diff --git a/backend/Pipfile b/backend/Pipfile
index 926d856..c52449e 100644
--- a/backend/Pipfile
+++ b/backend/Pipfile
@@ -21,7 +21,7 @@ shapely = "*"
 pymemcache = "*"
 fastapi-cli = "*"
 scikit-learn = "*"
-pyqt6 = "*"
 loki-logger-handler = "*"
 pulp = "*"
 scipy = "*"
+requests = "*"
diff --git a/backend/Pipfile.lock b/backend/Pipfile.lock
index 1019ecf..a338449 100644
--- a/backend/Pipfile.lock
+++ b/backend/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "16f9923498d0e5a9876794c398a589a38bf88c8326863e1c33b74f445d297cd6"
+            "sha256": "63a160ed81e40c9f26a524eb504d13adb73e007a5bf209b6a09b89bd72a1b556"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -30,6 +30,112 @@
             "markers": "python_version >= '3.9'",
             "version": "==4.8.0"
         },
+        "certifi": {
+            "hashes": [
+                "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56",
+                "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2024.12.14"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:0167ddc8ab6508fe81860a57dd472b2ef4060e8d378f0cc555707126830f2537",
+                "sha256:01732659ba9b5b873fc117534143e4feefecf3b2078b0a6a2e925271bb6f4cfa",
+                "sha256:01ad647cdd609225c5350561d084b42ddf732f4eeefe6e678765636791e78b9a",
+                "sha256:04432ad9479fa40ec0f387795ddad4437a2b50417c69fa275e212933519ff294",
+                "sha256:0907f11d019260cdc3f94fbdb23ff9125f6b5d1039b76003b5b0ac9d6a6c9d5b",
+                "sha256:0924e81d3d5e70f8126529951dac65c1010cdf117bb75eb02dd12339b57749dd",
+                "sha256:09b26ae6b1abf0d27570633b2b078a2a20419c99d66fb2823173d73f188ce601",
+                "sha256:09b5e6733cbd160dcc09589227187e242a30a49ca5cefa5a7edd3f9d19ed53fd",
+                "sha256:0af291f4fe114be0280cdd29d533696a77b5b49cfde5467176ecab32353395c4",
+                "sha256:0f55e69f030f7163dffe9fd0752b32f070566451afe180f99dbeeb81f511ad8d",
+                "sha256:1a2bc9f351a75ef49d664206d51f8e5ede9da246602dc2d2726837620ea034b2",
+                "sha256:22e14b5d70560b8dd51ec22863f370d1e595ac3d024cb8ad7d308b4cd95f8313",
+                "sha256:234ac59ea147c59ee4da87a0c0f098e9c8d169f4dc2a159ef720f1a61bbe27cd",
+                "sha256:2369eea1ee4a7610a860d88f268eb39b95cb588acd7235e02fd5a5601773d4fa",
+                "sha256:237bdbe6159cff53b4f24f397d43c6336c6b0b42affbe857970cefbb620911c8",
+                "sha256:28bf57629c75e810b6ae989f03c0828d64d6b26a5e205535585f96093e405ed1",
+                "sha256:2967f74ad52c3b98de4c3b32e1a44e32975e008a9cd2a8cc8966d6a5218c5cb2",
+                "sha256:2a75d49014d118e4198bcee5ee0a6f25856b29b12dbf7cd012791f8a6cc5c496",
+                "sha256:2bdfe3ac2e1bbe5b59a1a63721eb3b95fc9b6817ae4a46debbb4e11f6232428d",
+                "sha256:2d074908e1aecee37a7635990b2c6d504cd4766c7bc9fc86d63f9c09af3fa11b",
+                "sha256:2fb9bd477fdea8684f78791a6de97a953c51831ee2981f8e4f583ff3b9d9687e",
+                "sha256:311f30128d7d333eebd7896965bfcfbd0065f1716ec92bd5638d7748eb6f936a",
+                "sha256:329ce159e82018d646c7ac45b01a430369d526569ec08516081727a20e9e4af4",
+                "sha256:345b0426edd4e18138d6528aed636de7a9ed169b4aaf9d61a8c19e39d26838ca",
+                "sha256:363e2f92b0f0174b2f8238240a1a30142e3db7b957a5dd5689b0e75fb717cc78",
+                "sha256:3a3bd0dcd373514dcec91c411ddb9632c0d7d92aed7093b8c3bbb6d69ca74408",
+                "sha256:3bed14e9c89dcb10e8f3a29f9ccac4955aebe93c71ae803af79265c9ca5644c5",
+                "sha256:44251f18cd68a75b56585dd00dae26183e102cd5e0f9f1466e6df5da2ed64ea3",
+                "sha256:44ecbf16649486d4aebafeaa7ec4c9fed8b88101f4dd612dcaf65d5e815f837f",
+                "sha256:4532bff1b8421fd0a320463030c7520f56a79c9024a4e88f01c537316019005a",
+                "sha256:49402233c892a461407c512a19435d1ce275543138294f7ef013f0b63d5d3765",
+                "sha256:4c0907b1928a36d5a998d72d64d8eaa7244989f7aaaf947500d3a800c83a3fd6",
+                "sha256:4d86f7aff21ee58f26dcf5ae81a9addbd914115cdebcbb2217e4f0ed8982e146",
+                "sha256:5777ee0881f9499ed0f71cc82cf873d9a0ca8af166dfa0af8ec4e675b7df48e6",
+                "sha256:5df196eb874dae23dcfb968c83d4f8fdccb333330fe1fc278ac5ceeb101003a9",
+                "sha256:619a609aa74ae43d90ed2e89bdd784765de0a25ca761b93e196d938b8fd1dbbd",
+                "sha256:6e27f48bcd0957c6d4cb9d6fa6b61d192d0b13d5ef563e5f2ae35feafc0d179c",
+                "sha256:6ff8a4a60c227ad87030d76e99cd1698345d4491638dfa6673027c48b3cd395f",
+                "sha256:73d94b58ec7fecbc7366247d3b0b10a21681004153238750bb67bd9012414545",
+                "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176",
+                "sha256:75832c08354f595c760a804588b9357d34ec00ba1c940c15e31e96d902093770",
+                "sha256:7709f51f5f7c853f0fb938bcd3bc59cdfdc5203635ffd18bf354f6967ea0f824",
+                "sha256:78baa6d91634dfb69ec52a463534bc0df05dbd546209b79a3880a34487f4b84f",
+                "sha256:7974a0b5ecd505609e3b19742b60cee7aa2aa2fb3151bc917e6e2646d7667dcf",
+                "sha256:7a4f97a081603d2050bfaffdefa5b02a9ec823f8348a572e39032caa8404a487",
+                "sha256:7b1bef6280950ee6c177b326508f86cad7ad4dff12454483b51d8b7d673a2c5d",
+                "sha256:7d053096f67cd1241601111b698f5cad775f97ab25d81567d3f59219b5f1adbd",
+                "sha256:804a4d582ba6e5b747c625bf1255e6b1507465494a40a2130978bda7b932c90b",
+                "sha256:807f52c1f798eef6cf26beb819eeb8819b1622ddfeef9d0977a8502d4db6d534",
+                "sha256:80ed5e856eb7f30115aaf94e4a08114ccc8813e6ed1b5efa74f9f82e8509858f",
+                "sha256:8417cb1f36cc0bc7eaba8ccb0e04d55f0ee52df06df3ad55259b9a323555fc8b",
+                "sha256:8436c508b408b82d87dc5f62496973a1805cd46727c34440b0d29d8a2f50a6c9",
+                "sha256:89149166622f4db9b4b6a449256291dc87a99ee53151c74cbd82a53c8c2f6ccd",
+                "sha256:8bfa33f4f2672964266e940dd22a195989ba31669bd84629f05fab3ef4e2d125",
+                "sha256:8c60ca7339acd497a55b0ea5d506b2a2612afb2826560416f6894e8b5770d4a9",
+                "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de",
+                "sha256:955f8851919303c92343d2f66165294848d57e9bba6cf6e3625485a70a038d11",
+                "sha256:97f68b8d6831127e4787ad15e6757232e14e12060bec17091b85eb1486b91d8d",
+                "sha256:9b23ca7ef998bc739bf6ffc077c2116917eabcc901f88da1b9856b210ef63f35",
+                "sha256:9f0b8b1c6d84c8034a44893aba5e767bf9c7a211e313a9605d9c617d7083829f",
+                "sha256:aabfa34badd18f1da5ec1bc2715cadc8dca465868a4e73a0173466b688f29dda",
+                "sha256:ab36c8eb7e454e34e60eb55ca5d241a5d18b2c6244f6827a30e451c42410b5f7",
+                "sha256:b010a7a4fd316c3c484d482922d13044979e78d1861f0e0650423144c616a46a",
+                "sha256:b1ac5992a838106edb89654e0aebfc24f5848ae2547d22c2c3f66454daa11971",
+                "sha256:b7b2d86dd06bfc2ade3312a83a5c364c7ec2e3498f8734282c6c3d4b07b346b8",
+                "sha256:b97e690a2118911e39b4042088092771b4ae3fc3aa86518f84b8cf6888dbdb41",
+                "sha256:bc2722592d8998c870fa4e290c2eec2c1569b87fe58618e67d38b4665dfa680d",
+                "sha256:c0429126cf75e16c4f0ad00ee0eae4242dc652290f940152ca8c75c3a4b6ee8f",
+                "sha256:c30197aa96e8eed02200a83fba2657b4c3acd0f0aa4bdc9f6c1af8e8962e0757",
+                "sha256:c4c3e6da02df6fa1410a7680bd3f63d4f710232d3139089536310d027950696a",
+                "sha256:c75cb2a3e389853835e84a2d8fb2b81a10645b503eca9bcb98df6b5a43eb8886",
+                "sha256:c96836c97b1238e9c9e3fe90844c947d5afbf4f4c92762679acfe19927d81d77",
+                "sha256:d7f50a1f8c450f3925cb367d011448c39239bb3eb4117c36a6d354794de4ce76",
+                "sha256:d973f03c0cb71c5ed99037b870f2be986c3c05e63622c017ea9816881d2dd247",
+                "sha256:d98b1668f06378c6dbefec3b92299716b931cd4e6061f3c875a71ced1780ab85",
+                "sha256:d9c3cdf5390dcd29aa8056d13e8e99526cda0305acc038b96b30352aff5ff2bb",
+                "sha256:dad3e487649f498dd991eeb901125411559b22e8d7ab25d3aeb1af367df5efd7",
+                "sha256:dccbe65bd2f7f7ec22c4ff99ed56faa1e9f785482b9bbd7c717e26fd723a1d1e",
+                "sha256:dd78cfcda14a1ef52584dbb008f7ac81c1328c0f58184bf9a84c49c605002da6",
+                "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037",
+                "sha256:e358e64305fe12299a08e08978f51fc21fac060dcfcddd95453eabe5b93ed0e1",
+                "sha256:ea0d8d539afa5eb2728aa1932a988a9a7af94f18582ffae4bc10b3fbdad0626e",
+                "sha256:eab677309cdb30d047996b36d34caeda1dc91149e4fdca0b1a039b3f79d9a807",
+                "sha256:eb8178fe3dba6450a3e024e95ac49ed3400e506fd4e9e5c32d30adda88cbd407",
+                "sha256:ecddf25bee22fe4fe3737a399d0d177d72bc22be6913acfab364b40bce1ba83c",
+                "sha256:eea6ee1db730b3483adf394ea72f808b6e18cf3cb6454b4d86e04fa8c4327a12",
+                "sha256:f08ff5e948271dc7e18a35641d2f11a4cd8dfd5634f55228b691e62b37125eb3",
+                "sha256:f30bf9fd9be89ecb2360c7d94a711f00c09b976258846efe40db3d05828e8089",
+                "sha256:fa88b843d6e211393a37219e6a1c1df99d35e8fd90446f1118f4216e307e48cd",
+                "sha256:fc54db6c8593ef7d4b2a331b58653356cf04f67c960f584edb7c3d8c97e8f39e",
+                "sha256:fd4ec41f914fa74ad1b8304bbc634b3de73d2a0889bd32076342a573e0779e00",
+                "sha256:ffc9202a29ab3920fa812879e95a9e78b2465fd10be7fcbd042899695d75e616"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.4.1"
+        },
         "click": {
             "hashes": [
                 "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2",
@@ -226,12 +332,12 @@
         },
         "pydantic": {
             "hashes": [
-                "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff",
-                "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"
+                "sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584",
+                "sha256:ca5daa827cce33de7a42be142548b0096bf05a7e7b365aebfa5f8eeec7128236"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==2.10.5"
+            "version": "==2.10.6"
         },
         "pydantic-core": {
             "hashes": [
@@ -356,64 +462,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==4.0.0"
         },
-        "pyqt6": {
-            "hashes": [
-                "sha256:3a4354816f11e812b727206a9ea6e79ff3774f1bb7228ad4b9318442d2c64ff9",
-                "sha256:452bae5840077bf0f146c798d7777f70d7bdd0c7dcfa9ee7a415c1daf2d10038",
-                "sha256:48bace7b87676bba5e6114482f3a20ca20be90c7f261b5d340464313f5f2bf5e",
-                "sha256:6d8628de4c2a050f0b74462e4c9cb97f839bf6ffabbca91711722ffb281570d9",
-                "sha256:8c5c05f5fdff31a5887dbc29b27615b09df467631238d7b449283809ffca6228",
-                "sha256:a9913d479f1ffee804bf7f232079baea4fb4b221a8f4890117588917a54ea30d",
-                "sha256:cf7123caea14e7ecf10bd12cae48e8d9970ef7caf627bc7d7988b0baa209adb3"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.9'",
-            "version": "==6.8.0"
-        },
-        "pyqt6-qt6": {
-            "hashes": [
-                "sha256:006d786693d0511fbcf184a862edbd339c6ed1bb3bd9de363d73a19ed4b23dff",
-                "sha256:08065d595f1e6fc2dde9f4450eeff89082f4bad26f600a8e9b9cc5966716bfcf",
-                "sha256:1eb8460a1fdb38d0b2458c2974c01d471c1e59e4eb19ea63fc447aaba3ad530e",
-                "sha256:20843cb86bd94942d1cd99e39bf1aeabb875b241a35a8ab273e4bbbfa63776db",
-                "sha256:2f4b8b55b1414b93f340f22e8c88d25550efcdebc4b65a3927dd947b73bd4358",
-                "sha256:98aa99fe38ae68c5318284cd28f3479ba538c40bf6ece293980abae0925c1b24",
-                "sha256:9f3790c4ce4dc576e48b8718d55fb8743057e6cbd53a6ca1dd253ffbac9b7287",
-                "sha256:a8bc2ed4ee5e7c6ff4dd1c7db0b27705d151fee5dc232bbd1bf17618f937f515",
-                "sha256:d6ca5d2b9d2ec0ee4a814b2175f641a5c4299cb80b45e0f5f8356632663f89b3"
-            ],
-            "version": "==6.8.1"
-        },
-        "pyqt6-sip": {
-            "hashes": [
-                "sha256:14f95c6352e3b85dc26bf59cfbf77a470ecbd5fcdcf00af4b648f0e1b9eefb9e",
-                "sha256:15be741d1ae8c82bb7afe9a61f3cf8c50457f7d61229a1c39c24cd6e8f4d86dc",
-                "sha256:1d322ded1d1fea339cc6ac65b768e72c69c486eebb7db6ccde061b5786d74cc5",
-                "sha256:1ec52e962f54137a19208b6e95b6bd9f7a403eb25d7237768a99306cd9db26d1",
-                "sha256:1fb405615970e85b622b13b4cad140ff1e4182eb8334a0b27a4698e6217b89b0",
-                "sha256:22d66256b800f552ade51a463510bf905f3cb318aae00ff4288fae4de5d0e600",
-                "sha256:2ab85aaf155828331399c59ebdd4d3b0358e42c08250e86b43d56d9873df148a",
-                "sha256:3c269052c770c09b61fce2f2f9ea934a67dfc65f443d59629b4ccc8f89751890",
-                "sha256:5004514b08b045ad76425cf3618187091a668d972b017677b1b4b193379ef553",
-                "sha256:552ff8fdc41f5769d3eccc661f022ed496f55f6e0a214c20aaf56e56385d61b6",
-                "sha256:5643c92424fe62cb0b33378fef3d28c1525f91ada79e8a15bd9a05414a09503d",
-                "sha256:56ce0afb19cd8a8c63ff93ae506dffb74f844b88adaa6673ebc0dec43af48a76",
-                "sha256:57b5312ef13c1766bdf69b317041140b184eb24a51e1e23ce8fc5386ba8dffb2",
-                "sha256:5d7726556d1ca7a7ed78e19ba53285b64a2a8f6ad7ff4cb18a1832efca1a3102",
-                "sha256:69a879cfc94f4984d180321b76f52923861cd5bf4969aa885eef7591ee932517",
-                "sha256:6e6c1e2592187934f4e790c0c099d0033e986dcef7bdd3c06e3895ffa995e9fc",
-                "sha256:8b2ac36d6e04db6099614b9c1178a2f87788c7ffc3826571fb63d36ddb4c401d",
-                "sha256:8c207528992d59b0801458aa6fcff118e5c099608ef0fc6ff8bccbdc23f29c04",
-                "sha256:976c7758f668806d4df7a8853f390ac123d5d1f73591ed368bdb8963574ff589",
-                "sha256:accab6974b2758296400120fdcc9d1f37785b2ea2591f00656e1776f058ded6c",
-                "sha256:c1942e107b0243ced9e510d507e0f27aeea9d6b13e0a1b7c06fd52a62e0d41f7",
-                "sha256:c800db3464481e87b1d2b84523b075df1e8fc7856c6f9623dc243f89be1cb604",
-                "sha256:e996d320744ca8342cad6f9454345330d4f06bce129812d032bda3bad6967c5c",
-                "sha256:fa27b51ae4c7013b3700cf0ecf46907d1333ae396fc6511311920485cbce094b"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==13.9.1"
-        },
         "python-dotenv": {
             "hashes": [
                 "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca",
@@ -479,6 +527,15 @@
             ],
             "version": "==6.0.2"
         },
+        "requests": {
+            "hashes": [
+                "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760",
+                "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==2.32.3"
+        },
         "rich": {
             "hashes": [
                 "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098",
@@ -646,11 +703,11 @@
         },
         "starlette": {
             "hashes": [
-                "sha256:4daec3356fb0cb1e723a5235e5beaf375d2259af27532958e2d79df549dad9da",
-                "sha256:bba1831d15ae5212b22feab2f218bab6ed3cd0fc2dc1d4442443bb1ee52260e0"
+                "sha256:2cbcba2a75806f8a41c722141486f37c28e30a0921c5f6fe4346cb0dcee1302f",
+                "sha256:dfb6d332576f136ec740296c7e8bb8c8a7125044e7c6da30744718880cdd059d"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==0.45.2"
+            "version": "==0.45.3"
         },
         "threadpoolctl": {
             "hashes": [
@@ -676,6 +733,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
+        "urllib3": {
+            "hashes": [
+                "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df",
+                "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==2.3.0"
+        },
         "uvicorn": {
             "extras": [
                 "standard"
diff --git a/backend/report.html b/backend/report.html
index 7839f15..1b97bae 100644
--- a/backend/report.html
+++ b/backend/report.html
@@ -328,7 +328,7 @@ div.media {
   </head>
   <body>
     <h1 id="title">Backend Testing Report</h1>
-    <p>Report generated on 23-Jan-2025 at 16:22:05 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
+    <p>Report generated on 24-Jan-2025 at 16:01:23 by <a href="https://pypi.python.org/pypi/pytest-html">pytest-html</a>
         v4.1.1</p>
     <div id="environment-header">
       <h2>Environment</h2>
@@ -382,7 +382,7 @@ div.media {
         <h2>Summary</h2>
         <div class="additional-summary prefix">
         </div>
-        <p class="run-count">8 tests took 00:01:51.</p>
+        <p class="run-count">8 tests took 00:01:20.</p>
         <p class="filter">(Un)check the boxes to filter the results.</p>
         <div class="summary__reload">
           <div class="summary__reload__button hidden" onclick="location.reload()">
@@ -393,9 +393,9 @@ div.media {
         <div class="controls">
           <div class="filters">
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="failed" />
-            <span class="failed">4 Failed,</span>
+            <span class="failed">3 Failed,</span>
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="passed" />
-            <span class="passed">4 Passed,</span>
+            <span class="passed">5 Passed,</span>
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="skipped" disabled/>
             <span class="skipped">0 Skipped,</span>
             <input checked="true" class="filter" name="filter_checkbox" type="checkbox" data-test-result="xfailed" disabled/>
@@ -432,7 +432,7 @@ div.media {
     </table>
   </body>
   <footer>
-    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.12.3&#34;, &#34;Platform&#34;: &#34;Linux-6.8.0-51-generic-x86_64-with-glibc2.39&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.3.4&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;anyio&#34;: &#34;4.8.0&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}}, &#34;tests&#34;: {&#34;src/tests/test_main.py::test_turckheim&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_turckheim&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_turckheim&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 4 - Square Charles Grad (47 | 5) - 3 - Porte de France (157 | 5) - 5 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;22 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;20 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;104 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 5 landmarks in  \t: 0.004 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.031 seconds\nINFO     src.main:main.py:127 Generated a trip of 22 minutes with 4 landmarks in 0.035 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_bellecour&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_bellecour&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_bellecour&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 7 - Grande Synagogue de Lyon (191 | 5) - 7 - Basilique Saint-Martin d&#39;Ainay (314 | 5) - 8 - \u00c9glise Saint-Georges (357 | 5) - 7 - Cath\u00e9drale Saint-Jean (305 | 5) - 7 - Basilique de Fourvi\u00e8re (251 | 5) - 0 - Basilique Notre-Dame de Fourvi\u00e8re (247 | 5) - 7 - Mus\u00e9es Gadagne (401 | 5) - 1 - Temple du Change (314 | 5) - 8 - \u00c9glise Saint-Nizier (272 | 5) - 12 - H\u00f4tel de l&#39;Europe (191 | 5) - 5 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;119 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;120 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:08&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 182 landmarks in  \t: 0.044 seconds\nINFO     src.main:main.py:122 Total computation time\t: 8.146 seconds\nINFO     src.main:main.py:127 Generated a trip of 119 minutes with 12 landmarks in 8.19 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_cologne&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_cologne&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_cologne&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 4 - R\u00f6misch-Germanisches Museum (698 | 5) - 6 - Wallraf-Richartz-Museum &amp; Foundation Corboud (490 | 5) - 5 - Gro\u00df St. Martin (512 | 5) - 11 - St. Maria Lyskirchen (512 | 5) - 4 - Deutsches Sport- und Olympiamuseum (535 | 5) - 6 - Trinitatiskirche (467 | 5) - 4 - St. Maria im Kapitol (490 | 5) - 6 - Duftmuseum im Farina-Haus (539 | 5) - 5 - Minoritenkirche (379 | 5) - 6 - AntoniterCityKirche (423 | 5) - 4 - St. C\u00e4cilien (423 | 5) - 4 - Gesundheitsamt K\u00f6ln (364 | 5) - 5 - St. Aposteln (639 | 5) - 2 - Kreissparkasse K\u00f6ln (539 | 5) - 5 - Schauspielhaus K\u00f6ln (369 | 5) - 1 - Oper der Stadt K\u00f6ln (465 | 5) - 6 - Museum f\u00fcr Angewandte Kunst (514 | 5) - 5 - K\u00f6lner Dom (1141 | 5) - 3 - Excelsior Hotel Ernst (614 | 5) - 2 - St.Andreas (489 | 5) - 3 - St. Mari\u00e4 Himmelfahrt (401 | 5) - 2 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;204 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;240 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:09&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 244 landmarks in  \t: 0.068 seconds\nINFO     src.main:main.py:122 Total computation time\t: 8.817 seconds\nINFO     src.main:main.py:127 Generated a trip of 204 minutes with 23 landmarks in 8.885 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_strasbourg&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_strasbourg&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_strasbourg&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 10 - Grande \u00cele (228 | 5) - 11 - Palais du Rhin (466 | 5) - 11 - Cath\u00e9drale Notre-Dame (564 | 5) - 6 - \u00c9glise catholique Sainte-Madeleine (210 | 5) - 13 - Centre Administratif Ville et Eurom\u00e9tropole de Strasbourg (405 | 5) - 8 - Porte de l&#39;H\u00f4pital (207 | 5) - 4 - Pont Saint-Nicolas (191 | 5) - 4 - \u00c9glise protestante Saint-Thomas (266 | 5) - 2 - Circuit \u00ab Petite France \u00bb (364 | 5) - 9 - Barrage Vauban (344 | 5) - 10 - \u00c9glise Catholique Saint-Jean-Baptiste (247 | 5) - 1 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;144 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;180 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:04&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x70221d7b4740&amp;gt;\nrequest = &amp;lt;FixtureRequest for &amp;lt;Function test_strasbourg&amp;gt;&amp;gt;\n\n    def test_strasbourg(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in Lyon centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 180\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [48.5846589226, 7.74078715721]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n&amp;gt;       assert duration_minutes*0.8 &amp;lt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too short: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\nE       AssertionError: Trip too short: 144 instead of 180\nE       assert (180 * 0.8) &amp;lt; 144\n\nsrc/tests/test_main.py:180: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 118 landmarks in  \t: 0.03 seconds\nINFO     src.main:main.py:122 Total computation time\t: 4.096 seconds\nINFO     src.main:main.py:127 Generated a trip of 144 minutes with 13 landmarks in 4.126 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_zurich&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_zurich&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_zurich&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 3 - Schweizerisches Landesmuseum (336 | 5) - 7 - Globus (325 | 30) - 10 - St. Peter (379 | 5) - 3 - Fraum\u00fcnster (467 | 5) - 4 - Grossm\u00fcnster (425 | 5) - 9 - Friedenskirche (207 | 5) - 10 - Liebfrauenkirche (247 | 5) - 6 - Russisch-Orthodoxe Auferstehungskirche (325 | 5) - 13 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;130 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;180 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:16&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x70221d7b4740&amp;gt;, request = &amp;lt;FixtureRequest for &amp;lt;Function test_zurich&amp;gt;&amp;gt;\n\n    def test_zurich(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in Lyon centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 180\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [47.377884227, 8.5395114066]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n&amp;gt;       assert duration_minutes*0.8 &amp;lt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too short: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\nE       AssertionError: Trip too short: 130 instead of 180\nE       assert (180 * 0.8) &amp;lt; 130\n\nsrc/tests/test_main.py:221: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 133 landmarks in  \t: 0.027 seconds\nINFO     src.main:main.py:122 Total computation time\t: 16.137 seconds\nINFO     src.main:main.py:127 Generated a trip of 130 minutes with 10 landmarks in 16.164 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_paris&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_paris&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_paris&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 5 - \u00c9glise Saint-Leu - Saint-Gilles (423 | 5) - 19 - Mus\u00e9e Carnavalet (490 | 5) - 14 - Centre Georges Pompidou (865 | 5) - 3 - \u00c9glise Saint-Merri (466 | 5) - 3 - Tour Saint-Jacques (614 | 5) - 10 - Cath\u00e9drale Notre-Dame de Paris (1138 | 5) - 8 - Sainte-Chapelle (1138 | 5) - 1 - Palais de Justice de Paris (467 | 5) - 9 - \u00c9glise Saint-Germain l&#39;Auxerrois (512 | 5) - 6 - La Seine (447 | 5) - 5 - Pyramide du Louvre (490 | 5) - 12 - Mus\u00e9e d&#39;Orsay (890 | 5) - 12 - Mus\u00e9e du Louvre (698 | 5) - 5 - Temple de l&#39;Oratoire du Louvre (651 | 5) - 4 - Bourse de Commerce \u2014 Pinault Collection (627 | 5) - 2 - Jardin Nelson Mandela (367 | 5) - 3 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;201 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;300 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:01:12&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x70221d7b4740&amp;gt;, request = &amp;lt;FixtureRequest for &amp;lt;Function test_paris&amp;gt;&amp;gt;\n\n    def test_paris(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in Paris (les Halles) centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 300\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [48.86248803298562, 2.346451131285925]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n&amp;gt;       assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\nE       AssertionError: Computation time exceeded 30 seconds: 72.07 seconds\nE       assert 72.07316541671753 &amp;lt; 30\n\nsrc/tests/test_main.py:261: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 363 landmarks in  \t: 0.134 seconds\nINFO     src.main:main.py:122 Total computation time\t: 71.935 seconds\nINFO     src.main:main.py:127 Generated a trip of 201 minutes with 18 landmarks in 72.068 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_new_york&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_new_york&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_new_york&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 6 - St. George&#39;s Church (344 | 5) - 7 - Grace Church (401 | 5) - 7 - Union Square Park (482 | 5) - 10 - Flatiron Building (604 | 5) - 5 - Cathedral of St. Sava (401 | 5) - 4 - Madison Square Park (482 | 5) - 7 - Calvary Church (357 | 5) - 17 - Saint Mark&#39;s in-the-Bowery (490 | 5) - 7 - Immaculate Conception Church (423 | 5) - 6 - St. Nicholas of Myra Orthodox Church (423 | 5) - 12 - Cathedral of the Holy Virgin Protection (344 | 5) - 9 - Saint Patrick&#39;s Old Cathedral (379 | 5) - 9 - Capitale (627 | 5) - 10 - Columbus Park (482 | 5) - 3 - Thomas Paine Park (334 | 5) - 3 - Collect Pond Park (412 | 5) - 10 - Tribeca Park (386 | 5) - 4 - Albert Capsouto Park (339 | 5) - 1 - Duarte Square (512 | 5) - 11 - St. Anthony of Padua Church (379 | 5) - 7 - Judson Memorial Church (401 | 5) - 13 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;273 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;600 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;782 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x70221d7b4740&amp;gt;\nrequest = &amp;lt;FixtureRequest for &amp;lt;Function test_new_york&amp;gt;&amp;gt;\n\n    def test_new_york(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in New York (les Halles) centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 600\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [40.72592726802, -73.9920434795]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n&amp;gt;       assert duration_minutes*0.8 &amp;lt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too short: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\nE       AssertionError: Trip too short: 273 instead of 600\nE       assert (600 * 0.8) &amp;lt; 273\n\nsrc/tests/test_main.py:303: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 211 landmarks in  \t: 0.038 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.739 seconds\nINFO     src.main:main.py:127 Generated a trip of 273 minutes with 23 landmarks in 0.777 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_shopping&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_shopping&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_shopping&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 0) - 5 - Grand H\u00f4tel-Dieu (423 | 30) - 8 - Shopping Area (538 | 40) - 4 - Grand Bazar (93 | 30) - 20 - Halles de Lyon Paul Bocuse (210 | 30) - 8 - Westfield La Part-Dieu (423 | 30) - 32 - finish (0 | 0) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;237 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;240 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;424 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;----------------------------- Captured stdout call -----------------------------\nLandmark(start): [start @(45.7576485, 4.8330241), score=0, time_to_next=5]\nLandmark(shopping): [Grand H\u00f4tel-Dieu @(45.7586955, 4.8364597), score=423, time_to_next=8]\nLandmark(shopping): [Shopping Area @(np.float64(45.76223053940519), np.float64(4.833794685873603)), score=538, time_to_next=4]\nLandmark(shopping): [Grand Bazar @(45.7632141, 4.8361975), score=93, time_to_next=20]\nLandmark(shopping): [Halles de Lyon Paul Bocuse @(45.7628282, 4.8505601), score=210, time_to_next=8]\nLandmark(shopping): [Westfield La Part-Dieu @(45.761331, 4.855676), score=423, time_to_next=32]\nLandmark(finish): [finish @(45.7576485, 4.8330241), score=0]\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 7 landmarks in  \t: 0.01 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.409 seconds\nINFO     src.main:main.py:127 Generated a trip of 237 minutes with 7 landmarks in 0.419 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;Backend Testing Report&#34;}"></div>
+    <div id="data-container" data-jsonblob="{&#34;environment&#34;: {&#34;Python&#34;: &#34;3.12.3&#34;, &#34;Platform&#34;: &#34;Linux-6.8.0-51-generic-x86_64-with-glibc2.39&#34;, &#34;Packages&#34;: {&#34;pytest&#34;: &#34;8.3.4&#34;, &#34;pluggy&#34;: &#34;1.5.0&#34;}, &#34;Plugins&#34;: {&#34;html&#34;: &#34;4.1.1&#34;, &#34;anyio&#34;: &#34;4.8.0&#34;, &#34;metadata&#34;: &#34;3.1.1&#34;}}, &#34;tests&#34;: {&#34;src/tests/test_main.py::test_turckheim&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_turckheim&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_turckheim&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 5 - Porte de France (157 | 5) - 5 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;20 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;20 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;110 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 5 landmarks in  \t: 0.004 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.035 seconds\nINFO     src.main:main.py:127 Generated a trip of 20 minutes with 3 landmarks in 0.039 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_bellecour&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_bellecour&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_bellecour&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 5 - H\u00f4tel de l&#39;Europe (217 | 5) - 4 - Palais archi\u00e9piscopal (217 | 5) - 6 - \u00c9glise Saint-Georges (461 | 5) - 3 - Grande Synagogue de Lyon (217 | 5) - 10 - \u00c9glise Saint-Just (460 | 5) - 13 - Basilique Notre-Dame de Fourvi\u00e8re (281 | 5) - 5 - Site historique de Lyon (414 | 5) - 4 - Temple du Change (406 | 5) - 13 - Basilique Saint-Bonaventure (414 | 5) - 12 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;125 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;120 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:09&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 182 landmarks in  \t: 0.042 seconds\nINFO     src.main:main.py:122 Total computation time\t: 8.903 seconds\nINFO     src.main:main.py:127 Generated a trip of 125 minutes with 11 landmarks in 8.945 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_cologne&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_cologne&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_cologne&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 2 - Excelsior Hotel Ernst (793 | 5) - 2 - St.Andreas (632 | 5) - 4 - K\u00f6lner Dom (1474 | 10) - 2 - R\u00f6misch-Germanisches Museum (901 | 60) - 5 - Gro\u00df St. Martin (582 | 5) - 9 - St. Maria im Kapitol (633 | 5) - 4 - Trinitatiskirche (604 | 5) - 11 - St. Peter (538 | 5) - 7 - Oper der Stadt K\u00f6ln (601 | 5) - 3 - Galeria (531 | 30) - 4 - St. Maria in der Kupfergasse (518 | 5) - 9 - St. Gereon (1059 | 5) - 11 - St. Ursula (529 | 5) - 10 - St. Kunibert (691 | 5) - 10 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;253 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;240 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:53&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x7b7aaac3a000&amp;gt;\nrequest = &amp;lt;FixtureRequest for &amp;lt;Function test_cologne&amp;gt;&amp;gt;\n\n    def test_cologne(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in Lyon centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 240\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [50.942352665, 6.957777972392]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n&amp;gt;       assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\nE       AssertionError: Computation time exceeded 30 seconds: 53.27 seconds\nE       assert 53.27033972740173 &amp;lt; 30\n\nsrc/tests/test_main.py:137: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 244 landmarks in  \t: 0.069 seconds\nINFO     src.main:main.py:122 Total computation time\t: 53.196 seconds\nINFO     src.main:main.py:127 Generated a trip of 253 minutes with 16 landmarks in 53.265 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_strasbourg&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_strasbourg&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_strasbourg&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 8 - \u00c9glise protestante Saint-Pierre-le-Jeune (347 | 5) - 6 - \u00c9glise catholique Saint-Pierre-le-Jeune (197 | 5) - 8 - H\u00f4tel de Ville (295 | 5) - 4 - De la Grande \u00eele \u00e0 la Neustadt (414 | 5) - 8 - Bains municipaux de Strasbourg (518 | 5) - 5 - \u00c9glise Saint-\u00c9tienne (259 | 5) - 20 - Centre Administratif Ville et Eurom\u00e9tropole de Strasbourg (405 | 5) - 8 - Porte de l&#39;H\u00f4pital (207 | 5) - 3 - \u00c9glise Saint-Nicolas (303 | 5) - 8 - Cath\u00e9drale Notre-Dame (728 | 10) - 8 - Circuit \u00ab Petite France \u00bb (414 | 5) - 9 - Barrage Vauban (391 | 5) - 10 - \u00c9glise Catholique Saint-Jean-Baptiste (281 | 5) - 1 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;181 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;180 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:05&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 118 landmarks in  \t: 0.027 seconds\nINFO     src.main:main.py:122 Total computation time\t: 5.281 seconds\nINFO     src.main:main.py:127 Generated a trip of 181 minutes with 15 landmarks in 5.308 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_zurich&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_zurich&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_zurich&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 14 - Johanneskirche (351 | 5) - 11 - Evangelisch-Lutherische Kirche Z\u00fcrich (391 | 5) - 9 - Russisch-Orthodoxe Auferstehungskirche (369 | 5) - 6 - Liebfrauenkirche (281 | 5) - 11 - Predigerkirche (351 | 5) - 8 - St. Peter (489 | 5) - 5 - Grossm\u00fcnster (483 | 5) - 1 - Wasserkirche (238 | 5) - 3 - Fraum\u00fcnster (531 | 5) - 0 - Fraum\u00fcnster Kreuzgang (174 | 5) - 1 - Stadthaus (191 | 5) - 5 - Rebekkabrunnen (174 | 5) - 4 - Zentralhofbrunnen (173 | 5) - 5 - Augustinerkirche (238 | 5) - 4 - St. Anna-Kapelle (191 | 5) - 6 - Globus (369 | 30) - 5 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;208 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;180 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:04&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 133 landmarks in  \t: 0.024 seconds\nINFO     src.main:main.py:122 Total computation time\t: 4.107 seconds\nINFO     src.main:main.py:127 Generated a trip of 208 minutes with 18 landmarks in 4.131 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_paris&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Passed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_paris&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Passed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_paris&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 21 - \u00c9glise Saint-Eug\u00e8ne Sainte-C\u00e9cile (871 | 5) - 21 - \u00c9glise Saint-Leu - Saint-Gilles (546 | 5) - 6 - Centre Georges Pompidou (1118 | 5) - 3 - \u00c9glise Saint-Merri (529 | 5) - 13 - Square Jean XXIII (492 | 5) - 12 - \u00c9glise Saint-\u00c9tienne-du-Mont (696 | 5) - 13 - Cath\u00e9drale Notre-Dame de Paris (1469 | 10) - 10 - Tour Saint-Jacques (793 | 5) - 7 - Sainte-Chapelle (1469 | 60) - 1 - Palais de Justice de Paris (531 | 5) - 9 - \u00c9glise Saint-Germain l&#39;Auxerrois (662 | 5) - 8 - Pyramide du Louvre (557 | 5) - 3 - Tunnel des Tuileries (506 | 5) - 3 - Palais du Louvre (891 | 5) - 6 - Temple de l&#39;Oratoire du Louvre (840 | 5) - 6 - Jardin Nelson Mandela (492 | 5) - 3 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;290 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;300 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;00:00:07&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 363 landmarks in  \t: 0.077 seconds\nINFO     src.main:main.py:122 Total computation time\t: 7.226 seconds\nINFO     src.main:main.py:127 Generated a trip of 290 minutes with 18 landmarks in 7.304 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_new_york&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_new_york&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_new_york&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 7 - New Museum (406 | 60) - 8 - Capitale (810 | 5) - 10 - Columbus Park (646 | 5) - 3 - Thomas Paine Park (394 | 5) - 3 - Collect Pond Park (485 | 5) - 10 - Tribeca Park (455 | 5) - 4 - Albert Capsouto Park (454 | 5) - 7 - New York City Fire Museum (461 | 60) - 6 - Duarte Square (685 | 5) - 12 - Petrosino Square (394 | 5) - 5 - Saint Patrick&#39;s Old Cathedral (489 | 10) - 14 - Judson Memorial Church (518 | 5) - 12 - Grace Church (518 | 5) - 7 - Union Square Park (646 | 5) - 10 - Flatiron Building (780 | 5) - 5 - Cathedral of St. Sava (518 | 10) - 4 - Madison Square Park (646 | 5) - 7 - Calvary Church (461 | 5) - 17 - Immaculate Conception Church (546 | 5) - 6 - St. Nicholas of Myra Orthodox Church (546 | 5) - 8 - Saint Mark&#39;s in-the-Bowery (633 | 5) - 11 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;406 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;600 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;735 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x7b7aaac3a000&amp;gt;\nrequest = &amp;lt;FixtureRequest for &amp;lt;Function test_new_york&amp;gt;&amp;gt;\n\n    def test_new_york(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b02 : Custom test in New York (les Halles) centre to ensure proper decision making in crowded area.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 600\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [40.72592726802, -73.9920434795]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        # for elem in landmarks :\n        #     print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n&amp;gt;       assert duration_minutes*0.8 &amp;lt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too short: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\nE       AssertionError: Trip too short: 406 instead of 600\nE       assert (600 * 0.8) &amp;lt; 406\n\nsrc/tests/test_main.py:302: AssertionError\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 211 landmarks in  \t: 0.028 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.701 seconds\nINFO     src.main:main.py:127 Generated a trip of 406 minutes with 23 landmarks in 0.729 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}], &#34;src/tests/test_main.py::test_shopping&#34;: [{&#34;extras&#34;: [], &#34;result&#34;: &#34;Failed&#34;, &#34;testId&#34;: &#34;src/tests/test_main.py::test_shopping&#34;, &#34;resultsTableRow&#34;: [&#34;&lt;td class=\&#34;col-result\&#34;&gt;Failed&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-testId\&#34;&gt;src/tests/test_main.py::test_shopping&lt;/td&gt;&#34;, &#34;&lt;td&gt;start (0 | 5) - 9 - Shopping Area (538 | 40) - 4 - Grand Bazar (93 | 30) - 20 - Halles de Lyon Paul Bocuse (272 | 30) - 7 - Galeries Lafayette (197 | 30) - 3 - Westfield La Part-Dieu (546 | 30) - 2 - Muji (259 | 30) - 25 - Grand H\u00f4tel-Dieu (546 | 30) - 5 - finish (0 | 5) - 0&lt;/td&gt;&#34;, &#34;&lt;td&gt;300 min&lt;/td&gt;&#34;, &#34;&lt;td&gt;240 min&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-duration\&#34;&gt;60 ms&lt;/td&gt;&#34;, &#34;&lt;td class=\&#34;col-links\&#34;&gt;&lt;/td&gt;&#34;], &#34;log&#34;: &#34;client = &amp;lt;starlette.testclient.TestClient object at 0x7b7aaac3a000&amp;gt;\nrequest = &amp;lt;FixtureRequest for &amp;lt;Function test_shopping&amp;gt;&amp;gt;\n\n    def test_shopping(client, request) :   # pylint: disable=redefined-outer-name\n        &amp;quot;&amp;quot;&amp;quot;\n        Test n\u00b03 : Custom test in Lyon centre to ensure shopping clusters are found.\n    \n        Args:\n            client:\n            request:\n        &amp;quot;&amp;quot;&amp;quot;\n        start_time = time.time()  # Start timer\n        duration_minutes = 240\n    \n        response = client.post(\n            &amp;quot;/trip/new&amp;quot;,\n            json={\n                &amp;quot;preferences&amp;quot;: {&amp;quot;sightseeing&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;sightseeing&amp;quot;, &amp;quot;score&amp;quot;: 0},\n                                &amp;quot;nature&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;nature&amp;quot;, &amp;quot;score&amp;quot;: 0},\n                                &amp;quot;shopping&amp;quot;: {&amp;quot;type&amp;quot;: &amp;quot;shopping&amp;quot;, &amp;quot;score&amp;quot;: 5},\n                                &amp;quot;max_time_minute&amp;quot;: duration_minutes,\n                                &amp;quot;detour_tolerance_minute&amp;quot;: 0},\n                &amp;quot;start&amp;quot;: [45.7576485, 4.8330241]\n                }\n            )\n        result = response.json()\n        landmarks = load_trip_landmarks(client, result[&amp;#x27;first_landmark_uuid&amp;#x27;])\n    \n        # Get computation time\n        comp_time = time.time() - start_time\n    \n        # Add details to report\n        log_trip_details(request, landmarks, result[&amp;#x27;total_time&amp;#x27;], duration_minutes)\n    \n        for elem in landmarks :\n            print(elem)\n    \n        # checks :\n        assert response.status_code == 200  # check for successful planning\n        assert comp_time &amp;lt; 30, f&amp;quot;Computation time exceeded 30 seconds: {comp_time:.2f} seconds&amp;quot;\n        assert duration_minutes*0.8 &amp;lt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too short: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\n&amp;gt;       assert duration_minutes*1.2 &amp;gt; result[&amp;#x27;total_time&amp;#x27;], f&amp;quot;Trip too long: {result[&amp;#x27;total_time&amp;#x27;]} instead of {duration_minutes}&amp;quot;\nE       AssertionError: Trip too long: 300 instead of 240\nE       assert (240 * 1.2) &amp;gt; 300\n\nsrc/tests/test_main.py:344: AssertionError\n\n----------------------------- Captured stdout call -----------------------------\nLandmark(start): [start @(45.7576485, 4.8330241), score=0, time_to_next=9]\nLandmark(shopping): [Shopping Area @(np.float64(45.76223053940519), np.float64(4.833794685873603)), score=538, time_to_next=4]\nLandmark(shopping): [Grand Bazar @(45.7632141, 4.8361975), score=93, time_to_next=20]\nLandmark(shopping): [Halles de Lyon Paul Bocuse @(45.7628282, 4.8505601), score=272, time_to_next=7]\nLandmark(shopping): [Galeries Lafayette @(45.7627107, 4.8556833), score=197, time_to_next=3]\nLandmark(shopping): [Westfield La Part-Dieu @(45.761331, 4.855676), score=546, time_to_next=2]\nLandmark(shopping): [Muji @(45.7615971, 4.8543781), score=259, time_to_next=25]\nLandmark(shopping): [Grand H\u00f4tel-Dieu @(45.7586955, 4.8364597), score=546, time_to_next=5]\nLandmark(finish): [finish @(45.7576485, 4.8330241), score=0]\n\n------------------------------ Captured log call -------------------------------\nINFO     src.main:main.py:65 No end coordinates provided. Using start=end.\nINFO     src.main:main.py:97 Fetched 7 landmarks in  \t: 0.009 seconds\nINFO     src.main:main.py:122 Total computation time\t: 0.047 seconds\nINFO     src.main:main.py:127 Generated a trip of 300 minutes with 9 landmarks in 0.056 seconds.\nINFO     httpx:_client.py:1025 HTTP Request: POST http://testserver/trip/new &amp;quot;HTTP/1.1 200 OK&amp;quot;\n\n&#34;}]}, &#34;renderCollapsed&#34;: [&#34;passed&#34;], &#34;initialSort&#34;: &#34;result&#34;, &#34;title&#34;: &#34;Backend Testing Report&#34;}"></div>
     <script>
       (function(){function r(e,n,t){function o(i,f){if(!n[i]){if(!e[i]){var c="function"==typeof require&&require;if(!f&&c)return c(i,!0);if(u)return u(i,!0);var a=new Error("Cannot find module '"+i+"'");throw a.code="MODULE_NOT_FOUND",a}var p=n[i]={exports:{}};e[i][0].call(p.exports,function(r){var n=e[i][1][r];return o(n||r)},p,p.exports,r,e,n,t)}return n[i].exports}for(var u="function"==typeof require&&require,i=0;i<t.length;i++)o(t[i]);return o}return r})()({1:[function(require,module,exports){
 const { getCollapsedCategory, setCollapsedIds } = require('./storage.js')
diff --git a/backend/src/main.py b/backend/src/main.py
index 085fa29..cdae598 100644
--- a/backend/src/main.py
+++ b/backend/src/main.py
@@ -70,6 +70,7 @@ def new_trip(preferences: Preferences,
                               osm_type='start',
                               osm_id=0,
                               attractiveness=0,
+                              duration=0,
                               must_do=True,
                               n_tags = 0)
 
@@ -79,6 +80,7 @@ def new_trip(preferences: Preferences,
                             osm_type='end',
                             osm_id=0,
                             attractiveness=0,
+                            duration=0,
                             must_do=True,
                             n_tags=0)
 
diff --git a/backend/src/optimization/optimizer.py b/backend/src/optimization/optimizer.py
index 86f98cc..54d5769 100644
--- a/backend/src/optimization/optimizer.py
+++ b/backend/src/optimization/optimizer.py
@@ -87,7 +87,7 @@ class Optimizer:
 
         # inequality matrix and vector
         A_ub = np.zeros(L*L, dtype=np.int16)
-        b_ub = round(max_time*self.overshoot)
+        b_ub = round(max_time*(1.1+max_time*self.overshoot))
 
         for i, spot1 in enumerate(landmarks) :
             c[i] = spot1.attractiveness
@@ -489,6 +489,17 @@ class Optimizer:
         return L
 
 
+    def warm_start(self, x: list[pl.LpVariable], L: int) :
+
+        for i in range(L*L) :
+            x[i].setInitialValue(0)
+            
+        x[1].setInitialValue(1)
+        x[2*L-1].setInitialValue(1)
+
+        return x
+
+
     def pre_processing(self, L: int, landmarks: list[Landmark], max_time: int, max_landmarks: int | None) :
         """
         Preprocesses the optimization problem by setting up constraints and variables for the tour optimization.
@@ -539,6 +550,7 @@ class Optimizer:
         self.respect_order(prob, x, L)                   # Respect order of visit (only works when max_time is limiting factor)
         self.respect_user_must(prob, x, L, landmarks)    # Force to do/avoid landmarks set by user.
 
+        # return prob, self.warm_start(x, L)
         return prob, x
 
 
@@ -561,7 +573,7 @@ class Optimizer:
         prob, x = self.pre_processing(L, landmarks, max_time, max_landmarks)
 
         # Solve the problem and extract results.
-        prob.solve(pl.PULP_CBC_CMD(msg=False, gapRel=0.1))
+        prob.solve(pl.PULP_CBC_CMD(msg=False, gapRel=0.1, timeLimit=10, warmStart=False))
         status = pl.LpStatus[prob.status]
         solution = [pl.value(var) for var in x]  # The values of the decision variables (will be 0 or 1)
 
diff --git a/backend/src/parameters/landmark_parameters.yaml b/backend/src/parameters/landmark_parameters.yaml
index aa03e55..159f19f 100644
--- a/backend/src/parameters/landmark_parameters.yaml
+++ b/backend/src/parameters/landmark_parameters.yaml
@@ -1,12 +1,12 @@
 city_bbox_side: 7500 #m
 radius_close_to: 50
-church_coeff: 0.65
-nature_coeff: 1.35
+church_coeff: 0.55
+nature_coeff: 1.4
 overall_coeff: 10
 tag_exponent: 1.15
 image_bonus: 1.1
 viewpoint_bonus: 5
-wikipedia_bonus: 1.1
+wikipedia_bonus: 1.25
 name_bonus: 3
 N_important: 40
 pay_bonus: -1
diff --git a/backend/src/parameters/optimizer_parameters.yaml b/backend/src/parameters/optimizer_parameters.yaml
index 4720ad0..79cd24c 100644
--- a/backend/src/parameters/optimizer_parameters.yaml
+++ b/backend/src/parameters/optimizer_parameters.yaml
@@ -3,4 +3,4 @@ detour_corridor_width: 300
 average_walking_speed: 4.8
 max_landmarks: 10
 max_landmarks_refiner: 20
-overshoot: 1.1
+overshoot: 0.0016
diff --git a/backend/src/structs/landmark.py b/backend/src/structs/landmark.py
index 326dbd8..50c9d78 100644
--- a/backend/src/structs/landmark.py
+++ b/backend/src/structs/landmark.py
@@ -51,7 +51,7 @@ class Landmark(BaseModel) :
     website_url : Optional[str] = None
     wiki_url : Optional[str] = None
     description : Optional[str] = None                          # TODO future
-    duration : Optional[int] = 0
+    duration : Optional[int] = 5
     name_en : Optional[str] = None
 
     # Unique ID of a given landmark
diff --git a/backend/src/tests/test_main.py b/backend/src/tests/test_main.py
index 9b68bad..8cbcdd3 100644
--- a/backend/src/tests/test_main.py
+++ b/backend/src/tests/test_main.py
@@ -50,7 +50,6 @@ def test_turckheim(client, request):    # pylint: disable=redefined-outer-name
     # checks :
     assert response.status_code == 200  # check for successful planning
     assert isinstance(landmarks, list)  # check that the return type is a list
-    assert duration_minutes*0.8 < int(result['total_time']) < duration_minutes*1.2, f"Trip duration not within 20\% of desired length"
     assert len(landmarks) > 2           # check that there is something to visit
     assert duration_minutes*0.8 < result['total_time'], f"Trip too short: {result['total_time']} instead of {duration_minutes}"
     assert duration_minutes*1.2 > result['total_time'], f"Trip too long: {result['total_time']} instead of {duration_minutes}"
diff --git a/backend/src/utils/landmarks_manager.py b/backend/src/utils/landmarks_manager.py
index 43a0211..6aabace 100644
--- a/backend/src/utils/landmarks_manager.py
+++ b/backend/src/utils/landmarks_manager.py
@@ -294,8 +294,6 @@ class LandmarkManager:
                     elif value == 'cathedral' :
                         landmark.is_place_of_worship = False
                         landmark.duration = 10
-                    else :
-                        landmark.duration = 5
 
                 else:
                     self.set_landmark_score(landmark, landmarktype, preference_level)