diff --git a/Pipfile b/Pipfile
index cb39b78..fc582be 100644
--- a/Pipfile
+++ b/Pipfile
@@ -29,6 +29,7 @@ ocrd-pyexiftool = "*"
 gabber = {git = "https://github.com/stanfordio/gabber.git"}
 snscrape = {git = "https://github.com/bellingcat/snscrape"}
 polyphemus = {git = "https://github.com/bellingcat/polyphemus"}
+filelock = "*"
 
 [dev-packages]
 pytest = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 6875bcd..ae4c410 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "13cc50755a59b2cd8bf93049a9a695aa27d35b973b0bdc154af5d21ce48fd57f"
+            "sha256": "7906836fd50f71b63c52c7d2fd6518d0ccb5a1b7316279a256abf7d18f692f4e"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -21,46 +21,53 @@
                 "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30",
                 "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==4.11.1"
         },
         "blis": {
             "hashes": [
-                "sha256:148f59a0a47a38ce82e3afc50c709494d5e5a494bef28ce1519c7a17346c645b",
-                "sha256:1667db8439d9ca41c0c1f0ea954d87462be01b125436c4b264f73603c9fb4e82",
-                "sha256:3e024f103522e72a27019cfcfe14569522a394f5d651565560a18040fdd69a6c",
-                "sha256:4a48eeaa506f176bcac306378f5e8063697c93e26d2418fcbe053e8912019090",
-                "sha256:5d4a81f9438db7a19ac8e64ad41331f65a659ea8f3bb1889a9c2088cfd9fe104",
-                "sha256:64bef63b1abd5b41819ea53897bdbc03c631a59c1757a9393e6ae0828692f31c",
-                "sha256:680480dfa16b354f2e4d584edb8d36f0505ed8df12939beee2d161aea7bb3609",
-                "sha256:76d13dbcd648ca33dfc83569bb219d0696e4f6e5ad00b9f538332a3bdb28ff30",
-                "sha256:7865e39cac4e10506afc49213938fb7e13bf73ca980c9c20ffad2de4ef858f43",
-                "sha256:929a6e70b800f9df505f08ed3e863bf5fd0a209aed45fb38a0fd2b8342c04981",
-                "sha256:a0183760604b14e8eb671a431d06606594def03c36aaaa2a2e7b7f88382dac76",
-                "sha256:b1e0567cde024e6ef677fe825d934baa7362cd71450c98e5198538026a86e896",
-                "sha256:b5e0acc760daf5c3b45bce44653943e3a04d81c21c5b92213ed51664525dc24e",
-                "sha256:bead485e5d79d3eb62a8df55618743878fb3cba606aaf926153db5803270b185",
-                "sha256:cfb7d730fef706f3ea4389196ce5f610f24cc83f828c498a275c12f05f0cf5c4",
-                "sha256:d6055ced65d6581ab4f1da0d3f6ec14c60512474c5c9b3210c9f30dd7dd1447d",
-                "sha256:e22145110864bcffb1d52cb57050b67b8a8ecd43c7c0a1ac0bcdb2c85c8bf416",
-                "sha256:ee19fddb5964570d97c2096a9a1e595fa48abdde187b14f99dcea7bb546989a6",
-                "sha256:f4109cce38e644e81d923836b34024905d59e88c8fb48b89b420f4d7661cd89f"
+                "sha256:0c3245e42c7c6ba0d68d7dff4171d11bb08174e639bc8edd52a1fd831de1d903",
+                "sha256:0f7bfdee74ac695c35360ace00f2630c1b47406dc0b99ba9211bfa8588bfbed9",
+                "sha256:159a1a9b32213d99d1415789ac66ed8d23442a696d9d376c66d7b791d3eae575",
+                "sha256:17df5ac7d9a9dbbf0415f8f8392fbdf1790fa394f89d695bae5e2e7e361c852b",
+                "sha256:1e970ba1eb12ca38fb5d57f379472125bc3f5106c8214dc847fe79b027212135",
+                "sha256:1f5fa330ab66d0e92a845b1db361ec8bf3dc4bc7e0dc0ded94f36b8e9f731650",
+                "sha256:2056b0d9722f5505cfa94904c6248021197c63ecf45804dcf117f8f1c6160ab6",
+                "sha256:25cdb9775699c1b926df514a5d4c28016c11722a66211f1024b2f21373f50de2",
+                "sha256:2778fe0ba0e25c157839fdd19ed66b9a340c92d4e92e707b7fa9aa21c51cb254",
+                "sha256:294421b720c2de904908de841464c667e1a5c5e9f3db6931dfa29cf369d3653a",
+                "sha256:2db369a4f95927be37e11790dd1ccbf99fd6201eaffbcf408546db847b7b5740",
+                "sha256:354cadff661a1452c886f541b84018770ddb4c134844c56e7c1a30aa4bcc473d",
+                "sha256:4e7b7b8bc8cf5e82958bbc393e0167318a930d394cbbf04c1ba18cfabaef5818",
+                "sha256:63735128c9cae44dc6cbf7557327385df0c4ed2dc2c45a00dabfde1e4d00802d",
+                "sha256:66b8ca1a2eb8f1e0563a592aae4b8682b66189ad560e3b8221d93eab0cb76582",
+                "sha256:90f17543e0aa3bc379d139867467df2c365ffaf5b61988de12dbba6dbbc9fab4",
+                "sha256:95d22d3007cb454d11a478331690629861f7d40b4668f9fccfd13b6507ed099b",
+                "sha256:96ff4c0c1ceab9f94c14b3281f3cef82f593c48c3b5f6169bd51cdcd315e0a6e",
+                "sha256:ae5b06fe3b94645ac5d93cbc7c0129639cc3e0d50b4efb361a20a9e160277a92",
+                "sha256:bf60f634481c3d0faf831ac4f2d1c75343e98f714dc88e3fb3c329758577e772",
+                "sha256:bfa56e7ef14ae607d8444eb344d22f252a2e0b0f9bfa4bdc9b0c48a9f96b5461",
+                "sha256:cac120e3c0517095d3c39278e8b6b1102b1add0e1f4e161a87f313d8ee7c12e1",
+                "sha256:f576ad64b772b6fd7df6ef94986235f321983dc870d0f76d78c931bafc41cfa4",
+                "sha256:f7d541bb06323aa350163ba4a3ad00e8effb3b53d4c58ee6228224f3928b6c57"
             ],
-            "version": "==0.7.7"
+            "version": "==0.7.8"
         },
         "boto3": {
             "hashes": [
-                "sha256:1c13d555172cf88eb645af2429e4a7f42be85e365d6ffc110c952a556d3f8808",
-                "sha256:4af6a8bc5110b5f9d2fbd00a3c110e4c4cc36fae78d05afa354831f5789e363b"
+                "sha256:67d404c643091d4aa37fc485193289ad859f1f65f94d0fa544e13bdd1d4187c1",
+                "sha256:c9a9f893561f64f5b81de197714ac4951251a328672a8dba28ad4c4a589c3adf"
             ],
             "index": "pypi",
-            "version": "==1.24.6"
+            "version": "==1.24.22"
         },
         "botocore": {
             "hashes": [
-                "sha256:97c909a6ec5ad421573c18ae67fc6ea4232502cd30cffaf03bfcb584d9df652d",
-                "sha256:eeebe304161db6828413dc358ea80ece52f4ddbc8ecde4dd58978d5861a09293"
+                "sha256:7145d9b7cae87999a9f074de700d02a1b3222ee7d1863aa631ff56c5fc868035",
+                "sha256:f57cb33446deef92e552b0be0e430d475c73cf64bc9e46cdb4783cdfe39cb6bb"
             ],
-            "version": "==1.27.6"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.27.22"
         },
         "brotli": {
             "hashes": [
@@ -142,6 +149,7 @@
                 "sha256:6a94c6402995a99c3970cc7e4884bb60b4a8639938157eeed436098bf9831757",
                 "sha256:f9f17d2aec496a9aa6b76f53e3b614c965223c061982d434d160f930c698a9db"
             ],
+            "markers": "python_version ~= '3.7'",
             "version": "==5.2.0"
         },
         "catalogue": {
@@ -149,27 +157,31 @@
                 "sha256:535d33ae79ebd21ca298551d85da186ae8b8e1df36b0fb0246da774163ec2d6b",
                 "sha256:cab4feda641fe05da1e6a1a9d123b0869d5ca324dcd93d4a5c384408ab62e7fb"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==2.0.7"
         },
         "certifi": {
             "hashes": [
-                "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7",
-                "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
             ],
-            "version": "==2022.5.18.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.6.15"
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
-                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
+                "sha256:5189b6f22b01957427f35b6a08d9a0bc45b46d3788ef5a92e978433c7a35f8a5",
+                "sha256:575e708016ff3a5e3681541cb9d79312c416835686d054a23accb873b254f413"
             ],
-            "version": "==2.0.12"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.1.0"
         },
         "click": {
             "hashes": [
                 "sha256:6a7a62563bbfabfda3a38f3023a1db4a35978c0abd76f6c9605ecd6554d6d9b1",
                 "sha256:8458d7b1287c5fb128c90e23381cf99dcde74beaf6c7ff6384ce84d6fe090adb"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==8.0.4"
         },
         "cryptg": {
@@ -220,6 +232,7 @@
                 "sha256:169725b5816959d34de2545b33fee6a8021a6e08818794a426c5a4f981f17e5e",
                 "sha256:228bd261a85d92d870ed358f263ee028ac026302304f2186827377a3895c5819",
                 "sha256:2aa3fa467d906cd2c27fa0a2e2952dd7925f5fcc7973fab6d815ef6acb25aad8",
+                "sha256:38b51ac23f914d85b197dbd0fb2d3e2de9bf6112b9b30f16b45dbb6c9b4e509d",
                 "sha256:4749f220e4c06ec44eb10de13794ff0508cdc4f8eff656cf49cab2cdb3122c0c",
                 "sha256:492084aef23ac2ff3da3729e9d36340bc91a96c2dc8c3a82a1926e384ab52412",
                 "sha256:4f87fe087f2ae36c3e20e2b1a29d7f76a28c035372d0a97655f26223d975235a",
@@ -232,9 +245,13 @@
                 "sha256:af3c01e6b20f9e6c07c7d7cdb7f710e49889d3906c9a3e039546ee6636a34b9a",
                 "sha256:b8e1c18bb00800425576710468299153caad20c64ddb6819d40a6a34e21ee21c",
                 "sha256:c59293b232b53ebb47427f16cf648e937022f489cff36c11d1d8a1f0075b6609",
+                "sha256:c59ca1072769cb6c3eade59de9e080ff2cecde0122f7e0ca0dc9ef2ed9240f0e",
+                "sha256:cd818356b635d8ae546e152a6f2b95f00e959d128a16155c275b0c202cd6312b",
+                "sha256:d4dc378fb9dda3b0529361fe32cfe1a6de0fc16bb40c710aaec8d217534928d2",
                 "sha256:d7a59cef8f2fa25d12e2c30138f8623acbd43ad2715e730a709e49c5eef8e1b0",
                 "sha256:dd52d8a81881804625df88453611175ab7e0099b34f52204da1f6940cf2e83c9",
-                "sha256:ea535f74ab6024e7416f93de564e5c81fb7c0964b96280de66f60aeb05f0cf53"
+                "sha256:ea535f74ab6024e7416f93de564e5c81fb7c0964b96280de66f60aeb05f0cf53",
+                "sha256:ee73a48c5a7e0f2acf6830ddc958ffafd7a614cfb79d14017a459bc7a7145ecd"
             ],
             "version": "==2.0.6"
         },
@@ -254,14 +271,24 @@
             "index": "pypi",
             "version": "==0.2.0"
         },
+        "filelock": {
+            "hashes": [
+                "sha256:37def7b658813cda163b56fc564cdc75e86d338246458c4c28ae84cabefa2404",
+                "sha256:3a0fd85166ad9dbab54c9aec96737b744106dc5f15c0b09a6744a445299fcf04"
+            ],
+            "index": "pypi",
+            "version": "==3.7.1"
+        },
         "future": {
             "hashes": [
                 "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
             ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.18.2"
         },
         "gabber": {
-            "git": "https://github.com/stanfordio/gabber.git"
+            "git": "https://github.com/stanfordio/gabber.git",
+            "ref": "a032db8047fa6b762b2fc127b08ee37d6ad9e110"
         },
         "gogettr": {
             "hashes": [
@@ -273,78 +300,20 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:8a954960f852d5f19e6af14dd8e75c20159609e85d8db37e4013cc8c3824a7e1",
-                "sha256:df549a1433108801b11bdcc0e312eaf0d5f0500db42f0523e4d65c78722e8475"
+                "sha256:3b2f9d2f436cc7c3b363d0ac66470f42fede249c3bafcc504e9f0bcbe983cff0",
+                "sha256:75b3977e7e22784607e074800048f44d6a56df589fb2abe58a11d4d20c97c314"
             ],
-            "version": "==2.7.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==2.9.0"
         },
         "google-auth-oauthlib": {
             "hashes": [
                 "sha256:6d6161d0ec0a62e2abf2207c6071c117ec5897b300823c4bb2d963ee86e20e4f",
                 "sha256:d5e98a71203330699f92a26bc08847a92e8c3b1b8d82a021f1af34164db143ae"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==0.5.2"
         },
-        "greenlet": {
-            "hashes": [
-                "sha256:004aed447382d80a56ecc354a6d807f305e6c808714ce6ccbca4839c94fae81d",
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-                "sha256:a81610ee00d0da9cd2c8679479b7791149365b6dfb3971b01b22ee29b04787ce",
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-                "sha256:b66600de16702b9dfa74bea34524b55183a2183e5fd92f20fe6c2fcae550a64c",
-                "sha256:ba6ee18694d3673796b7a31b7d21254e87e9e43ca5be56f323fd396111255315",
-                "sha256:bd03837da28293baa39bdfc3cada69e2f8807f423ae06168aa28d2b32c63a6b6",
-                "sha256:bd2192070f88c0778ae1d68a0980fdece3473498c1db37f3794e3454f91e3ecf",
-                "sha256:c1f6f1a3cc013012cd1da913c40b13e6d721046a8c8a0ea0cde94069645a75db",
-                "sha256:ce10a8e7e067bde3c1fbf494d2b8859db510206030b0b67bc3af90b0eb1887b9",
-                "sha256:d31386d208303a5a6cf0819ef9f6db6680bab9e4ca8e48adb3d4b26ead89beb7",
-                "sha256:d83b3af53b201970973c5574b39df226746194063bb248a53fd12b470ac34319",
-                "sha256:df9657b212c054ac6d803290d7c4bcd7790af0b725984fce1eeb0a1e3f2d9798",
-                "sha256:e576e5fd3f129e6b3595dc734ac7f2b8c548f19ef07781194bc538dc9c0cdbbc",
-                "sha256:e7400358558094c1bcedc75f3b3c4f400c53130b44833848890a99968dee6a64",
-                "sha256:eb6a385f8577d30e4cb43dd555fb134ddaae1edeb84205e09dabec332bf49fd0",
-                "sha256:f27f0875e0873f6bf5df09a456bfcac0667824cabac4cad30b43f36e0382ffe7",
-                "sha256:fcd4a6d04995f1d66bc78b503e4e59ae72fd32aaec4f661657fe5ae5c1aa4ce3"
-            ],
-            "markers": "python_version >= '3' and (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": "==2.0.0a2"
-        },
         "gspread": {
             "hashes": [
                 "sha256:21704b47d007c3b5fd34eddfa4c4a9dcd1ecc1dc615083b9c636127726e66c18",
@@ -358,34 +327,38 @@
                 "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
                 "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==3.3"
         },
         "instaloader": {
             "hashes": [
-                "sha256:77d4a140aafd1a9f48765db1f5ede9b74136eda67f428bfc392d7440b26ae74c"
+                "sha256:bb4a3a89d0476d5e30a1f9dfa2263c94ed6e2cbd880e5159fcf5843310b5346f"
             ],
             "index": "pypi",
-            "version": "==4.9.1"
+            "version": "==4.9.2"
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         "jinja2": {
             "hashes": [
                 "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
                 "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==3.1.2"
         },
         "jmespath": {
             "hashes": [
-                "sha256:a490e280edd1f57d6de88636992d05b71e97d69a26a19f058ecf7d304474bf5e",
-                "sha256:e8dcd576ed616f14ec02eed0005c85973b5890083313860136657e24784e4c04"
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+                "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"
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-            "version": "==1.0.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==1.0.1"
         },
         "langcodes": {
             "hashes": [
                 "sha256:4d89fc9acb6e9c8fdef70bcdf376113a3db09b67285d9e1d534de6d8818e7e69",
                 "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==3.3.0"
         },
         "langdetect": {
@@ -398,80 +371,88 @@
         },
         "loguru": {
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             "index": "pypi",
-            "version": "==0.6.0"
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             "index": "pypi",
-            "version": "==4.9.0"
+            "version": "==4.9.1"
         },
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@@ -516,13 +497,18 @@
                 "sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a",
                 "sha256:fc7b548b17d238737688817ab67deebb30e8073c95749d55538ed473130ec0c7"
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             "version": "==2.1.1"
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         "murmurhash": {
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                 "sha256:0b317021f38505d48a9ab89ce32e3a06d7f3f32b06b16ceda8bb93c82eb6aea8",
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                 "sha256:2165e2d0e8fa806e5aacc7fd9e7e79c633618b23c11aa724192fad5dda6599ef",
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                 "sha256:400c6a0a96f4fee3a3a384091044acb54f509af8b582d339de329d82ac4585f6",
@@ -535,6 +521,7 @@
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                 "sha256:966d2efec6e01aa32c5774c44906724efca00da3507f06faa11acafb47ea1230",
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                 "sha256:f7da66418c84982eca3494528b54ded4185d10a6b3231d53e1a2c83751e701e6",
@@ -547,40 +534,43 @@
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-            "version": "==1.23.0rc2"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.23.0"
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         "ocrd-pyexiftool": {
@@ -597,63 +587,116 @@
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+                "sha256:7761afe0126d046974a01e030ae7529ed0ca6a196de3ec6937c11df0df1bc91c",
+                "sha256:7888310f6214f19ab2b6df90f3f06afa3df7ef7355fc025e78a3044737fab1f5",
+                "sha256:7b0554af24df2bf96618dac71ddada02420f946be943b181108cac55a7a2dcd4",
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+                "sha256:808add66ea764ed97d44dda1ac4f2cfec4c1867d9efb16a33d158be79f32b8a4",
+                "sha256:831e648102c82f152e14c1a0938689dbb22480c548c8d4b8b248b3e50967b88c",
+                "sha256:93689632949aff41199090eff5474f3990b6823404e45d66a5d44304e9cdc467",
+                "sha256:96b5e6874431df16aee0c1ba237574cb6dff1dcb173798faa6a9d8b399a05d0e",
+                "sha256:9a54614049a18a2d6fe156e68e188da02a046a4a93cf24f373bffd977e943421",
+                "sha256:a138441e95562b3c078746a22f8fca8ff1c22c014f856278bdbdd89ca36cff1b",
+                "sha256:a647c0d4478b995c5e54615a2e5360ccedd2f85e70ab57fbe817ca613d5e63b8",
+                "sha256:a9c9bc489f8ab30906d7a85afac4b4944a572a7432e00698a7239f44a44e6efb",
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+                "sha256:dfe4c1fedfde4e2fbc009d5ad420647f7730d719786388b7de0999bf32c0d9fd",
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+                "sha256:eef7592281f7c174d3d6cbfbb7ee5984a671fcd77e3fc78e973d492e9bf0eb3f",
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+                "sha256:f3fac744f9b540148fa7715a435d2283b71f68bfb6d4aae24482a890aed18b59",
+                "sha256:fa768eff5f9f958270b081bb33581b4b569faabf8774726b283edb06617101dc",
+                "sha256:fac2d65901fb0fdf20363fbd345c01958a742f2dc62a8dd4495af66e3ff502a4"
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-            "version": "==9.1.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==9.2.0"
         },
         "polyphemus": {
-            "git": "https://github.com/bellingcat/polyphemus"
+            "git": "https://github.com/bellingcat/polyphemus",
+            "ref": "b18e5591fa4f903e5506742c2e3f17d45bb88755"
         },
         "preshed": {
             "hashes": [
+                "sha256:08e10bc02a92cdf95dbab7af386f7d995aaaf7715c15869c7dae0d6b162215fb",
+                "sha256:1ba02155edf20b16de5469f6c9d918d002520397ea458b43e80689070d984112",
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@@ -669,8 +712,11 @@
                 "sha256:ab8b5232255ebf7ee96e3cb4f1bedaace6ae0925d1113d4ede9d44c78f088ef2",
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                 "sha256:e03ae3eee961106a517fcd827b5a7c51f7317236b3e665c989054ab8dc381d28",
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                 "sha256:eaffbc71fdb8625f9aac4fe7e19e20bf318d1421ea05903bebe3e6ffef27b587",
+                "sha256:eb5ea5b423daa2d5516ea0ac5e52745e44f8cb23bf55f80a38e81fcacfde8ba5",
+                "sha256:f2640258a158a83bc5c59944a42cf9998f7f8ba87b85009236818abfd04b2cc6",
                 "sha256:f92e752a868ea2690e1b38c4b775251a145e0fce36b9bdd972539e8271b7a23a",
                 "sha256:fb3b7588a3a0f2f2f1bf3fe403361b2b031212b73a37025aea1df7215af3772a"
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@@ -737,35 +783,39 @@
         },
         "pycryptodomex": {
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+                "sha256:6f5b6ba8aefd624834bc177a2ac292734996bb030f9d1b388e7504103b6fcddf",
+                "sha256:7341f1bb2dadb0d1a0047f34c3a58208a92423cdbd3244d998e4b28df5eac0ed",
+                "sha256:78d9621cf0ea35abf2d38fa2ca6d0634eab6c991a78373498ab149953787e5e5",
+                "sha256:8eecdf9cdc7343001d047f951b9cc805cd68cb6cd77b20ea46af5bffc5bd3dfb",
+                "sha256:94c7b60e1f52e1a87715571327baea0733708ab4723346598beca4a3b6879794",
+                "sha256:996e1ba717077ce1e6d4849af7a1426f38b07b3d173b879e27d5e26d2e958beb",
+                "sha256:a07a64709e366c2041cd5cfbca592b43998bf4df88f7b0ca73dca37071ccf1bd",
+                "sha256:b6306403228edde6e289f626a3908a2f7f67c344e712cf7c0a508bab3ad9e381",
+                "sha256:b9279adc16e4b0f590ceff581f53a80179b02cba9056010d733eb4196134a870",
+                "sha256:c4cb9cb492ea7dcdf222a8d19a1d09002798ea516aeae8877245206d27326d86",
+                "sha256:dd452a5af7014e866206d41751886c9b4bf379a339fdf2dbfc7dd16c0fb4f8e0",
+                "sha256:e2b12968522a0358b8917fc7b28865acac002f02f4c4c6020fcb264d76bfd06d",
+                "sha256:e3164a18348bd53c69b4435ebfb4ac8a4076291ffa2a70b54f0c4b80c7834b1d",
+                "sha256:e47bf8776a7e15576887f04314f5228c6527b99946e6638cf2f16da56d260cab",
+                "sha256:f8be976cec59b11f011f790b88aca67b4ea2bd286578d0bd3e31bcd19afcd3e4",
+                "sha256:fc9bc7a9b79fe5c750fc81a307052f8daabb709bdaabb0fb18fb136b66b653b5"
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-            "version": "==3.14.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==3.15.0"
         },
         "pydantic": {
             "hashes": [
@@ -792,6 +842,7 @@
                 "sha256:ea5cb40a3b23b3265f6325727ddfc45141b08ed665458be8c6285e7b85bd73a1",
                 "sha256:fec866a0b59f372b7e776f2d7308511784dace622e0992a0b59ea3ccee0ae833"
             ],
+            "markers": "python_full_version >= '3.6.1'",
             "version": "==1.8.2"
         },
         "pyparsing": {
@@ -799,8 +850,17 @@
                 "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
                 "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
             ],
+            "markers": "python_full_version >= '3.6.8'",
             "version": "==3.0.9"
         },
+        "pysocks": {
+            "hashes": [
+                "sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299",
+                "sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5",
+                "sha256:3f8804571ebe159c380ac6de37643bb4685970655d3bba243530d6558b799aa0"
+            ],
+            "version": "==1.7.1"
+        },
         "pytesseract": {
             "hashes": [
                 "sha256:7e2bafc7f48d1bb71443ce4633a56f5e21925a98f220a36c336297edcd1956d0",
@@ -814,6 +874,7 @@
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
                 "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.8.2"
         },
         "pytz": {
@@ -829,6 +890,7 @@
                 "sha256:8314c9692a636c8eb3bda879b9f119e350e93223ae83e70e80c31675a0fdc1a6",
                 "sha256:af097bae1b616dde5c5744441e2ddc69e74dfdcb0c263129610d85b87445a59d"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==0.1.0.post0"
         },
         "ratelimit": {
@@ -915,21 +977,26 @@
                 "sha256:fbc88d3ba402b5d041d204ec2449c4078898f89c4a6e6f0ed1c1a510ef1e221d",
                 "sha256:fbd3fe37353c62fd0eb19fb76f78aa693716262bcd5f9c14bb9e5aca4b3f0dc4"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==2022.3.2"
         },
         "requests": {
+            "extras": [
+                "socks"
+            ],
             "hashes": [
-                "sha256:bc7861137fbce630f17b03d3ad02ad0bf978c844f3536d0edda6499dafce2b6f",
-                "sha256:d568723a7ebd25875d8d1eaf5dfa068cd2fc8194b2e483d7b1f7c81918dbec6b"
+                "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983",
+                "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"
             ],
             "index": "pypi",
-            "version": "==2.28.0"
+            "version": "==2.28.1"
         },
         "requests-oauthlib": {
             "hashes": [
                 "sha256:2577c501a2fb8d05a304c09d090d6e47c306fef15809d102b327cf8364bddab5",
                 "sha256:75beac4a47881eeb94d5ea5d6ad31ef88856affe2332b9aafb52c6452ccf0d7a"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.3.1"
         },
         "rsa": {
@@ -937,6 +1004,7 @@
                 "sha256:5c6bd9dc7a543b7fe4304a631f8a8a3b674e2bbfc49c2ae96200cdbe55df6b17",
                 "sha256:95c5d300c4e879ee69708c428ba566c59478fd653cc3a22243eeb8ed846950bb"
             ],
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==4.8"
         },
         "s3transfer": {
@@ -944,13 +1012,23 @@
                 "sha256:06176b74f3a15f61f1b4f25a1fc29a4429040b7647133a463da8fa5bd28d5ecd",
                 "sha256:2ed07d3866f523cc561bf4a00fc5535827981b117dd7876f036b0c1aca42c947"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==0.6.0"
         },
+        "setuptools": {
+            "hashes": [
+                "sha256:16923d366ced322712c71ccb97164d07472abeecd13f3a6c283f6d5d26722793",
+                "sha256:db3b8e2f922b2a910a29804776c643ea609badb6a32c4bcc226fd4fd902cce65"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==63.1.0"
+        },
         "six": {
             "hashes": [
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
         "smart-open": {
@@ -958,16 +1036,19 @@
                 "sha256:71d14489da58b60ce12fc3ecb823facc59a8b23cd1b58edb97175640350d3a62",
                 "sha256:75abf758717a92a8f53aa96953f0c245c8cedf8e1e4184903db3659b419d4c17"
             ],
+            "markers": "python_version >= '3.6' and python_version < '4.0'",
             "version": "==5.2.1"
         },
         "snscrape": {
-            "git": "https://github.com/bellingcat/snscrape"
+            "git": "https://github.com/bellingcat/snscrape",
+            "ref": "0822a9c3548c4d0736a98f617d823b8475d24fda"
         },
         "soupsieve": {
             "hashes": [
                 "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759",
                 "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==2.3.2.post1"
         },
         "spacy": {
@@ -976,16 +1057,21 @@
                 "sha256:090e684eec551b5b7d56d9242cea18742515a706191ad158e32e16e8f2fe15ac",
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                 "sha256:2053cb78bcf4eec38aa266890a5700167a284d1a26197f851710d29f3d7071b3",
+                "sha256:35be636d02b25984b94922d8851aaf9dc61cc20770a39193a08c59c647991235",
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                 "sha256:6db861f69f18ba5e00d0bd44744cf1662e00cc3b564d17a1ccdc4625ec3d5c3d",
+                "sha256:79df903edd757767f3bed8d87d81da81f22636b701a9b79e6e0d9d2cbe5eb4c5",
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@@ -997,6 +1083,7 @@
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@@ -1004,49 +1091,50 @@
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@@ -1055,21 +1143,27 @@
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@@ -1084,12 +1178,17 @@
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@@ -1102,6 +1201,7 @@
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             "version": "==8.0.17"
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@@ -1114,17 +1214,19 @@
         },
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@@ -1139,6 +1241,7 @@
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@@ -1146,6 +1249,7 @@
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             "version": "==1.26.9"
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@@ -1206,15 +1310,16 @@
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-            "version": "==2022.5.18"
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@@ -1230,66 +1335,74 @@
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             "hashes": [
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-                "sha256:10dbe6e6d2988049b4655b2b739f98785a884d4d6b85bc35133a8fb9a2233176",
-                "sha256:2497f9c2386572e28921fa8bec7be3e51de6801f7459dffd6e62492531c47e09",
-                "sha256:30d78ba6bf080eeaf0b7b875d924b15cd46fec5fd044ddfbad38c8ea9171043a",
-                "sha256:328efc0cc70ccb23429d6be184a15ce613f676bdfc85e5fe8ea2a9354b4e9015",
-                "sha256:35020b8886c022ced9282b51b5a875b6d1ab0c387b31a065b84db7c33085ca79",
-                "sha256:5795a0375eb87bfe902e80e0c8cfaedf8af4d49694d69161e5bd3206c18618bb",
-                "sha256:5891ef8abc06576985de8fa88e95ab70641de6c1fca97e2a15820a9b69e51b20",
-                "sha256:637a4014c63fbf42a692d22b55d8ad6968a946b4a6ebc385c5505d9625b6a464",
-                "sha256:67c8301ec94e3bcc8906740fe071391bce40a862b7be0b86fb5382beefecd968",
-                "sha256:6d2fc92002d44746d3e7db7cf9313cf4452f43e9ea77a2c939defce3b10b5c82",
-                "sha256:6ee227b696ca60dd1c507be80a6bc849a5a6ab57ac7352aad1ffec9e8b805f21",
-                "sha256:863714200ada56cbc366dc9ae5291ceb936573155f8bf8e9de92aef51f3ad0f0",
-                "sha256:9b542ced1ec0ceeff5b37d69838106a6348e60db7b8fdd245294dc1d26136265",
-                "sha256:a6342964b43a99dbc72f72812bf88cad8f0217ae9acb47c0d4f141a6416d2d7b",
-                "sha256:ad4efa5fad66b903b4a5f96d91461d90b9507a812b3c5de657d544215bb7877a",
-                "sha256:bc58025940a896d7e5356952228b68f793cf5fcb342be703c3a2669a1488cb72",
-                "sha256:cc1e1de68c8e5444e8f94c3670bb48a2beef0e91dddfd4fcc29595ebd90bb9ce",
-                "sha256:cee3e11161dde1b2a33a904b850b0899e0424cc331b7295f2a9698e79f9a69a0",
-                "sha256:e3556168e2e5c49629f7b0f377070240bd5511e45e25a4497bb0073d9dda776a",
-                "sha256:e8477ec6bbfe0312c128e74644ac8a02ca06bcdb8982d4ee06f209be28cdf163",
-                "sha256:ee8f1f7228cce7dffc2b464f07ce769f478968bfb3dd1254a4c2eeed84928aad",
-                "sha256:fd57160949179ec517d32ac2ac898b5f20d68ed1a9c977346efbac9c2f1e779d"
+                "sha256:074458dc2f6e0d3dab7928d4417bb6957bb834434516f21514138437accdbe90",
+                "sha256:187d96c5e713f441a5829e77120c269b6514418f4513a390b0499b0987f2ff1c",
+                "sha256:2ea29072e954a4d55a2ff58971b83365eba5d3d357352a07a7a4df0d95f51c78",
+                "sha256:4af5bc0e1f96be5ae9bd7aaec219c901a94d6caa2484c21983d043371c733fc4",
+                "sha256:560558527e52ce8afba936fcce93a7411ab40c7d5fe8c2463e279e843c0328ee",
+                "sha256:568ac3c465b1c8b34b61cd7a4e349e93f91abf0f9371eda1cf87194663ab684e",
+                "sha256:6797f58943fceb1c461fb572edbe828d811e719c24e03375fd25170ada53825e",
+                "sha256:6c1734ab264b8f7929cef8ae5f900b85d579e6cbfde09d7387da8f04771b51c6",
+                "sha256:6c6d39e28aed379aec40da1c65434c77d75e65bb59a1e1c283de545fb4e7c6c9",
+                "sha256:7ba9be198ecca5031cd78745780d65a3f75a34b2ff9be5837045dce55db83d1c",
+                "sha256:94783f636bca89f11eb5d50437e8e17fbc6a929a628d82304c80fa9cd945f256",
+                "sha256:a218d7e5856f91d20f04e931b6f16d15356db1c846ee55f01bac297a705ca24f",
+                "sha256:a3db5b6409b96d9bd543323b23ef32a1a2b06416d525d27e0f67e74f1446c8f2",
+                "sha256:ac609cf8ef5e7115ddd07d85d988d074ed00e10fbc3445aee393e70164a2219c",
+                "sha256:b154e6bbde1e79ea3260c4b40c0b7b3109ffcdf7bc4ebf8859169a6af72cd70b",
+                "sha256:b270a168d69edb8b7ed32c193ef10fd27844e5c60852039599f9184460ce0807",
+                "sha256:b9fd45787ba8aa3f5e0a0a98920c1012c884622c6c920dbe98dbd05bc7c70fbf",
+                "sha256:c85928b9d5f83b23cee7d0efcb310172412fbf7cb9d9ce963bd67fd141781def",
+                "sha256:c9a3ac16efe9ec7d7381ddebcc022119794872abce99475345c5a61aa18c45ad",
+                "sha256:cfaf3895a9634e882bf9d2363fed5af8888802d670f58b279b0bece00e9a872d",
+                "sha256:e439798f819d49ba1c0bd9664427a05aab79bfba777a6db94fd4e56fae0cb849",
+                "sha256:f586c26118bc6e714ec58c09df0157fe2d9ee195c764f630eb0d8e7ccce72e69",
+                "sha256:f6fe02afde060bbeef044af7996f335fbe90b039ccf3f5eb8f16df8b20f77666"
             ],
             "index": "pypi",
-            "version": "==22.3.0"
+            "version": "==22.6.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7",
-                "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
             ],
-            "version": "==2022.5.18.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.6.15"
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
-                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
+                "sha256:5189b6f22b01957427f35b6a08d9a0bc45b46d3788ef5a92e978433c7a35f8a5",
+                "sha256:575e708016ff3a5e3681541cb9d79312c416835686d054a23accb873b254f413"
             ],
-            "version": "==2.0.12"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.1.0"
         },
         "click": {
             "hashes": [
                 "sha256:6a7a62563bbfabfda3a38f3023a1db4a35978c0abd76f6c9605ecd6554d6d9b1",
                 "sha256:8458d7b1287c5fb128c90e23381cf99dcde74beaf6c7ff6384ce84d6fe090adb"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==8.0.4"
         },
         "coverage": {
+            "extras": [
+                "toml"
+            ],
             "hashes": [
                 "sha256:01c5615d13f3dd3aa8543afc069e5319cfa0c7d712f6e04b920431e5c564a749",
                 "sha256:106c16dfe494de3193ec55cac9640dd039b66e196e4641fa8ac396181578b982",
@@ -1333,6 +1446,7 @@
                 "sha256:fdb6f7bd51c2d1714cea40718f6149ad9be6a2ee7d93b19e9f00934c0f2a74d9",
                 "sha256:ffa9297c3a453fba4717d06df579af42ab9a28022444cae7fa605af4df612d54"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==6.4.1"
         },
         "docutils": {
@@ -1340,6 +1454,7 @@
                 "sha256:686577d2e4c32380bb50cbb22f575ed742d58168cee37e99117a854bcd88f125",
                 "sha256:cf316c8370a737a022b72b56874f6602acf974a37a9fba42ec2876387549fc61"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==0.17.1"
         },
         "idna": {
@@ -1347,22 +1462,24 @@
                 "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff",
                 "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==3.3"
         },
         "imagesize": {
             "hashes": [
-                "sha256:1db2f82529e53c3e929e8926a1fa9235aa82d0bd0c580359c67ec31b2fddaa8c",
-                "sha256:cd1750d452385ca327479d45b64d9c7729ecf0b3969a58148298c77092261f9d"
+                "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b",
+                "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"
             ],
-            "version": "==1.3.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.4.1"
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:5d26852efe48c0a32b0509ffbc583fda1a2266545a78d104a6f4aff3db17d700",
-                "sha256:c58c8eb8a762858f49e18436ff552e83914778e50e9d2f1660535ffb364552ec"
+                "sha256:637245b8bab2b6502fcbc752cc4b7a6f6243bb02b31c5c26156ad103d3d45670",
+                "sha256:7401a975809ea1fdc658c3aa4f78cc2195a0e019c5cbc4c06122884e9ae80c23"
             ],
             "markers": "python_version < '3.10'",
-            "version": "==4.11.4"
+            "version": "==4.12.0"
         },
         "iniconfig": {
             "hashes": [
@@ -1376,6 +1493,7 @@
                 "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
                 "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==3.1.2"
         },
         "markupsafe": {
@@ -1421,6 +1539,7 @@
                 "sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a",
                 "sha256:fc7b548b17d238737688817ab67deebb30e8073c95749d55538ed473130ec0c7"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==2.1.1"
         },
         "mypy-extensions": {
@@ -1435,6 +1554,7 @@
                 "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb",
                 "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==21.3"
         },
         "pathspec": {
@@ -1449,6 +1569,7 @@
                 "sha256:027d8e83a2d7de06bbac4e5ef7e023c02b863d7ea5d079477e722bb41ab25788",
                 "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==2.5.2"
         },
         "pluggy": {
@@ -1456,6 +1577,7 @@
                 "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159",
                 "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==1.0.0"
         },
         "py": {
@@ -1463,6 +1585,7 @@
                 "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719",
                 "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==1.11.0"
         },
         "pygments": {
@@ -1470,6 +1593,7 @@
                 "sha256:5eb116118f9612ff1ee89ac96437bb6b49e8f04d8a13b514ba26f620208e26eb",
                 "sha256:dc9c10fb40944260f6ed4c688ece0cd2048414940f1cea51b8b226318411c519"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==2.12.0"
         },
         "pyparsing": {
@@ -1477,6 +1601,7 @@
                 "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
                 "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
             ],
+            "markers": "python_full_version >= '3.6.8'",
             "version": "==3.0.9"
         },
         "pytest": {
@@ -1520,12 +1645,15 @@
             "version": "==2022.1"
         },
         "requests": {
+            "extras": [
+                "socks"
+            ],
             "hashes": [
-                "sha256:bc7861137fbce630f17b03d3ad02ad0bf978c844f3536d0edda6499dafce2b6f",
-                "sha256:d568723a7ebd25875d8d1eaf5dfa068cd2fc8194b2e483d7b1f7c81918dbec6b"
+                "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983",
+                "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"
             ],
             "index": "pypi",
-            "version": "==2.28.0"
+            "version": "==2.28.1"
         },
         "snowballstemmer": {
             "hashes": [
@@ -1536,11 +1664,11 @@
         },
         "sphinx": {
             "hashes": [
-                "sha256:36aa2a3c2f6d5230be94585bc5d74badd5f9ed8f3388b8eedc1726fe45b1ad30",
-                "sha256:f4da1187785a5bc7312cc271b0e867a93946c319d106363e102936a3d9857306"
+                "sha256:b18e978ea7565720f26019c702cd85c84376e948370f1cd43d60265010e1c7b0",
+                "sha256:d3e57663eed1d7c5c50895d191fdeda0b54ded6f44d5621b50709466c338d1e8"
             ],
             "index": "pypi",
-            "version": "==5.0.1"
+            "version": "==5.0.2"
         },
         "sphinx-rtd-theme": {
             "hashes": [
@@ -1555,6 +1683,7 @@
                 "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a",
                 "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.2"
         },
         "sphinxcontrib-devhelp": {
@@ -1562,6 +1691,7 @@
                 "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e",
                 "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.2"
         },
         "sphinxcontrib-htmlhelp": {
@@ -1569,6 +1699,7 @@
                 "sha256:d412243dfb797ae3ec2b59eca0e52dac12e75a241bf0e4eb861e450d06c6ed07",
                 "sha256:f5f8bb2d0d629f398bf47d0d69c07bc13b65f75a81ad9e2f71a63d4b7a2f6db2"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==2.0.0"
         },
         "sphinxcontrib-jsmath": {
@@ -1576,6 +1707,7 @@
                 "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178",
                 "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.1"
         },
         "sphinxcontrib-qthelp": {
@@ -1583,6 +1715,7 @@
                 "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72",
                 "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.0.3"
         },
         "sphinxcontrib-serializinghtml": {
@@ -1590,6 +1723,7 @@
                 "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd",
                 "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.1.5"
         },
         "tomli": {
@@ -1597,20 +1731,23 @@
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
                 "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==2.0.1"
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708",
-                "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"
+                "sha256:25642c956049920a5aa49edcdd6ab1e06d7e5d467fc00e0506c44ac86fbfca02",
+                "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"
             ],
-            "version": "==4.2.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.3.0"
         },
         "urllib3": {
             "hashes": [
                 "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14",
                 "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4.0'",
             "version": "==1.26.9"
         },
         "zipp": {
@@ -1618,6 +1755,7 @@
                 "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad",
                 "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"
             ],
+            "markers": "python_version >= '3.7'",
             "version": "==3.8.0"
         }
     }
diff --git a/app.py b/app.py
index 9fc0cb4..b51f007 100644
--- a/app.py
+++ b/app.py
@@ -100,6 +100,12 @@ def transform_info(args):
     controller = get_transformer_controller()
     controller.transform_all_untransformed_info()
 
+def transform_media(args):
+    logger.info(f"Transforming untransformed channel media")
+
+    controller = get_transformer_controller()
+    controller.transform_all_untransformed_media()
+
 def init_db():
     engine = create_engine(os.environ["DB"])
     mapper_registry.metadata.create_all(bind=engine)
@@ -144,5 +150,8 @@ if __name__ == "__main__":
     elif args.command == "transform-info":
         logger.add("logs/transform-info.log", level="TRACE", rotation="100 MB")
         transform_info(args)
+    elif args.command == "transform-media":
+        logger.add("logs/transform-media.log", level="TRACE", rotation="100 MB")
+        transform_media(args)
     else:
         logger.error(f"Unrecognized command {args.command}")
diff --git a/cisticola/base.py b/cisticola/base.py
index 28ff9f8..2a0cb9e 100644
--- a/cisticola/base.py
+++ b/cisticola/base.py
@@ -326,6 +326,24 @@ class Media:
     #: Original URL of the media from the the original post.
     original_url: str
 
+    #: String specifying name and version of scraper used to generate result, e.g. ``"TwitterScraper 0.0.1"``.
+    scraper: str
+
+    #: String specifying name and version of transformer used to tranform result, e.g. ``"TwitterTransformer 0.0.1"``.
+    transformer: str
+
+    #: Name of platform from which result was scraped, e.g. ``"Twitter"``.
+    platform: str
+
+    #: Datetime (relative to UTC) that the scraped post was created at.
+    date: datetime
+
+    #: Datetime (relative to UTC) that the scraped post was archived at.
+    date_archived: datetime
+
+    #: Datetime (UTC) that the scraped post was transformed at.
+    date_transformed: datetime
+
     #: JSON dump of the dict containing metadata information for the media file.
     exif: str = None
 
@@ -384,7 +402,14 @@ class Image(Media):
 
 @dataclass
 class Video(Media):
-    """Class for organizing information about an image file. 
+    """Class for organizing information about an video file. 
+    """
+    
+    pass
+
+@dataclass
+class Audio(Media):
+    """Class for organizing information about an audio file. 
     """
     
     pass
@@ -490,7 +515,13 @@ media_table = Table('media', mapper_registry.metadata,
                        Column('url', String),
                        Column('original_url', String),
                        Column('exif', String),
-                       Column('ocr', 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)
@@ -499,4 +530,5 @@ 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')
\ No newline at end of file
+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/base.py b/cisticola/scraper/base.py
index 973fc55..43e7352 100644
--- a/cisticola/scraper/base.py
+++ b/cisticola/scraper/base.py
@@ -421,6 +421,9 @@ class ScraperController:
                         session.commit()
                         added += 1
 
+                        if added > 100:
+                            break
+
                     session.commit()
                     logger.info(
                         f"{scraper} found {added} new posts from {channel}")
diff --git a/cisticola/transformer/base.py b/cisticola/transformer/base.py
index 20ca1e1..d42f24b 100644
--- a/cisticola/transformer/base.py
+++ b/cisticola/transformer/base.py
@@ -1,12 +1,13 @@
 from typing import List, Generator, Union, Callable
 from loguru import logger
+from sqlalchemy import cast, String
 from sqlalchemy.orm import sessionmaker, make_transient
 from sqlalchemy.engine.base import Engine
 from sqlalchemy.sql.expression import func
 from collections import defaultdict
-from datetime import datetime
+from datetime import datetime, timezone
 
-from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Media, Channel, mapper_registry
+from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Media, Channel, mapper_registry, Image, Video, Audio
 
 
 class Transformer:
@@ -50,6 +51,24 @@ class Transformer:
 
         pass
 
+    def transform_media(self, data: ScraperResult, transformed: Post, insert: Callable):
+        '''Transform media'''
+        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()
+
+                if ext == 'mp4' or ext == 'mov' or ext == 'avi' or ext =='mkv':
+                    insert(Video(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))
+                elif ext == 'oga' or ext == 'mp3' or ext == "wav" or ext == 'aif' or ext == 'aiff' or ext == 'aac':
+                    insert(Audio(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))
+                elif ext == 'jpg' or ext == 'jpeg' or ext == 'png' or ext == 'gif' or ext == 'bmp' or ext == 'heic' or ext == 'tiff':
+                    insert(Image(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))
+                else:
+                    logger.warning(f"Unknown file extension {ext}")
+                    insert(Media(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))
+
 
 class ETLController:
     """An ETLController will transform raw scraped data (ScrapedResult objects) into a more detailed format
@@ -103,33 +122,35 @@ class ETLController:
             # instance = session.query(Post).filter_by(platform=obj.platform, platform_id=obj.platform_id).first()
 
         elif issubclass(type(obj), Media):
-            instance = session.query(type(obj)).filter_by(original_url=obj.original_url, post=obj.post).first()
-            if instance:
-                logger.info(f"Found matching DB entry for {obj}: {instance}")
-                return instance
+            instance = None
+            # instance = session.query(type(obj)).filter_by(original_url=obj.original_url, post=obj.post).first()
+            # if instance:
+            #     logger.info(f"Found matching DB entry for {obj}: {instance}")
+            #     return instance
 
-            instance = session.query(type(obj)).filter_by(original_url=obj.original_url).first()
+            # 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")
+            # # 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 
-                instance.post = obj.post
-                instance.raw_id = obj.raw_id
+            #     session.expunge(instance) 
+            #     make_transient(instance) 
+            #     instance.id = None 
+            #     instance.post = obj.post
+            #     instance.raw_id = obj.raw_id
 
-                session.add(instance)
-                session.flush()
-                return instance
+            #     session.add(instance)
+            #     session.flush()
+            #     return instance
 
         if instance:
             logger.info(f"Found matching DB entry for {obj}: {instance}")
             return instance
 
-        if hydrate:
+        # Don't hydrate videos, because they can be quite large and this is time consuming
+        if hydrate and type(obj) != Video:
             obj.hydrate()
 
         session.add(obj)
@@ -274,3 +295,77 @@ class ETLController:
             logger.info(f"Found {len(batch)} info items to ETL ({offset} already processed)")
 
             self.transform_info(batch)
+
+    @logger.catch(reraise=True)
+    def transform_media(self, results: List, hydrate: bool = True):
+        """Transforms raw ScraperResults objects into Post objects and
+        Media objects. Then, adds them to the database.
+
+        Parameters
+        ----------
+        results : List[ScraperResult]
+            A list of ScraperResult objects to be transformed
+        hydrate : bool
+            Whether or not to fully hydrate transformed media. Default True.
+        """
+        if self.session is None:
+            logger.error("No DB session")
+            return
+
+        session = self.session()
+
+        for total_result in results:
+            result = total_result.ScraperResult
+            if result.scraper is not None and result.platform is not None:
+                for transformer in self.transformers:
+                    handled = False
+
+                    if transformer.can_handle(result):
+                        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))
+
+                        session.commit()
+                        break
+
+                if handled == False:
+                    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):
+        """Transform all ScraperResult objects in the database that do not have an
+        equivalent Post object stored.
+
+        Parameters
+        ----------
+        hydrate : bool
+            Whether or not to fully hydrate transformed media. Default True.
+        """
+
+        if self.session is None:
+            logger.error("No DB session")
+            return
+
+        session = self.session()
+
+        BATCH_SIZE = 5000
+        offset = 0
+        batch = []
+
+        query = (session.query(ScraperResult, Post)
+            .join(Post)
+            .join(Media, isouter=True)
+            .filter((ScraperResult.media_archived != None) & (cast(ScraperResult.archived_urls, String) != '{}') & (Media.id == None))
+            .order_by(ScraperResult.date.asc())
+        )
+
+        while len(batch) > 0 or offset == 0:
+            logger.info(f"Fetching untransformed post media batch of {BATCH_SIZE}, offset {offset}")
+
+            batch = query.slice(offset, offset + BATCH_SIZE).all()
+            offset += BATCH_SIZE
+
+            logger.info(f"Found {len(batch)} items to ETL ({offset} already processed)")
+
+            self.transform_media(batch, hydrate=hydrate)
diff --git a/cisticola/transformer/bitchute.py b/cisticola/transformer/bitchute.py
index c8dff36..3619f75 100644
--- a/cisticola/transformer/bitchute.py
+++ b/cisticola/transformer/bitchute.py
@@ -21,13 +21,13 @@ class BitchuteTransformer(Transformer):
 
         return False        
 
-    def transform_media(self, data: ScraperResult, insert: Callable, transformed: Post) -> 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']
         new = data.archived_urls[orig]
 
-        m = Video(url=new, post=transformed.id, raw_id=data.id, original_url=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)
 
         insert(m)
 
diff --git a/cisticola/transformer/telegram_telethon.py b/cisticola/transformer/telegram_telethon.py
index b5326e2..169d2f2 100644
--- a/cisticola/transformer/telegram_telethon.py
+++ b/cisticola/transformer/telegram_telethon.py
@@ -16,7 +16,7 @@ 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, Media, Channel
+from cisticola.base import RawChannelInfo, ChannelInfo, ScraperResult, Post, Image, Video, Audio, Media, Channel
 
 
 class TelegramTelethonTransformer(Transformer):
@@ -227,16 +227,6 @@ class TelegramTelethonTransformer(Transformer):
 
         transformed = insert(transformed)
 
-        # for k in data.archived_urls:
-        #     if data.archived_urls[k]:
-        #         archived_url = data.archived_urls[k]
-        #         ext = archived_url.split('.')[-1]
-
-        #         if ext == 'mp4' or ext == 'mov' or ext == 'avi' or ext =='mkv':
-        #             insert(Video(url=archived_url, post=transformed.id, raw_id=data.id, original_url=k))
-        #         else:
-        #             insert(Image(url=archived_url, post=transformed.id, raw_id=data.id, original_url=k))
-
 def add_markdown_links(raw_post):
 
     global_offset = 0
@@ -257,4 +247,4 @@ def add_markdown_links(raw_post):
         transformed_content = before_link + link_text + link_href + trailing_whitespace + after_link
         global_offset += (4 + len(url))
         
-    return transformed_content
\ No newline at end of file
+    return transformed_content
diff --git a/spacy_setup.sh b/spacy_setup.sh
old mode 100644
new mode 100755