diff --git a/.gitignore b/.gitignore
index 510bd24..35b179c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -96,7 +96,7 @@ ipython_config.py
 #   However, in case of collaboration, if having platform-specific dependencies or dependencies
 #   having no cross-platform support, pipenv may install dependencies that don't work, or not
 #   install all needed dependencies.
-Pipfile.lock
+# Pipfile.lock
 
 # poetry
 #   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
diff --git a/Pipfile b/Pipfile
index 08ab5ec..5594810 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,7 +8,7 @@ fastapi = "*"
 uvicorn = {extras = ["standard"], version = "*"}
 scikit-learn = "*"
 pandas = "*"
-sqlalchemy = "*"
+sqlalchemy = "==1.4.46"
 mecab-python3 = "*"
 unidic-lite = "*"
 feedparser = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 0000000..53667c5
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,1091 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "b34c83f91c159bd5e4bfe21d6f31acdbf79094e627ace2285d508d0b26aa48a1"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.10"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "anyio": {
+            "hashes": [
+                "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421",
+                "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"
+            ],
+            "markers": "python_full_version >= '3.6.2'",
+            "version": "==3.6.2"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
+                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.12.7"
+        },
+        "click": {
+            "hashes": [
+                "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e",
+                "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==8.1.3"
+        },
+        "fastapi": {
+            "hashes": [
+                "sha256:023a0f5bd2c8b2609014d3bba1e14a1d7df96c6abea0a73070621c9862b9a4de",
+                "sha256:ae7b97c778e2f2ec3fb3cb4fb14162129411d99907fb71920f6d69a524340ebf"
+            ],
+            "index": "pypi",
+            "version": "==0.92.0"
+        },
+        "feedparser": {
+            "hashes": [
+                "sha256:27da485f4637ce7163cdeab13a80312b93b7d0c1b775bef4a47629a3110bca51",
+                "sha256:79c257d526d13b944e965f6095700587f27388e50ea16fd245babe4dfae7024f"
+            ],
+            "index": "pypi",
+            "version": "==6.0.10"
+        },
+        "greenlet": {
+            "hashes": [
+                "sha256:03a8f4f3430c3b3ff8d10a2a86028c660355ab637cee9333d63d66b56f09d52a",
+                "sha256:0bf60faf0bc2468089bdc5edd10555bab6e85152191df713e2ab1fcc86382b5a",
+                "sha256:18a7f18b82b52ee85322d7a7874e676f34ab319b9f8cce5de06067384aa8ff43",
+                "sha256:18e98fb3de7dba1c0a852731c3070cf022d14f0d68b4c87a19cc1016f3bb8b33",
+                "sha256:1a819eef4b0e0b96bb0d98d797bef17dc1b4a10e8d7446be32d1da33e095dbb8",
+                "sha256:26fbfce90728d82bc9e6c38ea4d038cba20b7faf8a0ca53a9c07b67318d46088",
+                "sha256:2780572ec463d44c1d3ae850239508dbeb9fed38e294c68d19a24d925d9223ca",
+                "sha256:283737e0da3f08bd637b5ad058507e578dd462db259f7f6e4c5c365ba4ee9343",
+                "sha256:2d4686f195e32d36b4d7cf2d166857dbd0ee9f3d20ae349b6bf8afc8485b3645",
+                "sha256:2dd11f291565a81d71dab10b7033395b7a3a5456e637cf997a6f33ebdf06f8db",
+                "sha256:30bcf80dda7f15ac77ba5af2b961bdd9dbc77fd4ac6105cee85b0d0a5fcf74df",
+                "sha256:32e5b64b148966d9cccc2c8d35a671409e45f195864560829f395a54226408d3",
+                "sha256:36abbf031e1c0f79dd5d596bfaf8e921c41df2bdf54ee1eed921ce1f52999a86",
+                "sha256:3a06ad5312349fec0ab944664b01d26f8d1f05009566339ac6f63f56589bc1a2",
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+                "sha256:3c9b12575734155d0c09d6c3e10dbd81665d5c18e1a7c6597df72fd05990c8cf",
+                "sha256:3f6ea9bd35eb450837a3d80e77b517ea5bc56b4647f5502cd28de13675ee12f7",
+                "sha256:4b58adb399c4d61d912c4c331984d60eb66565175cdf4a34792cd9600f21b394",
+                "sha256:4d2e11331fc0c02b6e84b0d28ece3a36e0548ee1a1ce9ddde03752d9b79bba40",
+                "sha256:5454276c07d27a740c5892f4907c86327b632127dd9abec42ee62e12427ff7e3",
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+                "sha256:be4ed120b52ae4d974aa40215fcdfde9194d63541c7ded40ee12eb4dda57b76b",
+                "sha256:c4302695ad8027363e96311df24ee28978162cdcdd2006476c43970b384a244c",
+                "sha256:c48f54ef8e05f04d6eff74b8233f6063cb1ed960243eacc474ee73a2ea8573ca",
+                "sha256:c9c59a2120b55788e800d82dfa99b9e156ff8f2227f07c5e3012a45a399620b7",
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+                "sha256:d27ec7509b9c18b6d73f2f5ede2622441de812e7b1a80bbd446cb0633bd3d5ae",
+                "sha256:d5508f0b173e6aa47273bdc0a0b5ba055b59662ba7c7ee5119528f466585526b",
+                "sha256:d75209eed723105f9596807495d58d10b3470fa6732dd6756595e89925ce2470",
+                "sha256:db1a39669102a1d8d12b57de2bb7e2ec9066a6f2b3da35ae511ff93b01b5d564",
+                "sha256:dbfcfc0218093a19c252ca8eb9aee3d29cfdcb586df21049b9d777fd32c14fd9",
+                "sha256:e0f72c9ddb8cd28532185f54cc1453f2c16fb417a08b53a855c4e6a418edd099",
+                "sha256:e7c8dc13af7db097bed64a051d2dd49e9f0af495c26995c00a9ee842690d34c0",
+                "sha256:ea9872c80c132f4663822dd2a08d404073a5a9b5ba6155bea72fb2a79d1093b5",
+                "sha256:eff4eb9b7eb3e4d0cae3d28c283dc16d9bed6b193c2e1ace3ed86ce48ea8df19",
+                "sha256:f82d4d717d8ef19188687aa32b8363e96062911e63ba22a0cff7802a8e58e5f1",
+                "sha256:fc3a569657468b6f3fb60587e48356fe512c1754ca05a564f11366ac9e306526"
+            ],
+            "markers": "python_version >= '3' and platform_machine == 'aarch64' or (platform_machine == 'ppc64le' or (platform_machine == 'x86_64' or (platform_machine == 'amd64' or (platform_machine == 'AMD64' or (platform_machine == 'win32' or platform_machine == 'WIN32')))))",
+            "version": "==2.0.2"
+        },
+        "h11": {
+            "hashes": [
+                "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d",
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+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.14.0"
+        },
+        "httpcore": {
+            "hashes": [
+                "sha256:c5d6f04e2fc530f39e0c077e6a30caa53f1451096120f1f38b954afd0b17c0cb",
+                "sha256:da1fb708784a938aa084bde4feb8317056c55037247c787bd7e19eb2c2949dc0"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==0.16.3"
+        },
+        "httptools": {
+            "hashes": [
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+                "sha256:1af91b3650ce518d226466f30bbba5b6376dbd3ddb1b2be8b0658c6799dd450b",
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+                "sha256:8ffce9d81c825ac1deaa13bc9694c0562e2840a48ba21cfc9f3b4c922c16f372",
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+                "sha256:f222e1e9d3f13b68ff8a835574eda02e67277d51631d69d7cf7f8e07df678c86",
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+                "sha256:f659d7a48401158c59933904040085c200b4be631cb5f23a7d561fbae593ec1f",
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+            ],
+            "version": "==0.5.0"
+        },
+        "httpx": {
+            "hashes": [
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+                "sha256:a211fcce9b1254ea24f0cd6af9869b3d29aba40154e947d2a07bb499b3e310d6"
+            ],
+            "index": "pypi",
+            "version": "==0.23.3"
+        },
+        "idna": {
+            "hashes": [
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+                "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
+            ],
+            "version": "==3.4"
+        },
+        "joblib": {
+            "hashes": [
+                "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385",
+                "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.2.0"
+        },
+        "mecab-python3": {
+            "hashes": [
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+                "sha256:0fb9f5a06f9cd9c5724608956128b91f5330248a78e9de322a0abd5beaba24a3",
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+                "sha256:e00f0c329c7708b6cf5e5b2b1772535de3d6d69f99e6105a1acf40b94c62afe5",
+                "sha256:e049805f8342020b559357f4ea2b69b7d4faf8681c979ffd868d4d25d3a89021",
+                "sha256:e28997040b5ea9df3cf8969c5d28e7ba730ef4f924badac0548cd14383e56c66",
+                "sha256:ef43e4ab82396d1a59f4d8e2237c4136e09391e8e8ba623af4b52e6b52377fdd",
+                "sha256:fd10ba05f94dea7fe5e281336b7a4d07f79062c25139077d935833d0db303450",
+                "sha256:fde76ebc2fcf4f375b520a706af316f88be304302f5e5d36105992a1ecd3ea1b"
+            ],
+            "index": "pypi",
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