diff --git a/notebooks/Pipfile.lock b/notebooks/Pipfile.lock
index 1b6850d..c5795eb 100644
--- a/notebooks/Pipfile.lock
+++ b/notebooks/Pipfile.lock
@@ -18,11 +18,11 @@
     "default": {
         "anyio": {
             "hashes": [
-                "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee",
-                "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"
+                "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94",
+                "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.2.0"
+            "version": "==4.4.0"
         },
         "argon2-cffi": {
             "hashes": [
@@ -84,19 +84,19 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
-                "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
+                "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346",
+                "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==23.2.0"
+            "version": "==24.2.0"
         },
         "babel": {
             "hashes": [
-                "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363",
-                "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"
+                "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b",
+                "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.14.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.16.0"
         },
         "backcall": {
             "hashes": [
@@ -126,67 +126,81 @@
                 "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b",
                 "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"
             ],
-            "index": "pypi",
             "markers": "python_version >= '3.6'",
             "version": "==2024.7.4"
         },
         "cffi": {
             "hashes": [
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             "markers": "python_version >= '3.8'",
-            "version": "==1.16.0"
+            "version": "==1.17.0"
         },
         "charset-normalizer": {
             "hashes": [
@@ -286,35 +300,39 @@
         },
         "comm": {
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             "markers": "python_version >= '3.8'",
-            "version": "==0.2.1"
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         "debugpy": {
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@@ -342,11 +360,11 @@
         },
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@@ -358,10 +376,10 @@
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@@ -370,37 +388,61 @@
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@@ -445,34 +487,34 @@
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@@ -493,11 +535,11 @@
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@@ -509,51 +551,52 @@
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@@ -565,11 +608,11 @@
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@@ -647,11 +690,11 @@
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@@ -663,35 +706,35 @@
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@@ -704,11 +747,11 @@
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@@ -746,19 +789,19 @@
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@@ -804,11 +847,11 @@
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@@ -835,35 +878,50 @@
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@@ -1350,33 +1437,32 @@
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-                "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"
+                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
+                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.7.0"
+            "version": "==1.8.0"
         },
         "widgetsnbextension": {
             "hashes": [
@@ -1433,12 +1518,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:2828e64edb5386ea6a52e7ba7cdb17bb30a73a858f5eb6eb93d8d36f5ea26091",
-                "sha256:35427f6d5594f4acf82d25541438348c26736fa9b3afa2754bcd63cdb99d8e8f"
+                "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064",
+                "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"
             ],
-            "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==3.19.1"
+            "version": "==3.20.1"
         }
     },
     "develop": {}