diff --git a/.github/workflows/black.yml b/.github/workflows/black.yml
new file mode 100644
index 0000000..f61ad14
--- /dev/null
+++ b/.github/workflows/black.yml
@@ -0,0 +1,10 @@
+name: Lint
+
+on: [push]
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - uses: psf/black@stable
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..29fca09
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,6 @@
+repos:
+  - repo: https://github.com/psf/black
+    rev: 22.3.0
+    hooks:
+      - id: black
+        language_version: python3.9
\ No newline at end of file
diff --git a/Pipfile b/Pipfile
index 8bb060e..6054742 100644
--- a/Pipfile
+++ b/Pipfile
@@ -24,6 +24,8 @@ ratelimit = "*"
 pytz = "*"
 langdetect = "*"
 spacy = "==3.2.4"
+# Temporary fix for https://github.com/explosion/spaCy/issues/12659
+typing_extensions = "==4.4.0"
 ocrd-pyexiftool = "*"
 filelock = "*"
 telethon = "*"
@@ -38,6 +40,7 @@ pytest-metadata = "*"
 black = "*"
 Sphinx = "*"
 sphinx-rtd-theme = "*"
+pre-commit = "*"
 
 [requires]
 python_version = "3.9"
diff --git a/Pipfile.lock b/Pipfile.lock
index 3524f61..8ea1a92 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "4a8b1578e90c9c6f6cac1ec74dc04df51396fb63c7e3a2f693d5f288c2886cb9"
+            "sha256": "4663b9dc559798c1796c8bbb44630fb994d21be914a1ed0874be12aefb5263cd"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,58 +18,60 @@
     "default": {
         "beautifulsoup4": {
             "hashes": [
-                "sha256:0e79446b10b3ecb499c1556f7e228a53e64a2bfcebd455f370d8927cb5b59e39",
-                "sha256:bc4bdda6717de5a2987436fb8d72f45dc90dd856bdfd512a1314ce90349a0106"
+                "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
+                "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"
             ],
-            "version": "==4.11.2"
+            "markers": "python_full_version >= '3.6.0'",
+            "version": "==4.12.2"
         },
         "blis": {
             "hashes": [
-                "sha256:179037cb5e6744c2e93b6b5facc6e4a0073776d514933c3db1e1f064a3253425",
-                "sha256:29ef4c25007785a90ffc2f0ab3d3bd3b75cd2d7856a9a482b7d0dac8d511a09d",
-                "sha256:3dbb44311029263a6f65ed55a35f970aeb1d20b18bfac4c025de5aadf7889a8c",
-                "sha256:3e3f95e035c7456a1f5f3b5a3cfe708483a00335a3a8ad2211d57ba4d5f749a5",
-                "sha256:4d5755ef37a573647be62684ca1545698879d07321f1e5b89a4fd669ce355eb0",
-                "sha256:5cb1db88ab629ccb39eac110b742b98e3511d48ce9caa82ca32609d9169a9c9c",
-                "sha256:5fd46c649acd1920482b4f5556d1c88693cba9bf6a494a020b00f14b42e1132f",
-                "sha256:6d12475e588a322e66a18346a3faa9eb92523504042e665c193d1b9b0b3f0482",
-                "sha256:6fd5941bd5a21082b19d1dd0f6d62cd35609c25eb769aa3457d9877ef2ce37a9",
-                "sha256:7417667c221e29fe8662c3b2ff9bc201c6a5214bbb5eb6cc290484868802258d",
-                "sha256:8275f6b6eee714b85f00bf882720f508ed6a60974bcde489715d37fd35529da8",
-                "sha256:97ad55e9ef36e4ff06b35802d0cf7bfc56f9697c6bc9427f59c90956bb98377d",
-                "sha256:b3ea73707a7938304c08363a0b990600e579bfb52dece7c674eafac4bf2df9f7",
-                "sha256:b5f4691bf62013eccc167c38a85c09a0bf0c6e3e80d4c2229cdf2668c1124eb0",
-                "sha256:b8a1fcd2eb267301ab13e1e4209c165d172cdf9c0c9e08186a9e234bf91daa16",
-                "sha256:b9737035636452fb6d08e7ab79e5a9904be18a0736868a129179cd9f9ab59825",
-                "sha256:c0521231bc95ab522f280da3bbb096299c910a62cac2376d48d4a1d403c54393",
-                "sha256:c399a03de4059bf8e700b921f9ff5d72b2a86673616c40db40cd0592051bdd07",
-                "sha256:d0e82a6e0337d5231129a4e8b36978fa7b973ad3bb0257fd8e3714a9b35ceffd",
-                "sha256:d205a7e69523e2bacdd67ea906b82b84034067e0de83b33bd83eb96b9e844ae3",
-                "sha256:d3882b4f44a33367812b5e287c0690027092830ffb1cce124b02f64e761819a4",
-                "sha256:d4eb70a79562a211bd2e6b6db63f1e2eed32c0ab3e9ef921d86f657ae8375845",
-                "sha256:d811e88480203d75e6e959f313fdbf3326393b4e2b317067d952347f5c56216e",
-                "sha256:d81c3f627d33545fc25c9dcb5fee66c476d89288a27d63ac16ea63453401ffd5",
-                "sha256:db2959560dcb34e912dad0e0d091f19b05b61363bac15d78307c01334a4e5d9d",
-                "sha256:e85993364cae82707bfe7e637bee64ec96e232af31301e5c81a351778cb394b9",
-                "sha256:f5cec812ee47b29107eb36af9b457be7191163eab65d61775ed63538232c59d5",
-                "sha256:f7b6315d7b1ac5546bc0350f5f8d7cc064438d23db19a5c21aaa6ae7d93c1ab5"
+                "sha256:0cca151d046f8b6b9d075b4f3a5ffee52993424b3080f0e0c2be419f20a477a7",
+                "sha256:148835c8c96ea4c8957111de0593a28e9044c5b0e4cbcc34b77d700394fa6f13",
+                "sha256:1fb4a9fca42d56533e28bf62b740f5c7d122e804742e5ea24b2704950151ae3c",
+                "sha256:2167e656d6237443ef7d0cd7dcfbedc12fcd156c54112f2dc5ca9b0249ec835d",
+                "sha256:2846d1a5116a5a1e4c09fa5c3cab6fbe13349c8036bc1c8746a738c556a751c4",
+                "sha256:288247c424fd2bd3d43b750f1f54bba19fe2cbb11e5c028bc4762bc03bd54b9b",
+                "sha256:2df3d8703d23c39d8a0fb1e43be4681ec09f9010e08e9b35674fe799046c5fd5",
+                "sha256:31a6a8c347ef764ef268b6e11ae7b47ce83aba7ea99fc9223f85543aaab09826",
+                "sha256:343e8b125784d70ff6e1f17a95ea71538705bf0bd3cc236a176d153590842647",
+                "sha256:4329fef5b1050c88dbca6f7d87ecc02d56f09005afa60edf12d826d82544f88a",
+                "sha256:4766e26721e37e028336b542c226eab9faf812ea2d89a1869531ed0cada6c359",
+                "sha256:47c6a0230688ff7c29e31b78f0d207556044c0c84bb90e7c28b009a6765658c4",
+                "sha256:67a17000e953d05f09a1ee7dad001c783ca5d5dc12e40dcfff049b86e74fed67",
+                "sha256:67c8270ea20cf7e9342e4e3ed8fd51123a5236b1aa35fa94fb2200a8e11d0081",
+                "sha256:953dd85d4a8f79d4d69c17d27a0b783a5664aee0feafa33662199b7c78b0ee51",
+                "sha256:9833fc44795c8d43617732df31a8eca9de3f54b181ff9f0008cc50356cc26d86",
+                "sha256:a86f1d2c6370d571dc88fc710416e8cab7dc6bb3a47ee9f27079ee34adf780d6",
+                "sha256:a887165f2d7c08814dc92f96535232ca628e3e27927fb09cdeb8492781a28d04",
+                "sha256:adc7c70c5d482ce71c61a6008bcb44dfb15a0ac41ba176c59143f016658fa82d",
+                "sha256:bc8fac91353f20e747e130bc8d4010442c6700e4c7e5edc38d69bb844802ea81",
+                "sha256:d3bb6c4b9ae45e88e6e69b46eca145858cb9b3cd0a43a6c6812fb34c5c80d871",
+                "sha256:dd7870a21aed12b25ec8692a75e6965e9451b1b7f2752e2cac4ae9f565d2de95",
+                "sha256:df7f746159d9ab11f427e00c72abe8de522c1671c7a33ca664739b2bd48b71c2",
+                "sha256:ec3e11e8ed6be18cf43152513bbfeabbc3f99a5d391786642fb7a14fb914ee61",
+                "sha256:ed181a90fef1edff76220cb883df65685aeca610a0abe22c91322a3300e1e89d",
+                "sha256:ed4e31d32916f657842572b6640b235c5f2f679a70ec74808160b584c08399ce",
+                "sha256:f5c4a7c0fa67fec5a06fb6c1656bf1b51e7ab414292a04d417512b1fb1247246",
+                "sha256:fa62e13631c89626365ccd2585a2be154847c5bbb30cfc2ea8fdcf4e83cedd69"
             ],
-            "version": "==0.7.9"
+            "version": "==0.7.10"
         },
         "boto3": {
             "hashes": [
-                "sha256:278d896e9090a976f41ec68da5c572bc4e5b7cb1e515f1898fee8cb2fadfb50d",
-                "sha256:3ce2225a61832d69831d669d912424ea3863268ca1cfa2a82203bb90952acefa"
+                "sha256:1bae3e6222c7272af44ab4dc456fc4cb7d2d7044489b7a4a08f9cd0fbad6d213",
+                "sha256:8630c2c38c3130e31e1a4182943aee8bc7dd1a1ad9729092b46fdbc8ac045a77"
             ],
             "index": "pypi",
-            "version": "==1.26.91"
+            "version": "==1.28.19"
         },
         "botocore": {
             "hashes": [
-                "sha256:4ed6a488aee1b42367eace71f7d0993dda05b02eebd7dcdd78db5c9ce3d80da5",
-                "sha256:a8a800a2a945da807758cace539fc5b5ec1d5082ce363799d3a3870c2c4ed6fc"
+                "sha256:15f269945f319b0263cde9a61a25f2c9a83f6074b62cddae71edafec4a61e637",
+                "sha256:724f9a1a91f88291f5adc6347705a31e52312c88cddd56e38709215b161e025a"
             ],
-            "version": "==1.29.91"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.31.19"
         },
         "brotli": {
             "hashes": [
@@ -168,110 +170,115 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14",
-                "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"
+                "sha256:95ef631eeaea14ba2e36f06437f36463aac3a096799e876ee55e5cdccb102590",
+                "sha256:dce83f2d9b4e1f732a8cd44af8e8fab2dbe46201467fc98b3ef8f269092bf62b"
             ],
-            "version": "==5.3.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==5.3.1"
         },
         "catalogue": {
             "hashes": [
-                "sha256:2d786e229d8d202b4f8a2a059858e45a2331201d831e39746732daa704b99f69",
-                "sha256:b325c77659208bfb6af1b0d93b1a1aa4112e1bb29a4c5ced816758a722f0e388"
+                "sha256:5817ce97de17ace366a15eadd4987ac022b28f262006147549cdb3467265dc4d",
+                "sha256:d204c423ec436f2545341ec8a0e026ae033b3ce5911644f95e94d6b887cf631c"
             ],
-            "version": "==2.0.8"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.9"
         },
         "certifi": {
             "hashes": [
-                "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
-                "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
+                "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082",
+                "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"
             ],
-            "version": "==2022.12.7"
+            "markers": "python_version >= '3.6'",
+            "version": "==2023.7.22"
         },
         "charset-normalizer": {
             "hashes": [
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             ],
-            "version": "==3.1.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==3.2.0"
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         "click": {
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+            "markers": "python_version >= '3.6'",
             "version": "==8.0.4"
         },
         "cryptg": {
@@ -365,11 +372,11 @@
         },
         "dateparser": {
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-            "version": "==1.1.7"
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@@ -381,20 +388,22 @@
         },
         "filelock": {
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             "version": "==0.18.3"
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         "gabber": {
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+            "git": "https://github.com/stanfordio/gabber.git",
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@@ -406,111 +415,114 @@
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+                "sha256:f5672082576d0e9f52fa0fa732ff57254d65faeb4a471bc339fe54b58b3e79d2",
+                "sha256:ffb9f8969789771e95d3c982a36be81f0adfaa7302a1d56e29f168ca15e284b8"
             ],
             "markers": "platform_machine == 'aarch64' or (platform_machine == 'ppc64le' or (platform_machine == 'x86_64' or (platform_machine == 'amd64' or (platform_machine == 'AMD64' or (platform_machine == 'win32' or platform_machine == 'WIN32')))))",
-            "version": "==2.0.2"
+            "version": "==3.0.0a1"
         },
         "gspread": {
             "hashes": [
-                "sha256:ce76f9c16b88ccb792350142224a59afa8e69f7463f3d3417148cbe892efc7cb",
-                "sha256:dbeedd08c6a7f7b0bfc1a54e17c29205362250c77bf98e11125c5d99fd7f4ba7"
+                "sha256:2b6bba6dc111580170346a9bcd1893e0e8c52f67a9e537caec7b7a1e27c14435",
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             ],
             "index": "pypi",
-            "version": "==5.7.2"
+            "version": "==5.10.0"
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         "idna": {
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                 "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4",
                 "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==3.4"
         },
         "instaloader": {
             "hashes": [
-                "sha256:16040c170fb5230c1981a47e1990261e3c0ecffe0417be95fa265632244e7c01"
+                "sha256:a9431f6c1e2b26d0e1ac3188bac46ae9e0ef221e781624b5c42321be7f3df240"
             ],
             "index": "pypi",
-            "version": "==4.9.6"
+            "version": "==4.10"
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         "jinja2": {
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                 "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
                 "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==3.1.2"
         },
         "jmespath": {
@@ -518,21 +530,23 @@
                 "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980",
                 "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==1.0.1"
         },
         "joblib": {
             "hashes": [
-                "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385",
-                "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"
+                "sha256:1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3",
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             ],
             "index": "pypi",
-            "version": "==1.2.0"
+            "version": "==1.3.1"
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         "langcodes": {
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                 "sha256:4d89fc9acb6e9c8fdef70bcdf376113a3db09b67285d9e1d534de6d8818e7e69",
                 "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==3.3.0"
         },
         "langdetect": {
@@ -545,149 +559,165 @@
         },
         "loguru": {
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             "index": "pypi",
-            "version": "==0.6.0"
+            "version": "==0.7.0"
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         "lxml": {
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@@ -720,6 +750,7 @@
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@@ -727,46 +758,46 @@
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@@ -780,102 +811,116 @@
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@@ -908,26 +953,27 @@
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@@ -937,77 +983,57 @@
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+            "markers": "python_version >= '3.6'",
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@@ -1186,21 +1217,31 @@
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+            "markers": "python_version >= '3.7'",
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@@ -1376,6 +1422,7 @@
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@@ -1391,36 +1438,40 @@
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-            "version": "==2022.7"
+            "markers": "python_version >= '2'",
+            "version": "==2023.3"
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@@ -1431,85 +1482,87 @@
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+                "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34",
+                "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43",
+                "sha256:c8098ddcc2a85b61647b2590f825f3db38891662cfc2fc776415143f599bb859",
+                "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673",
+                "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a",
+                "sha256:f003ed9ad21d6a4713f0a9b5a7a0a79e08dd0f221aff4525a2be4c346ee60aab",
+                "sha256:f22ac1c3cac4dbc50079e965eba2c1058622631e526bd9afd45fedd49ba781fa",
+                "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c",
+                "sha256:fca0e3a251908a499833aa292323f32437106001d436eca0e6e7833256674585",
+                "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d",
+                "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==6.0.1"
         },
         "requests": {
             "hashes": [
-                "sha256:64299f4909223da747622c030b781c0d7811e359c37124b4bd368fb8c6518baa",
-                "sha256:98b1b2782e3c6c4904938b84c0eb932721069dfdb9134313beff7c83c2df24bf"
+                "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f",
+                "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"
             ],
             "index": "pypi",
-            "version": "==2.28.2"
+            "version": "==2.31.0"
+        },
+        "setuptools": {
+            "hashes": [
+                "sha256:11e52c67415a381d10d6b462ced9cfb97066179f0e871399e006c4ab101fc85f",
+                "sha256:baf1fdb41c6da4cd2eae722e135500da913332ab3f2f5c7d33af9b492acb5235"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==68.0.0"
         },
         "snowballstemmer": {
             "hashes": [
@@ -1919,25 +2086,26 @@
         },
         "sphinx": {
             "hashes": [
-                "sha256:0dac3b698538ffef41716cf97ba26c1c7788dba73ce6f150c1ff5b4720786dd2",
-                "sha256:807d1cb3d6be87eb78a381c3e70ebd8d346b9a25f3753e9947e866b2786865fc"
+                "sha256:780f4d32f1d7d1126576e0e5ecc19dc32ab76cd24e950228dcf7b1f6d3d9e22f",
+                "sha256:d170a81825b2fcacb6dfd5a0d7f578a053e45d3f2b153fecc948c37344eb4cbe"
             ],
             "index": "pypi",
-            "version": "==6.1.3"
+            "version": "==7.1.2"
         },
         "sphinx-rtd-theme": {
             "hashes": [
-                "sha256:a0d8bd1a2ed52e0b338cbe19c4b2eef3c5e7a048769753dac6a9f059c7b641b8",
-                "sha256:f823f7e71890abe0ac6aaa6013361ea2696fc8d3e1fa798f463e82bdb77eeff2"
+                "sha256:3e321023694842feae0baed4f34004c4c925d812df9c93db49769c5887496d13",
+                "sha256:ace3640f8951a93fd514fccd02071abac340c28fb0c907f180a7608c416e99a2"
             ],
             "index": "pypi",
-            "version": "==1.2.0"
+            "version": "==1.3.0rc1"
         },
         "sphinxcontrib-applehelp": {
             "hashes": [
                 "sha256:29d341f67fb0f6f586b23ad80e072c8e6ad0b48417db2bde114a4c9746feb228",
                 "sha256:828f867945bbe39817c210a1abfd1bc4895c8b73fcaade56d45357a348a07d7e"
             ],
+            "markers": "python_version >= '3.8'",
             "version": "==1.0.4"
         },
         "sphinxcontrib-devhelp": {
@@ -1945,6 +2113,7 @@
                 "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e",
                 "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.2"
         },
         "sphinxcontrib-htmlhelp": {
@@ -1952,6 +2121,7 @@
                 "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff",
                 "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"
             ],
+            "markers": "python_version >= '3.8'",
             "version": "==2.0.1"
         },
         "sphinxcontrib-jquery": {
@@ -1959,7 +2129,7 @@
                 "sha256:1620739f04e36a2c779f1a131a2dfd49b2fd07351bf1968ced074365933abc7a",
                 "sha256:f936030d7d0147dd026a4f2b5a57343d233f1fc7b363f68b3d4f1cb0993878ae"
             ],
-            "markers": "python_version > '3'",
+            "markers": "python_version >= '2.7'",
             "version": "==4.1"
         },
         "sphinxcontrib-jsmath": {
@@ -1967,6 +2137,7 @@
                 "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178",
                 "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.1"
         },
         "sphinxcontrib-qthelp": {
@@ -1974,6 +2145,7 @@
                 "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72",
                 "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.3"
         },
         "sphinxcontrib-serializinghtml": {
@@ -1981,6 +2153,7 @@
                 "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd",
                 "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.1.5"
         },
         "tomli": {
@@ -1993,24 +2166,35 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb",
-                "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"
+                "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa",
+                "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"
             ],
-            "version": "==4.5.0"
+            "index": "pypi",
+            "version": "==4.4.0"
         },
         "urllib3": {
             "hashes": [
-                "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305",
-                "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"
+                "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f",
+                "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"
             ],
-            "version": "==1.26.15"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.26.16"
+        },
+        "virtualenv": {
+            "hashes": [
+                "sha256:43a3052be36080548bdee0b42919c88072037d50d56c28bd3f853cbe92b953ff",
+                "sha256:fd8a78f46f6b99a67b7ec5cf73f92357891a7b3a40fd97637c27f854aae3b9e0"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==20.24.2"
         },
         "zipp": {
             "hashes": [
-                "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b",
-                "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"
+                "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0",
+                "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"
             ],
-            "version": "==3.15.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.16.2"
         }
     }
 }
diff --git a/app.py b/app.py
index 8be3607..02a45b2 100644
--- a/app.py
+++ b/app.py
@@ -10,7 +10,6 @@ import sys
 from cisticola.base import mapper_registry
 from cisticola.scraper import (
     ScraperController,
-#    VkontakteScraper,
     TelegramTelethonScraper,
     GettrScraper,
     BitchuteScraper,
@@ -22,11 +21,11 @@ from cisticola.transformer import (
     GettrTransformer,
     RumbleTransformer,
     BitchuteTransformer,
-#    VkontakteTransformer,
 )
 
 from sync_with_gsheet import sync_channels
 
+
 def get_db_session():
     engine = create_engine(os.environ["DB"])
 
@@ -48,16 +47,18 @@ def get_scraper_controller(args):
     else:
         telethon_session_name = None
 
-    scrapers = [ #VkontakteScraper(),
-        TelegramTelethonScraper(telethon_session_name = telethon_session_name),
+    scrapers = [  # VkontakteScraper(),
+        TelegramTelethonScraper(telethon_session_name=telethon_session_name),
         GettrScraper(),
         BitchuteScraper(),
-        RumbleScraper()]
+        RumbleScraper(),
+    ]
 
     controller.register_scrapers(scrapers)
 
     return controller
 
+
 def get_transformer_controller(args):
     engine = create_engine(os.environ["DB"])
 
@@ -69,11 +70,12 @@ def get_transformer_controller(args):
     else:
         telethon_session_name = None
 
-    transformers = [ #VkontakteTransformer(),
-        TelegramTelethonTransformer(telethon_session_name = telethon_session_name),
+    transformers = [  # VkontakteTransformer(),
+        TelegramTelethonTransformer(telethon_session_name=telethon_session_name),
         GettrTransformer(),
         BitchuteTransformer(),
-        RumbleTransformer()]
+        RumbleTransformer(),
+    ]
 
     controller.register_transformers(transformers)
 
@@ -86,12 +88,14 @@ def scrape_channels(args):
     controller = get_scraper_controller(args)
     controller.scrape_all_channels()
 
+
 def scrape_channels_old(args):
     logger.info(f"Scraping old posts from channels")
 
     controller = get_scraper_controller(args)
     controller.scrape_all_channels(fetch_old=True)
 
+
 def scrape_channel_info(args):
     logger.info(f"Scraping channel info")
 
@@ -103,12 +107,13 @@ def archive_media(args):
     logger.info(f"Archiving unarchived media")
 
     controller = get_scraper_controller(args)
-    
+
     if args.chronological:
         controller.archive_unarchived_media(chronological=True)
     else:
         controller.archive_unarchived_media()
 
+
 def transform(args):
     logger.info(f"Transforming untransformed posts")
 
@@ -118,9 +123,10 @@ def transform(args):
         min_date = datetime.datetime.fromisoformat(args.min_date)
     else:
         min_date = datetime.datetime(1970, 1, 1)
-    
+
     controller.transform_all_untransformed(min_date=min_date)
 
+
 def transform_info(args):
     logger.info(f"Transforming untransformed channel info")
 
@@ -129,12 +135,14 @@ def transform_info(args):
 
     # sync_channels(args, get_db_session())
 
+
 def transform_media(args):
     logger.info(f"Transforming untransformed channel media")
 
     controller = get_transformer_controller(args)
     controller.transform_all_untransformed_media()
 
+
 def init_db():
     engine = create_engine(os.environ["DB"])
     mapper_registry.metadata.create_all(bind=engine)
@@ -162,29 +170,77 @@ if __name__ == "__main__":
     if args.command == "init-db":
         init_db()
     elif args.command == "sync-channels":
-        logger.add("logs/sync-channels.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/sync-channels.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         sync_channels(args, get_db_session())
     elif args.command == "scrape-channels":
-        logger.add("logs/scrape-channels.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/scrape-channels.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         scrape_channels(args)
     elif args.command == "scrape-channels-old":
-        logger.add("logs/scrape-channels-old.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/scrape-channels-old.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         scrape_channels_old(args)
     elif args.command == "archive-media":
-        logger.add("logs/archive-media.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/archive-media.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         archive_media(args)
     elif args.command == "channel-info":
-        logger.add("logs/channel-info.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/channel-info.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         scrape_channel_info(args)
     elif args.command == "transform":
-        logger.add("logs/transform.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/transform.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         logger.add("logs/transform_trace.log", level="TRACE", retention="7 days")
         transform(args)
     elif args.command == "transform-info":
-        logger.add("logs/transform-info.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/transform-info.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         transform_info(args)
     elif args.command == "transform-media":
-        logger.add("logs/transform-media.log", level="DEBUG", rotation="100 MB", retention="2 weeks", compression="zip")
+        logger.add(
+            "logs/transform-media.log",
+            level="DEBUG",
+            rotation="100 MB",
+            retention="2 weeks",
+            compression="zip",
+        )
         transform_media(args)
     else:
         logger.error(f"Unrecognized command {args.command}")
diff --git a/cisticola/__init__.py b/cisticola/__init__.py
index 505680b..f553d9a 100644
--- a/cisticola/__init__.py
+++ b/cisticola/__init__.py
@@ -1,3 +1,3 @@
-from . import base 
-from . import scraper 
+from . import base
+from . import scraper
 from . import transformer
diff --git a/cisticola/base.py b/cisticola/base.py
index 0087d20..b595167 100644
--- a/cisticola/base.py
+++ b/cisticola/base.py
@@ -1,12 +1,22 @@
 from typing import List
 from dataclasses import dataclass, field
 from datetime import datetime
-import tempfile 
+import tempfile
 import json
 import io
 
 from sqlalchemy.orm import registry
-from sqlalchemy import Table, Column, Integer, String, JSON, DateTime, ForeignKey, Boolean, Index
+from sqlalchemy import (
+    Table,
+    Column,
+    Integer,
+    String,
+    JSON,
+    DateTime,
+    ForeignKey,
+    Boolean,
+    Index,
+)
 from sqlalchemy.dialects.postgresql import JSONB
 import pytesseract
 import PIL
@@ -22,10 +32,10 @@ from .utils import make_request
 # Disable decompression bomb check
 PIL.Image.MAX_IMAGE_PIXELS = 1024 * 1024 * 256
 
+
 @dataclass
 class ScraperResult:
-    """Minimally processed set of information from a scraper about one post
-    """
+    """Minimally processed set of information from a scraper about one post"""
 
     #: String specifying name and version of scraper used to generate result, e.g. ``"TwitterScraper 0.0.1"``.
     scraper: str
@@ -48,16 +58,16 @@ class ScraperResult:
     #: Datetime (relative to UTC) that the scraped post was archived at.
     date_archived: datetime
 
-    #: Dict in which the keys are the original media URLs from the post, and the corresponding values are the URLs of the archived media files. 
+    #: Dict in which the keys are the original media URLs from the post, and the corresponding values are the URLs of the archived media files.
     archived_urls: dict
 
     #: What date was the media archived? (None if not archived)
     media_archived: datetime
 
+
 @dataclass
 class Channel:
-    """Information about a specific channel to be scraped.
-    """
+    """Information about a specific channel to be scraped."""
 
     #: Name of channel (different from username because it can be non-unique and contain emojis), e.g. ``T🕊Редакция Президент Гордон🕊"``.
     name: str
@@ -76,32 +86,32 @@ class Channel:
 
     #: Screen name/username of channel.
     screenname: str
-      
+
     #: 2 digit country code for the country of origin for the channel, e.g. ``"RU"``.
     country: str = None
-    
-    #: Name of influencer, if channel belongs to an influencer that operates on multiple platforms.    
+
+    #: Name of influencer, if channel belongs to an influencer that operates on multiple platforms.
     influencer: str = None
-      
-    #: Whether or not the channel is publicly-accessible. 
+
+    #: Whether or not the channel is publicly-accessible.
     public: bool = None
-      
+
     #: Whether or not the channel is a chat (i.e. allows users who are not the channel creator to post/message)
     chat: bool = None
-      
+
     #: Any other additional notes about the channel.
     notes: str = ""
-      
+
     #: Did the channel come from a researcher or a scraping process?
     source: str = None
 
     def hydrate(self):
         pass
 
+
 @dataclass
 class RawChannelInfo:
-    """Minimally processed set of information from a scraper about one channel
-    """
+    """Minimally processed set of information from a scraper about one channel"""
 
     #: String specifying name and version of scraper used to generate result, e.g. ``"TwitterScraper 0.0.1"``.
     scraper: str
@@ -118,10 +128,10 @@ class RawChannelInfo:
     #: Datetime (relative to UTC) that the scraped post was archived at.
     date_archived: datetime
 
+
 @dataclass
 class ChannelInfo:
-    """A processed set of information about a channel.
-    """
+    """A processed set of information about a channel."""
 
     # Foreign key from the raw_channel_info table
     raw_channel_info_id: int
@@ -154,20 +164,22 @@ class ChannelInfo:
 
     #: Datetime (relative to UTC) that the scraped channel info was archived at.
     date_archived: datetime
-    
+
     #: Datetime (UTC) that the scraped channel info was transformed at.
     date_transformed: datetime
 
     def hydrate(self):
         pass
 
-nlp_en = spacy.load('en_core_web_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_de = spacy.load('de_core_news_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_it = spacy.load('it_core_news_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_fr = spacy.load('fr_core_news_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_ru = spacy.load('ru_core_news_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_nl = spacy.load('nl_core_news_sm', disable=['parser', 'tok2vec', 'attribute_ruler'])
-nlp_xx = spacy.load('xx_ent_wiki_sm')
+
+nlp_en = spacy.load("en_core_web_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_de = spacy.load("de_core_news_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_it = spacy.load("it_core_news_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_fr = spacy.load("fr_core_news_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_ru = spacy.load("ru_core_news_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_nl = spacy.load("nl_core_news_sm", disable=["parser", "tok2vec", "attribute_ruler"])
+nlp_xx = spacy.load("xx_ent_wiki_sm")
+
 
 @dataclass
 class Post:
@@ -175,7 +187,7 @@ class Post:
 
     #: ID number of the scraped post in the ``raw_posts`` table
     raw_id: int
-      
+
     #: Platform specific post ID
     platform_id: str
 
@@ -199,16 +211,16 @@ class Post:
 
     #: Datetime (UTC) that the scraped post was transformed at.
     date_transformed: datetime
-    
+
     #: URL of the original post
     url: str
 
     #: String that uniquely identifies the channel on the given platform, e.g. ``"-1001101170442"``.
     author_id: str
-    
+
     #: Username of author who made post.
     author_username: str
-      
+
     #: Text of the original post
     content: str
 
@@ -232,7 +244,7 @@ class Post:
 
     #: The ID of the Channel that the post was forwarded or quoted from
     forwarded_from: int = None
-      
+
     #: The ID of the Post that this Post is a reply to
     reply_to: int = None
 
@@ -258,21 +270,25 @@ class Post:
         URL_REGEX = r"""(?i)\b((?:https?:(?:/{1,3}|[a-z0-9%])|[a-z0-9.\-]+[.](?:com|net|org|edu|gov|mil|aero|asia|biz|cat|coop|info|int|jobs|mobi|museum|name|post|pro|tel|travel|xxx|ac|ad|ae|af|ag|ai|al|am|an|ao|aq|ar|as|at|au|aw|ax|az|ba|bb|bd|be|bf|bg|bh|bi|bj|bm|bn|bo|br|bs|bt|bv|bw|by|bz|ca|cc|cd|cf|cg|ch|ci|ck|cl|cm|cn|co|cr|cs|cu|cv|cx|cy|cz|dd|de|dj|dk|dm|do|dz|ec|ee|eg|eh|er|es|et|eu|fi|fj|fk|fm|fo|fr|ga|gb|gd|ge|gf|gg|gh|gi|gl|gm|gn|gp|gq|gr|gs|gt|gu|gw|gy|hk|hm|hn|hr|ht|hu|id|ie|il|im|in|io|iq|ir|is|it|je|jm|jo|jp|ke|kg|kh|ki|km|kn|kp|kr|kw|ky|kz|la|lb|lc|li|lk|lr|ls|lt|lu|lv|ly|ma|mc|md|me|mg|mh|mk|ml|mm|mn|mo|mp|mq|mr|ms|mt|mu|mv|mw|mx|my|mz|na|nc|ne|nf|ng|ni|nl|no|np|nr|nu|nz|om|pa|pe|pf|pg|ph|pk|pl|pm|pn|pr|ps|pt|pw|py|qa|re|ro|rs|ru|rw|sa|sb|sc|sd|se|sg|sh|si|sj|Ja|sk|sl|sm|sn|so|sr|ss|st|su|sv|sx|sy|sz|tc|td|tf|tg|th|tj|tk|tl|tm|tn|to|tp|tr|tt|tv|tw|tz|ua|ug|uk|us|uy|uz|va|vc|ve|vg|vi|vn|vu|wf|ws|ye|yt|yu|za|zm|zw)/)(?:[^\s()<>{}\[\]]+|\([^\s()]*?\([^\s()]+\)[^\s()]*?\)|\([^\s]+?\))+(?:\([^\s()]*?\([^\s()]+\)[^\s()]*?\)|\([^\s]+?\)|[^\s`!()\[\]{};:\'\".,<>?«»“”‘’])|(?:(?<!@)[a-z0-9]+(?:[.\-][a-z0-9]+)*[.](?:com|net|org|edu|gov|mil|aero|asia|biz|cat|coop|info|int|jobs|mobi|museum|name|post|pro|tel|travel|xxx|ac|ad|ae|af|ag|ai|al|am|an|ao|aq|ar|as|at|au|aw|ax|az|ba|bb|bd|be|bf|bg|bh|bi|bj|bm|bn|bo|br|bs|bt|bv|bw|by|bz|ca|cc|cd|cf|cg|ch|ci|ck|cl|cm|cn|co|cr|cs|cu|cv|cx|cy|cz|dd|de|dj|dk|dm|do|dz|ec|ee|eg|eh|er|es|et|eu|fi|fj|fk|fm|fo|fr|ga|gb|gd|ge|gf|gg|gh|gi|gl|gm|gn|gp|gq|gr|gs|gt|gu|gw|gy|hk|hm|hn|hr|ht|hu|id|ie|il|im|in|io|iq|ir|is|it|je|jm|jo|jp|ke|kg|kh|ki|km|kn|kp|kr|kw|ky|kz|la|lb|lc|li|lk|lr|ls|lt|lu|lv|ly|ma|mc|md|me|mg|mh|mk|ml|mm|mn|mo|mp|mq|mr|ms|mt|mu|mv|mw|mx|my|mz|na|nc|ne|nf|ng|ni|nl|no|np|nr|nu|nz|om|pa|pe|pf|pg|ph|pk|pl|pm|pn|pr|ps|pt|pw|py|qa|re|ro|rs|ru|rw|sa|sb|sc|sd|se|sg|sh|si|sj|Ja|sk|sl|sm|sn|so|sr|ss|st|su|sv|sx|sy|sz|tc|td|tf|tg|th|tj|tk|tl|tm|tn|to|tp|tr|tt|tv|tw|tz|ua|ug|uk|us|uy|uz|va|vc|ve|vg|vi|vn|vu|wf|ws|ye|yt|yu|za|zm|zw)\b/?(?!@)))"""
 
         # replace is here in order to prevent catastrophic backtracking
-        urls = re.findall(URL_REGEX, self.content.replace("::::::::", "").replace("........", ""))
+        urls = re.findall(
+            URL_REGEX, self.content.replace("::::::::", "").replace("........", "")
+        )
         self.outlinks += urls
-        self.outlinks =  list(set(outlink for outlink in self.outlinks))
+        self.outlinks = list(set(outlink for outlink in self.outlinks))
 
         HASHTAG_REGEX = r"(?:^|\s)[＃#]{1}(\w+)"
-        
+
         hashtags = re.findall(HASHTAG_REGEX, self.content)
         self.hashtags += hashtags
         self.hashtags = list(set(hashtag.lower() for hashtag in self.hashtags))
 
         # regex patterns for finding crypto addresses
-        BTC_REGEX = r'\b(bc(0([ac-hj-np-z02-9]{39}|[ac-hj-np-z02-9]{59})|1[ac-hj-np-z02-9]{8,87})|[13][a-km-zA-HJ-NP-Z1-9]{25,35})\b'
-        ETHER_REGEX = r'(0x[a-fA-F0-9]{40})'
-        
-        self.cryptocurrency_addresses = [m[0] for m in re.findall(BTC_REGEX, self.content)] + re.findall(ETHER_REGEX, self.content)
+        BTC_REGEX = r"\b(bc(0([ac-hj-np-z02-9]{39}|[ac-hj-np-z02-9]{59})|1[ac-hj-np-z02-9]{8,87})|[13][a-km-zA-HJ-NP-Z1-9]{25,35})\b"
+        ETHER_REGEX = r"(0x[a-fA-F0-9]{40})"
+
+        self.cryptocurrency_addresses = [
+            m[0] for m in re.findall(BTC_REGEX, self.content)
+        ] + re.findall(ETHER_REGEX, self.content)
 
         try:
             self.detected_language = detect(self.content)
@@ -287,39 +303,56 @@ class Post:
 
     def hydrate_spacy(self):
         ner_only = False
-        
-        if self.detected_language == 'en':
+
+        if self.detected_language == "en":
             nlp = nlp_en
-        elif self.detected_language == 'de':
+        elif self.detected_language == "de":
             nlp = nlp_de
-        elif self.detected_language == 'it':
+        elif self.detected_language == "it":
             nlp = nlp_it
-        elif self.detected_language == 'fr':
+        elif self.detected_language == "fr":
             nlp = nlp_fr
-        elif self.detected_language == 'ru':
+        elif self.detected_language == "ru":
             nlp = nlp_ru
-        elif self.detected_language == 'nl':
+        elif self.detected_language == "nl":
             nlp = nlp_nl
         else:
             nlp = nlp_xx
             ner_only = True
 
         doc = nlp(self.content)
-        
-        if not ner_only:
-            punctuation = ['?',':','!',',','.',';','|','(',')','--','#','=','+']
-            tokens = [t.lemma_ for t in doc if not t.is_stop and t.lemma_ not in punctuation]
-            self.normalized_content = ' '.join(tokens)
-        else:
-            self.normalized_content = ''
 
-        self.named_entities = [{'text': ent.text, 'type': ent.label_} for ent in doc.ents]
+        if not ner_only:
+            punctuation = [
+                "?",
+                ":",
+                "!",
+                ",",
+                ".",
+                ";",
+                "|",
+                "(",
+                ")",
+                "--",
+                "#",
+                "=",
+                "+",
+            ]
+            tokens = [
+                t.lemma_ for t in doc if not t.is_stop and t.lemma_ not in punctuation
+            ]
+            self.normalized_content = " ".join(tokens)
+        else:
+            self.normalized_content = ""
+
+        self.named_entities = [
+            {"text": ent.text, "type": ent.label_} for ent in doc.ents
+        ]
 
 
 @dataclass
 class Media:
-    """Base class for organizing information about a media file.
-    """
+    """Base class for organizing information about a media file."""
 
     #: ID number of the media's corresponding scraped post in the ``raw_posts`` table.
     raw_id: int
@@ -355,16 +388,14 @@ class Media:
     exif: str = None
 
     def get_blob(self):
-        """Download media file as bytes blob.
-        """
+        """Download media file as bytes blob."""
 
         blob = make_request(self.url)
         return blob.content
 
     @logger.catch
-    def hydrate(self, blob = None):
-        """Download media file as bytes blob and extract data from content.
-        """
+    def hydrate(self, blob=None):
+        """Download media file as bytes blob and extract data from content."""
 
         if blob is None:
             blob = self.get_blob()
@@ -372,8 +403,7 @@ class Media:
         self.hydrate_exif(blob)
 
     def hydrate_exif(self, blob):
-        """Extract Exif metadata from bytes blob.
-        """
+        """Extract Exif metadata from bytes blob."""
 
         with tempfile.NamedTemporaryFile() as temp_file:
             temp_file.write(blob)
@@ -382,17 +412,17 @@ class Media:
                 exif = et.get_metadata(temp_file.name)
                 self.exif = json.dumps(exif)
 
+
 @dataclass
 class Image(Media):
-    """Class for organizing information about an image file. 
-    """
+    """Class for organizing information about an image file."""
 
     #: Extracted OCR content from image
     ocr: str = None
 
     @logger.catch
     def hydrate(self, blob=None):
-        """Download image file as bytes blob and extract Exif and OCR content 
+        """Download image file as bytes blob and extract Exif and OCR content
         from the image.
         """
 
@@ -403,143 +433,180 @@ class Image(Media):
         self.hydrate_ocr(blob)
 
     def hydrate_ocr(self, blob):
-        """Extract OCR (optical character recognition) data from image bytes blob.
-        """
+        """Extract OCR (optical character recognition) data from image bytes blob."""
 
         image = PIL.Image.open(io.BytesIO(blob))
         self.ocr = pytesseract.image_to_string(image)
 
+
 @dataclass
 class Video(Media):
-    """Class for organizing information about an video file. 
-    """
-    
+    """Class for organizing information about an video file."""
+
     pass
 
+
 @dataclass
 class Audio(Media):
-    """Class for organizing information about an audio file. 
-    """
-    
+    """Class for organizing information about an audio file."""
+
     pass
 
+
 mapper_registry = registry()
 
-raw_posts_table = Table('raw_posts', mapper_registry.metadata,
-                       Column('id', Integer, primary_key=True,
-                              autoincrement=True),
-                       Column('scraper', String),
-                       Column('platform', String),
-                       Column('channel', Integer, ForeignKey('channels.id'), index=True),
-                       Column('platform_id', String, index=True),
-                       Column('date', DateTime, index=True),
-                       Column('raw_data', String),
-                       Column('date_archived', DateTime, index=True),
-                       Column('archived_urls', JSON),
-                       Column('media_archived', DateTime, index=True))
+raw_posts_table = Table(
+    "raw_posts",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True, autoincrement=True),
+    Column("scraper", String),
+    Column("platform", String),
+    Column("channel", Integer, ForeignKey("channels.id"), index=True),
+    Column("platform_id", String, index=True),
+    Column("date", DateTime, index=True),
+    Column("raw_data", String),
+    Column("date_archived", DateTime, index=True),
+    Column("archived_urls", JSON),
+    Column("media_archived", DateTime, index=True),
+)
 
-raw_channel_info_table = Table('raw_channel_info', mapper_registry.metadata,
-                    Column('id', Integer, primary_key=True),
-                    Column('scraper', String),
-                    Column('platform', String),
-                    Column('channel', Integer, ForeignKey('channels.id'), index=True),
-                    Column('raw_data', String),
-                    Column('date_archived', DateTime, index=True))
+raw_channel_info_table = Table(
+    "raw_channel_info",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True),
+    Column("scraper", String),
+    Column("platform", String),
+    Column("channel", Integer, ForeignKey("channels.id"), index=True),
+    Column("raw_data", String),
+    Column("date_archived", DateTime, index=True),
+)
 
-channel_info_table = Table('channel_info', mapper_registry.metadata,
-                    Column('id', Integer, primary_key=True, autoincrement=True),
-                    Column('raw_channel_info_id', Integer, ForeignKey('raw_channel_info.id'), index=True),
-                    Column('channel', Integer, ForeignKey('channels.id'), index=True),
-                    Column('platform_id', String),
-                    Column('scraper', String),
-                    Column('transformer', String),
-                    Column('platform', String),
-                    Column('screenname', String),
-                    Column('name', String),
-                    Column('description', String),
-                    Column('description_url', String),
-                    Column('description_location', String),
-                    Column('followers', Integer),
-                    Column('following', Integer),
-                    Column('verified', Boolean),
-                    Column('date_created', DateTime),
-                    Column('date_archived', DateTime, index=True),
-                    Column('date_transformed', DateTime, index=True),
-                    )
+channel_info_table = Table(
+    "channel_info",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True, autoincrement=True),
+    Column(
+        "raw_channel_info_id", Integer, ForeignKey("raw_channel_info.id"), index=True
+    ),
+    Column("channel", Integer, ForeignKey("channels.id"), index=True),
+    Column("platform_id", String),
+    Column("scraper", String),
+    Column("transformer", String),
+    Column("platform", String),
+    Column("screenname", String),
+    Column("name", String),
+    Column("description", String),
+    Column("description_url", String),
+    Column("description_location", String),
+    Column("followers", Integer),
+    Column("following", Integer),
+    Column("verified", Boolean),
+    Column("date_created", DateTime),
+    Column("date_archived", DateTime, index=True),
+    Column("date_transformed", DateTime, index=True),
+)
 
-channel_table = Table('channels', mapper_registry.metadata,
-                    Column('id', Integer, primary_key=True, autoincrement=True),
-                    Column('name', String),
-                    Column('platform_id', String),
-                    Column('category', String),
-                    Column('platform', String),
-                    Column('url', String),
-                    Column('screenname', String),
-                    Column('country', JSONB, index = True),
-                    Column('influencer', String),
-                    Column('public', Boolean),
-                    Column('chat', Boolean),
-                    Column('notes', String),
-                    Column('source', String)
-                    )
+channel_table = Table(
+    "channels",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True, autoincrement=True),
+    Column("name", String),
+    Column("platform_id", String),
+    Column("category", String),
+    Column("platform", String),
+    Column("url", String),
+    Column("screenname", String),
+    Column("country", JSONB, index=True),
+    Column("influencer", String),
+    Column("public", Boolean),
+    Column("chat", Boolean),
+    Column("notes", String),
+    Column("source", String),
+)
 
-post_table = Table('posts', mapper_registry.metadata,
-                       Column('id', Integer, primary_key=True,
-                              autoincrement=True),
-                       Column('raw_id', Integer, ForeignKey('raw_posts.id'), index=True),
-                       Column('platform_id', String, index=True),
-                       Column('scraper', String),
-                       Column('transformer', String),
-                       Column('platform', String),
-                       Column('channel', Integer, ForeignKey('channels.id'), index=True),
-                       Column('date', DateTime, index=True),
-                       Column('date_archived', DateTime, index=True),
-                       Column('date_transformed', DateTime, index=True),
-                       Column('url', String),
-                       Column('author_id', String),
-                       Column('author_username', String),
-                       Column('content', String),
-                       Column('forwarded_from', Integer, ForeignKey('channels.id'), index=True),
-                       Column('reply_to', Integer, ForeignKey('posts.id'), index=True),
-                       Column('named_entities', JSON),
-                       Column('cryptocurrency_addresses', JSON),
-                       Column('hashtags', JSON),
-                       Column('outlinks', JSON),
-                       Column('mentions', JSON),
-                       Column('likes', Integer),
-                       Column('forwards', Integer),
-                       Column('views', Integer),
-                       Column('video_title', String),
-                       Column('video_duration', Integer),
-                       Column('detected_language', String, index = True),
-                       Column('normalized_content', String)
-                       )
+post_table = Table(
+    "posts",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True, autoincrement=True),
+    Column("raw_id", Integer, ForeignKey("raw_posts.id"), index=True),
+    Column("platform_id", String, index=True),
+    Column("scraper", String),
+    Column("transformer", String),
+    Column("platform", String),
+    Column("channel", Integer, ForeignKey("channels.id"), index=True),
+    Column("date", DateTime, index=True),
+    Column("date_archived", DateTime, index=True),
+    Column("date_transformed", DateTime, index=True),
+    Column("url", String),
+    Column("author_id", String),
+    Column("author_username", String),
+    Column("content", String),
+    Column("forwarded_from", Integer, ForeignKey("channels.id"), index=True),
+    Column("reply_to", Integer, ForeignKey("posts.id"), index=True),
+    Column("named_entities", JSON),
+    Column("cryptocurrency_addresses", JSON),
+    Column("hashtags", JSON),
+    Column("outlinks", JSON),
+    Column("mentions", JSON),
+    Column("likes", Integer),
+    Column("forwards", Integer),
+    Column("views", Integer),
+    Column("video_title", String),
+    Column("video_duration", Integer),
+    Column("detected_language", String, index=True),
+    Column("normalized_content", String),
+)
 
-posts_forwarded_from_channel_index = Index('posts_channel_forwarded_from_idx', post_table.c.channel, post_table.c.forwarded_from)
+posts_forwarded_from_channel_index = Index(
+    "posts_channel_forwarded_from_idx",
+    post_table.c.channel,
+    post_table.c.forwarded_from,
+)
 
-media_table = Table('media', mapper_registry.metadata,
-                       Column('id', Integer, primary_key=True,
-                              autoincrement=True),
-                       Column('type', String),
-                       Column('raw_id', Integer, ForeignKey('raw_posts.id'), index=True),
-                       Column('post', Integer, ForeignKey('posts.id'), index=True),
-                       Column('url', String),
-                       Column('original_url', String),
-                       Column('exif', String),
-                       Column('ocr', String),
-                       Column('date', DateTime, index=True),
-                       Column('date_archived', DateTime, index=True),
-                       Column('date_transformed', DateTime, index=True),
-                       Column('scraper', String),
-                       Column('transformer', String)
-                       )
+media_table = Table(
+    "media",
+    mapper_registry.metadata,
+    Column("id", Integer, primary_key=True, autoincrement=True),
+    Column("type", String),
+    Column("raw_id", Integer, ForeignKey("raw_posts.id"), index=True),
+    Column("post", Integer, ForeignKey("posts.id"), index=True),
+    Column("url", String),
+    Column("original_url", String),
+    Column("exif", String),
+    Column("ocr", String),
+    Column("date", DateTime, index=True),
+    Column("date_archived", DateTime, index=True),
+    Column("date_transformed", DateTime, index=True),
+    Column("scraper", String),
+    Column("transformer", String),
+)
 
 mapper_registry.map_imperatively(Post, post_table)
 mapper_registry.map_imperatively(Channel, channel_table)
 mapper_registry.map_imperatively(ScraperResult, raw_posts_table)
 mapper_registry.map_imperatively(RawChannelInfo, raw_channel_info_table)
 mapper_registry.map_imperatively(ChannelInfo, channel_info_table)
-mapper_registry.map_imperatively(Media, media_table, polymorphic_on='type', polymorphic_identity='media')
-mapper_registry.map_imperatively(Image, media_table, inherits=Media, polymorphic_on='type', polymorphic_identity='image')
-mapper_registry.map_imperatively(Video, media_table, inherits=Media, polymorphic_on='type', polymorphic_identity='video')
-mapper_registry.map_imperatively(Audio, media_table, inherits=Media, polymorphic_on='type', polymorphic_identity='audio')
+mapper_registry.map_imperatively(
+    Media, media_table, polymorphic_on="type", polymorphic_identity="media"
+)
+mapper_registry.map_imperatively(
+    Image,
+    media_table,
+    inherits=Media,
+    polymorphic_on="type",
+    polymorphic_identity="image",
+)
+mapper_registry.map_imperatively(
+    Video,
+    media_table,
+    inherits=Media,
+    polymorphic_on="type",
+    polymorphic_identity="video",
+)
+mapper_registry.map_imperatively(
+    Audio,
+    media_table,
+    inherits=Media,
+    polymorphic_on="type",
+    polymorphic_identity="audio",
+)
diff --git a/cisticola/scraper/__init__.py b/cisticola/scraper/__init__.py
index 7b7d12e..826de0a 100644
--- a/cisticola/scraper/__init__.py
+++ b/cisticola/scraper/__init__.py
@@ -3,4 +3,4 @@ from .base import Scraper, ScraperController, ChannelDoesNotExistError
 from .bitchute import BitchuteScraper
 from .gettr import GettrScraper
 from .rumble import RumbleScraper
-from .telegram_telethon import TelegramTelethonScraper
\ No newline at end of file
+from .telegram_telethon import TelegramTelethonScraper
diff --git a/cisticola/scraper/base.py b/cisticola/scraper/base.py
index bb089bd..33b4dbe 100644
--- a/cisticola/scraper/base.py
+++ b/cisticola/scraper/base.py
@@ -18,50 +18,54 @@ from sqlalchemy import nullsfirst
 from cisticola.base import Channel, RawChannelInfo, ScraperResult, mapper_registry
 from cisticola.utils import make_request
 
+
 class Scraper:
-    """Base class for defining platform-specific scrapers for scraping all posts 
-    from a given channel on that specific platform. 
+    """Base class for defining platform-specific scrapers for scraping all posts
+    from a given channel on that specific platform.
     """
 
     __version__ = "Scraper 0.0.0"
 
-    cookiestring = os.environ["YOUTUBE_COOKIESTRING"].replace(r'\n', '\n').replace(r'\t', '\t')
-    cookiefilename = 'cookiefile.txt'
+    cookiestring = (
+        os.environ["YOUTUBE_COOKIESTRING"].replace(r"\n", "\n").replace(r"\t", "\t")
+    )
+    cookiefilename = "cookiefile.txt"
 
     def __init__(self):
-
         # Initialize client to transfer files to the storage archive
         self.s3_client = boto3.client(
-            service_name='s3',
-            region_name=os.environ['DO_SPACES_REGION'],
+            service_name="s3",
+            region_name=os.environ["DO_SPACES_REGION"],
             endpoint_url=f'https://{os.environ["DO_SPACES_REGION"]}.digitaloceanspaces.com',
-            aws_access_key_id=os.environ['DO_SPACES_KEY'],
-            aws_secret_access_key=os.environ['DO_SPACES_SECRET'])
-        
-        # Define request headers (necessary to bypass scraping protection 
+            aws_access_key_id=os.environ["DO_SPACES_KEY"],
+            aws_secret_access_key=os.environ["DO_SPACES_SECRET"],
+        )
+
+        # Define request headers (necessary to bypass scraping protection
         # for several platform scrapers)
         self.headers = {
-            'User-Agent' : 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:84.0) Gecko/20100101 Firefox/84.0'}
+            "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:84.0) Gecko/20100101 Firefox/84.0"
+        }
 
     def __str__(self):
         return self.__version__
 
     def get_username_from_url(self, url: str) -> str:
-        """Extract a channel's username from its URL. 
+        """Extract a channel's username from its URL.
 
         Parameters
         ----------
         url: str
             URL of the channel on a given platform
             e.g. ``"https://twitter.com/EliotHiggins"``
-        
+
         Returns
         -------
         username: str
             Extracted username of the channel.
             e.g. ``"EliotHiggins"``
         """
-        
+
         raise NotImplementedError
 
     def url_to_key(self, url: str, content_type: str) -> str:
@@ -70,21 +74,21 @@ class Scraper:
         Parameters
         ---------
         url: str
-            URL of original post. 
+            URL of original post.
             e.g. ``"https://twitter.com/bellingcat/status/1503397267675533313"``
         content_type: str
-            Content-Type of media. 
+            Content-Type of media.
             e.g. ``"image/jpeg"``
 
         Returns
         -------
         key: str
-            Unique identifier for the media file from a specified post based on 
-            the original post URL and the media's Content-Type. 
+            Unique identifier for the media file from a specified post based on
+            the original post URL and the media's Content-Type.
         """
 
-        key = urlparse(url).path.split('/')[-1]
-        return key 
+        key = urlparse(url).path.split("/")[-1]
+        return key
 
     def url_to_blob(self, url: str, key: str = None) -> Tuple[bytes, str, str]:
         """Download media file from a specified media file URL.
@@ -92,7 +96,7 @@ class Scraper:
         Parameters
         ---------
         url: str
-            URL of media file from original post. 
+            URL of media file from original post.
             e.g. ``"https://pbs.twimg.com/media/FN0j0dYWUAcQxfK?format=png&name=medium"``
         key: str or None
             Pre-defined unique identifier for the media file.
@@ -100,18 +104,18 @@ class Scraper:
         Returns
         -------
         blob: bytes
-            Raw bytes of the downloaded media file. 
+            Raw bytes of the downloaded media file.
         content_type: str
-            Content-Type of media. 
+            Content-Type of media.
             e.g. ``"image/jpeg"``.
         key: str
             Unique identifier for the media file.
         """
 
-        r = make_request(url, headers = self.headers)
+        r = make_request(url, headers=self.headers)
 
         blob = r.content
-        content_type = r.headers.get('Content-Type')
+        content_type = r.headers.get("Content-Type")
 
         if key is None:
             key = self.url_to_key(url, content_type)
@@ -119,13 +123,13 @@ class Scraper:
         return blob, content_type, key
 
     def m3u8_url_to_blob(self, url: str, key: str = None) -> Tuple[bytes, str, str]:
-        """Download media file from a specified media URL, where the media file 
+        """Download media file from a specified media URL, where the media file
         is formatted as an m3u8 playlist, which is then decoded to an mp4 file.
 
         Parameters
         ---------
         url: str
-            URL of m3u8 playlist file from original post. 
+            URL of m3u8 playlist file from original post.
             e.g. ``"https://media.gettr.com/group47/origin/2022/03/15/01/cbc436c1-1a1a-4b97-671d-c42109f3ec9b/out.m3u8"``
         key: str or None
             Pre-defined unique identifier for the media file.
@@ -133,42 +137,41 @@ class Scraper:
         Returns
         -------
         blob: bytes
-            Raw bytes of the downloaded media file. 
+            Raw bytes of the downloaded media file.
         content_type: str
-            Content-Type of media. 
+            Content-Type of media.
             e.g. ``"video/mp4"``.
         key: str
             Unique identifier for the media file.
         """
-        
-        content_type = 'video/mp4'
-        ext = '.' + content_type.split('/')[-1]
 
-        with tempfile.NamedTemporaryFile(suffix = ext) as temp_file:
-            
+        content_type = "video/mp4"
+        ext = "." + content_type.split("/")[-1]
+
+        with tempfile.NamedTemporaryFile(suffix=ext) as temp_file:
             (
-                ffmpeg
-                .input(url)
-                .output(temp_file.name, vcodec='copy')
-                .global_args('-loglevel', 'error')
-                .run(overwrite_output=True))
-            
+                ffmpeg.input(url)
+                .output(temp_file.name, vcodec="copy")
+                .global_args("-loglevel", "error")
+                .run(overwrite_output=True)
+            )
+
             temp_file.seek(0)
             blob = temp_file.read()
 
         if key is None:
-            key = self.url_to_key(url = url, content_type = content_type)
+            key = self.url_to_key(url=url, content_type=content_type)
 
         return blob, content_type, key
 
     def ytdlp_url_to_blob(self, url: str, key: str = None) -> Tuple[bytes, str, str]:
-        """Download media file from a specified media URL, using a fork of 
+        """Download media file from a specified media URL, using a fork of
         youtube-dl that enables faster downloading.
 
         Parameters
         ---------
         url: str
-            URL of media file from original post. 
+            URL of media file from original post.
             e.g. ``"https://rumble.com/embed/vgt7gh/"``
         key: str or None
             Pre-defined unique identifier for the media file.
@@ -176,21 +179,21 @@ class Scraper:
         Returns
         -------
         blob: bytes
-            Raw bytes of the downloaded media file. 
+            Raw bytes of the downloaded media file.
         content_type: str
-            Content-Type of media. 
+            Content-Type of media.
             e.g. ``"video/mp4"``.
         key: str
             Unique identifier for the media file.
         """
 
-        content_type = 'video/mp4'
+        content_type = "video/mp4"
 
         with tempfile.TemporaryDirectory() as temp_dir:
-            cookiefile = Path(temp_dir)/self.cookiefilename
-            with open(cookiefile, 'w') as f:
+            cookiefile = Path(temp_dir) / self.cookiefilename
+            with open(cookiefile, "w") as f:
                 f.write(self.cookiestring)
-                
+
             ydl_opts = {
                 "format": "bestvideo[ext=mp4]+bestaudio[ext=m4a]/best[ext=mp4]/best",
                 "merge_output_format": "mp4",
@@ -199,37 +202,39 @@ class Scraper:
                 "quiet": True,
                 "verbose": False,
                 "retries": 5,
-                "cookiefile": cookiefile}
+                "cookiefile": cookiefile,
+            }
 
             ydl = yt_dlp.YoutubeDL(ydl_opts)
 
             try:
                 meta = ydl.extract_info(
                     url,
-                    download=True,)
+                    download=True,
+                )
             except yt_dlp.utils.DownloadError as e:
                 raise e
             else:
                 video_id = meta["id"]
                 video_ext = meta["ext"]
-                
+
                 with open(f"{temp_dir}/{video_id}.{video_ext}", "rb") as f:
                     blob = f.read()
 
         if key is None:
-            key = self.url_to_key(url = url, content_type = content_type)
+            key = self.url_to_key(url=url, content_type=content_type)
 
         return blob, content_type, key
 
     def archive_blob(self, blob: bytes, content_type: str, key: str) -> str:
-        """Upload raw bytes of a media file to the storage archive. 
+        """Upload raw bytes of a media file to the storage archive.
 
         Parameters
         ----------
         blob: bytes
             Raw bytes of the media file to be archived.
         content_type: str
-            Content-Type of media. 
+            Content-Type of media.
             e.g. ``"video/mp4"``.
         key: str
             Unique identifier for the media file.
@@ -240,18 +245,22 @@ class Scraper:
             URL specifying the file on the storage archive.
         """
 
-        filename = self.__version__.replace(' ', '_') + '/' + key
+        filename = self.__version__.replace(" ", "_") + "/" + key
 
-        self.s3_client.upload_fileobj(BytesIO(blob), Bucket=os.environ[
-            'DO_BUCKET'], Key=filename, ExtraArgs={'ACL': 'public-read', 'ContentType': content_type})
+        self.s3_client.upload_fileobj(
+            BytesIO(blob),
+            Bucket=os.environ["DO_BUCKET"],
+            Key=filename,
+            ExtraArgs={"ACL": "public-read", "ContentType": content_type},
+        )
 
-        archived_url = os.environ['DO_URL'] + '/' + filename
+        archived_url = os.environ["DO_URL"] + "/" + filename
 
         return archived_url
 
     @logger.catch
     def archive_files(self, result: ScraperResult) -> ScraperResult:
-        """Archive files corresponding to ``archived_url`` dict keys, if the 
+        """Archive files corresponding to ``archived_url`` dict keys, if the
         files have not previously been archived.
 
         Parameters
@@ -280,19 +289,21 @@ class Scraper:
         Parameters
         ----------
         channel: Channel
-            Channel to be scraped. 
-        
+            Channel to be scraped.
+
         Returns
         -------
         bool
             ``True`` if the scraper is capable of scraping ``channel``,
-            ``False`` if not. 
+            ``False`` if not.
         """
 
         raise NotImplementedError
 
     @logger.catch
-    def get_posts(self, channel: Channel, since: ScraperResult = None) -> Generator[ScraperResult, None, None]:
+    def get_posts(
+        self, channel: Channel, since: ScraperResult = None
+    ) -> Generator[ScraperResult, None, None]:
         """Scrape all posts from the specified Channel.
 
         Parameters
@@ -300,7 +311,7 @@ class Scraper:
         channel: Channel
             Channel to be scraped.
         since: ScraperResult or None
-            Most recently scraped ScraperResult from a previous scrape, or 
+            Most recently scraped ScraperResult from a previous scrape, or
             ``None`` if scraper has not run before.
 
         Yields
@@ -308,7 +319,7 @@ class Scraper:
         ScraperResult
             Scraper result from a single post/comment from the specified Channel.
         """
-        
+
         raise NotImplementedError
 
 
@@ -342,8 +353,7 @@ class ScraperController:
         self.scrapers.extend(scrapers)
 
     def remove_all_scrapers(self):
-        """Reset the ScraperController so that it doesn't control any scrapers
-        """
+        """Reset the ScraperController so that it doesn't control any scrapers"""
         self.scrapers = []
 
     def scrape_all_channels(self, fetch_old: bool = False):
@@ -362,15 +372,23 @@ class ScraperController:
         session = self.session()
 
         # TODO there should be a better/more generic way of selecting scrapeable channels
-        channels = session.query(Channel).filter((Channel.source=='researcher')|(Channel.source=='snowball_it')|(Channel.source=='snowball_complete')|(Channel.source=='linked_channel')).all()
+        channels = (
+            session.query(Channel)
+            .filter(
+                (Channel.source == "researcher")
+                | (Channel.source == "snowball_it")
+                | (Channel.source == "snowball_complete")
+                | (Channel.source == "linked_channel")
+            )
+            .all()
+        )
 
         session.close()
 
         return self.scrape_channels(channels, fetch_old=fetch_old)
 
     def scrape_all_channel_info(self):
-        """Scrape profile information from all channels in the database.
-        """
+        """Scrape profile information from all channels in the database."""
         if self.session is None:
             logger.error("No DB session")
             return
@@ -379,17 +397,34 @@ class ScraperController:
 
         # Because of rate limiting, we may not be able to succesfully scrape info for all of these channels.
         # This will sort the channels by the least recently scraped.
-        most_recently_archived = session.query(func.max(RawChannelInfo.date_archived).label("date"), RawChannelInfo.channel.label("channel")).group_by(RawChannelInfo.channel).subquery()
-        channels = session.query(Channel).\
-            filter((Channel.source=='researcher')|(Channel.source=='snowball_it')|(Channel.source=='snowball_complete')|(Channel.source=='linked_channel')).\
-            outerjoin(most_recently_archived, Channel.id == most_recently_archived.c.channel).\
-            order_by(nullsfirst(most_recently_archived.c.date.asc())).all()
+        most_recently_archived = (
+            session.query(
+                func.max(RawChannelInfo.date_archived).label("date"),
+                RawChannelInfo.channel.label("channel"),
+            )
+            .group_by(RawChannelInfo.channel)
+            .subquery()
+        )
+        channels = (
+            session.query(Channel)
+            .filter(
+                (Channel.source == "researcher")
+                | (Channel.source == "snowball_it")
+                | (Channel.source == "snowball_complete")
+                | (Channel.source == "linked_channel")
+            )
+            .outerjoin(
+                most_recently_archived, Channel.id == most_recently_archived.c.channel
+            )
+            .order_by(nullsfirst(most_recently_archived.c.date.asc()))
+            .all()
+        )
 
         session.close()
         return self.scrape_channel_info(channels)
-    
+
     def scrape_channels(self, channels: List[Channel], fetch_old: bool = False):
-        """Scrape all posts from a specified list of channels. 
+        """Scrape all posts from a specified list of channels.
 
         Parameters
         ----------
@@ -408,12 +443,17 @@ class ScraperController:
 
         # If any channels are not already in the database, add them
         for channel in channels:
-
             platform_id = None
-            if channel.platform_id not in (None, ''):
+            if channel.platform_id not in (None, ""):
                 platform_id = channel.platform_id
 
-            channel_in_db = session.query(Channel).filter_by(platform_id=platform_id, platform=channel.platform, url=channel.url).first()
+            channel_in_db = (
+                session.query(Channel)
+                .filter_by(
+                    platform_id=platform_id, platform=channel.platform, url=channel.url
+                )
+                .first()
+            )
 
             if not channel_in_db:
                 logger.debug(f"{channel} does not exist in database, adding")
@@ -429,13 +469,17 @@ class ScraperController:
                     handled = True
                     added = 0
 
-                    if fetch_old and channel.platform == 'Telegram':
+                    if fetch_old and channel.platform == "Telegram":
                         # get oldest post (currently only for Telegram)
                         # TODO fix this so that it doesn't have an explicit check on channel.platform (should be generic)
                         # TODO implement until on all scrapers
-                        rows = session.query(ScraperResult).where(
-                            ScraperResult.channel == channel.id).order_by(
-                            ScraperResult.date.asc(), ScraperResult.id.desc()).limit(10).all()
+                        rows = (
+                            session.query(ScraperResult)
+                            .where(ScraperResult.channel == channel.id)
+                            .order_by(ScraperResult.date.asc(), ScraperResult.id.desc())
+                            .limit(10)
+                            .all()
+                        )
 
                         if len(rows) > 0:
                             until = rows[0]
@@ -449,9 +493,13 @@ class ScraperController:
                         # Note: a "bug" in Postgres can cause this query to hang for a really long time
                         # when searching for a single row, hence the limit(10).all() when we really just need
                         # the first row.
-                        rows = session.query(ScraperResult).where(
-                            ScraperResult.channel == channel.id).order_by(
-                            ScraperResult.date.desc(), ScraperResult.id.asc()).limit(10).all()
+                        rows = (
+                            session.query(ScraperResult)
+                            .where(ScraperResult.channel == channel.id)
+                            .order_by(ScraperResult.date.desc(), ScraperResult.id.asc())
+                            .limit(10)
+                            .all()
+                        )
 
                         if len(rows) > 0:
                             since = rows[0]
@@ -466,8 +514,7 @@ class ScraperController:
                         added += 1
 
                     session.commit()
-                    logger.info(
-                        f"{scraper} found {added} new posts from {channel}")
+                    logger.info(f"{scraper} found {added} new posts from {channel}")
                     break
 
             if not handled:
@@ -475,7 +522,7 @@ class ScraperController:
 
         session.close()
 
-    def archive_unarchived_media_batch(self, session = None, chronological=False):
+    def archive_unarchived_media_batch(self, session=None, chronological=False):
         """Archive previously unarchived media URLs from a batch of raw_post rows.
 
         Parameters
@@ -489,11 +536,24 @@ class ScraperController:
         if session is None:
             session = self.session()
         if chronological:
-            posts = session.query(ScraperResult).where(ScraperResult.media_archived == None).where(ScraperResult.id >= 0).order_by(ScraperResult.date.desc()).limit(5000).all()
+            posts = (
+                session.query(ScraperResult)
+                .where(ScraperResult.media_archived == None)
+                .where(ScraperResult.id >= 0)
+                .order_by(ScraperResult.date.desc())
+                .limit(5000)
+                .all()
+            )
         else:
             # this query is really slow (~2.5 minutes) because of the shuffle. shuffling is so that multiple media archivers could work
             # simultaneously with low risk of collision (at least while the number of unarchived items is very large)
-            posts = session.query(ScraperResult).where(ScraperResult.media_archived == None).order_by(func.random()).limit(5000).all()
+            posts = (
+                session.query(ScraperResult)
+                .where(ScraperResult.media_archived == None)
+                .order_by(func.random())
+                .limit(5000)
+                .all()
+            )
 
         logger.info(f"Found {len(posts)} posts without media. Archiving now")
 
@@ -502,23 +562,33 @@ class ScraperController:
 
             for scraper in self.scrapers:
                 # compare major versions
-                if post.scraper is not None and scraper.__version__.split('.')[0] == post.scraper.split('.')[0]:
+                if (
+                    post.scraper is not None
+                    and scraper.__version__.split(".")[0] == post.scraper.split(".")[0]
+                ):
                     handled = True
                     logger.debug(f"{scraper} is archiving media for ID {post.id}")
                     post = scraper.archive_files(post)
 
                     if post:
-                        session.query(ScraperResult).where(ScraperResult.id == post.id).update({'archived_urls': post.archived_urls, 'media_archived': post.media_archived})
+                        session.query(ScraperResult).where(
+                            ScraperResult.id == post.id
+                        ).update(
+                            {
+                                "archived_urls": post.archived_urls,
+                                "media_archived": post.media_archived,
+                            }
+                        )
                         session.commit()
 
                     break
-            
+
             if not handled:
                 logger.warning(f"No handler found for post scraped with {post.scraper}")
 
         session.commit()
-                
-    @logger.catch(reraise = True)
+
+    @logger.catch(reraise=True)
     def archive_unarchived_media(self, chronological=False):
         """Archive previously unarchived media URLs from all raw_post rows.
 
@@ -535,11 +605,13 @@ class ScraperController:
         session = self.session()
 
         while True:
-            self.archive_unarchived_media_batch(self, session=session, chronological=chronological)
-            
-    @logger.catch(reraise = True)
+            self.archive_unarchived_media_batch(
+                self, session=session, chronological=chronological
+            )
+
+    @logger.catch(reraise=True)
     def scrape_channel_info(self, channels: List[Channel]):
-        """Scrape channel info for specified channels. 
+        """Scrape channel info for specified channels.
 
         Parameters
         ----------
@@ -571,8 +643,7 @@ class ScraperController:
                         session.add(info)
 
                         session.commit()
-                        logger.info(
-                            f"{scraper} found {info}")
+                        logger.info(f"{scraper} found {info}")
                         break
                     except ChannelDoesNotExistError:
                         logger.warning(f"ChannelDoesNotExist {channel}")
@@ -590,7 +661,7 @@ class ScraperController:
         engine: sqlalchemy.engine.Engine
             Instance of SQLAlchemy engine to connect to
         """
-        
+
         # create tables
         mapper_registry.metadata.create_all(bind=engine)
 
@@ -599,13 +670,13 @@ class ScraperController:
         self.session.configure(bind=self.engine)
 
     def reset_db(self):
-        """Drop all data from the connected SQLAlchemy database.
-        """
+        """Drop all data from the connected SQLAlchemy database."""
 
         close_all_sessions()
 
         mapper_registry.metadata.drop_all(bind=self.engine)
         self.connect_to_db(self.engine)
 
+
 class ChannelDoesNotExistError(Exception):
     """The specified channel does not exist or has been deleted."""
diff --git a/cisticola/scraper/bitchute.py b/cisticola/scraper/bitchute.py
index 145c3dc..b43a98d 100644
--- a/cisticola/scraper/bitchute.py
+++ b/cisticola/scraper/bitchute.py
@@ -1,6 +1,6 @@
 from datetime import datetime, timezone
 import time
-import re 
+import re
 from html.parser import HTMLParser
 import dateparser
 import json
@@ -14,106 +14,130 @@ from loguru import logger
 from cisticola.base import Channel, ScraperResult, RawChannelInfo
 from cisticola.scraper.base import Scraper
 
+
 class BitchuteScraper(Scraper):
     """An implementation of a Scraper for Bitchute, using classes from the 4cat
     library"""
+
     __version__ = "BitchuteScraper 0.0.1"
 
     def get_username_from_url(self, url):
-        username = url.split('bitchute.com/channel/')[-1].strip('/')
+        username = url.split("bitchute.com/channel/")[-1].strip("/")
 
         return username
 
     @logger.catch
-    def get_posts(self, channel: Channel, since: ScraperResult = None) -> Generator[ScraperResult, None, None]:
-
+    def get_posts(
+        self, channel: Channel, since: ScraperResult = None
+    ) -> Generator[ScraperResult, None, None]:
         session = requests.Session()
         session.headers.update(self.headers)
         request = session.get("https://www.bitchute.com/search")
-        csrftoken = BeautifulSoup(request.text, 'html.parser').findAll(
-            "input", {"name": "csrfmiddlewaretoken"})[0].get("value")
+        csrftoken = (
+            BeautifulSoup(request.text, "html.parser")
+            .findAll("input", {"name": "csrfmiddlewaretoken"})[0]
+            .get("value")
+        )
         time.sleep(0.25)
 
-        detail = 'comments'
+        detail = "comments"
 
         username = self.get_username_from_url(channel.url)
         scraper = get_videos_user(session, username, csrftoken, detail)
 
         for post in scraper:
-
-            if since is not None and datetime.fromtimestamp(post['timestamp']) <= since.date:
+            if (
+                since is not None
+                and datetime.fromtimestamp(post["timestamp"]) <= since.date
+            ):
                 break
 
             archived_urls = {}
 
-            if 'video_url' in post:
-                url = post['video_url']
-                archived_urls[url] = None 
+            if "video_url" in post:
+                url = post["video_url"]
+                archived_urls[url] = None
 
             yield ScraperResult(
                 scraper=self.__version__,
                 platform="Bitchute",
                 channel=channel.id,
-                platform_id=post['id'],
-                date=datetime.fromtimestamp(post['timestamp']),
+                platform_id=post["id"],
+                date=datetime.fromtimestamp(post["timestamp"]),
                 date_archived=datetime.now(timezone.utc),
                 raw_data=json.dumps(post),
                 archived_urls=archived_urls,
-                media_archived=None)
+                media_archived=None,
+            )
 
     def can_handle(self, channel):
-        if channel.platform == "Bitchute" and self.get_username_from_url(channel.url) is not None:
+        if (
+            channel.platform == "Bitchute"
+            and self.get_username_from_url(channel.url) is not None
+        ):
             return True
 
     @logger.catch
     def get_profile(self, channel: Channel) -> RawChannelInfo:
-
         base_url = channel.url
-        
+
         session = requests.session()
         response = session.get(base_url)
-        soup = BeautifulSoup(response.content, 'html.parser')
-        
-        canonical_url = soup.find('link', {'id' : 'canonical'})['href']
-        csrftoken = session.cookies['csrftoken']
-        csrfmiddlewaretoken = soup.find('input', {'name' : 'csrfmiddlewaretoken'})['value']
+        soup = BeautifulSoup(response.content, "html.parser")
 
-        about_soup = soup.find('div', {'id' : 'channel-about'})
-        info_list = about_soup.find('div', {'class' : 'channel-about-details'}).find_all('p')
-        description_soup = about_soup.find('div', {'id' : 'channel-description'})
+        canonical_url = soup.find("link", {"id": "canonical"})["href"]
+        csrftoken = session.cookies["csrftoken"]
+        csrfmiddlewaretoken = soup.find("input", {"name": "csrfmiddlewaretoken"})[
+            "value"
+        ]
 
-        headers = {'Referer': base_url}
-        data = {
-            'csrftoken': csrftoken,
-            'csrfmiddlewaretoken': csrfmiddlewaretoken}
+        about_soup = soup.find("div", {"id": "channel-about"})
+        info_list = about_soup.find("div", {"class": "channel-about-details"}).find_all(
+            "p"
+        )
+        description_soup = about_soup.find("div", {"id": "channel-description"})
 
-        response = session.post(canonical_url + 'counts/', data = data, headers = headers)
+        headers = {"Referer": base_url}
+        data = {"csrftoken": csrftoken, "csrfmiddlewaretoken": csrfmiddlewaretoken}
+
+        response = session.post(canonical_url + "counts/", data=data, headers=headers)
         counts = json.loads(response.text)
 
-        owner_soup = soup.find('p', {'class' : 'owner'})
-        if owner_soup.text == '[email\xa0protected]':
-            owner_name = decode_cfemail(owner_soup.find('span', {'class': "__cf_email__"})['data-cfemail'])
+        owner_soup = soup.find("p", {"class": "owner"})
+        if owner_soup.text == "[email\xa0protected]":
+            owner_name = decode_cfemail(
+                owner_soup.find("span", {"class": "__cf_email__"})["data-cfemail"]
+            )
         else:
             owner_name = owner_soup.text
-            
+
         profile = {
-            'description' : description_soup.text.strip(),
-            'description_links' : [a['href'] for a in description_soup.find_all('a', href = True)],
-            'created': re.sub(r'\s', ' ', info_list[0].text.split('Created')[1].strip('. ')),
-            'videos' : int(info_list[1].text.split('videos')[0].strip()),
-            'owner_url' : soup.find('p', {'class' : 'owner'}).find('a', href = True)['href'],
-            'owner_name' : owner_name,
-            'image' : about_soup.find('img', {'alt' : 'Channel Image'}).get('data-src'),
-            'subscribers': counts['subscriber_count'],
-            'views': int(counts['about_view_count'].split(' ')[0])}
-        
-        
-        return RawChannelInfo(scraper=self.__version__,
+            "description": description_soup.text.strip(),
+            "description_links": [
+                a["href"] for a in description_soup.find_all("a", href=True)
+            ],
+            "created": re.sub(
+                r"\s", " ", info_list[0].text.split("Created")[1].strip(". ")
+            ),
+            "videos": int(info_list[1].text.split("videos")[0].strip()),
+            "owner_url": soup.find("p", {"class": "owner"}).find("a", href=True)[
+                "href"
+            ],
+            "owner_name": owner_name,
+            "image": about_soup.find("img", {"alt": "Channel Image"}).get("data-src"),
+            "subscribers": counts["subscriber_count"],
+            "views": int(counts["about_view_count"].split(" ")[0]),
+        }
+
+        return RawChannelInfo(
+            scraper=self.__version__,
             platform=channel.platform,
             channel=channel.id,
-            raw_data=json.dumps(profile, default = str),
-            date_archived=datetime.now(timezone.utc))
-            
+            raw_data=json.dumps(profile, default=str),
+            date_archived=datetime.now(timezone.utc),
+        )
+
+
 def strip_tags(html, convert_newlines=True):
     r"""
     Strip HTML from a string
@@ -149,6 +173,7 @@ def strip_tags(html, convert_newlines=True):
     stripper.feed(html)
     return stripper.get_data()
 
+
 def request_from_bitchute(session, method, url, headers=None, data=None):
     """
     Request something via the BitChute API (or non-API)
@@ -176,7 +201,10 @@ def request_from_bitchute(session, method, url, headers=None, data=None):
                 raise NotImplemented()
 
             if request.status_code >= 300:
-                raise ValueError("Response %i from BitChute for URL %s, need to retry" % (request.status_code, url))
+                raise ValueError(
+                    "Response %i from BitChute for URL %s, need to retry"
+                    % (request.status_code, url)
+                )
 
             response = request.json()
             return response
@@ -193,6 +221,7 @@ def request_from_bitchute(session, method, url, headers=None, data=None):
 
     return response
 
+
 def append_details(video, detail):
     """
     Append extra metadata to video data
@@ -214,7 +243,7 @@ def append_details(video, detail):
         "comments": "",
         "hashtags": "",
         "parent_id": "",
-        "video_url": ""
+        "video_url": "",
     }
 
     try:
@@ -223,15 +252,23 @@ def append_details(video, detail):
         video_session = requests.session()
         video_page = video_session.get(video["url"])
 
-        if "<h1 class=\"page-title\">Video Restricted</h1>" in video_page.text or \
-                "<h1 class=\"page-title\">Video Blocked</h1>" in video_page.text or \
-                "<h1 class=\"page-title\">Channel Blocked</h1>" in video_page.text or \
-                "<h1 class=\"page-title\">Channel Restricted</h1>" in video_page.text:
-            if "This video is unavailable as the contents have been deemed potentially illegal" in video_page.text:
+        if (
+            '<h1 class="page-title">Video Restricted</h1>' in video_page.text
+            or '<h1 class="page-title">Video Blocked</h1>' in video_page.text
+            or '<h1 class="page-title">Channel Blocked</h1>' in video_page.text
+            or '<h1 class="page-title">Channel Restricted</h1>' in video_page.text
+        ):
+            if (
+                "This video is unavailable as the contents have been deemed potentially illegal"
+                in video_page.text
+            ):
                 video["category"] = "moderated-illegal"
                 return (video, [])
 
-            elif "Viewing of this video is restricted, as it has been marked as Not Safe For Life" in video_page.text:
+            elif (
+                "Viewing of this video is restricted, as it has been marked as Not Safe For Life"
+                in video_page.text
+            ):
                 video["category"] = "moderated-nsfl"
                 return (video, [])
 
@@ -255,39 +292,47 @@ def append_details(video, detail):
                 video["category"] = "moderated-other"
                 return (video, [])
 
-        elif "<iframe class=\"rumble\"" in video_page.text:
+        elif '<iframe class="rumble"' in video_page.text:
             # some videos are actually embeds from rumble?
             # these are iframes, so at the moment we cannot simply extract
             # their info from the page, so we skip them. In the future we
             # could add an extra request to get the relevant info, but so
             # far the only examples I've seen are actually 'video not found'
-            video = {
-                **video,
-                "category": "error-embed-from-rumble"
-            }
+            video = {**video, "category": "error-embed-from-rumble"}
             return (video, [])
 
         elif video_page.status_code != 200:
-            video = {
-                **video,
-                "category": "error-%i" % video_page.status_code
-            }
+            video = {**video, "category": "error-%i" % video_page.status_code}
             return (video, [])
 
-        soup = BeautifulSoup(video_page.text, 'html.parser')
-        video_csfrtoken = soup.findAll("input", {"name": "csrfmiddlewaretoken"})[0].get("value")
+        soup = BeautifulSoup(video_page.text, "html.parser")
+        video_csfrtoken = soup.findAll("input", {"name": "csrfmiddlewaretoken"})[0].get(
+            "value"
+        )
 
         video["video_url"] = soup.select_one("video#player source").get("src")
         video["thumbnail_image"] = soup.select_one("video#player").get("poster")
         video["subject"] = soup.select_one("h1#video-title").text
         video["author_id"] = soup.select_one("p.owner a").get("href").split("/")[2]
-        video["author"] = soup.select_one("div.channel-banner p.name a").get("href").split("/")[2]
-        video["body"] = soup.select_one("div#video-description").encode_contents().decode("utf-8").strip()
+        video["author"] = (
+            soup.select_one("div.channel-banner p.name a").get("href").split("/")[2]
+        )
+        video["body"] = (
+            soup.select_one("div#video-description")
+            .encode_contents()
+            .decode("utf-8")
+            .strip()
+        )
 
         # we need *two more requests* to get the comment count and like/dislike counts
         # this seems to be because bitchute uses a third-party comment widget
-        video_session.headers = {'Referer': video["url"], 'Origin': video["url"]}
-        counts = request_from_bitchute(video_session, "POST", "https://www.bitchute.com/video/%s/counts/" % video["id"], data={"csrfmiddlewaretoken": video_csfrtoken})
+        video_session.headers = {"Referer": video["url"], "Origin": video["url"]}
+        counts = request_from_bitchute(
+            video_session,
+            "POST",
+            "https://www.bitchute.com/video/%s/counts/" % video["id"],
+            data={"csrfmiddlewaretoken": video_csfrtoken},
+        )
 
         if detail == "comments":
             # if comments are also to be scraped, this is anothe request to make, which returns
@@ -308,7 +353,12 @@ def append_details(video, detail):
                 comment_count = 0
                 url = comment_script.split("'")[1]
                 comment_csrf = comment_script.split("'")[3]
-                comments_data = request_from_bitchute(video_session, "POST", url + "/api/get_comments/", data={"cf_auth": comment_csrf, "commentCount": 0})
+                comments_data = request_from_bitchute(
+                    video_session,
+                    "POST",
+                    url + "/api/get_comments/",
+                    data={"cf_auth": comment_csrf, "commentCount": 0},
+                )
 
                 for comment in comments_data:
                     comment_count += 1
@@ -318,47 +368,61 @@ def append_details(video, detail):
                     else:
                         thumbnail_image = ""
 
-                    comments.append({
-                        "id": comment["id"],
-                        "thread_id": video["id"],
-                        "subject": "",
-                        "body": comment["content"],
-                        "author": comment["fullname"],
-                        "author_id": comment["creator"],
-                        "timestamp": int(dateparser.parse(comment["created"]).timestamp()),
-                        "url": "",
-                        "views": "",
-                        "length": "",
-                        "hashtags": "",
-                        "thumbnail_image": thumbnail_image,
-                        "likes": comment["upvote_count"],
-                        "category": "comment",
-                        "dislikes": "",
-                        "channel_subscribers": "",
-                        "comments": "",
-                        "parent_id": comment.get("parent", "") if "parent" in comment else video["id"],
-                    })
+                    comments.append(
+                        {
+                            "id": comment["id"],
+                            "thread_id": video["id"],
+                            "subject": "",
+                            "body": comment["content"],
+                            "author": comment["fullname"],
+                            "author_id": comment["creator"],
+                            "timestamp": int(
+                                dateparser.parse(comment["created"]).timestamp()
+                            ),
+                            "url": "",
+                            "views": "",
+                            "length": "",
+                            "hashtags": "",
+                            "thumbnail_image": thumbnail_image,
+                            "likes": comment["upvote_count"],
+                            "category": "comment",
+                            "dislikes": "",
+                            "channel_subscribers": "",
+                            "comments": "",
+                            "parent_id": comment.get("parent", "")
+                            if "parent" in comment
+                            else video["id"],
+                        }
+                    )
 
         else:
             # if we don't need the full comments, we still need another request to get the *amount*
             # of comments,
-            comment_count = request_from_bitchute(video_session, "POST",
+            comment_count = request_from_bitchute(
+                video_session,
+                "POST",
                 "https://commentfreely.bitchute.com/api/get_comment_count/",
-                data={"csrfmiddlewaretoken": video_csfrtoken,
-                      "cf_thread": "bc_" + video["id"]})["commentCount"]
+                data={
+                    "csrfmiddlewaretoken": video_csfrtoken,
+                    "cf_thread": "bc_" + video["id"],
+                },
+            )["commentCount"]
 
     except RuntimeError as e:
         # we wrap this in one big try-catch because doing it for each request separarely is tedious
         # hm... maybe this should be in a helper function
-#         self.dataset.update_status("Error while interacting with BitChute (%s) - try again later." % e,
-#                                    is_final=True)
+        #         self.dataset.update_status("Error while interacting with BitChute (%s) - try again later." % e,
+        #                                    is_final=True)
         return (None, None)
 
     # again, no structured info available for the publication date, but at least we can extract the
     # exact day it was uploaded
     try:
         published = dateparser.parse(
-            soup.find(class_="video-publish-date").text.split("published at")[1].strip()[:-1])
+            soup.find(class_="video-publish-date")
+            .text.split("published at")[1]
+            .strip()[:-1]
+        )
     except AttributeError as e:
         # publication date not on page?
         published = None
@@ -373,7 +437,7 @@ def append_details(video, detail):
         "comments": comment_count,
         "parent_id": "",
         "hashtags": ",".join([tag.text for tag in soup.select("#video-hashtags li a")]),
-        "views": counts["view_count"]
+        "views": counts["view_count"],
     }
 
     if published:
@@ -383,6 +447,7 @@ def append_details(video, detail):
     time.sleep(0.25)
     return (video, comments)
 
+
 def get_videos_user(session, user, csrftoken, detail):
     """
     Scrape videos for given BitChute user
@@ -397,27 +462,31 @@ def get_videos_user(session, user, csrftoken, detail):
     max_items = 100
     num_items = 0
     offset = 0
-    
+
     base_url = "https://www.bitchute.com/channel/%s/" % user
     url = base_url + "extend/"
 
     container = session.get(base_url)
-    container_soup = BeautifulSoup(container.text, 'html.parser')
-    headers = {'Referer': base_url, 'Origin': "https://www.bitchute.com/"}
+    container_soup = BeautifulSoup(container.text, "html.parser")
+    headers = {"Referer": base_url, "Origin": "https://www.bitchute.com/"}
 
     while True:
+        post_data = {
+            "csrfmiddlewaretoken": csrftoken,
+            "name": "",
+            "offset": str(offset),
+        }
 
-        post_data = {"csrfmiddlewaretoken": csrftoken, "name": "", "offset": str(offset)}
+        response = request_from_bitchute(
+            session, "POST", url, headers=headers, data=post_data
+        )
 
-        response = request_from_bitchute(session, "POST", url, headers=headers, data=post_data)
-
-        soup = BeautifulSoup(response["html"], 'html.parser')
+        soup = BeautifulSoup(response["html"], "html.parser")
         videos = soup.select(".channel-videos-container")
         comments = []
 
         if len(videos) == 0 or num_items >= max_items:
             break
-            
 
         for video_element in videos:
             if num_items >= max_items:
@@ -432,16 +501,26 @@ def get_videos_user(session, user, csrftoken, detail):
                 "id": link["href"].split("/")[-2],
                 "thread_id": link["href"].split("/")[-2],
                 "subject": link.text,
-                "body": strip_tags(video_element.select_one(".channel-videos-text").text),
+                "body": strip_tags(
+                    video_element.select_one(".channel-videos-text").text
+                ),
                 "author": container_soup.select_one(".details .name a").text,
-                "author_id": container_soup.select_one(".details .name a")["href"].split("/")[2],
+                "author_id": container_soup.select_one(".details .name a")[
+                    "href"
+                ].split("/")[2],
                 "timestamp": int(
                     dateparser.parse(
-                        video_element.select_one(".channel-videos-details.text-right.hidden-xs").text).timestamp()),
+                        video_element.select_one(
+                            ".channel-videos-details.text-right.hidden-xs"
+                        ).text
+                    ).timestamp()
+                ),
                 "url": "https://www.bitchute.com" + link["href"],
                 "views": video_element.select_one(".video-views").text.strip(),
                 "length": video_element.select_one(".video-duration").text.strip(),
-                "thumbnail_image": video_element.select_one(".channel-videos-image img")["src"],
+                "thumbnail_image": video_element.select_one(
+                    ".channel-videos-image img"
+                )["src"],
             }
 
             if detail != "basic":
@@ -456,15 +535,14 @@ def get_videos_user(session, user, csrftoken, detail):
                 # before the video, which is weird
                 yield comment
 
+
 def decode_cfemail(cfemail):
-    
-    """https://stackoverflow.com/questions/36911296/scraping-of-protected-email
-    """
-    
+    """https://stackoverflow.com/questions/36911296/scraping-of-protected-email"""
+
     email = ""
     k = int(cfemail[:2], 16)
 
-    for i in range(2, len(cfemail)-1, 2):
-        email += chr(int(cfemail[i:i+2], 16)^k)
+    for i in range(2, len(cfemail) - 1, 2):
+        email += chr(int(cfemail[i : i + 2], 16) ^ k)
 
-    return email
\ No newline at end of file
+    return email
diff --git a/cisticola/scraper/gettr.py b/cisticola/scraper/gettr.py
index 953a771..937b9ce 100644
--- a/cisticola/scraper/gettr.py
+++ b/cisticola/scraper/gettr.py
@@ -9,8 +9,10 @@ from gogettr import PublicClient
 from cisticola.base import Channel, ScraperResult, RawChannelInfo
 from cisticola.scraper.base import Scraper
 
+
 class GettrScraper(Scraper):
     """An implementation of a Scraper for Gettr, using gogettr library"""
+
     __version__ = "GettrScraper 0.0.1"
 
     def get_username_from_url(self, url):
@@ -21,49 +23,58 @@ class GettrScraper(Scraper):
         return username
 
     @logger.catch
-    def get_posts(self, channel: Channel, since: ScraperResult = None) -> Generator[ScraperResult, None, None]:
+    def get_posts(
+        self, channel: Channel, since: ScraperResult = None
+    ) -> Generator[ScraperResult, None, None]:
         client = PublicClient()
         username = self.get_username_from_url(channel.url).lower()
         scraper = client.user_activity(username=username, type="posts")
 
         for post in scraper:
-            if since is not None and datetime.fromtimestamp(post['cdate']*0.001) <= since.date:
+            if (
+                since is not None
+                and datetime.fromtimestamp(post["cdate"] * 0.001) <= since.date
+            ):
                 break
 
             archived_urls = {}
 
-            if 'imgs' in post:
-                for img in post['imgs']:
+            if "imgs" in post:
+                for img in post["imgs"]:
                     url = "https://media.gettr.com/" + img
                     archived_urls[url] = None
 
-            if 'main' in post:
-                url = "https://media.gettr.com/" + post['main']
+            if "main" in post:
+                url = "https://media.gettr.com/" + post["main"]
                 archived_urls[url] = None
 
-            if 'ovid' in post:
-                url = "https://media.gettr.com/" + post['ovid']
+            if "ovid" in post:
+                url = "https://media.gettr.com/" + post["ovid"]
                 archived_urls[url] = None
 
             yield ScraperResult(
                 scraper=self.__version__,
                 platform="Gettr",
                 channel=channel.id,
-                platform_id=post['_id'],
-                date=datetime.fromtimestamp(post['cdate']/1000.),
+                platform_id=post["_id"],
+                date=datetime.fromtimestamp(post["cdate"] / 1000.0),
                 date_archived=datetime.now(timezone.utc),
                 raw_data=json.dumps(post),
                 archived_urls=archived_urls,
-                media_archived=None)
+                media_archived=None,
+            )
 
     def can_handle(self, channel):
-        if channel.platform == "Gettr" and self.get_username_from_url(channel.url) is not None:
+        if (
+            channel.platform == "Gettr"
+            and self.get_username_from_url(channel.url) is not None
+        ):
             return True
 
     def url_to_key(self, url: str, content_type: str) -> str:
-        ext = '.' + content_type.split('/')[-1]
-        key = urlparse(url).path.split('/')[-2] + ext
-        return key 
+        ext = "." + content_type.split("/")[-1]
+        key = urlparse(url).path.split("/")[-2] + ext
+        return key
 
     @logger.catch
     def get_profile(self, channel: Channel) -> RawChannelInfo:
@@ -71,8 +82,10 @@ class GettrScraper(Scraper):
         username = self.get_username_from_url(channel.url)
         profile = client.user_info(username)
 
-        return RawChannelInfo(scraper=self.__version__,
+        return RawChannelInfo(
+            scraper=self.__version__,
             platform=channel.platform,
             channel=channel.id,
             raw_data=json.dumps(profile),
-            date_archived=datetime.now(timezone.utc))
+            date_archived=datetime.now(timezone.utc),
+        )
diff --git a/cisticola/scraper/rumble.py b/cisticola/scraper/rumble.py
index 05f65a0..9f1799b 100644
--- a/cisticola/scraper/rumble.py
+++ b/cisticola/scraper/rumble.py
@@ -10,25 +10,32 @@ import os
 from cisticola.base import Channel, ScraperResult, RawChannelInfo
 from cisticola.scraper import Scraper, make_request
 
-BASE_URL = 'https://rumble.com'
+BASE_URL = "https://rumble.com"
+
 
 class RumbleScraper(Scraper):
     """An implementation of a Scraper for Rumble, using custom functions"""
+
     __version__ = "RumbleScraper 0.0.2"
 
-    cookiestring = os.environ["YOUTUBE_COOKIESTRING"].replace(r'\n', '\n').replace(r'\t', '\t')
-    cookiefilename = 'cookiefile.txt'
+    cookiestring = (
+        os.environ["YOUTUBE_COOKIESTRING"].replace(r"\n", "\n").replace(r"\t", "\t")
+    )
+    cookiefilename = "cookiefile.txt"
 
     @logger.catch
-    def get_posts(self, channel: Channel, since: ScraperResult = None) -> Generator[ScraperResult, None, None]:
-
+    def get_posts(
+        self, channel: Channel, since: ScraperResult = None
+    ) -> Generator[ScraperResult, None, None]:
         scraper = get_channel_videos(channel.url)
 
         for post in scraper:
-            if since is not None and post['datetime'].replace(tzinfo=timezone.utc) <= since.date.replace(tzinfo=timezone.utc):
+            if since is not None and post["datetime"].replace(
+                tzinfo=timezone.utc
+            ) <= since.date.replace(tzinfo=timezone.utc):
                 break
 
-            url = post['media_url']
+            url = post["media_url"]
 
             archived_urls = {url: None}
 
@@ -36,17 +43,18 @@ class RumbleScraper(Scraper):
                 scraper=self.__version__,
                 platform="Rumble",
                 channel=channel.id,
-                platform_id=post['media_url'].split('/')[-2],
-                date=post['datetime'].replace(tzinfo=timezone.utc),
+                platform_id=post["media_url"].split("/")[-2],
+                date=post["datetime"].replace(tzinfo=timezone.utc),
                 date_archived=datetime.now(timezone.utc),
-                raw_data=json.dumps(post, default = str),
+                raw_data=json.dumps(post, default=str),
                 archived_urls=archived_urls,
-                media_archived=None)
+                media_archived=None,
+            )
 
     def url_to_key(self, url: str, content_type: str) -> str:
-        ext = '.' + content_type.split('/')[-1]
-        key = urlparse(url).path.split('/')[-2] + ext
-        return key 
+        ext = "." + content_type.split("/")[-1]
+        key = urlparse(url).path.split("/")[-2] + ext
+        return key
 
     @logger.catch
     def archive_files(self, result: ScraperResult) -> ScraperResult:
@@ -65,113 +73,117 @@ class RumbleScraper(Scraper):
 
     @logger.catch
     def get_profile(self, channel: Channel) -> RawChannelInfo:
+        profile = get_channel_profile(url=channel.url)
 
-        profile = get_channel_profile(url = channel.url)
-
-        return RawChannelInfo(scraper=self.__version__,
+        return RawChannelInfo(
+            scraper=self.__version__,
             platform=channel.platform,
             channel=channel.id,
             raw_data=json.dumps(profile),
-            date_archived=datetime.now(timezone.utc))
+            date_archived=datetime.now(timezone.utc),
+        )
+
 
 def get_media_url(url):
-    
-    r = make_request(url = url)
-    soup = BeautifulSoup(r.content, features = 'html.parser')
-    
-    script = json.loads(''.join(soup.find('script', {'type':'application/ld+json'}).text))
-    media_url = script[0]['embedUrl']
-    
+    r = make_request(url=url)
+    soup = BeautifulSoup(r.content, features="html.parser")
+
+    script = json.loads(
+        "".join(soup.find("script", {"type": "application/ld+json"}).text)
+    )
+    media_url = script[0]["embedUrl"]
+
     return media_url
 
-def process_video(video):
-    
-    rumble_soup = video.find('span', {'class' : 'video-item--rumbles'})
-    if rumble_soup is None:
-        rumbles = '0'
-    else:
-        rumbles = rumble_soup['data-value']
 
-    view_span = video.find('span', {'class' : 'video-item--views'})
+def process_video(video):
+    rumble_soup = video.find("span", {"class": "video-item--rumbles"})
+    if rumble_soup is None:
+        rumbles = "0"
+    else:
+        rumbles = rumble_soup["data-value"]
+
+    view_span = video.find("span", {"class": "video-item--views"})
     if view_span is None:
         views = None
     else:
-        views = view_span.get('data-value')
-        
-    author_a = video.find('a', {'rel': 'author'})
+        views = view_span.get("data-value")
+
+    author_a = video.find("a", {"rel": "author"})
     if author_a is None:
         author_id = None
         author_name = None
     else:
-        author_id = author_a['href'].split('/')[-1]
+        author_id = author_a["href"].split("/")[-1]
         author_name = author_a.text
-    
-    video_link = BASE_URL + video.find('a', href = True)['href']
-    r = make_request(url = video_link)
-    soup = BeautifulSoup(r.content, features = 'html.parser')
-    
-    content_div = soup.find('div', {'class': 'container content media-description'})
-    
+
+    video_link = BASE_URL + video.find("a", href=True)["href"]
+    r = make_request(url=video_link)
+    soup = BeautifulSoup(r.content, features="html.parser")
+
+    content_div = soup.find("div", {"class": "container content media-description"})
+
     info = {
-        'title' : video.find('h3').text,
-        'thumbnail' : video.find('img')['src'],
-        'link' : video_link,
-        'views' : views,
-        'rumbles' : rumbles,
-        'content': '' if content_div is None else content_div.get_text('\n'),
-        'duration' : video.find('span', {'class' : 'video-item--duration'})['data-value'],
-        'datetime' : datetime.fromisoformat(video.find('time')['datetime']),
-        'author_id': author_id,
-        'author_name': author_name}
-    
-    info['media_url'] = get_media_url(info['link'])
-    
+        "title": video.find("h3").text,
+        "thumbnail": video.find("img")["src"],
+        "link": video_link,
+        "views": views,
+        "rumbles": rumbles,
+        "content": "" if content_div is None else content_div.get_text("\n"),
+        "duration": video.find("span", {"class": "video-item--duration"})["data-value"],
+        "datetime": datetime.fromisoformat(video.find("time")["datetime"]),
+        "author_id": author_id,
+        "author_name": author_name,
+    }
+
+    info["media_url"] = get_media_url(info["link"])
+
     return info
 
 
 def get_channel_videos(url):
-    
     page = 1
-    channel_url = f'{url}?page='
+    channel_url = f"{url}?page="
 
     while True:
         url = channel_url + str(page)
-        r = make_request(url = url, break_codes = [404])
+        r = make_request(url=url, break_codes=[404])
 
         if r.status_code == 404:
             break
 
-        soup = BeautifulSoup(r.content, features = 'html.parser')
+        soup = BeautifulSoup(r.content, features="html.parser")
 
-        video_list = soup.find_all('li', {'class' : 'video-listing-entry'})
+        video_list = soup.find_all("li", {"class": "video-listing-entry"})
 
         for video in video_list:
             yield process_video(video)
 
         page += 1
 
+
 def get_channel_profile(url):
+    channel_url = f"{url}"
+    r = make_request(url=channel_url)
+    soup = BeautifulSoup(r.content, features="lxml")
 
-    channel_url = f'{url}'
-    r = make_request(url = channel_url)
-    soup = BeautifulSoup(r.content, features = 'lxml')
+    verified_svg = soup.find("h1").find("svg", {"class": "listing-header--verified"})
+    thumbnail_soup = soup.find("img", {"class": "listing-header--thumb"})
+    cover_soup = soup.find("img", {"class": "listing-header--backsplash-img"})
 
-    verified_svg = soup.find('h1').find('svg', {'class' : 'listing-header--verified'})
-    thumbnail_soup = soup.find('img', {'class' : 'listing-header--thumb'})
-    cover_soup = soup.find('img', {'class' : 'listing-header--backsplash-img'})
-
-    author_a = soup.find('a', {'rel': 'author'})
+    author_a = soup.find("a", {"rel": "author"})
     if author_a is None:
         author_id = None
     else:
-        author_id = author_a['href'].split('/')[-1]
+        author_id = author_a["href"].split("/")[-1]
 
     profile = {
-        'name': soup.find('h1').text,
-        'id': author_id,
-        'verified': verified_svg is not None,
-        'thumbnail': thumbnail_soup.get('src') if thumbnail_soup else None,
-        'cover':  cover_soup.get('src') if cover_soup else None,
-        'subscribers': soup.find('span', {'class' : 'subscribe-button-count'}).text}
-        
-    return profile
\ No newline at end of file
+        "name": soup.find("h1").text,
+        "id": author_id,
+        "verified": verified_svg is not None,
+        "thumbnail": thumbnail_soup.get("src") if thumbnail_soup else None,
+        "cover": cover_soup.get("src") if cover_soup else None,
+        "subscribers": soup.find("span", {"class": "subscribe-button-count"}).text,
+    }
+
+    return profile
diff --git a/cisticola/scraper/telegram_telethon.py b/cisticola/scraper/telegram_telethon.py
index 8f4c536..91f41c8 100644
--- a/cisticola/scraper/telegram_telethon.py
+++ b/cisticola/scraper/telegram_telethon.py
@@ -7,26 +7,28 @@ from pathlib import Path
 import time
 
 from loguru import logger
-from telethon.sync import TelegramClient 
+from telethon.sync import TelegramClient
 from telethon.tl.functions.channels import GetFullChannelRequest
 from telethon.tl import types
 
 from cisticola.base import Channel, ScraperResult, RawChannelInfo
 from cisticola.scraper.base import Scraper
 
-MEDIA_TYPES = ['photo', 'video', 'document', 'webpage']
+MEDIA_TYPES = ["photo", "video", "document", "webpage"]
+
 
 class TelegramTelethonScraper(Scraper):
     """An implementation of a Scraper for Telegram, using Telethon library"""
+
     __version__ = "TelegramTelethonScraper 0.0.4"
     client = None
 
-    def __init__(self, telethon_session_name = None):
+    def __init__(self, telethon_session_name=None):
         super().__init__()
 
-        api_id = os.environ['TELEGRAM_API_ID']
-        api_hash = os.environ['TELEGRAM_API_HASH']
-        phone = os.environ['TELEGRAM_PHONE']
+        api_id = os.environ["TELEGRAM_API_ID"]
+        api_hash = os.environ["TELEGRAM_API_HASH"]
+        phone = os.environ["TELEGRAM_PHONE"]
 
         if telethon_session_name is None:
             telethon_session_name = phone
@@ -40,14 +42,14 @@ class TelegramTelethonScraper(Scraper):
         self.client.disconnect()
 
     def get_username_from_url(url):
-        username = url.split('https://t.me/')[1]
-        if username.startswith('s/'):
-            username = username.split('s/')[1]
+        username = url.split("https://t.me/")[1]
+        if username.startswith("s/"):
+            username = username.split("s/")[1]
         return username
 
     def get_channel_identifier(channel: Channel):
         identifier = channel.platform_id
-        
+
         if identifier is None:
             identifier = channel.screenname
             if identifier is None:
@@ -63,14 +65,18 @@ class TelegramTelethonScraper(Scraper):
             return result
 
         if len(list(result.archived_urls.keys())) != 1:
-            logger.warning(f"Expected 1 key in archived_urls, found {result.archived_keys}")
+            logger.warning(
+                f"Expected 1 key in archived_urls, found {result.archived_keys}"
+            )
         else:
             key = list(result.archived_urls.keys())[0]
 
             if result.archived_urls[key] is None:
                 raw = json.loads(result.raw_data)
-                    
-                message = self.client.get_messages(raw['peer_id']['channel_id'], ids=[raw['id']])
+
+                message = self.client.get_messages(
+                    raw["peer_id"]["channel_id"], ids=[raw["id"]]
+                )
 
                 blob = None
                 output_file_with_ext = None
@@ -81,35 +87,43 @@ class TelegramTelethonScraper(Scraper):
 
                 if blob is not None:
                     # TODO specify Content-Type
-                    archived_url = self.archive_blob(blob = blob, content_type = '', key = output_file_with_ext)
+                    archived_url = self.archive_blob(
+                        blob=blob, content_type="", key=output_file_with_ext
+                    )
                     result.archived_urls[key] = archived_url
                     result.media_archived = datetime.now(timezone.utc)
                 else:
-                    if output_file_with_ext == 'largefile':
-                        logger.info("Because this was a large file, not clearing media data")
+                    if output_file_with_ext == "largefile":
+                        logger.info(
+                            "Because this was a large file, not clearing media data"
+                        )
                         return result
 
                     logger.warning("Downloaded blob was None")
                     result.archived_urls = {}
                     result.media_archived = datetime.now(timezone.utc)
-            
+
         return result
 
-    def archive_post_media(self, post : types.Message):
+    def archive_post_media(self, post: types.Message):
         if post.media is None:
             logger.debug("No media for post")
             return None, None
-        
+
         if type(post.media) == types.MessageMediaDocument:
-            if post.media.document.size/(1024*1024) > 50:
-                logger.info(f"Skipping archive of large {type(post.media)} with size {post.media.document.size/(1024*1024)} MB")
+            if post.media.document.size / (1024 * 1024) > 50:
+                logger.info(
+                    f"Skipping archive of large {type(post.media)} with size {post.media.document.size/(1024*1024)} MB"
+                )
                 return (None, "largefile")
 
-            logger.debug(f"Archiving {type(post.media)} with size {post.media.document.size/(1024*1024)} MB")
+            logger.debug(
+                f"Archiving {type(post.media)} with size {post.media.document.size/(1024*1024)} MB"
+            )
         else:
             logger.debug(f"Archiving {type(post.media)}")
 
-        key = f'{post.peer_id.channel_id}_{post.id}'
+        key = f"{post.peer_id.channel_id}_{post.id}"
 
         with tempfile.TemporaryDirectory() as temp_dir:
             output_file = Path(temp_dir, key)
@@ -122,8 +136,8 @@ class TelegramTelethonScraper(Scraper):
 
             output_file_with_ext = os.listdir(temp_dir)[0]
             filename = Path(temp_dir, output_file_with_ext)
-            
-            with open(filename, 'rb') as f:
+
+            with open(filename, "rb") as f:
                 blob = f.read()
                 return (blob, output_file_with_ext)
 
@@ -132,28 +146,41 @@ class TelegramTelethonScraper(Scraper):
             return True
 
     # @logger.catch
-    def get_posts(self, channel: Channel, since: ScraperResult = None, until: ScraperResult = None) -> Generator[ScraperResult, None, None]:
+    def get_posts(
+        self, channel: Channel, since: ScraperResult = None, until: ScraperResult = None
+    ) -> Generator[ScraperResult, None, None]:
         username = TelegramTelethonScraper.get_channel_identifier(channel)
         if until is not None:
-            logger.info(f"Only getting old posts, up to ID {until.platform_id.split('/')[-1]}")
-            iterator = self.client.iter_messages(username, max_id=int(until.platform_id.split('/')[-1]), wait_time=0, limit=None)
+            logger.info(
+                f"Only getting old posts, up to ID {until.platform_id.split('/')[-1]}"
+            )
+            iterator = self.client.iter_messages(
+                username,
+                max_id=int(until.platform_id.split("/")[-1]),
+                wait_time=0,
+                limit=None,
+            )
         else:
             iterator = self.client.iter_messages(username)
 
         post = None
         for post in iterator:
-            post_url = f'{channel.url}/{post.id}'
+            post_url = f"{channel.url}/{post.id}"
 
             logger.trace(f"Archiving post {post_url} from {post.date}")
 
-            if since is not None and post.date.replace(tzinfo=timezone.utc) <= since.date.replace(tzinfo=timezone.utc):
-                logger.info(f'Timestamp of post {post} is earlier than the previous archived timestamp {post.date.replace(tzinfo=timezone.utc)}')
+            if since is not None and post.date.replace(
+                tzinfo=timezone.utc
+            ) <= since.date.replace(tzinfo=timezone.utc):
+                logger.info(
+                    f"Timestamp of post {post} is earlier than the previous archived timestamp {post.date.replace(tzinfo=timezone.utc)}"
+                )
                 break
 
             archived_urls = {}
             media_archived = datetime(1970, 1, 1, 0, 0, 0, 0, tzinfo=timezone.utc)
 
-            if post.media is not None:                    
+            if post.media is not None:
                 archived_urls[post_url] = None
                 media_archived = None
 
@@ -166,10 +193,18 @@ class TelegramTelethonScraper(Scraper):
                 date_archived=datetime.now(timezone.utc),
                 raw_data=json.dumps(post.to_dict(), default=str),
                 archived_urls=archived_urls,
-                media_archived=media_archived)
+                media_archived=media_archived,
+            )
 
-        if (post is not None and post.id > 1 and since is None) or (post is not None and since is not None and post.date.replace(tzinfo=timezone.utc) > since.date.replace(tzinfo=timezone.utc)):
-            logger.info(f"Last post ID is {post.id} / {post.date}, since is {since.date if since is not None else None}, until is {until.platform_id if until is not None else None}, starting again")
+        if (post is not None and post.id > 1 and since is None) or (
+            post is not None
+            and since is not None
+            and post.date.replace(tzinfo=timezone.utc)
+            > since.date.replace(tzinfo=timezone.utc)
+        ):
+            logger.info(
+                f"Last post ID is {post.id} / {post.date}, since is {since.date if since is not None else None}, until is {until.platform_id if until is not None else None}, starting again"
+            )
             new_until = ScraperResult(
                 scraper=self.__version__,
                 platform="Telegram",
@@ -179,19 +214,21 @@ class TelegramTelethonScraper(Scraper):
                 date_archived=datetime.now(timezone.utc),
                 raw_data=json.dumps(post.to_dict(), default=str),
                 archived_urls=archived_urls,
-                media_archived=media_archived)
+                media_archived=media_archived,
+            )
             for p in self.get_posts(channel, since=since, until=new_until):
-                yield p  
-            
+                yield p
 
     @logger.catch
     def get_profile(self, channel: Channel) -> RawChannelInfo:
         username = TelegramTelethonScraper.get_channel_identifier(channel)
-        full_channel = self.client(GetFullChannelRequest(channel = username))
+        full_channel = self.client(GetFullChannelRequest(channel=username))
         profile = full_channel.to_dict()
 
-        return RawChannelInfo(scraper=self.__version__,
+        return RawChannelInfo(
+            scraper=self.__version__,
             platform=channel.platform,
             channel=channel.id,
             raw_data=json.dumps(profile, default=str),
-            date_archived=datetime.now(timezone.utc))
+            date_archived=datetime.now(timezone.utc),
+        )
diff --git a/cisticola/transformer/__init__.py b/cisticola/transformer/__init__.py
index 67fd430..0c54752 100644
--- a/cisticola/transformer/__init__.py
+++ b/cisticola/transformer/__init__.py
@@ -2,4 +2,4 @@ from .base import ETLController
 from .bitchute import BitchuteTransformer
 from .telegram_telethon import TelegramTelethonTransformer
 from .rumble import RumbleTransformer
-from .gettr import GettrTransformer
\ No newline at end of file
+from .gettr import GettrTransformer
diff --git a/cisticola/transformer/base.py b/cisticola/transformer/base.py
index 9c75cea..937f533 100644
--- a/cisticola/transformer/base.py
+++ b/cisticola/transformer/base.py
@@ -7,7 +7,18 @@ from sqlalchemy.sql.expression import func
 from collections import defaultdict
 from datetime import datetime, timezone
 
-from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Media, Channel, mapper_registry, Image, Video, Audio
+from cisticola.base import (
+    RawChannelInfo,
+    ChannelInfo,
+    ScraperResult,
+    Post,
+    Media,
+    Channel,
+    mapper_registry,
+    Image,
+    Video,
+    Audio,
+)
 
 
 class Transformer:
@@ -35,7 +46,9 @@ class Transformer:
 
         pass
 
-    def transform(data: ScraperResult, insert: Callable) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform(
+        data: ScraperResult, insert: Callable
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         """Transform a ScraperResult into objects with additional parameters for analysis. This function can
         yield multiple objects, as it will find references to quoted/replied posts, media objects, and Channel
         objects and provide all of these to be inserted into the database.
@@ -52,8 +65,8 @@ class Transformer:
         pass
 
     def transform_media(self, data: ScraperResult, transformed: Post, insert: Callable):
-        """Transform a post's media attachment to standard form and insert into database. 
-        
+        """Transform a post's media attachment to standard form and insert into database.
+
         Parameters
         ----------
         data: cisticola.base.ScraperResult
@@ -62,21 +75,32 @@ class Transformer:
             Transformed post data of post that media file was attached to
         insert: Callable
             A function that either inserts the object into a database or finds an object with the
-            relevant unique constraints if applicable. 
+            relevant unique constraints if applicable.
         """
         for k in data.archived_urls:
             if data.archived_urls[k]:
                 archived_url = data.archived_urls[k]
-                filename = archived_url.split('/')[-1]
-                ext = None if '.' not in filename else filename.split('.')[-1].lower()
+                filename = archived_url.split("/")[-1]
+                ext = None if "." not in filename else filename.split(".")[-1].lower()
 
-                media_kwargs = dict(url=archived_url, post=transformed.id, raw_id=data.id, original_url=k, date=data.date, date_archived=data.date_archived, date_transformed=datetime.now(timezone.utc), transformer=self.__version__, scraper=data.scraper, platform=data.platform)
+                media_kwargs = dict(
+                    url=archived_url,
+                    post=transformed.id,
+                    raw_id=data.id,
+                    original_url=k,
+                    date=data.date,
+                    date_archived=data.date_archived,
+                    date_transformed=datetime.now(timezone.utc),
+                    transformer=self.__version__,
+                    scraper=data.scraper,
+                    platform=data.platform,
+                )
 
-                if ext in ('mp4', 'mov', 'avi', 'mkv'):
+                if ext in ("mp4", "mov", "avi", "mkv"):
                     media_class = Video
-                elif ext in ('oga', 'mp3', "wav", 'aif', 'aiff', 'aac'):
+                elif ext in ("oga", "mp3", "wav", "aif", "aiff", "aac"):
                     media_class = Audio
-                elif ext in ('jpg', 'jpeg', 'png', 'gif', 'bmp', 'heic', 'tiff'):
+                elif ext in ("jpg", "jpeg", "png", "gif", "bmp", "heic", "tiff"):
                     media_class = Image
                 else:
                     logger.warning(f"Unknown file extension {ext}")
@@ -149,7 +173,7 @@ class ETLController:
 
         Parameters
         ----------
-        obj: 
+        obj:
             Instance of ORM-mapped class in the ``cisticola.base`` module to be inserted into the database
         session: sqlalchemy.orm.Session
             SQLAlchemy Session that interfaces with the database
@@ -182,10 +206,10 @@ class ETLController:
     def insert_or_select(self, obj, session, hydrate: bool = True):
         """Insert an object into the database or return an existing object from the database.
         Regardless, the resulting object has an `id` attribute that can be referenced later.
-        
+
         Parameters
         ----------
-        obj: 
+        obj:
             Instance of ORM-mapped class in the ``cisticola.base`` module to be inserted into the database
         session: sqlalchemy.orm.Session
             SQLAlchemy Session that interfaces with the database
@@ -202,12 +226,32 @@ class ETLController:
 
         # This is using some adhoc unique constraints that might be worth formalizing at some point
         if type(obj) == Channel:
-            instance = session.query(Channel).filter(
-                (((Channel.url==obj.url)&(Channel.url!='')&(Channel.url is not None)&(Channel.url!='https://t.me/s/'))|
-                ((Channel.platform_id==str(obj.platform_id))&(Channel.platform_id!='')&(Channel.platform_id is not None))|
-                ((Channel.screenname==obj.screenname)&(Channel.screenname!='')&(Channel.screenname is not None)))&
-                (Channel.platform==obj.platform)).first()
-            
+            instance = (
+                session.query(Channel)
+                .filter(
+                    (
+                        (
+                            (Channel.url == obj.url)
+                            & (Channel.url != "")
+                            & (Channel.url is not None)
+                            & (Channel.url != "https://t.me/s/")
+                        )
+                        | (
+                            (Channel.platform_id == str(obj.platform_id))
+                            & (Channel.platform_id != "")
+                            & (Channel.platform_id is not None)
+                        )
+                        | (
+                            (Channel.screenname == obj.screenname)
+                            & (Channel.screenname != "")
+                            & (Channel.screenname is not None)
+                        )
+                    )
+                    & (Channel.platform == obj.platform)
+                )
+                .first()
+            )
+
         elif type(obj) == Post:
             return self.insert_post(obj, session, hydrate)
             # instance = session.query(Post).filter_by(platform=obj.platform, platform_id=obj.platform_id).first()
@@ -220,15 +264,15 @@ class ETLController:
             #     return instance
 
             # instance = session.query(type(obj)).filter_by(original_url=obj.original_url).first()
-            
+
             # # For Media objects we want to duplicate the entry to preserve the relationship with the post.
             # # However, we also want to avoid rehydration, hence the code below:
             # if instance:
             #     logger.info(f"Found matching media record, duplicating and inserting for new post")
 
-            #     session.expunge(instance) 
-            #     make_transient(instance) 
-            #     instance.id = None 
+            #     session.expunge(instance)
+            #     make_transient(instance)
+            #     instance.id = None
             #     instance.post = obj.post
             #     instance.raw_id = obj.raw_id
 
@@ -240,18 +284,23 @@ class ETLController:
             logger.info(f"Found matching DB entry for {obj}: {instance}")
 
             if type(obj) == Channel:
-                if obj.source != instance.source and obj.source == 'linked_channel' and instance.source != 'researcher' and (instance.source is None or instance.source[:4] != 'snow'):
+                if (
+                    obj.source != instance.source
+                    and obj.source == "linked_channel"
+                    and instance.source != "researcher"
+                    and (instance.source is None or instance.source[:4] != "snow")
+                ):
                     logger.info(f"Updating source to linked channel")
                     instance.source = obj.source
                     instance.notes = obj.notes
                     instance.category = obj.category
                     instance.country = obj.country
                     instance.influencer = obj.influencer
-                    
+
                     session.flush()
                     session.commit()
 
-                if (instance.platform_id is None or instance.platform_id == ''):
+                if instance.platform_id is None or instance.platform_id == "":
                     instance.platform_id = obj.platform_id
                     session.flush()
                     session.commit()
@@ -293,22 +342,35 @@ class ETLController:
                     handled = False
 
                     if transformer.can_handle(result):
-                        logger.trace(f"{transformer} is handling result {result.id} ({result.date})")
+                        logger.trace(
+                            f"{transformer} is handling result {result.id} ({result.date})"
+                        )
                         handled = True
 
-                        transformer.transform(result, lambda obj: self.insert_or_select(obj, session, hydrate), session, lambda obj: self.insert_post(obj, session, hydrate, flush=False), lambda: self.flush_posts(session))
+                        transformer.transform(
+                            result,
+                            lambda obj: self.insert_or_select(obj, session, hydrate),
+                            session,
+                            lambda obj: self.insert_post(
+                                obj, session, hydrate, flush=False
+                            ),
+                            lambda: self.flush_posts(session),
+                        )
 
                         break
 
                 if handled == False:
-                    logger.warning(f"No Transformer could handle ID {result.id} with platform {result.platform} ({result.date})")
-        
+                    logger.warning(
+                        f"No Transformer could handle ID {result.id} with platform {result.platform} ({result.date})"
+                    )
+
         self.flush_posts(session)
         session.commit()
 
-
     @logger.catch(reraise=True)
-    def transform_all_untransformed(self, hydrate: bool = True, min_date=datetime(2010, 1, 1)):
+    def transform_all_untransformed(
+        self, hydrate: bool = True, min_date=datetime(2010, 1, 1)
+    ):
         """Transform all ScraperResult objects in the database that do not have an
         equivalent Post object stored.
 
@@ -331,7 +393,8 @@ class ETLController:
 
         logger.info(f"Fetching first untransformed post batch of {BATCH_SIZE}")
 
-        batch = (session.query(ScraperResult)
+        batch = (
+            session.query(ScraperResult)
             .join(Post, isouter=True)
             .where(ScraperResult.date > min_date)
             .where(Post.raw_id == None)
@@ -344,22 +407,24 @@ class ETLController:
 
             self.transform_results(batch, hydrate=hydrate)
 
-            logger.info(f"Fetching untransformed posts batch of {BATCH_SIZE}, offset {max(batch, key=lambda v: v.date).date}")
-
-            batch = (session.query(ScraperResult)
-                    .join(Post, isouter=True)
-                    .where(ScraperResult.date > min_date)
-                    .where(Post.raw_id == None)
-                    .where(ScraperResult.id != batch[-1].id)
-                    .where(ScraperResult.date >= batch[-1].date)
-                    .order_by(ScraperResult.date.asc())
-                    .limit(BATCH_SIZE)
-                ).all()
+            logger.info(
+                f"Fetching untransformed posts batch of {BATCH_SIZE}, offset {max(batch, key=lambda v: v.date).date}"
+            )
 
+            batch = (
+                session.query(ScraperResult)
+                .join(Post, isouter=True)
+                .where(ScraperResult.date > min_date)
+                .where(Post.raw_id == None)
+                .where(ScraperResult.id != batch[-1].id)
+                .where(ScraperResult.date >= batch[-1].date)
+                .order_by(ScraperResult.date.asc())
+                .limit(BATCH_SIZE)
+            ).all()
 
     @logger.catch(reraise=True)
     def transform_info(self, results: List[ChannelInfo]):
-        """Transform raw RawChannelInfo objects into ChannelInfo objects. 
+        """Transform raw RawChannelInfo objects into ChannelInfo objects.
 
         Parameters
         ----------
@@ -380,17 +445,25 @@ class ETLController:
 
                 for transformer in self.transformers:
                     if transformer.can_handle(result):
-                        logger.trace(f"{transformer} is handling raw info result {result.id} ({result.date_archived})")
+                        logger.trace(
+                            f"{transformer} is handling raw info result {result.id} ({result.date_archived})"
+                        )
                         handled = True
 
-                        transformer.transform_info(result, lambda obj: self.insert_or_select(obj, session, False), session, channel=data.Channel)
+                        transformer.transform_info(
+                            result,
+                            lambda obj: self.insert_or_select(obj, session, False),
+                            session,
+                            channel=data.Channel,
+                        )
 
                         session.commit()
                         break
 
                     if handled == False:
-                        logger.warning(f"No Transformer could handle raw channel info ID {result.id} with platform {result.platform} ({result.date_archived})")
-
+                        logger.warning(
+                            f"No Transformer could handle raw channel info ID {result.id} with platform {result.platform} ({result.date_archived})"
+                        )
 
     @logger.catch(reraise=True)
     def transform_all_untransformed_info(self):
@@ -407,21 +480,26 @@ class ETLController:
         offset = 0
         batch = []
 
-        query = (session.query(RawChannelInfo, Channel)
+        query = (
+            session.query(RawChannelInfo, Channel)
             .select_from(RawChannelInfo)
             .join(ChannelInfo, isouter=True)
-            .join(Channel, RawChannelInfo.channel==Channel.id)
+            .join(Channel, RawChannelInfo.channel == Channel.id)
             .where(ChannelInfo.id == None)
             .order_by(RawChannelInfo.date_archived.asc())
         )
 
         while len(batch) > 0 or offset == 0:
-            logger.info(f"Fetching untransformed info batch of {BATCH_SIZE}, offset {offset}")
+            logger.info(
+                f"Fetching untransformed info batch of {BATCH_SIZE}, offset {offset}"
+            )
 
             batch = query.slice(offset, offset + BATCH_SIZE).all()
             offset += BATCH_SIZE
 
-            logger.info(f"Found {len(batch)} info items to ETL ({offset} already processed)")
+            logger.info(
+                f"Found {len(batch)} info items to ETL ({offset} already processed)"
+            )
 
             self.transform_info(batch)
 
@@ -450,16 +528,24 @@ class ETLController:
                     handled = False
 
                     if transformer.can_handle(result):
-                        logger.trace(f"{transformer} is handling result {result.id} ({result.date})")
+                        logger.trace(
+                            f"{transformer} is handling result {result.id} ({result.date})"
+                        )
                         handled = True
 
-                        transformer.transform_media(result, total_result.Post, lambda obj: self.insert_or_select(obj, session, hydrate))
+                        transformer.transform_media(
+                            result,
+                            total_result.Post,
+                            lambda obj: self.insert_or_select(obj, session, hydrate),
+                        )
 
                         session.commit()
                         break
 
                 if handled == False:
-                    logger.warning(f"No Transformer could handle ID {result.id} with platform {result.platform} ({result.date})")
+                    logger.warning(
+                        f"No Transformer could handle ID {result.id} with platform {result.platform} ({result.date})"
+                    )
 
     @logger.catch(reraise=True)
     def transform_all_untransformed_media(self, hydrate=True):
@@ -482,10 +568,15 @@ class ETLController:
 
         logger.info(f"Fetching first untransformed post media batch of {BATCH_SIZE}")
 
-        batch = (session.query(ScraperResult, Post)
+        batch = (
+            session.query(ScraperResult, Post)
             .join(Post)
             .join(Media, isouter=True)
-            .filter((ScraperResult.media_archived != None) & (cast(ScraperResult.archived_urls, String) != '{}') & (Media.id == None))
+            .filter(
+                (ScraperResult.media_archived != None)
+                & (cast(ScraperResult.archived_urls, String) != "{}")
+                & (Media.id == None)
+            )
             .order_by(ScraperResult.date.desc())
             .limit(BATCH_SIZE)
         ).all()
@@ -495,13 +586,23 @@ class ETLController:
 
             self.transform_media(batch, hydrate=hydrate)
 
-            logger.info(f"Fetching untransformed post media batch of {BATCH_SIZE}, offset {min(batch, key=lambda v: v.ScraperResult.date).ScraperResult.date}")
+            logger.info(
+                f"Fetching untransformed post media batch of {BATCH_SIZE}, offset {min(batch, key=lambda v: v.ScraperResult.date).ScraperResult.date}"
+            )
 
-            batch = (session.query(ScraperResult, Post)
+            batch = (
+                session.query(ScraperResult, Post)
                 .join(Post)
                 .join(Media, isouter=True)
-                .where(ScraperResult.date <= min(batch, key=lambda v: v.ScraperResult.date).ScraperResult.date)
-                .filter((ScraperResult.media_archived != None) & (cast(ScraperResult.archived_urls, String) != '{}') & (Media.id == None))
+                .where(
+                    ScraperResult.date
+                    <= min(batch, key=lambda v: v.ScraperResult.date).ScraperResult.date
+                )
+                .filter(
+                    (ScraperResult.media_archived != None)
+                    & (cast(ScraperResult.archived_urls, String) != "{}")
+                    & (Media.id == None)
+                )
                 .order_by(ScraperResult.date.desc())
                 .limit(BATCH_SIZE)
             ).all()
diff --git a/cisticola/transformer/bitchute.py b/cisticola/transformer/bitchute.py
index 5619b1d..fba56b4 100644
--- a/cisticola/transformer/bitchute.py
+++ b/cisticola/transformer/bitchute.py
@@ -4,10 +4,20 @@ from typing import Generator, Union, Callable
 from datetime import datetime, timezone
 from dateutil.relativedelta import relativedelta
 
-from bs4 import BeautifulSoup 
+from bs4 import BeautifulSoup
+
+from cisticola.transformer.base import Transformer
+from cisticola.base import (
+    RawChannelInfo,
+    ScraperResult,
+    Post,
+    Image,
+    Video,
+    Media,
+    Channel,
+    ChannelInfo,
+)
 
-from cisticola.transformer.base import Transformer 
-from cisticola.base import RawChannelInfo, ScraperResult, Post, Image, Video, Media, Channel, ChannelInfo
 
 class BitchuteTransformer(Transformer):
     """A Bitchute specific ScraperResult, with a method ETL/transforming"""
@@ -15,61 +25,86 @@ class BitchuteTransformer(Transformer):
     __version__ = "BitchuteTransformer 0.0.2"
 
     def can_handle(self, data: ScraperResult) -> bool:
-        scraper = data.scraper.split(' ')
+        scraper = data.scraper.split(" ")
         if scraper[0] == "BitchuteScraper":
             return True
 
-        return False        
+        return False
 
-    def transform_media(self, data: ScraperResult, transformed: Post, insert: Callable) -> Generator[Media, None, None]:
+    def transform_media(
+        self, data: ScraperResult, transformed: Post, insert: Callable
+    ) -> Generator[Media, None, None]:
         raw = json.loads(data.raw_data)
 
-        orig = raw['video_url']
+        orig = raw["video_url"]
         new = data.archived_urls[orig]
 
-        m = Video(url=new, post=transformed.id, raw_id=data.id, original_url=orig, date=data.date, date_archived=data.date_archived, date_transformed=datetime.now(timezone.utc), transformer=self.__version__, scraper=data.scraper, platform=data.platform)
+        m = Video(
+            url=new,
+            post=transformed.id,
+            raw_id=data.id,
+            original_url=orig,
+            date=data.date,
+            date_archived=data.date_archived,
+            date_transformed=datetime.now(timezone.utc),
+            transformer=self.__version__,
+            scraper=data.scraper,
+            platform=data.platform,
+        )
 
         insert(m)
 
-    def transform_info(self, data: RawChannelInfo, insert: Callable, session, channel=None) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform_info(
+        self, data: RawChannelInfo, insert: Callable, session, channel=None
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
         transformed = ChannelInfo(
             raw_channel_info_id=data.id,
             channel=data.channel,
-            platform_id=raw['owner_url'].strip('/').split('/')[-1],
+            platform_id=raw["owner_url"].strip("/").split("/")[-1],
             platform=data.platform,
             scraper=data.scraper,
             transformer=self.__version__,
-            screenname=raw['owner_name'],
-            name=raw['owner_name'],
-            description=raw['description'],
-            description_url='', # does not exist for Bitchute
-            description_location='', # does not exist for Bitchute
-            followers=raw['subscribers'],
-            following=-1, # does not exist for Bitchute
-            verified=False, # does not exist for Bitchute
-            date_created=parse_created(raw['created'], data.date_archived),
+            screenname=raw["owner_name"],
+            name=raw["owner_name"],
+            description=raw["description"],
+            description_url="",  # does not exist for Bitchute
+            description_location="",  # does not exist for Bitchute
+            followers=raw["subscribers"],
+            following=-1,  # does not exist for Bitchute
+            verified=False,  # does not exist for Bitchute
+            date_created=parse_created(raw["created"], data.date_archived),
             date_archived=data.date_archived,
-            date_transformed=datetime.now(timezone.utc)
+            date_transformed=datetime.now(timezone.utc),
         )
 
         transformed = insert(transformed)
 
-    def transform(self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform(
+        self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
-        if raw['category'] == 'comment':
-            if raw['parent_id'] is None:
-                reply_to_id = raw['thread_id']
+        if raw["category"] == "comment":
+            if raw["parent_id"] is None:
+                reply_to_id = raw["thread_id"]
             else:
-                reply_to_id = raw['parent_id']
+                reply_to_id = raw["parent_id"]
             flush_posts()
-            post = session.query(Post).filter_by(channel=data.channel, platform_id=reply_to_id).first()
+            post = (
+                session.query(Post)
+                .filter_by(channel=data.channel, platform_id=reply_to_id)
+                .first()
+            )
             if post is None:
-                if raw['parent_id'] is not None:
-                    # this block is for comments whose parent_ids correspond to deleted comments 
-                    post = session.query(Post).filter_by(channel=data.channel, platform_id=raw['thread_id']).first()
+                if raw["parent_id"] is not None:
+                    # this block is for comments whose parent_ids correspond to deleted comments
+                    post = (
+                        session.query(Post)
+                        .filter_by(channel=data.channel, platform_id=raw["thread_id"])
+                        .first()
+                    )
                     if post is None:
                         reply_to = -1
                     else:
@@ -78,18 +113,18 @@ class BitchuteTransformer(Transformer):
                     reply_to = -1
             else:
                 reply_to = post.id
-            content = raw['body'].strip()
+            content = raw["body"].strip()
         else:
             reply_to = -1
-            soup = BeautifulSoup(raw['body'], features = 'html.parser')
-            soup.find('div', {'class': 'teaser'}).decompose()
-            soup.find('span', {'class': 'more'}).decompose()
-            soup.find('span', {'class': 'less hidden'}).decompose()
+            soup = BeautifulSoup(raw["body"], features="html.parser")
+            soup.find("div", {"class": "teaser"}).decompose()
+            soup.find("span", {"class": "more"}).decompose()
+            soup.find("span", {"class": "less hidden"}).decompose()
             content = soup.text.strip()
 
         transformed = Post(
             raw_id=data.id,
-            platform_id=raw['id'],
+            platform_id=raw["id"],
             scraper=data.scraper,
             transformer=self.__version__,
             platform=data.platform,
@@ -97,41 +132,52 @@ class BitchuteTransformer(Transformer):
             date=data.date,
             date_archived=data.date_archived,
             date_transformed=datetime.now(timezone.utc),
-            url=raw['url'] if raw['url'] else None,
+            url=raw["url"] if raw["url"] else None,
             content=content,
-            author_id=raw['author_id'],
-            author_username=raw['author'],
+            author_id=raw["author_id"],
+            author_username=raw["author"],
             reply_to=reply_to,
-            hashtags = list(filter(None, [h.strip('#') for h in raw['hashtags'].split(',')])),
-            likes = raw['likes'],
-            views = int(raw['views']) if raw.get('views') else None,
-            video_title = raw['subject'],
-            video_duration = _parse_duration_str(raw['length']))
+            hashtags=list(
+                filter(None, [h.strip("#") for h in raw["hashtags"].split(",")])
+            ),
+            likes=raw["likes"],
+            views=int(raw["views"]) if raw.get("views") else None,
+            video_title=raw["subject"],
+            video_duration=_parse_duration_str(raw["length"]),
+        )
 
         # insert_post
         transformed = insert_post(transformed)
 
+
 def parse_created(created: str, date_archived: datetime) -> datetime:
-    """Convert a created string (e.g. ``"1 year, 10 months ago"``) to a datetime 
+    """Convert a created string (e.g. ``"1 year, 10 months ago"``) to a datetime
     object relative to the specified ``date_archived``.
     """
     try:
         # handle case where `created` string has already been parsed into a datetime
         return datetime.fromisoformat(created)
     except ValueError:
-        period_list = ['year', 'month', 'week', 'day']
+        period_list = ["year", "month", "week", "day"]
 
-        periods = [period.strip() for period in created.split('ago')[0].strip().split(',')]
-        _kwargs = {period : int(number) for period, number in dict(reversed(p.split(' ')) for p in periods).items()}
-        kwargs = {(k + 's' if k in period_list else k) : v for k, v in _kwargs.items()} 
+        periods = [
+            period.strip() for period in created.split("ago")[0].strip().split(",")
+        ]
+        _kwargs = {
+            period: int(number)
+            for period, number in dict(reversed(p.split(" ")) for p in periods).items()
+        }
+        kwargs = {(k + "s" if k in period_list else k): v for k, v in _kwargs.items()}
 
         return date_archived - relativedelta(**kwargs)
 
+
 def _parse_duration_str(duration_str: str) -> int:
-    """Convert duration string (e.g. '2:27:04') to the number of seconds (e.g. 8824).
-    """
+    """Convert duration string (e.g. '2:27:04') to the number of seconds (e.g. 8824)."""
     if not duration_str:
         return None
     else:
-        duration_list = duration_str.split(':')
-        return sum([int(s) * int(g) for s, g in zip([1, 60, 3600], reversed(duration_list))])
\ No newline at end of file
+        duration_list = duration_str.split(":")
+        return sum(
+            [int(s) * int(g) for s, g in zip([1, 60, 3600], reversed(duration_list))]
+        )
diff --git a/cisticola/transformer/gettr.py b/cisticola/transformer/gettr.py
index 8eaf5f8..e1c89cb 100644
--- a/cisticola/transformer/gettr.py
+++ b/cisticola/transformer/gettr.py
@@ -7,8 +7,18 @@ from sqlalchemy import func
 from gogettr import PublicClient
 from gogettr.api import GettrApiError
 
-from cisticola.transformer.base import Transformer 
-from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Image, Video, Media, Channel
+from cisticola.transformer.base import Transformer
+from cisticola.base import (
+    RawChannelInfo,
+    ChannelInfo,
+    ScraperResult,
+    Post,
+    Image,
+    Video,
+    Media,
+    Channel,
+)
+
 
 class GettrTransformer(Transformer):
     """A Gettr specific ScraperResult, with a method ETL/transforming"""
@@ -16,86 +26,104 @@ class GettrTransformer(Transformer):
     __version__ = "GettrTransformer 0.0.1"
 
     def can_handle(self, data: ScraperResult) -> bool:
-        scraper = data.scraper.split(' ')
+        scraper = data.scraper.split(" ")
         if scraper[0] == "GettrScraper":
             return True
 
-        return False        
+        return False
 
-    def transform_info(self, data: RawChannelInfo, insert: Callable, session, channel=None) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform_info(
+        self, data: RawChannelInfo, insert: Callable, session, channel=None
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
         transformed = ChannelInfo(
             raw_channel_info_id=data.id,
             channel=data.channel,
-            platform_id=raw['_id'],
+            platform_id=raw["_id"],
             platform=data.platform,
             scraper=data.scraper,
             transformer=self.__version__,
-            screenname=raw['username'],
-            name=raw['nickname'],
-            description=raw.get('dsc'),
-            description_url=raw.get('website'),
-            description_location=raw.get('location'),
-            followers=int(raw['flg']),
-            following=int(raw['flw']),
-            verified=True if raw.get('infl') else False,
-            date_created=datetime.fromtimestamp(int(raw['cdate'])*0.001),
+            screenname=raw["username"],
+            name=raw["nickname"],
+            description=raw.get("dsc"),
+            description_url=raw.get("website"),
+            description_location=raw.get("location"),
+            followers=int(raw["flg"]),
+            following=int(raw["flw"]),
+            verified=True if raw.get("infl") else False,
+            date_created=datetime.fromtimestamp(int(raw["cdate"]) * 0.001),
             date_archived=data.date_archived,
-            date_transformed=datetime.now(timezone.utc)
+            date_transformed=datetime.now(timezone.utc),
         )
 
         transformed = insert(transformed)
 
     def _get_channel_id(self, username: str, category: str, insert: Callable, session):
-
-        channel = session.query(Channel).where((func.lower(Channel.screenname)==func.lower(username)) & (Channel.platform == 'Gettr')).first()
+        channel = (
+            session.query(Channel)
+            .where(
+                (func.lower(Channel.screenname) == func.lower(username))
+                & (Channel.platform == "Gettr")
+            )
+            .first()
+        )
 
         if channel is None:
             try:
                 client = PublicClient()
                 profile = client.user_info(username.lower())
-                screenname = profile.get('_id')
+                screenname = profile.get("_id")
                 channel = Channel(
-                    name=profile.get('nickname'),
+                    name=profile.get("nickname"),
                     platform_id=screenname,
-                    platform='Gettr',
+                    platform="Gettr",
                     url="https://gettr.com/user/" + screenname,
                     screenname=screenname,
                     category=category,
                     source=self.__version__,
-                    )
+                )
             except GettrApiError:
                 channel = Channel(
-                    name = None,
-                    platform_id = None,
-                    platform = 'Gettr',
-                    url = None,
+                    name=None,
+                    platform_id=None,
+                    platform="Gettr",
+                    url=None,
                     screenname=username,
                     category=category,
                     source=self.__version__,
-                    notes='GettrApiError'
-                    )
+                    notes="GettrApiError",
+                )
 
             channel = insert(channel)
 
         return channel.id
 
-    def transform(self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform(
+        self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
         if raw["activity"]["action"] == "shares_pst":
             forwarded_from = self._get_channel_id(
-                username = str(raw["activity"]["uid"]), category = 'forwarded', insert = insert, session = session)
+                username=str(raw["activity"]["uid"]),
+                category="forwarded",
+                insert=insert,
+                session=session,
+            )
         else:
             forwarded_from = None
 
         mentions = []
         for mentioned_user in raw.get("utgs", []):
             mentioned_id = self._get_channel_id(
-                username = mentioned_user, category = 'mentioned', insert = insert, session = session)
+                username=mentioned_user,
+                category="mentioned",
+                insert=insert,
+                session=session,
+            )
             mentions.append(mentioned_id)
-            
+
         transformed = Post(
             raw_id=data.id,
             platform_id=raw["_id"],
@@ -111,17 +139,17 @@ class GettrTransformer(Transformer):
             author_id=raw["receiver_id"],
             author_username=raw["uid"],
             hashtags=raw.get("htgs", []),
-            outlinks = list(filter(None, [raw.get("prevsrc")])),
-            forwarded_from = forwarded_from,
-            mentions = mentions,
-            likes = raw.get('lkbpst'),
-            forwards = raw.get("shbpst"),
-            views = raw.get('vfpst')
-            )
+            outlinks=list(filter(None, [raw.get("prevsrc")])),
+            forwarded_from=forwarded_from,
+            mentions=mentions,
+            likes=raw.get("lkbpst"),
+            forwards=raw.get("shbpst"),
+            views=raw.get("vfpst"),
+        )
 
         # insert_post
         insert_post(transformed)
 
         # media = self.process_media(raw, transformed.id, data)
         # for m in media:
-        #     insert(m)
\ No newline at end of file
+        #     insert(m)
diff --git a/cisticola/transformer/rumble.py b/cisticola/transformer/rumble.py
index 6225d2a..cf4b428 100644
--- a/cisticola/transformer/rumble.py
+++ b/cisticola/transformer/rumble.py
@@ -5,8 +5,18 @@ import dateutil.parser
 from datetime import datetime, timezone
 from sqlalchemy import func, JSON, String, cast, text
 
-from cisticola.transformer.base import Transformer 
-from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Image, Video, Media, Channel
+from cisticola.transformer.base import Transformer
+from cisticola.base import (
+    RawChannelInfo,
+    ChannelInfo,
+    ScraperResult,
+    Post,
+    Image,
+    Video,
+    Media,
+    Channel,
+)
+
 
 class RumbleTransformer(Transformer):
     """A Rumble specific ScraperResult, with a method ETL/transforming"""
@@ -14,25 +24,36 @@ class RumbleTransformer(Transformer):
     __version__ = "RumbleTransformer 0.0.1"
 
     def can_handle(self, data: ScraperResult) -> bool:
-        scraper = data.scraper.split(' ')
+        scraper = data.scraper.split(" ")
         if scraper[0] == "RumbleScraper":
             return True
 
-        return False        
+        return False
 
-    def transform_info(self, data: RawChannelInfo, insert: Callable, session, channel=None) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform_info(
+        self, data: RawChannelInfo, insert: Callable, session, channel=None
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
-        if 'id' not in raw:
+        if "id" not in raw:
             # The first version of the Rumble ChannelInfo scraper didn't return
             # the platform_id, so this is a workaround.
-            channel = session.query(RawChannelInfo).filter(text("raw_channel_info.raw_data::jsonb ->> 'name'=:name"), RawChannelInfo.platform == 'Rumble').params(name=raw['name']).order_by(RawChannelInfo.date_archived.desc()).first()
+            channel = (
+                session.query(RawChannelInfo)
+                .filter(
+                    text("raw_channel_info.raw_data::jsonb ->> 'name'=:name"),
+                    RawChannelInfo.platform == "Rumble",
+                )
+                .params(name=raw["name"])
+                .order_by(RawChannelInfo.date_archived.desc())
+                .first()
+            )
             if channel is None:
                 platform_id = None
             else:
-                platform_id = json.loads(channel.raw_data)['id']
+                platform_id = json.loads(channel.raw_data)["id"]
         else:
-            platform_id = raw['id']
+            platform_id = raw["id"]
 
         transformed = ChannelInfo(
             raw_channel_info_id=data.id,
@@ -42,63 +63,67 @@ class RumbleTransformer(Transformer):
             scraper=data.scraper,
             transformer=self.__version__,
             screenname=platform_id,
-            name=raw['name'],
-            description='', # does not exist for Rumble
-            description_url='', # does not exist for Rumble
-            description_location='', # does not exist for Rumble
-            followers=_process_number(raw['subscribers']),
-            following=-1, # does not exist for Rumble
-            verified=raw['verified'],
-            date_created=None, # does not exist for Rumble
+            name=raw["name"],
+            description="",  # does not exist for Rumble
+            description_url="",  # does not exist for Rumble
+            description_location="",  # does not exist for Rumble
+            followers=_process_number(raw["subscribers"]),
+            following=-1,  # does not exist for Rumble
+            verified=raw["verified"],
+            date_created=None,  # does not exist for Rumble
             date_archived=data.date_archived,
-            date_transformed=datetime.now(timezone.utc)
+            date_transformed=datetime.now(timezone.utc),
         )
 
         transformed = insert(transformed)
 
-
-    def transform(self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform(
+        self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
         transformed = Post(
             raw_id=data.id,
-            platform_id=raw['media_url'].strip('/').split('/')[-1],
+            platform_id=raw["media_url"].strip("/").split("/")[-1],
             scraper=data.scraper,
             transformer=self.__version__,
             platform=data.platform,
             channel=data.channel,
-            date=dateutil.parser.parse(raw['datetime']),
+            date=dateutil.parser.parse(raw["datetime"]),
             date_archived=data.date_archived,
             date_transformed=datetime.now(timezone.utc),
-            url=raw['link'],
-            content=raw['content'],
-            author_id=raw['author_id'],
-            author_username=raw['author_name'],
-            views = _process_number(raw.get('views')),
-            likes = _process_number(raw.get('rumbles')),
-            video_title = raw['title'],
-            video_duration=_parse_duration_str(raw['duration']))
+            url=raw["link"],
+            content=raw["content"],
+            author_id=raw["author_id"],
+            author_username=raw["author_name"],
+            views=_process_number(raw.get("views")),
+            likes=_process_number(raw.get("rumbles")),
+            video_title=raw["title"],
+            video_duration=_parse_duration_str(raw["duration"]),
+        )
 
         # insert_post
         insert_post(transformed)
 
-def _process_number(s):
 
+def _process_number(s):
     if s is None:
         return None
     else:
-        s = s.replace(' ', '').replace(',','')
-        if s.endswith('M'):
+        s = s.replace(" ", "").replace(",", "")
+        if s.endswith("M"):
             return int(float(s[:-1]) * 1e6)
-        elif s.endswith('K'):
+        elif s.endswith("K"):
             return int(float(s[:-1]) * 1000)
         return int(s)
 
+
 def _parse_duration_str(duration_str: str) -> int:
-    """Convert duration string (e.g. '2:27:04') to the number of seconds (e.g. 8824).
-    """
+    """Convert duration string (e.g. '2:27:04') to the number of seconds (e.g. 8824)."""
     if not duration_str:
         return None
     else:
-        duration_list = duration_str.split(':')
-        return sum([int(s) * int(g) for s, g in zip([1, 60, 3600], reversed(duration_list))])
\ No newline at end of file
+        duration_list = duration_str.split(":")
+        return sum(
+            [int(s) * int(g) for s, g in zip([1, 60, 3600], reversed(duration_list))]
+        )
diff --git a/cisticola/transformer/telegram_telethon.py b/cisticola/transformer/telegram_telethon.py
index 159550b..2a6c194 100644
--- a/cisticola/transformer/telegram_telethon.py
+++ b/cisticola/transformer/telegram_telethon.py
@@ -16,12 +16,22 @@ import os
 from datetime import datetime, timezone
 from sqlalchemy import func
 
-from cisticola.transformer.base import Transformer 
-from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Image, Video, Audio, Media, Channel
+from cisticola.transformer.base import Transformer
+from cisticola.base import (
+    RawChannelInfo,
+    ChannelInfo,
+    ScraperResult,
+    Post,
+    Image,
+    Video,
+    Audio,
+    Media,
+    Channel,
+)
 
 
 class TelegramTelethonTransformer(Transformer):
-    __version__ = 'TelegramTelethonTransformer 0.0.4'
+    __version__ = "TelegramTelethonTransformer 0.0.4"
 
     # TODO cache
     # cache channels for which we cannot get the name from the web interface
@@ -38,18 +48,18 @@ class TelegramTelethonTransformer(Transformer):
     get_screenname_cache = {}
 
     def can_handle(self, data: ScraperResult) -> bool:
-        scraper = data.scraper.split(' ')
+        scraper = data.scraper.split(" ")
         if scraper[0] == "TelegramTelethonScraper":
             return True
 
-        return False   
-    
-    def __init__(self, telethon_session_name = None):
+        return False
+
+    def __init__(self, telethon_session_name=None):
         super().__init__()
 
-        api_id = os.environ['TELEGRAM_API_ID']
-        api_hash = os.environ['TELEGRAM_API_HASH']
-        phone = os.environ['TELEGRAM_PHONE']
+        api_id = os.environ["TELEGRAM_API_ID"]
+        api_hash = os.environ["TELEGRAM_API_HASH"]
+        phone = os.environ["TELEGRAM_PHONE"]
 
         if telethon_session_name is None:
             telethon_session_name = phone
@@ -63,11 +73,15 @@ class TelegramTelethonTransformer(Transformer):
             return self.get_screenname_cache[channel_id]
         else:
             output = ("", "", None)
-            
+
             try:
                 data = self.client.get_entity(channel_id)
                 if isinstance(data, types.User):
-                    output = (data.username, str(data.first_name or "") + " " + str(data.last_name or ""), "")
+                    output = (
+                        data.username,
+                        str(data.first_name or "") + " " + str(data.last_name or ""),
+                        "",
+                    )
                 else:
                     output = (data.username, data.title, "")
             except ChannelPrivateError:
@@ -85,7 +99,9 @@ class TelegramTelethonTransformer(Transformer):
 
         # this doesn't work for chat channels
         if orig_screenname in self.bad_channels:
-            logger.debug(f"Skipping screenname because it is not accessible for channel {orig_screenname}")
+            logger.debug(
+                f"Skipping screenname because it is not accessible for channel {orig_screenname}"
+            )
             return ""
 
         logger.info(f"Finding channel from URL {url}")
@@ -95,8 +111,8 @@ class TelegramTelethonTransformer(Transformer):
             self.bad_channels[orig_screenname] = True
             return ""
 
-        soup = BeautifulSoup(r.content, features = 'lxml')
-        post = soup.findAll("div", {"data-post" : orig_screenname + "/" + str(id)})
+        soup = BeautifulSoup(r.content, features="lxml")
+        post = soup.findAll("div", {"data-post": orig_screenname + "/" + str(id)})
         name = ""
 
         # multiple posts can be combined into one result in the web interface
@@ -106,127 +122,173 @@ class TelegramTelethonTransformer(Transformer):
             if decrement > 8:
                 break
 
-            logger.info(f"Could not find post from {url}, looking for id {id - decrement}")
-            post = soup.findAll("div", {"data-post" : orig_screenname + "/" + str(id - decrement)})
+            logger.info(
+                f"Could not find post from {url}, looking for id {id - decrement}"
+            )
+            post = soup.findAll(
+                "div", {"data-post": orig_screenname + "/" + str(id - decrement)}
+            )
 
         if len(post) == 0:
             logger.warning(f"Could not find post from {url}")
         else:
-            fwd_tag = post[0].findAll("a", {"class", "tgme_widget_message_forwarded_from_name"})
+            fwd_tag = post[0].findAll(
+                "a", {"class", "tgme_widget_message_forwarded_from_name"}
+            )
 
             if len(fwd_tag) == 0:
-                fwd_tag = post[0].findAll("span", {"class", "tgme_widget_message_forwarded_from_name"})
-            
+                fwd_tag = post[0].findAll(
+                    "span", {"class", "tgme_widget_message_forwarded_from_name"}
+                )
+
             if len(fwd_tag) >= 1:
                 name = fwd_tag[0].text
 
         return name
 
-    def transform_info(self, data: RawChannelInfo, insert: Callable, session, channel=None) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform_info(
+        self, data: RawChannelInfo, insert: Callable, session, channel=None
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
-        chat_raw = raw['chats'][0]
+        chat_raw = raw["chats"][0]
 
         transformed = ChannelInfo(
             raw_channel_info_id=data.id,
             channel=data.channel,
-            platform_id=raw['full_chat']['id'],
+            platform_id=raw["full_chat"]["id"],
             platform=data.platform,
             scraper=data.scraper,
             transformer=self.__version__,
-            screenname=chat_raw['username'],
-            name=chat_raw['title'],
-            description=raw['full_chat']['about'],
-            description_url='', # does not exist for Telegram
-            description_location='', # does not exist for Telegram
-            followers=raw['full_chat']['participants_count'],
-            following=-1, # does not exist for Telegram
-            verified=False, #does not exist for Telegram
-            date_created=dateutil.parser.parse(chat_raw['date']),
+            screenname=chat_raw["username"],
+            name=chat_raw["title"],
+            description=raw["full_chat"]["about"],
+            description_url="",  # does not exist for Telegram
+            description_location="",  # does not exist for Telegram
+            followers=raw["full_chat"]["participants_count"],
+            following=-1,  # does not exist for Telegram
+            verified=False,  # does not exist for Telegram
+            date_created=dateutil.parser.parse(chat_raw["date"]),
             date_archived=data.date_archived,
-            date_transformed=datetime.now(timezone.utc)
+            date_transformed=datetime.now(timezone.utc),
         )
 
         transformed = insert(transformed)
 
         if channel.platform_id is None:
-            logger.info(f"Missing platform ID on {channel}, setting to {raw['full_chat']['id']}")
+            logger.info(
+                f"Missing platform ID on {channel}, setting to {raw['full_chat']['id']}"
+            )
 
             new_channel = session.query(Channel).where(Channel.id == channel.id).one()
-            new_channel.platform_id = raw['full_chat']['id']
+            new_channel.platform_id = raw["full_chat"]["id"]
             session.flush()
             session.commit()
 
-        if len(raw['chats']) > 1:
-            for chat in raw['chats'][1:]:
+        if len(raw["chats"]) > 1:
+            for chat in raw["chats"][1:]:
                 new_chat = Channel(
                     name=chat["title"],
                     platform_id=chat["id"],
-                    category=channel.category, # this should be the same as the "parent"
-                    platform=channel.platform, # this should be the same as the "parent"
-                    url=("https://t.me/s/" + chat["username"]) if "username" in chat else "",
+                    category=channel.category,  # this should be the same as the "parent"
+                    platform=channel.platform,  # this should be the same as the "parent"
+                    url=("https://t.me/s/" + chat["username"])
+                    if "username" in chat
+                    else "",
                     screenname=chat["username"] if "username" in chat else "",
-                    country=channel.country, # this should be the same as the "parent"
-                    influencer=channel.influencer, # this should be the same as the "parent"
+                    country=channel.country,  # this should be the same as the "parent"
+                    influencer=channel.influencer,  # this should be the same as the "parent"
                     public=None,
                     chat=not chat["broadcast"],
-                    notes=channel.id, # this should be the channel ID of the parent
-                    source="linked_channel"
+                    notes=channel.id,  # this should be the channel ID of the parent
+                    source="linked_channel",
                 )
 
                 insert(new_chat)
 
     # TODO this method API is chaotic and could be cleaned up
-    def transform(self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts) -> Generator[Union[Post, Channel, Media], None, None]:
+    def transform(
+        self, data: ScraperResult, insert: Callable, session, insert_post, flush_posts
+    ) -> Generator[Union[Post, Channel, Media], None, None]:
         raw = json.loads(data.raw_data)
 
-        if raw['_'] != 'Message':
+        if raw["_"] != "Message":
             logger.warning(f"Cannot convert type {raw['_']} to post")
             return
 
         fwd_from = None
 
-        if raw['fwd_from'] and raw['fwd_from']['from_id'] and 'channel_id' in raw['fwd_from']['from_id']:
+        if (
+            raw["fwd_from"]
+            and raw["fwd_from"]["from_id"]
+            and "channel_id" in raw["fwd_from"]["from_id"]
+        ):
             # use cache to look up channel instead of a DB request if possible
-            if str(raw['fwd_from']['from_id']['channel_id']) not in self.channels_cache_by_platformid:
-                channel = session.query(Channel).filter_by(platform_id=str(raw['fwd_from']['from_id']['channel_id']), platform = 'Telegram').first()
+            if (
+                str(raw["fwd_from"]["from_id"]["channel_id"])
+                not in self.channels_cache_by_platformid
+            ):
+                channel = (
+                    session.query(Channel)
+                    .filter_by(
+                        platform_id=str(raw["fwd_from"]["from_id"]["channel_id"]),
+                        platform="Telegram",
+                    )
+                    .first()
+                )
 
                 if channel is None:
-                    (screenname, name, notes) = self.get_screenname_from_id(raw['fwd_from']['from_id']['channel_id'])
+                    (screenname, name, notes) = self.get_screenname_from_id(
+                        raw["fwd_from"]["from_id"]["channel_id"]
+                    )
 
                     if name == "":
                         logger.info("Trying fallback web interface")
-                        orig_channel = session.query(Channel).filter_by(id=data.channel).first()
+                        orig_channel = (
+                            session.query(Channel).filter_by(id=data.channel).first()
+                        )
                         if orig_channel.screenname is not None:
-                            name = self.get_name_from_web_interface(orig_channel.screenname, raw['id'])
+                            name = self.get_name_from_web_interface(
+                                orig_channel.screenname, raw["id"]
+                            )
 
                     channel = Channel(
                         name=name,
-                        platform_id=raw['fwd_from']['from_id']['channel_id'],
+                        platform_id=raw["fwd_from"]["from_id"]["channel_id"],
                         platform=data.platform,
-                        url="https://t.me/s/" + screenname if screenname is not None else "",
+                        url="https://t.me/s/" + screenname
+                        if screenname is not None
+                        else "",
                         screenname=screenname,
-                        category='forwarded',
+                        category="forwarded",
                         source=self.__version__,
-                        notes=notes
-                        )
+                        notes=notes,
+                    )
 
                     channel = insert(channel)
                     logger.info(f"Added {channel}")
 
-                self.channels_cache_by_platformid[str(raw['fwd_from']['from_id']['channel_id'])] = channel
-            
-            fwd_from = self.channels_cache_by_platformid[str(raw['fwd_from']['from_id']['channel_id'])].id
+                self.channels_cache_by_platformid[
+                    str(raw["fwd_from"]["from_id"]["channel_id"])
+                ] = channel
+
+            fwd_from = self.channels_cache_by_platformid[
+                str(raw["fwd_from"]["from_id"]["channel_id"])
+            ].id
 
         reply_to = None
-        if raw['reply_to']:
-            reply_to_id = str(raw['reply_to']['reply_to_msg_id'])
+        if raw["reply_to"]:
+            reply_to_id = str(raw["reply_to"]["reply_to_msg_id"])
 
             # use cache to find post ID instead of a DB request, if possible
             if (data.channel, reply_to_id) not in self.posts_cache:
                 session.commit()
-                flush_posts() # TODO this is necessary because the post we are looking for might have been added in the same session
-                post = session.query(Post).filter_by(channel=data.channel, platform_id=reply_to_id).first()
+                flush_posts()  # TODO this is necessary because the post we are looking for might have been added in the same session
+                post = (
+                    session.query(Post)
+                    .filter_by(channel=data.channel, platform_id=reply_to_id)
+                    .first()
+                )
                 if post is None:
                     reply_to = -1
                 else:
@@ -238,31 +300,42 @@ class TelegramTelethonTransformer(Transformer):
 
         mentions = []
 
-        for mention_entity in [entity for entity in raw['entities'] if entity['_'] == 'MessageEntityMention']:
-            offset = mention_entity['offset']
-            length = mention_entity['length']
+        for mention_entity in [
+            entity
+            for entity in raw["entities"]
+            if entity["_"] == "MessageEntityMention"
+        ]:
+            offset = mention_entity["offset"]
+            length = mention_entity["length"]
 
-            screenname = add_surrogate(raw['message'])[offset:offset+length].strip('@').strip()
+            screenname = (
+                add_surrogate(raw["message"])[offset : offset + length]
+                .strip("@")
+                .strip()
+            )
 
             # use cache rather than a DB request if possible
             if screenname.lower() not in self.channels_cache_by_screenname:
-                channel = session.query(Channel).filter(func.lower(Channel.screenname)==func.lower(screenname)).first()
+                channel = (
+                    session.query(Channel)
+                    .filter(func.lower(Channel.screenname) == func.lower(screenname))
+                    .first()
+                )
 
                 if channel is None:
-
                     channel = Channel(
-                        name = None,
-                        platform_id = None,
-                        platform = 'Telegram',
+                        name=None,
+                        platform_id=None,
+                        platform="Telegram",
                         url="https://t.me/s/" + screenname,
                         screenname=screenname,
-                        category='mentioned',
+                        category="mentioned",
                         source=self.__version__,
-                        )
+                    )
 
                     channel = insert(channel)
                     logger.info(f"Added {channel}")
-                
+
                 self.channels_cache_by_screenname[screenname.lower()] = channel
 
             channel = self.channels_cache_by_screenname[screenname.lower()]
@@ -277,28 +350,28 @@ class TelegramTelethonTransformer(Transformer):
         channel = self.channels_cache_by_id[int(data.channel)]
 
         if channel is not None and channel.url:
-            url = channel.url.strip('/') + f"/{raw['id']}"
+            url = channel.url.strip("/") + f"/{raw['id']}"
             author_username = channel.screenname
         else:
             url = ""
             author_username = ""
 
-        author_id = raw.get('peer_id', {}).get('channel_id')
-        if raw['from_id'] and 'user_id' in raw['from_id']:
-            author_id = raw['from_id']['user_id']
+        author_id = raw.get("peer_id", {}).get("channel_id")
+        if raw["from_id"] and "user_id" in raw["from_id"]:
+            author_id = raw["from_id"]["user_id"]
             author_username = ""
             (screenname, name, notes) = self.get_screenname_from_id(author_id)
             if screenname:
                 author_username = screenname
 
         transformed = Post(
-            raw_id = data.id,
-            platform_id = raw['id'],
-            scraper = data.scraper,
+            raw_id=data.id,
+            platform_id=raw["id"],
+            scraper=data.scraper,
             transformer=self.__version__,
             platform=data.platform,
             channel=data.channel,
-            date=dateutil.parser.parse(raw['date']),
+            date=dateutil.parser.parse(raw["date"]),
             date_archived=data.date_archived,
             date_transformed=datetime.now(timezone.utc),
             url=url,
@@ -307,48 +380,57 @@ class TelegramTelethonTransformer(Transformer):
             author_username=author_username,
             forwarded_from=fwd_from,
             reply_to=reply_to,
-            mentions = mentions,
-            forwards = raw.get('forwards'),
-            views = raw.get('views')
+            mentions=mentions,
+            forwards=raw.get("forwards"),
+            views=raw.get("views"),
         )
 
         # insert_post
         insert_post(transformed)
 
+
 def stripped(s):
     """https://stackoverflow.com/a/29933716"""
 
-    lstripped = ''.join(takewhile(str.isspace, s))
-    rstripped = ''.join(reversed(tuple(takewhile(str.isspace, reversed(s)))))
+    lstripped = "".join(takewhile(str.isspace, s))
+    rstripped = "".join(reversed(tuple(takewhile(str.isspace, reversed(s)))))
 
     return lstripped + rstripped
 
+
 def add_markdown_links(raw_post):
-    """This function is necessary because Telethon's markdown.unparse doesn't 
+    """This function is necessary because Telethon's markdown.unparse doesn't
     correctly handle trailing whitespace or multi-line links"""
 
     global_offset = 0
-    transformed_content = add_surrogate(raw_post['message'])
-    links = [entity for entity in raw_post['entities'] if entity['_'] == 'MessageEntityTextUrl']
+    transformed_content = add_surrogate(raw_post["message"])
+    links = [
+        entity
+        for entity in raw_post["entities"]
+        if entity["_"] == "MessageEntityTextUrl"
+    ]
 
     for link in links:
-        offset = global_offset + link['offset']
-        length = link['length']
-        url = link['url']
+        offset = global_offset + link["offset"]
+        length = link["length"]
+        url = link["url"]
 
         before_link = transformed_content[:offset]
-        inner_text = transformed_content[offset:offset+length]
-        
-        # skip creation of link if inner link text is only whitespace
-        if inner_text.replace('\u200b', '').strip():
-        
-            processed_inner_text = inner_text.strip().replace('\n', '\\\n')
-            link_text = f"[{processed_inner_text}]"
-            trailing_whitespace = stripped(transformed_content[offset:offset+length])
-            link_href = f"({url})"
-            after_link = transformed_content[offset+length:]
+        inner_text = transformed_content[offset : offset + length]
 
-            transformed_content = before_link + link_text + link_href + trailing_whitespace + after_link
-            global_offset += (4 + len(url) + inner_text.strip().count('\n'))
-        
-    return del_surrogate(transformed_content)
\ No newline at end of file
+        # skip creation of link if inner link text is only whitespace
+        if inner_text.replace("\u200b", "").strip():
+            processed_inner_text = inner_text.strip().replace("\n", "\\\n")
+            link_text = f"[{processed_inner_text}]"
+            trailing_whitespace = stripped(
+                transformed_content[offset : offset + length]
+            )
+            link_href = f"({url})"
+            after_link = transformed_content[offset + length :]
+
+            transformed_content = (
+                before_link + link_text + link_href + trailing_whitespace + after_link
+            )
+            global_offset += 4 + len(url) + inner_text.strip().count("\n")
+
+    return del_surrogate(transformed_content)
diff --git a/cisticola/utils.py b/cisticola/utils.py
index 5a5a9bf..815d927 100644
--- a/cisticola/utils.py
+++ b/cisticola/utils.py
@@ -2,8 +2,8 @@ import requests
 from loguru import logger
 import time
 
-def make_request(url, headers = None, max_retries = 5, break_codes = None):
 
+def make_request(url, headers=None, max_retries=5, break_codes=None):
     """Retry request `max_retries` times, while catching arbitrary exceptions.
 
     Parameters
@@ -13,11 +13,11 @@ def make_request(url, headers = None, max_retries = 5, break_codes = None):
     headers : dict or None
         Dictionary of key-value pairs for request headers
     max_retries : int
-        Maximum number of times to retry the request 
+        Maximum number of times to retry the request
     break_codes : list or None
-        List of acceptable status codes that indicate that the request should 
-        not be retried further. Useful if, for example, a `404` is expected at 
-        some point to terminate a loop, and we don't want to retry to get the 
+        List of acceptable status codes that indicate that the request should
+        not be retried further. Useful if, for example, a `404` is expected at
+        some point to terminate a loop, and we don't want to retry to get the
         404-ed page multiple times.
 
     Returns
@@ -33,20 +33,17 @@ def make_request(url, headers = None, max_retries = 5, break_codes = None):
 
     try:
         r = request_until_200(
-            url = url, 
-            headers = headers, 
-            max_retries = max_retries,
-            break_codes = break_codes)
+            url=url, headers=headers, max_retries=max_retries, break_codes=break_codes
+        )
         logger.debug(f"Request for url: {url} succeeded")
     except Exception as e:
         logger.warning(f"Request for url: {url} raised exception: [{e}]")
 
     return r
 
-def request_until_200(url, headers = None, max_retries = 5, break_codes = None):
 
-    """Retry request `max_retries` times, or until the request is successful.
-    """
+def request_until_200(url, headers=None, max_retries=5, break_codes=None):
+    """Retry request `max_retries` times, or until the request is successful."""
 
     if break_codes is None:
         break_codes = [200]
@@ -54,17 +51,21 @@ def request_until_200(url, headers = None, max_retries = 5, break_codes = None):
         break_codes = break_codes + [200]
 
     n_retries = 0
-    r = requests.get(url, headers = headers)
+    r = requests.get(url, headers=headers)
 
     while r.status_code not in break_codes and n_retries < 5:
-        logger.warning(f"Request for url: {url} returned status: {r.status_code} on attempt: {n_retries}/{max_retries}")
+        logger.warning(
+            f"Request for url: {url} returned status: {r.status_code} on attempt: {n_retries}/{max_retries}"
+        )
         n_retries += 1
 
         # back off subsequent requests
         time.sleep(n_retries)
-        r = requests.get(url, headers = headers)
+        r = requests.get(url, headers=headers)
 
     if r.status_code not in break_codes:
-        raise ValueError(f"Request for url: {url} failed with status: {r.status_code} after {max_retries} attempts")
+        raise ValueError(
+            f"Request for url: {url} failed with status: {r.status_code} after {max_retries} attempts"
+        )
 
-    return r
\ No newline at end of file
+    return r
diff --git a/docs/source/conf.py b/docs/source/conf.py
index fc3607f..0f26bd3 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -12,14 +12,15 @@
 #
 import os
 import sys
-sys.path.insert(0, os.path.abspath('../../'))
+
+sys.path.insert(0, os.path.abspath("../../"))
 
 
 # -- Project information -----------------------------------------------------
 
-project = 'Cisticola'
-copyright = '2022, Bellingcat'
-author = 'Bellingcat'
+project = "Cisticola"
+copyright = "2022, Bellingcat"
+author = "Bellingcat"
 
 
 # -- General configuration ---------------------------------------------------
@@ -27,10 +28,10 @@ author = 'Bellingcat'
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
-extensions = ['sphinx.ext.autodoc', 'sphinx.ext.coverage', 'sphinx.ext.napoleon']
+extensions = ["sphinx.ext.autodoc", "sphinx.ext.coverage", "sphinx.ext.napoleon"]
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
@@ -43,7 +44,7 @@ exclude_patterns = []
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = 'sphinx_rtd_theme'
+html_theme = "sphinx_rtd_theme"
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
@@ -52,9 +53,9 @@ html_static_path = []
 
 # -- Default flags for autodoc------------------------------------------------
 
-autodoc_default_options = {'exclude-members': '_sa_class_manager'}
+autodoc_default_options = {"exclude-members": "_sa_class_manager"}
 
-html_favicon = '../images/favicon.ico'
-html_logo = '../images/cisticola_logo.svg'
+html_favicon = "../images/favicon.ico"
+html_logo = "../images/cisticola_logo.svg"
 
-html_theme_options = {'style_nav_header_background': '#292a2b'}
\ No newline at end of file
+html_theme_options = {"style_nav_header_background": "#292a2b"}
diff --git a/sync_with_gsheet.py b/sync_with_gsheet.py
index 501bd6a..0efd56c 100644
--- a/sync_with_gsheet.py
+++ b/sync_with_gsheet.py
@@ -20,10 +20,12 @@ expected_headers = [
     "chat",
     "notes",
     "normalized_url",
-    "to_remove"]
+    "to_remove",
+]
+
 
 def standardize_country(s):
-    _s = s.split('(')[0].split('?')[0]
+    _s = s.split("(")[0].split("?")[0]
     return _s.strip()
 
 
@@ -33,8 +35,8 @@ def sync_channels(args, session):
     gc = gspread.service_account(filename="service_account.json")
 
     # Open a sheet from a spreadsheet in one go
-    wks = gc.open_by_url(os.environ['GSHEET']).worksheet("channels")
-    channels = wks.get_all_records(expected_headers = expected_headers)
+    wks = gc.open_by_url(os.environ["GSHEET"]).worksheet("channels")
+    channels = wks.get_all_records(expected_headers=expected_headers)
     row = 2
 
     for c in channels:
@@ -67,20 +69,28 @@ def sync_channels(args, session):
 
             channel = (
                 session.query(Channel)
-                .filter_by(
-                    platform_id=str(platform_id), platform=str(c["platform"])
-                )
+                .filter_by(platform_id=str(platform_id), platform=str(c["platform"]))
                 .first()
             )
 
             if not channel:
-                channel = session.query(Channel).filter_by(platform=str(c["platform"]), url=str(c["url"])).first()
+                channel = (
+                    session.query(Channel)
+                    .filter_by(platform=str(c["platform"]), url=str(c["url"]))
+                    .first()
+                )
 
-            if not channel and c["screenname"] != '' and c["screenname"] is not None:
-                channel = session.query(Channel).filter_by(platform=str(c["platform"]), screenname=str(c["screenname"])).first()
+            if not channel and c["screenname"] != "" and c["screenname"] is not None:
+                channel = (
+                    session.query(Channel)
+                    .filter_by(
+                        platform=str(c["platform"]), screenname=str(c["screenname"])
+                    )
+                    .first()
+                )
 
             if not channel:
-                if all([k in [None, True, False, ''] for k in c.values()]):
+                if all([k in [None, True, False, ""] for k in c.values()]):
                     # end sync if completely empty row is encountered
                     break
 
@@ -109,7 +119,11 @@ def sync_channels(args, session):
                 if c["screenname"]:
                     channel.screenname = c["screenname"]
                 if c["country"]:
-                    channel.country = None if c["country"] is None else list(map(standardize_country, c["country"].split('/')))
+                    channel.country = (
+                        None
+                        if c["country"] is None
+                        else list(map(standardize_country, c["country"].split("/")))
+                    )
                 if c["influencer"]:
                     channel.influencer = c["influencer"]
                 if c["public"]:
@@ -129,23 +143,27 @@ def sync_channels(args, session):
 
                 # this likely means that the channel was duplicated in the Google Sheet, so add a red highlight
                 if was_researcher:
-                    logger.warning(f"This channel (ID {channel.id}) is possibly a duplicate.")
-                    
-                    wks.format(f"A{str(row)}:A{str(row)}", {
-                        "backgroundColor": {
-                            "red": 1.0,
-                            "green": 0.0,
-                            "blue": 0.0
-                    }})
-                    time.sleep(1)
+                    logger.warning(
+                        f"This channel (ID {channel.id}) is possibly a duplicate."
+                    )
 
+                    wks.format(
+                        f"A{str(row)}:A{str(row)}",
+                        {"backgroundColor": {"red": 1.0, "green": 0.0, "blue": 0.0}},
+                    )
+                    time.sleep(1)
 
         # channel has ID
         else:
             cid = int(c["id"])
 
             channel = session.query(Channel).filter_by(id=cid).first()
-            channel_info = session.query(ChannelInfo).filter_by(channel=cid).order_by(ChannelInfo.date_archived.desc()).first()
+            channel_info = (
+                session.query(ChannelInfo)
+                .filter_by(channel=cid)
+                .order_by(ChannelInfo.date_archived.desc())
+                .first()
+            )
 
             logger.info(f"Updating channel {channel}")
             logger.info(f"Found info {channel_info}")
@@ -155,7 +173,11 @@ def sync_channels(args, session):
             channel.platform = c["platform"]
             channel.url = c["url"]
             channel.screenname = c["screenname"]
-            channel.country = None if c["country"] is None else list(map(standardize_country, c["country"].split('/')))
+            channel.country = (
+                None
+                if c["country"] is None
+                else list(map(standardize_country, c["country"].split("/")))
+            )
             channel.influencer = c["influencer"]
             channel.public = c["public"]
             channel.chat = c["chat"]
@@ -167,7 +189,9 @@ def sync_channels(args, session):
                 wks.update_cell(row, 7, channel_info.screenname)
                 time.sleep(1)
 
-            if channel_info and str(channel.platform_id) != str(channel_info.platform_id):
+            if channel_info and str(channel.platform_id) != str(
+                channel_info.platform_id
+            ):
                 channel.platform_id = channel_info.platform_id
                 wks.update_cell(row, 3, channel_info.platform_id)
                 time.sleep(1)
diff --git a/telethon_session_init.py b/telethon_session_init.py
index c9ba713..950c35c 100644
--- a/telethon_session_init.py
+++ b/telethon_session_init.py
@@ -1,5 +1,5 @@
 import argparse
-from telethon.sync import TelegramClient 
+from telethon.sync import TelegramClient
 import os
 
 if __name__ == "__main__":
@@ -8,9 +8,9 @@ if __name__ == "__main__":
 
     args = parser.parse_args()
 
-    api_id = os.environ['TELEGRAM_API_ID']
-    api_hash = os.environ['TELEGRAM_API_HASH']
-    phone = os.environ['TELEGRAM_PHONE']
+    api_id = os.environ["TELEGRAM_API_ID"]
+    api_hash = os.environ["TELEGRAM_API_HASH"]
+    phone = os.environ["TELEGRAM_PHONE"]
     telethon_session_name = args.telethon_session
 
     if telethon_session_name is None:
@@ -19,4 +19,4 @@ if __name__ == "__main__":
     client = TelegramClient(telethon_session_name, api_id, api_hash)
     client.start()
 
-    client.disconnect()
\ No newline at end of file
+    client.disconnect()
diff --git a/tests/base.py b/tests/base.py
index 2cc2bb8..16259bb 100644
--- a/tests/base.py
+++ b/tests/base.py
@@ -1,58 +1,64 @@
 import pytest
 from sqlalchemy.sql import text
 
-from cisticola.base import Post, Channel, ChannelInfo, Media,  ScraperResult, RawChannelInfo
+from cisticola.base import (
+    Post,
+    Channel,
+    ChannelInfo,
+    Media,
+    ScraperResult,
+    RawChannelInfo,
+)
 from cisticola.scraper import (
-    TelegramTelethonScraper, 
-    BitchuteScraper, 
+    TelegramTelethonScraper,
+    BitchuteScraper,
     GettrScraper,
-    RumbleScraper)
+    RumbleScraper,
+)
 from cisticola.transformer import (
-    TelegramTelethonTransformer, 
-    BitchuteTransformer, 
+    TelegramTelethonTransformer,
+    BitchuteTransformer,
     GettrTransformer,
-    RumbleTransformer)
+    RumbleTransformer,
+)
 
 CONTROLLERS = {
-    'telegram' : {
-        'scraper': TelegramTelethonScraper,
-        'transformer': TelegramTelethonTransformer
+    "telegram": {
+        "scraper": TelegramTelethonScraper,
+        "transformer": TelegramTelethonTransformer,
     },
-    'bitchute': {
-        'scraper': BitchuteScraper,
-        'transformer': BitchuteTransformer
-    },
-    'gettr': {
-        'scraper': GettrScraper,
-        'transformer': GettrTransformer
-    },
-    'rumble': {
-        'scraper': RumbleScraper,
-        'transformer': RumbleTransformer
-    }
+    "bitchute": {"scraper": BitchuteScraper, "transformer": BitchuteTransformer},
+    "gettr": {"scraper": GettrScraper, "transformer": GettrTransformer},
+    "rumble": {"scraper": RumbleScraper, "transformer": RumbleTransformer},
 }
-   
 
-@pytest.mark.parametrize('platform', ['telegram','bitchute', 'gettr', 'rumble'])
-def test_scraper_and_transformer(platform, session, controller, etl_controller, channel_kwargs):
+
+@pytest.mark.parametrize("platform", ["telegram", "bitchute", "gettr", "rumble"])
+def test_scraper_and_transformer(
+    platform, session, controller, etl_controller, channel_kwargs
+):
     controller.reset_db()
     controller.remove_all_scrapers()
 
     # necessary for comments/replies to be processed correctly
-    session.execute(text('INSERT INTO posts(id) VALUES (-1)'))
+    session.execute(text("INSERT INTO posts(id) VALUES (-1)"))
     session.commit()
 
     channels = [Channel(**channel_kwargs[platform])]
-    scraper = CONTROLLERS[platform]['scraper']
-    controller.register_scraper(scraper = scraper())
+    scraper = CONTROLLERS[platform]["scraper"]
+    controller.register_scraper(scraper=scraper())
 
-    controller.scrape_channels(channels = channels)
+    controller.scrape_channels(channels=channels)
     controller.scrape_all_channel_info()
     controller.archive_unarchived_media_batch()
 
     raw_posts = session.query(ScraperResult).all()
     raw_channel_info = session.query(RawChannelInfo).all()
-    archived_urls = session.query(ScraperResult.archived_urls).order_by(ScraperResult.date_archived.desc()).first()
+    archived_urls = (
+        session.query(ScraperResult.archived_urls)
+        .order_by(ScraperResult.date_archived.desc())
+        .first()
+    )
 
     assert len(raw_posts) > 0
     assert len(raw_channel_info) > 0
@@ -60,7 +66,7 @@ def test_scraper_and_transformer(platform, session, controller, etl_controller,
 
     controller.remove_all_scrapers()
 
-    transformer = CONTROLLERS[platform]['transformer']
+    transformer = CONTROLLERS[platform]["transformer"]
 
     etl_controller.register_transformer(transformer())
     etl_controller.transform_all_untransformed()
@@ -73,4 +79,4 @@ def test_scraper_and_transformer(platform, session, controller, etl_controller,
 
     assert len(posts) > 0
     assert len(channel_info) > 0
-    assert len(media) > 0
\ No newline at end of file
+    assert len(media) > 0
diff --git a/tests/conftest.py b/tests/conftest.py
index 20ee67d..c890d00 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -8,170 +8,182 @@ from cisticola.scraper import ScraperController
 from cisticola.transformer import ETLController
 
 BITCHUTE_CHANNEL_KWARGS = {
-    'name': 'bestonlinejewelrystoresusa@gmail.com (test)',
-    'platform_id': 'bestonlinejewelrystoresusagmailcom',
-    'category': 'test',
-    'platform': 'Bitchute',
-    'url': 'https://www.bitchute.com/channel/bestonlinejewelrystoresusagmailcom/',
-    'screenname': None,
-    'country': 'US',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "bestonlinejewelrystoresusa@gmail.com (test)",
+    "platform_id": "bestonlinejewelrystoresusagmailcom",
+    "category": "test",
+    "platform": "Bitchute",
+    "url": "https://www.bitchute.com/channel/bestonlinejewelrystoresusagmailcom/",
+    "screenname": None,
+    "country": "US",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 GAB_CHANNEL_KWARGS = {
-    'name': 'Capt. Marc Simon (test)',
-    'platform_id': 'marc_capt',
-    'category': 'test',
-    'platform': 'Gab',
-    'url': 'https://gab.com/marc_capt',
-    'screenname': 'marc_capt',
-    'country': 'CA',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "Capt. Marc Simon (test)",
+    "platform_id": "marc_capt",
+    "category": "test",
+    "platform": "Gab",
+    "url": "https://gab.com/marc_capt",
+    "screenname": "marc_capt",
+    "country": "CA",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 GAB_GROUP_KWARGS = {
-    'name': 'iran group (test)',
-    'platform_id': "10001",
-    'category': 'test',
-    'platform': 'Gab',
-    'url': 'https://gab.com/groups/10001',
-    'screenname': 'iran group',
-    'country': 'IR',
-    'influencer': None,
-    'public': True,
-    'chat': True,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "iran group (test)",
+    "platform_id": "10001",
+    "category": "test",
+    "platform": "Gab",
+    "url": "https://gab.com/groups/10001",
+    "screenname": "iran group",
+    "country": "IR",
+    "influencer": None,
+    "public": True,
+    "chat": True,
+    "notes": "",
+    "source": "researcher",
+}
 
 GETTR_CHANNEL_KWARGS = {
-    'name': 'LizardRepublic (test)',
-    'platform_id': 'lizardrepublic',
-    'category': 'test',
-    'platform': 'Gettr',
-    'url': 'https://www.gettr.com/user/lizardrepublic',
-    'screenname': 'lizardrepublic',
-    'country': 'US',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "LizardRepublic (test)",
+    "platform_id": "lizardrepublic",
+    "category": "test",
+    "platform": "Gettr",
+    "url": "https://www.gettr.com/user/lizardrepublic",
+    "screenname": "lizardrepublic",
+    "country": "US",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 INSTAGRAM_CHANNEL_KWARGS = {
-    'name': 'borland.88 (test)',
-    'platform_id': 'borland.88',
-    'category': 'test',
-    'platform': 'Instagram',
-    'url': 'https://www.instagram.com/borland.88/',
-    'screenname': 'borland.88',
-    'country': 'UA',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "borland.88 (test)",
+    "platform_id": "borland.88",
+    "category": "test",
+    "platform": "Instagram",
+    "url": "https://www.instagram.com/borland.88/",
+    "screenname": "borland.88",
+    "country": "UA",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 ODYSEE_CHANNEL_KWARGS = {
-    'name': "Mak1n' Bacon (test)",
-    'platform_id': 'Mak1nBacon',
-    'category': 'test',
-    'platform': 'Odysee',
-    'url': 'https://odysee.com/@Mak1nBacon',
-    'screenname': 'Mak1nBacon',
-    'country': 'US',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "Mak1n' Bacon (test)",
+    "platform_id": "Mak1nBacon",
+    "category": "test",
+    "platform": "Odysee",
+    "url": "https://odysee.com/@Mak1nBacon",
+    "screenname": "Mak1nBacon",
+    "country": "US",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 RUMBLE_CHANNEL_KWARGS = {
-    'name': 'we are uploading videos wow products (test)',
-    'platform_id': 'c-916305',
-    'category': 'test',
-    'platform': 'Rumble',
-    'url': 'https://rumble.com/c/c-916305',
-    'screenname': 'we are uploading',
-    'country': 'CA',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "we are uploading videos wow products (test)",
+    "platform_id": "c-916305",
+    "category": "test",
+    "platform": "Rumble",
+    "url": "https://rumble.com/c/c-916305",
+    "screenname": "we are uploading",
+    "country": "CA",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 TELEGRAM_CHANNEL_KWARGS = {
-    'name': 'Бутылка (test)',
-    'platform_id': "-1001760492118",
-    'category': 'test',
-    'platform': 'Telegram',
-    'url': 'https://t.me/butylka1488',
-    'screenname': 'butylka1488',
-    'country': 'RU',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
-    
+    "name": "Бутылка (test)",
+    "platform_id": "-1001760492118",
+    "category": "test",
+    "platform": "Telegram",
+    "url": "https://t.me/butylka1488",
+    "screenname": "butylka1488",
+    "country": "RU",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
+
 TWITTER_CHANNEL_KWARGS = {
-    'name': 'L Weber (test)',
-    'platform_id': "1424979017749442595",
-    'category': 'test',
-    'platform': 'Twitter',
-    'url': 'https://twitter.com/LWeber33662141',
-    'screenname': 'LWeber33662141',
-    'country': 'US',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "L Weber (test)",
+    "platform_id": "1424979017749442595",
+    "category": "test",
+    "platform": "Twitter",
+    "url": "https://twitter.com/LWeber33662141",
+    "screenname": "LWeber33662141",
+    "country": "US",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 VKONTAKTE_CHANNEL_KWARGS = {
-    'name': 'Wwg1wgA (test)',
-    'platform_id': 'club201278078',
-    'category': 'test',
-    'platform': 'Vkontakte',
-    'url': 'https://vk.com/club201278078',
-    'screenname': 'Wwg1wgA',
-    'country': 'FR',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "Wwg1wgA (test)",
+    "platform_id": "club201278078",
+    "category": "test",
+    "platform": "Vkontakte",
+    "url": "https://vk.com/club201278078",
+    "screenname": "Wwg1wgA",
+    "country": "FR",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 YOUTUBE_CHANNEL_KWARGS = {
-    'name': 'AnEs87 (test)',
-    'platform_id': 'UCP6exBqGoxGLv_pM9Dxk2pA',
-    'category': 'test',
-    'platform': 'Youtube',
-    'url': 'https://www.youtube.com/channel/UCP6exBqGoxGLv_pM9Dxk2pA',
-    'screenname': 'AnEs87',
-    'country': 'SV',
-    'influencer': None,
-    'public': True,
-    'chat': False,
-    'notes': '',
-    'source': 'researcher'}
+    "name": "AnEs87 (test)",
+    "platform_id": "UCP6exBqGoxGLv_pM9Dxk2pA",
+    "category": "test",
+    "platform": "Youtube",
+    "url": "https://www.youtube.com/channel/UCP6exBqGoxGLv_pM9Dxk2pA",
+    "screenname": "AnEs87",
+    "country": "SV",
+    "influencer": None,
+    "public": True,
+    "chat": False,
+    "notes": "",
+    "source": "researcher",
+}
 
 
-@pytest.fixture(scope='package')
+@pytest.fixture(scope="package")
 def engine(tmpdir_factory):
     """Initialize a SQLite database and SQLAlchemy engine to be used for all
     tests in the package"""
 
     engine = create_engine(os.environ["TEST_DB"])
-    
+
     return engine
 
-@pytest.fixture(scope='package')
+
+@pytest.fixture(scope="package")
 def session(engine):
     """Initialize a SQLAlchemy session to be used for all tests in the package"""
 
@@ -179,7 +191,8 @@ def session(engine):
     sessionfactory.configure(bind=engine)
     return sessionfactory()
 
-@pytest.fixture(scope='package')
+
+@pytest.fixture(scope="package")
 def controller(engine):
     """Initialize ScraperController to be used for all tests in the package."""
 
@@ -188,7 +201,8 @@ def controller(engine):
 
     return scraper_controller
 
-@pytest.fixture(scope='package')
+
+@pytest.fixture(scope="package")
 def etl_controller(engine):
     """Initialize ETLController to be used for all tests in the package."""
 
@@ -197,21 +211,23 @@ def etl_controller(engine):
 
     return etl_controller
 
-@pytest.fixture(scope='package')
+
+@pytest.fixture(scope="package")
 def channel_kwargs():
-    """Define keyword arguments to use for defining test channels for each 
+    """Define keyword arguments to use for defining test channels for each
     platform to be scraped.
     """
 
     return {
-        'bitchute' : BITCHUTE_CHANNEL_KWARGS,
-        'gab' : GAB_CHANNEL_KWARGS,
-        'gab_group' : GAB_GROUP_KWARGS,
-        'gettr' : GETTR_CHANNEL_KWARGS,
-        'instagram' : INSTAGRAM_CHANNEL_KWARGS,
-        'odysee' : ODYSEE_CHANNEL_KWARGS,
-        'rumble' : RUMBLE_CHANNEL_KWARGS,
-        'telegram' : TELEGRAM_CHANNEL_KWARGS,
-        'twitter' : TWITTER_CHANNEL_KWARGS,
-        'vkontakte' : VKONTAKTE_CHANNEL_KWARGS,
-        'youtube' : YOUTUBE_CHANNEL_KWARGS}
\ No newline at end of file
+        "bitchute": BITCHUTE_CHANNEL_KWARGS,
+        "gab": GAB_CHANNEL_KWARGS,
+        "gab_group": GAB_GROUP_KWARGS,
+        "gettr": GETTR_CHANNEL_KWARGS,
+        "instagram": INSTAGRAM_CHANNEL_KWARGS,
+        "odysee": ODYSEE_CHANNEL_KWARGS,
+        "rumble": RUMBLE_CHANNEL_KWARGS,
+        "telegram": TELEGRAM_CHANNEL_KWARGS,
+        "twitter": TWITTER_CHANNEL_KWARGS,
+        "vkontakte": VKONTAKTE_CHANNEL_KWARGS,
+        "youtube": YOUTUBE_CHANNEL_KWARGS,
+    }