diff --git a/image-ai-object-detection/Pipfile.lock b/image-ai-object-detection/Pipfile.lock
index e908957..c631cfb 100644
--- a/image-ai-object-detection/Pipfile.lock
+++ b/image-ai-object-detection/Pipfile.lock
@@ -18,16 +18,16 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:b943d1c567743ed0455878fcd60bc28ac9fae38d129d1ccfad58079da00b8951"
+                "sha256:75e737d6ce7723d9ff9b7aa1ba3233c34be62ef18d5859e706b8fdc828989830"
             ],
-            "version": "==0.7.1"
+            "version": "==0.9.0"
         },
         "astor": {
             "hashes": [
-                "sha256:0e41295809baf43ae8303350e031aff81ae52189b6f881f36d623fa8b2f1960e",
-                "sha256:37a6eed8b371f1228db08234ed7f6cfdc7817a3ed3824797e20cbb11dc2a7862"
+                "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
+                "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
             ],
-            "version": "==0.8.0"
+            "version": "==0.8.1"
         },
         "cycler": {
             "hashes": [
@@ -44,81 +44,81 @@
         },
         "google-pasta": {
             "hashes": [
-                "sha256:40b4f55ba7b44823eac96d055000572c84ce48cacb3e91c100869844064b2d07",
-                "sha256:79d1ce28b381d68e98ef7707d19909adb58912f8dae8734402454424fc76b8fe",
-                "sha256:7ca8afc4cfeebf4a079cdf586333d5447cecd19a997475136138fc83c3351bc4"
+                "sha256:41bbe63bab92408452585ff2e1673ec1e35b88e163371cbed2a18510be4e8bc5",
+                "sha256:644dcf3784cf7147ab01de5dc22e60a638d219d4e4a3a7464eb98997ae2fe66f",
+                "sha256:713813a9f7d6589e5defdaf21e80e4392eb124662f8bd829acd51a4f8735c0cb"
             ],
-            "version": "==0.1.7"
+            "version": "==0.1.8"
         },
         "grpcio": {
             "hashes": [
-                "sha256:03b78b4e7dcdfe3e257bb528cc93923f9cbbab6d5babf15a60d21e9a4a70b1a2",
-                "sha256:1ce0ccfbdfe84387dbcbf44adb4ae16ec7ae70e166ffab478993eb1ea1cba3ce",
-                "sha256:22e167a9406d73dd19ffe8ed6a485f17e6eac82505be8c108897f15e68badcbb",
-                "sha256:31d0aeca8d8ee2301c62c5c340e0889d653b1280d68f9fa203982cb6337b050e",
-                "sha256:44c7f99ca17ebbcc96fc54ed00b454d8313f1eac28c563098d8b901025aff941",
-                "sha256:5471444f53f9db6a1f1f11f5dbc173228881df8446380b6b98f90afb8fd8348e",
-                "sha256:561bca3b1bde6d6564306eb05848fd155136e9c3a25d2961129b1e2edba22fce",
-                "sha256:5bf58e1d2c2f55365c06e8cb5abe067b88ca2e5550fb62009c41df4b54505acf",
-                "sha256:6b7163d1e85d76b0815df63fcc310daec02b44532bb433f743142d4febcb181f",
-                "sha256:766d79cddad95f5f6020037fe60ea8b98578afdf0c59d5a60c106c1bdd886303",
-                "sha256:770b7372d5ca68308ff66d7baee53369fa5ce985f84bcb6aa1948c1f2f7b02f2",
-                "sha256:7ab178da777fc0f55b6aef5a755f99726e8e4b75e3903954df07b27059b54fcf",
-                "sha256:8078305e77c2f6649d36b24d8778096413e474d9d7892c6f92cfb589c9d71b2e",
-                "sha256:85600b63a386d860eeaa955e9335e18dd0d7e5477e9214825abf2c2884488369",
-                "sha256:857d9b939ae128be1c0c792eb885c7ff6a386b9dea899ac4b06f4d90a31f9d87",
-                "sha256:87a41630c90c179fa5c593400f30a467c498972c702f348d41e19dafeb1d319e",
-                "sha256:8805d486c6128cc0fcc8ecf16c4095d99a8693a541ef851429ab334e028a4a97",
-                "sha256:8d71b7a89c306a41ccc7741fc9409b14f5b86727455c2a1c0c7cfcb0f784e1f2",
-                "sha256:9e1b80bd65f8f160880cb4dad7f55697f6d37b2d7f251fc0c2128e811928f369",
-                "sha256:9e290c84a145ae2411ee0ec9913c41cd7500e2e7485fe93632434d84ef4fda67",
-                "sha256:9ec9f88b5bc94bd99372f27cdd53af1c92ba06717380b127733b953cfb181174",
-                "sha256:a0a02a8b4ba6deadf706d5f849539b3685b72b186a3c9ef5d43e8972ed60fb6f",
-                "sha256:a4059c59519f5940e01a071f74ae2a60ea8f6185b03d22a09d40c7959a36b16b",
-                "sha256:a6e028c2a6da2ebfa2365a5b32531d311fbfec0e3600fc27e901b64f0ff7e54e",
-                "sha256:adcdebf9f8463df4120c427cf6c9aed39258bccd03ed37b6939e7a145d64d6e0",
-                "sha256:bdec982610259d07156a58f80b8c3e69be7751a9208bc577b059c5193d087fad",
-                "sha256:cefc4d4251ffb73feb303d4b7e9d6c367cb60f2db16d259ea28b114045f965aa",
-                "sha256:d4145c8aa6afbac10ad27e408f7ce15992fe89ba5d0b4abca31c0c2729864c03",
-                "sha256:da76dc5ad719ee99de5ea28a5629ff92172cbb4a70d8a6ae3a5b7a53c7382ce1",
-                "sha256:dde2452c08ef8b6426ccab6b5b6de9f06d836d9937d6870e68153cbf8cb49348",
-                "sha256:e3d88091d2539a4868750914a6fe7b9ec50e42b913851fc1b77423b5bd918530",
-                "sha256:f9c67cfe6278499d7f83559dc6322a8bbb108e307817a3d7acbfea807b3603cc"
-            ],
-            "version": "==1.22.0"
+                "sha256:0a6153643bd02635a388682e18d02aa62d34be0886a6c799295bd2466d9e9594",
+                "sha256:179a7b8e7d19b51e540c7c5d57bede38648d59cfe50212a91162b97cee557ffc",
+                "sha256:1b4e5949e4b23ac02b428fd0b0010c7ff5d3198b77093127cdf60f2dbf99a30e",
+                "sha256:1beee9ae4bc046456cd5c276fa54b682ab21a972cba14e3da11dbd6383b7f15e",
+                "sha256:2448d39c89e5687a877ec6a6b0603c39bceb021aa159716e9c75a666e057cce0",
+                "sha256:278ba9ac04ed7f1536b915d94b898310182270e29f7ba53211d7217c1d1d7150",
+                "sha256:2c262f5c523df4940f2764b3c355b65ac1a985da9f17855da400b21807b3b104",
+                "sha256:31136e7f74a4c3b5c38de610c697f4eebccee5bf0d7e75fa635726145d70a143",
+                "sha256:39e182bb171bb05520363e433304a7a7cdc8b08029f41176048a862dd10a6684",
+                "sha256:448300c427b56407dd774c3860db878963581485a222b12129214d09a04b9ede",
+                "sha256:4a54e6acc6dd1cd451ed5185af62fa8c8825590631bdcb25ae74c30b4a3c32a1",
+                "sha256:4a6db9ae79e957a474bdc36565269087244ac750645e409b8e384bd88074e85c",
+                "sha256:5252e07cf0cde5f6d55ae30fc4fe47704c6791c0aa8987cc57d3e3d565af3187",
+                "sha256:541c320013bff0290f36b7901045133ddbb2fc1674f2bb944ee03c3195cf1134",
+                "sha256:56f194bb50708fec4d2c3955cd8cb588a44b955de8ff1cedfadadcc6b2fc5d96",
+                "sha256:5e3da97f0911fb131b3e046883534e9d6d240e578a016f641d25f9ccbf621ed4",
+                "sha256:8194b7dadd0958cc2bc16d208d33f1788ad6ac863f0b25f29638f361959851a9",
+                "sha256:84bdcce68129da5b671b94965ab0f51c3697431cffa9c9ab5ced5b591c132044",
+                "sha256:8905610214933f5a17ba4afbeefc2654c01f07ce0a670a6386105e4471be2eff",
+                "sha256:a4a9858000dad38361cb8ebe4521219443f8cb0114abf477a0dd5e93085d4981",
+                "sha256:ad56170db10a35bcdd3a36083c1e39476df5d1e2ac543d58f96f4599411bdcae",
+                "sha256:b78069939793babb11cefcba3543e1655d95f336b0de64c51a74891572122f07",
+                "sha256:c1b7ca4ae50bd4e155848cda9ae65ef8d4a806404798e81b2bf65c7efe85b9f3",
+                "sha256:c47120731c8317ae04015b3aa6762b34d9122004c81bbaa640139cf29405aafd",
+                "sha256:d492f0882a61ad25989d7fe9206988fe169aa3b18e7e2b212d2cbc00d0ba092d",
+                "sha256:d924a6a32e7bbdd7ac5c85319358ceb02d50973d12f8c38ab4cf1f8d11b60d28",
+                "sha256:dcab0f5512b745c3a584bc985b9f7e3e56ba52adf725743ec8f682608f63c9ce",
+                "sha256:e255c60f58118c89ffb179e217dd455555f216d246e32855d85dbfe75e6cee4e",
+                "sha256:e4bbc53704df31ea230f1b907c8825dea1ba2e98ea1e33a05f6b6c3f8021927a",
+                "sha256:fa06f5eacba48dd27395785f2cb64d15f2c54c8daf2c2c1f1fce78003e3e6ed8",
+                "sha256:ff6f993f72413d7f76e17792ae92e6380510910222a5d5fe7956f055af41204e"
+            ],
+            "version": "==1.27.0rc2"
         },
         "h5py": {
             "hashes": [
-                "sha256:05750b91640273c69989c657eaac34b091abdd75efc8c4824c82aaf898a2da0a",
-                "sha256:082a27208aa3a2286e7272e998e7e225b2a7d4b7821bd840aebf96d50977abbb",
-                "sha256:08e2e8297195f9e813e894b6c63f79372582787795bba2014a2db6a2de95f713",
-                "sha256:0dd2adeb2e9de5081eb8dcec88874e7fd35dae9a21557be3a55a3c7d491842a4",
-                "sha256:0f94de7a10562b991967a66bbe6dda9808e18088676834c0a4dcec3fdd3bcc6f",
-                "sha256:106e42e2e01e486a3d32eeb9ba0e3a7f65c12fa8998d63625fa41fb8bdc44cdb",
-                "sha256:1606c66015f04719c41a9863c156fc0e6b992150de21c067444bcb82e7d75579",
-                "sha256:1854c4beff9961e477e133143c5e5e355dac0b3ebf19c52cf7cc1b1ef757703c",
-                "sha256:1e9fb6f1746500ea91a00193ce2361803c70c6b13f10aae9a33ad7b5bd28e800",
-                "sha256:2cca17e80ddb151894333377675db90cd0279fa454776e0a4f74308376afd050",
-                "sha256:30e365e8408759db3778c361f1e4e0fe8e98a875185ae46c795a85e9bafb9cdf",
-                "sha256:3206bac900e16eda81687d787086f4ffd4f3854980d798e191a9868a6510c3ae",
-                "sha256:3c23d72058647cee19b30452acc7895621e2de0a0bd5b8a1e34204b9ea9ed43c",
-                "sha256:407b5f911a83daa285bbf1ef78a9909ee5957f257d3524b8606be37e8643c5f0",
-                "sha256:4162953714a9212d373ac953c10e3329f1e830d3c7473f2a2e4f25dd6241eef0",
-                "sha256:5fc7aba72a51b2c80605eba1c50dbf84224dcd206279d30a75c154e5652e1fe4",
-                "sha256:713ac19307e11de4d9833af0c4bd6778bde0a3d967cafd2f0f347223711c1e31",
-                "sha256:71b946d80ef3c3f12db157d7778b1fe74a517ca85e94809358b15580983c2ce2",
-                "sha256:8cc4aed71e20d87e0a6f02094d718a95252f11f8ed143bc112d22167f08d4040",
-                "sha256:9d41ca62daf36d6b6515ab8765e4c8c4388ee18e2a665701fef2b41563821002",
-                "sha256:a744e13b000f234cd5a5b2a1f95816b819027c57f385da54ad2b7da1adace2f3",
-                "sha256:b087ee01396c4b34e9dc41e3a6a0442158206d383c19c7d0396d52067b17c1cb",
-                "sha256:b0f03af381d33306ce67d18275b61acb4ca111ced645381387a02c8a5ee1b796",
-                "sha256:b9e4b8dfd587365bdd719ae178fa1b6c1231f81280b1375eef8626dfd8761bf3",
-                "sha256:c5dd4ec75985b99166c045909e10f0534704d102848b1d9f0992720e908928e7",
-                "sha256:d2b82f23cd862a9d05108fe99967e9edfa95c136f532a71cb3d28dc252771f50",
-                "sha256:e58a25764472af07b7e1c4b10b0179c8ea726446c7141076286e41891bf3a563",
-                "sha256:f3b49107fbfc77333fc2b1ef4d5de2abcd57e7ea3a1482455229494cf2da56ce"
-            ],
-            "version": "==2.9.0"
+                "sha256:063947eaed5f271679ed4ffa36bb96f57bc14f44dd4336a827d9a02702e6ce6b",
+                "sha256:13c87efa24768a5e24e360a40e0bc4c49bcb7ce1bb13a3a7f9902cec302ccd36",
+                "sha256:16ead3c57141101e3296ebeed79c9c143c32bdd0e82a61a2fc67e8e6d493e9d1",
+                "sha256:3dad1730b6470fad853ef56d755d06bb916ee68a3d8272b3bab0c1ddf83bb99e",
+                "sha256:51ae56894c6c93159086ffa2c94b5b3388c0400548ab26555c143e7cfa05b8e5",
+                "sha256:54817b696e87eb9e403e42643305f142cd8b940fe9b3b490bbf98c3b8a894cf4",
+                "sha256:549ad124df27c056b2e255ea1c44d30fb7a17d17676d03096ad5cd85edb32dc1",
+                "sha256:64f74da4a1dd0d2042e7d04cf8294e04ddad686f8eba9bb79e517ae582f6668d",
+                "sha256:6998be619c695910cb0effe5eb15d3a511d3d1a5d217d4bd0bebad1151ec2262",
+                "sha256:6ef7ab1089e3ef53ca099038f3c0a94d03e3560e6aff0e9d6c64c55fb13fc681",
+                "sha256:769e141512b54dee14ec76ed354fcacfc7d97fea5a7646b709f7400cf1838630",
+                "sha256:79b23f47c6524d61f899254f5cd5e486e19868f1823298bc0c29d345c2447172",
+                "sha256:7be5754a159236e95bd196419485343e2b5875e806fe68919e087b6351f40a70",
+                "sha256:84412798925dc870ffd7107f045d7659e60f5d46d1c70c700375248bf6bf512d",
+                "sha256:86868dc07b9cc8cb7627372a2e6636cdc7a53b7e2854ad020c9e9d8a4d3fd0f5",
+                "sha256:8bb1d2de101f39743f91512a9750fb6c351c032e5cd3204b4487383e34da7f75",
+                "sha256:a5f82cd4938ff8761d9760af3274acf55afc3c91c649c50ab18fcff5510a14a5",
+                "sha256:aac4b57097ac29089f179bbc2a6e14102dd210618e94d77ee4831c65f82f17c0",
+                "sha256:bffbc48331b4a801d2f4b7dac8a72609f0b10e6e516e5c480a3e3241e091c878",
+                "sha256:c0d4b04bbf96c47b6d360cd06939e72def512b20a18a8547fa4af810258355d5",
+                "sha256:c54a2c0dd4957776ace7f95879d81582298c5daf89e77fb8bee7378f132951de",
+                "sha256:cbf28ae4b5af0f05aa6e7551cee304f1d317dbed1eb7ac1d827cee2f1ef97a99",
+                "sha256:d35f7a3a6cefec82bfdad2785e78359a0e6a5fbb3f605dd5623ce88082ccd681",
+                "sha256:d3c59549f90a891691991c17f8e58c8544060fdf3ccdea267100fa5f561ff62f",
+                "sha256:d7ae7a0576b06cb8e8a1c265a8bc4b73d05fdee6429bffc9a26a6eb531e79d72",
+                "sha256:ecf4d0b56ee394a0984de15bceeb97cbe1fe485f1ac205121293fc44dcf3f31f",
+                "sha256:f0e25bb91e7a02efccb50aba6591d3fe2c725479e34769802fcdd4076abfa917",
+                "sha256:f23951a53d18398ef1344c186fb04b26163ca6ce449ebd23404b153fd111ded9",
+                "sha256:ff7d241f866b718e4584fa95f520cb19405220c501bd3a53ee11871ba5166ea2"
+            ],
+            "version": "==2.10.0"
         },
         "imageai": {
             "hashes": [
@@ -153,7 +153,9 @@
         "kiwisolver": {
             "hashes": [
                 "sha256:05b5b061e09f60f56244adc885c4a7867da25ca387376b02c1efc29cc16bcd0f",
+                "sha256:210d8c39d01758d76c2b9a693567e1657ec661229bc32eac30761fa79b2474b0",
                 "sha256:26f4fbd6f5e1dabff70a9ba0d2c4bd30761086454aa30dddc5b52764ee4852b7",
+                "sha256:3b15d56a9cd40c52d7ab763ff0bc700edbb4e1a298dc43715ecccd605002cf11",
                 "sha256:3b2378ad387f49cbb328205bda569b9f87288d6bc1bf4cd683c34523a2341efe",
                 "sha256:400599c0fe58d21522cae0e8b22318e09d9729451b17ee61ba8e1e7c0346565c",
                 "sha256:47b8cb81a7d18dbaf4fed6a61c3cecdb5adec7b4ac292bddb0d016d57e8507d5",
@@ -162,16 +164,22 @@
                 "sha256:5a52e1b006bfa5be04fe4debbcdd2688432a9af4b207a3f429c74ad625022641",
                 "sha256:5c7ca4e449ac9f99b3b9d4693debb1d6d237d1542dd6a56b3305fe8a9620f883",
                 "sha256:682e54f0ce8f45981878756d7203fd01e188cc6c8b2c5e2cf03675390b4534d5",
+                "sha256:76275ee077772c8dde04fb6c5bc24b91af1bb3e7f4816fd1852f1495a64dad93",
                 "sha256:79bfb2f0bd7cbf9ea256612c9523367e5ec51d7cd616ae20ca2c90f575d839a2",
                 "sha256:7f4dd50874177d2bb060d74769210f3bce1af87a8c7cf5b37d032ebf94f0aca3",
                 "sha256:8944a16020c07b682df861207b7e0efcd2f46c7488619cb55f65882279119389",
                 "sha256:8aa7009437640beb2768bfd06da049bad0df85f47ff18426261acecd1cf00897",
+                "sha256:9105ce82dcc32c73eb53a04c869b6a4bc756b43e4385f76ea7943e827f529e4d",
+                "sha256:933df612c453928f1c6faa9236161a1d999a26cd40abf1dc5d7ebbc6dbfb8fca",
                 "sha256:939f36f21a8c571686eb491acfffa9c7f1ac345087281b412d63ea39ca14ec4a",
+                "sha256:9491578147849b93e70d7c1d23cb1229458f71fc79c51d52dce0809b2ca44eea",
                 "sha256:9733b7f64bd9f807832d673355f79703f81f0b3e52bfce420fc00d8cb28c6a6c",
                 "sha256:a02f6c3e229d0b7220bd74600e9351e18bc0c361b05f29adae0d10599ae0e326",
                 "sha256:a0c0a9f06872330d0dd31b45607197caab3c22777600e88031bfe66799e70bb0",
+                "sha256:aa716b9122307c50686356cfb47bfbc66541868078d0c801341df31dca1232a9",
                 "sha256:acc4df99308111585121db217681f1ce0eecb48d3a828a2f9bbf9773f4937e9e",
                 "sha256:b64916959e4ae0ac78af7c3e8cef4becee0c0e9694ad477b4c6b3a536de6a544",
+                "sha256:d22702cadb86b6fcba0e6b907d9f84a312db9cd6934ee728144ce3018e715ee1",
                 "sha256:d3fcf0819dc3fea58be1fd1ca390851bdb719a549850e708ed858503ff25d995",
                 "sha256:d52e3b1868a4e8fd18b5cb15055c76820df514e26aa84cc02f593d99fef6707f",
                 "sha256:db1a5d3cc4ae943d674718d6c47d2d82488ddd94b93b9e12d24aabdbfe48caee",
@@ -179,7 +187,8 @@
                 "sha256:e8bf074363ce2babeb4764d94f8e65efd22e6a7c74860a4f05a6947afc020ff2",
                 "sha256:f16814a4a96dc04bf1da7d53ee8d5b1d6decfc1a92a63349bb15d37b6a263dd9",
                 "sha256:f2b22153870ca5cf2ab9c940d7bc38e8e9089fa0f7e5856ea195e1cf4ff43d5a",
-                "sha256:f790f8b3dff3d53453de6a7b7ddd173d2e020fb160baff578d578065b108a05f"
+                "sha256:f790f8b3dff3d53453de6a7b7ddd173d2e020fb160baff578d578065b108a05f",
+                "sha256:fe51b79da0062f8e9d49ed0182a626a7dc7a0cbca0328f612c6ee5e4711c81e4"
             ],
             "version": "==1.1.0"
         },
@@ -192,38 +201,52 @@
         },
         "matplotlib": {
             "hashes": [
-                "sha256:1febd22afe1489b13c6749ea059d392c03261b2950d1d45c17e3aed812080c93",
-                "sha256:31a30d03f39528c79f3a592857be62a08595dec4ac034978ecd0f814fa0eec2d",
-                "sha256:4442ce720907f67a79d45de9ada47be81ce17e6c2f448b3c64765af93f6829c9",
-                "sha256:796edbd1182cbffa7e1e7a97f1e141f875a8501ba8dd834269ae3cd45a8c976f",
-                "sha256:934e6243df7165aad097572abf5b6003c77c9b6c480c3c4de6f2ef1b5fdd4ec0",
-                "sha256:bab9d848dbf1517bc58d1f486772e99919b19efef5dd8596d4b26f9f5ee08b6b",
-                "sha256:c1fe1e6cdaa53f11f088b7470c2056c0df7d80ee4858dadf6cbe433fcba4323b",
-                "sha256:e5b8aeca9276a3a988caebe9f08366ed519fff98f77c6df5b64d7603d0e42e36",
-                "sha256:ec6bd0a6a58df3628ff269978f4a4b924a0d371ad8ce1f8e2b635b99e482877a"
-            ],
-            "version": "==3.1.1"
+                "sha256:053deb11bc8599fd2898d18c6524fb914a13ab9f244782b13f217187d404f6c6",
+                "sha256:077b17f4bd73d322ee7322f6f029f5805e8a8db3ad972cb4a875ac40300ee842",
+                "sha256:188b13dc1324f399bd401207e90775ac0f9c08ee517ab5aca7126723fd900b8c",
+                "sha256:3bbbf1c2732c772c7afa63e2a451356bf9f577de7fce996aff805cd664531fed",
+                "sha256:46ea8b5622423b20734ff1c7eacc3771149d35fe7c374a8af1e916b1022ccd02",
+                "sha256:a5cc09726e3c11d01a1c3f5ae9c83cb7015f554932aa80330c87199dcc537914",
+                "sha256:ab3239b3cb72342d7e02bc22032925aa9357c66649de4fecd19c43299333a3ed",
+                "sha256:af6356f17b413cbf4a8be36badb426f644b018cccbecf1cb08965a4bede0e112",
+                "sha256:b2ed24717d708712ca1ad1ef86132e51f6f6d6f2ef684ec47babb37d07cd6bd3",
+                "sha256:bd46580790646b0b5c067590ca68e0a272a5532169af029c66a1adf7138b6774",
+                "sha256:c517261b5049f07a807fc1c867870187837098e09563502c7c31e8e27354d5e6",
+                "sha256:d255e0c97f8dc55bc7a89460498187cefbcf8bc27453c9869dc7f208a21a5eae",
+                "sha256:e0f2f6083b85c44625097254cbf48e4f8892d8d860f05650ab66c92ce81c92de",
+                "sha256:e6a06e864a8be8e758f63a0e118e097f6ee1b5c5314a249d1966e23c4ceef493",
+                "sha256:e8dcb5641ec68e3c4f6b3c390296fb01a4d6e78365e76de4fc563ddfeb973589",
+                "sha256:ec272433673bafc56bda0039b2587535297c1830d75158465f3ace58b99de25a",
+                "sha256:f92d415030e3a68379593ffcd89fa937aae2fd0982abd875aa204eac713306b8",
+                "sha256:fe05e4d91d91320889cb1f24a83dc4368edf54300ce7cb007491539ea569d7a8"
+            ],
+            "version": "==3.2.0rc1"
         },
         "numpy": {
             "hashes": [
-                "sha256:03e311b0a4c9f5755da7d52161280c6a78406c7be5c5cc7facfbcebb641efb7e",
-                "sha256:0cdd229a53d2720d21175012ab0599665f8c9588b3b8ffa6095dd7b90f0691dd",
-                "sha256:312bb18e95218bedc3563f26fcc9c1c6bfaaf9d453d15942c0839acdd7e4c473",
-                "sha256:464b1c48baf49e8505b1bb754c47a013d2c305c5b14269b5c85ea0625b6a988a",
-                "sha256:5adfde7bd3ee4864536e230bcab1c673f866736698724d5d28c11a4d63672658",
-                "sha256:7724e9e31ee72389d522b88c0d4201f24edc34277999701ccd4a5392e7d8af61",
-                "sha256:8d36f7c53ae741e23f54793ffefb2912340b800476eb0a831c6eb602e204c5c4",
-                "sha256:910d2272403c2ea8a52d9159827dc9f7c27fb4b263749dca884e2e4a8af3b302",
-                "sha256:951fefe2fb73f84c620bec4e001e80a80ddaa1b84dce244ded7f1e0cbe0ed34a",
-                "sha256:9588c6b4157f493edeb9378788dcd02cb9e6a6aeaa518b511a1c79d06cbd8094",
-                "sha256:9ce8300950f2f1d29d0e49c28ebfff0d2f1e2a7444830fbb0b913c7c08f31511",
-                "sha256:be39cca66cc6806652da97103605c7b65ee4442c638f04ff064a7efd9a81d50a",
-                "sha256:c3ab2d835b95ccb59d11dfcd56eb0480daea57cdf95d686d22eff35584bc4554",
-                "sha256:eb0fc4a492cb896346c9e2c7a22eae3e766d407df3eb20f4ce027f23f76e4c54",
-                "sha256:ec0c56eae6cee6299f41e780a0280318a93db519bbb2906103c43f3e2be1206c",
-                "sha256:f4e4612de60a4f1c4d06c8c2857cdcb2b8b5289189a12053f37d3f41f06c60d0"
-            ],
-            "version": "==1.17.0"
+                "sha256:1786a08236f2c92ae0e70423c45e1e62788ed33028f94ca99c4df03f5be6b3c6",
+                "sha256:17aa7a81fe7599a10f2b7d95856dc5cf84a4eefa45bc96123cbbc3ebc568994e",
+                "sha256:20b26aaa5b3da029942cdcce719b363dbe58696ad182aff0e5dcb1687ec946dc",
+                "sha256:2d75908ab3ced4223ccba595b48e538afa5ecc37405923d1fea6906d7c3a50bc",
+                "sha256:39d2c685af15d3ce682c99ce5925cc66efc824652e10990d2462dfe9b8918c6a",
+                "sha256:56bc8ded6fcd9adea90f65377438f9fea8c05fcf7c5ba766bef258d0da1554aa",
+                "sha256:590355aeade1a2eaba17617c19edccb7db8d78760175256e3cf94590a1a964f3",
+                "sha256:70a840a26f4e61defa7bdf811d7498a284ced303dfbc35acb7be12a39b2aa121",
+                "sha256:77c3bfe65d8560487052ad55c6998a04b654c2fbc36d546aef2b2e511e760971",
+                "sha256:9537eecf179f566fd1c160a2e912ca0b8e02d773af0a7a1120ad4f7507cd0d26",
+                "sha256:9acdf933c1fd263c513a2df3dceecea6f3ff4419d80bf238510976bf9bcb26cd",
+                "sha256:ae0975f42ab1f28364dcda3dde3cf6c1ddab3e1d4b2909da0cb0191fa9ca0480",
+                "sha256:b3af02ecc999c8003e538e60c89a2b37646b39b688d4e44d7373e11c2debabec",
+                "sha256:b6ff59cee96b454516e47e7721098e6ceebef435e3e21ac2d6c3b8b02628eb77",
+                "sha256:b765ed3930b92812aa698a455847141869ef755a87e099fddd4ccf9d81fffb57",
+                "sha256:c98c5ffd7d41611407a1103ae11c8b634ad6a43606eca3e2a5a269e5d6e8eb07",
+                "sha256:cf7eb6b1025d3e169989416b1adcd676624c2dbed9e3bcb7137f51bfc8cc2572",
+                "sha256:d92350c22b150c1cae7ebb0ee8b5670cc84848f6359cf6b5d8f86617098a9b73",
+                "sha256:e422c3152921cece8b6a2fb6b0b4d73b6579bd20ae075e7d15143e711f3ca2ca",
+                "sha256:e840f552a509e3380b0f0ec977e8124d0dc34dc0e68289ca28f4d7c1d0d79474",
+                "sha256:f3d0a94ad151870978fb93538e95411c83899c9dc63e6fb65542f769568ecfa5"
+            ],
+            "version": "==1.18.1"
         },
         "opencv-python": {
             "hashes": [
@@ -258,169 +281,152 @@
             "index": "pypi",
             "version": "==4.1.0.25"
         },
+        "opt-einsum": {
+            "hashes": [
+                "sha256:edfada4b1d0b3b782ace8bc14e80618ff629abf53143e1e6bbf9bd00b11ece77"
+            ],
+            "version": "==3.1.0"
+        },
         "pillow": {
             "hashes": [
-                "sha256:0804f77cb1e9b6dbd37601cee11283bba39a8d44b9ddb053400c58e0c0d7d9de",
-                "sha256:0ab7c5b5d04691bcbd570658667dd1e21ca311c62dcfd315ad2255b1cd37f64f",
-                "sha256:0b3e6cf3ea1f8cecd625f1420b931c83ce74f00c29a0ff1ce4385f99900ac7c4",
-                "sha256:0c6ce6ae03a50b0306a683696234b8bc88c5b292d4181ae365b89bd90250ab08",
-                "sha256:1454ee7297a81c8308ad61d74c849486efa1badc543453c4b90db0bf99decc1c",
-                "sha256:23efd7f83f2ad6036e2b9ef27a46df7e333de1ad9087d341d87e12225d0142b2",
-                "sha256:365c06a45712cd723ec16fa4ceb32ce46ad201eb7bbf6d3c16b063c72b61a3ed",
-                "sha256:38301fbc0af865baa4752ddae1bb3cbb24b3d8f221bf2850aad96b243306fa03",
-                "sha256:3aef1af1a91798536bbab35d70d35750bd2884f0832c88aeb2499aa2d1ed4992",
-                "sha256:3c86051d41d1c8b28b9dde08ac93e73aa842991995b12771b0af28da49086bbf",
-                "sha256:3fe0ab49537d9330c9bba7f16a5f8b02da615b5c809cdf7124f356a0f182eccd",
-                "sha256:406c856e0f6fc330322a319457d9ff6162834050cda2cf1eaaaea4b771d01914",
-                "sha256:45a619d5c1915957449264c81c008934452e3fd3604e36809212300b2a4dab68",
-                "sha256:49f90f147883a0c3778fd29d3eb169d56416f25758d0f66775db9184debc8010",
-                "sha256:504f5334bfd974490a86fef3e3b494cd3c332a8a680d2f258ca03388b40ae230",
-                "sha256:51fe9cfcd32c849c6f36ca293648f279fc5097ca8dd6e518b10df3a6a9a13431",
-                "sha256:571b5a758baf1cb6a04233fb23d6cf1ca60b31f9f641b1700bfaab1194020555",
-                "sha256:5ac381e8b1259925287ccc5a87d9cf6322a2dc88ae28a97fe3e196385288413f",
-                "sha256:6052a9e9af4a9a2cc01da4bbee81d42d33feca2bde247c4916d8274b12bb31a4",
-                "sha256:6153db744a743c0c8c91b8e3b9d40e0b13a5d31dbf8a12748c6d9bfd3ddc01ad",
-                "sha256:6fd63afd14a16f5d6b408f623cc2142917a1f92855f0df997e09a49f0341be8a",
-                "sha256:70acbcaba2a638923c2d337e0edea210505708d7859b87c2bd81e8f9902ae826",
-                "sha256:70b1594d56ed32d56ed21a7fbb2a5c6fd7446cdb7b21e749c9791eac3a64d9e4",
-                "sha256:76638865c83b1bb33bcac2a61ce4d13c17dba2204969dedb9ab60ef62bede686",
-                "sha256:7b2ec162c87fc496aa568258ac88631a2ce0acfe681a9af40842fc55deaedc99",
-                "sha256:7b403ea842b70c4fa0a4969a5d8d86e932c941095b7cda077ea68f7b98ead30b",
-                "sha256:7be698a28175eae5354da94f5f3dc787d5efae6aca7ad1f286a781afde6a27dd",
-                "sha256:7cee2cef07c8d76894ebefc54e4bb707dfc7f258ad155bd61d87f6cd487a70ff",
-                "sha256:7d16d4498f8b374fc625c4037742fbdd7f9ac383fd50b06f4df00c81ef60e829",
-                "sha256:82840783842b27933cc6388800cb547f31caf436f7e23384d456bdf5fc8dfe49",
-                "sha256:8755e600b33f4e8c76a590b42acc35d24f4dc801a5868519ce569b9462d77598",
-                "sha256:9159285ab4030c6f85e001468cb5886de05e6bd9304e9e7d46b983f7d2fad0cc",
-                "sha256:b50bc1780681b127e28f0075dfb81d6135c3a293e0c1d0211133c75e2179b6c0",
-                "sha256:b5aa19f1da16b4f5e47b6930053f08cba77ceccaed68748061b0ec24860e510c",
-                "sha256:bd0582f831ad5bcad6ca001deba4568573a4675437db17c4031939156ff339fa",
-                "sha256:cdd53acd3afb9878a2289a1b55807871f9877c81174ae0d3763e52f907131d25",
-                "sha256:cfd40d8a4b59f7567620410f966bb1f32dc555b2b19f82a91b147fac296f645c",
-                "sha256:e150c5aed6e67321edc6893faa6701581ca2d393472f39142a00e551bcd249a5",
-                "sha256:e3ae410089de680e8f84c68b755b42bc42c0ceb8c03dbea88a5099747091d38e",
-                "sha256:e403b37c6a253ebca5d0f2e5624643997aaae529dc96299162418ef54e29eb70",
-                "sha256:e9046e559c299b395b39ac7dbf16005308821c2f24a63cae2ab173bd6aa11616",
-                "sha256:ef6be704ae2bc8ad0ebc5cb850ee9139493b0fc4e81abcc240fb392a63ebc808",
-                "sha256:f8dc19d92896558f9c4317ee365729ead9d7bbcf2052a9a19a3ef17abbb8ac5b"
-            ],
-            "version": "==6.1.0"
+                "sha256:0a628977ac2e01ca96aaae247ec2bd38e729631ddf2221b4b715446fd45505be",
+                "sha256:4d9ed9a64095e031435af120d3c910148067087541131e82b3e8db302f4c8946",
+                "sha256:54ebae163e8412aff0b9df1e88adab65788f5f5b58e625dc5c7f51eaf14a6837",
+                "sha256:5bfef0b1cdde9f33881c913af14e43db69815c7e8df429ceda4c70a5e529210f",
+                "sha256:5f3546ceb08089cedb9e8ff7e3f6a7042bb5b37c2a95d392fb027c3e53a2da00",
+                "sha256:5f7ae9126d16194f114435ebb79cc536b5682002a4fa57fa7bb2cbcde65f2f4d",
+                "sha256:62a889aeb0a79e50ecf5af272e9e3c164148f4bd9636cc6bcfa182a52c8b0533",
+                "sha256:7406f5a9b2fd966e79e6abdaf700585a4522e98d6559ce37fc52e5c955fade0a",
+                "sha256:8453f914f4e5a3d828281a6628cf517832abfa13ff50679a4848926dac7c0358",
+                "sha256:87269cc6ce1e3dee11f23fa515e4249ae678dbbe2704598a51cee76c52e19cda",
+                "sha256:875358310ed7abd5320f21dd97351d62de4929b0426cdb1eaa904b64ac36b435",
+                "sha256:8ac6ce7ff3892e5deaab7abaec763538ffd011f74dc1801d93d3c5fc541feee2",
+                "sha256:91b710e3353aea6fc758cdb7136d9bbdcb26b53cefe43e2cba953ac3ee1d3313",
+                "sha256:9d2ba4ed13af381233e2d810ff3bab84ef9f18430a9b336ab69eaf3cd24299ff",
+                "sha256:a62ec5e13e227399be73303ff301f2865bf68657d15ea50b038d25fc41097317",
+                "sha256:ab76e5580b0ed647a8d8d2d2daee170e8e9f8aad225ede314f684e297e3643c2",
+                "sha256:bf4003aa538af3f4205c5fac56eacaa67a6dd81e454ffd9e9f055fff9f1bc614",
+                "sha256:bf598d2e37cf8edb1a2f26ed3fb255191f5232badea4003c16301cb94ac5bdd0",
+                "sha256:c18f70dc27cc5d236f10e7834236aff60aadc71346a5bc1f4f83a4b3abee6386",
+                "sha256:c5ed816632204a2fc9486d784d8e0d0ae754347aba99c811458d69fcdfd2a2f9",
+                "sha256:dc058b7833184970d1248135b8b0ab702e6daa833be14035179f2acb78ff5636",
+                "sha256:ff3797f2f16bf9d17d53257612da84dd0758db33935777149b3334c01ff68865"
+            ],
+            "version": "==7.0.0"
         },
         "protobuf": {
             "hashes": [
-                "sha256:05c36022fef3c7d3562ac22402965c0c2b9fe8421f459bb377323598996e407f",
-                "sha256:139b7eadcca0a861d60b523cb37d9475505e0dfb07972436b15407c2b968d87e",
-                "sha256:15f683006cb77fb849b1f561e509b03dd2b7dcc749086b8dd1831090d0ba4740",
-                "sha256:2ad566b7b7cdd8717c7af1825e19f09e8fef2787b77fcb979588944657679604",
-                "sha256:35cfcf97642ef62108e10a9431c77733ec7eaab8e32fe4653de20403429907cb",
-                "sha256:387822859ecdd012fdc25ec879f7f487da6e1d5b1ae6115e227e6be208836f71",
-                "sha256:4df14cbe1e7134afcfdbb9f058949e31c466de27d9b2f7fb4da9e0b67231b538",
-                "sha256:586c4ca37a7146d4822c700059f150ac3445ce0aef6f3ea258640838bb892dc2",
-                "sha256:58b11e530e954d29ab3180c48dc558a409f705bf16739fd4e0d3e07924ad7add",
-                "sha256:63c8c98ccb8c95f41c18fb829aeeab21c6249adee4ed75354125bdc44488f30e",
-                "sha256:72edcbacd0c73eef507d2ff1af99a6c27df18e66a3ff4351e401182e4de62b03",
-                "sha256:83dc8a561b3b954fd7002c690bb83278b8d1742a1e28abba9aaef28b0c8b437d",
-                "sha256:913171ecc84c2726b86574e40549a0ea619d569657c5a5ff782a3be7d81401a5",
-                "sha256:aabb7c741d3416671c3e6fe7c52970a226e6a8274417a97d7d795f953fadef36",
-                "sha256:b3452bbda12b1cbe2187d416779de07b2ab4c497d83a050e43c344778763721d",
-                "sha256:c5d5b8d4a9212338297fa1fa44589f69b470c0ba1d38168b432d577176b386a8",
-                "sha256:d86ee389c2c4fc3cebabb8ce83a8e97b6b3b5dc727b7419c1ccdc7b6e545a233",
-                "sha256:df82a0a3494fa2100c6f94aacaa8a618281dc3535f410f3decce941aea400a50",
-                "sha256:f2db8c754de788ab8be5e108e1e967c774c0942342b4f8aaaf14063889a6cfdc"
-            ],
-            "version": "==3.9.0"
+                "sha256:0329e86a397db2a83f9dcbe21d9be55a47f963cdabc893c3a24f4d3a8f117c37",
+                "sha256:0a7219254afec0d488211f3d482d8ed57e80ae735394e584a98d8f30a8c88a36",
+                "sha256:14d6ac53df9cb5bb87c4f91b677c1bc5cec9c0fd44327f367a3c9562de2877c4",
+                "sha256:180fc364b42907a1d2afa183ccbeffafe659378c236b1ec3daca524950bb918d",
+                "sha256:3d7a7d8d20b4e7a8f63f62de2d192cfd8b7a53c56caba7ece95367ca2b80c574",
+                "sha256:3f509f7e50d806a434fe4a5fbf602516002a0f092889209fff7db82060efffc0",
+                "sha256:4571da974019849201fc1ec6626b9cea54bd11b6bed140f8f737c0a33ea37de5",
+                "sha256:56bd1d84fbf4505c7b73f04de987eef5682e5752c811141b0186a3809bfb396f",
+                "sha256:680c668d00b5eff08b86aef9e5ba9a705e621ea05d39071cfea8e28cb2400946",
+                "sha256:6b5b947dc8b3f2aec0eaad65b0b5113fcd642c358c31357c647da6281ee31104",
+                "sha256:6e96dffaf4d0a9a329e528b353ba62fd9ef13599688723d96bc9c165d0b6871e",
+                "sha256:919f0d6f6addc836d08658eba3b52be2e92fd3e76da3ce00c325d8e9826d17c7",
+                "sha256:9c7b19c30cf0644afd0e4218b13f637ce54382fdcb1c8f75bf3e84e49a5f6d0a",
+                "sha256:a2e6f57114933882ec701807f217df2fb4588d47f71f227c0a163446b930d507",
+                "sha256:a6b970a2eccfcbabe1acf230fbf112face1c4700036c95e195f3554d7bcb04c1",
+                "sha256:bc45641cbcdea068b67438244c926f9fd3e5cbdd824448a4a64370610df7c593",
+                "sha256:d61b14a9090da77fe87e38ba4c6c43d3533dcbeb5d84f5474e7ac63c532dcc9c",
+                "sha256:d6faf5dbefb593e127463f58076b62fcfe0784187be8fe1aa9167388f24a22a1"
+            ],
+            "version": "==3.11.2"
         },
         "pyparsing": {
             "hashes": [
-                "sha256:43c5486cefefa536c9aab528881c992328f020eefe4f6d06332449c365218580",
-                "sha256:d6c5ffe9d0305b9b977f7a642d36b9370954d1da7ada4c62393382cbadad4265"
+                "sha256:4c830582a84fb022400b85429791bc551f1f4871c33f23e44f353119e92f969f",
+                "sha256:c342dccb5250c08d45fd6f8b4a559613ca603b57498511740e65cd11a2e7dcec"
             ],
-            "version": "==2.4.1.1"
+            "version": "==2.4.6"
         },
         "python-dateutil": {
             "hashes": [
-                "sha256:7e6584c74aeed623791615e26efd690f29817a27c73085b78e4bad02493df2fb",
-                "sha256:c89805f6f4d64db21ed966fda138f8a5ed7a4fdbc1a8ee329ce1b74e3c74da9e"
+                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
+                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
             ],
-            "version": "==2.8.0"
+            "version": "==2.8.1"
         },
         "pyyaml": {
             "hashes": [
-                "sha256:57acc1d8533cbe51f6662a55434f0dbecfa2b9eaf115bede8f6fd00115a0c0d3",
-                "sha256:588c94b3d16b76cfed8e0be54932e5729cc185caffaa5a451e7ad2f7ed8b4043",
-                "sha256:68c8dd247f29f9a0d09375c9c6b8fdc64b60810ebf07ba4cdd64ceee3a58c7b7",
-                "sha256:70d9818f1c9cd5c48bb87804f2efc8692f1023dac7f1a1a5c61d454043c1d265",
-                "sha256:86a93cccd50f8c125286e637328ff4eef108400dd7089b46a7be3445eecfa391",
-                "sha256:a0f329125a926876f647c9fa0ef32801587a12328b4a3c741270464e3e4fa778",
-                "sha256:a3c252ab0fa1bb0d5a3f6449a4826732f3eb6c0270925548cac342bc9b22c225",
-                "sha256:b4bb4d3f5e232425e25dda21c070ce05168a786ac9eda43768ab7f3ac2770955",
-                "sha256:cd0618c5ba5bda5f4039b9398bb7fb6a317bb8298218c3de25c47c4740e4b95e",
-                "sha256:ceacb9e5f8474dcf45b940578591c7f3d960e82f926c707788a570b51ba59190",
-                "sha256:fe6a88094b64132c4bb3b631412e90032e8cfe9745a58370462240b8cb7553cd"
+                "sha256:059b2ee3194d718896c0ad077dd8c043e5e909d9180f387ce42012662a4946d6",
+                "sha256:1cf708e2ac57f3aabc87405f04b86354f66799c8e62c28c5fc5f88b5521b2dbf",
+                "sha256:24521fa2890642614558b492b473bee0ac1f8057a7263156b02e8b14c88ce6f5",
+                "sha256:4fee71aa5bc6ed9d5f116327c04273e25ae31a3020386916905767ec4fc5317e",
+                "sha256:70024e02197337533eef7b85b068212420f950319cc8c580261963aefc75f811",
+                "sha256:74782fbd4d4f87ff04159e986886931456a1894c61229be9eaf4de6f6e44b99e",
+                "sha256:940532b111b1952befd7db542c370887a8611660d2b9becff75d39355303d82d",
+                "sha256:cb1f2f5e426dc9f07a7681419fe39cee823bb74f723f36f70399123f439e9b20",
+                "sha256:dbbb2379c19ed6042e8f11f2a2c66d39cceb8aeace421bfc29d085d93eda3689",
+                "sha256:e3a057b7a64f1222b56e47bcff5e4b94c4f61faac04c7c4ecb1985e18caa3994",
+                "sha256:e9f45bd5b92c7974e59bcd2dcc8631a6b6cc380a904725fce7bc08872e691615"
             ],
-            "version": "==5.1.1"
+            "version": "==5.3"
         },
         "scipy": {
             "hashes": [
-                "sha256:03b1e0775edbe6a4c64effb05fff2ce1429b76d29d754aa5ee2d848b60033351",
-                "sha256:09d008237baabf52a5d4f5a6fcf9b3c03408f3f61a69c404472a16861a73917e",
-                "sha256:10325f0ffac2400b1ec09537b7e403419dcd25d9fee602a44e8a32119af9079e",
-                "sha256:1db9f964ed9c52dc5bd6127f0dd90ac89791daa690a5665cc01eae185912e1ba",
-                "sha256:409846be9d6bdcbd78b9e5afe2f64b2da5a923dd7c1cd0615ce589489533fdbb",
-                "sha256:4907040f62b91c2e170359c3d36c000af783f0fa1516a83d6c1517cde0af5340",
-                "sha256:6c0543f2fdd38dee631fb023c0f31c284a532d205590b393d72009c14847f5b1",
-                "sha256:826b9f5fbb7f908a13aa1efd4b7321e36992f5868d5d8311c7b40cf9b11ca0e7",
-                "sha256:a7695a378c2ce402405ea37b12c7a338a8755e081869bd6b95858893ceb617ae",
-                "sha256:a84c31e8409b420c3ca57fd30c7589378d6fdc8d155d866a7f8e6e80dec6fd06",
-                "sha256:adadeeae5500de0da2b9e8dd478520d0a9945b577b2198f2462555e68f58e7ef",
-                "sha256:b283a76a83fe463c9587a2c88003f800e08c3929dfbeba833b78260f9c209785",
-                "sha256:c19a7389ab3cd712058a8c3c9ffd8d27a57f3d84b9c91a931f542682bb3d269d",
-                "sha256:c3bb4bd2aca82fb498247deeac12265921fe231502a6bc6edea3ee7fe6c40a7a",
-                "sha256:c5ea60ece0c0c1c849025bfc541b60a6751b491b6f11dd9ef37ab5b8c9041921",
-                "sha256:db61a640ca20f237317d27bc658c1fc54c7581ff7f6502d112922dc285bdabee"
-            ],
-            "version": "==1.3.0"
+                "sha256:00af72998a46c25bdb5824d2b729e7dabec0c765f9deb0b504f928591f5ff9d4",
+                "sha256:0902a620a381f101e184a958459b36d3ee50f5effd186db76e131cbefcbb96f7",
+                "sha256:1e3190466d669d658233e8a583b854f6386dd62d655539b77b3fa25bfb2abb70",
+                "sha256:2cce3f9847a1a51019e8c5b47620da93950e58ebc611f13e0d11f4980ca5fecb",
+                "sha256:3092857f36b690a321a662fe5496cb816a7f4eecd875e1d36793d92d3f884073",
+                "sha256:386086e2972ed2db17cebf88610aab7d7f6e2c0ca30042dc9a89cf18dcc363fa",
+                "sha256:71eb180f22c49066f25d6df16f8709f215723317cc951d99e54dc88020ea57be",
+                "sha256:770254a280d741dd3436919d47e35712fb081a6ff8bafc0f319382b954b77802",
+                "sha256:787cc50cab3020a865640aba3485e9fbd161d4d3b0d03a967df1a2881320512d",
+                "sha256:8a07760d5c7f3a92e440ad3aedcc98891e915ce857664282ae3c0220f3301eb6",
+                "sha256:8d3bc3993b8e4be7eade6dcc6fd59a412d96d3a33fa42b0fa45dc9e24495ede9",
+                "sha256:9508a7c628a165c2c835f2497837bf6ac80eb25291055f56c129df3c943cbaf8",
+                "sha256:a144811318853a23d32a07bc7fd5561ff0cac5da643d96ed94a4ffe967d89672",
+                "sha256:a1aae70d52d0b074d8121333bc807a485f9f1e6a69742010b33780df2e60cfe0",
+                "sha256:a2d6df9eb074af7f08866598e4ef068a2b310d98f87dc23bd1b90ec7bdcec802",
+                "sha256:bb517872058a1f087c4528e7429b4a44533a902644987e7b2fe35ecc223bc408",
+                "sha256:c5cac0c0387272ee0e789e94a570ac51deb01c796b37fb2aad1fb13f85e2f97d",
+                "sha256:cc971a82ea1170e677443108703a2ec9ff0f70752258d0e9f5433d00dda01f59",
+                "sha256:dba8306f6da99e37ea08c08fef6e274b5bf8567bb094d1dbe86a20e532aca088",
+                "sha256:dc60bb302f48acf6da8ca4444cfa17d52c63c5415302a9ee77b3b21618090521",
+                "sha256:dee1bbf3a6c8f73b6b218cb28eed8dd13347ea2f87d572ce19b289d6fd3fbc59"
+            ],
+            "version": "==1.4.1"
         },
         "six": {
             "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
+                "sha256:236bdbdce46e6e6a3d61a337c0f8b763ca1e8717c03b369e87a7ec7ce1319c0a",
+                "sha256:8f3cd2e254d8f793e7f3d6d9df77b92252b52637291d0f0da013c76ea2724b6c"
             ],
-            "version": "==1.12.0"
+            "version": "==1.14.0"
         },
         "tensorboard": {
             "hashes": [
-                "sha256:50e0b1bdcd488dbe39fd9416976e089b2ff4df18d9f1fab47abf4c498209c3fc",
-                "sha256:c35ba681a52d4922be6b225623cf77285033e7e4e68bac5c1d5490e47d129bb2"
+                "sha256:4cad2c65f6011e51609b463014c014fd7c6ddd9c1263af1d4f18dd97ed88c2bc",
+                "sha256:612b789386aa1b2c4804e1961273b37f8e4dd97613f98bc90ff0402d24627f50"
             ],
-            "version": "==1.14.0"
+            "version": "==1.15.0"
         },
         "tensorflow": {
             "hashes": [
-                "sha256:0a3784c6ab223b85a87ba6b752d2e6dc97b9345c078172d9b0bb90f3e448a320",
-                "sha256:0a95ab659de39748c418f342fd09bc444a21a7d66f4501593cf7ff6de3c603b1",
-                "sha256:2fc989a5d3be9f3dc96c20deaa3d5cc66d2bf76fe069c202c2914a7f4b5a9a35",
-                "sha256:4008a56940d23345e52ac4885fb4782604eb02574c2d95f3946f5b6baf0e1276",
-                "sha256:4643fcb6aa7bf9261620efe332f821ccdb63422ed5df33479e3c9592659cd64e",
-                "sha256:46fc216db780b1a7b7a28cf6536d6ec0a171ef2fa546a24934ffe077c734c891",
-                "sha256:5a9555eee142324a1cc3d6a5a9c0c8154ded8d013bf18cb459bc375e5d365191",
-                "sha256:5ce034dba1db7cd829af2bf092c48dce96bb3da3e89223d7cb50f3eac2ddc19f",
-                "sha256:7dfefd6fc79fed477c2c550cb79f766fb40533e907e4efbfabc81339b45551a4",
-                "sha256:a3851118d2cc5e9e697503753c2d247dca0e98d5a85b5ea091103f27d9e57a38",
-                "sha256:a4f154fa98cde5974117e05af444e0bed84cf431b8129c78a2de03a1ff7201c9",
-                "sha256:c77888375ef02a5e7e55f81572db1bfa41e6f6597ae297e7bdafb22bf633f79e",
-                "sha256:d982a6fef251ec1358129213385ec027f87ee72246dffe1136ca6109def209f7",
-                "sha256:e20b5d81b07798db5054802405758fb685367772f1d602d359ba60baa34b6b46",
-                "sha256:e84f2c8c7f23ad546076b1e73cec85706da19910b9a89c29cba3b64e297b2eb0"
+                "sha256:05862fadc752da737e33f0110eafb7511149db043d4836edd68d3608b6c2f521",
+                "sha256:34551b8cc446342dac8fdcf79e775e0841aeea38e927b73e2ecf4b2d01277264",
+                "sha256:41932b9c080058ff204a1f8e3894c286c69255691c320330770dd8f6ee2cb3e2",
+                "sha256:613072266dd60986b79e517f9e4a5f5d7c8495faeb439808db9a493ec3bebf96",
+                "sha256:618a7cb1499b0c0d6398f342e9b8ac08497c3105c68942f344dc9bf67ae1f22d",
+                "sha256:6b4c94168eb32a111b8510b2d4b1c5b6760bcabd6d56633025e5b99753d62bdf",
+                "sha256:a82c2c498ebab190ec2a06aec8455d6f7c191dff5fdd5b5528b416f42b0291b9",
+                "sha256:b6c57269009a641a74b3456ef7483e69143ed9762af321b0560db5a72cdcb01f",
+                "sha256:ef20ebaf39383271cdd4599e7593d01ebf73be61a59f015e404a36e8d06f7b7e"
             ],
             "index": "pypi",
-            "version": "==1.14.0"
+            "version": "==1.15.2"
         },
         "tensorflow-estimator": {
             "hashes": [
-                "sha256:ca073f66063407a091d610ec1b22e39ea30248710198cc6f13769320bdbe3992"
+                "sha256:8853bfb7c3c96fbdc80b3d66c37a10af6ccbcd235dc87474764270c02a0f86b9"
             ],
-            "version": "==1.14.0"
+            "version": "==1.15.1"
         },
         "termcolor": {
             "hashes": [
@@ -430,18 +436,18 @@
         },
         "werkzeug": {
             "hashes": [
-                "sha256:87ae4e5b5366da2347eb3116c0e6c681a0e939a33b2805e2c0cbd282664932c4",
-                "sha256:a13b74dd3c45f758d4ebdb224be8f1ab8ef58b3c0ffc1783a8c7d9f4f50227e6"
+                "sha256:1e0dedc2acb1f46827daa2e399c1485c8fa17c0d8e70b6b875b4e7f54bf408d2",
+                "sha256:b353856d37dec59d6511359f97f6a4b2468442e454bd1c98298ddce53cac1f04"
             ],
-            "version": "==0.15.5"
+            "version": "==0.16.1"
         },
         "wheel": {
             "hashes": [
-                "sha256:5e79117472686ac0c4aef5bad5172ea73a1c2d1646b808c35926bd26bdfb0c08",
-                "sha256:62fcfa03d45b5b722539ccbc07b190e4bfff4bb9e3a4d470dd9f6a0981002565"
+                "sha256:48e082fac9a549bb30abcb71360db41e9e999f63bfc9933fdb7339ba7205330f",
+                "sha256:664b9c5033ee7cd5aa6b355bc8a4a5915eadb7612e7b0acab1aa71f005457107"
             ],
             "markers": "python_version >= '3'",
-            "version": "==0.33.4"
+            "version": "==0.34.1"
         },
         "wrapt": {
             "hashes": [
@@ -460,17 +466,17 @@
         },
         "astroid": {
             "hashes": [
-                "sha256:6560e1e1749f68c64a4b5dee4e091fce798d2f0d84ebe638cf0e0585a343acf4",
-                "sha256:b65db1bbaac9f9f4d190199bb8680af6f6f84fd3769a5ea883df8a91fe68b4c4"
+                "sha256:71ea07f44df9568a75d0f354c49143a4575d90645e9fead6dfb52c26a85ed13a",
+                "sha256:840947ebfa8b58f318d42301cf8c0a20fd794a33b61cc4638e28e9e61ba32f42"
             ],
-            "version": "==2.2.5"
+            "version": "==2.3.3"
         },
         "attrs": {
             "hashes": [
-                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
             ],
-            "version": "==19.1.0"
+            "version": "==19.3.0"
         },
         "black": {
             "hashes": [
@@ -496,26 +502,29 @@
         },
         "lazy-object-proxy": {
             "hashes": [
-                "sha256:159a745e61422217881c4de71f9eafd9d703b93af95618635849fe469a283661",
-                "sha256:23f63c0821cc96a23332e45dfaa83266feff8adc72b9bcaef86c202af765244f",
-                "sha256:3b11be575475db2e8a6e11215f5aa95b9ec14de658628776e10d96fa0b4dac13",
-                "sha256:3f447aff8bc61ca8b42b73304f6a44fa0d915487de144652816f950a3f1ab821",
-                "sha256:4ba73f6089cd9b9478bc0a4fa807b47dbdb8fad1d8f31a0f0a5dbf26a4527a71",
-                "sha256:4f53eadd9932055eac465bd3ca1bd610e4d7141e1278012bd1f28646aebc1d0e",
-                "sha256:64483bd7154580158ea90de5b8e5e6fc29a16a9b4db24f10193f0c1ae3f9d1ea",
-                "sha256:6f72d42b0d04bfee2397aa1862262654b56922c20a9bb66bb76b6f0e5e4f9229",
-                "sha256:7c7f1ec07b227bdc561299fa2328e85000f90179a2f44ea30579d38e037cb3d4",
-                "sha256:7c8b1ba1e15c10b13cad4171cfa77f5bb5ec2580abc5a353907780805ebe158e",
-                "sha256:8559b94b823f85342e10d3d9ca4ba5478168e1ac5658a8a2f18c991ba9c52c20",
-                "sha256:a262c7dfb046f00e12a2bdd1bafaed2408114a89ac414b0af8755c696eb3fc16",
-                "sha256:acce4e3267610c4fdb6632b3886fe3f2f7dd641158a843cf6b6a68e4ce81477b",
-                "sha256:be089bb6b83fac7f29d357b2dc4cf2b8eb8d98fe9d9ff89f9ea6012970a853c7",
-                "sha256:bfab710d859c779f273cc48fb86af38d6e9210f38287df0069a63e40b45a2f5c",
-                "sha256:c10d29019927301d524a22ced72706380de7cfc50f767217485a912b4c8bd82a",
-                "sha256:dd6e2b598849b3d7aee2295ac765a578879830fb8966f70be8cd472e6069932e",
-                "sha256:e408f1eacc0a68fed0c08da45f31d0ebb38079f043328dce69ff133b95c29dc1"
+                "sha256:0c4b206227a8097f05c4dbdd323c50edf81f15db3b8dc064d08c62d37e1a504d",
+                "sha256:194d092e6f246b906e8f70884e620e459fc54db3259e60cf69a4d66c3fda3449",
+                "sha256:1be7e4c9f96948003609aa6c974ae59830a6baecc5376c25c92d7d697e684c08",
+                "sha256:4677f594e474c91da97f489fea5b7daa17b5517190899cf213697e48d3902f5a",
+                "sha256:48dab84ebd4831077b150572aec802f303117c8cc5c871e182447281ebf3ac50",
+                "sha256:5541cada25cd173702dbd99f8e22434105456314462326f06dba3e180f203dfd",
+                "sha256:59f79fef100b09564bc2df42ea2d8d21a64fdcda64979c0fa3db7bdaabaf6239",
+                "sha256:8d859b89baf8ef7f8bc6b00aa20316483d67f0b1cbf422f5b4dc56701c8f2ffb",
+                "sha256:9254f4358b9b541e3441b007a0ea0764b9d056afdeafc1a5569eee1cc6c1b9ea",
+                "sha256:9651375199045a358eb6741df3e02a651e0330be090b3bc79f6d0de31a80ec3e",
+                "sha256:97bb5884f6f1cdce0099f86b907aa41c970c3c672ac8b9c8352789e103cf3156",
+                "sha256:9b15f3f4c0f35727d3a0fba4b770b3c4ebbb1fa907dbcc046a1d2799f3edd142",
+                "sha256:a2238e9d1bb71a56cd710611a1614d1194dc10a175c1e08d75e1a7bcc250d442",
+                "sha256:a6ae12d08c0bf9909ce12385803a543bfe99b95fe01e752536a60af2b7797c62",
+                "sha256:ca0a928a3ddbc5725be2dd1cf895ec0a254798915fb3a36af0964a0a4149e3db",
+                "sha256:cb2c7c57005a6804ab66f106ceb8482da55f5314b7fcb06551db1edae4ad1531",
+                "sha256:d74bb8693bf9cf75ac3b47a54d716bbb1a92648d5f781fc799347cfc95952383",
+                "sha256:d945239a5639b3ff35b70a88c5f2f491913eb94871780ebfabb2568bd58afc5a",
+                "sha256:eba7011090323c1dadf18b3b689845fd96a61ba0a1dfbd7f24b921398affc357",
+                "sha256:efa1909120ce98bbb3777e8b6f92237f5d5c8ea6758efea36a473e1d38f7d3e4",
+                "sha256:f3900e8a5de27447acbf900b4750b0ddfd7ec1ea7fbaf11dfa911141bc522af0"
             ],
-            "version": "==1.4.1"
+            "version": "==1.4.3"
         },
         "mccabe": {
             "hashes": [
@@ -534,39 +543,44 @@
         },
         "six": {
             "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
+                "sha256:236bdbdce46e6e6a3d61a337c0f8b763ca1e8717c03b369e87a7ec7ce1319c0a",
+                "sha256:8f3cd2e254d8f793e7f3d6d9df77b92252b52637291d0f0da013c76ea2724b6c"
             ],
-            "version": "==1.12.0"
+            "version": "==1.14.0"
         },
         "toml": {
             "hashes": [
                 "sha256:229f81c57791a41d65e399fc06bf0848bab550a9dfd5ed66df18ce5f05e73d5c",
-                "sha256:235682dd292d5899d361a811df37e04a8828a5b1da3115886b73cf81ebc9100e",
-                "sha256:f1db651f9657708513243e61e6cc67d101a39bad662eaa9b5546f789338e07a3"
+                "sha256:235682dd292d5899d361a811df37e04a8828a5b1da3115886b73cf81ebc9100e"
             ],
             "version": "==0.10.0"
         },
         "typed-ast": {
             "hashes": [
-                "sha256:18511a0b3e7922276346bcb47e2ef9f38fb90fd31cb9223eed42c85d1312344e",
-                "sha256:262c247a82d005e43b5b7f69aff746370538e176131c32dda9cb0f324d27141e",
-                "sha256:2b907eb046d049bcd9892e3076c7a6456c93a25bebfe554e931620c90e6a25b0",
-                "sha256:354c16e5babd09f5cb0ee000d54cfa38401d8b8891eefa878ac772f827181a3c",
-                "sha256:4e0b70c6fc4d010f8107726af5fd37921b666f5b31d9331f0bd24ad9a088e631",
-                "sha256:630968c5cdee51a11c05a30453f8cd65e0cc1d2ad0d9192819df9978984529f4",
-                "sha256:66480f95b8167c9c5c5c87f32cf437d585937970f3fc24386f313a4c97b44e34",
-                "sha256:71211d26ffd12d63a83e079ff258ac9d56a1376a25bc80b1cdcdf601b855b90b",
-                "sha256:95bd11af7eafc16e829af2d3df510cecfd4387f6453355188342c3e79a2ec87a",
-                "sha256:bc6c7d3fa1325a0c6613512a093bc2a2a15aeec350451cbdf9e1d4bffe3e3233",
-                "sha256:cc34a6f5b426748a507dd5d1de4c1978f2eb5626d51326e43280941206c209e1",
-                "sha256:d755f03c1e4a51e9b24d899561fec4ccaf51f210d52abdf8c07ee2849b212a36",
-                "sha256:d7c45933b1bdfaf9f36c579671fec15d25b06c8398f113dab64c18ed1adda01d",
-                "sha256:d896919306dd0aa22d0132f62a1b78d11aaf4c9fc5b3410d3c666b818191630a",
-                "sha256:ffde2fbfad571af120fcbfbbc61c72469e72f550d676c3342492a9dfdefb8f12"
-            ],
-            "markers": "implementation_name == 'cpython'",
-            "version": "==1.4.0"
+                "sha256:0666aa36131496aed8f7be0410ff974562ab7eeac11ef351def9ea6fa28f6355",
+                "sha256:0c2c07682d61a629b68433afb159376e24e5b2fd4641d35424e462169c0a7919",
+                "sha256:249862707802d40f7f29f6e1aad8d84b5aa9e44552d2cc17384b209f091276aa",
+                "sha256:24995c843eb0ad11a4527b026b4dde3da70e1f2d8806c99b7b4a7cf491612652",
+                "sha256:269151951236b0f9a6f04015a9004084a5ab0d5f19b57de779f908621e7d8b75",
+                "sha256:4083861b0aa07990b619bd7ddc365eb7fa4b817e99cf5f8d9cf21a42780f6e01",
+                "sha256:498b0f36cc7054c1fead3d7fc59d2150f4d5c6c56ba7fb150c013fbc683a8d2d",
+                "sha256:4e3e5da80ccbebfff202a67bf900d081906c358ccc3d5e3c8aea42fdfdfd51c1",
+                "sha256:6daac9731f172c2a22ade6ed0c00197ee7cc1221aa84cfdf9c31defeb059a907",
+                "sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c",
+                "sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3",
+                "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b",
+                "sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614",
+                "sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb",
+                "sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b",
+                "sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41",
+                "sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6",
+                "sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34",
+                "sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe",
+                "sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4",
+                "sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7"
+            ],
+            "markers": "implementation_name == 'cpython' and python_version < '3.8'",
+            "version": "==1.4.1"
         },
         "wrapt": {
             "hashes": [