diff --git a/Pipfile b/Pipfile
index 6ad3649a..8139d7df 100644
--- a/Pipfile
+++ b/Pipfile
@@ -17,13 +17,18 @@ pandas = "*"
 plotly = "*"
 pillow = ">=11.3.0"  # Ensure dependency is secure
 Pyarrow = "*"
-Pygments = "*"
 python-dotenv = "*"
 PyYAML = "*"
-requests = ">=2.31.0"
 seaborn = "*"
 urllib3 = ">=2.5.0"
 wordcloud = "*"
+requests = "*"
+pygments = "*"
+pre-commit = "*"
+black = "*"
+flake8 = "*"
+isort = "*"
+colorama = "*"
 
 [dev-packages]
 black = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index c111bd7d..c6146085 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0658ee0a643ae80db9419f8ef32887877922d18a5da188b1b87e4e9a1849a4a1"
+            "sha256": "7db36a5bda85a75ae13e43328a129158b5abcafac4ffcb77330d99be8ad1f6d8"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -74,11 +74,11 @@
         },
         "asttokens": {
             "hashes": [
-                "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7",
-                "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"
+                "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a",
+                "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.0.0"
+            "version": "==3.0.1"
         },
         "async-lru": {
             "hashes": [
@@ -112,16 +112,49 @@
             "markers": "python_full_version >= '3.7.0'",
             "version": "==4.14.2"
         },
+        "black": {
+            "hashes": [
+                "sha256:0a1d40348b6621cc20d3d7530a5b8d67e9714906dfd7346338249ad9c6cedf2b",
+                "sha256:0c0f7c461df55cf32929b002335883946a4893d759f2df343389c4396f3b6b37",
+                "sha256:1032639c90208c15711334d681de2e24821af0575573db2810b0763bcd62e0f0",
+                "sha256:35690a383f22dd3e468c85dc4b915217f87667ad9cce781d7b42678ce63c4170",
+                "sha256:43945853a31099c7c0ff8dface53b4de56c41294fa6783c0441a8b1d9bf668bc",
+                "sha256:51c65d7d60bb25429ea2bf0731c32b2a2442eb4bd3b2afcb47830f0b13e58bfd",
+                "sha256:5bd4a22a0b37401c8e492e994bce79e614f91b14d9ea911f44f36e262195fdda",
+                "sha256:6cb2d54a39e0ef021d6c5eef442e10fd71fcb491be6413d083a320ee768329dd",
+                "sha256:6cced12b747c4c76bc09b4db057c319d8545307266f41aaee665540bc0e04e96",
+                "sha256:7eebd4744dfe92ef1ee349dc532defbf012a88b087bb7ddd688ff59a447b080e",
+                "sha256:80e7486ad3535636657aa180ad32a7d67d7c273a80e12f1b4bfa0823d54e8fac",
+                "sha256:895571922a35434a9d8ca67ef926da6bc9ad464522a5fe0db99b394ef1c0675a",
+                "sha256:92285c37b93a1698dcbc34581867b480f1ba3a7b92acf1fe0467b04d7a4da0dc",
+                "sha256:936c4dd07669269f40b497440159a221ee435e3fddcf668e0c05244a9be71993",
+                "sha256:9815ccee1e55717fe9a4b924cae1646ef7f54e0f990da39a34fc7b264fcf80a2",
+                "sha256:9a323ac32f5dc75ce7470501b887250be5005a01602e931a15e45593f70f6e08",
+                "sha256:a3bb5ce32daa9ff0605d73b6f19da0b0e6c1f8f2d75594db539fdfed722f2b06",
+                "sha256:aa211411e94fdf86519996b7f5f05e71ba34835d8f0c0f03c00a26271da02664",
+                "sha256:ae263af2f496940438e5be1a0c1020e13b09154f3af4df0835ea7f9fe7bfa409",
+                "sha256:cb4f4b65d717062191bdec8e4a442539a8ea065e6af1c4f4d36f0cdb5f71e170",
+                "sha256:d81a44cbc7e4f73a9d6ae449ec2317ad81512d1e7dce7d57f6333fd6259737bc",
+                "sha256:dae49ef7369c6caa1a1833fd5efb7c3024bb7e4499bf64833f65ad27791b1545",
+                "sha256:e3f562da087791e96cefcd9dda058380a442ab322a02e222add53736451f604b",
+                "sha256:ec311e22458eec32a807f029b2646f661e6859c3f61bc6d9ffb67958779f392e",
+                "sha256:f42c0ea7f59994490f4dccd64e6b2dd49ac57c7c84f38b8faab50f8759db245c",
+                "sha256:f9786c24d8e9bd5f20dc7a7f0cdd742644656987f6ea6947629306f937726c03"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9'",
+            "version": "==25.11.0"
+        },
         "bleach": {
             "extras": [
                 "css"
             ],
             "hashes": [
-                "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e",
-                "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"
+                "sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22",
+                "sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6"
             ],
-            "markers": "python_version >= '3.9'",
-            "version": "==6.2.0"
+            "markers": "python_version >= '3.10'",
+            "version": "==6.3.0"
         },
         "cachetools": {
             "hashes": [
@@ -133,11 +166,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de",
-                "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43"
+                "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b",
+                "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2025.10.5"
+            "version": "==2025.11.12"
         },
         "cffi": {
             "hashes": [
@@ -348,6 +381,23 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.4.4"
         },
+        "click": {
+            "hashes": [
+                "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a",
+                "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"
+            ],
+            "markers": "python_version >= '3.10'",
+            "version": "==8.3.1"
+        },
+        "colorama": {
+            "hashes": [
+                "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44",
+                "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
+            ],
+            "index": "pypi",
+            "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": "==0.4.6"
+        },
         "comm": {
             "hashes": [
                 "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971",
@@ -698,28 +748,28 @@
         },
         "internetarchive": {
             "hashes": [
-                "sha256:1a4de65ceada60e4a86a26ce8dff150995d70e2e19f5e9ad9fed55654c298811",
-                "sha256:252332d838556a156131f8102e02e07f60424da489cc5f0e97c987f0a038a412"
+                "sha256:f35e545c4925e1fc5f37bd83e59b8b72f79645129d0a32772a6d25fb5252d92a",
+                "sha256:fcfcb729f4d7ffdad42aaed22247ac42e21fe2d99c122646870844cbbd981559"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==5.7.0"
+            "version": "==5.7.1"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:2d3fd7cdef22071c2abbad78f142b743228c5d59cd470d034871ae0ac359533c",
-                "sha256:87182a8305e28954b6721087dec45b171712610111d494c17bb607befa1c4000"
+                "sha256:58a3fc88533d5930c3546dc7eac66c6d288acde4f801e2001e65edc5dc9cf0db",
+                "sha256:763b5ec6c5b7776f6a8d7ce09b267693b4e5ce75cb50ae696aaefb3c85e1ea4c"
             ],
             "markers": "python_version >= '3.10'",
-            "version": "==7.0.1"
+            "version": "==7.1.0"
         },
         "ipython": {
             "hashes": [
-                "sha256:5603d6d5d356378be5043e69441a072b50a5b33b4503428c77b04cb8ce7bc731",
-                "sha256:5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196"
+                "sha256:5f6de88c905a566c6a9d6c400a8fed54a638e1f7543d17aae2551133216b1e4e",
+                "sha256:bce8ac85eb9521adc94e1845b4c03d88365fd6ac2f4908ec4ed1eb1b0a065f9f"
             ],
             "markers": "python_version >= '3.11'",
-            "version": "==9.6.0"
+            "version": "==9.7.0"
         },
         "ipython-pygments-lexers": {
             "hashes": [
@@ -846,12 +896,12 @@
         },
         "jupyterlab": {
             "hashes": [
-                "sha256:521c017508af4e1d6d9d8a9d90f47a11c61197ad63b2178342489de42540a615",
-                "sha256:65939ab4c8dcd0c42185c2d0d1a9d60b254dc8c46fc4fdb286b63c51e9358e07"
+                "sha256:88e157c75c1afff64c7dc4b801ec471450b922a4eae4305211ddd40da8201c8a",
+                "sha256:aec33d6d8f1225b495ee2cf20f0514f45e6df8e360bdd7ac9bace0b7ac5177ea"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==4.4.10"
+            "version": "==4.5.0"
         },
         "jupyterlab-pygments": {
             "hashes": [
@@ -978,11 +1028,11 @@
         },
         "lark": {
             "hashes": [
-                "sha256:80661f261fb2584a9828a097a2432efd575af27d20be0fd35d17f0fe37253831",
-                "sha256:9a3839d0ca5e1faf7cfa3460e420e859b66bcbde05b634e73c369c8244c5fa48"
+                "sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905",
+                "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.3.0"
+            "version": "==1.3.1"
         },
         "markupsafe": {
             "hashes": [
@@ -1157,6 +1207,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.1.4"
         },
+        "mypy-extensions": {
+            "hashes": [
+                "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505",
+                "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.1.0"
+        },
         "narwhals": {
             "hashes": [
                 "sha256:c59f7de4763004ae81691ce16df71b4e55aead0ead7ccde8c8f2ef8c9559c765",
@@ -1294,6 +1352,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.3.1"
         },
+        "overrides": {
+            "hashes": [
+                "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a",
+                "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==7.7.0"
+        },
         "packaging": {
             "hashes": [
                 "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484",
@@ -1380,13 +1446,13 @@
             "markers": "python_version >= '3.6'",
             "version": "==0.8.5"
         },
-        "pexpect": {
+        "pathspec": {
             "hashes": [
-                "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
-                "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"
+                "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08",
+                "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"
             ],
-            "markers": "sys_platform != 'win32' and sys_platform != 'emscripten'",
-            "version": "==4.9.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.12.1"
         },
         "pillow": {
             "hashes": [
@@ -1545,25 +1611,28 @@
         },
         "psutil": {
             "hashes": [
-                "sha256:092b6350145007389c1cfe5716050f02030a05219d90057ea867d18fe8d372fc",
-                "sha256:146a704f224fb2ded2be3da5ac67fc32b9ea90c45b51676f9114a6ac45616967",
-                "sha256:295c4025b5cd880f7445e4379e6826f7307e3d488947bf9834e865e7847dc5f7",
-                "sha256:2a95104eae85d088891716db676f780c1404fc15d47fde48a46a5d61e8f5ad2c",
-                "sha256:5457cf741ca13da54624126cd5d333871b454ab133999a9a103fb097a7d7d21a",
-                "sha256:8fa59d7b1f01f0337f12cd10dbd76e4312a4d3c730a4fedcbdd4e5447a8b8460",
-                "sha256:92ebc58030fb054fa0f26c3206ef01c31c29d67aee1367e3483c16665c25c8d2",
-                "sha256:98629cd8567acefcc45afe2f4ba1e9290f579eacf490a917967decce4b74ee9b",
-                "sha256:9b4f17c5f65e44f69bd3a3406071a47b79df45cf2236d1f717970afcb526bcd3"
+                "sha256:0005da714eee687b4b8decd3d6cc7c6db36215c9e74e5ad2264b90c3df7d92dc",
+                "sha256:1068c303be3a72f8e18e412c5b2a8f6d31750fb152f9cb106b54090296c9d251",
+                "sha256:18349c5c24b06ac5612c0428ec2a0331c26443d259e2a0144a9b24b4395b58fa",
+                "sha256:19644c85dcb987e35eeeaefdc3915d059dac7bd1167cdcdbf27e0ce2df0c08c0",
+                "sha256:2bdbcd0e58ca14996a42adf3621a6244f1bb2e2e528886959c72cf1e326677ab",
+                "sha256:31d77fcedb7529f27bb3a0472bea9334349f9a04160e8e6e5020f22c59893264",
+                "sha256:3792983e23b69843aea49c8f5b8f115572c5ab64c153bada5270086a2123c7e7",
+                "sha256:3bb428f9f05c1225a558f53e30ccbad9930b11c3fc206836242de1091d3e7dd3",
+                "sha256:56d974e02ca2c8eb4812c3f76c30e28836fffc311d55d979f1465c1feeb2b68b",
+                "sha256:6c86281738d77335af7aec228328e944b30930899ea760ecf33a4dba66be5e74",
+                "sha256:8f33a3702e167783a9213db10ad29650ebf383946e91bc77f28a5eb083496bc9",
+                "sha256:95ef04cf2e5ba0ab9eaafc4a11eaae91b44f4ef5541acd2ee91d9108d00d59a7",
+                "sha256:ad81425efc5e75da3f39b3e636293360ad8d0b49bed7df824c79764fb4ba9b8b",
+                "sha256:b403da1df4d6d43973dc004d19cee3b848e998ae3154cc8097d139b77156c353",
+                "sha256:bc31fa00f1fbc3c3802141eede66f3a2d51d89716a194bf2cd6fc68310a19880",
+                "sha256:bd0d69cee829226a761e92f28140bec9a5ee9d5b4fb4b0cc589068dbfff559b1",
+                "sha256:c525ffa774fe4496282fb0b1187725793de3e7c6b29e41562733cae9ada151ee",
+                "sha256:f39c2c19fe824b47484b96f9692932248a54c43799a84282cfe58d05a6449efd",
+                "sha256:fac9cd332c67f4422504297889da5ab7e05fd11e3c4392140f7370f4208ded1f"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==7.1.1"
-        },
-        "ptyprocess": {
-            "hashes": [
-                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
-                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
-            ],
-            "version": "==0.7.0"
+            "version": "==7.1.3"
         },
         "pure-eval": {
             "hashes": [
@@ -1694,6 +1763,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.0.0"
         },
+        "pytokens": {
+            "hashes": [
+                "sha256:2f932b14ed08de5fcf0b391ace2642f858f1394c0857202959000b68ed7a458a",
+                "sha256:95b2b5eaf832e469d141a378872480ede3f251a5a5041b8ec6e581d3ac71bbf3"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.3.0"
+        },
         "pytz": {
             "hashes": [
                 "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3",
@@ -1701,6 +1778,21 @@
             ],
             "version": "==2025.2"
         },
+        "pywinpty": {
+            "hashes": [
+                "sha256:1505cc4cb248af42cb6285a65c9c2086ee9e7e574078ee60933d5d7fa86fb004",
+                "sha256:18f78b81e4cfee6aabe7ea8688441d30247b73e52cd9657138015c5f4ee13a51",
+                "sha256:28297cecc37bee9f24d8889e47231972d6e9e84f7b668909de54f36ca785029a",
+                "sha256:327790d70e4c841ebd9d0f295a780177149aeb405bca44c7115a3de5c2054b23",
+                "sha256:34b55ae9a1b671fe3eae071d86618110538e8eaad18fcb1531c0830b91a82767",
+                "sha256:3962daf801bc38dd4de872108c424b5338c9a46c6efca5761854cd66370a9022",
+                "sha256:65db57fd3387d71e8372b6a54269cbcd0f6dfa6d4616a29e0af749ec19f5c558",
+                "sha256:663383ecfab7fc382cc97ea5c4f7f0bb32c2f889259855df6ea34e5df42d305b",
+                "sha256:99fdd9b455f0ad6419aba6731a7a0d2f88ced83c3c94a80ff9533d95fa8d8a9e"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==3.0.2"
+        },
         "pyyaml": {
             "hashes": [
                 "sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c",
@@ -1938,124 +2030,124 @@
         },
         "rpds-py": {
             "hashes": [
-                "sha256:03065002fd2e287725d95fbc69688e0c6daf6c6314ba38bdbaa3895418e09296",
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+                "sha256:7971bdb7bf4ee0f7e6f67fa4c7fbc6019d9850cc977d126904392d363f6f8318",
+                "sha256:799156ef1f3529ed82c36eb012b5d7a4cf4b6ef556dd7cc192148991d07206ae",
+                "sha256:7cdc0490374e31cedefefaa1520d5fe38e82fde8748cbc926e7284574c714d6b",
+                "sha256:7d9128ec9d8cecda6f044001fde4fb71ea7c24325336612ef8179091eb9596b9",
+                "sha256:7f437026dbbc3f08c99cc41a5b2570c6e1a1ddbe48ab19a9b814254128d4ea7a",
+                "sha256:80fdf53d36e6c72819993e35d1ebeeb8e8fc688d0c6c2b391b55e335b3afba5a",
+                "sha256:8238d1d310283e87376c12f658b61e1ee23a14c0e54c7c0ce953efdbdc72deed",
+                "sha256:89ca2e673ddd5bde9b386da9a0aac0cab0e76f40c8f0aaf0d6311b6bbf2aa311",
+                "sha256:8ae33ad9ce580c7a47452c3b3f7d8a9095ef6208e0a0c7e4e2384f9fc5bf8212",
+                "sha256:8c5a8ecaa44ce2d8d9d20a68a2483a74c07f05d72e94a4dff88906c8807e77b0",
+                "sha256:8e5bb73ffc029820f4348e9b66b3027493ae00bca6629129cd433fd7a76308ee",
+                "sha256:90f30d15f45048448b8da21c41703b31c61119c06c216a1bf8c245812a0f0c17",
+                "sha256:923248a56dd8d158389a28934f6f69ebf89f218ef96a6b216a9be6861804d3f4",
+                "sha256:9459a33f077130dbb2c7c3cea72ee9932271fb3126404ba2a2661e4fe9eb7b79",
+                "sha256:97c817863ffc397f1e6a6e9d2d89fe5408c0a9922dac0329672fb0f35c867ea5",
+                "sha256:9b9c764a11fd637e0322a488560533112837f5334ffeb48b1be20f6d98a7b437",
+                "sha256:9ba8028597e824854f0f1733d8b964e914ae3003b22a10c2c664cb6927e0feb9",
+                "sha256:9efe71687d6427737a0a2de9ca1c0a216510e6cd08925c44162be23ed7bed2d5",
+                "sha256:9f84c549746a5be3bc7415830747a3a0312573afc9f95785eb35228bb17742ec",
+                "sha256:a0891cfd8db43e085c0ab93ab7e9b0c8fee84780d436d3b266b113e51e79f954",
+                "sha256:a110e14508fd26fd2e472bb541f37c209409876ba601cf57e739e87d8a53cf95",
+                "sha256:a5d9da3ff5af1ca1249b1adb8ef0573b94c76e6ae880ba1852f033bf429d4588",
+                "sha256:a738f2da2f565989401bd6fd0b15990a4d1523c6d7fe83f300b7e7d17212feca",
+                "sha256:acd82a9e39082dc5f4492d15a6b6c8599aa21db5c35aaf7d6889aea16502c07d",
+                "sha256:ad7bd570be92695d89285a4b373006930715b78d96449f686af422debb4d3949",
+                "sha256:b016eddf00dca7944721bf0cd85b6af7f6c4efaf83ee0b37c4133bd39757a8c7",
+                "sha256:b1581fcde18fcdf42ea2403a16a6b646f8eb1e58d7f90a0ce693da441f76942e",
+                "sha256:b58f5c77f1af888b5fd1876c9a0d9858f6f88a39c9dd7c073a88e57e577da66d",
+                "sha256:b5f6134faf54b3cb83375db0f113506f8b7770785be1f95a631e7e2892101977",
+                "sha256:b9cf2359a4fca87cfb6801fae83a76aedf66ee1254a7a151f1341632acf67f1b",
+                "sha256:ba5e1aeaf8dd6d8f6caba1f5539cddda87d511331714b7b5fc908b6cfc3636b7",
+                "sha256:bb78b3a0d31ac1bde132c67015a809948db751cb4e92cdb3f0b242e430b6ed0d",
+                "sha256:bdb67151ea81fcf02d8f494703fb728d4d34d24556cbff5f417d74f6f5792e7c",
+                "sha256:c07d107b7316088f1ac0177a7661ca0c6670d443f6fe72e836069025e6266761",
+                "sha256:c4695dd224212f6105db7ea62197144230b808d6b2bba52238906a2762f1d1e7",
+                "sha256:c5523b0009e7c3c1263471b69d8da1c7d41b3ecb4cb62ef72be206b92040a950",
+                "sha256:c661132ab2fb4eeede2ef69670fd60da5235209874d001a98f1542f31f2a8a94",
+                "sha256:d37812c3da8e06f2bb35b3cf10e4a7b68e776a706c13058997238762b4e07f4f",
+                "sha256:d456e64724a075441e4ed648d7f154dc62e9aabff29bcdf723d0c00e9e1d352f",
+                "sha256:d472cf73efe5726a067dce63eebe8215b14beabea7c12606fd9994267b3cfe2b",
+                "sha256:d583d4403bcbf10cffc3ab5cee23d7643fcc960dff85973fd3c2d6c86e8dbb0c",
+                "sha256:de73e40ebc04dd5d9556f50180395322193a78ec247e637e741c1b954810f295",
+                "sha256:def48ff59f181130f1a2cb7c517d16328efac3ec03951cca40c1dc2049747e83",
+                "sha256:e6596b93c010d386ae46c9fba9bfc9fc5965fa8228edeac51576299182c2e31c",
+                "sha256:e71136fd0612556b35c575dc2726ae04a1669e6a6c378f2240312cf5d1a2ab10",
+                "sha256:e7fa2ccc312bbd91e43aa5e0869e46bc03278a3dddb8d58833150a18b0f0283a",
+                "sha256:ea7173df5d86f625f8dde6d5929629ad811ed8decda3b60ae603903839ac9ac0",
+                "sha256:f3b1b87a237cb2dba4db18bcfaaa44ba4cd5936b91121b62292ff21df577fc43",
+                "sha256:f475f103488312e9bd4000bc890a95955a07b2d0b6e8884aef4be56132adbbf1",
+                "sha256:f49196aec7c4b406495f60e6f947ad71f317a765f956d74bbd83996b9edc0352",
+                "sha256:f49d41559cebd608042fdcf54ba597a4a7555b49ad5c1c0c03e0af82692661cd",
+                "sha256:f7728653900035fb7b8d06e1e5900545d8088efc9d5d4545782da7df03ec803f",
+                "sha256:f9f436aee28d13b9ad2c764fc273e0457e37c2e61529a07b928346b219fcde3b",
+                "sha256:fc31a07ed352e5462d3ee1b22e89285f4ce97d5266f6d1169da1142e78045626",
+                "sha256:fc935f6b20b0c9f919a8ff024739174522abd331978f750a74bb68abd117bd19",
+                "sha256:fcae1770b401167f8b9e1e3f566562e6966ffa9ce63639916248a9e25fa8a244",
+                "sha256:fd7951c964069039acc9d67a8ff1f0a7f34845ae180ca542b17dc1456b1f1808",
+                "sha256:fe55fe686908f50154d1dc599232016e50c243b438c3b7432f24e2895b0e5359"
             ],
             "markers": "python_version >= '3.10'",
-            "version": "==0.28.0"
+            "version": "==0.29.0"
         },
         "rsa": {
             "hashes": [
@@ -2236,11 +2328,11 @@
         },
         "webcolors": {
             "hashes": [
-                "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9",
-                "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"
+                "sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d",
+                "sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf"
             ],
-            "markers": "python_version >= '3.9'",
-            "version": "==24.11.1"
+            "markers": "python_version >= '3.10'",
+            "version": "==25.10.0"
         },
         "webencodings": {
             "hashes": [
@@ -2380,11 +2472,11 @@
         },
         "cfgv": {
             "hashes": [
-                "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9",
-                "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"
+                "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0",
+                "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.4.0"
+            "markers": "python_version >= '3.10'",
+            "version": "==3.5.0"
         },
         "click": {
             "hashes": [
@@ -2531,14 +2623,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
-        "pexpect": {
-            "hashes": [
-                "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523",
-                "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"
-            ],
-            "markers": "sys_platform != 'win32' and sys_platform != 'emscripten'",
-            "version": "==4.9.0"
-        },
         "platformdirs": {
             "hashes": [
                 "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312",
@@ -2549,12 +2633,12 @@
         },
         "pre-commit": {
             "hashes": [
-                "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8",
-                "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16"
+                "sha256:25e2ce09595174d9c97860a95609f9f852c0614ba602de3561e267547f2335e1",
+                "sha256:dc5a065e932b19fc1d4c653c6939068fe54325af8e741e74e88db4d28a4dd66b"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.9'",
-            "version": "==4.3.0"
+            "markers": "python_version >= '3.10'",
+            "version": "==4.5.0"
         },
         "prompt-toolkit": {
             "hashes": [
@@ -2564,13 +2648,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.0.52"
         },
-        "ptyprocess": {
-            "hashes": [
-                "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35",
-                "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"
-            ],
-            "version": "==0.7.0"
-        },
         "pure-eval": {
             "hashes": [
                 "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0",
@@ -2687,7 +2764,6 @@
                 "sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926",
                 "sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0"
             ],
-            "index": "pypi",
             "markers": "python_version >= '3.8'",
             "version": "==6.0.3"
         },
@@ -2716,11 +2792,11 @@
         },
         "virtualenv": {
             "hashes": [
-                "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44",
-                "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a"
+                "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c",
+                "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.35.3"
+            "version": "==20.35.4"
         },
         "wcwidth": {
             "hashes": [
diff --git a/data/2025Q4/1-fetch/gitlab_1_count.csv b/data/2025Q4/1-fetch/gitlab_1_count.csv
new file mode 100644
index 00000000..15440f4c
--- /dev/null
+++ b/data/2025Q4/1-fetch/gitlab_1_count.csv
@@ -0,0 +1,8 @@
+"TOOL_IDENTIFIER","SPDX_IDENTIFIER","COUNT"
+"BSD Zero Clause License","0BSD","0"
+"CC0 1.0","CC0-1.0","0"
+"CC BY 4.0","CC-by-4.0","0"
+"CC BY-SA 4.0","CC-by-SA-4.0","0"
+"MIT No Attribution","MIT-0","0"
+"Unlicense","Unlicense","0"
+"Total public repositories","N/A","1000"
diff --git a/scripts/1-fetch/gitlab_fetch.py b/scripts/1-fetch/gitlab_fetch.py
new file mode 100644
index 00000000..e07484b2
--- /dev/null
+++ b/scripts/1-fetch/gitlab_fetch.py
@@ -0,0 +1,191 @@
+# Standard library
+import argparse
+import csv
+import os
+import sys
+import textwrap
+import traceback
+
+# Third-party
+from pygments import highlight
+from pygments.formatters import TerminalFormatter
+from pygments.lexers import PythonTracebackLexer
+
+# First-party/Local
+import shared
+
+sys.path.append(os.path.join(os.path.dirname(__file__), ".."))
+
+LOGGER, PATHS = shared.setup(__file__)
+
+# Gitlab constants
+FILE1_COUNT = os.path.join(PATHS["data_phase"], "gitlab_1_count.csv")
+GL_TOKEN = os.getenv("GL_TOKEN")
+
+GITLAB_TOOLS = [
+    {"TOOL_IDENTIFIER": "BSD Zero Clause License", "SPDX_IDENTIFIER": "0BSD"},
+    {"TOOL_IDENTIFIER": "CC0 1.0", "SPDX_IDENTIFIER": "CC0-1.0"},
+    {"TOOL_IDENTIFIER": "CC BY 4.0", "SPDX_IDENTIFIER": "CC-by-4.0"},
+    {"TOOL_IDENTIFIER": "CC BY-SA 4.0", "SPDX_IDENTIFIER": "CC-by-SA-4.0"},
+    {"TOOL_IDENTIFIER": "MIT No Attribution", "SPDX_IDENTIFIER": "MIT-0"},
+    {"TOOL_IDENTIFIER": "Unlicense", "SPDX_IDENTIFIER": "Unlicense"},
+    {"TOOL_IDENTIFIER": "Total public repositories", "SPDX_IDENTIFIER": "N/A"},
+]
+HEADER1_COUNT = ["TOOL_IDENTIFIER", "SPDX_IDENTIFIER", "COUNT"]
+QUARTER = os.path.basename(PATHS["data_quarter"])
+
+GITLAB_API_BASE = "https://gitlab.com/api/v4"
+
+
+def parse_arguments():
+    LOGGER.info("Parsing command-line options")
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument(
+        "--enable-save",
+        action="store_true",
+        help="Enable saving results",
+    )
+    parser.add_argument(
+        "--enable-git",
+        action="store_true",
+        help="Enable git actions (fetch, merge, add, commit, and push)",
+    )
+    args = parser.parse_args()
+    if not args.enable_save and args.enable_git:
+        parser.error("--enable-git requires --enable-save")
+    return args
+
+
+def check_for_completion():
+    try:
+        with open(FILE1_COUNT, "r", newline="") as file_obj:
+            reader = csv.DictReader(file_obj, dialect="unix")
+            if len(list(reader)) == len(GITLAB_TOOLS):
+                raise shared.QuantityingException(
+                    f"Data fetch completed for {QUARTER}", 0
+                )
+    except FileNotFoundError:
+        pass
+
+
+def write_data(args, tool_data):
+    if not args.enable_save:
+        return args
+    os.makedirs(PATHS["data_phase"], exist_ok=True)
+
+    if len(tool_data) < len(GITLAB_TOOLS):
+        LOGGER.error("Unable to fetch all records. Aborting.")
+        return args
+    with open(FILE1_COUNT, "w", encoding="utf-8", newline="\n") as file_obj:
+        writer = csv.DictWriter(
+            file_obj, fieldnames=HEADER1_COUNT, dialect="unix"
+        )
+        writer.writeheader()
+        for row in tool_data:
+            writer.writerow(row)
+    return args
+
+
+def get_all_public_projects(session):
+    """Fetch ALL public GitLab projects with pagination."""
+    page = 1
+    per_page = 100
+    all_projects = []
+
+    MAX_PAGES = 10
+    while page <= MAX_PAGES:
+        url = (
+            f"{GITLAB_API_BASE}/projects"
+            f"?visibility=public&simple=true"
+            f"&per_page={per_page}&page={page}"
+        )
+        LOGGER.info(f"Fetching page {page} ...")
+        response = session.get(url, timeout=15)
+        response.raise_for_status()
+        data = response.json()
+        if not data:
+            break
+        all_projects.extend(data)
+        if len(data) < per_page:
+            break
+        page += 1
+    return all_projects
+
+
+def query_gitlab(args, session):
+    all_projects = get_all_public_projects(session)
+    tool_data = []
+    for tool in GITLAB_TOOLS:
+        tool_identifier = tool["TOOL_IDENTIFIER"]
+        spdx_identifier = tool["SPDX_IDENTIFIER"]
+        LOGGER.info(f"Query: tool: {tool_identifier}, spdx:{spdx_identifier}")
+
+        if tool_identifier == "Total public repositories":
+            count = len(all_projects)
+        else:
+            count = sum(
+                1
+                for p in all_projects
+                if p.get("license")
+                and p["license"].get("spdx_id", "").lower()
+                == spdx_identifier.lower()
+            )
+        tool_data.append(
+            {
+                "TOOL_IDENTIFIER": tool_identifier,
+                "SPDX_IDENTIFIER": spdx_identifier,
+                "COUNT": count,
+            }
+        )
+        LOGGER.info(f"count:{count}")
+    return tool_data
+
+
+def main():
+    args = parse_arguments()
+    shared.paths_log(LOGGER, PATHS)
+    check_for_completion()
+
+    session = shared.get_session(
+        accept_header="application/json",
+    )
+    if GL_TOKEN:
+        session.headers.update({"authorization": f"Bearer {GL_TOKEN}"})
+    tool_data = query_gitlab(args, session)
+    args = write_data(args, tool_data)
+    args = shared.git_add_and_commit(
+        args,
+        PATHS["repo"],
+        PATHS["data_phase"],
+        f"Add and commit new GitLab data for {QUARTER}",
+    )
+    shared.git_push_changes(args, 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:
+        if e.code != 0:
+            LOGGER.error(f"System exit with code: {e.code}")
+        sys.exit(130)
+    except KeyboardInterrupt:
+        LOGGER.info("(130) Halted via KeyboardInterrupt.")
+        sys.exit(130)
+    except Exception:
+        traceback_formatted = textwrap.indent(
+            highlight(
+                traceback.format_exc(),
+                PythonTracebackLexer(),
+                TerminalFormatter(),
+            ),
+            "    ",
+        )
+        LOGGER.critical(f"(1) Unhandled exception:\n{traceback_formatted}")
+        sys.exit(1)