diff --git a/coursemapper-kg/preprocess/Pipfile.lock b/coursemapper-kg/preprocess/Pipfile.lock
index 6128b89ec..f3c431590 100644
--- a/coursemapper-kg/preprocess/Pipfile.lock
+++ b/coursemapper-kg/preprocess/Pipfile.lock
@@ -16,13 +16,29 @@
         ]
     },
     "default": {
+        "annotated-doc": {
+            "hashes": [
+                "sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101",
+                "sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb"
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+            "markers": "python_version >= '3.9'",
+            "version": "==0.0.5"
+        },
+        "anyio": {
+            "hashes": [
+                "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101",
+                "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94"
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+            "markers": "python_version >= '3.10'",
+            "version": "==4.15.1"
+        },
         "certifi": {
             "hashes": [
-                "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8",
-                "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"
+                "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775",
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-            "markers": "python_version >= '3.6'",
-            "version": "==2024.8.30"
+            "markers": "python_version >= '3.7'",
+            "version": "==2026.7.22"
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         "charset-normalizer": {
             "hashes": [
@@ -120,21 +136,124 @@
             "markers": "python_full_version >= '3.7.0'",
             "version": "==3.3.2"
         },
-        "filelock": {
+        "click": {
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-            "version": "==3.13.1"
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+            "version": "==1.8.3"
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+                "cublas",
+                "cudart",
+                "cufft",
+                "cufile",
+                "cupti",
+                "curand",
+                "cusolver",
+                "cusparse",
+                "nvjitlink",
+                "nvrtc",
+                "nvtx"
+            ],
+            "hashes": [
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             "markers": "python_version >= '3.8'",
-            "version": "==2024.3.1"
+            "version": "==1.6.0"
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         "html2text": {
             "hashes": [
@@ -144,104 +263,226 @@
             "markers": "python_version >= '3.8'",
             "version": "==2024.2.26"
         },
+        "httpcore": {
+            "hashes": [
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             "hashes": [
@@ -250,71 +491,108 @@
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@@ -324,6 +602,15 @@
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@@ -332,6 +619,15 @@
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@@ -340,6 +636,15 @@
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@@ -355,6 +660,24 @@
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@@ -363,6 +686,23 @@
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+                "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1"
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+            "markers": "python_version >= '3'",
+            "version": "==1.15.1.6"
+        },
+        "nvidia-curand": {
+            "hashes": [
+                "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a",
+                "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc",
+                "sha256:65b1710aa6961d326b411e314b374290904c5ddf41dc3f766ebc3f1d7d4ca69f"
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+            "markers": "python_version >= '3'",
+            "version": "==10.4.0.35"
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         "nvidia-curand-cu12": {
             "hashes": [
                 "sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a",
@@ -371,6 +711,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==10.3.2.106"
         },
+        "nvidia-cusolver": {
+            "hashes": [
+                "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2",
+                "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112",
+                "sha256:16515bd33a8e76bb54d024cfa068fa68d30e80fc34b9e1090813ea9362e0cb65"
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+            "markers": "python_version >= '3'",
+            "version": "==12.0.4.66"
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         "nvidia-cusolver-cu12": {
             "hashes": [
                 "sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5",
@@ -379,6 +728,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==11.4.5.107"
         },
+        "nvidia-cusparse": {
+            "hashes": [
+                "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b",
+                "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c",
+                "sha256:cbcf42feb737bd7ec15b4c0a63e62351886bd3f975027b8815d7f720a2b5ea79"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.6.3.3"
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         "nvidia-cusparse-cu12": {
             "hashes": [
                 "sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a",
@@ -387,6 +745,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==12.1.0.106"
         },
+        "nvidia-cusparselt-cu13": {
+            "hashes": [
+                "sha256:4dca476c50bf4780d46cd0bfbd82e2bc10a08e4fef7950917ce8d7578d22a23f",
+                "sha256:786ce87568c303fadb5afcc7102d454cd3040d75f6f8626f5db460d1871f4dd0",
+                "sha256:dccbd362f91a7b9024d1f55ee9f548ac065027ff15d8c8b0db889ab3a8f31215"
+            ],
+            "markers": "platform_system == 'Linux'",
+            "version": "==0.8.1"
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         "nvidia-nccl-cu12": {
             "hashes": [
                 "sha256:a9734707a2c96443331c1e48c717024aa6678a0e2a4cb66b2c364d18cee6b48d"
@@ -394,6 +761,24 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==2.19.3"
         },
+        "nvidia-nccl-cu13": {
+            "hashes": [
+                "sha256:ca786ffa5a647c75d4d1f5cc72a6c4f537947e2ba8823d7c8aaf768e7a7b9f77",
+                "sha256:cefa7fdb9710efd0f39c5f1be1d61ff6fc9a996c451265bd7fbdcf9455ed4b50"
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+            "markers": "python_version >= '3'",
+            "version": "==2.30.7"
+        },
+        "nvidia-nvjitlink": {
+            "hashes": [
+                "sha256:25f74fad0d654271c921ac4dca614bd6258bc21791242fc7b2289dad7ae9c099",
+                "sha256:9e4a7ff4f0cafa8c624917055b863dc11f5c2912ead23c462889e166f3b0e57d",
+                "sha256:b286f3a4f227a9363efdec263c7b91788cef1478d2b8a5fa8bab7f3e82ff82fd",
+                "sha256:e0391f24ed94ec879b84e3da4d4ec320c879aff681f2c7a638462f7199284323"
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+            "markers": "python_version >= '3'",
+            "version": "==13.4.92"
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         "nvidia-nvjitlink-cu12": {
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                 "sha256:75d6498c96d9adb9435f2bbdbddb479805ddfb97b5c1b32395c694185c20ca57",
@@ -403,6 +788,23 @@
             "markers": "python_version >= '3'",
             "version": "==12.4.99"
         },
+        "nvidia-nvshmem-cu13": {
+            "hashes": [
+                "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80",
+                "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9"
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+            "markers": "python_version >= '3'",
+            "version": "==3.4.5"
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+        "nvidia-nvtx": {
+            "hashes": [
+                "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4",
+                "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6",
+                "sha256:d66ea44254dd3c6eacc300047af6e1288d2269dd072b417e0adffbf479e18519"
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+            "markers": "python_version >= '3'",
+            "version": "==13.0.85"
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                 "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82",
@@ -413,11 +815,11 @@
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-            "markers": "python_version >= '3.7'",
-            "version": "==24.0"
+            "markers": "python_version >= '3.9'",
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         "pandas": {
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@@ -612,6 +1014,14 @@
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+        "pygments": {
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@@ -994,203 +1443,122 @@
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