diff --git a/flowdb/Pipfile b/flowdb/Pipfile
index 9f106e8682..daf19b1660 100644
--- a/flowdb/Pipfile
+++ b/flowdb/Pipfile
@@ -7,7 +7,7 @@ name = "pypi"
 psutil = "*"
 
 [dev-packages]
-black = {extras = ["jupyter"],version = "==25.1.0"}
+black = {extras = ["jupyter"],version = "==25.11.0"}
 
 [requires]
 python_version = "3.9"
diff --git a/flowdb/Pipfile.lock b/flowdb/Pipfile.lock
index b18e05837e..e76a993f59 100644
--- a/flowdb/Pipfile.lock
+++ b/flowdb/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2980dd70373c08963b50d5cfcddc6e2d3e721e181a92aa41da4502c4da2e07e8"
+            "sha256": "2f502f3f1d1a8e5cc1d9f4be2a49ed3e58318fd781d0616a1e12f99858a441ff"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -47,31 +47,35 @@
                 "jupyter"
             ],
             "hashes": [
-                "sha256:030b9759066a4ee5e5aca28c3c77f9c64789cdd4de8ac1df642c40b708be6171",
-                "sha256:055e59b198df7ac0b7efca5ad7ff2516bca343276c466be72eb04a3bcc1f82d7",
-                "sha256:0e519ecf93120f34243e6b0054db49c00a35f84f195d5bce7e9f5cfc578fc2da",
-                "sha256:172b1dbff09f86ce6f4eb8edf9dede08b1fce58ba194c87d7a4f1a5aa2f5b3c2",
-                "sha256:1e2978f6df243b155ef5fa7e558a43037c3079093ed5d10fd84c43900f2d8ecc",
-                "sha256:33496d5cd1222ad73391352b4ae8da15253c5de89b93a80b3e2c8d9a19ec2666",
-                "sha256:3b48735872ec535027d979e8dcb20bf4f70b5ac75a8ea99f127c106a7d7aba9f",
-                "sha256:4b60580e829091e6f9238c848ea6750efed72140b91b048770b64e74fe04908b",
-                "sha256:759e7ec1e050a15f89b770cefbf91ebee8917aac5c20483bc2d80a6c3a04df32",
-                "sha256:8f0b18a02996a836cc9c9c78e5babec10930862827b1b724ddfe98ccf2f2fe4f",
-                "sha256:95e8176dae143ba9097f351d174fdaf0ccd29efb414b362ae3fd72bf0f710717",
-                "sha256:96c1c7cd856bba8e20094e36e0f948718dc688dba4a9d78c3adde52b9e6c2299",
-                "sha256:a1ee0a0c330f7b5130ce0caed9936a904793576ef4d2b98c40835d6a65afa6a0",
-                "sha256:a22f402b410566e2d1c950708c77ebf5ebd5d0d88a6a2e87c86d9fb48afa0d18",
-                "sha256:a39337598244de4bae26475f77dda852ea00a93bd4c728e09eacd827ec929df0",
-                "sha256:afebb7098bfbc70037a053b91ae8437c3857482d3a690fefc03e9ff7aa9a5fd3",
-                "sha256:bacabb307dca5ebaf9c118d2d2f6903da0d62c9faa82bd21a33eecc319559355",
-                "sha256:bce2e264d59c91e52d8000d507eb20a9aca4a778731a08cfff7e5ac4a4bb7096",
-                "sha256:d9e6827d563a2c820772b32ce8a42828dc6790f095f441beef18f96aa6f8294e",
-                "sha256:db8ea9917d6f8fc62abd90d944920d95e73c83a5ee3383493e35d271aca872e9",
-                "sha256:ea0213189960bda9cf99be5b8c8ce66bb054af5e9e861249cd23471bd7b0b3ba",
-                "sha256:f3df5f1bf91d36002b0a75389ca8663510cf0531cca8aa5c1ef695b46d98655f"
+                "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"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==25.1.0"
+            "version": "==25.11.0"
         },
         "click": {
             "hashes": [
@@ -91,19 +95,19 @@
         },
         "exceptiongroup": {
             "hashes": [
-                "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b",
-                "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"
+                "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10",
+                "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.2.2"
+            "version": "==1.3.0"
         },
         "executing": {
             "hashes": [
-                "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa",
-                "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"
+                "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4",
+                "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.0"
+            "version": "==2.2.1"
         },
         "ipython": {
             "hashes": [
@@ -123,35 +127,35 @@
         },
         "matplotlib-inline": {
             "hashes": [
-                "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90",
-                "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"
+                "sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76",
+                "sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==0.1.7"
+            "markers": "python_version >= '3.9'",
+            "version": "==0.2.1"
         },
         "mypy-extensions": {
             "hashes": [
-                "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d",
-                "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"
+                "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505",
+                "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.1.0"
         },
         "packaging": {
             "hashes": [
-                "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759",
-                "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"
+                "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484",
+                "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==24.2"
+            "version": "==25.0"
         },
         "parso": {
             "hashes": [
-                "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18",
-                "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"
+                "sha256:034d7354a9a018bdce352f48b2a8a450f05e9d6ee85db84764e9b6bd96dafe5a",
+                "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==0.8.4"
+            "version": "==0.8.5"
         },
         "pathspec": {
             "hashes": [
@@ -171,19 +175,19 @@
         },
         "platformdirs": {
             "hashes": [
-                "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94",
-                "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"
+                "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85",
+                "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==4.3.7"
+            "version": "==4.4.0"
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab",
-                "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"
+                "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855",
+                "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955"
             ],
-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==3.0.50"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.0.52"
         },
         "ptyprocess": {
             "hashes": [
@@ -201,11 +205,19 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f",
-                "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"
+                "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887",
+                "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.19.1"
+            "version": "==2.19.2"
+        },
+        "pytokens": {
+            "hashes": [
+                "sha256:2f932b14ed08de5fcf0b391ace2642f858f1394c0857202959000b68ed7a458a",
+                "sha256:95b2b5eaf832e469d141a378872480ede3f251a5a5041b8ec6e581d3ac71bbf3"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.3.0"
         },
         "stack-data": {
             "hashes": [
@@ -216,49 +228,59 @@
         },
         "tokenize-rt": {
             "hashes": [
-                "sha256:d706141cdec4aa5f358945abe36b911b8cbdc844545da99e811250c0cee9b6fc",
-                "sha256:e8ee836616c0877ab7c7b54776d2fefcc3bde714449a206762425ae114b53c86"
+                "sha256:8439c042b330c553fdbe1758e4a05c0ed460dbbbb24a606f11f0dee75da4cad6",
+                "sha256:a152bf4f249c847a66497a4a95f63376ed68ac6abf092a2f7cfb29d044ecff44"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==6.1.0"
+            "version": "==6.2.0"
         },
         "tomli": {
             "hashes": [
-                "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6",
-                "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd",
-                "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c",
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-                "sha256:465af0e0875402f1d226519c9904f37254b3045fc5084697cefb9bdde1ff99ff",
-                "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea",
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-                "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249",
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-                "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a",
-                "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"
+                "sha256:00b5f5d95bbfc7d12f91ad8c593a1659b6387b43f054104cda404be6bda62456",
+                "sha256:0a154a9ae14bfcf5d8917a59b51ffd5a3ac1fd149b71b47a3a104ca4edcfa845",
+                "sha256:0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999",
+                "sha256:0eea8cc5c5e9f89c9b90c4896a8deefc74f518db5927d0e0e8d4a80953d774d0",
+                "sha256:1cb4ed918939151a03f33d4242ccd0aa5f11b3547d0cf30f7c74a408a5b99878",
+                "sha256:4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf",
+                "sha256:4c2ef0244c75aba9355561272009d934953817c49f47d768070c3c94355c2aa3",
+                "sha256:4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be",
+                "sha256:4f195fe57ecceac95a66a75ac24d9d5fbc98ef0962e09b2eddec5d39375aae52",
+                "sha256:5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b",
+                "sha256:5e01decd096b1530d97d5d85cb4dff4af2d8347bd35686654a004f8dea20fc67",
+                "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549",
+                "sha256:70a251f8d4ba2d9ac2542eecf008b3c8a9fc5c3f9f02c56a9d7952612be2fdba",
+                "sha256:73ee0b47d4dad1c5e996e3cd33b8a76a50167ae5f96a2607cbe8cc773506ab22",
+                "sha256:74bf8464ff93e413514fefd2be591c3b0b23231a77f901db1eb30d6f712fc42c",
+                "sha256:792262b94d5d0a466afb5bc63c7daa9d75520110971ee269152083270998316f",
+                "sha256:7b0882799624980785240ab732537fcfc372601015c00f7fc367c55308c186f6",
+                "sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba",
+                "sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45",
+                "sha256:8a35dd0e643bb2610f156cca8db95d213a90015c11fee76c946aa62b7ae7e02f",
+                "sha256:940d56ee0410fa17ee1f12b817b37a4d4e4dc4d27340863cc67236c74f582e77",
+                "sha256:97d5eec30149fd3294270e889b4234023f2c69747e555a27bd708828353ab606",
+                "sha256:a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441",
+                "sha256:a1f7f282fe248311650081faafa5f4732bdbfef5d45fe3f2e702fbc6f2d496e0",
+                "sha256:a4ea38c40145a357d513bffad0ed869f13c1773716cf71ccaa83b0fa0cc4e42f",
+                "sha256:a56212bdcce682e56b0aaf79e869ba5d15a6163f88d5451cbde388d48b13f530",
+                "sha256:ad805ea85eda330dbad64c7ea7a4556259665bdf9d2672f5dccc740eb9d3ca05",
+                "sha256:b273fcbd7fc64dc3600c098e39136522650c49bca95df2d11cf3b626422392c8",
+                "sha256:b5870b50c9db823c595983571d1296a6ff3e1b88f734a4c8f6fc6188397de005",
+                "sha256:b74a0e59ec5d15127acdabd75ea17726ac4c5178ae51b85bfe39c4f8a278e879",
+                "sha256:be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae",
+                "sha256:c22a8bf253bacc0cf11f35ad9808b6cb75ada2631c2d97c971122583b129afbc",
+                "sha256:c4665508bcbac83a31ff8ab08f424b665200c0e1e645d2bd9ab3d3e557b6185b",
+                "sha256:c5f3ffd1e098dfc032d4d3af5c0ac64f6d286d98bc148698356847b80fa4de1b",
+                "sha256:cebc6fe843e0733ee827a282aca4999b596241195f43b4cc371d64fc6639da9e",
+                "sha256:d1381caf13ab9f300e30dd8feadb3de072aeb86f1d34a8569453ff32a7dea4bf",
+                "sha256:d7d86942e56ded512a594786a5ba0a5e521d02529b3826e7761a05138341a2ac",
+                "sha256:e31d432427dcbf4d86958c184b9bfd1e96b5b71f8eb17e6d02531f434fd335b8",
+                "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b",
+                "sha256:f85209946d1fe94416debbb88d00eb92ce9cd5266775424ff81bc959e001acaf",
+                "sha256:feb0dacc61170ed7ab602d3d972a58f14ee3ee60494292d384649a3dc38ef463",
+                "sha256:ff72b71b5d10d22ecb084d345fc26f42b5143c5533db5e2eaba7d2d335358876"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.2.1"
+            "version": "==2.3.0"
         },
         "traitlets": {
             "hashes": [
@@ -270,18 +292,19 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
-                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
+                "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466",
+                "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.12.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.15.0"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
-                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
+                "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605",
+                "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"
             ],
-            "version": "==0.2.13"
+            "markers": "python_version >= '3.6'",
+            "version": "==0.2.14"
         }
     }
 }