diff --git a/machine learning/azure-machine-learning-samples/Pipfile.lock b/machine learning/azure-machine-learning-samples/Pipfile.lock
index f905af9..1b0a8c9 100644
--- a/machine learning/azure-machine-learning-samples/Pipfile.lock	
+++ b/machine learning/azure-machine-learning-samples/Pipfile.lock	
@@ -18,10 +18,10 @@
     "default": {
         "adal": {
             "hashes": [
-                "sha256:7492aff8f0ba7dd4e1c477303295c645141540fff34c3ca6de0a0b0e6c1c122a",
-                "sha256:8003ba03ef04170195b3eddda8a5ab43649ef2c5f0287023d515affb1ccfcfc3"
+                "sha256:2a7451ed7441ddbc57703042204a3e30ef747478eea022c70f789fc7f084bc3d",
+                "sha256:d74f45b81317454d96e982fd1c50e6fb5c99ac2223728aea8764433a39f566f1"
             ],
-            "version": "==1.2.5"
+            "version": "==1.2.7"
         },
         "azure-ai-formrecognizer": {
             "hashes": [
@@ -95,17 +95,18 @@
         },
         "azure-common": {
             "hashes": [
-                "sha256:acd26b2adb3ea192d766b4f083805287da080adc7f316ce7e52ef0ea917fbe31",
-                "sha256:b2866238aea5d7492cfb0282fc8b8d5f6d06fb433872345864d45753c10b6e4f"
+                "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3",
+                "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"
             ],
-            "version": "==1.1.26"
+            "version": "==1.1.28"
         },
         "azure-core": {
             "hashes": [
-                "sha256:a4db9e64fc0de9d19d004d6b3b908459aa7d9cb6730734c485f738cb56a1ef27",
-                "sha256:ef8ae93a2ce8b595f231395579be11aadc1838168cbc2582e2d0bbd8b15c461f"
+                "sha256:23c1389a115c328878c4eface3ca3899c2468313ea6f883f2347d6924cd887b2",
+                "sha256:a56a6f720d0948d3f3e4a25a5fe46df2f1b7f865c358d74e2ce47dbb49262608"
             ],
-            "version": "==1.9.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.23.0"
         },
         "azure-graphrbac": {
             "hashes": [
@@ -130,10 +131,18 @@
         },
         "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 +153,10 @@
         },
         "azure-mgmt-resource": {
             "hashes": [
-                "sha256:719842002bd4f9558e501a088977f6d784059ca53a0f70404aa528614e9aa823",
-                "sha256:8779e27fae0e81e9128789a33924dba26f2a0d756b215364b1b4372f020b9f1f"
+                "sha256:1a2c96a026e8ba434d430c7f179ce1e96bf3ce389b53ac96b74c13162426461c",
+                "sha256:c3c2d4f3ad1fb42a05c0255364e2cfdb2d2bbecedc94cddc2443e7fde9163ce4"
             ],
-            "version": "==12.0.0"
+            "version": "==13.0.0"
         },
         "azure-mgmt-storage": {
             "hashes": [
@@ -156,28 +165,6 @@
             ],
             "version": "==11.2.0"
         },
-        "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"
-        },
         "azureml-core": {
             "hashes": [
                 "sha256:0ee54e35be1822a5fd9101c43c6b17f038f57ff96091e579b8e97f4f36fe8eca"
@@ -253,51 +240,65 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2020.12.5"
+            "version": "==2021.10.8"
         },
         "cffi": {
             "hashes": [
-                "sha256:00a1ba5e2e95684448de9b89888ccd02c98d512064b4cb987d48f4b40aa0421e",
-                "sha256:00e28066507bfc3fe865a31f325c8391a1ac2916219340f87dfad602c3e48e5d",
-                "sha256:045d792900a75e8b1e1b0ab6787dd733a8190ffcf80e8c8ceb2fb10a29ff238a",
-                "sha256:0638c3ae1a0edfb77c6765d487fee624d2b1ee1bdfeffc1f0b58c64d149e7eec",
-                "sha256:105abaf8a6075dc96c1fe5ae7aae073f4696f2905fde6aeada4c9d2926752362",
-                "sha256:155136b51fd733fa94e1c2ea5211dcd4c8879869008fc811648f16541bf99668",
-                "sha256:1a465cbe98a7fd391d47dce4b8f7e5b921e6cd805ef421d04f5f66ba8f06086c",
-                "sha256:1d2c4994f515e5b485fd6d3a73d05526aa0fcf248eb135996b088d25dfa1865b",
-                "sha256:2c24d61263f511551f740d1a065eb0212db1dbbbbd241db758f5244281590c06",
-                "sha256:51a8b381b16ddd370178a65360ebe15fbc1c71cf6f584613a7ea08bfad946698",
-                "sha256:594234691ac0e9b770aee9fcdb8fa02c22e43e5c619456efd0d6c2bf276f3eb2",
-                "sha256:5cf4be6c304ad0b6602f5c4e90e2f59b47653ac1ed9c662ed379fe48a8f26b0c",
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-                "sha256:840793c68105fe031f34d6a086eaea153a0cd5c491cde82a74b420edd0a2b909",
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-                "sha256:9cc46bc107224ff5b6d04369e7c595acb700c3613ad7bcf2e2012f62ece80c35",
-                "sha256:9f7a31251289b2ab6d4012f6e83e58bc3b96bd151f5b5262467f4bb6b34a7c26",
-                "sha256:9ffb888f19d54a4d4dfd4b3f29bc2c16aa4972f1c2ab9c4ab09b8ab8685b9c2b",
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-                "sha256:a7711edca4dcef1a75257b50a2fbfe92a65187c47dab5a0f1b9b332c5919a3fb",
-                "sha256:af5c59122a011049aad5dd87424b8e65a80e4a6477419c0c1015f73fb5ea0293",
-                "sha256:b18e0a9ef57d2b41f5c68beefa32317d286c3d6ac0484efd10d6e07491bb95dd",
-                "sha256:b4e248d1087abf9f4c10f3c398896c87ce82a9856494a7155823eb45a892395d",
-                "sha256:ba4e9e0ae13fc41c6b23299545e5ef73055213e466bd107953e4a013a5ddd7e3",
-                "sha256:c6332685306b6417a91b1ff9fae889b3ba65c2292d64bd9245c093b1b284809d",
-                "sha256:d5ff0621c88ce83a28a10d2ce719b2ee85635e85c515f12bac99a95306da4b2e",
-                "sha256:d9efd8b7a3ef378dd61a1e77367f1924375befc2eba06168b6ebfa903a5e59ca",
-                "sha256:df5169c4396adc04f9b0a05f13c074df878b6052430e03f50e68adf3a57aa28d",
-                "sha256:ebb253464a5d0482b191274f1c8bf00e33f7e0b9c66405fbffc61ed2c839c775",
-                "sha256:ec80dc47f54e6e9a78181ce05feb71a0353854cc26999db963695f950b5fb375",
-                "sha256:f032b34669220030f905152045dfa27741ce1a6db3324a5bc0b96b6c7420c87b",
-                "sha256:f60567825f791c6f8a592f3c6e3bd93dd2934e3f9dac189308426bd76b00ef3b",
-                "sha256:f803eaa94c2fcda012c047e62bc7a51b0bdabda1cad7a92a522694ea2d76e49f"
-            ],
-            "version": "==1.14.4"
+                "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3",
+                "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2",
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+                "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728",
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+                "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7",
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+                "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605",
+                "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a",
+                "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37",
+                "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029",
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+                "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df",
+                "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14",
+                "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880",
+                "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2",
+                "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a",
+                "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e",
+                "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474",
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+                "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0",
+                "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e",
+                "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a",
+                "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e",
+                "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032",
+                "sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6",
+                "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"
         },
         "chardet": {
             "hashes": [
@@ -317,62 +318,70 @@
         },
         "contextlib2": {
             "hashes": [
-                "sha256:01f490098c18b19d2bd5bb5dc445b2054d2fa97f09a4280ba2c5f3c394c8162e",
-                "sha256:3355078a159fbb44ee60ea80abd0d87b80b78c248643b49aa6d94673b413609b"
+                "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f",
+                "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.6.0.post1"
+            "markers": "python_version >= '3.6'",
+            "version": "==21.6.0"
         },
         "cryptography": {
             "hashes": [
-                "sha256:0003a52a123602e1acee177dc90dd201f9bb1e73f24a070db7d36c588e8f5c7d",
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-                "sha256:a69bd3c68b98298f490e84519b954335154917eaab52cf582fa2c5c7efc6e812",
-                "sha256:b4890d5fb9b7a23e3bf8abf5a8a7da8e228f1e97dc96b30b95685df840b6914a",
-                "sha256:c366df0401d1ec4e548bebe8f91d55ebcc0ec3137900d214dd7aac8427ef3030",
-                "sha256:dc42f645f8f3a489c3dd416730a514e7a91a59510ddaadc09d04224c098d3302"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
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+            "markers": "python_version >= '3.6'",
+            "version": "==5.0.3"
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@@ -384,26 +393,26 @@
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@@ -415,49 +424,61 @@
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@@ -492,10 +513,10 @@
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@@ -506,10 +527,10 @@
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@@ -528,51 +549,47 @@
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+            "markers": "python_version >= '3.6'",
+            "version": "==3.2.0"
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@@ -599,55 +616,58 @@
         },
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-            "version": "==8.1.0"
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-            "markers": "platform_system == 'Windows'",
+            "markers": "platform_system != 'Windows'",
             "version": "==1.7.1"
         },
         "pyasn1": {
@@ -670,15 +690,15 @@
         },
         "pycparser": {
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             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.20"
+            "version": "==2.21"
         },
         "pyjwt": {
             "extras": [
-                "crypto"
+
             ],
             "hashes": [
                 "sha256:5c6eca3c2940464d106b99ba83b00c6add741c9becaec087fb7ccdefea71350e",
@@ -695,44 +715,26 @@
         },
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-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.4.7"
+            "markers": "python_version >= '3.6'",
+            "version": "==3.0.7"
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         "python-dateutil": {
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             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.8.1"
+            "version": "==2.8.2"
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         "pytz": {
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@@ -744,113 +746,108 @@
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.4.3"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.7.1"
         },
         "mccabe": {
             "hashes": [
@@ -911,11 +916,11 @@
         },
         "pycodestyle": {
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.6.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==2.8.0"
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@@ -925,14 +930,6 @@
             "index": "pypi",
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@@ -943,39 +940,39 @@
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