diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index c58850972..ce00d2b58 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -1,6 +1,10 @@
 name: Lint
 
-on: push
+on:
+  push:
+  pull_request:
+    branches:
+      - develop
 
 jobs:
   formatting:
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 19bff140e..7f25c83c1 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -1,6 +1,10 @@
 name: Pytest
 
-on: push
+on:
+  push:
+  pull_request:
+    branches:
+      - develop
 
 jobs:
   test:
@@ -9,7 +13,7 @@ jobs:
     strategy:
         fail-fast: false
         matrix:
-          python-version: [3.7, 3.8, 3.9]
+          python-version: [3.8, 3.9, '3.10']
 
     name: Python ${{ matrix.python-version }}
     steps:
diff --git a/Pipfile b/Pipfile
index e29208c62..395acd908 100644
--- a/Pipfile
+++ b/Pipfile
@@ -19,3 +19,4 @@ tqdm = "==4.29.1"
 requests = "~=2.25"
 fs = "*"
 "fs.sshfs" = "*"
+fs-azureblob = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index ed23d585d..88493743d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "cc7beb7fb5a62576ebd376a38d1581f3ab941c6c4267a4dd17551a0a299c13c9"
+            "sha256": "81ea83f6f3c165fff79189a14b7235a2e9596f9a0e7784a6a125b1dfc98552f8"
         },
         "pipfile-spec": 6,
         "requires": {},
@@ -21,12 +21,29 @@
             ],
             "version": "==1.4.4"
         },
+        "azure-core": {
+            "hashes": [
+                "sha256:3d70e9ec64de92dfae330c15bc69085caceb2d83813ef6c01cc45326f2a4be83",
+                "sha256:88d2db5cf9a135a7287dc45fdde6b96f9ca62c9567512a3bb3e20e322ce7deb2"
+            ],
+            "version": "==1.21.1"
+        },
+        "azure-storage-blob": {
+            "hashes": [
+                "sha256:e74c2c49fd04b80225f5b9734f1dbd417d89f280abfedccced3ac21509e1659d",
+                "sha256:eb37b50ddfb6e558b29f6c8c03b0666514e55d6170bf4624e7261a3af93c6401"
+            ],
+            "version": "==12.8.1"
+        },
         "bcrypt": {
             "hashes": [
+                "sha256:56e5da069a76470679f312a7d3d23deb3ac4519991a0361abc11da837087b61d",
                 "sha256:5b93c1726e50a93a033c36e5ca7fdcd29a5c7395af50a6892f5d9e7c6cfbfb29",
                 "sha256:63d4e3ff96188e5898779b6057878fecf3f11cfe6ec3b313ea09955d587ec7a7",
                 "sha256:81fec756feff5b6818ea7ab031205e1d323d8943d237303baca2c5f9c7846f34",
+                "sha256:a0584a92329210fcd75eb8a3250c5a941633f8bfaf2a18f81009b097732839b7",
                 "sha256:a67fb841b35c28a59cebed05fbd3e80eea26e6d75851f0574a9273c80f3e9b55",
+                "sha256:b589229207630484aefe5899122fb938a5b017b0f4349f769b8c13e78d99a8fd",
                 "sha256:c95d4cbebffafcdd28bd28bb4e25b31c50f6da605c81ffd9ad8a3d1b2ab7b1b6",
                 "sha256:cd1ea2ff3038509ea95f687256c46b79f5fc382ad0aa3664d200047546d511d1",
                 "sha256:cdcdcb3972027f83fe24a48b1e90ea4b584d35f1cc279d76de6fc4b13376239d"
@@ -36,122 +53,145 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee",
-                "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"
+                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
+                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
             ],
-            "version": "==2021.5.30"
+            "version": "==2021.10.8"
         },
         "cffi": {
             "hashes": [
-                "sha256:016ba30a6c3e93e48fd57b1a8624516aeba61f85ed1d5c31d9dd34f77fdff4f6",
-                "sha256:0e4d1c32812d5885956ba1489052ecd86a8cdde2f334568343e8bc646c7e2cb4",
-                "sha256:104516acf2608c22b5d44a58e0819da275c21e1751df69bd077a70fc8f016e18",
-                "sha256:1edddb00facd25f2fb0cc2f271b3a795cbbe804b36319ace01d15fb962309293",
-                "sha256:23feec3ff73fd47d9bf3fed96e5debb32727c67c9dcbfea67e172f8fac4500e6",
-                "sha256:28036db6711fcc83d154e3022270508bcfe20a4839e79b8f9f0776555512f2a4",
-                "sha256:2941c0ae3161b185b116eb939386c9c1dc8d4294ea0a3886c7248c50c23defe8",
-                "sha256:2bcca3d8cbaf4e3250f5c4916bf32e2da8ce3fd8163303ce41d9b703df38d31e",
-                "sha256:3d804d22084ba6cee9922cab3b0f665021be93efe40d528c6c32a73caae587eb",
-                "sha256:3e11347d5d19bd13359587270f2b4580fc3a6761fedb7d4a81ffac2e68c66b6c",
-                "sha256:415529aaf4d9b4c00b3a75fb30f82cafbb4487f96b3c7fbf424cebc978c96a32",
-                "sha256:42e4cb8e0705f7757816bfa6a771db1c5933f69cbab0d96a1a5a2d955237086e",
-                "sha256:577c7c7a5f7065ec9bf33b9ca2de96d8f579e39fff3bc94a9acd018c0db7dac1",
-                "sha256:66dee5853862e63d521354f7034714ad1c925e025641a4a19548e32580790a47",
-                "sha256:6a78361a30688afc1c79f09cee629dc5f6d627f7fbd43ab9a37b239e7609940f",
-                "sha256:6de0c4a6e53877696115221aefbea22eb9d31a4b2fc0756c7e4c970668376a60",
-                "sha256:6e1db0b63067f1a96f1b92fc8149aa20327a11d18ab3e3ad23be2d8aeb3a6bbb",
-                "sha256:71e842ed506fd588a427cbc127dc91d0727468f73d581fed02955256cd4bbdbb",
-                "sha256:720985a41a7be5ca5d17fa9196b4965c226b85f6c57e7b2f6c6debed657faa23",
-                "sha256:7623bbfc421d26698cc9dc4b8907ca6a149c7547d5c94ac6f55b1685e9f187b1",
-                "sha256:78f691b8c882d65162062bb10a69423f9d3005b3c8ec9977c60e14fe0036525f",
-                "sha256:8a2b1001ece83aabd818d334659a97cf3c0158501442f20fee7305c8ac3059cb",
-                "sha256:8c16099cb2d5a61b9ac4aa77de25a6376bb96c8f94ea96e2c69e625cd222e7ae",
-                "sha256:94261a9a318c6620b1e079f2ce15ff13c90305e880eaba1f9450e47ac4ea8b4a",
-                "sha256:9660de460a5cae80b896e560dcdbf4a4f1d055a88512207d582a361f47eb0dca",
-                "sha256:966df3527b71319f28fc6a723b727d5d6abc3298dff56262b20cc4236c26cb8f",
-                "sha256:98b299690d7a0c544bf0f211eabe426ad57751c657139aa4d3333d357c43f638",
-                "sha256:9c2e5e75c7c3d65131a366e0ae460542a1ace97ae93cc0f283f9efff1a97ebfa",
-                "sha256:afc696d8e7f3db5cbd32ae13ba53848aa6eec0a85d19ada7363443a27505c651",
-                "sha256:b6cf0921851b21ee5337e48a487e21a52d629453b42c85a6225776d9300c39ef",
-                "sha256:b8f4891d4f4772bab7d39f748ffcce39be83dac3bdf93d4e40bbd9e2ce1eb5c4",
-                "sha256:b96741e5ab3290aae9712e708362d4843e77d8a2418a3af3c08dda14d9691bab",
-                "sha256:c248be3c030cf7e0d035479b3d8d7ce4e4107959551196413897876c90c77d85",
-                "sha256:c4a469421402b50e48cc2ffa05229cbdd7dc0164ce2d31eae6b2ac8195ef9634",
-                "sha256:c5c8578e7fe6aca1dd2a1335ca977efce8bf2d38bc54568f120b912d7ab8d9c7",
-                "sha256:c7ed3d86d61284d5c0910c8c0988a645cf6723fa2deabe1b149112b2ebe0547e",
-                "sha256:ccec0368227d02c2ae5dc0881d8075bfa8fa87232f027d375a795d8a0f70c73a",
-                "sha256:d475cef45640f69ee779720c2fecfcef7cf2a869a0e7e7297ec7854db6cb6a04",
-                "sha256:d6491e6e623abb27d20f42e37011d28380792ffbba3657bc9fef464c8b5ca1cb",
-                "sha256:d6f8782c19a0b12b4c5d9cefe1b2ca1636591531c7f20c4ae4d7c5b4077d3af5",
-                "sha256:d89fcd91a1e0da07b35fbe09f0e10fff880e9ca5f76478f6bbfab10c9c9ef6f2",
-                "sha256:e0874c097458ce6933cdb1918f2e601e48772d10b8aff478f02d949c757aed97",
-                "sha256:e185aa34d2ab08e0fe1f6bd60aa6950bfcb84059e7debb8bcfb4f1818eafd6e3",
-                "sha256:e29accdb21f2186b80b60b07af29d752666fe7bbf057e08c54741740877909b2",
-                "sha256:e34d93929b4cf93e736be64c0c926af6bf90f0887de0253de233509665d36c9c",
-                "sha256:e42f7138056b2428cd6197351940ef36d214b8923dbb496af73ac717552cdfec",
-                "sha256:e4bb67bdef349768f3e662b63d3fc6a939e9e425326acebe4c0c1b48b6f38267",
-                "sha256:f3765dc391a99564c9b0e6030398a68d5f862e48b96e37fa66ba8101790642e8",
-                "sha256:f909436b96a032aed0a8529464910ae7665b5826b35801a03d9012dde3fcc9cb",
-                "sha256:fb2efcf7e942cf58c221adf0b39e8d55d252d2962ed7e8c511f3eec57a903f56"
-            ],
-            "version": "==1.15.0rc1"
+                "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3",
+                "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2",
+                "sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636",
+                "sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20",
+                "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728",
+                "sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27",
+                "sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66",
+                "sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443",
+                "sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0",
+                "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7",
+                "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39",
+                "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605",
+                "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a",
+                "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37",
+                "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029",
+                "sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139",
+                "sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc",
+                "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df",
+                "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14",
+                "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880",
+                "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2",
+                "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a",
+                "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e",
+                "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474",
+                "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024",
+                "sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8",
+                "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"
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:5d209c0a931f215cee683b6445e2d77677e7e75e159f78def0db09d68fafcaa6",
-                "sha256:5ec46d183433dcbd0ab716f2d7f29d8dee50505b3fdb40c6b985c7c4f5a3591f"
+                "sha256:876d180e9d7432c5d1dfd4c5d26b72f099d503e8fcc0feb7532c9289be60fcbd",
+                "sha256:cb957888737fc0bbcd78e3df769addb41fd1ff8cf950dc9e7ad7793f1bf44455"
             ],
             "markers": "python_version >= '3'",
-            "version": "==2.0.6"
+            "version": "==2.0.10"
         },
         "cryptography": {
             "hashes": [
-                "sha256:0a7dcbcd3f1913f664aca35d47c1331fce738d44ec34b7be8b9d332151b0b01e",
-                "sha256:1eb7bb0df6f6f583dd8e054689def236255161ebbcf62b226454ab9ec663746b",
-                "sha256:21ca464b3a4b8d8e86ba0ee5045e103a1fcfac3b39319727bc0fc58c09c6aff7",
-                "sha256:34dae04a0dce5730d8eb7894eab617d8a70d0c97da76b905de9efb7128ad7085",
-                "sha256:3520667fda779eb788ea00080124875be18f2d8f0848ec00733c0ec3bb8219fc",
-                "sha256:3c4129fc3fdc0fa8e40861b5ac0c673315b3c902bbdc05fc176764815b43dd1d",
-                "sha256:3fa3a7ccf96e826affdf1a0a9432be74dc73423125c8f96a909e3835a5ef194a",
-                "sha256:5b0fbfae7ff7febdb74b574055c7466da334a5371f253732d7e2e7525d570498",
-                "sha256:695104a9223a7239d155d7627ad912953b540929ef97ae0c34c7b8bf30857e89",
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-                "sha256:94cc5ed4ceaefcbe5bf38c8fba6a21fc1d365bb8fb826ea1688e3370b2e24a1c",
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-                "sha256:a00cf305f07b26c351d8d4e1af84ad7501eca8a342dedf24a7acb0e7b7406e14",
-                "sha256:a305600e7a6b7b855cd798e00278161b681ad6e9b7eca94c721d5f588ab212af",
-                "sha256:cd65b60cfe004790c795cc35f272e41a3df4631e2fb6b35aa7ac6ef2859d554e",
-                "sha256:d2a6e5ef66503da51d2110edf6c403dc6b494cc0082f85db12f54e9c5d4c3ec5",
-                "sha256:d9ec0e67a14f9d1d48dd87a2531009a9b251c02ea42851c060b25c782516ff06",
-                "sha256:f44d141b8c4ea5eb4dbc9b3ad992d45580c1d22bf5e24363f2fbf50c2d7ae8a7"
+                "sha256:0a817b961b46894c5ca8a66b599c745b9a3d9f822725221f0e0fe49dc043a3a3",
+                "sha256:2d87cdcb378d3cfed944dac30596da1968f88fb96d7fc34fdae30a99054b2e31",
+                "sha256:30ee1eb3ebe1644d1c3f183d115a8c04e4e603ed6ce8e394ed39eea4a98469ac",
+                "sha256:391432971a66cfaf94b21c24ab465a4cc3e8bf4a939c1ca5c3e3a6e0abebdbcf",
+                "sha256:39bdf8e70eee6b1c7b289ec6e5d84d49a6bfa11f8b8646b5b3dfe41219153316",
+                "sha256:4caa4b893d8fad33cf1964d3e51842cd78ba87401ab1d2e44556826df849a8ca",
+                "sha256:53e5c1dc3d7a953de055d77bef2ff607ceef7a2aac0353b5d630ab67f7423638",
+                "sha256:596f3cd67e1b950bc372c33f1a28a0692080625592ea6392987dba7f09f17a94",
+                "sha256:5d59a9d55027a8b88fd9fd2826c4392bd487d74bf628bb9d39beecc62a644c12",
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+                "sha256:74d6c7e80609c0f4c2434b97b80c7f8fdfaa072ca4baab7e239a15d6d70ed73a",
+                "sha256:7be0eec337359c155df191d6ae00a5e8bbb63933883f4f5dffc439dac5348c3f",
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+                "sha256:bb5829d027ff82aa872d76158919045a7c1e91fbf241aec32cb07956e9ebd3c9",
+                "sha256:ca238ceb7ba0bdf6ce88c1b74a87bffcee5afbfa1e41e173b1ceb095b39add46",
+                "sha256:ca28641954f767f9822c24e927ad894d45d5a1e501767599647259cbf030b903",
+                "sha256:e0344c14c9cb89e76eb6a060e67980c9e35b3f36691e15e1b7a9e58a0a6c6dc3",
+                "sha256:ebc15b1c22e55c4d5566e3ca4db8689470a0ca2babef8e3a9ee057a8b82ce4b1",
+                "sha256:ec63da4e7e4a5f924b90af42eddf20b698a70e58d86a72d943857c4c6045b3ee"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==3.4.8"
+            "version": "==36.0.1"
         },
         "fs": {
             "hashes": [
-                "sha256:1d10cc8f9c55fbcf7b23775289a13f6796dca7acd5a135c379f49e87a56a7230",
-                "sha256:caab4dc1561d63c92f36ee78976f6a4a01381830d8420ce34a78d4f1bb1dc95f"
+                "sha256:9555dc2bc58c58cac03478ac7e9f622d29fe2d20a4384c24c90ab50de2c7b36c",
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+            ],
+            "index": "pypi",
+            "version": "==2.4.14"
+        },
+        "fs-azureblob": {
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+                "sha256:485f9669ac9a212a64391012c2f1689930f408f13e3d00a83a8c4fa8ce97b5c5",
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             "index": "pypi",
-            "version": "==2.4.13"
+            "version": "==0.1.0"
         },
         "fs.sshfs": {
             "hashes": [
-                "sha256:cf0c3675c325b4e988a093a4ad76b0eff37889ab57d6e1ea5788266875ac8278",
-                "sha256:d1e4c8ff2f68ad1cdc6a7f08753d3a2737b590c3eadd62af4b7539960ddf0951"
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             ],
             "index": "pypi",
-            "version": "==1.0.0"
+            "version": "==1.0.1"
         },
         "idna": {
             "hashes": [
-                "sha256:14475042e284991034cb48e06f6851428fb14c4dc953acd9be9a5e95c7b6dd7a",
-                "sha256:467fbad99067910785144ce333826c71fb0e63a425657295239737f7ecd125f3"
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             ],
             "markers": "python_version >= '3'",
-            "version": "==3.2"
+            "version": "==3.3"
+        },
+        "isodate": {
+            "hashes": [
+                "sha256:0751eece944162659049d35f4f549ed815792b38793f07cf73381c1c87cbed96",
+                "sha256:48c5881de7e8b0a0d648cb024c8062dc84e7b840ed81e864c7614fd3c127bde9"
+            ],
+            "version": "==0.6.1"
+        },
+        "msrest": {
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+            "version": "==0.6.21"
         },
         "networkx": {
             "hashes": [
@@ -163,66 +203,70 @@
         },
         "numpy": {
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-            "version": "==1.3.3"
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         "paramiko": {
             "hashes": [
@@ -242,11 +286,11 @@
         },
         "pycparser": {
             "hashes": [
-                "sha256:2d475327684562c3a96cc71adf7dc8c4f0565175cf86b6d7a404ff4c771f15f0",
-                "sha256:7582ad22678f0fcd81102833f60ef8d0e57288b6b5fb00323d101be910e35705"
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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"
         },
         "pynacl": {
             "hashes": [
@@ -282,43 +326,55 @@
         },
         "pytz": {
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-                "sha256:eb10ce3e7736052ed3623d49975ce333bcd712c7bb19a58b9e2089d4057d0798"
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             ],
-            "version": "==2021.1"
+            "version": "==2021.3"
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         "requests": {
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-                "sha256:b8aa58f8cf793ffd8782d3d8cb19e66ef36f7aba4353eec859e74678b01b07a7"
+                "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61",
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-            "version": "==2.26.0"
+            "version": "==2.27.1"
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@@ -348,63 +404,83 @@
     "develop": {
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@@ -422,11 +498,11 @@
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@@ -437,11 +513,11 @@
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-            "version": "==2.3.0"
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         "pluggy": {
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@@ -453,105 +529,51 @@
         },
         "py": {
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-            "version": "==1.10.0"
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-            "markers": "python_version >= '3.5'",
-            "version": "==3.0.0rc1"
+            "markers": "python_version >= '3.6'",
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         "pytest": {
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-                "sha256:261ceeb8c227b726249b376b8526b600f38667ee314f910353fa318caa01f4d7"
+                "sha256:578d5d15ac4a25e5f961c938b85a05b09fdaae9deef3bb6de9a6e766622ca7a6",
+                "sha256:e7f0f5b1617d2210a2cabc266dfe2f4c75a8d32fb89eafb7ad9d06f6d076d470"
             ],
             "index": "pypi",
-            "version": "==2.12.1"
-        },
-        "regex": {
-            "hashes": [
-                "sha256:04f6b9749e335bb0d2f68c707f23bb1773c3fb6ecd10edf0f04df12a8920d468",
-                "sha256:08d74bfaa4c7731b8dac0a992c63673a2782758f7cfad34cf9c1b9184f911354",
-                "sha256:0fc1f8f06977c2d4f5e3d3f0d4a08089be783973fc6b6e278bde01f0544ff308",
-                "sha256:121f4b3185feaade3f85f70294aef3f777199e9b5c0c0245c774ae884b110a2d",
-                "sha256:1413b5022ed6ac0d504ba425ef02549a57d0f4276de58e3ab7e82437892704fc",
-                "sha256:1743345e30917e8c574f273f51679c294effba6ad372db1967852f12c76759d8",
-                "sha256:28fc475f560d8f67cc8767b94db4c9440210f6958495aeae70fac8faec631797",
-                "sha256:31a99a4796bf5aefc8351e98507b09e1b09115574f7c9dbb9cf2111f7220d2e2",
-                "sha256:328a1fad67445550b982caa2a2a850da5989fd6595e858f02d04636e7f8b0b13",
-                "sha256:473858730ef6d6ff7f7d5f19452184cd0caa062a20047f6d6f3e135a4648865d",
-                "sha256:4cde065ab33bcaab774d84096fae266d9301d1a2f5519d7bd58fc55274afbf7a",
-                "sha256:5f6a808044faae658f546dd5f525e921de9fa409de7a5570865467f03a626fc0",
-                "sha256:610b690b406653c84b7cb6091facb3033500ee81089867ee7d59e675f9ca2b73",
-                "sha256:66256b6391c057305e5ae9209941ef63c33a476b73772ca967d4a2df70520ec1",
-                "sha256:6eebf512aa90751d5ef6a7c2ac9d60113f32e86e5687326a50d7686e309f66ed",
-                "sha256:79aef6b5cd41feff359acaf98e040844613ff5298d0d19c455b3d9ae0bc8c35a",
-                "sha256:808ee5834e06f57978da3e003ad9d6292de69d2bf6263662a1a8ae30788e080b",
-                "sha256:8e44769068d33e0ea6ccdf4b84d80c5afffe5207aa4d1881a629cf0ef3ec398f",
-                "sha256:999ad08220467b6ad4bd3dd34e65329dd5d0df9b31e47106105e407954965256",
-                "sha256:9b006628fe43aa69259ec04ca258d88ed19b64791693df59c422b607b6ece8bb",
-                "sha256:9d05ad5367c90814099000442b2125535e9d77581855b9bee8780f1b41f2b1a2",
-                "sha256:a577a21de2ef8059b58f79ff76a4da81c45a75fe0bfb09bc8b7bb4293fa18983",
-                "sha256:a617593aeacc7a691cc4af4a4410031654f2909053bd8c8e7db837f179a630eb",
-                "sha256:abb48494d88e8a82601af905143e0de838c776c1241d92021e9256d5515b3645",
-                "sha256:ac88856a8cbccfc14f1b2d0b829af354cc1743cb375e7f04251ae73b2af6adf8",
-                "sha256:b4c220a1fe0d2c622493b0a1fd48f8f991998fb447d3cd368033a4b86cf1127a",
-                "sha256:b844fb09bd9936ed158ff9df0ab601e2045b316b17aa8b931857365ea8586906",
-                "sha256:bdc178caebd0f338d57ae445ef8e9b737ddf8fbc3ea187603f65aec5b041248f",
-                "sha256:c206587c83e795d417ed3adc8453a791f6d36b67c81416676cad053b4104152c",
-                "sha256:c61dcc1cf9fd165127a2853e2c31eb4fb961a4f26b394ac9fe5669c7a6592892",
-                "sha256:c7cb4c512d2d3b0870e00fbbac2f291d4b4bf2634d59a31176a87afe2777c6f0",
-                "sha256:d4a332404baa6665b54e5d283b4262f41f2103c255897084ec8f5487ce7b9e8e",
-                "sha256:d5111d4c843d80202e62b4fdbb4920db1dcee4f9366d6b03294f45ed7b18b42e",
-                "sha256:e1e8406b895aba6caa63d9fd1b6b1700d7e4825f78ccb1e5260551d168db38ed",
-                "sha256:e8690ed94481f219a7a967c118abaf71ccc440f69acd583cab721b90eeedb77c",
-                "sha256:ed283ab3a01d8b53de3a05bfdf4473ae24e43caee7dcb5584e86f3f3e5ab4374",
-                "sha256:ed4b50355b066796dacdd1cf538f2ce57275d001838f9b132fab80b75e8c84dd",
-                "sha256:ee329d0387b5b41a5dddbb6243a21cb7896587a651bebb957e2d2bb8b63c0791",
-                "sha256:f3bf1bc02bc421047bfec3343729c4bbbea42605bcfd6d6bfe2c07ade8b12d2a",
-                "sha256:f585cbbeecb35f35609edccb95efd95a3e35824cd7752b586503f7e6087303f1",
-                "sha256:f60667673ff9c249709160529ab39667d1ae9fd38634e006bec95611f632e759"
-            ],
-            "version": "==2021.8.28"
-        },
-        "toml": {
-            "hashes": [
-                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
-                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.10.2"
+            "version": "==3.0.0"
         },
         "tomli": {
             "hashes": [
-                "sha256:8dd0e9524d6f386271a36b41dbf6c57d8e32fd96fd22b6584679dc569d20899f",
-                "sha256:a5b75cb6f3968abb47af1b40c1819dc519ea82bcc065776a866e8d74c5ca9442"
+                "sha256:05b6166bff487dc068d322585c7ea4ef78deed501cc124060e0f238e89a9231f",
+                "sha256:e3069e4be3ead9668e21cb9b074cd948f7b3113fd9c8bba083f48247aab8b11c"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.2.1"
+            "version": "==1.2.3"
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:49f75d16ff11f1cd258e1b988ccff82a3ca5570217d7ad8c5f48205dd99a677e",
-                "sha256:d8226d10bc02a29bcc81df19a26e56a9647f8b0a6d4a83924139f4a8b01f17b7",
-                "sha256:f1d25edafde516b146ecd0613dabcc61409817af4766fbbcfb8d1ad4ec441a34"
+                "sha256:4ca091dea149f945ec56afb48dae714f21e8692ef22a395223bcd328961b6a0e",
+                "sha256:7f001e5ac290a0c0401508864c7ec868be4e701886d5b573a9528ed3973d9d3b"
             ],
-            "version": "==3.10.0.2"
+            "markers": "python_version >= '3.6'",
+            "version": "==4.0.1"
         }
     }
 }
diff --git a/docker-compose.yml b/docker-compose.yml
index 126279466..94c016463 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,5 +1,3 @@
-version: '3.7'
-
 services:
   powersimdata:
     image: powersimdata:latest
diff --git a/powersimdata/data_access/data_access.py b/powersimdata/data_access/data_access.py
index 541519446..a2e891587 100644
--- a/powersimdata/data_access/data_access.py
+++ b/powersimdata/data_access/data_access.py
@@ -5,7 +5,10 @@
 import fs as fs2
 from fs.tempfs import TempFS
 
-from powersimdata.data_access.profile_helper import ProfileHelper
+from powersimdata.data_access.profile_helper import (
+    get_profile_version_cloud,
+    get_profile_version_local,
+)
 from powersimdata.data_access.ssh_fs import WrapSSHFS
 from powersimdata.utility import server_setup
 
@@ -127,8 +130,8 @@ def get_profile_version(self, grid_model, kind):
         :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
         :return: (*list*) -- available profile version.
         """
-        blob_version = ProfileHelper.get_profile_version_cloud(grid_model, kind)
-        local_version = ProfileHelper.get_profile_version_local(grid_model, kind)
+        blob_version = get_profile_version_cloud(grid_model, kind)
+        local_version = get_profile_version_local(grid_model, kind)
         return list(set(blob_version + local_version))
 
 
diff --git a/powersimdata/data_access/profile_helper.py b/powersimdata/data_access/profile_helper.py
index 20be22147..7a73e60af 100644
--- a/powersimdata/data_access/profile_helper.py
+++ b/powersimdata/data_access/profile_helper.py
@@ -7,6 +7,39 @@
 from powersimdata.utility import server_setup
 
 
+def _get_profile_version(_fs, kind):
+    """Returns available raw profiles from the give filesystem
+    :param fs.base.FS _fs: filesystem instance
+    :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
+    :return: (*list*) -- available profile version.
+    """
+    matching = [f for f in _fs.listdir(".") if kind in f]
+    return [f.lstrip(f"{kind}_").rstrip(".csv") for f in matching]
+
+
+def get_profile_version_cloud(grid_model, kind):
+    """Returns available raw profile from blob storage.
+
+    :param str grid_model: grid model.
+    :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
+    :return: (*list*) -- available profile version.
+    """
+    bfs = fs.open_fs("azblob://besciences@profiles").opendir(f"raw/{grid_model}")
+    return _get_profile_version(bfs, kind)
+
+
+def get_profile_version_local(grid_model, kind):
+    """Returns available raw profile from local file.
+
+    :param str grid_model: grid model.
+    :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
+    :return: (*list*) -- available profile version.
+    """
+    profile_dir = fs.path.join(server_setup.LOCAL_DIR, "raw", grid_model)
+    lfs = fs.open_fs(profile_dir)
+    return _get_profile_version(lfs, kind)
+
+
 class ProfileHelper:
     BASE_URL = "https://besciences.blob.core.windows.net/profiles"
 
@@ -52,42 +85,3 @@ def download_file(file_name, from_dir):
                     pbar.update(len(chunk))
 
         return dest
-
-    @staticmethod
-    def parse_version(grid_model, kind, version):
-        """Parse available versions from the given spec.
-
-        :param str grid_model: grid model.
-        :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
-        :param dict version: version information per grid model.
-        :return: (*list*) -- available profile version.
-        """
-        if grid_model in version and kind in version[grid_model]:
-            return version[grid_model][kind]
-        print("No %s profiles available." % kind)
-        return []
-
-    @staticmethod
-    def get_profile_version_cloud(grid_model, kind):
-        """Returns available raw profile from blob storage.
-
-        :param str grid_model: grid model.
-        :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
-        :return: (*list*) -- available profile version.
-        """
-
-        resp = requests.get(f"{ProfileHelper.BASE_URL}/version.json")
-        return ProfileHelper.parse_version(grid_model, kind, resp.json())
-
-    @staticmethod
-    def get_profile_version_local(grid_model, kind):
-        """Returns available raw profile from local file.
-
-        :param str grid_model: grid model.
-        :param str kind: *'demand'*, *'hydro'*, *'solar'* or *'wind'*.
-        :return: (*list*) -- available profile version.
-        """
-        profile_dir = fs.path.join(server_setup.LOCAL_DIR, "raw", grid_model)
-        lfs = fs.open_fs(profile_dir)
-        matching = [f for f in lfs.listdir(".") if kind in f]
-        return [f.lstrip(f"{kind}_").rstrip(".csv") for f in matching]
diff --git a/powersimdata/data_access/tests/test_profile_helper.py b/powersimdata/data_access/tests/test_profile_helper.py
index ce67b0afd..8ed6825e5 100644
--- a/powersimdata/data_access/tests/test_profile_helper.py
+++ b/powersimdata/data_access/tests/test_profile_helper.py
@@ -1,20 +1,19 @@
-from powersimdata.data_access.profile_helper import ProfileHelper
-
-
-def test_parse_version_default():
-    assert [] == ProfileHelper.parse_version("usa_tamu", "solar", {})
-
-
-def test_parse_version_missing_key():
-    version = {"solar": ["v123"]}
-    assert [] == ProfileHelper.parse_version("usa_tamu", "solar", version)
-
-
-def test_parse_version():
-    expected = ["v123", "v456"]
-    version = {"usa_tamu": {"solar": expected}}
-    assert expected == ProfileHelper.parse_version("usa_tamu", "solar", version)
-    assert [] == ProfileHelper.parse_version("usa_tamu", "hydro", version)
+from fs.tempfs import TempFS
+
+from powersimdata.data_access.profile_helper import ProfileHelper, _get_profile_version
+
+
+def test_get_profile_version():
+    with TempFS() as tmp_fs:
+        tfs = tmp_fs.makedirs("raw/usa_tamu", recreate=True)
+        tfs.touch("solar_vOct2022.csv")
+        tfs.touch("foo_v1.0.1.csv")
+        v_solar = _get_profile_version(tfs, "solar")
+        v_foo = _get_profile_version(tfs, "foo")
+        v_missing = _get_profile_version(tfs, "missing")
+        assert "vOct2022" == v_solar[0]
+        assert "v1.0.1" == v_foo[0]
+        assert [] == v_missing
 
 
 def test_get_file_components():
diff --git a/powersimdata/design/generation/cost_curves.py b/powersimdata/design/generation/cost_curves.py
index 5152e89fc..a2592d546 100644
--- a/powersimdata/design/generation/cost_curves.py
+++ b/powersimdata/design/generation/cost_curves.py
@@ -55,7 +55,7 @@ def linearize_gencost(input_grid, num_segments=1):
             price_label = "f" + str(i + 1)
             capacity_data = plant.Pmin + power_step * i
             price_data = (
-                quad_term * capacity_data ** 2 + lin_term * capacity_data + const_term
+                quad_term * capacity_data**2 + lin_term * capacity_data + const_term
             )
             gencost_after.loc[dispatchable_gens, capacity_label] = capacity_data[
                 dispatchable_gens
@@ -76,7 +76,7 @@ def linearize_gencost(input_grid, num_segments=1):
             nondispatchable_gens, "n"
         ]
         power = plant.Pmax
-        price_data = quad_term * power ** 2 + lin_term * power + const_term
+        price_data = quad_term * power**2 + lin_term * power + const_term
         gencost_after.loc[nondispatchable_gens, ["c2", "c1"]] = 0
         gencost_after.loc[nondispatchable_gens, "c0"] = price_data[nondispatchable_gens]
 
diff --git a/powersimdata/input/check.py b/powersimdata/input/check.py
index 842cc3c3f..939408af6 100644
--- a/powersimdata/input/check.py
+++ b/powersimdata/input/check.py
@@ -29,6 +29,7 @@ def check_grid(grid):
         _check_line_voltages,
         _check_plant_against_gencost,
         _check_connected_components,
+        _check_for_loop_branches,
     ]:
         try:
             check(grid, error_messages)
@@ -225,6 +226,18 @@ def _check_connected_components(grid, error_messages):
         )
 
 
+def _check_for_loop_branches(grid, error_messages):
+    """Check whether any branches in a grid have the same start and end bus.
+
+    :param powersimdata.input.grid.Grid grid: grid or grid-like object to check.
+    :param list error_messages: list, to be appended to with a str if:
+        there are any branches with the same start and end bus.
+    """
+    if not all(grid.branch.from_bus_id != grid.branch.to_bus_id):
+        loop_lines = grid.branch.query("from_bus_id == to_bus_id").index  # noqa: F841
+        error_messages.append(f"This grid contains loop lines: {list(loop_lines)}")
+
+
 def _check_grid_models_match(grid1, grid2):
     """Check whether an object is an internally-consistent Grid object.
 
diff --git a/powersimdata/input/export_data.py b/powersimdata/input/export_data.py
index ca7a6c637..5222f4bb5 100644
--- a/powersimdata/input/export_data.py
+++ b/powersimdata/input/export_data.py
@@ -124,7 +124,7 @@ def export_case_mat(grid, filepath, storage_filepath=None):
     savemat(filepath, mpc, appendmat=False)
 
 
-def export_transformed_profile(kind, scenario_info, grid, ct, filepath):
+def export_transformed_profile(kind, scenario_info, grid, ct, filepath, slice=True):
     """Apply transformation to the given kind of profile and save the result locally.
 
     :param str kind: which profile to export. This parameter is passed to
@@ -135,8 +135,9 @@ def export_transformed_profile(kind, scenario_info, grid, ct, filepath):
         transformed.
     :param dict ct: change table.
     :param str filepath: path to save the result, including the filename
+    :param bool slice: whether to slice the profiles by the Scenario's time range.
     """
-    tp = TransformProfile(scenario_info, grid, ct)
+    tp = TransformProfile(scenario_info, grid, ct, slice)
     profile = tp.get_profile(kind)
     print(f"Writing scaled {kind} profile to {filepath} on local machine")
     profile.to_csv(filepath)
diff --git a/powersimdata/input/input_data.py b/powersimdata/input/input_data.py
index 7ed3deb9c..8a004a5cc 100644
--- a/powersimdata/input/input_data.py
+++ b/powersimdata/input/input_data.py
@@ -140,20 +140,28 @@ def _read_data(filepath):
     return data
 
 
-def get_bus_demand(scenario_info, grid):
-    """Returns demand profiles by bus.
-
-    :param dict scenario_info: scenario information.
-    :param powersimdata.input.grid.Grid grid: grid to construct bus demand for.
-    :return: (*pandas.DataFrame*) -- data frame of demand.
+def distribute_demand_from_zones_to_buses(zone_demand, bus):
+    """Decomposes zone demand to bus demand based on bus 'Pd' column.
+
+    :param pandas.DataFrame zone_demand: demand by zone. Index is timestamp, columns are
+        zone IDs, values are zone demand (MW).
+    :param pandas.DataFrame bus: table of bus data, containing at least 'zone_id' and
+        'Pd' columns.
+    :return: (*pandas.DataFrame*) -- data frame of demand. Index is timestamp, columns
+        are bus IDs, values are bus demand (MW).
+    :raises ValueError: if the columns of ``zone_demand`` don't match the set of zone
+        IDs within the 'zone_id' column of ``bus``.
     """
-    bus = grid.bus.copy()
-    demand = InputData().get_data(scenario_info, "demand")[bus.zone_id.unique()]
-    bus["zone_Pd"] = bus.groupby("zone_id")["Pd"].transform("sum")
-    bus["zone_share"] = bus["Pd"] / bus["zone_Pd"]
-    zone_bus_shares = pd.DataFrame(
-        {z: bus.groupby("zone_id").get_group(z).zone_share for z in demand.columns}
-    ).fillna(0)
-    bus_demand = demand.dot(zone_bus_shares.T)
+    if set(bus["zone_id"].unique()) != set(zone_demand.columns):
+        raise ValueError("zones don't match between zone_demand and bus dataframes")
+    grouped_buses = bus.groupby("zone_id")
+    bus_zone_pd = grouped_buses["Pd"].transform("sum")
+    bus_zone_share = pd.concat(
+        [pd.Series(bus["Pd"] / bus_zone_pd, name="zone_share"), bus["zone_id"]], axis=1
+    )
+    zone_bus_shares = bus_zone_share.pivot_table(
+        index="bus_id", columns="zone_id", values="zone_share", fill_value=0
+    )
+    bus_demand = zone_demand.dot(zone_bus_shares.T)
 
     return bus_demand
diff --git a/powersimdata/input/transform_profile.py b/powersimdata/input/transform_profile.py
index fbc09a752..0949b053d 100644
--- a/powersimdata/input/transform_profile.py
+++ b/powersimdata/input/transform_profile.py
@@ -6,16 +6,20 @@
 class TransformProfile:
     """Transform profile according to operations listed in change table."""
 
-    def __init__(self, scenario_info, grid, ct):
+    _default_dates = {"start_date": "2016-01-01 00:00", "end_date": "2016-12-31 23:00"}
+
+    def __init__(self, scenario_info, grid, ct, slice=True):
         """Constructor.
 
         :param dict scenario_info: scenario information.
         :param powersimdata.input.grid.Grid grid: a Grid object previously
             transformed.
         :param dict ct: change table.
+        :param bool slice: whether to slice the profiles by the Scenario's time range.
         """
+        self.slice = slice
         self._input_data = InputData()
-        self.scenario_info = scenario_info
+        self.scenario_info = {**self._default_dates, **scenario_info}
 
         self.ct = copy.deepcopy(ct)
         self.grid = copy.deepcopy(grid)
@@ -113,6 +117,17 @@ def _get_demand_profile(self):
                 demand.loc[:, key] *= value
         return demand
 
+    def _slice_df(self, df):
+        """Return dataframe, sliced by the times specified in scenario_info if and only
+        if ``self.slice`` = True.
+
+        :param pandas.DataFrame df: data frame to be sliced.
+        :return: (*pandas.DataFrame*) -- sliced data frame.
+        """
+        if not self.slice:
+            return df
+        return df.loc[self.scenario_info["start_date"] : self.scenario_info["end_date"]]
+
     def get_profile(self, name):
         """Return profile.
 
@@ -125,6 +140,6 @@ def get_profile(self, name):
         if name not in possible:
             raise ValueError("Choose from %s" % " | ".join(possible))
         elif name == "demand":
-            return self._get_demand_profile()
+            return self._slice_df(self._get_demand_profile())
         else:
-            return self._get_renewable_profile(name)
+            return self._slice_df(self._get_renewable_profile(name))
diff --git a/powersimdata/output/output_data.py b/powersimdata/output/output_data.py
index 9f51d0ef4..af7a5cabd 100644
--- a/powersimdata/output/output_data.py
+++ b/powersimdata/output/output_data.py
@@ -6,7 +6,8 @@
 from scipy.sparse import coo_matrix
 
 from powersimdata.data_access.context import Context
-from powersimdata.input.input_data import get_bus_demand
+from powersimdata.input.input_data import distribute_demand_from_zones_to_buses
+from powersimdata.input.transform_profile import TransformProfile
 from powersimdata.utility import server_setup
 
 
@@ -76,11 +77,12 @@ def _check_field(field_name):
         raise ValueError("Only %s data can be loaded" % " | ".join(possible))
 
 
-def construct_load_shed(scenario_info, grid, infeasibilities=None):
+def construct_load_shed(scenario_info, grid, ct, infeasibilities=None):
     """Constructs load_shed dataframe from relevant scenario/grid data.
 
     :param dict scenario_info: info attribute of Scenario object.
     :param powersimdata.input.grid.Grid grid: grid to construct load_shed for.
+    :param dict ct: ChangeTable dictionary.
     :param dict/None infeasibilities: dictionary of
         {interval (int): load shed percentage (int)}, or None.
     :return: (*pandas.DataFrame*) -- data frame of load_shed.
@@ -95,7 +97,8 @@ def construct_load_shed(scenario_info, grid, infeasibilities=None):
         load_shed = pd.DataFrame.sparse.from_spmatrix(load_shed_data)
     else:
         print("Infeasibilities, constructing DataFrame")
-        bus_demand = get_bus_demand(scenario_info, grid)
+        zone_demand = TransformProfile(scenario_info, grid, ct)
+        bus_demand = distribute_demand_from_zones_to_buses(zone_demand, grid.bus)
         load_shed = np.zeros((len(hours), len(buses)))
         # Convert '24H' to 24
         interval = int(scenario_info["interval"][:-1])
diff --git a/powersimdata/scenario/create.py b/powersimdata/scenario/create.py
index 0bac3a301..f89f1b6d8 100644
--- a/powersimdata/scenario/create.py
+++ b/powersimdata/scenario/create.py
@@ -7,7 +7,10 @@
 
 from powersimdata.input.change_table import ChangeTable
 from powersimdata.input.grid import Grid
-from powersimdata.input.input_data import InputData, get_bus_demand
+from powersimdata.input.input_data import (
+    InputData,
+    distribute_demand_from_zones_to_buses,
+)
 from powersimdata.input.transform_grid import TransformGrid
 from powersimdata.input.transform_profile import TransformProfile
 from powersimdata.network.model import ModelImmutables
@@ -86,8 +89,9 @@ def get_bus_demand(self):
         :return: (*pandas.DataFrame*) -- data frame of demand (hour, bus).
         """
         self._update_scenario_info()
+        demand = self.get_demand()
         grid = self.get_grid()
-        return get_bus_demand(self._scenario_info, grid)
+        return distribute_demand_from_zones_to_buses(demand, grid.bus)
 
     def create_scenario(self):
         """Creates scenario."""
diff --git a/powersimdata/scenario/execute.py b/powersimdata/scenario/execute.py
index 46aeb41cf..ffd9b1539 100644
--- a/powersimdata/scenario/execute.py
+++ b/powersimdata/scenario/execute.py
@@ -217,17 +217,18 @@ def prepare_mpc_file(self):
                 storage_file_name, self.REL_TMP_DIR, change_name_to="case_storage.mat"
             )
 
-    def prepare_profile(self, kind, profile_as=None):
+    def prepare_profile(self, kind, profile_as=None, slice=False):
         """Prepares profile for simulation.
 
         :param kind: one of *demand*, *'hydro'*, *'solar'* or *'wind'*.
         :param int/str profile_as: if given, copy profile from this scenario.
+        :param bool slice: whether to slice the profiles by the Scenario's time range.
         """
         if profile_as is None:
             file_name = "%s_%s.csv" % (self.scenario_id, kind)
             filepath = os.path.join(server_setup.LOCAL_DIR, file_name)
             export_transformed_profile(
-                kind, self._scenario_info, self.grid, self.ct, filepath
+                kind, self._scenario_info, self.grid, self.ct, filepath, slice
             )
 
             self._data_access.move_to(
diff --git a/powersimdata/scenario/ready.py b/powersimdata/scenario/ready.py
index 12ce38101..4d8178fd5 100644
--- a/powersimdata/scenario/ready.py
+++ b/powersimdata/scenario/ready.py
@@ -1,7 +1,7 @@
 import copy
 
 from powersimdata.input.grid import Grid
-from powersimdata.input.input_data import get_bus_demand
+from powersimdata.input.input_data import distribute_demand_from_zones_to_buses
 from powersimdata.input.transform_profile import TransformProfile
 from powersimdata.scenario.state import State
 
@@ -120,5 +120,6 @@ def get_bus_demand(self):
 
         :return: (*pandas.DataFrame*) -- data frame of demand (hour, bus).
         """
+        zone_demand = self.get_demand()
         grid = self.get_grid()
-        return get_bus_demand(self._scenario_info, grid)
+        return distribute_demand_from_zones_to_buses(zone_demand, grid.bus)
diff --git a/powersimdata/scenario/tests/test_create.py b/powersimdata/scenario/tests/test_create.py
index 37cd274e3..d60542c2f 100644
--- a/powersimdata/scenario/tests/test_create.py
+++ b/powersimdata/scenario/tests/test_create.py
@@ -1,12 +1,42 @@
 import pytest
+from pandas.testing import assert_series_equal
 
 from powersimdata.scenario.scenario import Scenario
 
 
 @pytest.mark.integration
-@pytest.mark.ssh
-def test_get_bus_demand():
+def test_get_demand_and_get_bus_demand():
     scenario = Scenario("")
-    scenario.state.set_grid(interconnect="Texas")
-    scenario.state.builder.set_base_profile("demand", "vJan2021")
-    scenario.state.get_bus_demand()
+    scenario.set_grid(interconnect="Texas")
+    # Before we set the profile version, we should get errors trying to access
+    with pytest.raises(Exception):
+        scenario.get_bus_demand()
+    with pytest.raises(Exception):
+        scenario.get_demand()
+    # After we set the profile version, we should get the right len (default full year)
+    scenario.set_base_profile("demand", "vJan2021")
+    assert len(scenario.get_bus_demand()) == 8784
+    scenario.set_time("2016-01-01 00:00", "2016-01-03 23:00", "24H")
+    demand = scenario.get_demand()
+    bus_demand = scenario.get_bus_demand()
+    assert len(demand) == 72
+    assert len(bus_demand) == 72
+    assert_series_equal(demand.sum(axis=1), bus_demand.sum(axis=1))
+    unscaled_total_demand = demand.sum().sum()
+    scenario.change_table.scale_demand(zone_id={301: 1.5})
+    new_demand = scenario.get_demand()
+    new_bus_demand = scenario.get_bus_demand()
+    assert_series_equal(new_demand.sum(axis=1), new_bus_demand.sum(axis=1))
+    assert new_demand.sum().sum() > unscaled_total_demand
+
+
+@pytest.mark.integration
+def test_get_solar():
+    scenario = Scenario("")
+    scenario.set_grid(interconnect="Texas")
+    with pytest.raises(Exception):
+        scenario.get_solar()
+    scenario.set_base_profile("solar", "vJan2021")
+    assert len(scenario.get_solar()) == 8784
+    scenario.set_time("2016-01-01 00:00", "2016-01-03 23:00", "24H")
+    assert len(scenario.get_solar()) == 72
diff --git a/powersimdata/tests/mock_analyze.py b/powersimdata/tests/mock_analyze.py
index 5174edf4e..8447e9486 100644
--- a/powersimdata/tests/mock_analyze.py
+++ b/powersimdata/tests/mock_analyze.py
@@ -43,6 +43,7 @@ class MockAnalyze:
         "get_congl",
         "get_congu",
         "get_ct",
+        "get_bus_demand",
         "get_demand",
         "get_grid",
         "get_lmp",
@@ -63,6 +64,7 @@ def __init__(
         congu=None,
         ct=None,
         demand=None,
+        bus_demand=None,
         lmp=None,
         pf=None,
         pg=None,
@@ -79,6 +81,7 @@ def __init__(
         self.congu = _ensure_ts_index(congu)
         self.ct = ct if ct is not None else {}
         self.demand = _ensure_ts_index(demand)
+        self.bus_demand = _ensure_ts_index(bus_demand)
         self.lmp = _ensure_ts_index(lmp)
         self.pf = _ensure_ts_index(pf)
         self.dcline_pf = _ensure_ts_index(dcline_pf)
@@ -114,6 +117,12 @@ def get_demand(self, original=None):
         """
         return self.demand
 
+    def get_bus_demand(self):
+        """Get bus demand.
+        :return: (pandas.DataFrame) -- dummy bus demand
+        """
+        return self.bus_demand
+
     def get_grid(self):
         """Get grid.
         :return: (MockGrid) -- mock grid
diff --git a/requirements.txt b/requirements.txt
index 2d0f4e15f..f6dff7235 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,3 +11,4 @@ coverage
 pytest-cov
 fs
 fs.sshfs
+fs-azureblob
diff --git a/setup.cfg b/setup.cfg
index 3afca991d..321e4fced 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,6 +1,6 @@
 [metadata]
 name = powersimdata
-version = 0.4.5
+version = 0.5.0
 author = Breakthrough Energy
 author_email = sciences@breakthroughenergy.org
 description = Power Simulation Data
@@ -13,14 +13,14 @@ classifiers =
     License :: OSI Approved :: MIT License
     Operating System :: OS Independent
     Programming Language :: Python :: 3
-    Programming Language :: Python :: 3.7
     Programming Language :: Python :: 3.8
     Programming Language :: Python :: 3.9
+    Programming Language :: Python :: 3.10
 
 [options]
 zip_safe = False
 packages = find:
-python_requires = >=3.7
+python_requires = >=3.8
 install_requires =
     networkx
     numpy
@@ -31,6 +31,7 @@ install_requires =
     requests
     fs
     fs.sshfs
+    fs-azureblob
 
 [options.package_data]
 powersimdata =