abe2dfa9b90f7a82bbf81d079fcdd506bae9",
-                "sha256:a2e658a9630f27534e63922ebf655a6ab60c370f4d2fc5c02a5b19baf4410ace",
-                "sha256:bfb20cb57486c8e4793d41996652e5a6a885b4d9175dd369045dad59eaacea42",
-                "sha256:caad2846e21188797a1f17fc09c31b84c7c3c23baf2516fed5b40b378515bbf0",
-                "sha256:d915a18f0597ef685e88bb35e5d7ab968964b7befefe1aaea1eb5b2640b586c7",
-                "sha256:dda73bf69ea479c8577a0448f8c707691152e6c4de7f0c4dec5a4bc11dee516e",
-                "sha256:e38beb7992b5afd9d5244e96ad5fa9135e94993b0c551ceebf3fe1a5d9beb234",
-                "sha256:edcc9f58ec0fd121a25bc950d4578df47428d72e1a0d66c07403b04eb93bcf98",
-                "sha256:efd3fdd3f67a7e576dd869c184c5dd71d9aaa36ded271939da352880c012e703",
-                "sha256:f696d6be15be87aef621917585f9bb94b1dc9e8aced570db1b8a6fc14e8f9b42",
-                "sha256:fd97ed11a4c7f6d042d320ce03d83b20c3fb40da892f994bc041bbc415d7a099"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.8.1"
+                "sha256:0600faef1d0b8d0e85c816b8bb0cb90ed94fc611f308d5fde28cb8b3d2ff0fe3",
+                "sha256:1523bc551e28e15147815d1397afc150ac99dbd3a8e64641d53425dba57b0ff9",
+                "sha256:15bc2f4b0f5e99bf86c162c91a74c0631dbd9cef3c6a1d1329c946586255e859",
+                "sha256:16c8dcab02617b75697a0a925a62943e26a0330da076e2a10437edd9f0bf3755",
+                "sha256:16e16df3a98a35c63c3ab1e4d19be4cbc7fdda92d9ddc059294f18910928e0ca",
+                "sha256:2cbd4d9a2fc5e7f583ff9bf11f3b7d78dfda8401e8bb6856ad1ed190be4281ad",
+                "sha256:3f8c3f7c53130a070f0fc845a0f2cee8ed88d220d6b04595897b66605df1edd6",
+                "sha256:40f062d6877d2e45b112c0bbade9a17aac507445fd638922b1a5434df34aed02",
+                "sha256:5a019d4574afedc6ead1daa22736c530712465c0c4cd44f820d803d937531b2d",
+                "sha256:5d3ccd39e4021f2eb86b8d748a96c766058b39443c1f18b2dc52c10ac2757835",
+                "sha256:62658aefe289598680193ff655ff3940e2a601765259b123dc7f89c0239b8cd3",
+                "sha256:7ee2e1afbf44b138c005e4380097d92532e1001580853a7cb40ed84e0ef1c3d2",
+                "sha256:7f8d57a98c5a486c5c7824bc0b9f2f11189d08d73635c326abef268f83950326",
+                "sha256:8a13417ccd5978a642e91fb79b871baded925d4fadd4dfafec1928196292aa0a",
+                "sha256:95378ed08ed2089221896b9b3a8d021e642c24edc8fef20e5d4342ca8be65c00",
+                "sha256:acdf39855f65c48ac9667b2801234fc64d46778021efac2de7e50907ab90c634",
+                "sha256:bd11fe35d6fd3431f1546d94121322c0ac572e1bfb1f6be0e9b8655fb4ea941e",
+                "sha256:c78ba1680f1015c0ca7115671fe347b28b446081dada3fedf54138f44e4ba031",
+                "sha256:cf327316ae0c0e7dd81eb92d24ba8b5e88bb4d1b585b5c0d32929274a66a5210",
+                "sha256:d3408fddd76414034c02880e891ea434e9a9cf3a69842098ef92f6e809d09afa",
+                "sha256:e24ccb0cd6f8bfaec68d577cb49e9c680621c336f347479b3fce060ba7c09ec1",
+                "sha256:f179af1e1bd4c88b0b9f0fa153569b24f6b6f3de33f94703336363ae62f4bf47"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.8.2"
         },
         "decorator": {
             "hashes": [
@@ -418,10 +418,10 @@
         },
         "fastjsonschema": {
             "hashes": [
-                "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0",
-                "sha256:e3126a94bdc4623d3de4485f8d468a12f02a67921315ddc87836d6e456dc789d"
+                "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23",
+                "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"
             ],
-            "version": "==2.19.1"
+            "version": "==2.20.0"
         },
         "flickrapi": {
             "hashes": [
@@ -433,51 +433,51 @@
         },
         "fonttools": {
             "hashes": [
-                "sha256:0118ef998a0699a96c7b28457f15546815015a2710a1b23a7bf6c1be60c01636",
-                "sha256:0d145976194a5242fdd22df18a1b451481a88071feadf251221af110ca8f00ce",
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-                "sha256:e9d9298be7a05bb4801f558522adbe2feea1b0b103d5294ebf24a92dd49b78e5",
-                "sha256:ee1af4be1c5afe4c96ca23badd368d8dc75f611887fb0c0dac9f71ee5d6f110e",
-                "sha256:f7e89853d8bea103c8e3514b9f9dc86b5b4120afb4583b57eb10dfa5afbe0936"
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+            "version": "==4.53.1"
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         "fqdn": {
             "hashes": [
@@ -486,6 +486,63 @@
             ],
             "version": "==1.5.1"
         },
+        "gitdb": {
+            "hashes": [
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+                "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"
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+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.43"
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+                "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"
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+            "markers": "python_version >= '3.7'",
+            "version": "==2.19.1"
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+        "google-api-python-client": {
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+                "sha256:ed4bc3abe2c060a87412465b4e8254620bbbc548eefc5388e2c5ff912d36a68b"
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+            "markers": "python_version >= '3.7'",
+            "version": "==2.139.0"
+        },
+        "google-auth": {
+            "hashes": [
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+                "sha256:53326ea2ebec768070a94bee4e1b9194c9646ea0c2bd72422785bd0f9abfad7b"
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+            "markers": "python_version >= '3.7'",
+            "version": "==2.32.0"
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+        "google-auth-httplib2": {
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+                "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05",
+                "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"
+            ],
+            "version": "==0.2.0"
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+        "googleapis-common-protos": {
+            "hashes": [
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+                "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"
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+            "version": "==1.63.2"
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                 "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d",
@@ -502,6 +559,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.0.5"
         },
+        "httplib2": {
+            "hashes": [
+                "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc",
+                "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"
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+            "version": "==0.22.0"
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         "httpx": {
             "hashes": [
                 "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5",
@@ -520,28 +585,28 @@
         },
         "internetarchive": {
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-                "sha256:8e897ee1c054edff40744e65e16d697dbfae26b0645a5fc7762cbaf88aff87b7",
-                "sha256:e3826b3ff59fa516eb3c6c55edbe6acbece6dfaad79e3fb9109860962c14c6c2"
+                "sha256:0a0e30ade737f7be971b31c38b8c856867a316c5b1d646f055b2b1946aa9cb00",
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             "markers": "python_version >= '3.7'",
-            "version": "==4.0.1"
+            "version": "==4.1.0"
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-                "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da",
-                "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"
+                "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5",
+                "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"
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             "markers": "python_version >= '3.8'",
-            "version": "==6.29.4"
+            "version": "==6.29.5"
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-                "sha256:7468edaf4f6de3e1b912e57f66c241e6fd3c7099f2ec2136e239e142e800274d"
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+                "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"
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             "markers": "python_version >= '3.10'",
-            "version": "==8.23.0"
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@@ -560,11 +625,11 @@
         },
         "jinja2": {
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-                "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa",
-                "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"
+                "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369",
+                "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"
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-            "version": "==3.1.3"
+            "version": "==3.1.4"
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@@ -584,22 +649,22 @@
         },
         "jsonpointer": {
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-                "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a",
-                "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'",
-            "version": "==2.4"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.0.0"
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         "jsonschema": {
             "extras": [
                 "format-nongpl"
             ],
             "hashes": [
-                "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f",
-                "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"
+                "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4",
+                "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"
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-            "version": "==4.21.1"
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@@ -611,11 +676,11 @@
         },
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@@ -643,11 +708,11 @@
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-            "version": "==2.14.0"
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@@ -659,12 +724,12 @@
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+                "sha256:343a979fb9582fd08c8511823e320703281cd072a0049bcdafdc7afeda7f2537",
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-            "version": "==4.1.6"
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@@ -676,11 +741,11 @@
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-            "version": "==2.26.0"
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@@ -860,38 +925,39 @@
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-            "version": "==8.2.3"
+            "markers": "python_version >= '3.8'",
+            "version": "==9.0.0"
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         "terminado": {
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@@ -1698,36 +1854,36 @@
         },
         "tinycss2": {
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-            "version": "==1.2.1"
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@@ -1747,11 +1903,11 @@
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@@ -1768,14 +1924,22 @@
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@@ -1786,10 +1950,10 @@
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@@ -1800,11 +1964,11 @@
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@@ -1891,32 +2055,32 @@
                 "jupyter"
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@@ -1959,36 +2123,36 @@
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@@ -2033,19 +2197,19 @@
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-            "version": "==24.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==24.1"
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@@ -2073,28 +2237,28 @@
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@@ -2106,18 +2270,18 @@
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-                "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350",
-                "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"
+                "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0",
+                "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"
             ],
-            "version": "==0.2.2"
+            "version": "==0.2.3"
         },
         "pycodestyle": {
             "hashes": [
-                "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
-                "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"
+                "sha256:442f950141b4f43df752dd303511ffded3a04c2b6fb7f65980574f0c31e6e79c",
+                "sha256:949a39f6b86c3e1515ba1787c2022131d165a8ad271b11370a8819aa070269e4"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.11.1"
+            "version": "==2.12.0"
         },
         "pyflakes": {
             "hashes": [
@@ -2129,11 +2293,11 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c",
-                "sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367"
+                "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199",
+                "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.17.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.18.0"
         },
         "pyyaml": {
             "hashes": [
@@ -2192,14 +2356,6 @@
             "markers": "python_version >= '3.6'",
             "version": "==6.0.1"
         },
-        "setuptools": {
-            "hashes": [
-                "sha256:6c1fccdac05a97e598fb0ae3bbed5904ccb317337a51139dcd51453611bbb987",
-                "sha256:c636ac361bc47580504644275c9ad802c50415c7522212252c033bd15f301f32"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==69.5.1"
-        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -2232,19 +2388,19 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0",
-                "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"
+                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
+                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
             ],
             "markers": "python_version < '3.12'",
-            "version": "==4.11.0"
+            "version": "==4.12.2"
         },
         "virtualenv": {
             "hashes": [
-                "sha256:7bb554bbdfeaacc3349fa614ea5bff6ac300fc7c335e9facf3a3bcfc703f45be",
-                "sha256:8aac4332f2ea6ef519c648d0bc48a5b1d324994753519919bddbb1aff25a104e"
+                "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a",
+                "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==20.25.3"
+            "version": "==20.26.3"
         },
         "wcwidth": {
             "hashes": [
diff --git a/README.md b/README.md
index b51a60bc..58b7fb69 100644
--- a/README.md
+++ b/README.md
@@ -39,6 +39,49 @@ See [`CONTRIBUTING.md`][org-contrib].
 [org-contrib]: https://github.com/creativecommons/.github/blob/main/CONTRIBUTING.md
 
 
+### Project structure
+
+Please note that in the directory tree below, all instances of `fetch`,
+`process`, and `report` are referring to the three phases of data gathering,
+processing, and report generation.
+
+```
+Quantifying/
+├── .github/
+│   ├── workflows/
+│   │   ├── fetch.yml
+│   │   ├── process.yml
+│   │   ├── report.yml
+│   │   └── static_analysis.yml
+├── data/  # Data generated by script runs
+│   ├── 20XXQX/
+│   │   ├── 1-fetch/
+│   │   ├── 2-process/
+│   │   ├── 3-report/
+│   │   │   └── README.md  # All generated reports are displayed in the README
+│   └── ...
+├── dev/
+├── pre-automation/  # All Quantifying work prior to adding automation system
+├── scripts/  # Run scripts for all phases
+│   ├── 1-fetch/
+│   ├── 2-process/
+│   ├── 3-report/
+│   └── shared.py
+├── .cc-metadata.yml
+├── .flake8  # Python tool configuration
+├── .gitignore
+├── .pre-commit-config.yaml  # Static analysis configuration
+├── LICENSE
+├── Pipfile  # Specifies the project's dependencies and Python version
+├── Pipfile.lock
+├── README.md
+├── env.example
+├── history.md
+├── pyproject.toml  # Python tools configuration
+└── sources.md
+```
+
+
 ## Development
 
 
diff --git a/data/2024Q2/1-fetch/gcs_fetched.csv b/data/2024Q2/1-fetch/gcs_fetched.csv
new file mode 100644
index 00000000..7804d2b5
--- /dev/null
+++ b/data/2024Q2/1-fetch/gcs_fetched.csv
@@ -0,0 +1,22 @@
+LICENSE TYPE, No Priori, United States, Canada, India, United Kingdom, Australia, Japan, English, Spanish, French, Arabic, Chinese (Simplified), Indonesian
+https://creativecommons.org/licenses/nc/2.0,57000000,43700000,39400,11500,157000,31100,29300,54600000,1160000,2720000,2960,68100000,101000
+https://creativecommons.org/licenses/sa/1.0,108000000,91000000,34400,19100,158000,43100,25100,104000000,268000,332000,28500,106000000,223000
+https://creativecommons.org/licenses/nd/1.0,222000000,259000000,76700,63400,519000,165000,79600,215000000,492000,383000,69500,222000000,2480000
+https://creativecommons.org/licenses/by-sa/3.0,108000000,88800000,64700,47600,254000,151000,145000,93500000,5010000,3980000,90500,114000000,112000
+https://creativecommons.org/licenses/sampling/1.0,170000000,151000000,26500,23600,263000,56800,34300,170000000,87500,21500,1630,171000000,209000
+https://creativecommons.org/licenses/nc-sa/1.0,24700000,17600000,12600,3800,75300,11600,13400,22600000,67700,272000,1200,24700000,42400
+https://creativecommons.org/licenses/nd-nc/2.0,56900000,43700000,43500,11100,156000,36500,28300,54200000,237000,549000,2660,67600000,11500
+https://creativecommons.org/licenses/by-nd-nc/1.0,16000000,10400000,13500,2900,64700,9990,21300,15500000,63400,28800,1920,16000000,27600
+https://creativecommons.org/licenses/sa/1.0,108000000,91500000,23000,17200,158000,38200,21700,104000000,270000,337000,28600,108000000,224000
+https://creativecommons.org/licenses/nd-nc/1.0,57200000,45500000,23100,8400,123000,21400,30000,56100000,135000,249000,3340,57200000,10200
+https://creativecommons.org/publicdomain/zero/1.0,32700000,30000000,20200,18200,48600,12100,32200,30900000,131000,93400,16100,32700000,10500
+https://creativecommons.org/licenses/nc-sa/2.0,25000000,17700000,19700,4640,80700,14700,11900,23400000,368000,1340000,1490,25000000,36100
+https://creativecommons.org/licenses/sa/1.0,108000000,91400000,23000,17100,159000,38200,21600,104000000,270000,337000,28600,108000000,224000
+https://creativecommons.org/licenses/by-sa/1.0,102000000,85900000,21900,15800,150000,36100,21200,97400000,267000,330000,28300,102000000,219000
+https://creativecommons.org/licenses/by-nd/2.5,49500000,35500000,45100,8640,133000,24600,23600,47800000,367000,37900,2200,49500000,11200
+https://creativecommons.org/licenses/by-nd-nc/1.0,15800000,10300000,15600,2940,66800,10200,21400,15300000,62400,29000,1980,15800000,27500
+https://creativecommons.org/licenses/nd/1.0,220000000,194000000,89900,56500,424000,147000,88400,213000000,490000,297000,69500,220000000,2570000
+https://creativecommons.org/licenses/by-nc-sa/4.0,62900000,44700000,49900,32900,163000,32900,79400,58900000,1020000,3610000,11500,62900000,102000
+https://creativecommons.org/licenses/sampling+/1.0,169000000,151000000,27300,22900,274000,57300,34700,168000000,123000,62800,1310,169000000,200000
+https://creativecommons.org/licenses/by-nc-sa/2.5,31600000,22800000,20100,5400,83100,15200,10400,29900000,258000,250000,1570,31600000,7290
+https://creativecommons.org/licenses/nc-sa/1.0,24100000,17500000,10400,3820,58800,11800,10600,23300000,67500,280000,1200,24100000,42400
diff --git a/data/2024Q2/3-report/gcs_country_report.png b/data/2024Q2/3-report/gcs_country_report.png
new file mode 100644
index 00000000..fb79663d
Binary files /dev/null and b/data/2024Q2/3-report/gcs_country_report.png differ
diff --git a/data/2024Q2/3-report/gcs_language_report.png b/data/2024Q2/3-report/gcs_language_report.png
new file mode 100644
index 00000000..eec045af
Binary files /dev/null and b/data/2024Q2/3-report/gcs_language_report.png differ
diff --git a/data/2024Q2/3-report/gcs_licensetype_report.png b/data/2024Q2/3-report/gcs_licensetype_report.png
new file mode 100644
index 00000000..e6fc0557
Binary files /dev/null and b/data/2024Q2/3-report/gcs_licensetype_report.png differ
diff --git a/data/2024Q2/README.md b/data/2024Q2/README.md
new file mode 100644
index 00000000..19cea41e
--- /dev/null
+++ b/data/2024Q2/README.md
@@ -0,0 +1,20 @@
+# 2024Q2 Quantifying the Commons
+<!-- GCS Start -->
+## Data Source: Google Custom Search
+
+<!-- Country Report Start -->
+### Country Report
+![Number of Google Webpages Licensed by Country](3-report/gcs_country_report.png)
+Number of Google Webpages Licensed by Country
+<!-- Country Report End -->
+<!-- License Type Report Start -->
+### License Type Report
+![Number of Webpages Licensed by License Type](3-report/gcs_licensetype_report.png)
+Number of Webpages Licensed by License Type
+<!-- License Type Report End -->
+<!-- Language Report Start -->
+### Language Report
+![Number of Google Webpages Licensed by Language](3-report/gcs_language_report.png)
+Number of Google Webpages Licensed by Language
+<!-- Language Report End -->
+<!-- GCS End -->
diff --git a/data/2024Q2/state.yaml b/data/2024Q2/state.yaml
new file mode 100644
index 00000000..05a6a00d
--- /dev/null
+++ b/data/2024Q2/state.yaml
@@ -0,0 +1 @@
+total_records_retrieved: 273
diff --git a/data/2024Q3/1-fetch/flickr_fetched/final.csv b/data/2024Q3/1-fetch/flickr_fetched/final.csv
new file mode 100644
index 00000000..e69de29b
diff --git a/data/2024Q3/1-fetch/flickr_fetched/hs.csv b/data/2024Q3/1-fetch/flickr_fetched/hs.csv
new file mode 100644
index 00000000..e69de29b
diff --git a/data/2024Q3/1-fetch/flickr_fetched/rec.txt b/data/2024Q3/1-fetch/flickr_fetched/rec.txt
new file mode 100644
index 00000000..cc375900
--- /dev/null
+++ b/data/2024Q3/1-fetch/flickr_fetched/rec.txt
@@ -0,0 +1 @@
+1 1 1
diff --git a/data/2024Q3/1-fetch/gcs_fetched.csv b/data/2024Q3/1-fetch/gcs_fetched.csv
new file mode 100644
index 00000000..df660fc7
--- /dev/null
+++ b/data/2024Q3/1-fetch/gcs_fetched.csv
@@ -0,0 +1,18 @@
+LICENSE TYPE, No Priori, United States, Canada, India, United Kingdom, Australia, Japan, English, Spanish, French, Arabic, Chinese (Simplified), Indonesian
+https://creativecommons.org/licenses/by/2.5,235000000,208000000,112000,82400,406000,701000,76800,225000000,3940000,835000,88300,235000000,115000
+https://creativecommons.org/licenses/by/4.0,412000000,334000000,702000,360000,7250000,770000,675000,381000000,16100000,5260000,255000,412000000,11900000
+https://creativecommons.org/licenses/by-nc-sa/2.5,31400000,22700000,21200,5400,83000,15000,10300,29800000,254000,248000,1580,31400000,7480
+https://creativecommons.org/licenses/nc/1.0,54600000,43400000,25100,8390,128000,22200,30500,53600000,136000,479000,3760,54500000,81500
+https://creativecommons.org/licenses/by-nc-sa/1.0,24000000,17400000,11300,3810,59100,11900,10600,23300000,66900,276000,1220,24000000,42900
+https://creativecommons.org/licenses/by/2.1,219000000,189000000,132000,56200,477000,139000,269000,211000000,494000,232000,19800,219000000,119000
+https://creativecommons.org/licenses/nc-sampling+/1.0,41200000,32000000,12900,4590,82300,14600,18800,41000000,52800,37800,381,41200000,31100
+https://creativecommons.org/licenses/by-sa/4.0,175000000,140000000,126000,79300,341000,103000,123000,158000000,6800000,3860000,81300,175000000,626000
+https://creativecommons.org/licenses/by/2.1,217000000,189000000,120000,55500,456000,134000,278000,209000000,219000,241000,20300,217000000,116000
+https://creativecommons.org/licenses/by-nc-nd/2.1,66000000,51100000,21000,9200,144000,25100,30400,64300000,167000,581000,3690,66100000,19300
+https://creativecommons.org/licenses/by-nc/3.0,88200000,77800000,32000,14000,289000,91900,43000,85000000,7630000,6890000,13700,88300000,40200
+https://creativecommons.org/licenses/by/2.1,269000000,235000000,122000,54500,477000,124000,277000,261000000,455000,1900000,20100,269000000,113000
+https://creativecommons.org/licenses/by-nd/2.0,32500000,23600000,17000,6910,57500,19500,20100,31200000,121000,47200,5290,32500000,7660
+https://creativecommons.org/licenses/by-nc-sa/3.0,35800000,29800000,18000,5760,149000,69400,12200,33700000,623000,4440000,7890,35800000,16000
+https://creativecommons.org/licenses/sa/1.0,120000000,101000000,23500,16600,167000,56500,24400,116000000,247000,314000,29100,120000000,213000
+https://creativecommons.org/licenses/sa/1.0,120000000,101000000,23500,16600,167000,56500,24400,116000000,247000,314000,29100,120000000,213000
+https://creativecommons.org/licenses/by-nc-sa/2.0,20400000,13800000,21400,3730,65000,21700,9270,19100000,92600,773000,4470,20400000,5740
diff --git a/data/2024Q3/3-report/gcs_country_report.png b/data/2024Q3/3-report/gcs_country_report.png
new file mode 100644
index 00000000..69e054c8
Binary files /dev/null and b/data/2024Q3/3-report/gcs_country_report.png differ
diff --git a/data/2024Q3/3-report/gcs_language_report.png b/data/2024Q3/3-report/gcs_language_report.png
new file mode 100644
index 00000000..65878a4e
Binary files /dev/null and b/data/2024Q3/3-report/gcs_language_report.png differ
diff --git a/data/2024Q3/3-report/gcs_licensetype_report.png b/data/2024Q3/3-report/gcs_licensetype_report.png
new file mode 100644
index 00000000..3c2e37cb
Binary files /dev/null and b/data/2024Q3/3-report/gcs_licensetype_report.png differ
diff --git a/data/2024Q3/README.md b/data/2024Q3/README.md
new file mode 100644
index 00000000..f1e525a9
--- /dev/null
+++ b/data/2024Q3/README.md
@@ -0,0 +1,19 @@
+# 2024Q3 Quantifying the Commons
+## Data Source: Google Custom Search
+<!-- Google Custom Search Start -->
+<!-- Country Report Start -->
+### Country Report
+![Number of Google Webpages Licensed by Country](3-report/gcs_country_report.png)
+Number of Google Webpages Licensed by Country
+<!-- Country Report End -->
+<!-- License Type Report Start -->
+### License Type Report
+![Number of Webpages Licensed by License Type](3-report/gcs_licensetype_report.png)
+Number of Webpages Licensed by License Type
+<!-- License Type Report End -->
+<!-- Language Report Start -->
+### Language Report
+![Number of Google Webpages Licensed by Language](3-report/gcs_language_report.png)
+Number of Google Webpages Licensed by Language
+<!-- Language Report End -->
+<!-- Google Custom Search End -->
diff --git a/data/2024Q3/state.yaml b/data/2024Q3/state.yaml
new file mode 100644
index 00000000..2447da60
--- /dev/null
+++ b/data/2024Q3/state.yaml
@@ -0,0 +1 @@
+total_records_retrieved: 390
diff --git a/data/google_countries.tsv b/data/google_countries.tsv
new file mode 100644
index 00000000..df0ee732
--- /dev/null
+++ b/data/google_countries.tsv
@@ -0,0 +1,243 @@
+Country	Country Collection Name
+Afghanistan	countryAF
+Albania	countryAL
+Algeria	countryDZ
+American Samoa	countryAS
+Andorra	countryAD
+Angola	countryAO
+Anguilla	countryAI
+Antarctica	countryAQ
+Antigua and Barbuda	countryAG
+Argentina	countryAR
+Armenia	countryAM
+Aruba	countryAW
+Australia	countryAU
+Austria	countryAT
+Azerbaijan	countryAZ
+Bahamas	countryBS
+Bahrain	countryBH
+Bangladesh	countryBD
+Barbados	countryBB
+Belarus	countryBY
+Belgium	countryBE
+Belize	countryBZ
+Benin	countryBJ
+Bermuda	countryBM
+Bhutan	countryBT
+Bolivia	countryBO
+Bosnia and Herzegovina	countryBA
+Botswana	countryBW
+Bouvet Island	countryBV
+Brazil	countryBR
+British Indian Ocean Territory	countryIO
+Brunei Darussalam	countryBN
+Bulgaria	countryBG
+Burkina Faso	countryBF
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+Cameroon	countryCM
+Canada	countryCA
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+Chad	countryTD
+Chile	countryCL
+China	countryCN
+Christmas Island	countryCX
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+Colombia	countryCO
+Comoros	countryKM
+Congo	countryCG
+Congo, the Democratic Republic of the	countryCD
+Cook Islands	countryCK
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+Croatia (Hrvatska)	countryHR
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+Cyprus	countryCY
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+Djibouti	countryDJ
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+East Timor	countryTP
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+El Salvador	countrySV
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+European Union	countryEU
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diff --git a/data/google_lang.txt b/data/google_lang.txt
new file mode 100644
index 00000000..0e1df5a4
--- /dev/null
+++ b/data/google_lang.txt
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+
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+"lang_zh-CN": Chinese (Simplified)
+
+"lang_zh-TW": Chinese (Traditional)
diff --git a/data/legal-tool-paths.txt b/data/legal-tool-paths.txt
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index 00000000..d942cd98
--- /dev/null
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+licenses/by-nc-nd/3.0/za
+licenses/by-nc-sa/3.0
+licenses/by-nc-sa/3.0/am
+licenses/by-nc-sa/3.0/at
+licenses/by-nc-sa/3.0/au
+licenses/by-nc-sa/3.0/az
+licenses/by-nc-sa/3.0/br
+licenses/by-nc-sa/3.0/ca
+licenses/by-nc-sa/3.0/ch
+licenses/by-nc-sa/3.0/cl
+licenses/by-nc-sa/3.0/cn
+licenses/by-nc-sa/3.0/cr
+licenses/by-nc-sa/3.0/cz
+licenses/by-nc-sa/3.0/de
+licenses/by-nc-sa/3.0/ec
+licenses/by-nc-sa/3.0/ee
+licenses/by-nc-sa/3.0/eg
+licenses/by-nc-sa/3.0/es
+licenses/by-nc-sa/3.0/fr
+licenses/by-nc-sa/3.0/ge
+licenses/by-nc-sa/3.0/gr
+licenses/by-nc-sa/3.0/gt
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+licenses/by-nc-sa/3.0/hr
+licenses/by-nc-sa/3.0/ie
+licenses/by-nc-sa/3.0/igo
+licenses/by-nc-sa/3.0/it
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+licenses/by-nc-sa/3.0/no
+licenses/by-nc-sa/3.0/nz
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+licenses/by-nc-sa/3.0/ug
+licenses/by-nc-sa/3.0/us
+licenses/by-nc-sa/3.0/ve
+licenses/by-nc-sa/3.0/vn
+licenses/by-nc-sa/3.0/za
+licenses/by-nd/3.0
+licenses/by-nd/3.0/am
+licenses/by-nd/3.0/at
+licenses/by-nd/3.0/au
+licenses/by-nd/3.0/az
+licenses/by-nd/3.0/br
+licenses/by-nd/3.0/ca
+licenses/by-nd/3.0/ch
+licenses/by-nd/3.0/cl
+licenses/by-nd/3.0/cn
+licenses/by-nd/3.0/cr
+licenses/by-nd/3.0/cz
+licenses/by-nd/3.0/de
+licenses/by-nd/3.0/ec
+licenses/by-nd/3.0/ee
+licenses/by-nd/3.0/eg
+licenses/by-nd/3.0/es
+licenses/by-nd/3.0/fr
+licenses/by-nd/3.0/ge
+licenses/by-nd/3.0/gr
+licenses/by-nd/3.0/gt
+licenses/by-nd/3.0/hk
+licenses/by-nd/3.0/hr
+licenses/by-nd/3.0/ie
+licenses/by-nd/3.0/igo
+licenses/by-nd/3.0/it
+licenses/by-nd/3.0/lu
+licenses/by-nd/3.0/nl
+licenses/by-nd/3.0/no
+licenses/by-nd/3.0/nz
+licenses/by-nd/3.0/ph
+licenses/by-nd/3.0/pl
+licenses/by-nd/3.0/pr
+licenses/by-nd/3.0/pt
+licenses/by-nd/3.0/ro
+licenses/by-nd/3.0/rs
+licenses/by-nd/3.0/sg
+licenses/by-nd/3.0/th
+licenses/by-nd/3.0/tw
+licenses/by-nd/3.0/ug
+licenses/by-nd/3.0/us
+licenses/by-nd/3.0/ve
+licenses/by-nd/3.0/vn
+licenses/by-nd/3.0/za
+licenses/by-sa/3.0
+licenses/by-sa/3.0/am
+licenses/by-sa/3.0/at
+licenses/by-sa/3.0/au
+licenses/by-sa/3.0/az
+licenses/by-sa/3.0/br
+licenses/by-sa/3.0/ca
+licenses/by-sa/3.0/ch
+licenses/by-sa/3.0/cl
+licenses/by-sa/3.0/cn
+licenses/by-sa/3.0/cr
+licenses/by-sa/3.0/cz
+licenses/by-sa/3.0/de
+licenses/by-sa/3.0/ec
+licenses/by-sa/3.0/ee
+licenses/by-sa/3.0/eg
+licenses/by-sa/3.0/es
+licenses/by-sa/3.0/fr
+licenses/by-sa/3.0/ge
+licenses/by-sa/3.0/gr
+licenses/by-sa/3.0/gt
+licenses/by-sa/3.0/hk
+licenses/by-sa/3.0/hr
+licenses/by-sa/3.0/ie
+licenses/by-sa/3.0/igo
+licenses/by-sa/3.0/it
+licenses/by-sa/3.0/lu
+licenses/by-sa/3.0/nl
+licenses/by-sa/3.0/no
+licenses/by-sa/3.0/nz
+licenses/by-sa/3.0/ph
+licenses/by-sa/3.0/pl
+licenses/by-sa/3.0/pr
+licenses/by-sa/3.0/pt
+licenses/by-sa/3.0/ro
+licenses/by-sa/3.0/rs
+licenses/by-sa/3.0/sg
+licenses/by-sa/3.0/th
+licenses/by-sa/3.0/tw
+licenses/by-sa/3.0/ug
+licenses/by-sa/3.0/us
+licenses/by-sa/3.0/ve
+licenses/by-sa/3.0/vn
+licenses/by-sa/3.0/za
+licenses/by/4.0
+licenses/by-nc/4.0
+licenses/by-nc-nd/4.0
+licenses/by-nc-sa/4.0
+licenses/by-nd/4.0
+licenses/by-sa/4.0
+publicdomain/mark/1.0
+publicdomain/zero/1.0
diff --git a/env.example b/env.example
index b58071a6..f44832f2 100644
--- a/env.example
+++ b/env.example
@@ -1,39 +1,28 @@
-## photos.py & photos_detail.py
-# "The flickr developer guide: https://www.flickr.com/services/developer/"
+# This file must be copied to .env and the appropriate variables populated.
 
-# FLICKR_API_KEY =
-# FLICKR_API_SECRET =
 
+## GCS (Google Custom Search)
 
-## deviantart_scratcher.py & google_scratcher.py
+# https://developers.google.com/custom-search/v1/introduction
 # "Custom Search JSON API requires the use of an API key. An API key is a way
 # to identify your client to Google."
-# https://developers.google.com/custom-search/v1/introduction
+#
+# https://googleapis.github.io/google-api-python-client/docs/epy/index.html
+# "string, key obtained from https://code.google.com/apis/console"
 
-# GOOGLE_API_KEYS = key1, key2
+# GCS_DEVELOPER_KEY =
 
+# https://developers.google.com/custom-search/v1/reference/rest/v1/Search
 # "The identifier of an engine created using the Programmable Search Engine
 # Control Panel [https://programmablesearchengine.google.com/about/]"
-# https://developers.google.com/custom-search/v1/reference/rest/v1/Search
+#
+# https://googleapis.github.io/google-api-python-client/docs/dyn/customsearch_v1.cse.html
+# "string, The Programmable Search Engine ID to use for this request."
 
-# PSE_KEY =
+# GCS_CX =
 
+## Flickr
+# "The flickr developer guide: https://www.flickr.com/services/developer/"
 
-## vimeo_scratcher.py
-# "Before we set you loose on the API, we ask that you provide a little
-# information about your app. An app in this sense can be a full-featured
-# mobile application, a dynamic web page, or a three-line script. If it's
-# making API calls, it's an app."
-# https://developer.vimeo.com/api/guides/start#register-your-app
-
-# VIMEO_ACCESS_TOKEN =
-# VIMEO_CLIENT_ID =
-
-
-## youtube_scratcher.py
-# "Every request must either specify an API key (with the key parameter) [...].
-# Your API key is available in the Developer Console's API Access pane
-# [https://console.developers.google.com/] for your project."
-# https://developers.google.com/youtube/v3/docs
-
-# YOUTUBE_API_KEY =
+# FLICKR_API_KEY =
+# FLICKR_API_SECRET =
diff --git a/history.md b/history.md
index 33047d5a..fff7e7e9 100644
--- a/history.md
+++ b/history.md
@@ -2,6 +2,16 @@
 
 [stateof]: https://github.com/creativecommons/stateof
 
+## 2024 Google Summer of Code
+
+- [Automating Quantifying the Commons: Part 1][part1]
+- [Automating Quantifying the Commons: Part 2][part2]
+- [Documentation][doc]
+
+[part1]: https://opensource.creativecommons.org/blog/entries/2024-07-10-automating-quantifying/
+[part2]: https://opensource.creativecommons.org/blog/entries/2024-08-22-automating-quantifying/
+[doc]: https://unmarred-gym-686.notion.site/Automating-Quantifying-the-Commons-Documentation-441056ae02364d8a9a51d5e820401db5?pvs=74
+
 
 ## 2022 Data Science Discovery - UC Berkeley
 
diff --git a/pre-automation/deviantart/deviantart_scratcher.py b/pre-automation/deviantart/deviantart_scratcher.py
index 1fedc6a6..62dede50 100755
--- a/pre-automation/deviantart/deviantart_scratcher.py
+++ b/pre-automation/deviantart/deviantart_scratcher.py
@@ -20,9 +20,13 @@
 import quantify  # noqa: E402
 
 # Setup paths, Date and LOGGER using quantify.setup()
-PATH_REPO_ROOT, PATH_WORK_DIR, PATH_DOTENV, DATETIME_TODAY, LOGGER = (
-    quantify.setup(__file__)
-)
+(
+    PATH_REPO_ROOT,
+    PATH_WORK_DIR,
+    PATH_DOTENV,
+    DATETIME_TODAY,
+    LOGGER,
+) = quantify.setup(__file__)
 
 # Load environment variables
 load_dotenv(PATH_DOTENV)
diff --git a/pre-automation/google_custom_search/google_scratcher.py b/pre-automation/google_custom_search/google_scratcher.py
index 0bd05905..fe942851 100755
--- a/pre-automation/google_custom_search/google_scratcher.py
+++ b/pre-automation/google_custom_search/google_scratcher.py
@@ -21,9 +21,13 @@
 import quantify  # noqa: E402
 
 # Setup paths, Date and LOGGER using quantify.setup()
-PATH_REPO_ROOT, PATH_WORK_DIR, PATH_DOTENV, DATETIME_TODAY, LOGGER = (
-    quantify.setup(__file__)
-)
+(
+    PATH_REPO_ROOT,
+    PATH_WORK_DIR,
+    PATH_DOTENV,
+    DATETIME_TODAY,
+    LOGGER,
+) = quantify.setup(__file__)
 
 # Load environment variables
 load_dotenv(PATH_DOTENV)
diff --git a/pyproject.toml b/pyproject.toml
index 4caba1f9..bf1bad8f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ line_length = 79
 multi_line_output = 3
 no_lines_before = 'LOCALFOLDER'
 profile = 'black'
-src_paths = ['pre-automation']
+src_paths = ['pre-automation', 'scripts']
 
 
 # [tool.pre-commit]
diff --git a/scripts/1-fetch/deviantart_fetched.py b/scripts/1-fetch/deviantart_fetched.py
new file mode 100644
index 00000000..c7c13974
--- /dev/null
+++ b/scripts/1-fetch/deviantart_fetched.py
@@ -0,0 +1,289 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the DeviantArt API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import pandas as pd
+import requests
+import yaml
+from dotenv import load_dotenv
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Load environment variables
+load_dotenv(PATHS["dotenv"])
+
+# Global Variable for API_KEYS indexing
+API_KEYS_IND = 0
+
+# Gets API_KEYS and PSE_KEY from .env file
+API_KEYS = os.getenv("GOOGLE_API_KEYS").split(",")
+PSE_KEY = os.getenv("PSE_KEY")
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="DeviantArt Data Fetching Script"
+    )
+    parser.add_argument(
+        "--licenses", type=int, default=10, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,Document Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "deviantart_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_license_list():
+    """
+    Provides the list of licenses from Creative Commons.
+
+    Returns:
+        list: A list containing all license types that should be searched.
+    """
+    LOGGER.info("Retrieving list of licenses from Creative Commons' record.")
+    cc_license_data = pd.read_csv(
+        os.path.join(PATHS["repo"], "legal-tool-paths.txt"), header=None
+    )
+    license_pattern = r"((?:[^/]+/){2}(?:[^/]+)).*"
+    license_list = (
+        cc_license_data[0]
+        .str.extract(license_pattern, expand=False)
+        .dropna()
+        .unique()
+    )
+    return license_list
+
+
+def get_request_url(license_type):
+    """
+    Provides the API Endpoint URL for a specified license type.
+
+    Args:
+        license_type: A string representing the type of license.
+
+    Returns:
+        str: The API Endpoint URL for the query specified by parameters.
+    """
+    LOGGER.info(f"Generating API Endpoint URL for license: {license_type}")
+    try:
+        api_key = API_KEYS[API_KEYS_IND]
+        return (
+            "https://customsearch.googleapis.com/customsearch/v1"
+            f"?key={api_key}&cx={PSE_KEY}"
+            "&q=_&relatedSite=deviantart.com"
+            f'&linkSite=creativecommons.org{license_type.replace("/", "%2F")}'
+        )
+    except IndexError:
+        LOGGER.error("Depleted all API Keys provided")
+        raise shared.QuantifyingException("No API keys left to use", 1)
+
+
+def get_response_elems(license_type):
+    """
+    Retrieves the number of documents for the specified license type.
+
+    Args:
+        license_type: A string representing the type of license.
+
+    Returns:
+        dict: A dictionary containing the total document count.
+    """
+    LOGGER.info(f"Querying metadata for license: {license_type}")
+    try:
+        request_url = get_request_url(license_type)
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        return {
+            "totalResults": search_data["searchInformation"]["totalResults"]
+        }
+    except requests.exceptions.HTTPError as e:
+        global API_KEYS_IND
+        API_KEYS_IND += 1
+        LOGGER.error(f"HTTP Error: {e}. Switching to the next API key.")
+        if API_KEYS_IND < len(API_KEYS):
+            return get_response_elems(license_type)
+        else:
+            raise shared.QuantifyingException(
+                f"HTTP Error: {e}. No API keys left.", 1
+            )
+    except requests.RequestException as e:
+        LOGGER.error(f"Request Exception: {e}")
+        raise shared.QuantifyingException(f"Request Exception: {e}", 1)
+    except KeyError as e:
+        LOGGER.error(f"KeyError: {e}.")
+        raise shared.QuantifyingException(f"KeyError: {e}", 1)
+
+
+def retrieve_license_data(args):
+    """
+    Retrieves the data of all license types specified.
+
+    Args:
+        args: Parsed command-line arguments.
+
+    Returns:
+        int: The total number of documents retrieved.
+    """
+    LOGGER.info("Retrieving the data for all license types.")
+    licenses = get_license_list()[: args.licenses]
+
+    # data = []
+    total_docs_retrieved = 0
+
+    for license_type in licenses:
+        data_dict = get_response_elems(license_type)
+        total_docs_retrieved += int(data_dict["totalResults"])
+        record_results(license_type, data_dict)
+
+    return total_docs_retrieved
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+
+    Args:
+        license_type: The license type.
+        data: A dictionary containing the data to record.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["totalResults"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "deviantart_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+
+    Returns:
+        dict: The last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (deviantart)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (deviantart)"]
+    LOGGER.info(f"Initial total_records_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    docs_retrieved = retrieve_license_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += docs_retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (deviantart)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed DeviantArt data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/flickr_fetched.py b/scripts/1-fetch/flickr_fetched.py
new file mode 100755
index 00000000..8bcf2aff
--- /dev/null
+++ b/scripts/1-fetch/flickr_fetched.py
@@ -0,0 +1,393 @@
+#!/usr/bin/env python
+"""
+Script to fetch photo information from Flickr API, process the data,
+and save it into multiple CSV files and a JSON file.
+"""
+
+# Standard library
+import argparse
+import csv
+import json
+import os
+import sys
+import time
+import traceback
+
+# Third-party
+import flickrapi
+import pandas as pd
+from dotenv import load_dotenv
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup paths, and LOGGER using quantify.setup()
+LOGGER, PATHS = shared.setup(__file__)
+
+# Load environment variables
+load_dotenv(PATHS["dotenv"])
+
+# Global variable: Number of retries for error handling
+RETRIES = 0
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+# PATHS["data_phase"], "flickr_fetched",
+
+# Flickr API rate limits
+FLICKR_API_CALLS_PER_HOUR = 3600
+SECONDS_PER_HOUR = 3600
+API_CALL_INTERVAL = SECONDS_PER_HOUR / FLICKR_API_CALLS_PER_HOUR
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(description="Google Custom Search Script")
+    parser.add_argument(
+        "--records", type=int, default=1, help="Number of records per query"
+    )
+    parser.add_argument(
+        "--pages", type=int, default=1, help="Number of pages to query"
+    )
+    parser.add_argument(
+        "--licenses", type=int, default=1, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def to_df(datalist, namelist):
+    """
+    Transform data into a DataFrame.
+
+    Args:
+    - datalist (list): List of lists containing data.
+    - namelist (list): List of column names.
+
+    Returns:
+    - df (DataFrame): DataFrame constructed from the data.
+    """
+    LOGGER.info("Transforming data into a DataFrame.")
+    df = pd.DataFrame(datalist).transpose()
+    df.columns = namelist
+    return df
+
+
+def df_to_csv(temp_list, name_list, temp_csv, final_csv):
+    """
+    Save data to temporary CSV and then merge it with final CSV.
+
+    Args:
+    - temp_list (list): csv that is used for saving data every 100 seconds.
+    - name_list (list): List of column names.
+    - temp_csv (str): Temporary CSV file path.
+    - final_csv (str): Final CSV file path.
+    """
+    LOGGER.info("Saving data to temporary CSV and merging with final CSV.")
+    df = to_df(temp_list, name_list)
+    df.to_csv(temp_csv, index=False)
+    # Merge temporary CSV with final CSV, ignoring index to avoid duplication
+    if os.path.exists(final_csv):
+        df_final = pd.read_csv(final_csv)
+        df = pd.concat([df_final, df], ignore_index=True)
+    df.to_csv(final_csv, index=False)
+
+
+def creat_lisoflis(size):
+    """
+    Create one list of list [[],[],[]] to save all the columns with
+    each column as a list.
+
+    Args:
+    - size (int): Size of the list of lists.
+
+    Returns:
+    - temp_list (list): List of empty lists.
+    """
+    LOGGER.info("Creating list of lists for data storage.")
+    temp_list = [[] for _ in range(size)]
+    return temp_list
+
+
+def clean_saveas_csv(old_csv_str, new_csv_str):
+    """
+    Clean empty columns and save CSV to a new file.
+
+    Args:
+    - old_csv_str (str): Path to the old CSV file.
+    - new_csv_str (str): Path to the new CSV file.
+    """
+    LOGGER.info("Cleaning empty columns and saving CSV to a new file.")
+    data = pd.read_csv(old_csv_str, low_memory=False)
+    data = data.loc[:, ~data.columns.str.contains("^Unnamed")]
+    data.to_csv(new_csv_str, index=False)
+
+
+def query_helper1(raw, part, detail, temp_list, index):
+    """
+    Helper function 1 for querying data.
+
+    Args:
+    - raw (dict): Raw data from API.
+    - part (str): Part of the data.
+    - detail (str): Detail to be queried.
+    - temp_list (list): List to store queried data.
+    - index (int): Index of the data in temp_list.
+    """
+    queried_raw = raw["photo"][part][detail]
+    temp_list[index].append(queried_raw)
+
+
+def query_helper2(raw, part, temp_list, index):
+    """
+    Helper function 2 for querying data.
+
+    Args:
+    - raw (dict): Raw data from API.
+    - part (str): Part of the data.
+    - temp_list (list): List to store queried data.
+    - index (int): Index of the data in temp_list.
+    """
+    queried_raw = raw["photo"][part]
+    temp_list[index].append(queried_raw)
+
+
+def query_data(raw_data, name_list, data_list):
+    """
+    Query useful data from raw pulled data and store it in lists.
+
+    Args:
+    - raw_data (dict): Raw data from API.
+    - name_list (list): List of column names.
+    - data_list (list): List of lists to store data.
+    """
+    LOGGER.info(
+        "Querying useful data from raw pulled data and storing it in lists."
+    )
+    for a in range(len(name_list)):
+        if (0 <= a < 4) or a == 9:
+            query_helper2(raw_data, name_list[a], data_list, a)
+        elif a in [4, 5]:
+            query_helper1(raw_data, "owner", name_list[a], data_list, a)
+        elif a in [6, 7, 10]:
+            query_helper1(raw_data, name_list[a], "_content", data_list, a)
+        elif a == 8:
+            query_helper1(raw_data, "dates", "taken", data_list, a)
+        if a == 11:
+            tags = raw_data["photo"]["tags"]["tag"]
+            data_list[a].append([tag["raw"] for tag in tags] if tags else [])
+
+
+def page1_reset(final_csv, raw_data):
+    """
+    Reset page count and update total picture count.
+
+    Args:
+    - final_csv (str): Path to the final CSV file.
+    - raw_data (dict): Raw data from API call.
+
+    Returns:
+    - int: Total number of pages.
+    """
+    LOGGER.info("Resetting page count and updating total picture count.")
+    if os.path.exists(final_csv):
+        data = pd.read_csv(final_csv, low_memory=False)
+        data.drop(data.columns, axis=1, inplace=True)
+        data.to_csv(final_csv, index=False)
+    return raw_data["photos"]["pages"]
+
+
+def handle_rate_limiting():
+    """
+    Handle rate limiting by pausing execution
+    to avoid hitting the API rate limit.
+    """
+    LOGGER.info(
+        f"Sleeping for {API_CALL_INTERVAL} seconds to handle rate limiting."
+    )
+    time.sleep(API_CALL_INTERVAL)
+
+
+def process_data():
+    final_csv_path = os.path.join(
+        PATHS["data_phase"], "flickr_fetched", "final.csv"
+    )
+    record_txt_path = os.path.join(
+        PATHS["data_phase"], "flickr_fetched", "rec.txt"
+    )
+    hs_csv_path = os.path.join(PATHS["data_phase"], "flickr_fetched", "hs.csv")
+
+    # Ensure files exist
+    if not os.path.exists(record_txt_path):
+        with open(record_txt_path, "w") as f:
+            f.write("1 1 1")  # Start from page 1, license 1, total pages 1
+
+    if not os.path.exists(final_csv_path):
+        with open(final_csv_path, "w") as f:
+            pass  # Create an empty final.csv
+
+    if not os.path.exists(hs_csv_path):
+        with open(hs_csv_path, "w") as f:
+            pass  # Create an empty hs.csv
+
+    flickr = flickrapi.FlickrAPI(
+        os.getenv("FLICKR_API_KEY"),
+        os.getenv("FLICKR_API_SECRET"),
+        format="json",
+    )
+    license_list = [1, 2, 3, 4, 5, 6, 9, 10]
+    name_list = [
+        "id",
+        "dateuploaded",
+        "isfavorite",
+        "license",
+        "realname",
+        "location",
+        "title",
+        "description",
+        "dates",
+        "views",
+        "comments",
+        "tags",
+    ]
+    temp_list = creat_lisoflis(len(name_list))
+
+    # Dictionary to store photo data for each Creative Commons license
+    photo_data_dict = {license_num: [] for license_num in license_list}
+
+    with open(record_txt_path) as f:
+        readed = f.read().split(" ")
+        j = int(readed[0])
+        i = int(readed[1])
+        total = int(readed[2])
+
+    while i in license_list:
+        while j <= total:
+            try:
+                photosJson = flickr.photos.search(
+                    license=i, per_page=100, page=j
+                )
+                handle_rate_limiting()
+                photos = json.loads(photosJson.decode("utf-8"))
+                id_list = [x["id"] for x in photos["photos"]["photo"]]
+
+                if j == 1:
+                    total = page1_reset(final_csv_path, photos)
+
+                for index in range(len(id_list)):
+                    detailJson = flickr.photos.getInfo(
+                        license=i, photo_id=id_list[index]
+                    )
+                    handle_rate_limiting()
+                    photos_detail = json.loads(detailJson.decode("utf-8"))
+                    LOGGER.info(
+                        f"{index} id out of {len(id_list)} in "
+                        f"license {i}, page {j} out of {total}"
+                    )
+                    query_data(photos_detail, name_list, temp_list)
+                    photo_data_dict[i].append(photos_detail)
+
+                j += 1
+                LOGGER.info(
+                    f"Page {j} out of {total} in license "
+                    f"{i} with retry number {RETRIES}"
+                )
+                df_to_csv(temp_list, name_list, hs_csv_path, final_csv_path)
+                with open(record_txt_path, "w") as f:
+                    f.write(f"{j} {i} {total}")
+                temp_list = creat_lisoflis(len(name_list))
+
+                if j > total:
+                    license_i_path = os.path.join(
+                        PATHS["data_phase"],
+                        "flickr_fetched",
+                        f"cleaned_license{i}.csv",
+                    )
+                    clean_saveas_csv(final_csv_path, license_i_path)
+                    i += 1
+                    j = 1
+                    while i not in license_list:
+                        i += 1
+                    with open(record_txt_path, "w") as f:
+                        f.write(f"{j} {i} {total}")
+                    temp_list = creat_lisoflis(len(name_list))
+                    break
+
+            except flickrapi.exceptions.FlickrError as e:
+                if "rate limit" in str(e).lower():
+                    LOGGER.warning("Rate limit reached, sleeping for an hour.")
+                    time.sleep(SECONDS_PER_HOUR)
+                    continue
+                else:
+                    LOGGER.error(f"Flickr API error: {e}")
+                    raise
+
+    # Save the dictionary containing photo data to a JSON file
+    with open(
+        os.path.join(PATHS["data_phase"], "flickr_fetched", "photos.json"), "w"
+    ) as json_file:
+        json.dump(photo_data_dict, json_file)
+
+
+def save_license_totals():
+    LOGGER.info("Saving license totals.")
+    license_counts = {}
+    for i in [1, 2, 3, 4, 5, 6, 9, 10]:
+        df = pd.read_csv(
+            os.path.join(
+                PATHS["data_phase"],
+                "flickr_fetched",
+                f"cleaned_license{i}.csv",
+            )
+        )
+        license_counts[i] = len(df)
+
+    license_total_path = os.path.join(
+        PATHS["data_phase"], "flickr_fetched", "license_total.csv"
+    )
+    with open(license_total_path, "w") as csvfile:
+        writer = csv.writer(csvfile)
+        writer.writerow(["License", "Total"])
+        for license, total in license_counts.items():
+            writer.writerow([license, total])
+
+
+def main():
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    process_data()
+    save_license_totals()
+    LOGGER.info("Script execution completed successfully.")
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed new reports")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/gcs_fetched.py b/scripts/1-fetch/gcs_fetched.py
new file mode 100755
index 00000000..2a9792e4
--- /dev/null
+++ b/scripts/1-fetch/gcs_fetched.py
@@ -0,0 +1,401 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the Google Custom Search API.
+"""
+# Standard library
+import argparse
+import csv
+import os
+import re
+import sys
+import time
+import traceback
+
+# import time
+import urllib.parse
+
+# Third-party
+import googleapiclient.discovery
+import yaml
+from dotenv import load_dotenv
+from googleapiclient.errors import HttpError
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Load environment variables
+load_dotenv(PATHS["dotenv"])
+
+# Constants
+DEVELOPER_KEY = os.getenv("GCS_DEVELOPER_KEY")
+CX = os.getenv("GCS_CX")
+BASE_URL = "https://www.googleapis.com/customsearch/v1"
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def get_search_service():
+    """
+    Creates and returns the Google Custom Search API service.
+    """
+    LOGGER.info("Getting Google Custom Search API Service.")
+    return googleapiclient.discovery.build(
+        "customsearch", "v1", developerKey=DEVELOPER_KEY, cache_discovery=False
+    )
+
+
+def fetch_results(
+    args, service, start_index: int, cr=None, lr=None, link_site=None
+) -> int:
+    """
+    Fetch search results from Google Custom Search API.
+    Returns the total number of search results.
+    """
+    LOGGER.info(
+        "Fetching and returning number of search results "
+        "from Google Custom Search API"
+    )
+    records_per_query = args.records
+    max_retries = 5
+    initial_delay = 1  # in seconds
+
+    LOGGER.info(f"Records per query: {records_per_query}")
+
+    for attempt in range(max_retries):
+        try:
+            # Added initial query_params parameter for logging purposes
+            query_params = {
+                "cx": CX,
+                "num": records_per_query,
+                "start": start_index,
+                "cr": cr,
+                "lr": lr,
+                "q": link_site,
+            }
+            # Filter out None values
+            query_params = {
+                k: v for k, v in query_params.items() if v is not None
+            }
+
+            LOGGER.info(f"Query Parameters: {query_params}")
+
+            results = service.cse().list(**query_params).execute()
+
+            total_results = int(
+                results.get("searchInformation", {}).get("totalResults", 0)
+            )
+            LOGGER.info(f"Total Results: {total_results}")
+            return total_results
+
+        except HttpError as e:
+            if e.status_code == 429:
+                LOGGER.warning(
+                    f"{e.status_code}: {e.reason}. retrying in {initial_delay}"
+                    " seconds"
+                )
+                time.sleep(initial_delay)
+                initial_delay *= 2  # Exponential backoff
+            else:
+                LOGGER.error(f"Error fetching results: {e}")
+                return 0
+    LOGGER.error("Max tries exceeded. Could not complete the request.")
+    return 0
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(description="Google Custom Search Script")
+    parser.add_argument(
+        "--records", type=int, default=1, help="Number of records per query"
+    )
+    parser.add_argument(
+        "--pages", type=int, default=1, help="Number of pages to query"
+    )
+    parser.add_argument(
+        "--licenses", type=int, default=1, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data files for recording results.
+    Results are currently grouped by location (country) and language
+    """
+    LOGGER.info("Setting up the data files for recording results.")
+    header = (
+        "LICENSE TYPE, No Priori, United States, Canada, "
+        "India, United Kingdom, Australia, Japan, "
+        "English, Spanish, French, Arabic, "
+        "Chinese (Simplified), Indonesian\n"
+        # "LICENSE TYPE,No Priori,Australia,Brazil,Canada,Egypt,"
+        # "Germany,India,Japan,Spain,"
+        # "United Kingdom,United States,Arabic,"
+        # "Chinese (Simplified),Chinese (Traditional),"
+        # "English,French,Indonesian,Portuguese,Spanish\n"
+    )
+    # open 'w' = open a file for writing
+    with open(os.path.join(PATHS["data_phase"], "gcs_fetched.csv"), "w") as f:
+        f.write(header)
+
+
+# State Management
+def load_state():
+    """
+    Loads the state from a JSON file, returns the last fetched start index.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a JSON file.
+    Parameters:
+        state_file: Path to the state file.
+        start_index: Last fetched start index.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def get_license_list(args):
+    """
+    Provides the list of licenses from Creative Commons.
+
+    Returns:
+    - np.array:
+            An np array containing all license types that should be searched
+            via Programmable Search Engine (PSE).
+    """
+    LOGGER.info("Providing the list of licenses from Creative Commons")
+    license_list = []
+    with open(
+        os.path.join(PATHS["data"], "legal-tool-paths.txt"), "r"
+    ) as file:
+        for line in file:
+            line = (
+                line.strip()
+            )  # Strip newline and whitespace characters from the line
+            match = re.search(r"((?:[^/]+/){2}(?:[^/]+)).*", line)
+            if match:
+                license_list.append(
+                    f"https://creativecommons.org/{match.group(1)}"
+                )
+    return list(set(license_list))[
+        : args.licenses
+    ]  # Only the first license for testing
+    # Change [:1] to [args.licenses] later, to limit based on args
+
+
+def get_country_list(select_all=False):
+    """
+    Provides the list of countries to find Creative Commons usage data on.
+    LISTED BY API COUNTRY CODE
+    """
+    LOGGER.info("Providing the list of countries to find CC usage data on.")
+    # countries = []
+    # with open(
+    #     os.path.join(PATHS["data"], "google_countries.tsv"), "r"
+    # ) as file:
+    #     for line in file:
+    #         country = line.strip().split("\t")[0]
+    #         country = country.replace(",", " ")
+    #         countries.append(country)
+
+    # if select_all:
+    #     return sorted(countries)
+
+    # selected_countries = [
+    #     "India",
+    #     "Japan",
+    #     "United States",
+    #     "Canada",
+    #     "Brazil",
+    #     "Germany",
+    #     "United Kingdom",
+    #     "Spain",
+    #     "Australia",
+    #     "Egypt",
+    # ]
+    # return sorted(
+    #     [country for country in countries if country in selected_countries]
+    # )
+
+    # Commented out for testing purposes
+    return ["US", "CA", "IN", "UK", "AU", "JP"]
+
+
+def get_lang_list():
+    """
+    Provides the list of languages to find Creative Commons usage data on.
+    LISTED BY API LANGUAGE ABBREVIATION
+    """
+    LOGGER.info("Providing the list of languages to find CC usage data on.")
+    # languages = []
+    # with open(
+    #     os.path.join(PATHS["data"], "google_lang.txt"), "r"
+    # ) as file:
+    #     for line in file:
+    #         match = re.search(r'"([^"]+)"', line)
+    #         if match:
+    #             languages.append(match.group(1))
+
+    # selected_languages = [
+    #     "Arabic",
+    #     "Chinese (Simplified)",
+    #     "Chinese (Traditional)",
+    #     "English",
+    #     "French",
+    #     "Indonesian",
+    #     "Portuguese",
+    #     "Spanish",
+    # ]
+    # return sorted([lang for lang in languages if lang in selected_languages])
+
+    # Commented out for testing purposes
+    return ["en", "es", "fr", "ar", "zh-CH", "id"]
+
+
+def retrieve_license_data(args, service, license_list):
+    """
+    Retrieves the data of all license types.
+    """
+    LOGGER.info("Retrieving the data of all license types.")
+    selected_countries = get_country_list()
+    selected_languages = get_lang_list()
+
+    data = []
+
+    for license_type in license_list:
+        encoded_license = urllib.parse.quote(license_type, safe=":/")
+        row = [license_type]
+        no_priori_search = fetch_results(
+            args, service, start_index=1, link_site=encoded_license
+        )
+        row.append(no_priori_search)
+
+        for country in selected_countries:
+            country_data = fetch_results(
+                args,
+                service,
+                start_index=1,
+                cr=f"country{country}",
+                link_site=encoded_license,
+            )
+            row.append(country_data)
+
+        for language in selected_languages:
+            language_data = fetch_results(
+                args,
+                service,
+                start_index=1,
+                lr=f"lang_{language}",
+                link_site=encoded_license,
+            )
+            row.append(language_data)
+
+        data.append(row)
+
+    # Print the collected data for debugging
+    # Data Row Format: [License, No_Priori, United States, English]
+    for row in data:
+        LOGGER.info(f"Collected data row: {row}")
+
+    return data
+
+
+def record_results(results):
+    """
+    Records the search results into the CSV file.
+    """
+    LOGGER.info("Recording the search results into the CSV file.")
+    # open 'a' = Open for appending at the end of the file without truncating
+    with open(
+        os.path.join(PATHS["data_phase"], "gcs_fetched.csv"), "a", newline=""
+    ) as f:
+        writer = csv.writer(f)
+        for result in results:
+            writer.writerow(result)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+    state = load_state()
+    total_records_retrieved = state["total_records_retrieved"]
+    LOGGER.info(f"Initial total_records_retrieved: {total_records_retrieved}")
+    goal_records = 1000  # Set goal number of records
+
+    if total_records_retrieved >= goal_records:
+        LOGGER.info(
+            f"Goal of {goal_records} records already achieved."
+            "No further action required."
+        )
+        return
+
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_records_retrieved == 0:
+        set_up_data_file()
+
+    service = get_search_service()
+    license_list = get_license_list(args)
+
+    data = retrieve_license_data(args, service, license_list)
+    LOGGER.info(f"Final Data: {data}")
+    record_results(data)
+
+    # Save the state checkpoint after fetching
+    total_records_retrieved += sum(
+        len(row) - 1 for row in data
+    )  # Exclude license type row
+    LOGGER.info(
+        f"total_records_retrieved after fetching: {total_records_retrieved}"
+    )
+    state["total_records_retrieved"] = total_records_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed new reports")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/github_fetched.py b/scripts/1-fetch/github_fetched.py
new file mode 100644
index 00000000..7782a1c6
--- /dev/null
+++ b/scripts/1-fetch/github_fetched.py
@@ -0,0 +1,213 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the GitHub API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(description="GitHub Data Fetching Script")
+    parser.add_argument(
+        "--licenses", type=int, default=3, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE_TYPE,Repository Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "github_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_response_elems(license_type):
+    """
+    Provides the metadata for a query of
+    specified license type from GitHub API.
+
+    Args:
+        license_type: A string representing the type of license.
+    Returns:
+        dict: A dictionary mapping metadata
+        to its value provided from the API query.
+    """
+    LOGGER.info(f"Querying metadata for license: {license_type}")
+    try:
+        base_url = "https://api.github.com/search/repositories?q=license:"
+        request_url = f"{base_url}{license_type}"
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        return {"totalResults": search_data["total_count"]}
+    except requests.HTTPError as e:
+        LOGGER.error(f"HTTP Error: {e}")
+        raise shared.QuantifyingException(f"HTTP Error: {e}", 1)
+    except requests.RequestException as e:
+        LOGGER.error(f"Request Exception: {e}")
+        raise shared.QuantifyingException(f"Request Exception: {e}", 1)
+    except KeyError as e:
+        LOGGER.error(f"KeyError: {e}.")
+        raise shared.QuantifyingException(f"KeyError: {e}", 1)
+
+
+def retrieve_license_data(args):
+    """
+    Retrieves the data of all license types specified.
+    """
+    LOGGER.info("Retrieving the data for all license types.")
+    licenses = ["CC0-1.0", "CC-BY-4.0", "CC-BY-SA-4.0"][: args.licenses]
+
+    data = []
+    total_repos_retrieved = 0
+
+    for license_type in licenses:
+        data_dict = get_response_elems(license_type)
+        total_repos_retrieved += data_dict["totalResults"]
+        record_results(license_type, data_dict)
+
+    for row in data:
+        LOGGER.info(f"Collected data row: {row}")
+
+    return data
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["totalResults"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "github_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (github)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+    Parameters:
+        state_file: Path to the state file.
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_records_retrieved = state["total_records_retrieved (github)"]
+    LOGGER.info(f"Initial total_records_retrieved: {total_records_retrieved}")
+    goal_records = 1000  # Set goal number of records
+
+    if total_records_retrieved >= goal_records:
+        LOGGER.info(
+            f"Goal of {goal_records} records already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_records_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    repos_retrieved = retrieve_license_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_records_retrieved += repos_retrieved
+    LOGGER.info(
+        f"Total records retrieved after fetching: {total_records_retrieved}"
+    )
+    state["total_records_retrieved (github)"] = total_records_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed GitHub data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/internetarchive_fetched.py b/scripts/1-fetch/internetarchive_fetched.py
new file mode 100644
index 00000000..a6af6780
--- /dev/null
+++ b/scripts/1-fetch/internetarchive_fetched.py
@@ -0,0 +1,250 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the Internet Archive API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import pandas as pd
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# First-party/Local
+from internetarchive.search import Search
+from internetarchive.session import ArchiveSession
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="Internet Archive Data Fetching Script"
+    )
+    parser.add_argument(
+        "--licenses", type=int, default=10, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,Document Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "internetarchive_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_license_list():
+    """
+    Provides the list of licenses from a Creative Commons provided tool list.
+
+    Returns:
+        list: A list containing all license types that
+        should be searched from Internet Archive.
+    """
+    LOGGER.info("Retrieving list of licenses from Creative Commons' record.")
+    cc_license_data = pd.read_csv(
+        os.path.join(PATHS["repo"], "legal-tool-paths.txt"), header=None
+    )
+    license_pattern = r"((?:[^/]+/){2}(?:[^/]+)).*"
+    license_list = (
+        cc_license_data[0]
+        .str.extract(license_pattern, expand=False)
+        .dropna()
+        .unique()
+    )
+    return license_list
+
+
+def get_response_elems(license_type):
+    """
+    Retrieves the number of documents for the
+    specified license type from Internet Archive.
+
+    Args:
+        license_type: A string representing the type of license.
+
+    Returns:
+        dict: A dictionary containing the total document count.
+    """
+    LOGGER.info(f"Querying metadata for license: {license_type}")
+    try:
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        search_session = ArchiveSession()
+        search_session.mount_http_adapter(
+            protocol="https://",
+            max_retries=HTTPAdapter(max_retries=max_retries),
+        )
+        search_data = Search(
+            search_session,
+            f'/metadata/licenseurl:("http://creativecommons.org/'
+            f'{license_type}")',
+        )
+        return {"totalResults": len(search_data)}
+    except Exception as e:
+        LOGGER.error(f"Error fetching data for license: {license_type}: {e}")
+        raise shared.QuantifyingException(f"Error fetching data: {e}", 1)
+
+
+def retrieve_license_data(args):
+    """
+    Retrieves the data of all license types specified.
+
+    Args:
+        args: Parsed command-line arguments.
+
+    Returns:
+        int: The total number of documents retrieved.
+    """
+    LOGGER.info("Retrieving the data for all license types.")
+    licenses = get_license_list()[: args.licenses]
+
+    # data = []
+    total_docs_retrieved = 0
+
+    for license_type in licenses:
+        data_dict = get_response_elems(license_type)
+        total_docs_retrieved += int(data_dict["totalResults"])
+        record_results(license_type, data_dict)
+
+    return total_docs_retrieved
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+
+    Args:
+        license_type: The license type.
+        data: A dictionary containing the data to record.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["totalResults"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "internetarchive_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+
+    Returns:
+        dict: The last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (internet archive)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (internet archive)"]
+    LOGGER.info(f"Initial total_records_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    docs_retrieved = retrieve_license_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += docs_retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (internet archive)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(
+        PATHS["repo"], "Added and committed Internet Archive data"
+    )
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/metmuseum_fetched.py b/scripts/1-fetch/metmuseum_fetched.py
new file mode 100644
index 00000000..ede002a5
--- /dev/null
+++ b/scripts/1-fetch/metmuseum_fetched.py
@@ -0,0 +1,217 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the MetMuseum API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="MetMuseum Data Fetching Script"
+    )
+    parser.add_argument(
+        "--licenses", type=int, default=1, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,Document Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "metmuseum_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_request_url():
+    """
+    Provides the API Endpoint URL for MetMuseum data.
+
+    Returns:
+        string: The API Endpoint URL for the query.
+    """
+    LOGGER.info("Providing the API Endpoint URL for MetMuseum data.")
+    return "https://collectionapi.metmuseum.org/public/collection/v1/objects"
+
+
+def get_response_elems():
+    """
+    Retrieves the total number of documents from the MetMuseum API.
+
+    Returns:
+        dict: A dictionary containing the total document count.
+    """
+    LOGGER.info("Querying metadata from the MetMuseum API.")
+    try:
+        request_url = get_request_url()
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        return {"totalResults": search_data.get("total", 0)}
+    except Exception as e:
+        LOGGER.error(f"Error occurred during request: {e}")
+        raise shared.QuantifyingException(f"Error fetching data: {e}", 1)
+
+
+def retrieve_license_data():
+    """
+    Retrieves the data for the public domain license from the MetMuseum API.
+
+    Returns:
+        int: The total number of documents retrieved.
+    """
+    LOGGER.info(
+        "Retrieving the data for public domain license from MetMuseum."
+    )
+    data_dict = get_response_elems()
+    total_docs_retrieved = int(data_dict["totalResults"])
+    record_results("publicdomain/zero/1.0", data_dict)
+    return total_docs_retrieved
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+
+    Args:
+        license_type: The license type.
+        data: A dictionary containing the data to record.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["totalResults"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "metmuseum_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+
+    Returns:
+        dict: The last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (metmuseum)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    # args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (metmusuem)"]
+    LOGGER.info(f"Initial total_documents_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    docs_retrieved = retrieve_license_data()
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += docs_retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (metmuseum)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed MetMuseum data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/vimeo_fetched.py b/scripts/1-fetch/vimeo_fetched.py
new file mode 100644
index 00000000..650bc1d2
--- /dev/null
+++ b/scripts/1-fetch/vimeo_fetched.py
@@ -0,0 +1,259 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the Vimeo API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from dotenv import load_dotenv
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Load environment variables
+load_dotenv(PATHS["dotenv"])
+
+# Gets API_KEYS and PSE_KEY from .env file
+ACCESS_TOKEN = os.getenv("VIMEO_ACCESS_TOKEN")
+CLIENT_ID = os.getenv("VIMEO_CLIENT_ID")
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(description="Vimeo Data Fetching Script")
+    parser.add_argument(
+        "--licenses", type=int, default=8, help="Number of licenses to query"
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,Document Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "vimeo_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_license_list():
+    """
+    Provides the list of licenses to be searched via Vimeo API.
+    Returns:
+        List: A list containing all license types to be searched in Vimeo API.
+    """
+    LOGGER.info("Providing the list of licenses to be searched in Vimeo API.")
+    return [
+        "CC",
+        "CC-BY",
+        "CC-BY-NC",
+        "CC-BY-NC-ND",
+        "CC-BY-NC-SA",
+        "CC-BY-ND",
+        "CC-BY-SA",
+        "CC0",
+    ]
+
+
+def get_request_url(license="CC"):
+    """
+    Provides the API Endpoint URL for specified license combinations.
+
+    Args:
+        license: A string representing the type of license.
+
+    Returns:
+        string: A string representing the API Endpoint URL for the query.
+    """
+    LOGGER.info(
+        "Providing the API Endpoint URL for specified parameter combinations."
+    )
+    return (
+        f"https://api.vimeo.com/videos?filter={license}"
+        f"&client_id={CLIENT_ID}&access_token={ACCESS_TOKEN}"
+    )
+
+
+def get_response_elems(license):
+    """
+    Provides the metadata for query of specified license type.
+
+    Args:
+        license: A string representing the type of license.
+
+    Returns:
+        dict: A dictionary containing the metadata from the API query.
+    """
+    LOGGER.info(f"Querying metadata for license: {license}")
+    try:
+        request_url = get_request_url(license=license)
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        return {"totalResults": search_data["total"]}
+    except Exception as e:
+        LOGGER.error(f"Error occurred during request: {e}")
+        raise shared.QuantifyingException(f"Error fetching data: {e}", 1)
+
+
+def retrieve_license_data(args):
+    """
+    Retrieves the data of all license types specified.
+
+    Returns:
+        int: The total number of documents retrieved.
+    """
+    LOGGER.info("Retrieving the data for all license types from Vimeo.")
+    licenses = get_license_list()[: args.licenses]
+
+    data = []
+    total_docs_retrieved = 0
+
+    for license_type in licenses:
+        data_dict = get_response_elems(license_type)
+        total_docs_retrieved += data_dict["totalResults"]
+        record_results(license_type, data_dict)
+
+    for row in data:
+        LOGGER.info(f"Collected data row: {row}")
+
+    return data
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+
+    Args:
+        license_type: The license type.
+        data: A dictionary containing the data to record.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["totalResults"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "vimeo_fetched.csv"), "a", newline=""
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+
+    Returns:
+        dict: The last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (vimeo)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (vimeo)"]
+    LOGGER.info(f"Initial total_documents_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    docs_retrieved = retrieve_license_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += docs_retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (vimeo)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed Vimeo data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/wikicommons_fetched.py b/scripts/1-fetch/wikicommons_fetched.py
new file mode 100644
index 00000000..62900dbb
--- /dev/null
+++ b/scripts/1-fetch/wikicommons_fetched.py
@@ -0,0 +1,302 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from WikiCommons.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="WikiCommons Data Fetching Script"
+    )
+    parser.add_argument(
+        "--license_alias",
+        type=str,
+        default="Free_Creative_Commons_licenses",
+        help="Root category for recursive license search",
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,File Count,Page Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "wikicommons_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_content_request_url(license):
+    """
+    Provides the API Endpoint URL for
+    specified parameters' WikiCommons contents.
+
+    Args:
+        license: A string representing the type of license.
+
+    Returns:
+        string: The API Endpoint URL for the
+        query specified by this function's parameters.
+    """
+    LOGGER.info(f"Generating content request URL for license: {license}")
+    return (
+        r"https://commons.wikimedia.org/w/api.php?"
+        r"action=query&prop=categoryinfo&titles="
+        f"Category:{license}&format=json"
+    )
+
+
+def get_subcat_request_url(license):
+    """
+    Provides the API Endpoint URL for specified parameters'
+    WikiCommons subcategories for recursive searching.
+
+    Args:
+        license: A string representing the type of license.
+
+    Returns:
+        string: The API Endpoint URL for the query
+        specified by this function's parameters.
+    """
+    LOGGER.info(f"Generating subcategory request URL for license: {license}")
+    base_url = (
+        r"https://commons.wikimedia.org/w/api.php?"
+        r"action=query&cmtitle="
+        f"Category:{license}"
+        r"&cmtype=subcat&list=categorymembers&format=json"
+    )
+    return base_url
+
+
+def get_subcategories(license, session):
+    """
+    Obtain the subcategories of LICENSE in
+    WikiCommons Database for recursive searching.
+
+    Args:
+        license: A string representing the type of license.
+        session: A requests.Session object for accessing API endpoints.
+
+    Returns:
+        list: A list representing the subcategories
+        of current license type in WikiCommons dataset.
+    """
+    LOGGER.info(f"Obtaining subcategories for license: {license}")
+    try:
+        request_url = get_subcat_request_url(license)
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        category_list = [
+            members["title"].replace("Category:", "").replace("&", "%26")
+            for members in search_data["query"]["categorymembers"]
+        ]
+        return category_list
+    except Exception as e:
+        LOGGER.error(f"Error occurred during subcategory request: {e}")
+        raise shared.QuantifyingException(
+            f"Error fetching subcategories: {e}", 1
+        )
+
+
+def get_license_contents(license, session):
+    """
+    Provides the metadata for a query of specified parameters.
+
+    Args:
+        license: A string representing the type of license.
+        session: A requests.Session object for accessing API endpoints.
+
+    Returns:
+        dict: A dictionary mapping metadata
+        to its value provided from the API query.
+    """
+    LOGGER.info(f"Querying content for license: {license}")
+    try:
+        request_url = get_content_request_url(license)
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        file_cnt = 0
+        page_cnt = 0
+        for id in search_data["query"]["pages"]:
+            lic_content = search_data["query"]["pages"][id]
+            file_cnt += lic_content["categoryinfo"]["files"]
+            page_cnt += lic_content["categoryinfo"]["pages"]
+        return {"total_file_cnt": file_cnt, "total_page_cnt": page_cnt}
+    except Exception as e:
+        LOGGER.error(f"Error occurred during content request: {e}")
+        raise shared.QuantifyingException(f"Error fetching content: {e}", 1)
+
+
+def record_results(license_type, data):
+    """
+    Records the data for a specific license type into the CSV file.
+
+    Args:
+        license_type: The license type.
+        data: A dictionary containing the data to record.
+    """
+    LOGGER.info(f"Recording data for license: {license_type}")
+    row = [license_type, data["total_file_cnt"], data["total_page_cnt"]]
+    with open(
+        os.path.join(PATHS["data_phase"], "wikicommons_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def recur_record_all_licenses(license_alias="Free_Creative_Commons_licenses"):
+    """
+    Recursively records the data of all license
+    types findable in the license list and its individual subcategories.
+
+    Args:
+        license_alias: The root category alias for recursive search.
+    """
+    LOGGER.info("Starting recursive recording of license data.")
+
+    license_cache = {}
+    session = requests.Session()
+    max_retries = Retry(
+        total=5,
+        backoff_factor=10,
+        status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+    )
+    session.mount("https://", HTTPAdapter(max_retries=max_retries))
+
+    def recursive_traversing_subroutine(alias):
+        alias.replace(",", "|")
+        cur_category = alias.split("/")[-1]
+        subcategories = get_subcategories(cur_category, session)
+        if cur_category not in license_cache:
+            license_content = get_license_contents(cur_category, session)
+            record_results(alias, license_content)
+            license_cache[cur_category] = True
+            for cats in subcategories:
+                recursive_traversing_subroutine(f"{alias}/{cats}")
+
+    recursive_traversing_subroutine(license_alias)
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (wikicommons)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (wikicommons)"]
+    LOGGER.info(f"Initial total_documents_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    recur_record_all_licenses(args.license_alias)
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += 1  # Update with actual number retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (wikicommons)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(
+        PATHS["repo"], "Added and committed WikiCommons data"
+    )
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/wikipedia_fetched.py b/scripts/1-fetch/wikipedia_fetched.py
new file mode 100644
index 00000000..b7d3c6f1
--- /dev/null
+++ b/scripts/1-fetch/wikipedia_fetched.py
@@ -0,0 +1,244 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the Wikipedia API.
+"""
+
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="Wikipedia Data Fetching Script"
+    )
+    parser.add_argument(
+        "--languages",
+        type=str,
+        nargs="+",
+        default=["en"],
+        help="List of Wikipedia language codes to query",
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = (
+        "language,articles,edits,images,"
+        "users,activeusers,admins,jobqueue,views\n"
+    )
+    with open(
+        os.path.join(PATHS["data_phase"], "wikipedia_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_request_url(lang="en"):
+    """
+    Provides the API Endpoint URL for specified parameter combinations.
+
+    Args:
+        lang: A string representing the language for the Wikipedia API.
+
+    Returns:
+        string: The API Endpoint URL for the query.
+    """
+    LOGGER.info(f"Generating request URL for language: {lang}")
+    base_url = (
+        r"https://{lang}.wikipedia.org/w/api.php"
+        "?action=query&meta=siteinfo"
+        "&siprop=statistics&format=json"
+    )
+    return base_url.format(lang=lang)
+
+
+def get_response_elems(language="en"):
+    """
+    Provides the metadata for query of specified parameters.
+
+    Args:
+        language: A string representing the language for the Wikipedia API.
+
+    Returns:
+        dict: A dictionary mapping metadata
+        to its value provided from the API query.
+    """
+    LOGGER.info(f"Querying Wikipedia API for language: {language}")
+    try:
+        request_url = get_request_url(language)
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        stats = search_data.get("query", {}).get("statistics", {})
+        stats["language"] = language
+        return stats
+    except Exception as e:
+        LOGGER.error(f"Error occurred during API request: {e}")
+        raise shared.QuantifyingException(f"Error fetching data: {e}", 1)
+
+
+def record_results(stats):
+    """
+    Records the data for a specific language into the CSV file.
+
+    Args:
+        stats: A dictionary of Wikipedia statistics.
+    """
+    LOGGER.info(f"Recording data for language: {stats.get('language')}")
+    row = [
+        stats.get("language", ""),
+        stats.get("articles", 0),
+        stats.get("edits", 0),
+        stats.get("images", 0),
+        stats.get("users", 0),
+        stats.get("activeusers", 0),
+        stats.get("admins", 0),
+        stats.get("jobqueue", 0),
+        stats.get("views", 0),
+    ]
+    with open(
+        os.path.join(PATHS["data_phase"], "wikipedia_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def retrieve_and_record_data(args):
+    """
+    Retrieves and records the data for all specified languages.
+    """
+    LOGGER.info("Starting data retrieval and recording.")
+    total_records_retrieved = 0
+
+    for lang in args.languages:
+        stats = get_response_elems(lang)
+        if stats:
+            record_results(stats)
+            total_records_retrieved += 1
+
+    return total_records_retrieved
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (wikipedia)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_records_retrieved = state["total_records_retrieved (wikipedia)"]
+    LOGGER.info(f"Initial total_records_retrieved: {total_records_retrieved}")
+    goal_records = 1000  # Set goal number of records
+
+    if total_records_retrieved >= goal_records:
+        LOGGER.info(
+            f"Goal of {goal_records} records already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_records_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    records_retrieved = retrieve_and_record_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_records_retrieved += records_retrieved
+    LOGGER.info(
+        f"Total records retrieved after fetching: {total_records_retrieved}"
+    )
+    state["total_records_retrieved (wikipedia)"] = total_records_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed Wikipedia data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/1-fetch/youtube_fetched.py b/scripts/1-fetch/youtube_fetched.py
new file mode 100644
index 00000000..0a2069ff
--- /dev/null
+++ b/scripts/1-fetch/youtube_fetched.py
@@ -0,0 +1,282 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to querying data from the YouTube API.
+"""
+
+# Standard library
+import argparse
+import csv
+import datetime
+import os
+import sys
+import traceback
+
+# Third-party
+import requests
+import yaml
+from requests.adapters import HTTPAdapter
+from urllib3.util.retry import Retry
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# Load environment variables
+API_KEY = os.getenv("YOUTUBE_API_KEY")
+
+# Log the start of the script execution
+LOGGER.info("Script execution started.")
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    parser = argparse.ArgumentParser(
+        description="YouTube Data Fetching Script"
+    )
+    parser.add_argument(
+        "--license_type",
+        type=str,
+        default="licenses/by/3.0",
+        help="License type to query",
+    )
+    return parser.parse_args()
+
+
+def set_up_data_file():
+    """
+    Sets up the data file for recording results.
+    """
+    LOGGER.info("Setting up the data file for recording results.")
+    header = "LICENSE TYPE,Time,Document Count\n"
+    with open(
+        os.path.join(PATHS["data_phase"], "youtube_fetched.csv"), "w"
+    ) as f:
+        f.write(header)
+
+
+def get_next_time_search_interval():
+    """
+    Provides the next searching interval of time
+    for Creative Commons licensed video.
+
+    Yields:
+        tuple: A tuple representing the time search interval currently
+        dealt via 2 RFC 3339 formatted date-time values (by YouTube
+        API Standards), and current starting year/month of the interval.
+    """
+    LOGGER.info("Generating time intervals for search.")
+    datetime_today = datetime.datetime.today()
+    cur_year, cur_month = 2009, 1
+    while (
+        cur_year * 100 + cur_month
+        <= datetime_today.year * 100 + datetime_today.month
+    ):
+        end_month, end_day = 12, 31
+        if cur_month == 1:
+            end_month, end_day = 2, 28 + int(cur_year % 4 == 0)
+        elif cur_month == 3:
+            end_month, end_day = 4, 30
+        elif cur_month == 5:
+            end_month, end_day = 6, 30
+        elif cur_month == 7:
+            end_month, end_day = 8, 31
+        elif cur_month == 9:
+            end_month, end_day = 10, 31
+        elif cur_month == 11:
+            end_month, end_day = 12, 31
+        yield (
+            f"{cur_year}-{cur_month:02d}-01T00:00:00Z",
+            f"{cur_year}-{end_month:02d}-{end_day:02d}T23:59:59Z",
+            cur_year,
+            cur_month,
+        )
+        cur_month += 2
+        if cur_month > 12:
+            cur_month = 1
+            cur_year += 1
+
+
+def get_request_url(time=None):
+    """
+    Provides the API Endpoint URL for specified parameter combinations.
+
+    Args:
+        time: A tuple indicating the time interval for the query.
+
+    Returns:
+        string: The API Endpoint URL for the query.
+    """
+    LOGGER.info("Generating request URL for time interval.")
+    base_url = (
+        r"https://youtube.googleapis.com/youtube/v3/search?"
+        "part=snippet&type=video&videoLicense=creativeCommon"
+    )
+    if time is not None:
+        base_url += f"&publishedAfter={time[0]}&publishedBefore={time[1]}"
+    return f"{base_url}&key={API_KEY}"
+
+
+def get_response_elems(time=None):
+    """
+    Provides the metadata for query of specified parameters.
+
+    Args:
+        time: A tuple indicating the time interval for the query.
+
+    Returns:
+        dict: A dictionary mapping metadata to
+        its value provided from the API query.
+    """
+    LOGGER.info(f"Querying YouTube API for time interval: {time[2]}-{time[3]}")
+    try:
+        request_url = get_request_url(time=time)
+        max_retries = Retry(
+            total=5,
+            backoff_factor=10,
+            status_forcelist=[403, 408, 429, 500, 502, 503, 504],
+        )
+        session = requests.Session()
+        session.mount("https://", HTTPAdapter(max_retries=max_retries))
+        with session.get(request_url) as response:
+            response.raise_for_status()
+            search_data = response.json()
+        return search_data.get("pageInfo", {}).get("totalResults", 0)
+    except Exception as e:
+        LOGGER.error(f"Error occurred during API request: {e}")
+        raise shared.QuantifyingException(f"Error fetching data: {e}", 1)
+
+
+def record_results(license_type, time, document_count):
+    """
+    Records the data for a specific license type
+    and time interval into the CSV file.
+
+    Args:
+        license_type: The license type.
+        time: The time interval.
+        document_count: The number of documents.
+    """
+    LOGGER.info(
+        f"Recording data for license: {license_type},"
+        "time: {time}, count: {document_count}"
+    )
+    row = [license_type, time, document_count]
+    with open(
+        os.path.join(PATHS["data_phase"], "youtube_fetched.csv"),
+        "a",
+        newline="",
+    ) as f:
+        writer = csv.writer(f)
+        writer.writerow(row)
+
+
+def retrieve_and_record_data(args):
+    """
+    Retrieves and records the data for all license types and time intervals.
+    """
+    LOGGER.info("Starting data retrieval and recording.")
+    total_documents_retrieved = 0
+
+    for time in get_next_time_search_interval():
+        document_count = get_response_elems(time=time)
+        record_results(
+            args.license_type, f"{time[2]}-{time[3]}", document_count
+        )
+        total_documents_retrieved += document_count
+
+    return total_documents_retrieved
+
+
+def load_state():
+    """
+    Loads the state from a YAML file, returns the last recorded state.
+    """
+    if os.path.exists(PATHS["state"]):
+        with open(PATHS["state"], "r") as f:
+            return yaml.safe_load(f)
+    return {"total_records_retrieved (youtube)": 0}
+
+
+def save_state(state: dict):
+    """
+    Saves the state to a YAML file.
+
+    Args:
+        state: The state dictionary to save.
+    """
+    with open(PATHS["state"], "w") as f:
+        yaml.safe_dump(state, f)
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    state = load_state()
+    total_docs_retrieved = state["total_records_retrieved (youtube)"]
+    LOGGER.info(f"Initial total_documents_retrieved: {total_docs_retrieved}")
+    goal_documents = 1000  # Set goal number of documents
+
+    if total_docs_retrieved >= goal_documents:
+        LOGGER.info(
+            f"Goal of {goal_documents} documents already achieved."
+            " No further action required."
+        )
+        return
+
+    # Log the paths being used
+    shared.log_paths(LOGGER, PATHS)
+
+    # Create data directory for this phase
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if total_docs_retrieved == 0:
+        set_up_data_file()
+
+    # Retrieve and record data
+    docs_retrieved = retrieve_and_record_data(args)
+
+    # Update the state with the new count of retrieved records
+    total_docs_retrieved += docs_retrieved
+    LOGGER.info(
+        f"Total documents retrieved after fetching: {total_docs_retrieved}"
+    )
+    state["total_records_retrieved (youtube)"] = total_docs_retrieved
+    save_state(state)
+
+    # Add and commit changes
+    shared.add_and_commit(PATHS["repo"], "Added and committed YouTube data")
+
+    # Push changes
+    shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/deviantart_processed.py b/scripts/2-process/deviantart_processed.py
new file mode 100644
index 00000000..170bd14d
--- /dev/null
+++ b/scripts/2-process/deviantart_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Deviantart data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "deviantart_fetched", "license_total.csv")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/flickr_processed.py b/scripts/2-process/flickr_processed.py
new file mode 100644
index 00000000..5d7cd1aa
--- /dev/null
+++ b/scripts/2-process/flickr_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Flickr data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "flickr_fetched", "license_total.csv")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/gcs_processed.py b/scripts/2-process/gcs_processed.py
new file mode 100755
index 00000000..a8a64bae
--- /dev/null
+++ b/scripts/2-process/gcs_processed.py
@@ -0,0 +1,190 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Google Custom Search data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "gcs_fetched.csv")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     # Process the data to compare by country
+#     compare_by_country(current_data, previous_data,
+#   current_quarter, previous_quarter)
+
+#     # Process the data to compare by license
+#     compare_by_license(current_data, previous_data,
+#       current_quarter, previous_quarter)
+
+#     # Process the data to compare by language
+#     compare_by_language(current_data, previous_data,
+#       current_quarter, previous_quarter)
+
+
+# def compare_by_country(current_data, previous_data,
+#       current_quarter, previous_quarter):
+#     """
+#     Compare the number of webpages licensed by country between two quarters.
+#     """
+#     LOGGER.info(f"Comparing data by country between
+#       {current_quarter} and {previous_quarter}.")
+
+#     # Get the list of country columns dynamically
+#     columns = [col.strip() for col in current_data.columns.tolist()]
+#     start_index = columns.index("United States")
+#     end_index = columns.index("Japan") + 1
+
+#     countries = columns[start_index:end_index]
+
+#     current_country_data = current_data[countries].sum()
+#     previous_country_data = previous_data[countries].sum()
+
+#     comparison = pd.DataFrame({
+#         'Country': countries,
+#         f'{current_quarter}': current_country_data.values,
+#         f'{previous_quarter}': previous_country_data.values,
+#         'Difference': current_country_data.values
+#            - previous_country_data.values
+#     })
+
+#     LOGGER.info(f"Country comparison:\n{comparison}")
+
+#     # Visualization code to be added here
+
+
+# def compare_by_license(current_data, previous_data,
+#   current_quarter, previous_quarter):
+#     """
+#     Compare the number of webpages licensed by license type
+#   between two quarters.
+#     """
+#     LOGGER.info(f"Comparing data by license type
+#       between {current_quarter} and {previous_quarter}.")
+
+#     current_license_data =
+#       current_data.groupby('LICENSE TYPE').sum().sum(axis=1)
+#     previous_license_data =
+#       previous_data.groupby('LICENSE TYPE').sum().sum(axis=1)
+
+#     comparison = pd.DataFrame({
+#         'License Type': current_license_data.index,
+#         f'{current_quarter}': current_license_data.values,
+#         f'{previous_quarter}': previous_license_data.values,
+#         'Difference': current_license_data.values
+#           - previous_license_data.values
+#     })
+
+#     LOGGER.info(f"License type comparison:\n{comparison}")
+
+#     # Visualization code to be added here
+
+
+# def compare_by_language(current_data, previous_data,
+#           current_quarter, previous_quarter):
+#     """
+#     Compare the number of webpages licensed by language between two quarters.
+#     """
+#     LOGGER.info(f"Comparing data by language between
+#                   {current_quarter} and {previous_quarter}.")
+
+#     # Get the list of language columns dynamically
+#     columns = [col.strip() for col in current_data.columns.tolist()]
+#     start_index = columns.index("English")
+#     languages = columns[start_index:]
+
+#     current_language_data = current_data[languages].sum()
+#     previous_language_data = previous_data[languages].sum()
+
+#     comparison = pd.DataFrame({
+#         'Language': languages,
+#         f'{current_quarter}': current_language_data.values,
+#         f'{previous_quarter}': previous_language_data.values,
+#         'Difference': current_language_data.values
+#           - previous_language_data.values
+#     })
+
+#     LOGGER.info(f"Language comparison:\n{comparison}")
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.exit_code}")
+        sys.exit(e.exit_code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/github_processed.py b/scripts/2-process/github_processed.py
new file mode 100644
index 00000000..6fcac75e
--- /dev/null
+++ b/scripts/2-process/github_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Github data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "github_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/internetarchive_processed.py b/scripts/2-process/internetarchive_processed.py
new file mode 100644
index 00000000..f6710252
--- /dev/null
+++ b/scripts/2-process/internetarchive_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Internet Archive data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "internetarchive_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/metmuseum_processed.py b/scripts/2-process/metmuseum_processed.py
new file mode 100644
index 00000000..4778c2d4
--- /dev/null
+++ b/scripts/2-process/metmuseum_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Met Museum data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "metmuseum_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return Nones
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/vimeo_processed.py b/scripts/2-process/vimeo_processed.py
new file mode 100644
index 00000000..aaa11bc8
--- /dev/null
+++ b/scripts/2-process/vimeo_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Vimeo data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "vimeo_fetched",)
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/wikicommons_processed.py b/scripts/2-process/wikicommons_processed.py
new file mode 100644
index 00000000..e1207d26
--- /dev/null
+++ b/scripts/2-process/wikicommons_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Wikicommons data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "wikicommons_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/wikipedia_processed.py b/scripts/2-process/wikipedia_processed.py
new file mode 100644
index 00000000..4f6b534a
--- /dev/null
+++ b/scripts/2-process/wikipedia_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Wikipedia data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "wikipedia_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/2-process/youtube_processed.py b/scripts/2-process/youtube_processed.py
new file mode 100644
index 00000000..28c75c24
--- /dev/null
+++ b/scripts/2-process/youtube_processed.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to processing Youtube data
+for analysis and comparison between quarters.
+"""
+# Standard library
+import os
+import sys
+import traceback
+
+# import pandas as pd
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+# def load_quarter_data(quarter):
+#     """
+#     Load data for a specific quarter.
+#     """
+#     file_path = os.path.join(PATHS["data"], f"{quarter}",
+#       "1-fetch", "youtube_fetched")
+#     if not os.path.exists(file_path):
+#         LOGGER.error(f"Data file for quarter {quarter} not found.")
+#         return None
+#     return pd.read_csv(file_path)
+
+
+# def compare_data(current_quarter, previous_quarter):
+#     """
+#     Compare data between two quarters.
+#     """
+#     current_data = load_quarter_data(current_quarter)
+#     previous_data = load_quarter_data(previous_quarter)
+
+#     if current_data is None or previous_data is None:
+#         return
+
+#     Process data to compare totals
+
+
+# def parse_arguments():
+#     """
+#     Parses command-line arguments, returns parsed arguments.
+#     """
+#     LOGGER.info("Parsing command-line arguments")
+#     parser = argparse.ArgumentParser(
+#       description="Google Custom Search Comparison Report")
+#     parser.add_argument(
+#         "--current_quarter", type=str, required=True,
+#       help="Current quarter for comparison (e.g., 2024Q3)"
+#     )
+#     parser.add_argument(
+#         "--previous_quarter", type=str, required=True,
+#           help="Previous quarter for comparison (e.g., 2024Q2)"
+#     )
+#     return parser.parse_args()
+
+
+def main():
+    raise shared.QuantifyingException("No current code for Phase 2", 0)
+
+    # # Fetch and merge changes
+    # shared.fetch_and_merge(PATHS["repo"])
+
+    # # Add and commit changes
+    # shared.add_and_commit(PATHS["repo"], "Fetched and updated new data")
+
+    # # Push changes
+    # shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/deviantart_reports.py b/scripts/3-report/deviantart_reports.py
new file mode 100644
index 00000000..8dfbd262
--- /dev/null
+++ b/scripts/3-report/deviantart_reports.py
@@ -0,0 +1,193 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Deviantart.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Deviantart Reports")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        required=False,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "deviantart_fetched.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of repositories licensed by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of documents by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["Document Count"])
+    plt.title("Number of DeviantArt Documents by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Document Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(
+        output_directory, "deviantart_license_report.png"
+    )
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "DeviantArt",
+        "Number of DeviantArt Documents by License Type",
+        "License Type Report",
+        args,
+    )
+
+    LOGGER.info("Visualization by license type created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new Deviantart reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/flickr_reports.py b/scripts/3-report/flickr_reports.py
new file mode 100644
index 00000000..2c96aae3
--- /dev/null
+++ b/scripts/3-report/flickr_reports.py
@@ -0,0 +1,142 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing the data collected for Flickr.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+# import matplotlib.pyplot as plt
+# import matplotlib.ticker as ticker
+import pandas as pd
+
+# import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Flickr Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        required=False,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "flickr_fetched",
+        "final.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+# Add functions for individual license graphs + word clouds + total license
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    """
+    Insert functions for Flickr
+    """
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new GitHub reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/gcs_reports.py b/scripts/3-report/gcs_reports.py
new file mode 100755
index 00000000..a83363d6
--- /dev/null
+++ b/scripts/3-report/gcs_reports.py
@@ -0,0 +1,356 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Google Custom Search.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import matplotlib.ticker as ticker
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Google Custom Search Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "1-fetch", "gcs_fetched.csv"
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_country(data, args):
+    """
+    Create a bar chart for the number of webpages licensed by country.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of webpages licensed by country."
+    )
+
+    selected_quarter = args.quarter
+
+    # Get the list of country columns dynamically
+    columns = [col.strip() for col in data.columns.tolist()]
+
+    start_index = columns.index("United States")
+    end_index = columns.index("Japan") + 1
+
+    countries = columns[start_index:end_index]
+
+    data.columns = data.columns.str.strip()
+
+    LOGGER.info(f"Cleaned Columns: {data.columns.tolist()}")
+
+    # Aggregate the data by summing the counts for each country
+    country_data = data[countries].sum()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=country_data.index, y=country_data.values)
+    plt.title(
+        f"Number of Google Webpages Licensed by Country ({selected_quarter})"
+    )
+    plt.xlabel("Country")
+    plt.ylabel("Number of Webpages")
+    plt.xticks(rotation=45)
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    # Format the y-axis to display numbers without scientific notation
+    ax.get_yaxis().get_major_formatter().set_scientific(False)
+    ax.get_yaxis().set_major_formatter(
+        plt.FuncFormatter(lambda x, loc: "{:,}".format(int(x)))
+    )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    # Create the directory if it does not exist
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "gcs_country_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "Google Custom Search",
+        "Number of Google Webpages Licensed by Country",
+        "Country Report",
+        args,
+    )
+
+    LOGGER.info("Visualization by country created.")
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of webpages licensed by license type
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of "
+        "webpages licensed by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    # Sum the values across all columns except the first one ('LICENSE TYPE')
+    license_data = data.set_index("LICENSE TYPE").sum(axis=1)
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=license_data.index, y=license_data.values)
+    plt.title(
+        f"Number of Webpages Licensed by License Type ({selected_quarter})"
+    )
+    plt.xlabel("License Type")
+    plt.ylabel("Number of Webpages")
+    plt.xticks(rotation=45, ha="right")
+
+    # Use shorter X axis labels
+    ax.set_xticklabels(
+        [
+            "CC BY 2.5" if "by/2.5" in label else label
+            for label in license_data.index
+        ]
+    )
+
+    # Use the millions formatter for y-axis
+    def millions_formatter(x, pos):
+        "The two args are the value and tick position"
+        return f"{x * 1e-6:.1f}M"
+
+    ax.yaxis.set_major_formatter(ticker.FuncFormatter(millions_formatter))
+
+    plt.tight_layout()
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    # Create the directory if it does not exist
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "gcs_licensetype_report.png")
+
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "Google Custom Search",
+        "Number of Webpages Licensed by License Type",
+        "License Type Report",
+        args,
+    )
+
+    LOGGER.info("Visualization by license type created.")
+
+
+def visualize_by_language(data, args):
+    """
+    Create a bar chart for the number of webpages licensed by language.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of webpages licensed by language."
+    )
+
+    selected_quarter = args.quarter
+
+    # Get the list of country columns dynamically
+    columns = [col.strip() for col in data.columns.tolist()]
+
+    start_index = columns.index("English")
+    end_index = columns.index("Indonesian") + 1
+
+    languages = columns[start_index:end_index]
+
+    data.columns = data.columns.str.strip()
+
+    LOGGER.info(f"Cleaned Columns: {data.columns.tolist()}")
+
+    # Aggregate the data by summing the counts for each country
+    language_data = data[languages].sum()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=language_data.index, y=language_data.values)
+    plt.title(
+        f"Number of Google Webpages Licensed by Language ({selected_quarter})"
+    )
+    plt.xlabel("Language")
+    plt.ylabel("Number of Webpages")
+    plt.xticks(rotation=45)
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    # Format the y-axis to display numbers without scientific notation
+    ax.get_yaxis().get_major_formatter().set_scientific(False)
+    ax.get_yaxis().set_major_formatter(
+        plt.FuncFormatter(lambda x, loc: "{:,}".format(int(x)))
+    )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    # Create the directory if it does not exist
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "gcs_language_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "Google Custom Search",
+        "Number of Google Webpages Licensed by Language",
+        "Language Report",
+        args,
+    )
+
+    LOGGER.info("Visualization by language created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_country(data, args)
+    visualize_by_license_type(data, args)
+    visualize_by_language(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(PATHS["repo"], "Added and committed new reports")
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/github_reports.py b/scripts/3-report/github_reports.py
new file mode 100644
index 00000000..9d2a51f2
--- /dev/null
+++ b/scripts/3-report/github_reports.py
@@ -0,0 +1,196 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from GitHub.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="GitHub Data Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "1-fetch", "github_fetched.csv"
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of repositories licensed by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number "
+        "of repositories licensed by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    try:
+        ax = sns.barplot(x=data["LICENSE_TYPE"], y=data["Repository Count"])
+    except KeyError as e:
+        LOGGER.error(f"KeyError: {e}. Available columns are: {data.columns}")
+        return
+
+    plt.title("Number of Repositories Licensed by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Number of Repositories")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    # Create the directory if it does not exist
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(
+        output_directory, "github_license_type_report.png"
+    )
+
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "GitHub Data",
+        "Number of Repositories Licensed by License Type",
+        "GitHub License Type Report",
+        args,
+    )
+
+    LOGGER.info("Visualization by license type created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new GitHub reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/internetarchive_reports.py b/scripts/3-report/internetarchive_reports.py
new file mode 100644
index 00000000..8d98352c
--- /dev/null
+++ b/scripts/3-report/internetarchive_reports.py
@@ -0,0 +1,192 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Internet Archive.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Internet Archive Reports")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        required=False,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "internetarchive_fetched.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of repositories licensed by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of documents by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["Document Count"])
+    plt.title("Number of Internet Archive Documents by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Document Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(
+        output_directory, "internetarchive_license_report.png"
+    )
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "Internet Archive",
+        "Number of Internet Archive Documents by License Type",
+        "License Type Report",
+        args,
+    )
+    LOGGER.info("Visualization by license type created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new Internet Archive reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/metmuseum_reports.py b/scripts/3-report/metmuseum_reports.py
new file mode 100644
index 00000000..0c1727ec
--- /dev/null
+++ b/scripts/3-report/metmuseum_reports.py
@@ -0,0 +1,190 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Metmuseum.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Met Museum Reports")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        required=False,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "metmuseum_fetched.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of repositories licensed by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of documents by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["Document Count"])
+    plt.title("Number of MetMuseum Documents by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Document Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "metmuseum_license_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "MetMuseum",
+        "Number of MetMuseum Documents by License Type",
+        "License Type Report",
+        args,
+    )
+    LOGGER.info("Visualization by license type created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new Metmuseum reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/vimeo_reports.py b/scripts/3-report/vimeo_reports.py
new file mode 100644
index 00000000..3ca100bd
--- /dev/null
+++ b/scripts/3-report/vimeo_reports.py
@@ -0,0 +1,185 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Vimeo.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Vimeo Data Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "1-fetch", "vimeo_fetched.csv"
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type(data, args):
+    """
+    Create a bar chart for the number of documents by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of documents by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["Document Count"])
+    plt.title("Number of Vimeo Documents by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Document Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "vimeo_license_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "Vimeo",
+        "Number of Vimeo Documents by License Type",
+        "License Type Report",
+        args,
+    )
+    LOGGER.info("Visualization by license type created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new Vimeo reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/wikicommons_reports.py b/scripts/3-report/wikicommons_reports.py
new file mode 100644
index 00000000..3b8f05cc
--- /dev/null
+++ b/scripts/3-report/wikicommons_reports.py
@@ -0,0 +1,244 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Wikicommons.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Wikicommons Data Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "wikicommons_fetched.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_file_count(data, args):
+    """
+    Create a bar chart for the number of files by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of files by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["File Count"])
+    plt.title("Number of WikiCommons Files by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("File Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "wikicommons_file_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "WikiCommons",
+        "Number of WikiCommons Files by License Type",
+        "File Count Report",
+        args,
+    )
+    LOGGER.info("Visualization by file count created.")
+
+
+def visualize_by_page_count(data, args):
+    """
+    Create a bar chart for the number of pages by license type.
+    """
+    LOGGER.info(
+        "Creating a bar chart for the number of pages by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.barplot(x=data["LICENSE TYPE"], y=data["Page Count"])
+    plt.title("Number of WikiCommons Pages by License Type")
+    plt.xlabel("License Type")
+    plt.ylabel("Page Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(output_directory, "wikicommons_page_report.png")
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "WikiCommons",
+        "Number of WikiCommons Pages by License Type",
+        "Page Count Report",
+        args,
+    )
+    LOGGER.info("Visualization by page count created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_file_count(data, args)
+    visualize_by_page_count(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new WikiCommons reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/wikipedia_reports.py b/scripts/3-report/wikipedia_reports.py
new file mode 100644
index 00000000..3a6008d2
--- /dev/null
+++ b/scripts/3-report/wikipedia_reports.py
@@ -0,0 +1,189 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from Wikipedia.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="Wikipedia Data Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"],
+        f"{selected_quarter}",
+        "1-fetch",
+        "wikipedia_fetched.csv",
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_language(data, args):
+    """
+    Create a bar chart for various statistics by language.
+    """
+    LOGGER.info("Creating bar charts for various statistics by language.")
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    columns_to_plot = ["pages", "articles", "edits", "images", "users"]
+    for column in columns_to_plot:
+        plt.figure(figsize=(12, 8))
+        ax = sns.barplot(x="language", y=column, data=data)
+        plt.title(f"Wikipedia {column.capitalize()} by Language")
+        plt.xlabel("Language")
+        plt.ylabel(column.capitalize())
+        plt.xticks(rotation=45, ha="right")
+
+        # Add value numbers to the top of each bar
+        for p in ax.patches:
+            ax.annotate(
+                format(p.get_height(), ",.0f"),
+                (p.get_x() + p.get_width() / 2.0, p.get_height()),
+                ha="center",
+                va="center",
+                xytext=(0, 9),
+                textcoords="offset points",
+            )
+
+        output_directory = os.path.join(
+            PATHS["data"], f"{selected_quarter}", "3-report"
+        )
+
+        LOGGER.info(f"Output directory: {output_directory}")
+        os.makedirs(output_directory, exist_ok=True)
+        image_path = os.path.join(
+            output_directory, f"wikipedia_{column}_report.png"
+        )
+        plt.savefig(image_path)
+
+        if args.show_plots:
+            plt.show()
+
+        shared.update_readme(
+            PATHS,
+            image_path,
+            "Wikipedia",
+            f"Wikipedia {column.capitalize()} by Language",
+            f"{column.capitalize()} Report",
+            args,
+        )
+        LOGGER.info(f"Visualization by {column} created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_language(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new Wikpedia reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/3-report/youtube_reports.py b/scripts/3-report/youtube_reports.py
new file mode 100644
index 00000000..2363a22c
--- /dev/null
+++ b/scripts/3-report/youtube_reports.py
@@ -0,0 +1,189 @@
+#!/usr/bin/env python
+"""
+This file is dedicated to visualizing and analyzing the data collected
+from YouTube.
+"""
+# Standard library
+import argparse
+import os
+import sys
+import traceback
+from datetime import datetime, timezone
+
+# Third-party
+import matplotlib.pyplot as plt
+import pandas as pd
+import seaborn as sns
+from pandas import PeriodIndex
+
+# Add parent directory so shared can be imported
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+# First-party/Local
+import shared  # noqa: E402
+
+# Setup
+LOGGER, PATHS = shared.setup(__file__)
+
+
+def parse_arguments():
+    """
+    Parses command-line arguments, returns parsed arguments.
+    """
+    LOGGER.info("Parsing command-line arguments")
+    # Taken from shared module, fix later
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    parser = argparse.ArgumentParser(description="YouTube Data Report")
+    parser.add_argument(
+        "--quarter",
+        "-q",
+        type=str,
+        default=f"{quarter}",
+        help="Data quarter in format YYYYQx, e.g., 2024Q2",
+    )
+    parser.add_argument(
+        "--skip-commit",
+        action="store_true",
+        help="Don't git commit changes (also skips git push changes)",
+    )
+    parser.add_argument(
+        "--skip-push",
+        action="store_true",
+        help="Don't git push changes",
+    )
+    parser.add_argument(
+        "--show-plots",
+        action="store_true",
+        help="Show generated plots (in addition to saving them)",
+    )
+    args = parser.parse_args()
+    if args.skip_commit:
+        args.skip_push = True
+    return args
+
+
+def load_data(args):
+    """
+    Load the collected data from the CSV file.
+    """
+    selected_quarter = args.quarter
+
+    file_path = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "1-fetch", "youtube_fetched.csv"
+    )
+
+    if not os.path.exists(file_path):
+        LOGGER.error(f"Data file not found: {file_path}")
+        return pd.DataFrame()
+
+    data = pd.read_csv(file_path)
+    LOGGER.info(f"Data loaded from {file_path}")
+    return data
+
+
+def visualize_by_license_type_over_time(data, args):
+    """
+    Create a line chart for document count over time by license type.
+    """
+    LOGGER.info(
+        "Creating a line chart for document count over time by license type."
+    )
+
+    selected_quarter = args.quarter
+
+    # Strip any leading/trailing spaces from the columns
+    data.columns = data.columns.str.strip()
+
+    plt.figure(figsize=(12, 8))
+    ax = sns.lineplot(
+        x="Time", y="Document Count", hue="LICENSE TYPE", data=data
+    )
+    plt.title("YouTube Document Count Over Time by License Type")
+    plt.xlabel("Time")
+    plt.ylabel("Document Count")
+    plt.xticks(rotation=45, ha="right")
+
+    # Add value numbers to the top of each bar
+    for p in ax.patches:
+        ax.annotate(
+            format(p.get_height(), ",.0f"),
+            (p.get_x() + p.get_width() / 2.0, p.get_height()),
+            ha="center",
+            va="center",
+            xytext=(0, 9),
+            textcoords="offset points",
+        )
+
+    output_directory = os.path.join(
+        PATHS["data"], f"{selected_quarter}", "3-report"
+    )
+
+    LOGGER.info(f"Output directory: {output_directory}")
+
+    os.makedirs(output_directory, exist_ok=True)
+    image_path = os.path.join(
+        output_directory, "youtube_license_over_time_report.png"
+    )
+    plt.savefig(image_path)
+
+    if args.show_plots:
+        plt.show()
+
+    shared.update_readme(
+        PATHS,
+        image_path,
+        "YouTube",
+        "YouTube Document Count Over Time by License Type",
+        "License Over Time Report",
+        args,
+    )
+    LOGGER.info("Visualization by license type over time created.")
+
+
+def main():
+
+    # Fetch and merge changes
+    shared.fetch_and_merge(PATHS["repo"])
+
+    args = parse_arguments()
+
+    data = load_data(args)
+    if data.empty:
+        return
+
+    current_directory = os.getcwd()
+    LOGGER.info(f"Current working directory: {current_directory}")
+
+    visualize_by_license_type_over_time(data, args)
+
+    # Add and commit changes
+    if not args.skip_commit:
+        shared.add_and_commit(
+            PATHS["repo"], "Added and committed new YouTube reports"
+        )
+
+    # Push changes
+    if not args.skip_push:
+        shared.push_changes(PATHS["repo"])
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except shared.QuantifyingException as e:
+        if e.exit_code == 0:
+            LOGGER.info(e.message)
+        else:
+            LOGGER.error(e.message)
+        sys.exit(e.exit_code)
+    except SystemExit as e:
+        LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(e.code)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        LOGGER.exception(f"(1) Unhandled exception: {traceback.format_exc()}")
+        sys.exit(1)
diff --git a/scripts/shared.py b/scripts/shared.py
new file mode 100644
index 00000000..8e4b29e1
--- /dev/null
+++ b/scripts/shared.py
@@ -0,0 +1,246 @@
+# Standard library
+# import argparse
+# Standard library
+import logging
+import os
+from datetime import datetime, timezone
+
+# Third-party
+from git import InvalidGitRepositoryError, NoSuchPathError, Repo
+from pandas import PeriodIndex
+
+
+class QuantifyingException(Exception):
+    def __init__(self, message, exit_code=None):
+        self.exit_code = exit_code if exit_code is not None else 1
+        self.message = message
+        super().__init__(self.message)
+
+
+def setup(current_file):
+    # Set up logging
+    logging.basicConfig(
+        level=logging.INFO,
+        format="%(asctime)s - %(levelname)s - %(module)s - %(message)s",
+    )
+    logger = logging.getLogger(__name__)
+
+    # Datetime
+    datetime_today = datetime.now(timezone.utc)
+    quarter = PeriodIndex([datetime_today.date()], freq="Q")[0]
+
+    # Paths
+    paths = {}
+    paths["repo"] = os.path.dirname(
+        os.path.abspath(os.path.realpath(os.path.join(__file__, "..")))
+    )
+    paths["dotenv"] = os.path.join(paths["repo"], ".env")
+    paths["data"] = os.path.dirname(
+        os.path.abspath(os.path.realpath(current_file))
+    )
+    phase = os.path.basename(
+        os.path.dirname(os.path.abspath(os.path.realpath(current_file)))
+    )
+    paths["data"] = os.path.join(paths["repo"], "data")
+    data_quarter = os.path.join(paths["data"], f"{quarter}")
+    paths["state"] = os.path.join(data_quarter, "state.yaml")
+    paths["data_phase"] = os.path.join(data_quarter, phase)
+
+    paths["data_quarter"] = data_quarter
+
+    return logger, paths
+
+
+def log_paths(logger, paths):
+    paths_list = []
+    for label, path in paths.items():
+        label = f"{label}:"
+        paths_list.append(f"\n{' ' * 12}{label:<11} {path}")
+    paths_list = "".join(paths_list)
+    logger.info(f"PATHS:{paths_list}")
+
+
+def fetch_and_merge(repo_path, branch="main"):
+    try:
+        repo = Repo(repo_path)
+        origin = repo.remote(name="origin")
+        origin.fetch()
+
+        # Determine the branch to use
+        if branch is None:
+            # Use the current branch if no branch is provided
+            branch = repo.active_branch.name if repo.active_branch else "main"
+
+        # Ensure that the branch exists in the remote
+        if f"origin/{branch}" not in [ref.name for ref in repo.refs]:
+            raise ValueError(
+                f"Branch '{branch}' does not exist in remote 'origin'"
+            )
+
+        repo.git.merge(f"origin/{branch}", allow_unrelated_histories=True)
+        logging.info(f"Fetched and merged latest changes from {branch}")
+    except InvalidGitRepositoryError:
+        raise QuantifyingException(f"Invalid Git repository at {repo_path}", 2)
+    except NoSuchPathError:
+        raise QuantifyingException(f"No such path: {repo_path}", 3)
+    except Exception as e:
+        raise QuantifyingException(f"Error during fetch and merge: {e}", 1)
+
+
+def add_and_commit(repo_path, message):
+    try:
+        repo = Repo(repo_path)
+        if not repo.is_dirty(untracked_files=True):
+            logging.info("No changes to commit")
+            return
+        repo.git.add(update=True)
+        repo.index.commit(message)
+        logging.info("Changes committed")
+    except InvalidGitRepositoryError:
+        raise QuantifyingException(f"Invalid Git repository at {repo_path}", 2)
+    except NoSuchPathError:
+        raise QuantifyingException(f"No such path: {repo_path}", 3)
+    except Exception as e:
+        raise QuantifyingException(f"Error during add and commit: {e}", 1)
+
+
+def push_changes(repo_path):
+    try:
+        repo = Repo(repo_path)
+        origin = repo.remote(name="origin")
+        origin.push()
+        logging.info("Changes pushed")
+    except InvalidGitRepositoryError:
+        raise QuantifyingException(f"Invalid Git repository at {repo_path}", 2)
+    except NoSuchPathError:
+        raise QuantifyingException(f"No such path: {repo_path}", 3)
+    except Exception as e:
+        raise QuantifyingException(f"Error during push changes: {e}", 1)
+
+
+def update_readme(
+    paths, image_path, data_source, description, section_title, args
+):
+    """
+    Update the README.md file with the generated images and descriptions.
+    """
+    readme_path = os.path.join(paths["data"], args.quarter, "README.md")
+
+    # Define section markers for each data source
+    section_marker_start = f"<!-- {data_source} Start -->"
+    section_marker_end = f"<!-- {data_source} End -->"
+
+    # Define specific section markers for each report type
+    specific_section_start = f"<!-- {section_title} Start -->"
+    specific_section_end = f"<!-- {section_title} End -->"
+
+    # Convert image path to a relative path
+    rel_image_path = os.path.relpath(image_path, os.path.dirname(readme_path))
+
+    if os.path.exists(readme_path):
+        with open(readme_path, "r") as f:
+            lines = f.readlines()
+    else:
+        lines = []
+
+    # Ensure the title is at the top
+    title_line = f"# {args.quarter} Quantifying the Commons\n"
+
+    if not lines or lines[0].strip() != title_line.strip():
+        # Add title if not present or incorrect
+        lines = [title_line] + lines
+
+    # Locate or create the data source section
+    section_start = section_end = None
+    for i, line in enumerate(lines):
+        if section_marker_start in line:
+            section_start = i
+        if section_marker_end in line:
+            section_end = i
+
+    if section_start is None or section_end is None:
+        # If the data source section is not present, add it
+        lines.extend(
+            [
+                f"## Data Source: {data_source}\n",
+                f"{section_marker_start}\n",
+                f"{section_marker_end}\n",
+            ]
+        )
+        section_start = len(lines) - 2
+        section_end = len(lines) - 1
+
+    # Locate or create the specific section within the data source section
+    specific_start = specific_end = None
+    for i in range(section_start, section_end):
+        if specific_section_start in lines[i]:
+            specific_start = i
+        if specific_section_end in lines[i]:
+            specific_end = i
+
+    # Prepare the new content for this specific section
+    new_content = [
+        f"{specific_section_start}\n",
+        f"### {section_title}\n",
+        f"![{description}]({rel_image_path})\n",
+        f"{description}\n",
+        f"{specific_section_end}\n",
+    ]
+
+    # Replace or add the specific section content
+    if specific_start is not None and specific_end is not None:
+        # Replace the content between the specific markers
+        lines = (
+            lines[:specific_start]
+            + new_content
+            + lines[specific_end + 1 :]  # noqa: E203
+        )
+    else:
+        # Add new specific section before the end of the data source section
+        lines = lines[:section_end] + new_content + lines[section_end:]
+
+    # Write back to the README.md file
+    with open(readme_path, "w") as f:
+        f.writelines(lines)
+
+    logging.info(
+        f"Updated {readme_path} with new image and"
+        f"description for {section_title}."
+    )
+
+
+# def main():
+#     parser = argparse.ArgumentParser(description="Git operations script")
+#     parser.add_argument(
+#         "--operation",
+#         type=str,
+#         required=True,
+#         help="Operation to perform: fetch_and_merge, add_and_commit, push",
+#     )
+#     parser.add_argument("--message", type=str, help="Commit message")
+#     parser.add_argument(
+#         "--branch",
+#         type=str,
+#         default="refine-automation",
+#         help="Branch to fetch and merge from",
+#     )
+#     args = parser.parse_args()
+
+#     repo_path = os.getcwd() # Assuming the script runs in repo root
+
+#     if args.operation == "fetch_and_merge":
+#         fetch_and_merge(repo_path, args.branch)
+#     elif args.operation == "add_and_commit":
+#         if not args.message:
+#             raise ValueError(
+#                 "Commit message is required for add_and_commit operation"
+#             )
+#         add_and_commit(repo_path, args.message)
+#     elif args.operation == "push":
+#         push_changes(repo_path)
+#     else:
+#         raise ValueError("Unsupported operation")
+
+
+# if __name__ == "__main__":
+#     main()
diff --git a/sources.md b/sources.md
index 7ee8c895..596f0bbf 100644
--- a/sources.md
+++ b/sources.md
@@ -50,7 +50,7 @@ The Flickr Developer Guide](https://www.flickr.com/services/developer/))
 - Data available through JSON format
 
 
-## Google Custom Search JSON API
+## GCS (Google Custom Search) JSON API
 
 **Description:** The Custom Search JSON API allows user-defined detailed query
 and access towards related query data using a programmable search engine.
@@ -58,11 +58,20 @@ and access towards related query data using a programmable search engine.
 **API documentation links:**
 - [Custom Search JSON API Reference | Programmable Search Engine | Google
   Developers][google-json]
+- [Google API Python Client Library][google-api-python]
+  - [Google API Client Library for Python Docs |
+    google-api-python-client][google-api-python]
+    - _Reference documentation for the core library
+      [googleapiclient][googleapiclient]._
+      - See: googleapiclient.discovery > build
+    - _[Library reference documentation by API][gcs-library-ref]_
+      - See Custom Search v1 [cse()][gcs-cse]
 - [Method: cse.list | Custom Search JSON API | Google Developers][cse-list]
+- [XML API reference appendices][reference-appendix]
 
 **API information:**
 - API key required
-- Query limit: 100 queries per day for free version
+- Query limit: 100 queries per day
 - Data available through JSON format
 
 **Notes:**
@@ -72,7 +81,12 @@ and access towards related query data using a programmable search engine.
   data's first column is sorted due to intermediate data analysis progress.
 
 [google-json]: https://developers.google.com/custom-search/v1/reference/rest
+[google-api-python]: https://github.com/googleapis/google-api-python-client
+[googleapiclient]: http://googleapis.github.io/google-api-python-client/docs/epy/index.html
+[gcs-library-ref]: https://googleapis.github.io/google-api-python-client/docs/dyn/
+[gcs-cse]: https://googleapis.github.io/google-api-python-client/docs/dyn/customsearch_v1.cse.html
 [cse-list]: https://developers.google.com/custom-search/v1/reference/rest/v1/cse/list
+[reference-appendix]: https://developers.google.com/custom-search/docs/xml_results_appendices
 
 
 ## Internet Archive Python Interface