diff --git a/components/paddock/Pipfile b/components/paddock/Pipfile
index 96017884..0d785763 100644
--- a/components/paddock/Pipfile
+++ b/components/paddock/Pipfile
@@ -52,6 +52,7 @@ openai = "*"
 pydub = "*"
 django-bootstrap5 = "*"
 django-bootstrap-icons = "*"
+pathway = "*"
 
 [dev-packages]
 black = "*"
diff --git a/components/paddock/Pipfile.lock b/components/paddock/Pipfile.lock
index 1875a25a..85436c94 100644
--- a/components/paddock/Pipfile.lock
+++ b/components/paddock/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "2e539ee09703812ef905ff5ebf2c97bc0c4cab6a3e0aff0c9104fba8353cb707"
+            "sha256": "c6d2520bac94aaad5acabe7a9015d399a6cb980e57ed1203ebd7243a59041aa3"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -130,6 +130,7 @@
                 "sha256:f800164276eec54e0af5c99feb9494c295118fc10a11b997bbb1348ba1a52065",
                 "sha256:ffcd828e37dc219a72c9012ec44ad2e7e3066bec6ff3aaa19e7d435dbf4032ca"
             ],
+            "markers": "python_version >= '3.8'",
             "version": "==3.9.1"
         },
         "aiosignal": {
@@ -158,11 +159,11 @@
         },
         "anyio": {
             "hashes": [
-                "sha256:56a415fbc462291813a94528a779597226619c8e78af7de0507333f700011e5f",
-                "sha256:5a0bec7085176715be77df87fc66d6c9d70626bd752fcc85f57cdbee5b3760da"
+                "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee",
+                "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.1.0"
+            "version": "==4.2.0"
         },
         "appnope": {
             "hashes": [
@@ -271,6 +272,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.14.0"
         },
+        "beartype": {
+            "hashes": [
+                "sha256:2af6a8d8a7267ccf7d271e1a3bd908afbc025d2a09aa51123567d7d7b37438df",
+                "sha256:52cd2edea72fdd84e4e7f8011a9e3007bf0125c3d6d7219e937b9d8868169177"
+            ],
+            "markers": "python_full_version >= '3.8.0'",
+            "version": "==0.15.0"
+        },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
@@ -303,6 +312,38 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.7.0"
         },
+        "bokeh": {
+            "hashes": [
+                "sha256:ae180f86f776525f7eb81673a1f27e0eb56887d733771662c512ec0d82a433f5",
+                "sha256:f70bcea96c72f85bbeae01b9dcd30a9f27aa48fbfaf8e6f45b6958dfcd08e5c5"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==3.3.2"
+        },
+        "boto3": {
+            "hashes": [
+                "sha256:77e055bd44c7ffc593928d2a272f4931a7f68c22f8d984530fc76cf063b7cc05",
+                "sha256:d2fa7c1c65108fd984ac7b6d21cca640a6a005ff1ad99e4429b9f6ef835996f9"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.34.3"
+        },
+        "botocore": {
+            "hashes": [
+                "sha256:8e5b32c63db8963af0008e36ceb13c236a46878a3722ffc6dd3be7351fba7163",
+                "sha256:c0e7910a118ad497738a327f3456582c69f761ba9d004007570d64093f767a5e"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.34.3"
+        },
+        "cachetools": {
+            "hashes": [
+                "sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2",
+                "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.3.2"
+        },
         "celery": {
             "hashes": [
                 "sha256:870cc71d737c0200c397290d730344cc991d13a057534353d124c9380267aab9",
@@ -694,6 +735,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==0.7.1"
         },
+        "diskcache": {
+            "hashes": [
+                "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc",
+                "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==5.6.3"
+        },
         "distro": {
             "hashes": [
                 "sha256:02e111d1dc6a50abb8eed6bf31c3e48ed8b0830d1ea2a1b78c61765c2513fdd8",
@@ -906,51 +955,51 @@
         },
         "fonttools": {
             "hashes": [
-                "sha256:13ac0cba2fc63fa4b232f2a7971f35f35c6eaf10bd1271fa96d4ce6253a8acfd",
-                "sha256:156ae342a1ed1fe38e180de471e98fbf5b2b6ae280fa3323138569c4ca215844",
-                "sha256:1a9f9cdd7ef63d1b8ac90db335762451452426b3207abd79f60da510cea62da5",
-                "sha256:1c9937c4dd1061afd22643389445fabda858af5e805860ec3082a4bc07c7a720",
-                "sha256:25852f0c63df0af022f698464a4a80f7d1d5bd974bcd22f995f6b4ad198e32dd",
-                "sha256:2ae45716c27a41807d58a9f3f59983bdc8c0a46cb259e4450ab7e196253a9853",
-                "sha256:2c23c59d321d62588620f2255cf951270bf637d88070f38ed8b5e5558775b86c",
-                "sha256:2cf923a4a556ab4cc4c52f69a4a2db624cf5a2cf360394368b40c5152fe3321e",
-                "sha256:2d0eba685938c603f2f648dfc0aadbf8c6a4fe1c7ca608c2970a6ef39e00f254",
-                "sha256:3033b55f401a622de2630b3982234d97219d89b058607b87927eccb0f922313c",
-                "sha256:49ea0983e55fd7586a809787cd4644a7ae471e53ab8ddc016f9093b400e32646",
-                "sha256:5200b01f463d97cc2b7ff8a1e3584151f4413e98cb8419da5f17d1dbb84cc214",
-                "sha256:5b627ed142398ea9202bd752c04311592558964d1a765fb2f78dc441a05633f4",
-                "sha256:6d4a4ebcc76e30898ff3296ea786491c70e183f738319ae2629e0d44f17ece42",
-                "sha256:795150d5edc595e1a2cfb3d65e8f4f3d027704fc2579f8990d381bef6b188eb6",
-                "sha256:7b460720ce81773da1a3e7cc964c48e1e11942b280619582a897fa0117b56a62",
-                "sha256:7b5636f5706d49f13b6d610fe54ee662336cdf56b5a6f6683c0b803e23d826d2",
-                "sha256:8485cc468288e213f31afdaf1fdda3c79010f542559fbba936a54f4644df2570",
-                "sha256:87c214197712cc14fd2a4621efce2a9c501a77041232b789568149a8a3161517",
-                "sha256:87c3299da7da55394fb324349db0ede38114a46aafd0e7dfcabfecd28cdd94c3",
-                "sha256:89c2c520f9492844ecd6316d20c6c7a157b5c0cb73a1411b3db28ee304f30122",
-                "sha256:8be6adfa4e15977075278dd0a0bae74dec59be7b969b5ceed93fb86af52aa5be",
-                "sha256:8bee9f4fc8c99824a424ae45c789ee8c67cb84f8e747afa7f83b7d3cef439c3b",
-                "sha256:982f69855ac258260f51048d9e0c53c5f19881138cc7ca06deb38dc4b97404b6",
-                "sha256:9e6aeb5c340416d11a3209d75c48d13e72deea9e1517837dd1522c1fd1f17c11",
-                "sha256:a0e94244ec24a940ecfbe5b31c975c8a575d5ed2d80f9a280ce3b21fa5dc9c34",
-                "sha256:a4a50a1dfad7f7ba5ca3f99cc73bf5cdac67ceade8e4b355a877521f20ad1b63",
-                "sha256:a9fa52ef8fd14d7eb3d813e1451e7ace3e1eebfa9b7237d3f81fee8f3de6a114",
-                "sha256:adab73618d0a328b203a0e242b3eba60a2b5662d9cb2bd16ed9c52af8a7d86af",
-                "sha256:c506e3d3a9e898caee4dc094f34b49c5566870d5a2d1ca2125f0a9f35ecc2205",
-                "sha256:c779f8701deedf41908f287aeb775b8a6f59875ad1002b98ac6034ae4ddc1b7b",
-                "sha256:c94564b1f3b5dd87e73577610d85115b1936edcc596deaf84a31bbe70e17456b",
-                "sha256:c9a0e422ab79e5cb2b47913be6a4b5fd20c4c7ac34a24f3691a4e099e965e0b8",
-                "sha256:ca9eceebe70035b057ce549e2054cad73e95cac3fe91a9d827253d1c14618204",
-                "sha256:ce199227ce7921eaafdd4f96536f16b232d6b580ce74ce337de544bf06cb2752",
-                "sha256:d00fc63131dcac6b25f50a5a129758438317e54e3ce5587163f7058de4b0e933",
-                "sha256:d3d7b96aba96e05e8c911ce2dfc5acc6a178b8f44f6aa69371ab91aa587563da",
-                "sha256:d4e69e2c7f93b695d2e6f18f709d501d945f65c1d237dafaabdd23cd935a5276",
-                "sha256:e26e7fb908ae4f622813e7cb32cd2db6c24e3122bb3b98f25e832a2fe0e7e228",
-                "sha256:e5b7905fd68eacb7cc56a13139da5c312c45baae6950dd00b02563c54508a041",
-                "sha256:f5f1423a504ccc329efb5aa79738de83d38c072be5308788dde6bd419969d7f5",
-                "sha256:f8bc3973ed58893c4107993e0a7ae34901cb572b5e798249cbef35d30801ffd4"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.46.0"
+                "sha256:084511482dd265bce6dca24c509894062f0117e4e6869384d853f46c0e6d43be",
+                "sha256:1193fb090061efa2f9e2d8d743ae9850c77b66746a3b32792324cdce65784154",
+                "sha256:174995f7b057e799355b393e97f4f93ef1f2197cbfa945e988d49b2a09ecbce8",
+                "sha256:253bb46bab970e8aae254cebf2ae3db98a4ef6bd034707aa68a239027d2b198d",
+                "sha256:2a78dba8c2a1e9d53a0fb5382979f024200dc86adc46a56cbb668a2249862fda",
+                "sha256:2d2404107626f97a221dc1a65b05396d2bb2ce38e435f64f26ed2369f68675d9",
+                "sha256:40bdbe90b33897d9cc4a39f8e415b0fcdeae4c40a99374b8a4982f127ff5c767",
+                "sha256:495369c660e0c27233e3c572269cbe520f7f4978be675f990f4005937337d391",
+                "sha256:4a9a51745c0439516d947480d4d884fa18bd1458e05b829e482b9269afa655bc",
+                "sha256:511482df31cfea9f697930f61520f6541185fa5eeba2fa760fe72e8eee5af88b",
+                "sha256:52c82df66201f3a90db438d9d7b337c7c98139de598d0728fb99dab9fd0495ca",
+                "sha256:562681188c62c024fe2c611b32e08b8de2afa00c0c4e72bed47c47c318e16d5c",
+                "sha256:59a6c8b71a245800e923cb684a2dc0eac19c56493e2f896218fcf2571ed28984",
+                "sha256:5dde0eab40faaa5476133123f6a622a1cc3ac9b7af45d65690870620323308b4",
+                "sha256:61df4dee5d38ab65b26da8efd62d859a1eef7a34dcbc331299a28e24d04c59a7",
+                "sha256:62d8ddb058b8e87018e5dc26f3258e2c30daad4c87262dfeb0e2617dd84750e6",
+                "sha256:66c92ec7f95fd9732550ebedefcd190a8d81beaa97e89d523a0d17198a8bda4d",
+                "sha256:843509ae9b93db5aaf1a6302085e30bddc1111d31e11d724584818f5b698f500",
+                "sha256:854421e328d47d70aa5abceacbe8eef231961b162c71cbe7ff3f47e235e2e5c5",
+                "sha256:97620c4af36e4c849e52661492e31dc36916df12571cb900d16960ab8e92a980",
+                "sha256:9acfa1cdc479e0dde528b61423855913d949a7f7fe09e276228298fef4589540",
+                "sha256:a77a60315c33393b2bd29d538d1ef026060a63d3a49a9233b779261bad9c3f71",
+                "sha256:b4fabb8cc9422efae1a925160083fdcbab8fdc96a8483441eb7457235df625bd",
+                "sha256:bf1810635c00f7c45d93085611c995fc130009cec5abdc35b327156aa191f982",
+                "sha256:c01f409be619a9a0f5590389e37ccb58b47264939f0e8d58bfa1f3ba07d22671",
+                "sha256:c59227d7ba5b232281c26ae04fac2c73a79ad0e236bca5c44aae904a18f14faf",
+                "sha256:c75e19971209fbbce891ebfd1b10c37320a5a28e8d438861c21d35305aedb81c",
+                "sha256:ce0e2c88c8c985b7b9a7efcd06511fb0a1fe3ddd9a6cd2895ef1dbf9059719d7",
+                "sha256:d6477ba902dd2d7adda7f0fd3bfaeb92885d45993c9e1928c9f28fc3961415f7",
+                "sha256:d986b66ff722ef675b7ee22fbe5947a41f60a61a4da15579d5e276d897fbc7fa",
+                "sha256:dd23848f877c3754f53a4903fb7a593ed100924f9b4bff7d5a4e2e8a7001ae11",
+                "sha256:e3f4d61f3a8195eac784f1d0c16c0a3105382c1b9a74d99ac4ba421da39a8826",
+                "sha256:e6b968543fde4119231c12c2a953dcf83349590ca631ba8216a8edf9cd4d36a9",
+                "sha256:e77bdf52185bdaf63d39f3e1ac3212e6cfa3ab07d509b94557a8902ce9c13c82",
+                "sha256:e79f1a3970d25f692bbb8c8c2637e621a66c0d60c109ab48d4a160f50856deff",
+                "sha256:e7a0a8848726956e9d9fb18c977a279013daadf0cbb6725d2015a6dd57527992",
+                "sha256:e869da810ae35afb3019baa0d0306cdbab4760a54909c89ad8904fa629991812",
+                "sha256:e8acf6dd0434b211b3bd30d572d9e019831aae17a54016629fa8224783b22df8",
+                "sha256:e8fa20748de55d0021f83754b371432dca0439e02847962fc4c42a0e444c2d78",
+                "sha256:ea592e6a09b71cb7a7661dd93ac0b877a6228e2d677ebacbad0a4d118494c86d",
+                "sha256:ec13a10715eef0e031858c1c23bfaee6cba02b97558e4a7bfa089dba4a8c2ebf",
+                "sha256:f4da089f6dfdb822293bde576916492cd708c37c2501c3651adde39804630538"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.47.0"
         },
         "fqdn": {
             "hashes": [
@@ -1042,6 +1091,61 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.4.1"
         },
+        "geographiclib": {
+            "hashes": [
+                "sha256:6b7225248e45ff7edcee32becc4e0a1504c606ac5ee163a5656d482e0cd38734",
+                "sha256:f7f41c85dc3e1c2d3d935ec86660dc3b2c848c83e17f9a9e51ba9d5146a15859"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0"
+        },
+        "geopy": {
+            "hashes": [
+                "sha256:50283d8e7ad07d89be5cb027338c6365a32044df3ae2556ad3f52f4840b3d0d1",
+                "sha256:ae8b4bc5c1131820f4d75fce9d4aaaca0c85189b3aa5d64c3dcaf5e3b7b882a7"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.4.1"
+        },
+        "google-api-core": {
+            "hashes": [
+                "sha256:2aa56d2be495551e66bbff7f729b790546f87d5c90e74781aa77233bcb395a8a",
+                "sha256:abc978a72658f14a2df1e5e12532effe40f94f868f6e23d95133bd6abcca35ca"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.15.0"
+        },
+        "google-api-python-client": {
+            "hashes": [
+                "sha256:3a45a53c031478d1c82c7162dd25c9a965247bca6bd438af0838a9d9b8219405",
+                "sha256:b605adee2d09a843b97a59925757802904679e44e5599708cedb8939900dfbc7"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.111.0"
+        },
+        "google-auth": {
+            "hashes": [
+                "sha256:42f707937feb4f5e5a39e6c4f343a17300a459aaf03141457ba505812841cc40",
+                "sha256:473a8dfd0135f75bb79d878436e568f2695dce456764bf3a02b6f8c540b1d256"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.25.2"
+        },
+        "google-auth-httplib2": {
+            "hashes": [
+                "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05",
+                "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"
+            ],
+            "version": "==0.2.0"
+        },
+        "googleapis-common-protos": {
+            "hashes": [
+                "sha256:4750113612205514f9f6aa4cb00d523a94f3e8c06c5ad2fee466387dc4875f07",
+                "sha256:83f0ece9f94e5672cced82f592d2a5edf527a96ed1794f0bab36d5735c996277"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.62.0"
+        },
         "h11": {
             "hashes": [
                 "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d",
@@ -1050,6 +1154,49 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.14.0"
         },
+        "h3": {
+            "hashes": [
+                "sha256:02faa911f2d8425c641a1f7c08f3dc9c10a5a3d81408832afa40748534b999c8",
+                "sha256:0724d4645c1da59e02b3305050c52b93ce1d8971d1d139433d464fcc103249a6",
+                "sha256:1471ff4d3875b25b521eeec5c2b72abe27b8e6af10ab99b7da5c0de545b0e832",
+                "sha256:198718ab20a06ebe52f0aaafc02469e4a51964e5ba7990c3cc1d2fc32e7a54d9",
+                "sha256:1b4db92ceaeb9a51cc875c302cdc5e1aa27eed776d95943ee55c941bc2f219a3",
+                "sha256:1bdc790d91138e781973dcaade5231db7fe8a876330939e0903f602acc4fb64c",
+                "sha256:1cd4f07c49721023c5fef401a4de03c47000705dfd116579dc6b61cad821305d",
+                "sha256:1d3b93e3f38eb6c8fc5051d1b289b74614fb5f2415d272fea18085dea260d6b0",
+                "sha256:211ef3317dcf7863e2d01a97ab6da319b8451d78cd1633dd28faaf69e66bc321",
+                "sha256:231959dceb4cc4ae86fe4fe2c385b176ed81712549e787b889dfa66f583676df",
+                "sha256:26f3175bd3ea3ee528dbf49308e7215a58351ce425e1c3a9838ae22526663311",
+                "sha256:36ea935833c37fdfd7ffbfc000d7cd20addcdf67f30b26a6b9bccb9210b03704",
+                "sha256:3bae8b95f21f20f04141a35f15c8caa74f2046eb01ef49e35fc45e6a8edfc8df",
+                "sha256:4810ddb3d91411a6cbf87a28108fe31712f618ef223c349e1f6675602af2c473",
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@@ -1058,6 +1205,14 @@
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@@ -1140,6 +1295,14 @@
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@@ -1190,6 +1353,14 @@
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@@ -1208,11 +1379,11 @@
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@@ -1408,6 +1579,44 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.3.4"
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@@ -1417,6 +1626,14 @@
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             "version": "==2023.10.22"
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@@ -1534,6 +1751,14 @@
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             "version": "==0.1.6"
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@@ -1640,11 +1865,11 @@
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@@ -1678,6 +1903,33 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.2.3"
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@@ -1730,12 +1982,12 @@
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@@ -1800,6 +2052,22 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.5.0"
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@@ -1808,6 +2076,16 @@
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@@ -1916,27 +2194,44 @@
             "markers": "python_full_version >= '3.7.0'",
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@@ -2031,6 +2326,64 @@
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@@ -2208,6 +2561,99 @@
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@@ -2222,6 +2668,14 @@
             ],
             "version": "==2023.3.post1"
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@@ -2452,108 +2906,124 @@
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+                "sha256:afeabb382c1256a7477b739820bce7fe782bb807d82927102cee73e79b41b38b",
+                "sha256:b2a4cd924d0e2f4b1a68034abe4cadc73d69ad5f4cf02db6481c0d4d749f548f",
+                "sha256:b414ef79f1f06fb90b5165db8aef77512c1a5e3ed1b4807da8476b7e2c853283",
+                "sha256:b4ecbba7efd82bd2a4bb88aab7f984eb5470991c1347bdd1f35fb34ea28dba6e",
+                "sha256:b61d5096e75fd71018b25da50b82dd70ec39b5e15bb2134daf7eb7bbbc103644",
+                "sha256:b629db53fe17e6ce478a969d30bd1d0e8b53238c46e3a9c9db39e8b65a9ef973",
+                "sha256:b70b45a40ad0798b69748b34d508259ef2bdc84fb2aad4048bc7c9cafb68ddb3",
+                "sha256:b88c3ab98556bc351b36d6208a6089de8c8db14a7f6e1f57f82a334bd2c18f0b",
+                "sha256:baf744e5f9d5ee6531deea443be78b36ed1cd36c65a0b95ea4e8d69fa0102268",
+                "sha256:bbc7421cbd28b4316d1d017db338039a7943f945c6f2bb15e1439b14b5682d28",
+                "sha256:c31272c674f725dfe0f343d73b0abe8c878c646967ec1c6106122faae1efc15b",
+                "sha256:c51a899792ee2c696072791e56b2020caff58b275abecbc9ae0cb71af0645c95",
+                "sha256:c61e42b4ceb9759727045765e87d51c1bb9f89987aca1fcc8a040232138cad1c",
+                "sha256:c7cd0841a586b7105513a7c8c3d5c276f3adc762a072d81ef7fae80632afad1e",
+                "sha256:c827a931c6b57f50f1bb5de400dcfb00bad8117e3753e80b96adb72d9d811514",
+                "sha256:d2aa3ca9552f83b0b4fa6ca8c6ce08da6580f37e3e0ab7afac73a1cfdc230c0e",
+                "sha256:d46ee458452727a147d7897bb33886981ae1235775e05decae5d5d07f537695a",
+                "sha256:d64a657de7aae8db2da60dc0c9e4638a0c3893b4d60101fd564a3362b2bfeb34",
+                "sha256:d800a8e2ac62db1b9ea5d6d1724f1a93c53907ca061de4d05ed94e8dfa79050c",
+                "sha256:d9d7ebcd11ea76ba0feaae98485cd8e31467c3d7985210fab46983278214736b",
+                "sha256:dd7d3608589072f63078b4063a6c536af832e76b0b3885f1bfe9e892abe6c207",
+                "sha256:ec19e823b4ccd87bd69e990879acbce9e961fc7aebe150156b8f4418d4b27b7f",
+                "sha256:ee40206d1d6e95eaa2b7b919195e3689a5cf6ded730632de7f187f35a1b6052c",
+                "sha256:f138f550b83554f5b344d6be35d3ed59348510edc3cb96f75309db6e9bfe8210",
+                "sha256:f3e6e2e502c4043c52a99316d89dc49f416acda5b0c6886e0dd8ea7bb35859e8",
+                "sha256:fb10bb720348fe1647a94eb605accb9ef6a9b1875d8845f9e763d9d71a706387",
+                "sha256:fc066395e6332da1e7525d605b4c96055669f8336600bef8ac569d5226a7c76f",
+                "sha256:fc33267d58dfbb2361baed52668c5d8c15d24bc0372cecbb79fed77339b55e0d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.15.2"
+        },
+        "rsa": {
+            "hashes": [
+                "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7",
+                "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"
+            ],
+            "markers": "python_version >= '3.6' and python_version < '4'",
+            "version": "==4.9"
+        },
+        "s3transfer": {
+            "hashes": [
+                "sha256:01d4d2c35a016db8cb14f9a4d5e84c1f8c96e7ffc211422555eed45c11fa7eb1",
+                "sha256:9e1b186ec8bb5907a1e82b51237091889a9973a2bb799a924bcd9f301ff79d3d"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.9.0"
         },
         "sanitize-filename": {
             "hashes": [
@@ -2653,6 +3123,53 @@
             "markers": "python_version >= '3.8'",
             "version": "==69.0.2"
         },
+        "shapely": {
+            "hashes": [
+                "sha256:03e63a99dfe6bd3beb8d5f41ec2086585bb969991d603f9aeac335ad396a06d4",
+                "sha256:0521d76d1e8af01e712db71da9096b484f081e539d4f4a8c97342e7971d5e1b4",
+                "sha256:06f193091a7c6112fc08dfd195a1e3846a64306f890b151fa8c63b3e3624202c",
+                "sha256:084b023dae8ad3d5b98acee9d3bf098fdf688eb0bb9b1401e8b075f6a627b611",
+                "sha256:1713cc04c171baffc5b259ba8531c58acc2a301707b7f021d88a15ed090649e7",
+                "sha256:1f217d28ecb48e593beae20a0082a95bd9898d82d14b8fcb497edf6bff9a44d7",
+                "sha256:2d217e56ae067e87b4e1731d0dc62eebe887ced729ba5c2d4590e9e3e9fdbd88",
+                "sha256:34eac2337cbd67650248761b140d2535855d21b969d76d76123317882d3a0c1a",
+                "sha256:36480e32c434d168cdf2f5e9862c84aaf4d714a43a8465ae3ce8ff327f0affb7",
+                "sha256:394e5085b49334fd5b94fa89c086edfb39c3ecab7f669e8b2a4298b9d523b3a5",
+                "sha256:42997ac806e4583dad51c80a32d38570fd9a3d4778f5e2c98f9090aa7db0fe91",
+                "sha256:45ac6906cff0765455a7b49c1670af6e230c419507c13e2f75db638c8fc6f3bd",
+                "sha256:4ef753200cbffd4f652efb2c528c5474e5a14341a473994d90ad0606522a46a2",
+                "sha256:5324be299d4c533ecfcfd43424dfd12f9428fd6f12cda38a4316da001d6ef0ea",
+                "sha256:5b0c052709c8a257c93b0d4943b0b7a3035f87e2d6a8ac9407b6a992d206422f",
+                "sha256:6a21353d28209fb0d8cc083e08ca53c52666e0d8a1f9bbe23b6063967d89ed24",
+                "sha256:6ca8cffbe84ddde8f52b297b53f8e0687bd31141abb2c373fd8a9f032df415d6",
+                "sha256:72b5997272ae8c25f0fd5b3b967b3237e87fab7978b8d6cd5fa748770f0c5d68",
+                "sha256:737dba15011e5a9b54a8302f1748b62daa207c9bc06f820cd0ad32a041f1c6f2",
+                "sha256:78128357a0cee573257a0c2c388d4b7bf13cb7dbe5b3fe5d26d45ebbe2a39e25",
+                "sha256:794affd80ca0f2c536fc948a3afa90bd8fb61ebe37fe873483ae818e7f21def4",
+                "sha256:7e92e7c255f89f5cdf777690313311f422aa8ada9a3205b187113274e0135cd8",
+                "sha256:87dc2be34ac3a3a4a319b963c507ac06682978a5e6c93d71917618b14f13066e",
+                "sha256:94ac128ae2ab4edd0bffcd4e566411ea7bdc738aeaf92c32a8a836abad725f9f",
+                "sha256:a5533a925d8e211d07636ffc2fdd9a7f9f13d54686d00577eeb11d16f00be9c4",
+                "sha256:a9a41ff4323fc9d6257759c26eb1cf3a61ebc7e611e024e6091f42977303fd3a",
+                "sha256:b8eb0a92f7b8c74f9d8fdd1b40d395113f59bd8132ca1348ebcc1f5aece94b96",
+                "sha256:baa14fc27771e180c06b499a0a7ba697c7988c7b2b6cba9a929a19a4d2762de3",
+                "sha256:be46d5509b9251dd9087768eaf35a71360de6afac82ce87c636990a0871aa18b",
+                "sha256:c6fd29fbd9cd76350bd5cc14c49de394a31770aed02d74203e23b928f3d2f1aa",
+                "sha256:ccfd5fa10a37e67dbafc601c1ddbcbbfef70d34c3f6b0efc866ddbdb55893a6c",
+                "sha256:d41a116fcad58048d7143ddb01285e1a8780df6dc1f56c3b1e1b7f12ed296651",
+                "sha256:dc9342fc82e374130db86a955c3c4525bfbf315a248af8277a913f30911bed9e",
+                "sha256:dea9a0651333cf96ef5bb2035044e3ad6a54f87d90e50fe4c2636debf1b77abc",
+                "sha256:e7c95d3379ae3abb74058938a9fcbc478c6b2e28d20dace38f8b5c587dde90aa",
+                "sha256:e7d897e6bdc6bc64f7f65155dbbb30e49acaabbd0d9266b9b4041f87d6e52b3a",
+                "sha256:ea84d1cdbcf31e619d672b53c4532f06253894185ee7acb8ceb78f5f33cbe033",
+                "sha256:ed1e99702125e7baccf401830a3b94d810d5c70b329b765fe93451fe14cf565b",
+                "sha256:eebe544df5c018134f3c23b6515877f7e4cd72851f88a8d0c18464f414d141a2",
+                "sha256:fa3ee28f5e63a130ec5af4dc3c4cb9c21c5788bb13c15e89190d163b14f9fb89",
+                "sha256:fd3ad17b64466a033848c26cb5b509625c87d07dcf39a1541461cacdb8f7e91c"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.2"
+        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
@@ -2733,6 +3250,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.0.23"
         },
+        "sqlglot": {
+            "hashes": [
+                "sha256:7f1999056d98602757e50d189bec1a47c09e3d9f07e5945601b9ba6c61b22deb",
+                "sha256:b3da8638a2aaeb961e5bf3cb78aa63bda64b5619b2b404bf36ae32b79282963c"
+            ],
+            "version": "==10.6.1"
+        },
         "sqlparse": {
             "hashes": [
                 "sha256:5430a4fe2ac7d0f93e66f1efc6e1338a41884b7ddf2a350cedd20ccc4d9d28f3",
@@ -2861,6 +3385,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.2"
         },
+        "uc-micro-py": {
+            "hashes": [
+                "sha256:30ae2ac9c49f39ac6dce743bd187fcd2b574b16ca095fa74cd9396795c954c54",
+                "sha256:8c9110c309db9d9e87302e2f4ad2c3152770930d88ab385cd544e7a7e75f3de0"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.0.2"
+        },
         "uri-template": {
             "hashes": [
                 "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7",
@@ -2868,13 +3400,21 @@
             ],
             "version": "==1.3.0"
         },
+        "uritemplate": {
+            "hashes": [
+                "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0",
+                "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==4.1.1"
+        },
         "urllib3": {
             "hashes": [
-                "sha256:55901e917a5896a349ff771be919f8bd99aff50b79fe58fec595eb37bbc56bb3",
-                "sha256:df7aa8afb0148fa78488e7899b2c59b5f4ffcfa82e6c54ccb9dd37c1d7b52d54"
+                "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84",
+                "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2.1.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.7"
         },
         "uwsgi": {
             "hashes": [
@@ -2945,6 +3485,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==4.0.9"
         },
+        "xyzservices": {
+            "hashes": [
+                "sha256:091229269043bc8258042edbedad4fcb44684b0473ede027b5672ad40dc9fa02",
+                "sha256:6a4c38d3a9f89d3e77153eff9414b36a8ee0850c9e8b85796fd1b2a85b8dfd68"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2023.10.1"
+        },
         "yarl": {
             "hashes": [
                 "sha256:008d3e808d03ef28542372d01057fd09168419cdc8f848efe2804f894ae03e51",
@@ -3122,6 +3670,7 @@
                 "sha256:f800164276eec54e0af5c99feb9494c295118fc10a11b997bbb1348ba1a52065",
                 "sha256:ffcd828e37dc219a72c9012ec44ad2e7e3066bec6ff3aaa19e7d435dbf4032ca"
             ],
+            "markers": "python_version >= '3.8'",
             "version": "==3.9.1"
         },
         "aiosignal": {
diff --git a/components/paddock/telemetry/pitcrew/application/application.py b/components/paddock/telemetry/pitcrew/application/application.py
index aefa6055..96786b37 100644
--- a/components/paddock/telemetry/pitcrew/application/application.py
+++ b/components/paddock/telemetry/pitcrew/application/application.py
@@ -2,7 +2,7 @@
 from collections import deque
 
 from telemetry.pitcrew.history import History
-from telemetry.pitcrew.logging import LoggingMixin
+from components.paddock.telemetry.pitcrew.logging_mixin import LoggingMixin
 
 from .response import Response, ResponseInstant
 from .session import Session
diff --git a/components/paddock/telemetry/pitcrew/coach.py b/components/paddock/telemetry/pitcrew/coach.py
index d35cec8c..2c2f876c 100755
--- a/components/paddock/telemetry/pitcrew/coach.py
+++ b/components/paddock/telemetry/pitcrew/coach.py
@@ -4,7 +4,7 @@
 
 from telemetry.models import Coach as DbCoach
 from telemetry.models import TrackGuide
-from telemetry.pitcrew.logging import LoggingMixin
+from telemetry.pitcrew.logging_mixin import LoggingMixin
 
 from .history import History
 from .message import (
diff --git a/components/paddock/telemetry/pitcrew/coach_app.py b/components/paddock/telemetry/pitcrew/coach_app.py
index b52e921a..c130fa76 100755
--- a/components/paddock/telemetry/pitcrew/coach_app.py
+++ b/components/paddock/telemetry/pitcrew/coach_app.py
@@ -3,7 +3,7 @@
 import django.utils.timezone
 
 from telemetry.models import Coach, SessionType
-from telemetry.pitcrew.logging import LoggingMixin
+from components.paddock.telemetry.pitcrew.logging_mixin import LoggingMixin
 
 from .application.debug_application import DebugApplication
 from .application.response import ResponseInstant
diff --git a/components/paddock/telemetry/pitcrew/history.py b/components/paddock/telemetry/pitcrew/history.py
index b7419b9e..dc605fea 100755
--- a/components/paddock/telemetry/pitcrew/history.py
+++ b/components/paddock/telemetry/pitcrew/history.py
@@ -7,7 +7,7 @@
 from telemetry.analyzer import Analyzer
 from telemetry.fast_lap_analyzer import FastLapAnalyzer
 from telemetry.models import Coach, Driver, FastLap, Game
-from telemetry.pitcrew.logging import LoggingMixin
+from telemetry.pitcrew.logging_mixin import LoggingMixin
 from telemetry.pitcrew.segment import Segment
 from telemetry.racing_stats import RacingStats
 
diff --git a/components/paddock/telemetry/pitcrew/logging.py b/components/paddock/telemetry/pitcrew/logging_mixin.py
similarity index 100%
rename from components/paddock/telemetry/pitcrew/logging.py
rename to components/paddock/telemetry/pitcrew/logging_mixin.py
diff --git a/components/paddock/telemetry/pitcrew/output.csv b/components/paddock/telemetry/pitcrew/output.csv
new file mode 100644
index 00000000..766eff74
--- /dev/null
+++ b/components/paddock/telemetry/pitcrew/output.csv
@@ -0,0 +1,2 @@
+sum,time,diff
+136,1702980135662,1
diff --git a/components/paddock/telemetry/pitcrew/output_stream.csv b/components/paddock/telemetry/pitcrew/output_stream.csv
new file mode 100644
index 00000000..b832f204
--- /dev/null
+++ b/components/paddock/telemetry/pitcrew/output_stream.csv
@@ -0,0 +1,32 @@
+sum,time,diff
+1,1702979416630,1
+1,1702979418130,-1
+3,1702979418130,1
+3,1702979418204,-1
+6,1702979418204,1
+6,1702979419626,-1
+10,1702979419626,1
+10,1702979421130,-1
+15,1702979421130,1
+15,1702979421228,-1
+21,1702979421228,1
+21,1702979422626,-1
+28,1702979422626,1
+28,1702979424130,-1
+36,1702979424130,1
+36,1702979424258,-1
+45,1702979424258,1
+45,1702979425630,-1
+55,1702979425630,1
+55,1702979427128,-1
+66,1702979427128,1
+66,1702979427286,-1
+78,1702979427286,1
+78,1702979428630,-1
+91,1702979428630,1
+91,1702979430130,-1
+105,1702979430130,1
+105,1702979430312,-1
+120,1702979430312,1
+120,1702979431630,-1
+136,1702979431630,1
diff --git a/components/paddock/telemetry/pitcrew/session.py b/components/paddock/telemetry/pitcrew/session.py
index a881feab..b46a3406 100755
--- a/components/paddock/telemetry/pitcrew/session.py
+++ b/components/paddock/telemetry/pitcrew/session.py
@@ -1,7 +1,7 @@
 import django.utils.timezone
 
 from telemetry.models import Game
-from telemetry.pitcrew.logging import LoggingMixin
+from telemetry.pitcrew.logging_mixin import LoggingMixin
 
 
 class Lap:
diff --git a/components/paddock/telemetry/pitcrew/session_stream.py b/components/paddock/telemetry/pitcrew/session_stream.py
new file mode 100644
index 00000000..2aeb007c
--- /dev/null
+++ b/components/paddock/telemetry/pitcrew/session_stream.py
@@ -0,0 +1,39 @@
+import pathway as pw
+import logging
+
+class MqttClient():
+
+    def __init__(self, subject) -> None:
+        self._subject = subject
+
+    def notify(self, topic, payload) -> None:
+        self._subject.next_json(payload)
+
+    def run(self) -> None:
+        # start the mqtt client and subscribe to the topic
+        logging.info("Starting client")
+        self._subject.run()
+
+class TelemetrySubject(pw.io.python.ConnectorSubject):
+    def __init__(self) -> None:
+        super().__init__()
+
+    def set_client(self, client) -> None:
+        self._mqtt_client = client
+
+    def notify(self, topic, payload) -> None:
+        self.next_json(payload)
+
+    def run(self) -> None:
+        logging.info("TelemetrySubject running")
+        self._mqtt_client.run()
+
+    def on_stop(self) -> None:
+        pass
+        # self._mqtt_client.disconnect()
+
+
+class InputSchema(pw.Schema):
+    key: int = pw.column_definition(primary_key=True)
+    text: str
+
diff --git a/components/paddock/telemetry/pitcrew/stream_writer.py b/components/paddock/telemetry/pitcrew/stream_writer.py
new file mode 100644
index 00000000..5df65825
--- /dev/null
+++ b/components/paddock/telemetry/pitcrew/stream_writer.py
@@ -0,0 +1,14 @@
+import pathway as pw
+
+class InputSchema(pw.Schema):
+    value: int
+
+
+t = pw.io.csv.read(
+    './sum_input_data/',
+    schema=InputSchema,
+    mode="streaming"
+)
+t = t.reduce(sum=pw.reducers.sum(t.value))
+pw.io.csv.write(t, "output_stream.csv")
+pw.run()
diff --git a/components/paddock/telemetry/tests/test_session_streaming.py b/components/paddock/telemetry/tests/test_session_streaming.py
new file mode 100644
index 00000000..dbde05c8
--- /dev/null
+++ b/components/paddock/telemetry/tests/test_session_streaming.py
@@ -0,0 +1,195 @@
+from pprint import pprint
+
+import django.utils.timezone
+import logging
+from django.db import IntegrityError
+from django.test import TestCase
+
+from telemetry.models import Car, Driver, Game
+from telemetry.models import Session as SessionModel
+from telemetry.models import SessionType, Track
+from telemetry.pitcrew.firehose import Firehose
+from telemetry.pitcrew.session import Lap, Session
+from telemetry.pitcrew.session_stream import MqttClient, TelemetrySubject, InputSchema
+from telemetry.pitcrew.mqtt import Mqtt
+
+from .utils import get_session_df
+
+import pathway as pw
+
+class TestSessionStreaming(TestCase):
+    def _test_session_firehose(self, session_id, measurement="fast_laps", bucket="fast_laps"):
+        session_df = get_session_df(session_id, measurement=measurement, bucket=bucket)
+
+        # create a subject
+        subject = TelemetrySubject()
+        # client = MqttClient(subject)
+        client = Mqtt(subject, "crewchief/#")
+        subject.set_client(client)
+
+        table = pw.io.python.read(
+            subject,
+            schema=InputSchema
+        )
+        pw.io.csv.write(table, "output.csv")
+
+        # pw.debug.compute_and_print(table)
+
+        # client.notify("topic", {"key": 1, "text": "hello"})
+
+        pw.debug.compute_and_print(table)
+        # pw.run()
+
+        # mqtt_client = Mqtt(client, "crewchief/#")
+        # mqtt_client.run()
+        # logging.info("Starting MQTT client")
+        # pw.debug.compute_and_print(table)
+
+
+        # session = Session(666)
+        # for index, row in session_df.iterrows():
+        #     # convert row to dict
+        #     row = row.to_dict()
+        #     now = row["_time"]
+        #     firehose.notify(row["topic"], row, now)
+        #     if index == 0:
+        #         session = firehose.sessions[row["topic"]]
+
+        # pprint(session.laps)
+        # return session
+
+    # def _test_session(self, session_id, measurement="fast_laps", bucket="fast_laps"):
+    #     session_df = get_session_df(session_id, measurement=measurement, bucket=bucket)
+
+    #     # Create an instance of the Session class
+    #     test_session = Session(666)
+
+    #     for index, row in session_df.iterrows():
+    #         # convert row to dict
+    #         row = row.to_dict()
+    #         now = row["_time"]
+    #         test_session.signal(row, now)
+
+    #     pprint(test_session.laps)
+    #     return test_session
+
+    def _assert_laps(self, test_session, expected_laps):
+        # Iterate over the expected_laps dictionary and compare to the test_session.laps
+        for lap_number, expected_lap in expected_laps.items():
+            lap = test_session.laps[lap_number]
+
+            self.assertEqual(lap.number, expected_lap.number)
+            self.assertEqual(lap.time, expected_lap.time)
+            self.assertEqual(lap.valid, expected_lap.valid)
+            self.assertEqual(lap.finished, expected_lap.finished)
+            self.assertAlmostEqual(int(lap.length), int(expected_lap.length), places=0)
+
+            if lap.time != -1:
+                # the difference between lap.end and lap.start should be equal to lap.time
+                time_delta = lap.end - lap.start
+                self.assertAlmostEqual(time_delta.total_seconds(), expected_lap.time, places=0)
+
+    def test_iracing(self):
+        # measurement = "fast_laps"
+        # bucket = "fast_laps"
+        # start = "-10y"
+        session_id = "1681021274"
+
+        expected_laps = {
+            1: Lap(1, time=100.818, valid=True, length=4409),
+            2: Lap(2, time=-1, valid=False, length=4408),
+            3: Lap(3, time=101.0466, valid=True, length=4408),
+            4: Lap(4, time=100.823, valid=True, length=4408),
+            5: Lap(5, time=99.4026, valid=True, length=4410),
+            6: Lap(6, time=107.9166, valid=False, length=4410),
+            7: Lap(7, time=99.0674, valid=False, length=4410),
+            8: Lap(8, time=-1, valid=False, length=4409),
+            9: Lap(9, time=101.7361, valid=False, length=4409),
+            10: Lap(10, time=-1, valid=False, length=1890),
+        }
+        for lap_number, expected_lap in expected_laps.items():
+            expected_lap.finished = True
+        expected_laps[10].finished = False
+        session = self._test_session_firehose(session_id)
+        # self._assert_laps(session, expected_laps)
+
+    # def test_ac(self):
+    #     # measurement = "fast_laps"
+    #     # bucket = "fast_laps"
+    #     # start = "-10y"
+    #     session_id = "1673613558"
+
+    #     # For this session the following laps are valid:
+    #     expected_laps = {
+    #         2: Lap(2, time=63.79, valid=False, length=2338.449),
+    #         3: Lap(3, time=62.4660034, valid=True, length=2341.24487),
+    #         4: Lap(4, time=64.097, valid=False, length=2339.07666),
+    #         5: Lap(5, time=61.833, valid=True, length=2340.87329),
+    #         6: Lap(6, time=70.983, valid=False, length=2342.41357),
+    #         7: Lap(7, time=61.465, valid=True, length=2337.27051),
+    #         8: Lap(8, time=67.749, valid=True, length=2337.886),
+    #         9: Lap(9, time=61.703, valid=True, length=2338.9856),
+    #         10: Lap(10, time=73.402, valid=False, length=2341.15625),
+    #         11: Lap(11, time=85.821, valid=False, length=2340.723),
+    #         # 12: Lap(12, time=169.38, valid=False, length=2338.358),  # during this lap the game was paused
+    #         # 12: Lap(12, time=174.319331, valid=False, length=2338.358),
+    #         13: Lap(13, time=64.435, valid=False, length=2337.65625),
+    #         14: Lap(14, time=62.7619972, valid=False, length=2341.5625),
+    #         15: Lap(15, time=77.178, valid=False, length=2341.84863),
+    #         16: Lap(16, time=79.708, valid=False, length=2342.23486),
+    #         17: Lap(17, time=-1.0, valid=True, length=33.61092),
+    #     }
+    #     for lap_number, expected_lap in expected_laps.items():
+    #         expected_lap.finished = True
+    #     expected_laps[17].finished = False
+
+    #     session = self._test_session(session_id)
+    #     self._assert_laps(session, expected_laps)
+
+    # def test_car_class(self):
+    #     session_id = "1692140843"
+
+    #     session = self._test_session_firehose(session_id)
+
+    #     self.assertEqual(session.car_class, "ARC_CAMERO")
+
+    # def test_telemetry_invalid(self):
+    #     # 2390.0: LapTimePrevious: None -> None
+    #     # 2390.0: CurrentLapIsValid: None -> None
+    #     # 2390.0: PreviousLapWasValid: None -> None
+    #     # these values are always None in that session
+    #     session_id = "1672395579"
+    #     session = self._test_session(session_id)
+    #     self.assertEqual(session.laps, {})
+
+    # def test_telemetry_missing_fields(self):
+    #     # last lap CurrentLapIsValid is None
+    #     session_id = "1680321341"
+    #     session = self._test_session(session_id)
+
+    #     expected_laps = {
+    #         11: Lap(11, time=-1, length=82, valid=True, finished=False),
+    #     }
+    #     self._assert_laps(session, expected_laps)
+
+    # def test_duplicate_lap(self):
+    #     # create 2 laps with the same number
+    #     game = Game.objects.create(name="test_game")
+    #     track = Track.objects.create(name="test_track", game=game)
+    #     car = Car.objects.create(name="test_car", game=game)
+    #     driver = Driver.objects.create(name="test_driver")
+    #     session_type = SessionType.objects.create(type="test_session_type")
+    #     session = SessionModel.objects.create(session_id=666, driver=driver, game=game, session_type=session_type)
+
+    #     now = django.utils.timezone.now()
+
+    #     session.laps.create(number=1, car=car, track=track, start=now)
+    #     try:
+    #         session.laps.create(number=2, car=car, track=track, start=now)
+    #     except IntegrityError as e:
+    #         self.assertEqual(
+    #             e.args[0],
+    #             "UNIQUE constraint failed: telemetry_lap.session_id, telemetry_lap.start",
+    #         )
+    #     except Exception as e:
+    #         self.fail(f"Unexpected exception: {e}")