diff --git a/api/Pipfile b/api/Pipfile
index d9a65948..9cad199b 100644
--- a/api/Pipfile
+++ b/api/Pipfile
@@ -10,13 +10,13 @@ pydantic = "==2.7.0"
 pymongo = "==4.6.3"
 python-jose = "*"
 passlib = "*"
-pandas = "==1.5.2"
+numpy = "==1.26.4"
+pandas = "==2.2.3"
 requests = "==2.28.1"
 websocket-client = "==1.5.0"
 scipy = "==1.10.0"
 requests-html = "==0.10.0"
 py3cw = "==0.0.39"
-numpy = "==1.23.5"
 apscheduler = "==3.6.3"
 requests-cache = "==1.2.0"
 python-multipart = "*"
diff --git a/api/Pipfile.lock b/api/Pipfile.lock
index a586a32c..b04e2ef0 100644
--- a/api/Pipfile.lock
+++ b/api/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "091f7da9e30d9ff8db114a194212afa0c5045e201da0e0d4bbf24e48d1ed5796"
+            "sha256": "4ed9954ff688f283c176616222daf9f1bd520113b66531059e07ec26b35eee3d"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -328,72 +328,95 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:01dd17cbb340bf0fc23981e52e1d18a9d4050792e8fb8363cecbf066a84b827d",
-                "sha256:06005a2ef6014e9956c09ba07654f9837d9e26696a0470e42beedadb78c11b07",
-                "sha256:09b7847f7e83ca37c6e627682f145856de331049013853f344f37b0c9690e3df",
-                "sha256:0aaee12d8883552fadfc41e96b4c82ee7d794949e2a7c3b3a7201e968c7ecab9",
-                "sha256:0cbe9848fad08baf71de1a39e12d1b6310f1d5b2d0ea4de051058e6e1076852d",
-                "sha256:1b1766d6f397c18153d40015ddfc79ddb715cabadc04d2d228d4e5a8bc4ded1a",
-                "sha256:33161613d2269025873025b33e879825ec7b1d831317e68f4f2f0f84ed14c719",
-                "sha256:5039f55555e1eab31124a5768898c9e22c25a65c1e0037f4d7c495a45778c9f2",
-                "sha256:522e26bbf6377e4d76403826ed689c295b0b238f46c28a7251ab94716da0b280",
-                "sha256:56e454c7833e94ec9769fa0f86e6ff8e42ee38ce0ce1fa4cbb747ea7e06d56aa",
-                "sha256:58f545efd1108e647604a1b5aa809591ccd2540f468a880bedb97247e72db387",
-                "sha256:5e05b1c973a9f858c74367553e236f287e749465f773328c8ef31abe18f691e1",
-                "sha256:7903ba8ab592b82014713c491f6c5d3a1cde5b4a3bf116404e08f5b52f6daf43",
-                "sha256:8969bfd28e85c81f3f94eb4a66bc2cf1dbdc5c18efc320af34bffc54d6b1e38f",
-                "sha256:92c8c1e89a1f5028a4c6d9e3ccbe311b6ba53694811269b992c0b224269e2398",
-                "sha256:9c88793f78fca17da0145455f0d7826bcb9f37da4764af27ac945488116efe63",
-                "sha256:a7ac231a08bb37f852849bbb387a20a57574a97cfc7b6cabb488a4fc8be176de",
-                "sha256:abdde9f795cf292fb9651ed48185503a2ff29be87770c3b8e2a14b0cd7aa16f8",
-                "sha256:af1da88f6bc3d2338ebbf0e22fe487821ea4d8e89053e25fa59d1d79786e7481",
-                "sha256:b2a9ab7c279c91974f756c84c365a669a887efa287365a8e2c418f8b3ba73fb0",
-                "sha256:bf837dc63ba5c06dc8797c398db1e223a466c7ece27a1f7b5232ba3466aafe3d",
-                "sha256:ca51fcfcc5f9354c45f400059e88bc09215fb71a48d3768fb80e357f3b457e1e",
-                "sha256:ce571367b6dfe60af04e04a1834ca2dc5f46004ac1cc756fb95319f64c095a96",
-                "sha256:d208a0f8729f3fb790ed18a003f3a57895b989b40ea4dce4717e9cf4af62c6bb",
-                "sha256:dbee87b469018961d1ad79b1a5d50c0ae850000b639bcb1b694e9981083243b6",
-                "sha256:e9f4c4e51567b616be64e05d517c79a8a22f3606499941d97bb76f2ca59f982d",
-                "sha256:f063b69b090c9d918f9df0a12116029e274daf0181df392839661c4c7ec9018a",
-                "sha256:f9a909a8bae284d46bbfdefbdd4a262ba19d3bc9921b1e76126b1d21c3c34135"
+                "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b",
+                "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818",
+                "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20",
+                "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0",
+                "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010",
+                "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a",
+                "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea",
+                "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c",
+                "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71",
+                "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110",
+                "sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be",
+                "sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a",
+                "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a",
+                "sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5",
+                "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed",
+                "sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd",
+                "sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c",
+                "sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e",
+                "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0",
+                "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c",
+                "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a",
+                "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b",
+                "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0",
+                "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6",
+                "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2",
+                "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a",
+                "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30",
+                "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218",
+                "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5",
+                "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07",
+                "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2",
+                "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4",
+                "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764",
+                "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef",
+                "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
+                "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==1.23.5"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.26.4"
         },
         "pandas": {
             "hashes": [
-                "sha256:0183cb04a057cc38fde5244909fca9826d5d57c4a5b7390c0cc3fa7acd9fa883",
-                "sha256:1fc87eac0541a7d24648a001d553406f4256e744d92df1df8ebe41829a915028",
-                "sha256:220b98d15cee0b2cd839a6358bd1f273d0356bf964c1a1aeb32d47db0215488b",
-                "sha256:2552bffc808641c6eb471e55aa6899fa002ac94e4eebfa9ec058649122db5824",
-                "sha256:315e19a3e5c2ab47a67467fc0362cb36c7c60a93b6457f675d7d9615edad2ebe",
-                "sha256:344021ed3e639e017b452aa8f5f6bf38a8806f5852e217a7594417fb9bbfa00e",
-                "sha256:375262829c8c700c3e7cbb336810b94367b9c4889818bbd910d0ecb4e45dc261",
-                "sha256:457d8c3d42314ff47cc2d6c54f8fc0d23954b47977b2caed09cd9635cb75388b",
-                "sha256:4aed257c7484d01c9a194d9a94758b37d3d751849c05a0050c087a358c41ad1f",
-                "sha256:530948945e7b6c95e6fa7aa4be2be25764af53fba93fe76d912e35d1c9ee46f5",
-                "sha256:5ae7e989f12628f41e804847a8cc2943d362440132919a69429d4dea1f164da0",
-                "sha256:71f510b0efe1629bf2f7c0eadb1ff0b9cf611e87b73cd017e6b7d6adb40e2b3a",
-                "sha256:73f219fdc1777cf3c45fde7f0708732ec6950dfc598afc50588d0d285fddaefc",
-                "sha256:8092a368d3eb7116e270525329a3e5c15ae796ccdf7ccb17839a73b4f5084a39",
-                "sha256:82ae615826da838a8e5d4d630eb70c993ab8636f0eff13cb28aafc4291b632b5",
-                "sha256:9608000a5a45f663be6af5c70c3cbe634fa19243e720eb380c0d378666bc7702",
-                "sha256:a40dd1e9f22e01e66ed534d6a965eb99546b41d4d52dbdb66565608fde48203f",
-                "sha256:b4f5a82afa4f1ff482ab8ded2ae8a453a2cdfde2001567b3ca24a4c5c5ca0db3",
-                "sha256:c009a92e81ce836212ce7aa98b219db7961a8b95999b97af566b8dc8c33e9519",
-                "sha256:c218796d59d5abd8780170c937b812c9637e84c32f8271bbf9845970f8c1351f",
-                "sha256:cc3cd122bea268998b79adebbb8343b735a5511ec14efb70a39e7acbc11ccbdc",
-                "sha256:d0d8fd58df5d17ddb8c72a5075d87cd80d71b542571b5f78178fb067fa4e9c72",
-                "sha256:e18bc3764cbb5e118be139b3b611bc3fbc5d3be42a7e827d1096f46087b395eb",
-                "sha256:e2b83abd292194f350bb04e188f9379d36b8dfac24dd445d5c87575f3beaf789",
-                "sha256:e7469271497960b6a781eaa930cba8af400dd59b62ec9ca2f4d31a19f2f91090",
-                "sha256:e9dbacd22555c2d47f262ef96bb4e30880e5956169741400af8b306bbb24a273",
-                "sha256:f6257b314fc14958f8122779e5a1557517b0f8e500cfb2bd53fa1f75a8ad0af2"
+                "sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a",
+                "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d",
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+                "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4",
+                "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0",
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+                "sha256:31d0ced62d4ea3e231a9f228366919a5ea0b07440d9d4dac345376fd8e1477ea",
+                "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28",
+                "sha256:37e0aced3e8f539eccf2e099f65cdb9c8aa85109b0be6e93e2baff94264bdc6f",
+                "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348",
+                "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18",
+                "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468",
+                "sha256:3fc6873a41186404dad67245896a6e440baacc92f5b716ccd1bc9ed2995ab2c5",
+                "sha256:4850ba03528b6dd51d6c5d273c46f183f39a9baf3f0143e566b89450965b105e",
+                "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667",
+                "sha256:56534ce0746a58afaf7942ba4863e0ef81c9c50d3f0ae93e9497d6a41a057645",
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+                "sha256:5dbca4c1acd72e8eeef4753eeca07de9b1db4f398669d5994086f788a5d7cc30",
+                "sha256:5de54125a92bb4d1c051c0659e6fcb75256bf799a732a87184e5ea503965bce3",
+                "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d",
+                "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb",
+                "sha256:63cc132e40a2e084cf01adf0775b15ac515ba905d7dcca47e9a251819c575ef3",
+                "sha256:66108071e1b935240e74525006034333f98bcdb87ea116de573a6a0dccb6c039",
+                "sha256:6dfcb5ee8d4d50c06a51c2fffa6cff6272098ad6540aed1a76d15fb9318194d8",
+                "sha256:7c2875855b0ff77b2a64a0365e24455d9990730d6431b9e0ee18ad8acee13dbd",
+                "sha256:7eee9e7cea6adf3e3d24e304ac6b8300646e2a5d1cd3a3c2abed9101b0846761",
+                "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659",
+                "sha256:86976a1c5b25ae3f8ccae3a5306e443569ee3c3faf444dfd0f41cda24667ad57",
+                "sha256:8cd6d7cc958a3910f934ea8dbdf17b2364827bb4dafc38ce6eef6bb3d65ff09c",
+                "sha256:99df71520d25fade9db7c1076ac94eb994f4d2673ef2aa2e86ee039b6746d20c",
+                "sha256:a5a1595fe639f5988ba6a8e5bc9649af3baf26df3998a0abe56c02609392e0a4",
+                "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a",
+                "sha256:b1d432e8d08679a40e2a6d8b2f9770a5c21793a6f9f47fdd52c5ce1948a5a8a9",
+                "sha256:b8661b0238a69d7aafe156b7fa86c44b881387509653fdf857bebc5e4008ad42",
+                "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2",
+                "sha256:bc6b93f9b966093cb0fd62ff1a7e4c09e6d546ad7c1de191767baffc57628f39",
+                "sha256:c124333816c3a9b03fbeef3a9f230ba9a737e9e5bb4060aa2107a86cc0a497fc",
+                "sha256:cd8d0c3be0515c12fed0bdbae072551c8b54b7192c7b1fda0ba56059a0179698",
+                "sha256:d9c45366def9a3dd85a6454c0e7908f2b3b8e9c138f5dc38fed7ce720d8453ed",
+                "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015",
+                "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24",
+                "sha256:fffb8ae78d8af97f849404f21411c95062db1496aeb3e56f146f0355c9989319"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==1.5.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==2.2.3"
         },
         "parse": {
             "hashes": [
@@ -898,6 +921,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
+        "tzdata": {
+            "hashes": [
+                "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc",
+                "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"
+            ],
+            "markers": "python_version >= '2'",
+            "version": "==2024.2"
+        },
         "tzlocal": {
             "hashes": [
                 "sha256:49816ef2fe65ea8ac19d19aa7a1ae0551c834303d5014c6d5a62e4cbda8047b8",
@@ -924,12 +955,12 @@
         },
         "uvicorn": {
             "hashes": [
-                "sha256:4b15decdda1e72be08209e860a1e10e92439ad5b97cf44cc945fcbee66fc5788",
-                "sha256:65fd46fe3fda5bdc1b03b94eb634923ff18cd35b2f084813ea79d1f103f711b5"
+                "sha256:13bc21373d103859f68fe739608e2eb054a816dea79189bc3ca08ea89a275906",
+                "sha256:cac7be4dd4d891c363cd942160a7b02e69150dcbc7a36be04d5f4af4b17c8ced"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==0.30.6"
+            "version": "==0.31.0"
         },
         "w3lib": {
             "hashes": [
@@ -1270,7 +1301,7 @@
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
                 "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
             ],
-            "markers": "python_version < '3.11'",
+            "markers": "python_version >= '3.7'",
             "version": "==2.0.1"
         },
         "typing-extensions": {