diff --git a/Pipfile b/Pipfile
index e36124b..f7daaf7 100644
--- a/Pipfile
+++ b/Pipfile
@@ -15,7 +15,7 @@ import-ipynb = "==0.1.3"
 easyai = "==1.0.0.4"
 tensorflow = "==2.1.0"
 tensorflow-datasets = "*"
-pillow = "==7.0.0"
+pillow = "==8.3.2"
 
 [requires]
 python_version = "3.7"
diff --git a/Pipfile.lock b/Pipfile.lock
index fa276bd..b13da9e 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "93fb3df651f1e33bfeee4be5748b692da2237d4260d566b6f499cd97e5226b22"
+            "sha256": "b9886d6706f3658a11bd4929e6c28a525338234c1c99dcc43eb53704ab709a92"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,66 +18,139 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:75e737d6ce7723d9ff9b7aa1ba3233c34be62ef18d5859e706b8fdc828989830"
+                "sha256:afe94e3c751ff81aad55d33ab6e630390da32780110b5af72ae81ecff8418d9e",
+                "sha256:b44f68984a5ceb2607d135a615999b93924c771238a63920d17d3387b0d229d5"
             ],
-            "version": "==0.9.0"
+            "version": "==0.12.0"
         },
-        "appnope": {
+        "argcomplete": {
             "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
+                "sha256:291f0beca7fd49ce285d2f10e4c1c77e9460cf823eef2de54df0c0fec88b0d81",
+                "sha256:2c7dbffd8c045ea534921e63b0be6fe65e88599990d8dc408ac8c542b72a5445"
             ],
-            "markers": "platform_system == 'Darwin'",
-            "version": "==0.1.0"
+            "markers": "python_full_version < '3.8.0'",
+            "version": "==1.12.3"
+        },
+        "argon2-cffi": {
+            "hashes": [
+                "sha256:165cadae5ac1e26644f5ade3bd9c18d89963be51d9ea8817bd671006d7909057",
+                "sha256:217b4f0f853ccbbb5045242946ad2e162e396064575860141b71a85eb47e475a",
+                "sha256:245f64a203012b144b7b8c8ea6d468cb02b37caa5afee5ba4a10c80599334f6a",
+                "sha256:4ad152c418f7eb640eac41ac815534e6aa61d1624530b8e7779114ecfbf327f8",
+                "sha256:566ffb581bbd9db5562327aee71b2eda24a1c15b23a356740abe3c011bbe0dcb",
+                "sha256:65213a9174320a1aee03fe826596e0620783966b49eb636955958b3074e87ff9",
+                "sha256:bc513db2283c385ea4da31a2cd039c33380701f376f4edd12fe56db118a3b21a",
+                "sha256:c7a7c8cc98ac418002090e4add5bebfff1b915ea1cb459c578cd8206fef10378",
+                "sha256:e4d8f0ae1524b7b0372a3e574a2561cbdddb3fdb6c28b70a72868189bda19659",
+                "sha256:f710b61103d1a1f692ca3ecbd1373e28aa5e545ac625ba067ff2feca1b2bb870",
+                "sha256:fa7e7d1fc22514a32b1761fdfa1882b6baa5c36bb3ef557bdd69e6fc9ba14a41"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==21.1.0"
         },
         "astor": {
             "hashes": [
                 "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5",
                 "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.8.1"
         },
         "attrs": {
             "hashes": [
-                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
-                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+                "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1",
+                "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"
             ],
-            "version": "==19.3.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==21.2.0"
         },
         "backcall": {
             "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
             ],
-            "version": "==0.1.0"
+            "version": "==0.2.0"
         },
         "bleach": {
             "hashes": [
-                "sha256:44f69771e2ac81ff30d929d485b7f9919f3ad6d019b6b20c74f3b8687c3f70df",
-                "sha256:aa8b870d0f46965bac2c073a93444636b0e1ca74e9777e34f03dd494b8a59d48"
+                "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da",
+                "sha256:4d2651ab93271d1129ac9cbc679f524565cc8a1b791909c4a51eac4446a15994"
             ],
-            "version": "==3.1.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==4.1.0"
         },
         "cachetools": {
             "hashes": [
-                "sha256:9a52dd97a85f257f4e4127f15818e71a0c7899f121b34591fcc1173ea79a0198",
-                "sha256:b304586d357c43221856be51d73387f93e2a961598a9b6b6670664746f3b6c6c"
+                "sha256:2cc0b89715337ab6dbba85b5b50effe2b0c74e035d83ee8ed637cf52f12ae001",
+                "sha256:61b5ed1e22a0924aed1d23b478f37e8d52549ff8a961de2909c69bf950020cff"
             ],
-            "version": "==4.0.0"
+            "markers": "python_version ~= '3.5'",
+            "version": "==4.2.2"
         },
         "certifi": {
             "hashes": [
-                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
-                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
+                "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee",
+                "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"
+            ],
+            "version": "==2021.5.30"
+        },
+        "cffi": {
+            "hashes": [
+                "sha256:06c54a68935738d206570b20da5ef2b6b6d92b38ef3ec45c5422c0ebaf338d4d",
+                "sha256:0c0591bee64e438883b0c92a7bed78f6290d40bf02e54c5bf0978eaf36061771",
+                "sha256:19ca0dbdeda3b2615421d54bef8985f72af6e0c47082a8d26122adac81a95872",
+                "sha256:22b9c3c320171c108e903d61a3723b51e37aaa8c81255b5e7ce102775bd01e2c",
+                "sha256:26bb2549b72708c833f5abe62b756176022a7b9a7f689b571e74c8478ead51dc",
+                "sha256:33791e8a2dc2953f28b8d8d300dde42dd929ac28f974c4b4c6272cb2955cb762",
+                "sha256:3c8d896becff2fa653dc4438b54a5a25a971d1f4110b32bd3068db3722c80202",
+                "sha256:4373612d59c404baeb7cbd788a18b2b2a8331abcc84c3ba40051fcd18b17a4d5",
+                "sha256:487d63e1454627c8e47dd230025780e91869cfba4c753a74fda196a1f6ad6548",
+                "sha256:48916e459c54c4a70e52745639f1db524542140433599e13911b2f329834276a",
+                "sha256:4922cd707b25e623b902c86188aca466d3620892db76c0bdd7b99a3d5e61d35f",
+                "sha256:55af55e32ae468e9946f741a5d51f9896da6b9bf0bbdd326843fec05c730eb20",
+                "sha256:57e555a9feb4a8460415f1aac331a2dc833b1115284f7ded7278b54afc5bd218",
+                "sha256:5d4b68e216fc65e9fe4f524c177b54964af043dde734807586cf5435af84045c",
+                "sha256:64fda793737bc4037521d4899be780534b9aea552eb673b9833b01f945904c2e",
+                "sha256:6d6169cb3c6c2ad50db5b868db6491a790300ade1ed5d1da29289d73bbe40b56",
+                "sha256:7bcac9a2b4fdbed2c16fa5681356d7121ecabf041f18d97ed5b8e0dd38a80224",
+                "sha256:80b06212075346b5546b0417b9f2bf467fea3bfe7352f781ffc05a8ab24ba14a",
+                "sha256:818014c754cd3dba7229c0f5884396264d51ffb87ec86e927ef0be140bfdb0d2",
+                "sha256:8eb687582ed7cd8c4bdbff3df6c0da443eb89c3c72e6e5dcdd9c81729712791a",
+                "sha256:99f27fefe34c37ba9875f224a8f36e31d744d8083e00f520f133cab79ad5e819",
+                "sha256:9f3e33c28cd39d1b655ed1ba7247133b6f7fc16fa16887b120c0c670e35ce346",
+                "sha256:a8661b2ce9694ca01c529bfa204dbb144b275a31685a075ce123f12331be790b",
+                "sha256:a9da7010cec5a12193d1af9872a00888f396aba3dc79186604a09ea3ee7c029e",
+                "sha256:aedb15f0a5a5949ecb129a82b72b19df97bbbca024081ed2ef88bd5c0a610534",
+                "sha256:b315d709717a99f4b27b59b021e6207c64620790ca3e0bde636a6c7f14618abb",
+                "sha256:ba6f2b3f452e150945d58f4badd92310449876c4c954836cfb1803bdd7b422f0",
+                "sha256:c33d18eb6e6bc36f09d793c0dc58b0211fccc6ae5149b808da4a62660678b156",
+                "sha256:c9a875ce9d7fe32887784274dd533c57909b7b1dcadcc128a2ac21331a9765dd",
+                "sha256:c9e005e9bd57bc987764c32a1bee4364c44fdc11a3cc20a40b93b444984f2b87",
+                "sha256:d2ad4d668a5c0645d281dcd17aff2be3212bc109b33814bbb15c4939f44181cc",
+                "sha256:d950695ae4381ecd856bcaf2b1e866720e4ab9a1498cba61c602e56630ca7195",
+                "sha256:e22dcb48709fc51a7b58a927391b23ab37eb3737a98ac4338e2448bef8559b33",
+                "sha256:e8c6a99be100371dbb046880e7a282152aa5d6127ae01783e37662ef73850d8f",
+                "sha256:e9dc245e3ac69c92ee4c167fbdd7428ec1956d4e754223124991ef29eb57a09d",
+                "sha256:eb687a11f0a7a1839719edd80f41e459cc5366857ecbed383ff376c4e3cc6afd",
+                "sha256:eb9e2a346c5238a30a746893f23a9535e700f8192a68c07c0258e7ece6ff3728",
+                "sha256:ed38b924ce794e505647f7c331b22a693bee1538fdf46b0222c4717b42f744e7",
+                "sha256:f0010c6f9d1a4011e429109fda55a225921e3206e7f62a0c22a35344bfd13cca",
+                "sha256:f0c5d1acbfca6ebdd6b1e3eded8d261affb6ddcf2186205518f1428b8569bb99",
+                "sha256:f10afb1004f102c7868ebfe91c28f4a712227fe4cb24974350ace1f90e1febbf",
+                "sha256:f174135f5609428cc6e1b9090f9268f5c8935fddb1b25ccb8255a2d50de6789e",
+                "sha256:f3ebe6e73c319340830a9b2825d32eb6d8475c1dac020b4f0aa774ee3b898d1c",
+                "sha256:f627688813d0a4140153ff532537fbe4afea5a3dffce1f9deb7f91f848a832b5",
+                "sha256:fd4305f86f53dfd8cd3522269ed7fc34856a8ee3709a5e28b2836b2db9d4cd69"
+            ],
+            "version": "==1.14.6"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:0c8911edd15d19223366a194a513099a302055a962bca2cec0f54b8b63175d8b",
+                "sha256:f23667ebe1084be45f6ae0538e4a5a865206544097e4e8bbcacf42cd02a348f3"
             ],
-            "version": "==2019.11.28"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.4"
         },
         "cycler": {
             "hashes": [
@@ -86,25 +159,91 @@
             ],
             "version": "==0.10.0"
         },
+        "debugpy": {
+            "hashes": [
+                "sha256:00f9d14da52b87e98e26f5c3c8f1937cc496915b38f8ccb7b329336b21898678",
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+                "sha256:2d4c4ab934fbe1c7095d19b3d4246afe119396b49540ca5d5ad34ef01b27bd2a",
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+                "sha256:e7e049a4e8e362183a5a5b4ad058a1543211970819d0c11011c87c3a9dec2eaf",
+                "sha256:ebc241351791595796864a960892e1cd58627064feda939d0377edd0730bbff2",
+                "sha256:eee2224ce547d2958ffc0d63cd280a9cc6377043f32ce370cfe4ca6be4e05476",
+                "sha256:f20a07ac5fb0deee9be1ad1a9a124d858a8b79c66c7ec5e1767d78aa964f86c4",
+                "sha256:f77406f33760e6f13a7ff0ac375d9c8856844b61cd95f7502b57116858f0cfe1",
+                "sha256:fece69933d17e0918b73ddeb5e23bcf789edd2a6eb0d438b09c40d51e76b9c74"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
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         "decorator": {
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+            "markers": "python_version >= '3.5'",
+            "version": "==5.0.9"
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         "defusedxml": {
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-            "version": "==0.6.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==0.7.1"
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@@ -118,12 +257,14 @@
                 "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
                 "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
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             "version": "==0.18.2"
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@@ -134,79 +275,84 @@
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@@ -245,10 +391,11 @@
         },
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+            "markers": "python_version >= '3'",
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@@ -259,26 +406,27 @@
         },
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-            "version": "==5.1.4"
+            "markers": "python_version >= '3.7'",
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@@ -289,31 +437,34 @@
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@@ -468,6 +668,14 @@
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@@ -475,66 +683,105 @@
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@@ -559,16 +806,17 @@
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@@ -587,37 +835,70 @@
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@@ -830,22 +1190,24 @@
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@@ -882,9 +1244,10 @@
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@@ -894,59 +1257,106 @@
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-            "version": "==4.3.3"
+            "markers": "python_full_version < '3.8.0'",
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-            "version": "==1.25.8"
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         "wcwidth": {
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@@ -957,18 +1367,19 @@
         },
         "werkzeug": {
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-            "version": "==1.0.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.1"
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-                "sha256:df277cb51e61359aba502208d680f90c0493adec6f0e848af94948778aed386e"
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             "markers": "python_version >= '3'",
-            "version": "==0.34.2"
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@@ -979,16 +1390,17 @@
         },
         "wrapt": {
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-                "sha256:0ec40d9fd4ec9f9e3ff9bdd12dbd3535f4085949f4db93025089d7a673ea94e8"
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-            "version": "==1.12.0"
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-                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
+                "sha256:957cfda87797e389580cb8b9e3870841ca991e2125350677b2ca83a0e99390a3",
+                "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"
             ],
-            "version": "==3.1.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.5.0"
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     "develop": {}