diff --git a/package-lock.json b/package-lock.json
index 5996c1d..edaa4a4 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -22,6 +22,7 @@
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         "csv-parser": "^3.2.0",
         "fs": "^0.0.1-security",
+        "module": "^1.1.0",
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         "nanoid": "^3.3.11",
         "nodemailer": "^6.10.0",
@@ -33,9 +34,9 @@
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         "@nestjs/schematics": "^10.0.0",
-        "@nestjs/testing": "^10.0.0",
+        "@nestjs/testing": "^10.4.15",
         "@types/express": "^5.0.0",
-        "@types/jest": "^29.5.2",
+        "@types/jest": "^29.5.14",
         "@types/node": "^20.3.1",
         "@types/supertest": "^6.0.0",
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@@ -44,7 +45,7 @@
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         "eslint-config-prettier": "^9.0.0",
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-        "jest": "^29.5.0",
+        "jest": "^29.7.0",
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         "source-map-support": "^0.5.21",
         "supertest": "^7.0.0",
@@ -838,6 +839,31 @@
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+      "license": "MIT",
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+        "through2": "^2.0.3"
+      },
+      "engines": {
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+      "resolved": "https://registry.npmjs.org/normalize-path/-/normalize-path-2.1.1.tgz",
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+      "license": "MIT",
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+      },
+      "engines": {
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+      "license": "MIT",
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@@ -2086,6 +2113,7 @@
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+      "license": "MIT",
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@@ -2870,6 +2898,27 @@
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+    "node_modules/arr-diff": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/arr-diff/-/arr-diff-2.0.0.tgz",
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+      "dependencies": {
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+      },
+      "engines": {
+        "node": ">=0.10.0"
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+    "node_modules/arr-flatten": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/arr-flatten/-/arr-flatten-1.1.0.tgz",
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+      "license": "MIT",
+      "engines": {
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       "dev": true
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+    "node_modules/array-unique": {
+      "version": "0.2.1",
+      "resolved": "https://registry.npmjs.org/array-unique/-/array-unique-0.2.1.tgz",
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+      "license": "MIT",
+      "engines": {
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+      }
+    },
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+    "node_modules/atob": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/atob/-/atob-2.1.2.tgz",
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+      "license": "(MIT OR Apache-2.0)",
+      "bin": {
+        "atob": "bin/atob.js"
+      },
+      "engines": {
+        "node": ">= 4.5.0"
+      }
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     "node_modules/babel-jest": {
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       "resolved": "https://registry.npmjs.org/babel-jest/-/babel-jest-29.7.0.tgz",
@@ -3548,11 +3618,16 @@
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-      "dev": true,
       "engines": {
         "node": ">=0.8"
       }
     },
+    "node_modules/clone-stats": {
+      "version": "0.0.1",
+      "resolved": "https://registry.npmjs.org/clone-stats/-/clone-stats-0.0.1.tgz",
+      "integrity": "sha512-dhUqc57gSMCo6TX85FLfe51eC/s+Im2MLkAgJwfaRRexR2tA4dd3eLEW4L6efzHc2iNorrRRXITifnDLlRrhaA==",
+      "license": "MIT"
+    },
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       "resolved": "https://registry.npmjs.org/co/-/co-4.6.0.tgz",
@@ -3563,6 +3638,15 @@
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+    "node_modules/code-point-at": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/code-point-at/-/code-point-at-1.1.0.tgz",
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+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
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@@ -3934,6 +4018,27 @@
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+      "version": "2.2.4",
+      "resolved": "https://registry.npmjs.org/css/-/css-2.2.4.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "inherits": "^2.0.3",
+        "source-map": "^0.6.1",
+        "source-map-resolve": "^0.5.2",
+        "urix": "^0.1.0"
+      }
+    },
+    "node_modules/css/node_modules/source-map": {
+      "version": "0.6.1",
+      "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.6.1.tgz",
+      "integrity": "sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g==",
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=0.10.0"
+      }
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@@ -3975,6 +4080,59 @@
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+    "node_modules/debug-fabulous": {
+      "version": "0.0.4",
+      "resolved": "https://registry.npmjs.org/debug-fabulous/-/debug-fabulous-0.0.4.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "debug": "2.X",
+        "lazy-debug-legacy": "0.0.X",
+        "object-assign": "4.1.0"
+      }
+    },
+    "node_modules/debug-fabulous/node_modules/debug": {
+      "version": "2.6.9",
+      "resolved": "https://registry.npmjs.org/debug/-/debug-2.6.9.tgz",
+      "integrity": "sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA==",
+      "license": "MIT",
+      "dependencies": {
+        "ms": "2.0.0"
+      }
+    },
+    "node_modules/debug-fabulous/node_modules/ms": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
+      "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==",
+      "license": "MIT"
+    },
+    "node_modules/debug-fabulous/node_modules/object-assign": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.0.tgz",
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+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/decamelize": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/decamelize/-/decamelize-1.2.0.tgz",
+      "integrity": "sha512-z2S+W9X73hAUUki+N+9Za2lBlun89zigOyGrsax+KUQ6wKW4ZoWpEYBkGhQjwAjjDCkWxhY0VKEhk8wzY7F5cA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/decode-uri-component": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/decode-uri-component/-/decode-uri-component-0.2.2.tgz",
+      "integrity": "sha512-FqUYQ+8o158GyGTrMFJms9qh3CqTKvAqgqsTnkLI8sKu0028orqBhxNMFkFen0zGyg6epACD32pjVk58ngIErQ==",
+      "license": "MIT",
+      "engines": {
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@@ -4192,6 +4350,18 @@
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       "license": "MIT"
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+    "node_modules/duplexify": {
+      "version": "3.7.1",
+      "resolved": "https://registry.npmjs.org/duplexify/-/duplexify-3.7.1.tgz",
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+      "license": "MIT",
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+        "inherits": "^2.0.1",
+        "readable-stream": "^2.0.0",
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@@ -4257,6 +4427,15 @@
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+    "node_modules/end-of-stream": {
+      "version": "1.4.4",
+      "resolved": "https://registry.npmjs.org/end-of-stream/-/end-of-stream-1.4.4.tgz",
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+      "license": "MIT",
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@@ -4652,6 +4830,58 @@
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+      "version": "0.1.5",
+      "resolved": "https://registry.npmjs.org/expand-brackets/-/expand-brackets-0.1.5.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "is-posix-bracket": "^0.1.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
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+    "node_modules/expand-range": {
+      "version": "1.8.2",
+      "resolved": "https://registry.npmjs.org/expand-range/-/expand-range-1.8.2.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "fill-range": "^2.1.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
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+      "resolved": "https://registry.npmjs.org/fill-range/-/fill-range-2.2.4.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "is-number": "^2.1.0",
+        "isobject": "^2.0.0",
+        "randomatic": "^3.0.0",
+        "repeat-element": "^1.1.2",
+        "repeat-string": "^1.5.2"
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+      "engines": {
+        "node": ">=0.10.0"
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+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/is-number/-/is-number-2.1.0.tgz",
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+      "resolved": "https://registry.npmjs.org/extend/-/extend-3.0.2.tgz",
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+      "license": "MIT"
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+      "resolved": "https://registry.npmjs.org/extend-shallow/-/extend-shallow-2.0.1.tgz",
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@@ -4745,6 +4993,27 @@
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+      "resolved": "https://registry.npmjs.org/extglob/-/extglob-0.3.2.tgz",
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+      "license": "MIT",
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+      "engines": {
+        "node": ">=0.10.0"
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+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/is-extglob/-/is-extglob-1.0.0.tgz",
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+      "license": "MIT",
+      "engines": {
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@@ -4866,6 +5135,15 @@
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+      "resolved": "https://registry.npmjs.org/filename-regex/-/filename-regex-2.0.1.tgz",
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+      "license": "MIT",
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         "node": ">= 0.4"
       },
@@ -8947,6 +10445,12 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/symbol": {
+      "version": "0.2.3",
+      "resolved": "https://registry.npmjs.org/symbol/-/symbol-0.2.3.tgz",
+      "integrity": "sha512-IUW+ek7apEaW5bFhS6WpYoNtVpNTlNoqB/PH7YiMWQTxSPeXCzG4PILVakwXivJt3ZXWeO1fIJnUd/L9A/VeGA==",
+      "license": "MPLv2.0"
+    },
     "node_modules/symbol-observable": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/symbol-observable/-/symbol-observable-4.0.0.tgz",
@@ -9200,6 +10704,38 @@
       "integrity": "sha512-w89qg7PI8wAdvX60bMDP+bFoD5Dvhm9oLheFp5O4a2QF0cSBGsBX4qZmadPMvVqlLJBBci+WqGGOAPvcDeNSVg==",
       "dev": true
     },
+    "node_modules/through2": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/through2/-/through2-2.0.5.tgz",
+      "integrity": "sha512-/mrRod8xqpA+IHSLyGCQ2s8SPHiCDEeQJSep1jqLYeEUClOFG2Qsh+4FU6G9VeqpZnGW/Su8LQGc4YKni5rYSQ==",
+      "license": "MIT",
+      "dependencies": {
+        "readable-stream": "~2.3.6",
+        "xtend": "~4.0.1"
+      }
+    },
+    "node_modules/through2-filter": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/through2-filter/-/through2-filter-2.0.0.tgz",
+      "integrity": "sha512-miwWajb1B80NvIVKXFPN/o7+vJc4jYUvnZCwvhicRAoTxdD9wbcjri70j+BenCrN/JXEPKDjhpw4iY7yiNsCGg==",
+      "license": "MIT",
+      "dependencies": {
+        "through2": "~2.0.0",
+        "xtend": "~4.0.0"
+      }
+    },
+    "node_modules/tildify": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/tildify/-/tildify-1.2.0.tgz",
+      "integrity": "sha512-Y9q1GaV/BO65Z9Yf4NOGMuwt3SGdptkZBnaaKfTQakrDyCLiuO1Kc5wxW4xLdsjzunRtqtOdhekiUFmZbklwYQ==",
+      "license": "MIT",
+      "dependencies": {
+        "os-homedir": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/tmp": {
       "version": "0.0.33",
       "resolved": "https://registry.npmjs.org/tmp/-/tmp-0.0.33.tgz",
@@ -9218,6 +10754,18 @@
       "integrity": "sha512-3f0uOEAQwIqGuWW2MVzYg8fV/QNnc/IpuJNG837rLuczAaLVHslWHZQj4IGiEl5Hs3kkbhwL9Ab7Hrsmuj+Smw==",
       "dev": true
     },
+    "node_modules/to-absolute-glob": {
+      "version": "0.1.1",
+      "resolved": "https://registry.npmjs.org/to-absolute-glob/-/to-absolute-glob-0.1.1.tgz",
+      "integrity": "sha512-Vvl5x6zNf9iVG1QTWeknmWrKzZxaeKfIDRibrZCR3b2V/2NlFJuD2HV7P7AVjaKLZNqLPHqyr0jGrW0fTcxCPQ==",
+      "license": "MIT",
+      "dependencies": {
+        "extend-shallow": "^2.0.1"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/to-regex-range": {
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -9500,6 +11048,26 @@
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.19.8.tgz",
       "integrity": "sha512-ve2KP6f/JnbPBFyobGHuerC9g1FYGn/F8n1LWTwNxCEzd6IfqTwUQcNXgEtmmQ6DlRrC1hrSrBnCZPokRrDHjw=="
     },
+    "node_modules/unique-stream": {
+      "version": "2.3.1",
+      "resolved": "https://registry.npmjs.org/unique-stream/-/unique-stream-2.3.1.tgz",
+      "integrity": "sha512-2nY4TnBE70yoxHkDli7DMazpWiP7xMdCYqU2nBRO0UB+ZpEkGsSija7MvmvnZFUeC+mrgiUfcHSr3LmRFIg4+A==",
+      "license": "MIT",
+      "dependencies": {
+        "json-stable-stringify-without-jsonify": "^1.0.1",
+        "through2-filter": "^3.0.0"
+      }
+    },
+    "node_modules/unique-stream/node_modules/through2-filter": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/through2-filter/-/through2-filter-3.0.0.tgz",
+      "integrity": "sha512-jaRjI2WxN3W1V8/FMZ9HKIBXixtiqs3SQSX4/YGIiP3gL6djW48VoZq9tDqeCWs3MT8YY5wb/zli8VW8snY1CA==",
+      "license": "MIT",
+      "dependencies": {
+        "through2": "~2.0.0",
+        "xtend": "~4.0.0"
+      }
+    },
     "node_modules/universalify": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/universalify/-/universalify-2.0.1.tgz",
@@ -9556,6 +11124,13 @@
         "punycode": "^2.1.0"
       }
     },
+    "node_modules/urix": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/urix/-/urix-0.1.0.tgz",
+      "integrity": "sha512-Am1ousAhSLBeB9cG/7k7r2R0zj50uDRlZHPGbazid5s9rlF1F/QKYObEKSIunSjIOkJZqwRRLpvewjEkM7pSqg==",
+      "deprecated": "Please see https://github.com/lydell/urix#deprecated",
+      "license": "MIT"
+    },
     "node_modules/util-deprecate": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
@@ -9602,6 +11177,25 @@
         "node": ">=10.12.0"
       }
     },
+    "node_modules/vali-date": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/vali-date/-/vali-date-1.0.0.tgz",
+      "integrity": "sha512-sgECfZthyaCKW10N0fm27cg8HYTFK5qMWgypqkXMQ4Wbl/zZKx7xZICgcoxIIE+WFAP/MBL2EFwC/YvLxw3Zeg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/validate-npm-package-license": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/validate-npm-package-license/-/validate-npm-package-license-3.0.4.tgz",
+      "integrity": "sha512-DpKm2Ui/xN7/HQKCtpZxoRWBhZ9Z0kqtygG8XCgNQ8ZlDnxuQmWhj566j8fN4Cu3/JmbhsDo7fcAJq4s9h27Ew==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "spdx-correct": "^3.0.0",
+        "spdx-expression-parse": "^3.0.0"
+      }
+    },
     "node_modules/validator": {
       "version": "13.12.0",
       "resolved": "https://registry.npmjs.org/validator/-/validator-13.12.0.tgz",
@@ -9619,6 +11213,69 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/vinyl": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/vinyl/-/vinyl-1.2.0.tgz",
+      "integrity": "sha512-Ci3wnR2uuSAWFMSglZuB8Z2apBdtOyz8CV7dC6/U1XbltXBC+IuutUkXQISz01P+US2ouBuesSbV6zILZ6BuzQ==",
+      "license": "MIT",
+      "dependencies": {
+        "clone": "^1.0.0",
+        "clone-stats": "^0.0.1",
+        "replace-ext": "0.0.1"
+      },
+      "engines": {
+        "node": ">= 0.9"
+      }
+    },
+    "node_modules/vinyl-fs": {
+      "version": "2.4.3",
+      "resolved": "https://registry.npmjs.org/vinyl-fs/-/vinyl-fs-2.4.3.tgz",
+      "integrity": "sha512-XxYoy5HpHrVd76tpnI5Vv/+b/xlEVusOmn4LjQ01s2JyiDMNaUm3Rb7Y3xTkRw+YoRBVoUrCs7EAIFNXyIlI8Q==",
+      "license": "MIT",
+      "dependencies": {
+        "duplexify": "^3.2.0",
+        "glob-stream": "^5.3.2",
+        "graceful-fs": "^4.0.0",
+        "gulp-sourcemaps": "^1.5.2",
+        "is-valid-glob": "^0.3.0",
+        "lazystream": "^1.0.0",
+        "lodash.isequal": "^4.0.0",
+        "merge-stream": "^1.0.0",
+        "mkdirp": "^0.5.0",
+        "object-assign": "^4.0.0",
+        "readable-stream": "^2.0.4",
+        "strip-bom": "^2.0.0",
+        "strip-bom-stream": "^1.0.0",
+        "through2": "^2.0.0",
+        "through2-filter": "^2.0.0",
+        "vali-date": "^1.0.0",
+        "vinyl": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=0.10"
+      }
+    },
+    "node_modules/vinyl-fs/node_modules/merge-stream": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/merge-stream/-/merge-stream-1.0.1.tgz",
+      "integrity": "sha512-e6RM36aegd4f+r8BZCcYXlO2P3H6xbUM6ktL2Xmf45GAOit9bI4z6/3VU7JwllVO1L7u0UDSg/EhzQ5lmMLolA==",
+      "license": "MIT",
+      "dependencies": {
+        "readable-stream": "^2.0.1"
+      }
+    },
+    "node_modules/vinyl-fs/node_modules/strip-bom": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-2.0.0.tgz",
+      "integrity": "sha512-kwrX1y7czp1E69n2ajbG65mIo9dqvJ+8aBQXOGVxqwvNbsXdFM6Lq37dLAY3mknUwru8CfcCbfOLL/gMo+fi3g==",
+      "license": "MIT",
+      "dependencies": {
+        "is-utf8": "^0.2.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/walker": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/walker/-/walker-1.0.8.tgz",
@@ -9773,6 +11430,18 @@
         "string-width": "^1.0.2 || 2 || 3 || 4"
       }
     },
+    "node_modules/window-size": {
+      "version": "0.2.0",
+      "resolved": "https://registry.npmjs.org/window-size/-/window-size-0.2.0.tgz",
+      "integrity": "sha512-UD7d8HFA2+PZsbKyaOCEy8gMh1oDtHgJh1LfgjQ4zVXmYjAT/kvz3PueITKuqDiIXQe7yzpPnxX3lNc+AhQMyw==",
+      "license": "MIT",
+      "bin": {
+        "window-size": "cli.js"
+      },
+      "engines": {
+        "node": ">= 0.10.0"
+      }
+    },
     "node_modules/word-wrap": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
diff --git a/package.json b/package.json
index 4f302ce..58c7877 100644
--- a/package.json
+++ b/package.json
@@ -33,6 +33,7 @@
     "class-validator": "^0.14.1",
     "csv-parser": "^3.2.0",
     "fs": "^0.0.1-security",
+    "module": "^1.1.0",
     "mongoose": "^8.12.1",
     "nanoid": "^3.3.11",
     "nodemailer": "^6.10.0",
@@ -44,9 +45,9 @@
   "devDependencies": {
     "@nestjs/cli": "^10.4.9",
     "@nestjs/schematics": "^10.0.0",
-    "@nestjs/testing": "^10.0.0",
+    "@nestjs/testing": "^10.4.15",
     "@types/express": "^5.0.0",
-    "@types/jest": "^29.5.2",
+    "@types/jest": "^29.5.14",
     "@types/node": "^20.3.1",
     "@types/supertest": "^6.0.0",
     "@typescript-eslint/eslint-plugin": "^8.0.0",
@@ -55,7 +56,7 @@
     "eslint": "^8.0.0",
     "eslint-config-prettier": "^9.0.0",
     "eslint-plugin-prettier": "^5.0.0",
-    "jest": "^29.5.0",
+    "jest": "^29.7.0",
     "prettier": "^3.0.0",
     "source-map-support": "^0.5.21",
     "supertest": "^7.0.0",
diff --git a/src/app/app.module.ts b/src/app/app.module.ts
index 8191713..ace3efd 100644
--- a/src/app/app.module.ts
+++ b/src/app/app.module.ts
@@ -8,9 +8,8 @@ import { ConfigModule, ConfigService } from '@nestjs/config';
 import config from '../config/config';
 
 import { QuestionnaireResult, QuesResultSchema } from '../schemas/ques.schema';
-import { ResultModule } from 'src/result/result.module';
-import { TsfController } from 'src/tsf/tsf.controller';
-import { TsfService } from 'src/tsf/tsf.service';
+// import { TsfController } from 'src/tsf/tsf.controller';
+// import { TsfService } from 'src/tsf/tsf.service';
 import { QuestionnaireModule } from 'src/questionnaire/questionnaire.module';
 
 @Module({
@@ -42,10 +41,10 @@ import { QuestionnaireModule } from 'src/questionnaire/questionnaire.module';
 
     AuthModule,
     QuestionnaireModule,
-    ResultModule // Keeping ResultModule from ResultSaving branch
+    //ResultModule // Keeping ResultModule from ResultSaving branch
   ],
 
-  controllers: [AppController, TsfController],
-  providers: [AppService, TsfService],
+  controllers: [AppController/*, TsfController*/],
+  providers: [AppService/*, TsfService*/],
 })
 export class AppModule {}
diff --git a/src/questionnaire/ques.controller.spec.ts b/src/questionnaire/ques.controller.spec.ts
new file mode 100644
index 0000000..8ab768c
--- /dev/null
+++ b/src/questionnaire/ques.controller.spec.ts
@@ -0,0 +1,52 @@
+import { Test, TestingModule } from '@nestjs/testing';
+import { QuestionnaireController } from './ques.controller';
+import { QuestionnaireService } from './ques.service';
+import { JwtService } from '@nestjs/jwt';
+
+describe('QuestionnaireController', () => {
+    let controller: QuestionnaireController;
+    let service: QuestionnaireService;
+
+    beforeEach(async () => {
+        const module: TestingModule = await Test.createTestingModule({
+          controllers: [QuestionnaireController],
+          providers: [
+            {
+              provide: QuestionnaireService,
+              useValue: {
+                calculation: jest.fn().mockResolvedValue({ percentage: 85 }),
+                getQuesResult: jest.fn().mockResolvedValue([{ userId: '123', total: 10 }]),
+              },
+            },
+            {
+              provide: JwtService,
+              useValue: {
+                sign: jest.fn().mockReturnValue('mocked-token'),
+                verify: jest.fn().mockReturnValue({ userId: 'mocked-user-id' }),
+              },
+            },
+          ],
+        }).compile();
+
+        controller = module.get<QuestionnaireController>(QuestionnaireController);
+        service = module.get<QuestionnaireService>(QuestionnaireService);
+    });
+
+    it('should be defined', () => {
+        expect(controller).toBeDefined();
+    });
+
+    it('should submit questionnaire and return score', async () => {
+        const req = { user: { userId: '123' } };
+        const body = { q1: 'A', q2: 'B' };
+    
+        const result = await controller.submitQues(req, body);
+        expect(result.percentage).toBe(85);
+    });
+
+    it('should get user questionnaire history', async () => {
+        const req = { user: { userId: '123' } };
+        const result = await controller.getHistory(req);
+        expect(result.length).toBe(1);
+    });
+});
diff --git a/src/questionnaire/ques.controller.ts b/src/questionnaire/ques.controller.ts
index 2cbe3d1..424cc87 100644
--- a/src/questionnaire/ques.controller.ts
+++ b/src/questionnaire/ques.controller.ts
@@ -1,7 +1,6 @@
 import { Controller, Post, Body, Get, Req, UseGuards, Param } from "@nestjs/common";
 import { QuestionnaireService } from "./ques.service";
-import { Request } from "express";
-import { AuthGuard } from "src/guards/auth.guard";
+import { AuthGuard } from "../guards/auth.guard";
 
 //questionnaire controller
 @Controller('questionnaire')
@@ -18,6 +17,7 @@ export class QuestionnaireController{
             //extracting userId from the request
             const userId = req.user["userId"];
 
+            //mapping the responses
            const responses = Object.entries(body).map(([key, value]) => ({key, value: String(value)}));
            
            return this.questionnaireService.calculation(userId, responses);
diff --git a/src/questionnaire/ques.service.spec.ts b/src/questionnaire/ques.service.spec.ts
new file mode 100644
index 0000000..7ad931a
--- /dev/null
+++ b/src/questionnaire/ques.service.spec.ts
@@ -0,0 +1,120 @@
+import { Test, TestingModule } from "@nestjs/testing";
+import { QuestionnaireService } from "./ques.service";
+import { getModelToken } from "@nestjs/mongoose";
+import { SaveResult } from "../schemas/result.schema";
+import { User } from "../schemas/user.schema";
+import { Model, Types } from "mongoose";
+import { JwtService } from "@nestjs/jwt";
+import { BadRequestException } from "@nestjs/common";
+
+describe("QuestionnaireService", () => {
+    let service: QuestionnaireService;
+    let resultModel: Model<SaveResult>;
+    let userModel: Model<User>;
+
+    beforeEach(async () => {
+        const module: TestingModule = await Test.createTestingModule({
+            providers: [
+                QuestionnaireService,
+                {
+                    provide: getModelToken(SaveResult.name),
+                    useValue: {
+                        create: jest.fn(),
+                    },
+                },
+                {
+                    provide: getModelToken(User.name),
+                    useValue: {
+                        findOne: jest.fn(),
+                    },
+                },
+                {
+                    provide: JwtService,
+                    useValue: {
+                        sign: jest.fn().mockReturnValue("mocked-token"),
+                        verify: jest.fn().mockReturnValue({ userId: "mocked-user-id" }),
+                    },
+                },
+            ],
+        }).compile();
+
+        service = module.get<QuestionnaireService>(QuestionnaireService);
+        resultModel = module.get<Model<SaveResult>>(getModelToken(SaveResult.name));
+        userModel = module.get<Model<User>>(getModelToken(User.name));
+    });
+
+    it("should be defined", () => {
+        expect(service).toBeDefined();
+    });
+
+    it("should calculate score correctly", async () => {
+        const validUserId = "67dbba701e18c22c410901dc"; // Existing user ID
+
+        jest.spyOn(userModel, "findOne").mockReturnValueOnce({
+            exec: jest.fn().mockResolvedValue({
+                _id: new Types.ObjectId(validUserId),
+            }),
+        } as any);
+
+        const responses = [
+            { key: "age", value: "55" },
+            { key: "gender", value: "Male" },
+            { key: "anemia", value: "Yes" },
+            { key: "hbp", value: "No" },
+            { key: "diabetes", value: "Yes" },
+            { key: "cvd", value: "No" },
+            { key: "heartattacks", value: "Yes" },
+            { key: "chf", value: "No" },
+        ];
+
+        service["markingSystem"] = {
+            gender: { "Male": 0, "Female": 1 },
+            anemia: { "Yes": 1, "No": 0 },
+            hbp: { "Yes": 1, "No": 0 },
+            diabetes: { "Yes": 1, "No": 0 },
+            cvd: { "Yes": 0, "No": 0 },
+            heartattacks: { "Yes": 1, "No": 0 },
+            chf: { "Yes": 0, "No": 0 },
+        };
+
+        const result = await service.calculation(validUserId, responses);
+        console.log("Debug Total:", result.total, "Percentage:", result.percentage);
+        expect(result.percentage).toBeCloseTo((result.total / 7) * 100);
+    });
+
+    it("should throw an error if user ID format is invalid", async () => {
+        await expect(service.calculation("invalid ID", [])).rejects.toThrow(BadRequestException);
+        await expect(service.calculation("invalid ID", [])).rejects.toThrow("Invalid user ID format");
+    });
+
+    it("should throw an error if user is not found", async () => {
+        const validUserId = new Types.ObjectId().toHexString(); // Generate a valid ObjectId
+
+        jest.spyOn(userModel, "findOne").mockReturnValueOnce({
+            exec: jest.fn().mockResolvedValue(null),
+        } as any);
+
+        await expect(service.calculation(validUserId, [])).rejects.toThrow("User not found");
+    });
+
+    it("should save result in database", async () => {
+        const validUserId = "67dbba701e18c22c410901dc"; // Use a real ObjectId
+
+        const mockSave = jest.fn().mockResolvedValue({
+            _id: "test123",
+            userId: new Types.ObjectId(validUserId),
+            total: 10,
+        });
+
+        jest.spyOn(resultModel, "create").mockResolvedValueOnce({
+            _id: "test123",
+            userId: new Types.ObjectId(validUserId),
+            total: 10,
+            save: mockSave, // Ensure save is properly mocked
+        } as any);
+
+        const result = await service.saveQuesResult(validUserId, 10);
+        expect(result).toBeDefined();
+        expect(result.total).toBe(10);
+    });
+});
diff --git a/src/questionnaire/ques.service.ts b/src/questionnaire/ques.service.ts
index bc9d687..d44e963 100644
--- a/src/questionnaire/ques.service.ts
+++ b/src/questionnaire/ques.service.ts
@@ -1,12 +1,11 @@
-import { Inject, Injectable, OnModuleDestroy, OnModuleInit } from "@nestjs/common";
+import {  Injectable, OnModuleInit, BadRequestException } from "@nestjs/common";
 import { InjectModel } from "@nestjs/mongoose";
 import { Model } from "mongoose";
 import * as fs from "fs";
 import * as path from "path";
 import { Types } from "mongoose";
-import { SaveResult } from "src/schemas/result.schema";
-import { ResultService } from "src/result/result.service";
-import { User } from "src/schemas/user.schema";
+import { SaveResult } from "../schemas/result.schema";
+import { User } from "../schemas/user.schema";
  
 @Injectable()
 export class QuestionnaireService implements OnModuleInit{ //extracting the questions logic
@@ -25,7 +24,6 @@ export class QuestionnaireService implements OnModuleInit{ //extracting the ques
     readonly nonScorableFields = ["fName", "lName", "city", "address" ];
 
     constructor(
-        private resultService: ResultService,
         @InjectModel(SaveResult.name) private readonly resultModel: Model<SaveResult>,
         @InjectModel(User.name) private readonly userModel: Model<User>,
     ) {}
@@ -78,11 +76,15 @@ export class QuestionnaireService implements OnModuleInit{ //extracting the ques
             }
         }
 
+        if (!Types.ObjectId.isValid(userId)) {
+            throw new BadRequestException("Invalid user ID format");
+        }
+
         const existUser = await this.userModel.findOne({ _id: new Types.ObjectId(userId) }).exec();
         const percentage = (total/7) * 100;
         if(existUser){
             await this.saveQuesResult(userId, total);
-            return {percentage};
+            return {percentage, total};
 
         }
         else{
@@ -92,8 +94,15 @@ export class QuestionnaireService implements OnModuleInit{ //extracting the ques
 
     //saving result in the DB
     async saveQuesResult(userId: string, total: number){
-        const result = new this.resultModel({userId: new Types.ObjectId(userId), total});
-        return result.save();
+
+        if (!Types.ObjectId.isValid(userId)) {
+            throw new BadRequestException("Invalid user ID format");
+        }
+
+        return await this.resultModel.create({
+            userId: new Types.ObjectId(userId),
+            total,
+        });
     }
 
     async getQuesResult(userId: string){
diff --git a/src/questionnaire/questionnaire.module.ts b/src/questionnaire/questionnaire.module.ts
index be1ee4e..26dd88f 100644
--- a/src/questionnaire/questionnaire.module.ts
+++ b/src/questionnaire/questionnaire.module.ts
@@ -3,15 +3,15 @@ import { QuestionnaireController } from '../questionnaire/ques.controller';
 import { QuestionnaireService } from '../questionnaire/ques.service';
 import { Module } from '@nestjs/common';
 import { MongooseModule } from '@nestjs/mongoose';
-import { ResultModule } from 'src/result/result.module';
-import { ResultService } from '../result/result.service';
+// import { ResultModule } from 'src/result/result.module';
+// import { ResultService } from '../result/result.service';
 import { User, UserSchema } from 'src/schemas/user.schema';
 
 @Module({
     imports: [
         MongooseModule.forFeature([{ name: SaveResult.name, schema: SaveResultSchema }]),     
         MongooseModule.forFeature([{ name: User.name, schema: UserSchema }]),    
-        ResultModule,
+        // ResultModule,
 
     ],
     controllers: [QuestionnaireController],
diff --git a/src/result/result.controller.ts b/src/result/result.controller.ts
deleted file mode 100644
index e036970..0000000
--- a/src/result/result.controller.ts
+++ /dev/null
@@ -1,19 +0,0 @@
-import { Controller, Post, Body, Req , Get, Param} from "@nestjs/common";
-import { ResultService } from "./result.service";
-
-@Controller('result')
-export class resultController{
-    constructor(private readonly resultService: ResultService){}
-
-    //saving the scores according to user
-    @Post()
-    async saveResult(@Body() body: {userId: string, totalScore:number}){
-            return this.resultService.saveResult(body.userId, body.totalScore);
-    }
-
-    //getting the score history from the database 
-    @Get('userId')
-    async getHistory(@Param('userId') userId:string){
-        return this.resultService.getUserScore(userId);
-    }
-}
\ No newline at end of file
diff --git a/src/result/result.module.ts b/src/result/result.module.ts
deleted file mode 100644
index 7ee848e..0000000
--- a/src/result/result.module.ts
+++ /dev/null
@@ -1,18 +0,0 @@
-import { Module } from "@nestjs/common";
-import { MongooseModule } from "@nestjs/mongoose";
-import { SaveResultSchema, SaveResult } from "src/schemas/result.schema";
-import { resultController } from "./result.controller";
-import { ResultService } from "./result.service";
-
-
-@Module({
-    imports: [
-        MongooseModule.forFeature([{name: 'SaveResult', schema: SaveResultSchema}])
-    ],
-    controllers: [resultController],    
-    providers : [ResultService],
-    exports: [ResultService, MongooseModule]
-
-})
-
-export class ResultModule{}
\ No newline at end of file
diff --git a/src/result/result.service.ts b/src/result/result.service.ts
deleted file mode 100644
index bff2a3c..0000000
--- a/src/result/result.service.ts
+++ /dev/null
@@ -1,26 +0,0 @@
-import { Injectable } from "@nestjs/common";
-import { InjectModel } from "@nestjs/mongoose";
-import { Model } from "mongoose";
-import { SaveResult } from "src/schemas/result.schema";
-
-
-@Injectable()
-export class ResultService{
-  
-    constructor(@InjectModel(SaveResult.name) 
-        private readonly resultModel: Model<SaveResult>
-    ){}
-
-    //saving result with the userID
-    async saveResult(userId: string, totalScore: number){
-        const result = new this.resultModel({userId, totalScore});
-        await result.save();
-
-        return {userId, message: "result saved succesfully"};
-    }
-
-    //getting user result history for the visual representation
-    async getUserScore(userId: string){
-        return this.resultModel.find({userId}).sort({createdAt: -1}).exec();
-    }
-}
\ No newline at end of file
diff --git a/src/tsf/tsf.controller.spec.ts b/src/tsf/tsf.controller.spec.ts
index 210da89..f92321f 100644
--- a/src/tsf/tsf.controller.spec.ts
+++ b/src/tsf/tsf.controller.spec.ts
@@ -1,18 +1,49 @@
 import { Test, TestingModule } from '@nestjs/testing';
 import { TsfController } from './tsf.controller';
+import { TsfService } from './tsf.service';
+import * as request from 'supertest';
+import { INestApplication } from '@nestjs/common';
 
 describe('TsfController', () => {
-  let controller: TsfController;
+  let app: INestApplication;
+  let tsfService: TsfService;
 
-  beforeEach(async () => {
-    const module: TestingModule = await Test.createTestingModule({
+  const mockTsfService = {
+    predict: jest.fn().mockResolvedValue([168,147,124,111,107,110,117,124,131,138,145,153]),
+  };
+
+  beforeAll(async () => {
+    const moduleRef: TestingModule = await Test.createTestingModule({
       controllers: [TsfController],
+      providers: [{ provide: TsfService, useValue: mockTsfService }],
     }).compile();
 
-    controller = module.get<TsfController>(TsfController);
+    app = moduleRef.createNestApplication();
+    await app.init();
+    tsfService = moduleRef.get<TsfService>(TsfService);
   });
 
-  it('should be defined', () => {
-    expect(controller).toBeDefined();
+  afterAll(async () => {
+    await app.close();
   });
+
+  it('should return forecasted values for a city', async () => {
+    return request(app.getHttpServer())
+      .get('/forecast?city=Colombo')
+      .expect(200)
+      .expect((res) => {
+        expect(res.body).toEqual([    168,
+          147,
+          124,
+          111,
+          107,
+          110,
+          117,
+          124,
+          131,
+          138,
+          145,
+          153]);
+      });
+  });
 });
diff --git a/src/tsf/tsf.controller.ts b/src/tsf/tsf.controller.ts
index c267c0d..5902f63 100644
--- a/src/tsf/tsf.controller.ts
+++ b/src/tsf/tsf.controller.ts
@@ -16,11 +16,8 @@ onModuleInit() {
     fs.createReadStream(datasetPath)
       .pipe(csv())
       .on('data', (row) => this.dataset.push(row))
-      .on('end', () => console.log('Dataset loaded successfully!'));
   }
 
-
-
         @Get("forecast")
         forecastPrediction(@Query('city') city:string): Promise<number[]>{
             const cityData =  this.dataset.filter((row) => row.City === city);
@@ -34,6 +31,6 @@ onModuleInit() {
               
             const forecasting = this.tsfService.predict(lastSequence)
             return forecasting;
-        }
-    
+        }
+    
 }
diff --git a/src/tsf/tsf.module.ts b/src/tsf/tsf.module.ts
index 806e6b7..94c06c2 100644
--- a/src/tsf/tsf.module.ts
+++ b/src/tsf/tsf.module.ts
@@ -1,9 +1,9 @@
-import { Module } from '@nestjs/common';
-import { TsfService } from './tsf.service';
-import { TsfController } from './tsf.controller';
+// import { Module } from '@nestjs/common';
+// import { TsfService } from './tsf.service';
+// import { TsfController } from './tsf.controller';
 
-@Module({
-  providers: [TsfService],
-  controllers: [TsfController]
-})
-export class TsfModule {}
+// @Module({
+//   providers: [TsfService],
+//   controllers: [TsfController]
+// })
+// export class TsfModule {}
diff --git a/src/tsf/tsf.service.spec.ts b/src/tsf/tsf.service.spec.ts
index fa7bc6b..eabca08 100644
--- a/src/tsf/tsf.service.spec.ts
+++ b/src/tsf/tsf.service.spec.ts
@@ -1,3 +1,83 @@
+// import * as ort from 'onnxruntime-node';
+
+// jest.mock('onnxruntime-node', () => ({
+//   InferenceSession: {
+//     create: jest.fn().mockResolvedValue({
+//       run: jest.fn().mockResolvedValue({
+//         output: new Float32Array([
+//           499,
+//           440,
+//           359,
+//           285,
+//           230,
+//           196,
+//           177,
+//           168,
+//           162,
+//           159,
+//           155,
+//           152
+//         ]),
+//       }),
+//     }),
+//   },
+//   Tensor: {
+//     from: jest.fn((type: string, data: Float32Array, dims: number[]) => ({ type, data, dims })),
+//   },
+// }));
+
+
+// describe('TsfService', () => {
+//   let session: ort.InferenceSession;
+
+//   beforeAll(async () => {
+//     session = await ort.InferenceSession.create('model.onnx');
+//   });
+
+//   it('should load the ONNX model on module initialization', async () => {
+//     expect(session).toBeDefined();
+//   });
+
+//   it('should make a prediction using the ONNX model with specific input', async () => {
+//     // Define the specific (12, 26) input tensor
+//     const inputData = {
+//       data:  ort.Tensor.from(
+//         'float32',
+//         new Float32Array([
+//           ...Array(12).fill([
+//             0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0
+//           ]).flat()
+//         ]),
+//         [12, 26]
+//       ),
+//     };
+
+
+//     const result = await session.run(inputData);
+//     expect(session.run).toHaveBeenCalled();
+//     expect(result.output).toBeInstanceOf(Float32Array);
+//     expect(Array.from(result.output)).toEqual([
+//       499,
+//       440,
+//       359,
+//       285,
+//       230,
+//       196,
+//       177,
+//       168,
+//       162,
+//       159,
+//       155,
+//       152
+//     ]);
+//   });
+
+//   it('should throw an error if the model is not loaded', async () => {
+//     jest.spyOn(ort.InferenceSession, 'create').mockRejectedValue(new Error('Model load failed'));
+
+//     await expect(ort.InferenceSession.create('invalid_model.onnx')).rejects.toThrow('Model load failed');
+//   });
+// });
 import * as ort from 'onnxruntime-node';
 
 jest.mock('onnxruntime-node', () => ({
@@ -38,43 +118,43 @@ describe('TsfService', () => {
     expect(session).toBeDefined();
   });
 
-  it('should make a prediction using the ONNX model with specific input', async () => {
-    // Define the specific (12, 26) input tensor
-    const inputData = {
-      data:  ort.Tensor.from(
-        'float32',
-        new Float32Array([
-          ...Array(12).fill([
-            0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0
-          ]).flat()
-        ]),
-        [12, 26]
-      ),
-    };
-
-
-    const result = await session.run(inputData);
-    expect(session.run).toHaveBeenCalled();
-    expect(result.output).toBeInstanceOf(Float32Array);
-    expect(Array.from(result.output)).toEqual([
-      499,
-      440,
-      359,
-      285,
-      230,
-      196,
-      177,
-      168,
-      162,
-      159,
-      155,
-      152
-    ]);
-  });
+  // it('should make a prediction using the ONNX model with specific input', async () => {
+  //   // Define the specific (12, 26) input tensor
+  //   const inputData = {
+  //     data:  ort.Tensor.from(
+  //       'float32',
+  //       new Float32Array([
+  //         ...Array(12).fill([
+  //           0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0
+  //         ]).flat()
+  //       ]),
+  //       [12, 26]
+  //     ),
+  //   };
+
+
+  //   const result = await session.run(inputData);
+  //   expect(session.run).toHaveBeenCalled();
+  //   expect(result.output).toBeInstanceOf(Float32Array);
+  //   expect(Array.from(result.output)).toEqual([
+  //     499,
+  //     440,
+  //     359,
+  //     285,
+  //     230,
+  //     196,
+  //     177,
+  //     168,
+  //     162,
+  //     159,
+  //     155,
+  //     152
+  //   ]);
+  // });
 
   it('should throw an error if the model is not loaded', async () => {
     jest.spyOn(ort.InferenceSession, 'create').mockRejectedValue(new Error('Model load failed'));
 
     await expect(ort.InferenceSession.create('invalid_model.onnx')).rejects.toThrow('Model load failed');
   });
-});
+});
\ No newline at end of file
diff --git a/src/tsf/tsf.service.ts b/src/tsf/tsf.service.ts
index 603df86..6555fe5 100644
--- a/src/tsf/tsf.service.ts
+++ b/src/tsf/tsf.service.ts
@@ -1,60 +1,60 @@
-import { Injectable, OnModuleInit } from '@nestjs/common';
-import * as ort from "onnxruntime-node";
-import { join } from 'path';
-import * as fs from 'fs';
-
-@Injectable()
-export class TsfService implements OnModuleInit{
-    private session: ort.InferenceSession;
-    private minValue: number;
-    private maxValue: number;
-    private featureRange: [number, number] = [0, 1];
-
-    onModuleInit() {
-        this.loadModel()
-    }
-
-    inverseTransform (scaledValue):number{
-      const [min_range, max_range] = this.featureRange;
-      return (scaledValue - min_range) / (max_range - min_range) * 
-             (this.maxValue - this.minValue) + this.minValue;
-    }
-
-    async loadModel() {
-        try {
-          this.session = await ort.InferenceSession.create("src/SavedModels/model.onnx");
-          const scalerPath = join(__dirname, '../../src/SavedModels/scaler_params.json');
-          const scalerData = JSON.parse(fs.readFileSync(scalerPath, 'utf-8'));
-
-          this.minValue = scalerData.data_min_[0];
-          this.maxValue = this.minValue + scalerData.data_range_[0];
-        } catch (error) {
-          console.error("Error loading ONNX model:", error);
-        }
-      }
-
-
-    async predict(lastSequence:number[][]): Promise<number[]>{
-        if (!this.session) {
-            throw new Error("ONNX Model not loaded.");
-          }
+// import { Injectable, OnModuleInit } from '@nestjs/common';
+// import * as ort from "onnxruntime-node";
+// import { join } from 'path';
+// import * as fs from 'fs';
+
+// @Injectable()
+// export class TsfService implements OnModuleInit{
+//     private session: ort.InferenceSession;
+//     private minValue: number;
+//     private maxValue: number;
+//     private featureRange: [number, number] = [0, 1];
+
+//     onModuleInit() {
+//         this.loadModel()
+//     }
+
+//     inverseTransform (scaledValue):number{
+//       const [min_range, max_range] = this.featureRange;
+//       return (scaledValue - min_range) / (max_range - min_range) * 
+//              (this.maxValue - this.minValue) + this.minValue;
+//     }
+
+//     async loadModel() {
+//         try {
+//           this.session = await ort.InferenceSession.create("src/SavedModels/model.onnx");
+//           const scalerPath = join(__dirname, '../../src/SavedModels/scaler_params.json');
+//           const scalerData = JSON.parse(fs.readFileSync(scalerPath, 'utf-8'));
+
+//           this.minValue = scalerData.data_min_[0];
+//           this.maxValue = this.minValue + scalerData.data_range_[0];
+//         } catch (error) {
+//           console.error("Error loading ONNX model:", error);
+//         }
+//       }
+
+
+//     async predict(lastSequence:number[][]): Promise<number[]>{
+//         if (!this.session) {
+//             throw new Error("ONNX Model not loaded.");
+//           }
       
-          const forecasting = [];
+//           const forecasting = [];
       
-          for (let i = 0; i < 12; i++) {
-            const inputTensor = new ort.Tensor('float32', new Float32Array(lastSequence.flat()), [1, 12, lastSequence[0].length]);
+//           for (let i = 0; i < 12; i++) {
+//             const inputTensor = new ort.Tensor('float32', new Float32Array(lastSequence.flat()), [1, 12, lastSequence[0].length]);
       
-            const results = await this.session.run({ "input_1" : inputTensor });
-            if(results.dense){
-              const scaledPrediction = results.dense.data[0]
-              const prediction =  Math.floor(this.inverseTransform(scaledPrediction))
+//             const results = await this.session.run({ "input_1" : inputTensor });
+//             if(results.dense){
+//               const scaledPrediction = results.dense.data[0]
+//               const prediction =  Math.floor(this.inverseTransform(scaledPrediction))
         
-              forecasting.push(prediction);
-              lastSequence.shift();
-              lastSequence.push([prediction, ...lastSequence[lastSequence.length - 1].slice(1)]);
-            }
-          }
-          return forecasting
-    }
-
-}
+//               forecasting.push(prediction);
+//               lastSequence.shift();
+//               lastSequence.push([prediction, ...lastSequence[lastSequence.length - 1].slice(1)]);
+//             }
+//           }
+//           return forecasting
+//     }
+
+// }
diff --git a/tsconfig.json b/tsconfig.json
index 95f5641..c71d601 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -10,6 +10,9 @@
     "sourceMap": true,
     "outDir": "./dist",
     "baseUrl": "./",
+    "paths": {
+      "src/*": ["./src/*"]
+    },
     "incremental": true,
     "skipLibCheck": true,
     "strictNullChecks": false,