diff --git a/machine-learning-engineering/iris/Pipfile.lock b/machine-learning-engineering/iris/Pipfile.lock
index 3c11eaf7..ded53e7a 100644
--- a/machine-learning-engineering/iris/Pipfile.lock
+++ b/machine-learning-engineering/iris/Pipfile.lock
@@ -21,6 +21,7 @@
                 "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
                 "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==7.1.2"
         },
         "fastapi": {
@@ -48,28 +49,32 @@
         },
         "httptools": {
             "hashes": [
-                "sha256:0a4b1b2012b28e68306575ad14ad5e9120b34fccd02a81eb08838d7e3bbb48be",
-                "sha256:3592e854424ec94bd17dc3e0c96a64e459ec4147e6d53c0a42d0ebcef9cb9c5d",
-                "sha256:41b573cf33f64a8f8f3400d0a7faf48e1888582b6f6e02b82b9bd4f0bf7497ce",
-                "sha256:56b6393c6ac7abe632f2294da53f30d279130a92e8ae39d8d14ee2e1b05ad1f2",
-                "sha256:86c6acd66765a934e8730bf0e9dfaac6fdcf2a4334212bd4a0a1c78f16475ca6",
-                "sha256:96da81e1992be8ac2fd5597bf0283d832287e20cb3cfde8996d2b00356d4e17f",
-                "sha256:96eb359252aeed57ea5c7b3d79839aaa0382c9d3149f7d24dd7172b1bcecb009",
-                "sha256:a2719e1d7a84bb131c4f1e0cb79705034b48de6ae486eb5297a139d6a3296dce",
-                "sha256:ac0aa11e99454b6a66989aa2d44bca41d4e0f968e395a0a8f164b401fefe359a",
-                "sha256:bc3114b9edbca5a1eb7ae7db698c669eb53eb8afbbebdde116c174925260849c",
-                "sha256:fa3cd71e31436911a44620473e873a256851e1f53dee56669dae403ba41756a4",
-                "sha256:fea04e126014169384dee76a153d4573d90d0cbd1d12185da089f73c78390437"
+                "sha256:07659649fe6b3948b6490825f89abe5eb1cec79ebfaaa0b4bf30f3f33f3c2ba8",
+                "sha256:08b79e09114e6ab5c3dbf560bba2cb2257ea38cdaeaf99b7cb80d8f92622fcd9",
+                "sha256:1e35aa179b67086cc600a984924a88589b90793c9c1b260152ca4908786e09df",
+                "sha256:31629e1f1b89959f8c0927bad12184dc07977dcf71e24f4772934aa490aa199b",
+                "sha256:851026bd63ec0af7e7592890d97d15c92b62d9e17094353f19a52c8e2b33710a",
+                "sha256:8fcca4b7efe353b13a24017211334c57d055a6e132c7adffed13a10d28efca57",
+                "sha256:9abd788465aa46a0f288bd3a99e53edd184177d6379e2098fd6097bb359ad9d6",
+                "sha256:aebdf0bd7bf7c90ae6b3be458692bf6e9e5b610b501f9f74c7979015a51db4c4",
+                "sha256:bda99a5723e7eab355ce57435c70853fc137a65aebf2f1cd4d15d96e2956da7b",
+                "sha256:c1c63d860749841024951b0a78e4dec6f543d23751ef061d6ab60064c7b8b524",
+                "sha256:c4111a0a8a00eff1e495d43ea5230aaf64968a48ddba8ea2d5f982efae827404",
+                "sha256:dce59ee45dd6ee6c434346a5ac527c44014326f560866b4b2f414a692ee1aca8",
+                "sha256:f759717ca1b2ef498c67ba4169c2b33eecf943a89f5329abcff8b89d153eb500",
+                "sha256:fb7199b8fb0c50a22e77260bb59017e0c075fa80cb03bb2c8692de76e7bb7fe7",
+                "sha256:fbf7ecd31c39728f251b1c095fd27c84e4d21f60a1d079a0333472ff3ae59d34"
             ],
             "markers": "sys_platform != 'win32' and sys_platform != 'cygwin' and platform_python_implementation != 'PyPy'",
-            "version": "==0.1.1"
+            "version": "==0.1.2"
         },
         "joblib": {
             "hashes": [
-                "sha256:61e49189c84b3c5d99a969d314853f4d1d263316cc694bec17548ebaa9c47b6e",
-                "sha256:6825784ffda353cc8a1be573118085789e5b5d29401856b35b756645ab5aecb5"
+                "sha256:301f0375f49586a7effee3f6348c419d5765fca1c750186b20690a0d90b82900",
+                "sha256:f9d6c3cdf2a7778e9058e10e9dba028e47771a1a355e5768f46704bf05342eba"
             ],
-            "version": "==0.15.1"
+            "index": "pypi",
+            "version": "==1.1.1"
         },
         "newrelic": {
             "hashes": [
@@ -129,39 +134,60 @@
         },
         "pydantic": {
             "hashes": [
-                "sha256:0a1cdf24e567d42dc762d3fed399bd211a13db2e8462af9dfa93b34c41648efb",
-                "sha256:2007eb062ed0e57875ce8ead12760a6e44bf5836e6a1a7ea81d71eeecf3ede0f",
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-                "sha256:2a6904e9f18dea58f76f16b95cba6a2f20b72d787abd84ecd67ebc526e61dce6",
-                "sha256:3714a4056f5bdbecf3a41e0706ec9b228c9513eee2ad884dc2c568c4dfa540e9",
-                "sha256:473101121b1bd454c8effc9fe66d54812fdc128184d9015c5aaa0d4e58a6d338",
-                "sha256:68dece67bff2b3a5cc188258e46b49f676a722304f1c6148ae08e9291e284d98",
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-                "sha256:8433dbb87246c0f562af75d00fa80155b74e4f6924b0db6a2078a3cd2f11c6c4",
-                "sha256:8be325fc9da897029ee48d1b5e40df817d97fe969f3ac3fd2434ba7e198c55d5",
-                "sha256:93b9f265329d9827f39f0fca68f5d72cc8321881cdc519a1304fa73b9f8a75bd",
-                "sha256:9be755919258d5d168aeffbe913ed6e8bd562e018df7724b68cabdee3371e331",
-                "sha256:ab863853cb502480b118187d670f753be65ec144e1654924bec33d63bc8b3ce2",
-                "sha256:b96ce81c4b5ca62ab81181212edfd057beaa41411cd9700fbcb48a6ba6564b4e",
-                "sha256:da8099fca5ee339d5572cfa8af12cf0856ae993406f0b1eb9bb38c8a660e7416",
-                "sha256:e2c753d355126ddd1eefeb167fa61c7037ecd30b98e7ebecdc0d1da463b4ea09",
-                "sha256:f0018613c7a0d19df3240c2a913849786f21b6539b9f23d85ce4067489dfacfa"
-            ],
-            "version": "==1.5.1"
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+                "sha256:10a86d8c8db68086f1e30a530f7d5f83eb0685e632e411dbbcf2d5c0150e8dcd",
+                "sha256:193924c563fae6ddcb71d3f06fa153866423ac1b793a47936656e806b64e24ca",
+                "sha256:464855a7ff7f2cc2cf537ecc421291b9132aa9c79aef44e917ad711b4a93163b",
+                "sha256:516f1ed9bc2406a0467dd777afc636c7091d71f214d5e413d64fef45174cfc7a",
+                "sha256:6434b49c0b03a51021ade5c4daa7d70c98f7a79e95b551201fff682fc1661245",
+                "sha256:64d34ab766fa056df49013bb6e79921a0265204c071984e75a09cbceacbbdd5d",
+                "sha256:670bb4683ad1e48b0ecb06f0cfe2178dcf74ff27921cdf1606e527d2617a81ee",
+                "sha256:68792151e174a4aa9e9fc1b4e653e65a354a2fa0fed169f7b3d09902ad2cb6f1",
+                "sha256:701daea9ffe9d26f97b52f1d157e0d4121644f0fcf80b443248434958fd03dc3",
+                "sha256:7d45fc99d64af9aaf7e308054a0067fdcd87ffe974f2442312372dfa66e1001d",
+                "sha256:80b1fab4deb08a8292d15e43a6edccdffa5377a36a4597bb545b93e79c5ff0a5",
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+                "sha256:a7cd2251439988b413cb0a985c4ed82b6c6aac382dbaff53ae03c4b23a70e80a",
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+                "sha256:ae150a63564929c675d7f2303008d88426a0add46efd76c3fc797cd71cb1b46f",
+                "sha256:b0f85904f73161817b80781cc150f8b906d521fa11e3cdabae19a581c3606209",
+                "sha256:b4a849d10f211389502059c33332e91327bc154acc1845f375a99eca3afa802d",
+                "sha256:c15582f9055fbc1bfe50266a19771bbbef33dd28c45e78afbe1996fd70966c2a",
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+                "sha256:d2a5ebb48958754d386195fe9e9c5106f11275867051bf017a8059410e9abf1f",
+                "sha256:d71e69699498b020ea198468e2480a2f1e7433e32a3a99760058c6520e2bea7e",
+                "sha256:d75ae19d2a3dbb146b6f324031c24f8a3f52ff5d6a9f22f0683694b3afcb16fb",
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+                "sha256:e79e999e539872e903767c417c897e729e015872040e56b96e67968c3b918b2d",
+                "sha256:ecbbc51391248116c0a055899e6c3e7ffbb11fb5e2a4cd6f2d0b93272118a209",
+                "sha256:f4a2b50e2b03d5776e7f21af73e2070e1b5c0d0df255a827e7c632962f8315af"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==1.10.7"
         },
         "python-dateutil": {
             "hashes": [
-                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
-                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
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-            "version": "==2.8.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==2.8.2"
         },
         "pytz": {
             "hashes": [
-                "sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed",
-                "sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048"
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+                "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"
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-            "version": "==2020.1"
+            "version": "==2023.3"
         },
         "scikit-learn": {
             "hashes": [
@@ -187,50 +213,78 @@
         },
         "scipy": {
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+            "version": "==1.7.3"
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+                "sha256:bb16732e8eb928922eabaa022f881ae2b7cdcfaf9993ef1f5e841a96d32b8e0c"
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         "six": {
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-            "version": "==1.15.0"
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         "threadpoolctl": {
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@@ -358,6 +518,14 @@
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@@ -437,10 +688,19 @@
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-                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
-                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb",
+                "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"
             ],
-            "version": "==1.15.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.5.0"
         }
     }
 }