diff --git a/Pipfile b/Pipfile
index b899698..30fbbe2 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,7 +7,7 @@ name = "pypi"
 matplotlib = "3.4.1"
 numpy = "1.20.2"
 pandas = "1.2.3"
-scipy = "1.6.2"
+scipy = "1.10.0"
 sklearn = "0.0"
 tqdm = "4.60.0"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 30eccee..f5c0385 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0191c691179095588b01d9e0d24951d7defd435607a47312d6ee5baa4dee7422"
+            "sha256": "e811dfbdb13f749feca36141ed64b3125e06c26804ecc7350b93541dc598edbc"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -26,61 +26,85 @@
         },
         "joblib": {
             "hashes": [
-                "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35",
-                "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"
+                "sha256:1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3",
+                "sha256:89cf0529520e01b3de7ac7b74a8102c90d16d54c64b5dd98cafcd14307fdf915"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.1.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.3.1"
         },
         "kiwisolver": {
             "hashes": [
-                "sha256:0007840186bacfaa0aba4466d5890334ea5938e0bb7e28078a0eb0e63b5b59d5",
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-                "sha256:1d45d1c74f88b9f41062716c727f78f2a59a5476ecbe74956fafb423c5c87a76",
-                "sha256:1d819553730d3c2724582124aee8a03c846ec4362ded1034c16fb3ef309264e6",
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             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.3.2"
+            "version": "==1.4.4"
         },
         "matplotlib": {
             "hashes": [
@@ -177,58 +201,71 @@
         },
         "pillow": {
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@@ -240,66 +277,64 @@
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@@ -318,11 +353,11 @@
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@@ -336,11 +371,11 @@
     "develop": {
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@@ -360,10 +395,11 @@
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-                "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3",
-                "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"
+                "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
+                "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"
             ],
-            "version": "==1.1.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.0"
         },
         "isort": {
             "hashes": [
@@ -382,19 +418,19 @@
         },
         "packaging": {
             "hashes": [
-                "sha256:096d689d78ca690e4cd8a89568ba06d07ca097e3306a4381635073ca91479966",
-                "sha256:14317396d1e8cdb122989b916fa2c7e9ca8e2be9e8060a6eff75b6b7b4d8a7e0"
+                "sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61",
+                "sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==21.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==23.1"
         },
         "pluggy": {
             "hashes": [
-                "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159",
-                "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"
+                "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849",
+                "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.0.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.2.0"
         },
         "py": {
             "hashes": [
@@ -420,14 +456,6 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.4.0"
         },
-        "pyparsing": {
-            "hashes": [
-                "sha256:c0a7dfcd26825bd4453574c4e7ad04aa095975ce54d04f738fe3a8350fbd223a",
-                "sha256:e0df773d7fa2240322daae7805626dfc5f2d5effb34e1a7be2702c99cfb9f6b1"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==3.0.4"
-        },
         "pytest": {
             "hashes": [
                 "sha256:131b36680866a76e6781d13f101efb86cf674ebb9762eb70d3082b6f29889e89",