diff --git a/Pipfile b/Pipfile
index 19c456f..d109294 100644
--- a/Pipfile
+++ b/Pipfile
@@ -22,15 +22,6 @@ feedparser = "*"
 numpy = "*"
 pandas = "*"
 lightfm = "*"
-langchain = "*"
-chromadb = "*"
-langchain-community = "*"
-google-api-python-client = "*"
-html2text = "*"
-tiktoken = "*"
-langchain-openai = "*"
-langchain-google-community = "*"
-wikipedia-api = "*"
 
 [dev-packages]
 flake8 = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 97876d4..4decaf1 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "dced8354c32161ea8c87ca34ad9d1c148e9e6383483a94beef2ee1851f65672c"
+            "sha256": "0bc0e447f68081f98544da4d9de5559d7392e588f8c0a77511c5e064597ea5cd"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -142,14 +142,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.4.0"
         },
-        "asgiref": {
-            "hashes": [
-                "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47",
-                "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.8.1"
-        },
         "async-timeout": {
             "hashes": [
                 "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f",
@@ -214,47 +206,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==23.2.0"
         },
-        "backoff": {
-            "hashes": [
-                "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba",
-                "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"
-            ],
-            "markers": "python_version >= '3.7' and python_version < '4.0'",
-            "version": "==2.2.1"
-        },
-        "bcrypt": {
-            "hashes": [
-                "sha256:01746eb2c4299dd0ae1670234bf77704f581dd72cc180f444bfe74eb80495b64",
-                "sha256:037c5bf7c196a63dcce75545c8874610c600809d5d82c305dd327cd4969995bf",
-                "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05",
-                "sha256:0d4cf6ef1525f79255ef048b3489602868c47aea61f375377f0d00514fe4a78c",
-                "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15",
-                "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991",
-                "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623",
-                "sha256:31adb9cbb8737a581a843e13df22ffb7c84638342de3708a98d5c986770f2834",
-                "sha256:3a5be252fef513363fe281bafc596c31b552cf81d04c5085bc5dac29670faa08",
-                "sha256:3d3b317050a9a711a5c7214bf04e28333cf528e0ed0ec9a4e55ba628d0f07c1a",
-                "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74",
-                "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455",
-                "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3",
-                "sha256:551b320396e1d05e49cc18dd77d970accd52b322441628aca04801bbd1d52a73",
-                "sha256:5f7cd3399fbc4ec290378b541b0cf3d4398e4737a65d0f938c7c0f9d5e686611",
-                "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2",
-                "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d",
-                "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286",
-                "sha256:8a893d192dfb7c8e883c4576813bf18bb9d59e2cfd88b68b725990f033f1b978",
-                "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d",
-                "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc",
-                "sha256:c4c8d9b3e97209dd7111bf726e79f638ad9224b4691d1c7cfefa571a09b1b2d6",
-                "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed",
-                "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650",
-                "sha256:ec3c2e1ca3e5c4b9edb94290b356d082b721f3f50758bce7cce11d8a7c89ce84",
-                "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1",
-                "sha256:f5698ce5292a4e4b9e5861f7e53b1d89242ad39d54c3da451a93cac17b61921a"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.1.3"
-        },
         "beautifulsoup4": {
             "hashes": [
                 "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051",
@@ -264,22 +215,6 @@
             "markers": "python_full_version >= '3.6.0'",
             "version": "==4.12.3"
         },
-        "build": {
-            "hashes": [
-                "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d",
-                "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.2.1"
-        },
-        "cachetools": {
-            "hashes": [
-                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
-                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==5.3.3"
-        },
         "certifi": {
             "hashes": [
                 "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b",
@@ -384,50 +319,6 @@
             "markers": "python_full_version >= '3.7.0'",
             "version": "==3.3.2"
         },
-        "chroma-hnswlib": {
-            "hashes": [
-                "sha256:0dbff5658955df5983d32439b698b83044e8f612590716cd499e81376672edbd",
-                "sha256:109ee141a2f1241f7d7729443d96ea1450564c6c0923722a8139d70d738d1ad8",
-                "sha256:1453494aea293ce2d8d38e7713b2b459e4245c59a744f9b3f85488165eb52b74",
-                "sha256:18cdbbf93c5b4855f2a050808976f5d261b36055b392a2df632a574410ffefaa",
-                "sha256:2336483218ff5329743d8fcad3d7f870e220503f01ee9420c9469d857783015f",
-                "sha256:35b17814041d9512e99832327f49138da470df6478c9ad1e9ca334d9c18720dd",
-                "sha256:36e35f7773313480c27d0b63b26863408c9c6ab47f44d581783d4693bc52f54c",
-                "sha256:3dda8ff4609b41dab4cca14d146e4dda0d365be6264877de5dd17d8dee314740",
-                "sha256:45537d0142ad0fadf712092b8be55de211613d0322627a1a2de05b6e800c2954",
-                "sha256:49fec3f01adc829104ed428b7d4362382092d481e01456f3f46040af5aa044ee",
-                "sha256:4c1535106ad3c6a727b8b2cdb01e02abf8a603b83489cb50bde3a6811731dee2",
-                "sha256:561ae3cb8dbf28251f8980666b608d9800c5f17d6eec53a27c7bd9b4d1093b34",
-                "sha256:624ab09491a9bf2523ad54d8fdf8e868a706814373534eeb1f0d8195db03be6c",
-                "sha256:645c6309761aadcf378eb88d7a9b598574a8033274d8931b9ca7079eb2206425",
-                "sha256:70893cfde9ac979ec17bb7389d6aa47e422930ccc20353778524d668473ee702",
-                "sha256:85d12ada7a55271fbd2839fb1fdae9e2f485db7dad871f23fa359ec68d16a5e0",
-                "sha256:86ddae071363ba0f0c03325b6f022cfb14a969b9c989e188cfcaa81d8e0df177",
-                "sha256:89a80901995c68c4e019edf1375f8b2aaeb9e42e12faab6f999fdfd91aee53ee",
-                "sha256:932220cc42a30abc9fdfa230be7ebdd25c1c4967a5ea514119b65ba0844fe193",
-                "sha256:9f64134544c5c38d1075b314fcdc364bab6ba68f2e96e223b14559b7bef6f5ac",
-                "sha256:a4920e0b3045feb4bfe3cf891233024839d5e8384fee505b91a70ca540eef0ef",
-                "sha256:af3a84ceebea8f750467304fabbeb77d5fa2b75ccf55fd2e0494c2ad84527df5",
-                "sha256:b1657dff26eedb24f55d0a3f371bbe02c15c1fef447c8e57fba3e99c42f7683b",
-                "sha256:b50209cced093f286a76c619cc2b404a5da29df6792f5852fdf514a24b8acb4c",
-                "sha256:b838b4f231bbf0e62b89552f2814eebbc3e17173abe50cb547c4c4aadbf62f6c",
-                "sha256:bf54240944a0487d7aefb1338b6ea74f784aa888c41c6f1e96b66e24a40d37cd",
-                "sha256:bf721938246f3c95340313cd7ac2564a38142e137d7fce9b098a0fd774bbc7ea",
-                "sha256:c5f234e67632a33f75d8f6cb39f457fb7d10d16fdb48ba52f55a8983ac59cb4f",
-                "sha256:ddf183960bd5081e23310377153b5bdd3ed1540b74271f3ff8aa741de165e39d",
-                "sha256:e178ace2050e4e46c4f899d3cb15ad11a8dc6452eb9e365918c65f171bbf01e0"
-            ],
-            "version": "==0.7.5"
-        },
-        "chromadb": {
-            "hashes": [
-                "sha256:02878f527befa8f80ab350023241dbb29313a168f93010208f071e3db9572bb4",
-                "sha256:60f468d44527bea8f88bd39ee26744d0d59c386dacbe544ff715e534691df0e8"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==0.5.4"
-        },
         "click": {
             "hashes": [
                 "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28",
@@ -436,30 +327,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
-        "coloredlogs": {
-            "hashes": [
-                "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934",
-                "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==15.0.1"
-        },
-        "dataclasses-json": {
-            "hashes": [
-                "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a",
-                "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"
-            ],
-            "markers": "python_version >= '3.7' and python_version < '4.0'",
-            "version": "==0.6.7"
-        },
-        "deprecated": {
-            "hashes": [
-                "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c",
-                "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.2.14"
-        },
         "distro": {
             "hashes": [
                 "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed",
@@ -510,21 +377,6 @@
             "markers": "python_version >= '3.6'",
             "version": "==6.0.11"
         },
-        "filelock": {
-            "hashes": [
-                "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb",
-                "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.15.4"
-        },
-        "flatbuffers": {
-            "hashes": [
-                "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812",
-                "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"
-            ],
-            "version": "==24.3.25"
-        },
         "frozenlist": {
             "hashes": [
                 "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7",
@@ -608,54 +460,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.4.1"
         },
-        "fsspec": {
-            "hashes": [
-                "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e",
-                "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2024.6.1"
-        },
-        "google-api-core": {
-            "hashes": [
-                "sha256:f12a9b8309b5e21d92483bbd47ce2c445861ec7d269ef6784ecc0ea8c1fa6125",
-                "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.19.1"
-        },
-        "google-api-python-client": {
-            "hashes": [
-                "sha256:a8b5c5724885e5be9f5368739aa0ccf416627da4ebd914b410a090c18f84d692",
-                "sha256:e739cb74aac8258b1886cb853b0722d47c81fe07ad649d7f2206f06530513c04"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==2.137.0"
-        },
-        "google-auth": {
-            "hashes": [
-                "sha256:49315be72c55a6a37d62819e3573f6b416aca00721f7e3e31a008d928bf64022",
-                "sha256:53326ea2ebec768070a94bee4e1b9194c9646ea0c2bd72422785bd0f9abfad7b"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.32.0"
-        },
-        "google-auth-httplib2": {
-            "hashes": [
-                "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05",
-                "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"
-            ],
-            "version": "==0.2.0"
-        },
-        "googleapis-common-protos": {
-            "hashes": [
-                "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945",
-                "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.63.2"
-        },
         "greenlet": {
             "hashes": [
                 "sha256:01bc7ea167cf943b4c802068e178bbf70ae2e8c080467070d01bfa02f337ee67",
@@ -730,58 +534,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.9.0"
         },
-        "grpcio": {
-            "hashes": [
-                "sha256:03b43d0ccf99c557ec671c7dede64f023c7da9bb632ac65dbc57f166e4970040",
-                "sha256:0a12ddb1678ebc6a84ec6b0487feac020ee2b1659cbe69b80f06dbffdb249122",
-                "sha256:0a2813093ddb27418a4c99f9b1c223fab0b053157176a64cc9db0f4557b69bd9",
-                "sha256:0cc79c982ccb2feec8aad0e8fb0d168bcbca85bc77b080d0d3c5f2f15c24ea8f",
-                "sha256:1257b76748612aca0f89beec7fa0615727fd6f2a1ad580a9638816a4b2eb18fd",
-                "sha256:1262402af5a511c245c3ae918167eca57342c72320dffae5d9b51840c4b2f86d",
-                "sha256:19264fc964576ddb065368cae953f8d0514ecc6cb3da8903766d9fb9d4554c33",
-                "sha256:198908f9b22e2672a998870355e226a725aeab327ac4e6ff3a1399792ece4762",
-                "sha256:1de403fc1305fd96cfa75e83be3dee8538f2413a6b1685b8452301c7ba33c294",
-                "sha256:20405cb8b13fd779135df23fabadc53b86522d0f1cba8cca0e87968587f50650",
-                "sha256:2981c7365a9353f9b5c864595c510c983251b1ab403e05b1ccc70a3d9541a73b",
-                "sha256:2c3c1b90ab93fed424e454e93c0ed0b9d552bdf1b0929712b094f5ecfe7a23ad",
-                "sha256:39b9d0acaa8d835a6566c640f48b50054f422d03e77e49716d4c4e8e279665a1",
-                "sha256:3b64ae304c175671efdaa7ec9ae2cc36996b681eb63ca39c464958396697daff",
-                "sha256:4657d24c8063e6095f850b68f2d1ba3b39f2b287a38242dcabc166453e950c59",
-                "sha256:4d6dab6124225496010bd22690f2d9bd35c7cbb267b3f14e7a3eb05c911325d4",
-                "sha256:55260032b95c49bee69a423c2f5365baa9369d2f7d233e933564d8a47b893027",
-                "sha256:55697ecec192bc3f2f3cc13a295ab670f51de29884ca9ae6cd6247df55df2502",
-                "sha256:5841dd1f284bd1b3d8a6eca3a7f062b06f1eec09b184397e1d1d43447e89a7ae",
-                "sha256:58b1041e7c870bb30ee41d3090cbd6f0851f30ae4eb68228955d973d3efa2e61",
-                "sha256:5e42634a989c3aa6049f132266faf6b949ec2a6f7d302dbb5c15395b77d757eb",
-                "sha256:5e56462b05a6f860b72f0fa50dca06d5b26543a4e88d0396259a07dc30f4e5aa",
-                "sha256:5f8b75f64d5d324c565b263c67dbe4f0af595635bbdd93bb1a88189fc62ed2e5",
-                "sha256:62b4e6eb7bf901719fce0ca83e3ed474ae5022bb3827b0a501e056458c51c0a1",
-                "sha256:6503b64c8b2dfad299749cad1b595c650c91e5b2c8a1b775380fcf8d2cbba1e9",
-                "sha256:6c024ffc22d6dc59000faf8ad781696d81e8e38f4078cb0f2630b4a3cf231a90",
-                "sha256:73819689c169417a4f978e562d24f2def2be75739c4bed1992435d007819da1b",
-                "sha256:75dbbf415026d2862192fe1b28d71f209e2fd87079d98470db90bebe57b33179",
-                "sha256:8caee47e970b92b3dd948371230fcceb80d3f2277b3bf7fbd7c0564e7d39068e",
-                "sha256:8d51dd1c59d5fa0f34266b80a3805ec29a1f26425c2a54736133f6d87fc4968a",
-                "sha256:940e3ec884520155f68a3b712d045e077d61c520a195d1a5932c531f11883489",
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@@ -806,14 +550,6 @@
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@@ -1304,94 +817,57 @@
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@@ -1402,86 +878,6 @@
             "markers": "python_full_version >= '3.7.1'",
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@@ -1539,22 +935,6 @@
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-                "sha256:b4c89aa46c269e4e70c4d4f9d6bc644fcc39bb409cb2a81227923404dd6f5227",
-                "sha256:b70bfbe3a82d3e3fb2a5e9b22a39f8d1740c96c68b6ace0086b39074f08ab89a",
-                "sha256:b82931fa619dbad979c0ee8e54dd5278acc418209cc897e42fac041f5366d626",
-                "sha256:bac0b0eb952412b0b196ca7a40e7dce4ed6f6926489313414010f2e6b9ec2adf",
-                "sha256:bb9dfe7dae85bc6119d705a76dc068c062b8b575abe3595e3c6276480e67e3f1",
-                "sha256:bcd266ae85c3d39df2f7e7d0e07f6c41a55e9a3123bb11f854412952deacd828",
-                "sha256:bea6f9947e9419c2fda21ae6c32871e3d398cba549b93f4a65a2d369662d9403",
-                "sha256:c27b99889bd58b7e301468c0838c5ed75e60c66df0d4db80c08f43462f82e0d3",
-                "sha256:c2a0d47a89b48d7daa241e004e71fb5a50533718897a4cd6235cb846d511a478",
-                "sha256:c5c2ff13d157afe413bf7e25789879dd463e5a4abfb529a2d8f8473d8042e28f",
-                "sha256:c85cf76561fbd01e0d9ea2d1cbe711a65400092bc52b5242b16cfd22e51f0c58",
-                "sha256:ca407133536f19bdec44b3da117ef0d12e43f6d4b56ac4c765f37eca501c7bda",
-                "sha256:cbf001afbbed111a79ca47d75941e9e5361297a87d186cbfc11ed45e30b5daba",
-                "sha256:ce05fde79d2bc2e46ac08aacbc142bead21614d937aac950be88dc79f9db9022",
-                "sha256:d16ff18907f4909dca9b076b9c2d899114dd6abceeb074eca0c93e2353f943aa",
-                "sha256:d26194ef6c13302f446d39972aaa36a1dda6450bc8949f5eb4c27f51191375bd",
-                "sha256:d8c5d59d7b59885eab559d5bc082b2985555a54cda04dda4c65528d90ad252ad",
-                "sha256:d924204a3dbe50b75630bd16f821ebda6a5f729928df30f582fb5aade90c818a",
-                "sha256:dadc509cc8a9fe460bd274c0e16ac4184d0958117cf026e0ea8b32b438171594",
-                "sha256:dd26e3afe8a7b61422df3176e06664503d3f5973b94f45d5c45987e1cb711876",
-                "sha256:ddf672ed719b4ed82b51499100f5417d7d9f6fb05a65e232249268f35de5ed14",
-                "sha256:dfedf31824ca4915b511b03441784ff640378191918264268e6923da48104acc",
-                "sha256:e28cab1582e0eec38b1f38c1c1fb2e56bce5dc180acb1724574fc5f47da2a4fe",
-                "sha256:e742d76ad84acbdb1a8e4694f915fe59ff6edc381c97d6dfdd054954e3478ad4",
-                "sha256:e83a31c9cf181a0a3ef0abad2b5f6b43399faf5da7e696196ddd110d332519ee",
-                "sha256:e8d1ed93beda54bbd6131a2cb363a576eac746d5c26ba5b7556bc6f964425594",
-                "sha256:e8ff5b90eabdcdaa19af697885f70fe0b714ce16709cf43d4952f1f85299e73a",
-                "sha256:ec11802450a2487cdf0e634b750a04cbdc1c4d066b97d94ce7dd2cb51ebb325b",
-                "sha256:ecb2651956eea2aa0a2d099434134b1b68f1c31f9a5084d6d53f08ed43d45ff2",
-                "sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab",
-                "sha256:eddd5783a4a6309ce23432353cdb36220e25cbb779bfa9122320666508b44b88",
-                "sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3",
-                "sha256:f03727225feaf340ceeb7e00604825addef622d551cbd46b7b775ac834c1e1c4",
-                "sha256:f3bbb7a0c5fcb692950b041ae11067ac54826204318922da754f908d95619fbc",
-                "sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f",
-                "sha256:f97660f6c43efd3e0bfd3f2e3e5615bf215680bad6ee3d469df6454b8c6e8256",
-                "sha256:f9939ca7e58c2758c01b40324a59c034ce0cebad18e0d4563a9b1beab3018243"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.19.1"
-        },
         "tqdm": {
             "hashes": [
                 "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644",
@@ -2351,13 +1471,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.12.2"
         },
-        "typing-inspect": {
-            "hashes": [
-                "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f",
-                "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"
-            ],
-            "version": "==0.9.0"
-        },
         "tzdata": {
             "hashes": [
                 "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
@@ -2450,14 +1563,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==5.10.0"
         },
-        "uritemplate": {
-            "hashes": [
-                "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0",
-                "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==4.1.1"
-        },
         "urllib3": {
             "hashes": [
                 "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472",
@@ -2594,14 +1699,6 @@
             ],
             "version": "==0.22.0"
         },
-        "websocket-client": {
-            "hashes": [
-                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
-                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.8.0"
-        },
         "websockets": {
             "hashes": [
                 "sha256:00700340c6c7ab788f176d118775202aadea7602c5cc6be6ae127761c16d6b0b",
@@ -2679,90 +1776,6 @@
             ],
             "version": "==12.0"
         },
-        "wikipedia-api": {
-            "hashes": [
-                "sha256:61e94921cca9ec68e92aa5f258261d6a88b7baa960f9acfcb0c9c2c525dcb3ff",
-                "sha256:6dfd6b3b680e342a3843fe954049c5784c1a67fadc0060f9d1696d1d0e41ecfb"
-            ],
-            "index": "pypi",
-            "version": "==0.6.0"
-        },
-        "wrapt": {
-            "hashes": [
-                "sha256:0d2691979e93d06a95a26257adb7bfd0c93818e89b1406f5a28f36e0d8c1e1fc",
-                "sha256:14d7dc606219cdd7405133c713f2c218d4252f2a469003f8c46bb92d5d095d81",
-                "sha256:1a5db485fe2de4403f13fafdc231b0dbae5eca4359232d2efc79025527375b09",
-                "sha256:1acd723ee2a8826f3d53910255643e33673e1d11db84ce5880675954183ec47e",
-                "sha256:1ca9b6085e4f866bd584fb135a041bfc32cab916e69f714a7d1d397f8c4891ca",
-                "sha256:1dd50a2696ff89f57bd8847647a1c363b687d3d796dc30d4dd4a9d1689a706f0",
-                "sha256:2076fad65c6736184e77d7d4729b63a6d1ae0b70da4868adeec40989858eb3fb",
-                "sha256:2a88e6010048489cda82b1326889ec075a8c856c2e6a256072b28eaee3ccf487",
-                "sha256:3ebf019be5c09d400cf7b024aa52b1f3aeebeff51550d007e92c3c1c4afc2a40",
-                "sha256:418abb18146475c310d7a6dc71143d6f7adec5b004ac9ce08dc7a34e2babdc5c",
-                "sha256:43aa59eadec7890d9958748db829df269f0368521ba6dc68cc172d5d03ed8060",
-                "sha256:44a2754372e32ab315734c6c73b24351d06e77ffff6ae27d2ecf14cf3d229202",
-                "sha256:490b0ee15c1a55be9c1bd8609b8cecd60e325f0575fc98f50058eae366e01f41",
-                "sha256:49aac49dc4782cb04f58986e81ea0b4768e4ff197b57324dcbd7699c5dfb40b9",
-                "sha256:5eb404d89131ec9b4f748fa5cfb5346802e5ee8836f57d516576e61f304f3b7b",
-                "sha256:5f15814a33e42b04e3de432e573aa557f9f0f56458745c2074952f564c50e664",
-                "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d",
-                "sha256:66027d667efe95cc4fa945af59f92c5a02c6f5bb6012bff9e60542c74c75c362",
-                "sha256:66dfbaa7cfa3eb707bbfcd46dab2bc6207b005cbc9caa2199bcbc81d95071a00",
-                "sha256:685f568fa5e627e93f3b52fda002c7ed2fa1800b50ce51f6ed1d572d8ab3e7fc",
-                "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1",
-                "sha256:6a42cd0cfa8ffc1915aef79cb4284f6383d8a3e9dcca70c445dcfdd639d51267",
-                "sha256:6dcfcffe73710be01d90cae08c3e548d90932d37b39ef83969ae135d36ef3956",
-                "sha256:6f6eac2360f2d543cc875a0e5efd413b6cbd483cb3ad7ebf888884a6e0d2e966",
-                "sha256:72554a23c78a8e7aa02abbd699d129eead8b147a23c56e08d08dfc29cfdddca1",
-                "sha256:73870c364c11f03ed072dda68ff7aea6d2a3a5c3fe250d917a429c7432e15228",
-                "sha256:73aa7d98215d39b8455f103de64391cb79dfcad601701a3aa0dddacf74911d72",
-                "sha256:75ea7d0ee2a15733684badb16de6794894ed9c55aa5e9903260922f0482e687d",
-                "sha256:7bd2d7ff69a2cac767fbf7a2b206add2e9a210e57947dd7ce03e25d03d2de292",
-                "sha256:807cc8543a477ab7422f1120a217054f958a66ef7314f76dd9e77d3f02cdccd0",
-                "sha256:8e9723528b9f787dc59168369e42ae1c3b0d3fadb2f1a71de14531d321ee05b0",
-                "sha256:9090c9e676d5236a6948330e83cb89969f433b1943a558968f659ead07cb3b36",
-                "sha256:9153ed35fc5e4fa3b2fe97bddaa7cbec0ed22412b85bcdaf54aeba92ea37428c",
-                "sha256:9159485323798c8dc530a224bd3ffcf76659319ccc7bbd52e01e73bd0241a0c5",
-                "sha256:941988b89b4fd6b41c3f0bfb20e92bd23746579736b7343283297c4c8cbae68f",
-                "sha256:94265b00870aa407bd0cbcfd536f17ecde43b94fb8d228560a1e9d3041462d73",
-                "sha256:98b5e1f498a8ca1858a1cdbffb023bfd954da4e3fa2c0cb5853d40014557248b",
-                "sha256:9b201ae332c3637a42f02d1045e1d0cccfdc41f1f2f801dafbaa7e9b4797bfc2",
-                "sha256:a0ea261ce52b5952bf669684a251a66df239ec6d441ccb59ec7afa882265d593",
-                "sha256:a33a747400b94b6d6b8a165e4480264a64a78c8a4c734b62136062e9a248dd39",
-                "sha256:a452f9ca3e3267cd4d0fcf2edd0d035b1934ac2bd7e0e57ac91ad6b95c0c6389",
-                "sha256:a86373cf37cd7764f2201b76496aba58a52e76dedfaa698ef9e9688bfd9e41cf",
-                "sha256:ac83a914ebaf589b69f7d0a1277602ff494e21f4c2f743313414378f8f50a4cf",
-                "sha256:aefbc4cb0a54f91af643660a0a150ce2c090d3652cf4052a5397fb2de549cd89",
-                "sha256:b3646eefa23daeba62643a58aac816945cadc0afaf21800a1421eeba5f6cfb9c",
-                "sha256:b47cfad9e9bbbed2339081f4e346c93ecd7ab504299403320bf85f7f85c7d46c",
-                "sha256:b935ae30c6e7400022b50f8d359c03ed233d45b725cfdd299462f41ee5ffba6f",
-                "sha256:bb2dee3874a500de01c93d5c71415fcaef1d858370d405824783e7a8ef5db440",
-                "sha256:bc57efac2da352a51cc4658878a68d2b1b67dbe9d33c36cb826ca449d80a8465",
-                "sha256:bf5703fdeb350e36885f2875d853ce13172ae281c56e509f4e6eca049bdfb136",
-                "sha256:c31f72b1b6624c9d863fc095da460802f43a7c6868c5dda140f51da24fd47d7b",
-                "sha256:c5cd603b575ebceca7da5a3a251e69561bec509e0b46e4993e1cac402b7247b8",
-                "sha256:d2efee35b4b0a347e0d99d28e884dfd82797852d62fcd7ebdeee26f3ceb72cf3",
-                "sha256:d462f28826f4657968ae51d2181a074dfe03c200d6131690b7d65d55b0f360f8",
-                "sha256:d5e49454f19ef621089e204f862388d29e6e8d8b162efce05208913dde5b9ad6",
-                "sha256:da4813f751142436b075ed7aa012a8778aa43a99f7b36afe9b742d3ed8bdc95e",
-                "sha256:db2e408d983b0e61e238cf579c09ef7020560441906ca990fe8412153e3b291f",
-                "sha256:db98ad84a55eb09b3c32a96c576476777e87c520a34e2519d3e59c44710c002c",
-                "sha256:dbed418ba5c3dce92619656802cc5355cb679e58d0d89b50f116e4a9d5a9603e",
-                "sha256:dcdba5c86e368442528f7060039eda390cc4091bfd1dca41e8046af7c910dda8",
-                "sha256:decbfa2f618fa8ed81c95ee18a387ff973143c656ef800c9f24fb7e9c16054e2",
-                "sha256:e4fdb9275308292e880dcbeb12546df7f3e0f96c6b41197e0cf37d2826359020",
-                "sha256:eb1b046be06b0fce7249f1d025cd359b4b80fc1c3e24ad9eca33e0dcdb2e4a35",
-                "sha256:eb6e651000a19c96f452c85132811d25e9264d836951022d6e81df2fff38337d",
-                "sha256:ed867c42c268f876097248e05b6117a65bcd1e63b779e916fe2e33cd6fd0d3c3",
-                "sha256:edfad1d29c73f9b863ebe7082ae9321374ccb10879eeabc84ba3b69f2579d537",
-                "sha256:f2058f813d4f2b5e3a9eb2eb3faf8f1d99b81c3e51aeda4b168406443e8ba809",
-                "sha256:f6b2d0c6703c988d334f297aa5df18c45e97b0af3679bb75059e0e0bd8b1069d",
-                "sha256:f8212564d49c50eb4565e502814f694e240c55551a5f1bc841d4fcaabb0a9b8a",
-                "sha256:ffa565331890b90056c01db69c0fe634a776f8019c143a5ae265f9c6bc4bd6d4"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.16.0"
-        },
         "yarl": {
             "hashes": [
                 "sha256:008d3e808d03ef28542372d01057fd09168419cdc8f848efe2804f894ae03e51",
@@ -2858,24 +1871,16 @@
             ],
             "markers": "python_version >= '3.7'",
             "version": "==1.9.4"
-        },
-        "zipp": {
-            "hashes": [
-                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
-                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.19.2"
         }
     },
     "develop": {
         "astroid": {
             "hashes": [
-                "sha256:3eae9ea67c11c858cdd2c91337d2e816bd019ac897ca07d7b346ac10105fceb3",
-                "sha256:7099b5a60985529d8d46858befa103b82d0d05a5a5e8b816b5303ed96075e1d9"
+                "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94",
+                "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"
             ],
             "markers": "python_full_version >= '3.8.0'",
-            "version": "==3.2.3"
+            "version": "==3.2.2"
         },
         "autoflake": {
             "hashes": [
@@ -3123,7 +2128,6 @@
                 "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d",
                 "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"
             ],
-            "markers": "python_version >= '3.6'",
             "version": "==6.0.1"
         },
         "tomlkit": {
diff --git a/app/recommend/recommend_service.py b/app/recommend/recommend_service.py
index ba1e9b2..93e6a4a 100644
--- a/app/recommend/recommend_service.py
+++ b/app/recommend/recommend_service.py
@@ -7,17 +7,12 @@
 import numpy as np
 import pandas as pd
 from fastapi import Depends
-from sqlalchemy.ext.asyncio import AsyncSession
+from lightfm import LightFM
+from lightfm.data import Dataset  # pylint: disable=E0611
 
-from app.database.repository import model_to_dict
 from app.database.session import get_db_session
 from app.model.crawled_article import Articles
-from app.repository.crawled_article_crud import CrawledArticleRepository
 from app.service.article_manage_service import ArticleManageService
-from app.repository.interaction_crud import InteractionRepository
-from app.model.interaction import Interaction
-from lightfm import LightFM
-from lightfm.data import Dataset  # pylint: disable=E0611
 
 warnings.filterwarnings("ignore")
 
@@ -28,25 +23,15 @@ def articles_to_dataframe(articles: list[Articles]) -> pd.DataFrame:
         {
             "article_id": article.id,
             article.category: 1,
-            # "created_at": article.created_at.strftime('%Y-%m-%d'),
+            "created_at": article.created_at,
         }
         for article in articles
     ]
 
+    # pandas DataFrame 생성
     df = pd.DataFrame(articles_dict_list)
     return df
 
-def interaction_to_dataframe(interactions : list[Interaction]) -> pd.DataFrame:
-    interaction_dict_list = [
-        {
-            "classification_id": interaction.classification_id,
-            "article_id": interaction.article_id,
-            "duration_time": interaction.duration_time
-        }
-        for interaction in interactions
-    ]
-    df = pd.DataFrame(interaction_dict_list)
-    return df
 
 class ArticleDataInfo:
     def __init__(self, article_id, category, created_at):
@@ -58,7 +43,7 @@ def __init__(self, article_id, category, created_at):
                 "기술 및 문화": [0],
                 "스포츠 및 여가": [0],
                 "오피니언 및 분석": [0],
-                # "created_at": [created_at],
+                "created at": [created_at],
             }
         )
         self.article_data.iloc[0][category] = 1
@@ -68,7 +53,7 @@ class InteractionDataInfo:
     def __init__(self, user_id, article_id, duration_time):
         self.interaction_data = pd.DataFrame(
             {
-                "classification_id": [user_id],
+                "user_id": [user_id],
                 "article_id": [article_id],
                 "duration_time": [duration_time],
             }
@@ -77,30 +62,23 @@ def __init__(self, user_id, article_id, duration_time):
 
 class RecommendService:
     # pylint: disable=too-many-instance-attributes
-
     def __init__(self):
-        self.interaction_datas = None
-        self.num_classification = 5
+        self.set_user_datas("user_classification.csv")
+        asyncio.run(self.set_article_datas())
+        self.set_interaction_datas("data/interaction_data.csv")
 
     def set_user_datas(self, user_data_path):
         self.user_data_path = user_data_path
         self.user_datas = pd.read_csv(user_data_path)
 
-    async def initialize_data(self, session):
-        self.set_user_datas("app/recommend/user_classification.csv")
-        await self.set_article_datas(session)
-        await self.set_interaction_datas(session)
-
-    async def set_article_datas(self, session):
-        # session = Depends(get_db_session)
+    async def set_article_datas(self):
+        session = Depends(get_db_session)
         articles = await ArticleManageService().get_all_articles(session=session)
         self.article_datas = pd.get_dummies(articles_to_dataframe(articles))
 
-    async def set_interaction_datas(self, session):
-        # session = Depends(get_db_session)
-        interactions = await InteractionRepository().get_all(session=session)
-        self.interaction_datas = interaction_to_dataframe(interactions)
-        print(self.interaction_datas.columns)
+    def set_interaction_datas(self, interaction_data_path):
+        self.interaction_data_path = interaction_data_path
+        self.interaction_datas = pd.read_csv(interaction_data_path)
 
     def make_dataset(self):
         self.user_datas = pd.get_dummies(self.user_datas)
@@ -113,10 +91,10 @@ def make_dataset(self):
 
         self.item_features = self.article_datas
         self.item_features_col = self.item_features.drop(
-            columns=["article_id"]
+            columns=["article_id", "created at"]
         ).columns.values
         self.item_feat = self.item_features.drop(
-            columns=["article_id"]
+            columns=["article_id", "created at"]
         ).to_dict(orient="records")
 
         self.dataset = Dataset()
@@ -135,7 +113,7 @@ def make_dataset(self):
         )
 
         (self.interactions, self.weights) = self.dataset.build_interactions(
-            (x, y, z)
+            (x, y, z * self.get_time_weight(y))
             for x, y, z in zip(
                 self.interaction_datas["classification_id"],
                 self.interaction_datas["article_id"],
@@ -190,30 +168,11 @@ def similar_items(self, item_id, N=10):
 
         return self.article_datas.iloc[best]
 
-    async def get_classification_for_article(self, article_id:id, session:AsyncSession):
-        scores = self.model.predict(np.arange(len(self.user_datas)), np.full(len(self.user_datas), article_id))
-        top_users = np.argsort(-scores)
-
-        score_for_classification = [0 for _ in range(self.num_classification)]
-        weight = 10
-        for user_id in top_users[:10]:
-            for i in range(self.num_classification):
-                score_for_classification[i] += self.user_datas.iloc[user_id][self.user_datas.columns[i+2]] * (2 ** weight)
-            weight -= 1
-
-        total = sum(score_for_classification)
-        for i in range(self.num_classification):
-            score_for_classification[i] = (int)(score_for_classification[i] / (total/100))
-
-        await CrawledArticleRepository().set_interest_type(article_id, score_for_classification, session)
-
-        return score_for_classification
-
     def get_time_weight(self, article_id):
         today = datetime.now().date()
         date_obj = datetime.strptime(
             self.article_datas[self.article_datas["article_id"] == article_id][
-                "created_at"
+                "created at"
             ].iloc[0],
             "%Y-%m-%d",
         ).date()
@@ -225,10 +184,16 @@ def fit_model_partialy(self):
         self.model.fit_partial(self.interactions, item_features=self.item_features)
 
     def add_interaction_data(self, interaction_data: InteractionDataInfo):
-        InteractionRepository().create(
-            Interaction(
-                classification_id=interaction_data.interaction_data['classification_id'],
-                article_id=interaction_data.interaction_data['article_id'],
-                duration_time=interaction_data.interaction_data['duration_time']
-            )
-        )
\ No newline at end of file
+        df = pd.read_csv(self.interaction_data_path)
+        df = pd.concat([df, interaction_data.interaction_data])
+        df.to_csv(self.interaction_data_path, index=False)
+        print("interaction is added")
+
+
+def main():
+    recommendService = RecommendService()
+    recommendService.fit_model()
+    user_id = 1
+    print(recommendService.get_top_n_articles(user_id, 5))
+
+    return "goof"