diff --git a/machine learning/azure cognitive services/ai-900 learning paths/Pipfile.lock b/machine learning/azure cognitive services/ai-900 learning paths/Pipfile.lock
index d68d34d..8d80394 100644
--- a/machine learning/azure cognitive services/ai-900 learning paths/Pipfile.lock	
+++ b/machine learning/azure cognitive services/ai-900 learning paths/Pipfile.lock	
@@ -18,10 +18,10 @@
     "default": {
         "adal": {
             "hashes": [
-                "sha256:08b94d30676ceb78df31bce9dd0f05f1bc2b6172e44c437cbf5b968a00ac6489",
-                "sha256:9928f90e4003dc7a41c6995ccb5db79d9769a275cb365b10deb48471002642dc"
+                "sha256:2a7451ed7441ddbc57703042204a3e30ef747478eea022c70f789fc7f084bc3d",
+                "sha256:d74f45b81317454d96e982fd1c50e6fb5c99ac2223728aea8764433a39f566f1"
             ],
-            "version": "==1.2.6"
+            "version": "==1.2.7"
         },
         "azure-ai-formrecognizer": {
             "hashes": [
@@ -47,28 +47,6 @@
             "index": "pypi",
             "version": "==0.2.0"
         },
-        "azure-cognitiveservices-speech": {
-            "hashes": [
-                "sha256:0992133b39f4d5d141beb0231ea23b4186170f4cfa95ce19c63e3588740672a3",
-                "sha256:342d3990bf5d6ceb6f4384ed79dd9c371c3ca24bb70bf977b9cb35dbfd284345",
-                "sha256:4424e2078f5c9b54b4f5989111d665f3f7c4efd9bc9a984c1faaa07779ea43e1",
-                "sha256:4787202c2f450e3944a914996ee00d0267d6420cb01e790b2b1e7c751189e5d7",
-                "sha256:5ca8bdb3c1e238f55d3d450dd42177f1b1d53b4e01ebcb14625106072a3efcec",
-                "sha256:5d9dcef5bd92461b575857188d16dfa752af9fcc4e6dc9fb6604ee97e12894be",
-                "sha256:74b5f0eb72b8cc177cbc840809a98c57ea7a2eb5b5234757087963172a03fe1e",
-                "sha256:784d2be4d7dcee49079ac0f13f045ecd8f9ebab78928c241fca0570aa601d24f",
-                "sha256:7ab2afcd1b18ba4a7baeb37e3aa0d1f86c74c388238c09b61aa8e9a457e96a9f",
-                "sha256:7d018566957f3f57bb295fde1f9c8da472523ce1d4515576527083b4dc306313",
-                "sha256:96786ee3bfc4873dad31d79fccdeaa4dda72d40aa5293fd3f68d85128f2f5a0b",
-                "sha256:afdf186473d4eb61fafae751a3ee269911681801ae4d8ad5552eaa0f01675a04",
-                "sha256:d3f16cb832d668d1014061722f6d2806ba4ce8ab218bc6acd11bff5ae5e9bc9d",
-                "sha256:d83db0ffd9d1c3fd781af3994445d0e4831e7ee5f75e1a6795275003f82c08d1",
-                "sha256:f37783ab498eb23a3027985dc48d6424f291fb192ad30ece97bd5a950fe9a0cc",
-                "sha256:fff3aa15d7a726848fa3f9f3ebc759d40a09a4e9419dcaa51f5bf69327b397a0"
-            ],
-            "index": "pypi",
-            "version": "==1.14.0"
-        },
         "azure-cognitiveservices-vision-computervision": {
             "hashes": [
                 "sha256:8f527216d0602ca484cda02af01616649f606f47a989166533f0047a0d1b4976",
@@ -95,17 +73,18 @@
         },
         "azure-common": {
             "hashes": [
-                "sha256:acd26b2adb3ea192d766b4f083805287da080adc7f316ce7e52ef0ea917fbe31",
-                "sha256:b2866238aea5d7492cfb0282fc8b8d5f6d06fb433872345864d45753c10b6e4f"
+                "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3",
+                "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"
             ],
-            "version": "==1.1.26"
+            "version": "==1.1.28"
         },
         "azure-core": {
             "hashes": [
-                "sha256:2d0ff1c446cc572f3e32a9a59809880d0d857754a06afe682bce8a6ea2201607",
-                "sha256:adf2b1c6ef150a92295b4b405f982a9d2c55c4846728cb14760ca592acbb09ec"
+                "sha256:23c1389a115c328878c4eface3ca3899c2468313ea6f883f2347d6924cd887b2",
+                "sha256:a56a6f720d0948d3f3e4a25a5fe46df2f1b7f865c358d74e2ce47dbb49262608"
             ],
-            "version": "==1.12.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.23.0"
         },
         "azure-graphrbac": {
             "hashes": [
@@ -130,10 +109,18 @@
         },
         "azure-mgmt-containerregistry": {
             "hashes": [
-                "sha256:7de7c542e29b441f3858447694c4e5ab933eeef74bce2dd5bdab32b6d521ecd3",
-                "sha256:b24be1050d54f3158e8be7f6ad677f0c8888dddefd09fb8391ebfc73d40173a4"
+                "sha256:06ab1bb871063a83b32d0d188b9da6cec4d7937102213f01491f3e53680ea2d3",
+                "sha256:8e4cc62c3aab260c029f3dbb946cc5938776abe8f43fe3d4f2e51519083b3240"
             ],
-            "version": "==2.8.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==9.1.0"
+        },
+        "azure-mgmt-core": {
+            "hashes": [
+                "sha256:3ffb7352b39e5495dccc2d2b47254f4d82747aff4735e8bf3267c335b0c9bb40",
+                "sha256:7b7fa952aeb9d3eaa13eff905880f3d3b62200f7be7a8ba5a50c8b2e7295322a"
+            ],
+            "version": "==1.3.0"
         },
         "azure-mgmt-keyvault": {
             "hashes": [
@@ -144,10 +131,10 @@
         },
         "azure-mgmt-resource": {
             "hashes": [
-                "sha256:5cf9cee8e8b08d36dfc73f50dc992e08f9df4ed99d53672a3f5e30f595487011",
-                "sha256:6aff35fcd23aaf508418c5d4885d5fb37ccf7aa601a580d97ca671d61738a78a"
+                "sha256:1a2c96a026e8ba434d430c7f179ce1e96bf3ce389b53ac96b74c13162426461c",
+                "sha256:c3c2d4f3ad1fb42a05c0255364e2cfdb2d2bbecedc94cddc2443e7fde9163ce4"
             ],
-            "version": "==12.1.0"
+            "version": "==13.0.0"
         },
         "azure-mgmt-storage": {
             "hashes": [
@@ -253,58 +240,72 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2020.12.5"
+            "version": "==2021.10.8"
         },
         "cffi": {
             "hashes": [
-                "sha256:005a36f41773e148deac64b08f233873a4d0c18b053d37da83f6af4d9087b813",
-                "sha256:0857f0ae312d855239a55c81ef453ee8fd24136eaba8e87a2eceba644c0d4c06",
-                "sha256:1071534bbbf8cbb31b498d5d9db0f274f2f7a865adca4ae429e147ba40f73dea",
-                "sha256:158d0d15119b4b7ff6b926536763dc0714313aa59e320ddf787502c70c4d4bee",
-                "sha256:1f436816fc868b098b0d63b8920de7d208c90a67212546d02f84fe78a9c26396",
-                "sha256:2894f2df484ff56d717bead0a5c2abb6b9d2bf26d6960c4604d5c48bbc30ee73",
-                "sha256:29314480e958fd8aab22e4a58b355b629c59bf5f2ac2492b61e3dc06d8c7a315",
-                "sha256:34eff4b97f3d982fb93e2831e6750127d1355a923ebaeeb565407b3d2f8d41a1",
-                "sha256:35f27e6eb43380fa080dccf676dece30bef72e4a67617ffda586641cd4508d49",
-                "sha256:3d3dd4c9e559eb172ecf00a2a7517e97d1e96de2a5e610bd9b68cea3925b4892",
-                "sha256:43e0b9d9e2c9e5d152946b9c5fe062c151614b262fda2e7b201204de0b99e482",
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-                "sha256:58e3f59d583d413809d60779492342801d6e82fefb89c86a38e040c16883be53",
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-                "sha256:99cd03ae7988a93dd00bcd9d0b75e1f6c426063d6f03d2f90b89e29b25b82dfa",
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-                "sha256:9de2e279153a443c656f2defd67769e6d1e4163952b3c622dcea5b08a6405322",
-                "sha256:9e93e79c2551ff263400e1e4be085a1210e12073a31c2011dbbda14bda0c6132",
-                "sha256:9ff227395193126d82e60319a673a037d5de84633f11279e336f9c0f189ecc62",
-                "sha256:a465da611f6fa124963b91bf432d960a555563efe4ed1cc403ba5077b15370aa",
-                "sha256:ad17025d226ee5beec591b52800c11680fca3df50b8b29fe51d882576e039ee0",
-                "sha256:afb29c1ba2e5a3736f1c301d9d0abe3ec8b86957d04ddfa9d7a6a42b9367e396",
-                "sha256:b85eb46a81787c50650f2392b9b4ef23e1f126313b9e0e9013b35c15e4288e2e",
-                "sha256:bb89f306e5da99f4d922728ddcd6f7fcebb3241fc40edebcb7284d7514741991",
-                "sha256:cbde590d4faaa07c72bf979734738f328d239913ba3e043b1e98fe9a39f8b2b6",
-                "sha256:cd2868886d547469123fadc46eac7ea5253ea7fcb139f12e1dfc2bbd406427d1",
-                "sha256:d42b11d692e11b6634f7613ad8df5d6d5f8875f5d48939520d351007b3c13406",
-                "sha256:f2d45f97ab6bb54753eab54fffe75aaf3de4ff2341c9daee1987ee1837636f1d",
-                "sha256:fd78e5fee591709f32ef6edb9a015b4aa1a5022598e36227500c8f4e02328d9c"
-            ],
-            "version": "==1.14.5"
+                "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3",
+                "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2",
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+                "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7",
+                "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39",
+                "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605",
+                "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a",
+                "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37",
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+                "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a",
+                "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e",
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+                "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024",
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+                "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0",
+                "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e",
+                "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a",
+                "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e",
+                "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032",
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+                "sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e",
+                "sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b",
+                "sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e",
+                "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954",
+                "sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962",
+                "sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c",
+                "sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4",
+                "sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55",
+                "sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962",
+                "sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023",
+                "sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c",
+                "sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6",
+                "sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8",
+                "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382",
+                "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7",
+                "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc",
+                "sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997",
+                "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"
+            ],
+            "version": "==1.15.0"
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         "chardet": {
             "hashes": [
                 "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa",
                 "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==4.0.0"
         },
         "cloudpickle": {
@@ -312,141 +313,172 @@
                 "sha256:3a32d0eb0bc6f4d0c57fbc4f3e3780f7a81e6fee0fa935072884d58ae8e1cc7c",
                 "sha256:9bc994f9e9447593bd0a45371f0e7ac7333710fcf64a4eb9834bf149f4ef2f32"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.6.0"
         },
         "contextlib2": {
             "hashes": [
-                "sha256:01f490098c18b19d2bd5bb5dc445b2054d2fa97f09a4280ba2c5f3c394c8162e",
-                "sha256:3355078a159fbb44ee60ea80abd0d87b80b78c248643b49aa6d94673b413609b"
+                "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f",
+                "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"
             ],
-            "version": "==0.6.0.post1"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.6.0"
         },
         "cryptography": {
             "hashes": [
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@@ -481,10 +513,10 @@
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@@ -517,39 +549,47 @@
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-                "sha256:ecb5b74c702358cdc21268ff4c37f7466357871f53a30e6f84c686952bef16a9"
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-            "version": "==1.20.1"
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+                "sha256:cc1b30205d138d1005adb52087ff45708febbef0e420386f58664f984ef56954",
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+                "sha256:eed2afaa97ec33b4411995be12f8bdb95c87984eaa28d76cf628970c8a2d689a",
+                "sha256:fc7a7d7b0ed72589fd8b8486b9b42a564f10b8762be8bd4d9df94b807af4a089"
+            ],
+            "markers": "python_version < '3.11' and python_version >= '3.7'",
+            "version": "==1.21.5"
         },
         "oauthlib": {
             "hashes": [
-                "sha256:bee41cc35fcca6e988463cacc3bcb8a96224f470ca547e697b604cc697b2f889",
-                "sha256:df884cd6cbe20e32633f1db1072e9356f53638e4361bef4e8b03c9127c9328ea"
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-            "version": "==3.1.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.2.0"
         },
         "pandas": {
             "hashes": [
@@ -576,49 +616,51 @@
         },
         "pathspec": {
             "hashes": [
-                "sha256:86379d6b86d75816baba717e64b1a3a3469deb93bb76d613c9ce79edc5cb68fd",
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-            "version": "==0.8.1"
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         "pillow": {
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+                "sha256:ede5af4a2702444a832a800b8eb7f0a7a1c0eed55b644642e049c98d589e5092",
+                "sha256:effb7749713d5317478bb3acb3f81d9d7c7f86726d41c1facca068a04cf5bb4c",
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+                "sha256:f25ed6e28ddf50de7e7ea99d7a976d6a9c415f03adcaac9c41ff6ff41b6d86ac"
             ],
             "index": "pypi",
-            "version": "==8.1.1"
+            "version": "==9.0.1"
         },
         "portalocker": {
             "hashes": [
@@ -630,21 +672,32 @@
         },
         "pyasn1": {
             "hashes": [
+                "sha256:014c0e9976956a08139dc0712ae195324a75e142284d5f87f1a87ee1b068a359",
+                "sha256:03840c999ba71680a131cfaee6fab142e1ed9bbd9c693e285cc6aca0d555e576",
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                 "sha256:39c7e2ec30515947ff4e87fb6f456dfc6e84857d34be479c9d4a4ba4bf46aa5d",
-                "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba"
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+                "sha256:78fa6da68ed2727915c4767bb386ab32cdba863caa7dbe473eaae45f9959da86",
+                "sha256:7ab8a544af125fb704feadb008c99a88805126fb525280b2270bb25cc1d78a12",
+                "sha256:99fcc3c8d804d1bc6d9a099921e39d827026409a58f2a720dcdb89374ea0c776",
+                "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba",
+                "sha256:e89bf84b5437b532b0803ba5c9a5e054d21fec423a89952a74f87fa2c9b7bce2",
+                "sha256:fec3e9d8e36808a28efb59b489e4528c10ad0f480e57dcc32b4de5c9d8c9fdf3"
             ],
             "version": "==0.4.8"
         },
         "pycparser": {
             "hashes": [
-                "sha256:2d475327684562c3a96cc71adf7dc8c4f0565175cf86b6d7a404ff4c771f15f0",
-                "sha256:7582ad22678f0fcd81102833f60ef8d0e57288b6b5fb00323d101be910e35705"
+                "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9",
+                "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"
             ],
-            "version": "==2.20"
+            "version": "==2.21"
         },
         "pyjwt": {
             "extras": [
-                "crypto"
+
             ],
             "hashes": [
                 "sha256:5c6eca3c2940464d106b99ba83b00c6add741c9becaec087fb7ccdefea71350e",
@@ -661,24 +714,26 @@
         },
         "pyparsing": {
             "hashes": [
-                "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
-                "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
+                "sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea",
+                "sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484"
             ],
-            "version": "==2.4.7"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.0.7"
         },
         "python-dateutil": {
             "hashes": [
-                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
-                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "version": "==2.8.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==2.8.2"
         },
         "pytz": {
             "hashes": [
-                "sha256:83a4a90894bf38e243cf052c8b58f381bfe9a7a483f6a9cab140bc7f702ac4da",
-                "sha256:eb10ce3e7736052ed3623d49975ce333bcd712c7bb19a58b9e2089d4057d0798"
+                "sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c",
+                "sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326"
             ],
-            "version": "==2021.1"
+            "version": "==2021.3"
         },
         "requests": {
             "hashes": [
@@ -690,98 +745,98 @@
         },
         "requests-oauthlib": {
             "hashes": [
-                "sha256:7f71572defaecd16372f9006f33c2ec8c077c3cfa6f5911a9a90202beb513f3d",
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@@ -790,6 +845,7 @@
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@@ -844,10 +915,11 @@
         },
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@@ -862,43 +934,44 @@
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