diff --git a/Pipfile b/Pipfile
index 30f8543..7c6002f 100644
--- a/Pipfile
+++ b/Pipfile
@@ -13,7 +13,7 @@ matplotlib = "==3.1.1"
 h5py = "===2.10.0"
 import-ipynb = "==0.1.3"
 easyai = "==1.0.0.4"
-tensorflow = "==2.2.0"
+tensorflow = "==2.9.3"
 scipy = "==1.4.1"
 gym = {extras = ["atari"],version = "==0.17.2"}
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 643cd9b..a93b6a8 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,994 +1,1688 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "ba9af7370517da59ddea3c2eaa2b66fab60a097321a73372adc72857881147a5"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.7"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "absl-py": {
-            "hashes": [
-                "sha256:75e737d6ce7723d9ff9b7aa1ba3233c34be62ef18d5859e706b8fdc828989830"
-            ],
-            "version": "==0.9.0"
-        },
-        "appnope": {
-            "hashes": [
-                "sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0",
-                "sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71"
-            ],
-            "markers": "platform_system == 'Darwin'",
-            "version": "==0.1.0"
-        },
-        "astunparse": {
-            "hashes": [
-                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
-                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
-            ],
-            "version": "==1.6.3"
-        },
-        "atari-py": {
-            "hashes": [
-                "sha256:3cd3f506a4cac680908501def3d3b79ab2b705993d7cbaead35468b26f2c585b",
-                "sha256:5a621d623e1619fe2d8607ed4ceaf0bafbae54fea42c3bf3e1522410893ef933",
-                "sha256:6249ad5079b0489e87eb44e65485bb1b07cc1b5af729f1ee52ece749503ceb1d",
-                "sha256:64059ae02ac9d90cc43654c748c30d2ef69dd57b0d9e4b59039a420d688814a2",
-                "sha256:ac3315c7a1d6cfb09f043e7971598cb53a749393b150614986a0eab28b049aea",
-                "sha256:ae2f07e0a5de22d465fef8313b3ecfa1fec7f36e17b5204819e855413e6214de",
-                "sha256:b04033186cd9c7764108627ecd38a5c9be14546b46875b90c6bb5d66451d28c1",
-                "sha256:d9e2c25d39783867c2f29d1dd9d3a659fc56036456d07dc9efe8bd7bb31a07d7",
-                "sha256:f6c3ae01f7a2bb331236383fbd47046a40a9fa3bf48e31dc96bbc75c107749b7"
-            ],
-            "version": "==0.2.6"
-        },
-        "attrs": {
-            "hashes": [
-                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
-                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
-            ],
-            "version": "==19.3.0"
-        },
-        "backcall": {
-            "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
-            ],
-            "version": "==0.1.0"
-        },
-        "bleach": {
-            "hashes": [
-                "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f",
-                "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"
-            ],
-            "version": "==3.1.5"
-        },
-        "cachetools": {
-            "hashes": [
-                "sha256:1d057645db16ca7fe1f3bd953558897603d6f0b9c51ed9d11eb4d071ec4e2aab",
-                "sha256:de5d88f87781602201cde465d3afe837546663b168e8b39df67411b0bf10cefc"
-            ],
-            "version": "==4.1.0"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:5ad7e9a056d25ffa5082862e36f119f7f7cec6457fa07ee2f8c339814b80c9b1",
-                "sha256:9cd41137dc19af6a5e03b630eefe7d1f458d964d406342dd3edf625839b944cc"
-            ],
-            "version": "==2020.4.5.2"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
-        },
-        "cloudpickle": {
-            "hashes": [
-                "sha256:38af54d0e7705d87a287bdefe1df00f936aadb1f629dca383e825cca927fa753",
-                "sha256:8664761f810efc07dbb301459e413c99b68fcc6d8703912bd39d86618ac631e3"
-            ],
-            "version": "==1.3.0"
-        },
-        "cycler": {
-            "hashes": [
-                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
-                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
-            ],
-            "version": "==0.10.0"
-        },
-        "decorator": {
-            "hashes": [
-                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
-                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
-            ],
-            "version": "==4.4.2"
-        },
-        "defusedxml": {
-            "hashes": [
-                "sha256:6687150770438374ab581bb7a1b327a847dd9c5749e396102de3fad4e8a3ef93",
-                "sha256:f684034d135af4c6cbb949b8a4d2ed61634515257a67299e5f940fbaa34377f5"
-            ],
-            "version": "==0.6.0"
-        },
-        "easyai": {
-            "hashes": [
-                "sha256:c6775ed6f20614f50a4f46af8709439d9c142b9562bb62bd4f64b1ddbb0b2674"
-            ],
-            "index": "pypi",
-            "version": "==1.0.0.4"
-        },
-        "entrypoints": {
-            "hashes": [
-                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
-                "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
-            ],
-            "version": "==0.3"
-        },
-        "future": {
-            "hashes": [
-                "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
-            ],
-            "version": "==0.18.2"
-        },
-        "gast": {
-            "hashes": [
-                "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45",
-                "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"
-            ],
-            "version": "==0.3.3"
-        },
-        "google-auth": {
-            "hashes": [
-                "sha256:2f1a6bc3031fc7cd0c1aeb225ad34febcb60268f71f5df75d5976dd20a52c002",
-                "sha256:c041ffe8887fda3b040b39700d839fe38260c281ee11dbf6627978e21c99a626"
-            ],
-            "version": "==1.16.1"
-        },
-        "google-auth-oauthlib": {
-            "hashes": [
-                "sha256:88d2cd115e3391eb85e1243ac6902e76e77c5fe438b7276b297fbe68015458dd",
-                "sha256:a92a0f6f41a0fb6138454fbc02674e64f89d82a244ea32f98471733c8ef0e0e1"
-            ],
-            "version": "==0.4.1"
-        },
-        "google-pasta": {
-            "hashes": [
-                "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954",
-                "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed",
-                "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"
-            ],
-            "version": "==0.2.0"
-        },
-        "grpcio": {
-            "hashes": [
-                "sha256:10cdc8946a7c2284bbc8e16d346eaa2beeaae86ea598f345df86d4ef7dfedb84",
-                "sha256:23bc395a32c2465564cb242e48bdd2fdbe5a4aebf307649a800da1b971ee7f29",
-                "sha256:2637ce96b7c954d2b71060f50eb4c72f81668f1b2faa6cbdc74677e405978901",
-                "sha256:3d8c510b6eabce5192ce126003d74d7751c7218d3e2ad39fcf02400d7ec43abe",
-                "sha256:5024b26e17a1bfc9390fb3b8077bf886eee02970af780fd23072970ef08cefe8",
-                "sha256:517538a54afdd67162ea2af1ac3326c0752c5d13e6ddadbc4885f6a28e91ab28",
-                "sha256:524ae8d3da61b856cf08abb3d0947df05402919e4be1f88328e0c1004031f72e",
-                "sha256:54e4658c09084b09cd83a5ea3a8bce78e4031ff1010bb8908c399a22a76a6f08",
-                "sha256:57c8cc2ae8cb94c3a89671af7e1380a4cdfcd6bab7ba303f4461ec32ded250ae",
-                "sha256:5fd9ffe938e9225c654c60eb21ff011108cc27302db85200413807e0eda99a4a",
-                "sha256:75b2247307a7ecaf6abc9eb2bd04af8f88816c111b87bf0044d7924396e9549c",
-                "sha256:7bf3cb1e0f4a9c89f7b748583b994bdce183103d89d5ff486da48a7668a052c7",
-                "sha256:7e02a7c40304eecee203f809a982732bd37fad4e798acad98fe73c66e44ff2db",
-                "sha256:806c9759f5589b3761561187408e0313a35c5c53f075c7590effab8d27d67dfe",
-                "sha256:80e9f9f6265149ca7c84e1c8c31c2cf3e2869c45776fbe8880a3133a11d6d290",
-                "sha256:81bbf78a399e0ee516c81ddad8601f12af3fc9b30f2e4b2fbd64efd327304a4d",
-                "sha256:886d48c32960b39e059494637eb0157a694956248d03b0de814447c188b74799",
-                "sha256:97b72bf2242a351a89184134adbb0ae3b422e6893c6c712bc7669e2eab21501b",
-                "sha256:97fcbdf1f12e0079d26db73da11ee35a09adc870b1e72fbff0211f6a8003a4e8",
-                "sha256:9cfb4b71cc3c8757f137d47000f9d90d4bd818733f9ab4f78bd447e052a4cb9a",
-                "sha256:9ef0370bcf629ece4e7e37796e4604e2514b920669be2911fc3f9c163a73a57b",
-                "sha256:a6dddb177b3cfa0cfe299fb9e07d6a3382cc79466bef48fe9c4326d5c5b1dcb8",
-                "sha256:a97ea91e31863c9a3879684b5fb3c6ab4b17c5431787548fc9f52b9483ea9c25",
-                "sha256:b49f243936b0f6ae8eb6adf88a1e54e736f1c6724a1bff6b591d105d708263ad",
-                "sha256:b85f355fc24b68a6c52f2750e7141110d1fcd07dfdc9b282de0000550fe0511b",
-                "sha256:c3a0ef12ee86f6e72db50e01c3dba7735a76d8c30104b9b0f7fd9d65ceb9d93f",
-                "sha256:da0ca9b1089d00e39a8b83deec799a4e5c37ec1b44d804495424acde50531868",
-                "sha256:e90f3d11185c36593186e5ff1f581acc6ddfa4190f145b0366e579de1f52803b",
-                "sha256:ebf0ccb782027ef9e213e03b6d00bbd8dabd80959db7d468c0738e6d94b5204c",
-                "sha256:eede3039c3998e2cc0f6713f4ac70f235bd32967c9b958a17bf937aceebc12c3",
-                "sha256:ff7931241351521b8df01d7448800ce0d59364321d8d82c49b826d455678ff08"
-            ],
-            "version": "==1.29.0"
-        },
-        "gym": {
-            "extras": [
-                "atari"
-            ],
-            "hashes": [
-                "sha256:bb495aa56995b01274a2213423bf5ba05b8f4fd51c6dc61e9d4abddd1189718e"
-            ],
-            "index": "pypi",
-            "version": "==0.17.2"
-        },
-        "h5py": {
-            "hashes": [
-                "sha256:063947eaed5f271679ed4ffa36bb96f57bc14f44dd4336a827d9a02702e6ce6b",
-                "sha256:13c87efa24768a5e24e360a40e0bc4c49bcb7ce1bb13a3a7f9902cec302ccd36",
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-                "sha256:51ae56894c6c93159086ffa2c94b5b3388c0400548ab26555c143e7cfa05b8e5",
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-                "sha256:769e141512b54dee14ec76ed354fcacfc7d97fea5a7646b709f7400cf1838630",
-                "sha256:79b23f47c6524d61f899254f5cd5e486e19868f1823298bc0c29d345c2447172",
-                "sha256:7be5754a159236e95bd196419485343e2b5875e806fe68919e087b6351f40a70",
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-                "sha256:8bb1d2de101f39743f91512a9750fb6c351c032e5cd3204b4487383e34da7f75",
-                "sha256:a5f82cd4938ff8761d9760af3274acf55afc3c91c649c50ab18fcff5510a14a5",
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-                "sha256:bffbc48331b4a801d2f4b7dac8a72609f0b10e6e516e5c480a3e3241e091c878",
-                "sha256:c0d4b04bbf96c47b6d360cd06939e72def512b20a18a8547fa4af810258355d5",
-                "sha256:c54a2c0dd4957776ace7f95879d81582298c5daf89e77fb8bee7378f132951de",
-                "sha256:cbf28ae4b5af0f05aa6e7551cee304f1d317dbed1eb7ac1d827cee2f1ef97a99",
-                "sha256:d35f7a3a6cefec82bfdad2785e78359a0e6a5fbb3f605dd5623ce88082ccd681",
-                "sha256:d3c59549f90a891691991c17f8e58c8544060fdf3ccdea267100fa5f561ff62f",
-                "sha256:d7ae7a0576b06cb8e8a1c265a8bc4b73d05fdee6429bffc9a26a6eb531e79d72",
-                "sha256:ecf4d0b56ee394a0984de15bceeb97cbe1fe485f1ac205121293fc44dcf3f31f",
-                "sha256:f0e25bb91e7a02efccb50aba6591d3fe2c725479e34769802fcdd4076abfa917",
-                "sha256:f23951a53d18398ef1344c186fb04b26163ca6ce449ebd23404b153fd111ded9",
-                "sha256:ff7d241f866b718e4584fa95f520cb19405220c501bd3a53ee11871ba5166ea2"
-            ],
-            "index": "pypi",
-            "version": "==2.10.0"
-        },
-        "idna": {
-            "hashes": [
-                "sha256:7588d1c14ae4c77d74036e8c22ff447b26d0fde8f007354fd48a7814db15b7cb",
-                "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"
-            ],
-            "version": "==2.9"
-        },
-        "import-ipynb": {
-            "hashes": [
-                "sha256:055d7390c26234c6fbbed9a5488840ff06313a084fd3bd83230046d11a670791"
-            ],
-            "index": "pypi",
-            "version": "==0.1.3"
-        },
-        "importlib-metadata": {
-            "hashes": [
-                "sha256:0505dd08068cfec00f53a74a0ad927676d7757da81b7436a6eefe4c7cf75c545",
-                "sha256:15ec6c0fd909e893e3a08b3a7c76ecb149122fb14b7efe1199ddd4c7c57ea958"
-            ],
-            "markers": "python_version < '3.8'",
-            "version": "==1.6.1"
-        },
-        "ipykernel": {
-            "hashes": [
-                "sha256:731adb3f2c4ebcaff52e10a855ddc87670359a89c9c784d711e62d66fccdafae",
-                "sha256:a8362e3ae365023ca458effe93b026b8cdadc0b73ff3031472128dd8a2cf0289"
-            ],
-            "version": "==5.3.0"
-        },
-        "ipython": {
-            "hashes": [
-                "sha256:0ef1433879816a960cd3ae1ae1dc82c64732ca75cec8dab5a4e29783fb571d0e",
-                "sha256:1b85d65632211bf5d3e6f1406f3393c8c429a47d7b947b9a87812aa5bce6595c"
-            ],
-            "markers": "python_version >= '3.3'",
-            "version": "==7.15.0"
-        },
-        "ipython-genutils": {
-            "hashes": [
-                "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8",
-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
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-            "version": "==0.2.0"
-        },
-        "ipywidgets": {
-            "hashes": [
-                "sha256:13ffeca438e0c0f91ae583dc22f50379b9d6b28390ac7be8b757140e9a771516",
-                "sha256:e945f6e02854a74994c596d9db83444a1850c01648f1574adf144fbbabe05c97"
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-            "version": "==7.5.1"
-        },
-        "jedi": {
-            "hashes": [
-                "sha256:cd60c93b71944d628ccac47df9a60fec53150de53d42dc10a7fc4b5ba6aae798",
-                "sha256:df40c97641cb943661d2db4c33c2e1ff75d491189423249e989bcea4464f3030"
-            ],
-            "version": "==0.17.0"
-        },
-        "jinja2": {
-            "hashes": [
-                "sha256:89aab215427ef59c34ad58735269eb58b1a5808103067f7bb9d5836c651b3bb0",
-                "sha256:f0a4641d3cf955324a89c04f3d94663aa4d638abe8f733ecd3582848e1c37035"
-            ],
-            "version": "==2.11.2"
-        },
-        "joblib": {
-            "hashes": [
-                "sha256:61e49189c84b3c5d99a969d314853f4d1d263316cc694bec17548ebaa9c47b6e",
-                "sha256:6825784ffda353cc8a1be573118085789e5b5d29401856b35b756645ab5aecb5"
-            ],
-            "version": "==0.15.1"
-        },
-        "jsonschema": {
-            "hashes": [
-                "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
-                "sha256:c8a85b28d377cc7737e46e2d9f2b4f44ee3c0e1deac6bf46ddefc7187d30797a"
-            ],
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