diff --git a/Pipfile.lock b/Pipfile.lock
index c4b17b3..4e79fda 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,17 +18,17 @@
     "default": {
         "appdirs": {
             "hashes": [
-                "sha256:9e5896d1372858f8dd3344faf4e5014d21849c756c8d5701f78f8a103b372d92",
-                "sha256:d8b24664561d0d34ddfaec54636d502d7cea6e29c3eaf68f3df6180863e2166e"
+                "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41",
+                "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"
             ],
-            "version": "==1.4.3"
+            "version": "==1.4.4"
         },
         "asciimatics": {
             "hashes": [
-                "sha256:1d0871133c95fa15c603d471ebb77e39b3389877e2ff2ad5ab3bc906d81b5e8c",
-                "sha256:6c7ad130a0663ecb1b3a731b82c51d6662f1d2c4760de2b8ffc9c1faba775360"
+                "sha256:57a3712b379c1c1c2a227ce7c5093933f6da35ae78639484c37c66551105feab",
+                "sha256:a041826ec5add03fb882d8981c1debf9b9e98274f4f2d52ec21ef30de70c2c6e"
             ],
-            "version": "==1.11.0"
+            "version": "==1.13.0"
         },
         "boto3": {
             "hashes": [
@@ -39,31 +39,33 @@
         },
         "botocore": {
             "hashes": [
-                "sha256:0d6290f725a69a5950785fb058c2405e438674011eff7c11ce192b561b3c9aa6",
-                "sha256:e9452a8e48aea82157e846eb8ec2e8e57f52366ba3362ec5128ecff2c8b52e2f"
+                "sha256:3baf129118575602ada9926f5166d82d02273c250d0feb313fc270944b27c48b",
+                "sha256:dc080aed4f9b220a9e916ca29ca97a9d37e8e1d296fe89cbaeef929bf0c8066b"
             ],
-            "version": "==1.12.205"
+            "version": "==1.12.253"
         },
         "certifi": {
             "hashes": [
-                "sha256:046832c04d4e752f37383b628bc601a7ea7211496b4638f6514d0e5b9acc4939",
-                "sha256:945e3ba63a0b9f577b1395204e13c3a231f9bc0223888be653286534e5873695"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2019.6.16"
+            "version": "==2021.10.8"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
             ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.12"
         },
         "colorama": {
             "hashes": [
-                "sha256:05eed71e2e327246ad6b38c540c4a3117230b19679b875190486ddd2d721422d",
-                "sha256:f8ac84de7840f5b9c4e3347b3c1eaa50f7e49c2b07596221daec5edaabbd7c48"
+                "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b",
+                "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"
             ],
-            "version": "==0.4.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==0.4.4"
         },
         "configobj": {
             "hashes": [
@@ -73,39 +75,44 @@
         },
         "configparser": {
             "hashes": [
-                "sha256:8be81d89d6e7b4c0d4e44bcc525845f6da25821de80cb5e06e7e0238a2899e32",
-                "sha256:da60d0014fd8c55eb48c1c5354352e363e2d30bbf7057e5e171a468390184c75"
+                "sha256:1b35798fdf1713f1c3139016cfcbc461f09edbf099d1fb658d4b7479fcaa3daa",
+                "sha256:e8b39238fb6f0153a069aa253d349467c3c4737934f253ef6abac5fe0eca1e5d"
             ],
-            "version": "==3.7.4"
+            "markers": "python_version >= '3.6'",
+            "version": "==5.2.0"
         },
         "contextlib2": {
             "hashes": [
-                "sha256:509f9419ee91cdd00ba34443217d5ca51f5a364a404e1dce9e8979cea969ca48",
-                "sha256:f5260a6e679d2ff42ec91ec5252f4eeffdcf21053db9113bd0a8e4d953769c00"
+                "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f",
+                "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"
             ],
-            "version": "==0.5.5"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.6.0"
         },
         "decorator": {
             "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
+                "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330",
+                "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"
             ],
-            "version": "==4.4.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==5.1.1"
         },
         "distro": {
             "hashes": [
-                "sha256:362dde65d846d23baee4b5c058c8586f219b5a54be1cf5fc6ff55c4578392f57",
-                "sha256:eedf82a470ebe7d010f1872c17237c79ab04097948800029994fa458e52fb4b4"
+                "sha256:151aeccf60c216402932b52e40ee477a939f8d58898927378a02abbe852c1c39",
+                "sha256:d596311d707e692c2160c37807f83e3820c5d539d5a83e87cfb6babd8ba3a06b"
             ],
-            "version": "==1.4.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.7.0"
         },
         "docutils": {
             "hashes": [
-                "sha256:02aec4bd92ab067f6ff27a38a38a41173bf01bed8f89157768c1573f53e474a6",
-                "sha256:51e64ef2ebfb29cae1faa133b3710143496eca21c530f3f71424d77687764274",
-                "sha256:7a4bd47eaf6596e1295ecb11361139febe29b084a87bf005bf899f9a42edc3c6"
+                "sha256:6c4f696463b79f1fb8ba0c594b63840ebd41f059e92b31957c46b74a4599b6d0",
+                "sha256:9e4d7ecfc600058e07ba661411a2b7de2fd0fafa17d1a7f7361cd47b1175c827",
+                "sha256:a2aeea129088da402665e92e0b25b04b073c04b2dce4ab65caaa38b7ce2e1a99"
             ],
-            "version": "==0.14"
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.15.2"
         },
         "dvc": {
             "extras": [
@@ -120,79 +127,99 @@
         },
         "funcy": {
             "hashes": [
-                "sha256:141950038e72bdc2d56fa82468586a1d1291b9cc9346daaaa322dffed1d1da6e",
-                "sha256:918f333f675d9841ec7d77b9f0d5a272ed290393a33c8ef20e605847de89b1c3"
+                "sha256:40b9b9a88141ae6a174df1a95861f2b82f2fdc17669080788b73a3ed9370e968",
+                "sha256:ba7af5e58bfc69321aaf860a1547f18d35e145706b95d1b3c966abc4f0b60309"
             ],
-            "version": "==1.13"
+            "version": "==1.17"
         },
         "future": {
             "hashes": [
-                "sha256:67045236dcfd6816dc439556d009594abf643e5eb48992e36beac09c2ca659b8"
+                "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
             ],
-            "version": "==0.17.1"
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.18.2"
         },
-        "gitdb2": {
+        "gitdb": {
             "hashes": [
-                "sha256:83361131a1836661a155172932a13c08bda2db3674e4caa32368aa6eb02f38c2",
-                "sha256:e3a0141c5f2a3f635c7209d56c496ebe1ad35da82fe4d3ec4aaa36278d70648a"
+                "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd",
+                "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"
             ],
-            "version": "==2.0.5"
+            "markers": "python_version >= '3.6'",
+            "version": "==4.0.9"
         },
         "gitpython": {
             "hashes": [
-                "sha256:c15c55ff890cd3a6a8330059e80885410a328f645551b55a91d858bfb3eb2573",
-                "sha256:df752b6b6f06f11213e91c4925aea7eaf9e37e88fb71c8a7a1aa0a5c10852120"
+                "sha256:1c885ce809e8ba2d88a29befeb385fcea06338d3640712b59ca623c220bb5704",
+                "sha256:5b68b000463593e05ff2b261acff0ff0972df8ab1b70d3cdbd41b546c8b8fc3d"
             ],
-            "version": "==2.1.13"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.27"
         },
         "grandalf": {
             "hashes": [
                 "sha256:357946e2fd35fc92c327cf3c091acc5aef93e0c74c60fed0a727d827ab3b1272",
+                "sha256:51e34e141be2dd19bca74448918ebce88c1cd95498842a13d191df0a52a3955a",
                 "sha256:7471db231bd7338bc0035b16edf0dc0c900c82d23060f4b4d0c4304caedda6e4",
+                "sha256:aa985ba9992aba30e9c09d3cd9574054268b74ff2d34ced68aa9e7ca698724b0",
                 "sha256:d671fdfa5310f2639538b6c858c4b1aef7755535ccfcb9c1cdf0d29171326add"
             ],
             "version": "==0.6"
         },
         "humanize": {
             "hashes": [
-                "sha256:a43f57115831ac7c70de098e6ac46ac13be00d69abbf60bdcac251344785bb19"
+                "sha256:8d86333b8557dacffd4dce1dbe09c81c189e2caf7bb17a970b2212f0f58f10f2",
+                "sha256:ee1f872fdfc7d2ef4a28d4f80ddde9f96d36955b5d6b0dac4bdeb99502bddb00"
             ],
-            "version": "==0.5.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.0"
         },
         "idna": {
             "hashes": [
-                "sha256:c357b3f628cf53ae2c4c05627ecc484553142ca23264e593d327bcde5e9c3407",
-                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
+                "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
+                "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
-            "version": "==2.8"
+            "markers": "python_version >= '3'",
+            "version": "==3.3"
+        },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:b36ffa925fe3139b2f6ff11d6925ffd4fa7bc47870165e3ac260ac7b4f91e6ac",
+                "sha256:d16e8c1deb60de41b8e8ed21c1a7b947b0bc62fab7e1d470bcdf331cea2e6735"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==4.11.2"
         },
         "inflect": {
             "hashes": [
-                "sha256:4ded1b2a6fcf0fc0397419c7727f131a93b67b80d899f2973be7758628e12b73",
-                "sha256:a82b671b043ddba98ea8b2cf000b31e8b41e9197b3151567239f3bbe215dab7e"
+                "sha256:2eb3f9a481e12849370d5a74acc546cc128d79df6e483928aa78b5bb18244ef6",
+                "sha256:b58d58c4e73ffca9b25e075c1c4fc9cadecbb5c99d7cd9f3cdedda73ece83c1c"
             ],
-            "version": "==2.1.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==5.4.0"
         },
         "jmespath": {
             "hashes": [
-                "sha256:3720a4b1bd659dd2eecad0666459b9788813e032b83e7ba58578e48254e0a0e6",
-                "sha256:bde2aef6f44302dfb30320115b17d030798de8c4110e28d5cf6cf91a7a31074c"
+                "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9",
+                "sha256:cdf6525904cc597730141d61b36f2e4b8ecc257c420fa2f4549bac2c2d0cb72f"
             ],
-            "version": "==0.9.4"
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.10.0"
         },
         "joblib": {
             "hashes": [
-                "sha256:21e0c34a69ad7fde4f2b1f3402290e9ec46f545f15f1541c582edfe05d87b63a",
-                "sha256:315d6b19643ec4afd4c41c671f9f2d65ea9d787da093487a81ead7b0bac94524"
+                "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35",
+                "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"
             ],
-            "version": "==0.13.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.1.0"
         },
         "jsonpath-ng": {
             "hashes": [
-                "sha256:0aeb1e9f5232bb9e1b34f02b90ac51a80100b66ffc742e0b11df93ccbde82765",
-                "sha256:b1fc75b877e9b2f46845a455fbdcfb0f0d9c727c45c19a745d02db620a9ef0be"
+                "sha256:292a93569d74029ba75ac2dc3d3630fc0e17b2df26119a165fa1d498ca47bf65",
+                "sha256:a273b182a82c1256daab86a313b937059261b5c5f8c4fa3fc38b882b344dd567",
+                "sha256:f75b95dbecb8a0f3b86fd2ead21c2b022c3f5770957492b9b6196ecccfeb10aa"
             ],
-            "version": "==1.4.3"
+            "version": "==1.5.3"
         },
         "nanotime": {
             "hashes": [
@@ -202,9 +229,11 @@
         },
         "networkx": {
             "hashes": [
-                "sha256:8311ddef63cf5c5c5e7c1d0212dd141d9a1fe3f474915281b73597ed5f1d4e3d"
+                "sha256:80b6b89c77d1dfb64a4c7854981b60aeea6360ac02c6d4e4913319e0a313abef",
+                "sha256:c0946ed31d71f1b732b5aaa6da5a0388a345019af232ce2f49c766e2d6795c51"
             ],
-            "version": "==2.3"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.6.3"
         },
         "numpy": {
             "hashes": [
@@ -250,40 +279,51 @@
         },
         "pathspec": {
             "hashes": [
-                "sha256:54a5eab895d89f342b52ba2bffe70930ef9f8d96e398cccf530d21fa0516a873"
+                "sha256:7d15c4ddb0b5c802d161efc417ec1a2558ea2653c2e8ad9c19098201dc1c993a",
+                "sha256:e564499435a2673d586f6b2130bb5b95f04a3ba06f81b8f895b651a3c76aabb1"
             ],
-            "version": "==0.5.9"
+            "version": "==0.9.0"
         },
         "pillow": {
             "hashes": [
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-                "sha256:7cee2cef07c8d76894ebefc54e4bb707dfc7f258ad155bd61d87f6cd487a70ff",
-                "sha256:7d16d4498f8b374fc625c4037742fbdd7f9ac383fd50b06f4df00c81ef60e829",
-                "sha256:b50bc1780681b127e28f0075dfb81d6135c3a293e0c1d0211133c75e2179b6c0",
-                "sha256:bd0582f831ad5bcad6ca001deba4568573a4675437db17c4031939156ff339fa",
-                "sha256:cfd40d8a4b59f7567620410f966bb1f32dc555b2b19f82a91b147fac296f645c",
-                "sha256:e3ae410089de680e8f84c68b755b42bc42c0ceb8c03dbea88a5099747091d38e",
-                "sha256:e9046e559c299b395b39ac7dbf16005308821c2f24a63cae2ab173bd6aa11616",
-                "sha256:ef6be704ae2bc8ad0ebc5cb850ee9139493b0fc4e81abcc240fb392a63ebc808",
-                "sha256:f8dc19d92896558f9c4317ee365729ead9d7bbcf2052a9a19a3ef17abbb8ac5b"
-            ],
-            "version": "==6.1.0"
+                "sha256:011233e0c42a4a7836498e98c1acf5e744c96a67dd5032a6f666cc1fb97eab97",
+                "sha256:0f29d831e2151e0b7b39981756d201f7108d3d215896212ffe2e992d06bfe049",
+                "sha256:12875d118f21cf35604176872447cdb57b07126750a33748bac15e77f90f1f9c",
+                "sha256:14d4b1341ac07ae07eb2cc682f459bec932a380c3b122f5540432d8977e64eae",
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         "ply": {
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@@ -294,10 +334,21 @@
         },
         "pyasn1": {
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@@ -308,32 +359,34 @@
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-            "version": "==2019.2"
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@@ -367,65 +420,107 @@
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+                "sha256:f99d206db1f1ae735a8192ab93bd6028f3a42f6fa08467d37a14eb96c9dd34a3"
+            ],
+            "markers": "python_version < '3.11' and python_version >= '3.7'",
+            "version": "==1.7.3"
+        },
+        "setuptools": {
+            "hashes": [
+                "sha256:2347b2b432c891a863acadca2da9ac101eae6169b1d3dfee2ec605ecd50dbfe5",
+                "sha256:e4f30b9f84e5ab3decf945113119649fec09c1fc3507c6ebffec75646c56e62b"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==60.9.3"
         },
         "shortuuid": {
             "hashes": [
-                "sha256:d08fd398f40f8baf87e15eef8355e92fa541bca4eb8465fefab7ee22f92711b9"
+                "sha256:44a7a86bcf24dbaba2e626cf80c779926b7c3a0d31a3a013e0d3cd1077707d23",
+                "sha256:9435e87e5a64f3b92f7110c81f989a3b7bdb9358e22d2359829167da476cfc23"
             ],
-            "version": "==0.5.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==1.0.8"
         },
         "six": {
             "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "version": "==1.12.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
         },
         "sklearn": {
             "hashes": [
@@ -434,34 +529,51 @@
             "index": "pypi",
             "version": "==0.0"
         },
-        "smmap2": {
+        "smmap": {
             "hashes": [
-                "sha256:0555a7bf4df71d1ef4218e4807bbf9b201f910174e6e08af2e138d4e517b4dde",
-                "sha256:29a9ffa0497e7f2be94ca0ed1ca1aa3cd4cf25a1f6b4f5f87f74b46ed91d609a"
+                "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94",
+                "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"
             ],
-            "version": "==2.0.5"
+            "markers": "python_version >= '3.6'",
+            "version": "==5.0.0"
+        },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b",
+                "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.1.0"
         },
         "treelib": {
             "hashes": [
-                "sha256:44695f7048b0bd82b45a4fe976611f9fb52902506249d84db255976a5e8738e0",
-                "sha256:8fa9461fe4ae835cbe40b57391ca051134b4eb1cc18606fa773b75815ff80144"
+                "sha256:1cbfffb2d2b75ccac27d0200cee0507b6fbb0726e0afb9fae017ade5d2ce8788",
+                "sha256:8065064e5b92f59400295c221226b65905fd219c6ea43971fa0676b9e7780095"
+            ],
+            "version": "==1.6.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42",
+                "sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2"
             ],
-            "version": "==1.5.5"
+            "markers": "python_version < '3.8'",
+            "version": "==4.1.1"
         },
         "urllib3": {
             "hashes": [
-                "sha256:b246607a25ac80bedac05c6f282e3cdaf3afb65420fd024ac94435cabe6e18d1",
-                "sha256:dbe59173209418ae49d485b87d1681aefa36252ee85884c31346debd19463232"
+                "sha256:8d7eaa5a82a1cac232164990f04874c594c9453ec55eef02eab885aa02fc17a2",
+                "sha256:f5321fbe4bf3fefa0efd0bfe7fb14e90909eb62a48ccda331726b4319897dd5e"
             ],
             "markers": "python_version >= '3.4'",
-            "version": "==1.25.3"
+            "version": "==1.25.11"
         },
         "wcwidth": {
             "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
+                "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784",
+                "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"
             ],
-            "version": "==0.1.7"
+            "version": "==0.2.5"
         },
         "xgboost": {
             "hashes": [
@@ -478,6 +590,14 @@
                 "sha256:cc33599b549f0c8a248cb72f3bf32d77712de1ff7ee8814312eb6456b42c015f"
             ],
             "version": "==2.0"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d",
+                "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==3.7.0"
         }
     },
     "develop": {}