diff --git a/Pipfile b/Pipfile
index 8c49769..6f00b87 100644
--- a/Pipfile
+++ b/Pipfile
@@ -15,7 +15,7 @@ sklearn = "==0.0"
 torch = "==1.7.1"
 torchvision = "==0.8.2"
 tqdm = "==4.56.0"
-Pillow = "==8.1.0"
+Pillow = "==9.0.1"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 773bb07..3921331 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "39014d27bc057b5641fdbffe69cdf67f3c121b59c6c15f6a5b1305e9bcc2aef7"
+            "sha256": "2c2bf6caf88b5cb549b759ecc2efb713e7c0f70424b6ec2f3ca15bbf58e180d2"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -89,6 +89,14 @@
             ],
             "version": "==0.2.0"
         },
+        "beautifulsoup4": {
+            "hashes": [
+                "sha256:9a315ce70049920ea4572a4055bc4bd700c940521d36fc858205ad4fcde149bf",
+                "sha256:c23ad23c521d818955a4151a67d81580319d4bf548d3d49f4223ae041ff98891"
+            ],
+            "markers": "python_version >= '3.1'",
+            "version": "==4.10.0"
+        },
         "bleach": {
             "hashes": [
                 "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da",
@@ -337,11 +345,11 @@
         },
         "jupyter-console": {
             "hashes": [
-                "sha256:242248e1685039cd8bff2c2ecb7ce6c1546eb50ee3b08519729e6e881aec19c7",
-                "sha256:7799c4ea951e0e96ba8260575423cb323ea5a03fcf5503560fa3e15748869e27"
+                "sha256:55f32626b0be647a85e3217ddcdb22db69efc79e8b403b9771eb9ecc696019b5",
+                "sha256:e630bcb682c0088dda45688ad7c2424d4a825c8acf494cb036ced03ed0424841"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==6.4.0"
+            "version": "==6.4.3"
         },
         "jupyter-core": {
             "hashes": [
@@ -542,27 +550,27 @@
         },
         "nbclient": {
             "hashes": [
-                "sha256:03e857bea3012377289daa1e1c1651f4fc0295bcd109ccd36a337efcdbebaed7",
-                "sha256:751516992f34b58172bad54eef1e4bf7e4f4460d58e255ca1a4e5c9649476007"
+                "sha256:40c52c9b5e3c31faecaee69f202b3f53e38d7c1c563de0fadde9d7eda0fdafe8",
+                "sha256:47ac905af59379913c1f8f541098d2550153cf8dc58553cbe18c702b181518b0"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.5.11"
+            "version": "==0.5.13"
         },
         "nbconvert": {
             "hashes": [
-                "sha256:7b006ae9979af56200e7fa3db39d9d12c99e811e8843b05dbe518e5b754bcb2e",
-                "sha256:eb2803db18f6facce6bf3b01b684fe47907994bd156d15eaccdf011e3d7f8164"
+                "sha256:c0c13d11378e13f72b9cd509c008383dca4051c228e4985f75023b2a5d82fc9f",
+                "sha256:ee0dfe34bbd1082ac9bfc750aae3c73fcbc34a70c5574c6986ff83c10a3541fd"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==6.4.2"
+            "version": "==6.4.4"
         },
         "nbformat": {
             "hashes": [
-                "sha256:b516788ad70771c6250977c1374fcca6edebe6126fd2adb5a69aa5c2356fd1c8",
-                "sha256:eb8447edd7127d043361bc17f2f5a807626bc8e878c7709a1c647abda28a9171"
+                "sha256:3e30424e8291b2188347f5c3ba5273ed3766f12f8c5137c2e456a0815f36e785",
+                "sha256:93df0b9c67221d38fb970c48f6d361819a6c388299a0ef3171bbb912edfe1324"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==5.1.3"
+            "markers": "python_version >= '3.7'",
+            "version": "==5.2.0"
         },
         "nest-asyncio": {
             "hashes": [
@@ -699,41 +707,44 @@
         },
         "pillow": {
             "hashes": [
-                "sha256:165c88bc9d8dba670110c689e3cc5c71dbe4bfb984ffa7cbebf1fac9554071d6",
-                "sha256:1d208e670abfeb41b6143537a681299ef86e92d2a3dac299d3cd6830d5c7bded",
-                "sha256:22d070ca2e60c99929ef274cfced04294d2368193e935c5d6febfd8b601bf865",
-                "sha256:2353834b2c49b95e1313fb34edf18fca4d57446675d05298bb694bca4b194174",
-                "sha256:39725acf2d2e9c17356e6835dccebe7a697db55f25a09207e38b835d5e1bc032",
-                "sha256:3de6b2ee4f78c6b3d89d184ade5d8fa68af0848f9b6b6da2b9ab7943ec46971a",
-                "sha256:47c0d93ee9c8b181f353dbead6530b26980fe4f5485aa18be8f1fd3c3cbc685e",
-                "sha256:5e2fe3bb2363b862671eba632537cd3a823847db4d98be95690b7e382f3d6378",
-                "sha256:604815c55fd92e735f9738f65dabf4edc3e79f88541c221d292faec1904a4b17",
-                "sha256:6c5275bd82711cd3dcd0af8ce0bb99113ae8911fc2952805f1d012de7d600a4c",
-                "sha256:731ca5aabe9085160cf68b2dbef95fc1991015bc0a3a6ea46a371ab88f3d0913",
-                "sha256:7612520e5e1a371d77e1d1ca3a3ee6227eef00d0a9cddb4ef7ecb0b7396eddf7",
-                "sha256:7916cbc94f1c6b1301ac04510d0881b9e9feb20ae34094d3615a8a7c3db0dcc0",
-                "sha256:81c3fa9a75d9f1afafdb916d5995633f319db09bd773cb56b8e39f1e98d90820",
-                "sha256:887668e792b7edbfb1d3c9d8b5d8c859269a0f0eba4dda562adb95500f60dbba",
-                "sha256:93a473b53cc6e0b3ce6bf51b1b95b7b1e7e6084be3a07e40f79b42e83503fbf2",
-                "sha256:96d4dc103d1a0fa6d47c6c55a47de5f5dafd5ef0114fa10c85a1fd8e0216284b",
-                "sha256:a3d3e086474ef12ef13d42e5f9b7bbf09d39cf6bd4940f982263d6954b13f6a9",
-                "sha256:b02a0b9f332086657852b1f7cb380f6a42403a6d9c42a4c34a561aa4530d5234",
-                "sha256:b09e10ec453de97f9a23a5aa5e30b334195e8d2ddd1ce76cc32e52ba63c8b31d",
-                "sha256:b6f00ad5ebe846cc91763b1d0c6d30a8042e02b2316e27b05de04fa6ec831ec5",
-                "sha256:bba80df38cfc17f490ec651c73bb37cd896bc2400cfba27d078c2135223c1206",
-                "sha256:c3d911614b008e8a576b8e5303e3db29224b455d3d66d1b2848ba6ca83f9ece9",
-                "sha256:ca20739e303254287138234485579b28cb0d524401f83d5129b5ff9d606cb0a8",
-                "sha256:cb192176b477d49b0a327b2a5a4979552b7a58cd42037034316b8018ac3ebb59",
-                "sha256:cdbbe7dff4a677fb555a54f9bc0450f2a21a93c5ba2b44e09e54fcb72d2bd13d",
-                "sha256:cf6e33d92b1526190a1de904df21663c46a456758c0424e4f947ae9aa6088bf7",
-                "sha256:d355502dce85ade85a2511b40b4c61a128902f246504f7de29bbeec1ae27933a",
-                "sha256:d673c4990acd016229a5c1c4ee8a9e6d8f481b27ade5fc3d95938697fa443ce0",
-                "sha256:dc577f4cfdda354db3ae37a572428a90ffdbe4e51eda7849bf442fb803f09c9b",
-                "sha256:dd9eef866c70d2cbbea1ae58134eaffda0d4bfea403025f4db6859724b18ab3d",
-                "sha256:f50e7a98b0453f39000619d845be8b06e611e56ee6e8186f7f60c3b1e2f0feae"
+                "sha256:011233e0c42a4a7836498e98c1acf5e744c96a67dd5032a6f666cc1fb97eab97",
+                "sha256:0f29d831e2151e0b7b39981756d201f7108d3d215896212ffe2e992d06bfe049",
+                "sha256:12875d118f21cf35604176872447cdb57b07126750a33748bac15e77f90f1f9c",
+                "sha256:14d4b1341ac07ae07eb2cc682f459bec932a380c3b122f5540432d8977e64eae",
+                "sha256:1c3c33ac69cf059bbb9d1a71eeaba76781b450bc307e2291f8a4764d779a6b28",
+                "sha256:1d19397351f73a88904ad1aee421e800fe4bbcd1aeee6435fb62d0a05ccd1030",
+                "sha256:253e8a302a96df6927310a9d44e6103055e8fb96a6822f8b7f514bb7ef77de56",
+                "sha256:2632d0f846b7c7600edf53c48f8f9f1e13e62f66a6dbc15191029d950bfed976",
+                "sha256:335ace1a22325395c4ea88e00ba3dc89ca029bd66bd5a3c382d53e44f0ccd77e",
+                "sha256:413ce0bbf9fc6278b2d63309dfeefe452835e1c78398efb431bab0672fe9274e",
+                "sha256:5100b45a4638e3c00e4d2320d3193bdabb2d75e79793af7c3eb139e4f569f16f",
+                "sha256:514ceac913076feefbeaf89771fd6febde78b0c4c1b23aaeab082c41c694e81b",
+                "sha256:528a2a692c65dd5cafc130de286030af251d2ee0483a5bf50c9348aefe834e8a",
+                "sha256:6295f6763749b89c994fcb6d8a7f7ce03c3992e695f89f00b741b4580b199b7e",
+                "sha256:6c8bc8238a7dfdaf7a75f5ec5a663f4173f8c367e5a39f87e720495e1eed75fa",
+                "sha256:718856856ba31f14f13ba885ff13874be7fefc53984d2832458f12c38205f7f7",
+                "sha256:7f7609a718b177bf171ac93cea9fd2ddc0e03e84d8fa4e887bdfc39671d46b00",
+                "sha256:80ca33961ced9c63358056bd08403ff866512038883e74f3a4bf88ad3eb66838",
+                "sha256:80fe64a6deb6fcfdf7b8386f2cf216d329be6f2781f7d90304351811fb591360",
+                "sha256:81c4b81611e3a3cb30e59b0cf05b888c675f97e3adb2c8672c3154047980726b",
+                "sha256:855c583f268edde09474b081e3ddcd5cf3b20c12f26e0d434e1386cc5d318e7a",
+                "sha256:9bfdb82cdfeccec50aad441afc332faf8606dfa5e8efd18a6692b5d6e79f00fd",
+                "sha256:a5d24e1d674dd9d72c66ad3ea9131322819ff86250b30dc5821cbafcfa0b96b4",
+                "sha256:a9f44cd7e162ac6191491d7249cceb02b8116b0f7e847ee33f739d7cb1ea1f70",
+                "sha256:b5b3f092fe345c03bca1e0b687dfbb39364b21ebb8ba90e3fa707374b7915204",
+                "sha256:b9618823bd237c0d2575283f2939655f54d51b4527ec3972907a927acbcc5bfc",
+                "sha256:cef9c85ccbe9bee00909758936ea841ef12035296c748aaceee535969e27d31b",
+                "sha256:d21237d0cd37acded35154e29aec853e945950321dd2ffd1a7d86fe686814669",
+                "sha256:d3c5c79ab7dfce6d88f1ba639b77e77a17ea33a01b07b99840d6ed08031cb2a7",
+                "sha256:d9d7942b624b04b895cb95af03a23407f17646815495ce4547f0e60e0b06f58e",
+                "sha256:db6d9fac65bd08cea7f3540b899977c6dee9edad959fa4eaf305940d9cbd861c",
+                "sha256:ede5af4a2702444a832a800b8eb7f0a7a1c0eed55b644642e049c98d589e5092",
+                "sha256:effb7749713d5317478bb3acb3f81d9d7c7f86726d41c1facca068a04cf5bb4c",
+                "sha256:f154d173286a5d1863637a7dcd8c3437bb557520b01bddb0be0258dcb72696b5",
+                "sha256:f25ed6e28ddf50de7e7ea99d7a976d6a9c415f03adcaac9c41ff6ff41b6d86ac"
             ],
             "index": "pypi",
-            "version": "==8.1.0"
+            "version": "==9.0.1"
         },
         "prometheus-client": {
             "hashes": [
@@ -821,7 +832,7 @@
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
                 "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.8.2"
         },
         "pytz": {
@@ -992,7 +1003,7 @@
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
         "sklearn": {
@@ -1010,6 +1021,14 @@
             "markers": "python_version >= '3.5'",
             "version": "==1.2.0"
         },
+        "soupsieve": {
+            "hashes": [
+                "sha256:1a3cca2617c6b38c0343ed661b1fa5de5637f257d4fe22bd9f1338010a1efefb",
+                "sha256:b8d49b1cd4f037c7082a9683dfa1801aa2597fb11c3a1155b7a5b94829b4f1f9"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.3.1"
+        },
         "stack-data": {
             "hashes": [
                 "sha256:45692d41bd633a9503a5195552df22b583caf16f0b27c4e58c98d88c8b648e12",
@@ -1019,11 +1038,11 @@
         },
         "terminado": {
             "hashes": [
-                "sha256:d61f112f3beb7271d953d3934f056af185f6be0750303581fa1c511379a8a5d0",
-                "sha256:e6147a7ea31d150f9df4a26cedde3dbb2e011be269f89ff0267ae4157f3ae426"
+                "sha256:874d4ea3183536c1782d13c7c91342ef0cf4e5ee1d53633029cbc972c8760bd8",
+                "sha256:94d1cfab63525993f7d5c9b469a50a18d0cdf39435b59785715539dd41e36c0d"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.13.2"
+            "version": "==0.13.3"
         },
         "testpath": {
             "hashes": [