Merge branch 'bnewbold-elastic-v03b'

10 files changed, 465 insertions, 190 deletions

diff --git a/python/Pipfile b/python/Pipfile
index 1a19a145..838cc2c0 100644
--- a/python/Pipfile
+++ b/python/Pipfile
@@ -51,6 +51,11 @@ dateparser = ">=0.7"
 langdetect = "*"
 pathlib2 = "*"
 pycountry = "*"
+tldextract = "*"
+
+# this is only to lock to a python3.5-compatible version. needed by an
+# importlib-metadata, under pytest
+zipp = "<2.0.0"
 
 [requires]
 # Python 3.5 is the bundled (system) version of python for Ubuntu 16.04
diff --git a/python/Pipfile.lock b/python/Pipfile.lock
index d813dd32..05894aee 100644
--- a/python/Pipfile.lock
+++ b/python/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "edac46fb8a4b49aea89946621337abba881fff6f6768107d2529c752bcf702ac"
+            "sha256": "0ce2be10751676f4bc5c6f411825efad087a7576cae7cf09e8540aefe321c53b"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -235,6 +235,7 @@
         },
         "flask-misaka": {
             "hashes": [
+                "sha256:bcfdacc0803ccea75d377737e82c83489b2153d922c9d9f9eabc5148d216ed70",
                 "sha256:d0cfb0efd9e5afacda76defd4a605a68390f4fb1bef283c71534fd3ce0d3efb5",
                 "sha256:f423c3beb5502742a57330a272f81d53223f6f99d45cc45b03926e3a3034f589"
             ],
@@ -292,10 +293,10 @@
         },
         "jinja2": {
             "hashes": [
-                "sha256:74320bb91f31270f9551d46522e33af46a80c3d619f4a4bf42b3164d30b5911f",
-                "sha256:9fe95f19286cfefaa917656583d020be14e7859c6b0252588391e47db34527de"
+                "sha256:93187ffbc7808079673ef52771baa950426fd664d3aad1d0fa3e95644360e250",
+                "sha256:b0eaf100007721b5c16c1fc1eecb87409464edc10469ddc9a22a27a99123be49"
             ],
-            "version": "==2.10.3"
+            "version": "==2.11.1"
         },
         "kazoo": {
             "hashes": [
@@ -321,34 +322,35 @@
         },
         "lxml": {
             "hashes": [
-                "sha256:00ac0d64949fef6b3693813fe636a2d56d97a5a49b5bbb86e4cc4cc50ebc9ea2",
-                "sha256:0571e607558665ed42e450d7bf0e2941d542c18e117b1ebbf0ba72f287ad841c",
-                "sha256:0e3f04a7615fdac0be5e18b2406529521d6dbdb0167d2a690ee328bef7807487",
-                "sha256:13cf89be53348d1c17b453867da68704802966c433b2bb4fa1f970daadd2ef70",
-                "sha256:217262fcf6a4c2e1c7cb1efa08bd9ebc432502abc6c255c4abab611e8be0d14d",
-                "sha256:223e544828f1955daaf4cefbb4853bc416b2ec3fd56d4f4204a8b17007c21250",
-                "sha256:277cb61fede2f95b9c61912fefb3d43fbd5f18bf18a14fae4911b67984486f5d",
-                "sha256:3213f753e8ae86c396e0e066866e64c6b04618e85c723b32ecb0909885211f74",
-                "sha256:4690984a4dee1033da0af6df0b7a6bde83f74e1c0c870623797cec77964de34d",
-                "sha256:4fcc472ef87f45c429d3b923b925704aa581f875d65bac80f8ab0c3296a63f78",
-                "sha256:61409bd745a265a742f2693e4600e4dbd45cc1daebe1d5fad6fcb22912d44145",
-                "sha256:678f1963f755c5d9f5f6968dded7b245dd1ece8cf53c1aa9d80e6734a8c7f41d",
-                "sha256:6c6d03549d4e2734133badb9ab1c05d9f0ef4bcd31d83e5d2b4747c85cfa21da",
-                "sha256:6e74d5f4d6ecd6942375c52ffcd35f4318a61a02328f6f1bd79fcb4ffedf969e",
-                "sha256:7b4fc7b1ecc987ca7aaf3f4f0e71bbfbd81aaabf87002558f5bc95da3a865bcd",
-                "sha256:7ed386a40e172ddf44c061ad74881d8622f791d9af0b6f5be20023029129bc85",
-                "sha256:8f54f0924d12c47a382c600c880770b5ebfc96c9fd94cf6f6bdc21caf6163ea7",
-                "sha256:ad9b81351fdc236bda538efa6879315448411a81186c836d4b80d6ca8217cdb9",
-                "sha256:bbd00e21ea17f7bcc58dccd13869d68441b32899e89cf6cfa90d624a9198ce85",
-                "sha256:c3c289762cc09735e2a8f8a49571d0e8b4f57ea831ea11558247b5bdea0ac4db",
-                "sha256:cf4650942de5e5685ad308e22bcafbccfe37c54aa7c0e30cd620c2ee5c93d336",
-                "sha256:cfcbc33c9c59c93776aa41ab02e55c288a042211708b72fdb518221cc803abc8",
-                "sha256:e301055deadfedbd80cf94f2f65ff23126b232b0d1fea28f332ce58137bcdb18",
-                "sha256:ebbfe24df7f7b5c6c7620702496b6419f6a9aa2fd7f005eb731cc80d7b4692b9",
-                "sha256:eff69ddbf3ad86375c344339371168640951c302450c5d3e9936e98d6459db06",
-                "sha256:f6ed60a62c5f1c44e789d2cf14009423cb1646b44a43e40a9cf6a21f077678a1"
-            ],
-            "version": "==4.4.2"
+                "sha256:06d4e0bbb1d62e38ae6118406d7cdb4693a3fa34ee3762238bcb96c9e36a93cd",
+                "sha256:0701f7965903a1c3f6f09328c1278ac0eee8f56f244e66af79cb224b7ef3801c",
+                "sha256:1f2c4ec372bf1c4a2c7e4bb20845e8bcf8050365189d86806bad1e3ae473d081",
+                "sha256:4235bc124fdcf611d02047d7034164897ade13046bda967768836629bc62784f",
+                "sha256:5828c7f3e615f3975d48f40d4fe66e8a7b25f16b5e5705ffe1d22e43fb1f6261",
+                "sha256:585c0869f75577ac7a8ff38d08f7aac9033da2c41c11352ebf86a04652758b7a",
+                "sha256:5d467ce9c5d35b3bcc7172c06320dddb275fea6ac2037f72f0a4d7472035cea9",
+                "sha256:63dbc21efd7e822c11d5ddbedbbb08cd11a41e0032e382a0fd59b0b08e405a3a",
+                "sha256:7bc1b221e7867f2e7ff1933165c0cec7153dce93d0cdba6554b42a8beb687bdb",
+                "sha256:8620ce80f50d023d414183bf90cc2576c2837b88e00bea3f33ad2630133bbb60",
+                "sha256:8a0ebda56ebca1a83eb2d1ac266649b80af8dd4b4a3502b2c1e09ac2f88fe128",
+                "sha256:90ed0e36455a81b25b7034038e40880189169c308a3df360861ad74da7b68c1a",
+                "sha256:95e67224815ef86924fbc2b71a9dbd1f7262384bca4bc4793645794ac4200717",
+                "sha256:afdb34b715daf814d1abea0317b6d672476b498472f1e5aacbadc34ebbc26e89",
+                "sha256:b4b2c63cc7963aedd08a5f5a454c9f67251b1ac9e22fd9d72836206c42dc2a72",
+                "sha256:d068f55bda3c2c3fcaec24bd083d9e2eede32c583faf084d6e4b9daaea77dde8",
+                "sha256:d5b3c4b7edd2e770375a01139be11307f04341ec709cf724e0f26ebb1eef12c3",
+                "sha256:deadf4df349d1dcd7b2853a2c8796593cc346600726eff680ed8ed11812382a7",
+                "sha256:df533af6f88080419c5a604d0d63b2c33b1c0c4409aba7d0cb6de305147ea8c8",
+                "sha256:e4aa948eb15018a657702fee0b9db47e908491c64d36b4a90f59a64741516e77",
+                "sha256:e5d842c73e4ef6ed8c1bd77806bf84a7cb535f9c0cf9b2c74d02ebda310070e1",
+                "sha256:ebec08091a22c2be870890913bdadd86fcd8e9f0f22bcb398abd3af914690c15",
+                "sha256:edc15fcfd77395e24543be48871c251f38132bb834d9fdfdad756adb6ea37679",
+                "sha256:f2b74784ed7e0bc2d02bd53e48ad6ba523c9b36c194260b7a5045071abbb1012",
+                "sha256:fa071559f14bd1e92077b1b5f6c22cf09756c6de7139370249eb372854ce51e6",
+                "sha256:fd52e796fee7171c4361d441796b64df1acfceb51f29e545e812f16d023c4bbc",
+                "sha256:fe976a0f1ef09b3638778024ab9fb8cde3118f203364212c198f71341c0715ca"
+            ],
+            "version": "==4.5.0"
         },
         "markupsafe": {
             "hashes": [
@@ -356,13 +358,16 @@
                 "sha256:09027a7803a62ca78792ad89403b1b7a73a01c8cb65909cd876f7fcebd79b161",
                 "sha256:09c4b7f37d6c648cb13f9230d847adf22f8171b1ccc4d5682398e77f40309235",
                 "sha256:1027c282dad077d0bae18be6794e6b6b8c91d58ed8a8d89a89d59693b9131db5",
+                "sha256:13d3144e1e340870b25e7b10b98d779608c02016d5184cfb9927a9f10c689f42",
                 "sha256:24982cc2533820871eba85ba648cd53d8623687ff11cbb805be4ff7b4c971aff",
                 "sha256:29872e92839765e546828bb7754a68c418d927cd064fd4708fab9fe9c8bb116b",
                 "sha256:43a55c2930bbc139570ac2452adf3d70cdbb3cfe5912c71cdce1c2c6bbd9c5d1",
                 "sha256:46c99d2de99945ec5cb54f23c8cd5689f6d7177305ebff350a58ce5f8de1669e",
                 "sha256:500d4957e52ddc3351cabf489e79c91c17f6e0899158447047588650b5e69183",
                 "sha256:535f6fc4d397c1563d08b88e485c3496cf5784e927af890fb3c3aac7f933ec66",
+                "sha256:596510de112c685489095da617b5bcbbac7dd6384aeebeda4df6025d0256a81b",
                 "sha256:62fe6c95e3ec8a7fad637b7f3d372c15ec1caa01ab47926cfdf7a75b40e0eac1",
+                "sha256:6788b695d50a51edb699cb55e35487e430fa21f1ed838122d722e0ff0ac5ba15",
                 "sha256:6dd73240d2af64df90aa7c4e7481e23825ea70af4b4922f8ede5b9e35f78a3b1",
                 "sha256:717ba8fe3ae9cc0006d7c451f0bb265ee07739daf76355d06366154ee68d221e",
                 "sha256:79855e1c5b8da654cf486b830bd42c06e8780cea587384cf6545b7d9ac013a0b",
@@ -379,7 +384,9 @@
                 "sha256:ba59edeaa2fc6114428f1637ffff42da1e311e29382d81b339c1817d37ec93c6",
                 "sha256:c8716a48d94b06bb3b2524c2b77e055fb313aeb4ea620c8dd03a105574ba704f",
                 "sha256:cd5df75523866410809ca100dc9681e301e3c27567cf498077e8551b6d20e42f",
-                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7"
+                "sha256:cdb132fc825c38e1aeec2c8aa9338310d29d337bebbd7baa06889d09a60a1fa2",
+                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7",
+                "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be"
             ],
             "version": "==1.1.1"
         },
@@ -442,6 +449,7 @@
         },
         "pykafka": {
             "hashes": [
+                "sha256:6b075909a52cb0c95325bc16ab797bbcdbb37386652ea460705ed4472ce91459",
                 "sha256:f0bbd394ae6970042a587c99fe4dc0966e67787249d963d4ce2f810dc9490577"
             ],
             "index": "pypi",
@@ -498,11 +506,11 @@
         },
         "python-dotenv": {
             "hashes": [
-                "sha256:debd928b49dbc2bf68040566f55cdb3252458036464806f4094487244e2a4093",
-                "sha256:f157d71d5fec9d4bd5f51c82746b6344dffa680ee85217c123f4a0c8117c4544"
+                "sha256:440c7c23d53b7d352f9c94d6f70860242c2f071cf5c029dd661ccb22d64ae42b",
+                "sha256:f254bfd0c970d64ccbb6c9ebef3667ab301a71473569c991253a481f1c98dddc"
             ],
             "index": "pypi",
-            "version": "==0.10.3"
+            "version": "==0.10.5"
         },
         "python-magic": {
             "hashes": [
@@ -528,9 +536,6 @@
             "version": "==2019.3"
         },
         "raven": {
-            "extras": [
-                "flask"
-            ],
             "hashes": [
                 "sha256:3fa6de6efa2493a7c827472e984ce9b020797d0da16f1db67197bcc23c8fae54",
                 "sha256:44a13f87670836e153951af9a3c80405d36b43097db869a36e92809673692ce4"
@@ -572,27 +577,35 @@
             "index": "pypi",
             "version": "==2.22.0"
         },
+        "requests-file": {
+            "hashes": [
+                "sha256:75c175eed739270aec3c5279ffd74e6527dada275c5c0d76b5817e9c86bb7dea",
+                "sha256:8f04aa6201bacda0567e7ac7f677f1499b0fc76b22140c54bc06edf1ba92e2fa"
+            ],
+            "version": "==1.4.3"
+        },
         "requests-oauthlib": {
             "hashes": [
                 "sha256:7f71572defaecd16372f9006f33c2ec8c077c3cfa6f5911a9a90202beb513f3d",
-                "sha256:b4261601a71fd721a8bd6d7aa1cc1d6a8a93b4a9f5e96626f8e4d91e8beeaa6a"
+                "sha256:b4261601a71fd721a8bd6d7aa1cc1d6a8a93b4a9f5e96626f8e4d91e8beeaa6a",
+                "sha256:fa6c47b933f01060936d87ae9327fead68768b69c6c9ea2109c48be30f2d4dbc"
             ],
             "version": "==1.3.0"
         },
         "sickle": {
             "hashes": [
-                "sha256:76d66ed4607af2cd36ee15568a98e7f147d4ec3dd227bd047664a1ca88b21944",
-                "sha256:b0aaa41d97a0c355aa6099b4dfa46c03f0bf828e6171960a15d68bd0548215ec"
+                "sha256:c0841b4df5edea33d2da01e893b3feadb1a8eacd2ca4dab9248e6047455ba14a",
+                "sha256:efdfa46c40cd34b3550f11b59c607ff0bd63adbc074efaa8b4dd662108269a2f"
             ],
             "index": "pypi",
-            "version": "==0.6.4"
+            "version": "==0.6.5"
         },
         "six": {
             "hashes": [
-                "sha256:1f1b7d42e254082a9db6279deae68afb421ceba6158efa6131de7b3003ee93fd",
-                "sha256:30f610279e8b2578cab6db20741130331735c781b56053c59c4076da27f06b66"
+                "sha256:236bdbdce46e6e6a3d61a337c0f8b763ca1e8717c03b369e87a7ec7ce1319c0a",
+                "sha256:8f3cd2e254d8f793e7f3d6d9df77b92252b52637291d0f0da013c76ea2724b6c"
             ],
-            "version": "==1.13.0"
+            "version": "==1.14.0"
         },
         "soupsieve": {
             "hashes": [
@@ -607,6 +620,14 @@
             ],
             "version": "==0.8.6"
         },
+        "tldextract": {
+            "hashes": [
+                "sha256:16b2f7e81d89c2a5a914d25bdbddd3932c31a6b510db886c3ce0764a195c0ee7",
+                "sha256:9aa21a1f7827df4209e242ec4fc2293af5940ec730cde46ea80f66ed97bfc808"
+            ],
+            "index": "pypi",
+            "version": "==2.2.2"
+        },
         "tzlocal": {
             "hashes": [
                 "sha256:11c9f16e0a633b4b60e1eede97d8a46340d042e67b670b290ca526576e039048",
@@ -616,10 +637,10 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:a8a318824cc77d1fd4b2bec2ded92646630d7fe8619497b142c84a9e6f5a7293",
-                "sha256:f3c5fd51747d450d4dcf6f923c81f78f811aab8205fda64b0aba34a4e48b0745"
+                "sha256:2f3db8b19923a873b3e5256dc9c2dedfa883e33d87c690d9c7913e1f40673cdc",
+                "sha256:87716c2d2a7121198ebcb7ce7cccf6ce5e9ba539041cfbaeecfb641dc0bf6acc"
             ],
-            "version": "==1.25.7"
+            "version": "==1.25.8"
         },
         "wcwidth": {
             "hashes": [
@@ -630,10 +651,10 @@
         },
         "werkzeug": {
             "hashes": [
-                "sha256:7280924747b5733b246fe23972186c6b348f9ae29724135a6dfc1e53cea433e7",
-                "sha256:e5f4a1f98b52b18a93da705a7458e55afb26f32bff83ff5d19189f92462d65c4"
+                "sha256:1e0dedc2acb1f46827daa2e399c1485c8fa17c0d8e70b6b875b4e7f54bf408d2",
+                "sha256:b353856d37dec59d6511359f97f6a4b2468442e454bd1c98298ddce53cac1f04"
             ],
-            "version": "==0.16.0"
+            "version": "==0.16.1"
         },
         "wtforms": {
             "hashes": [
@@ -642,6 +663,14 @@
             ],
             "index": "pypi",
             "version": "==2.2.1"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:15428d652e993b6ce86694c3cccf0d71aa7afdc6ef1807fa25a920e9444e0281",
+                "sha256:d9d2efe11d3a3fb9184da550d35bd1319dc8e30a63255927c82bb42fca1f4f7c"
+            ],
+            "index": "pypi",
+            "version": "==1.1.0"
         }
     },
     "develop": {
@@ -682,39 +711,39 @@
         },
         "coverage": {
             "hashes": [
-                "sha256:189aac76d6e0d7af15572c51892e7326ee451c076c5a50a9d266406cd6c49708",
-                "sha256:1bf7ba2af1d373a1750888724f84cffdfc697738f29a353c98195f98fc011509",
-                "sha256:1f4ee8e2e4243971618bc16fcc4478317405205f135e95226c2496e2a3b8dbbf",
-                "sha256:225e79a5d485bc1642cb7ba02281419c633c216cdc6b26c26494ba959f09e69f",
-                "sha256:23688ff75adfa8bfa2a67254d889f9bdf9302c27241d746e17547c42c732d3f4",
-                "sha256:28f7f73b34a05e23758e860a89a7f649b85c6749e252eff60ebb05532d180e86",
-                "sha256:2d0cb9b1fe6ad0d915d45ad3d87f03a38e979093a98597e755930db1f897afae",
-                "sha256:47874b4711c5aeb295c31b228a758ce3d096be83dc37bd56da48ed99efb8813b",
-                "sha256:511ec0c00840e12fb4e852e4db58fa6a01ca4da72f36a9766fae344c3d502033",
-                "sha256:53e7438fef0c97bc248f88ba1edd10268cd94d5609970aaf87abbe493691af87",
-                "sha256:569f9ee3025682afda6e9b0f5bb14897c0db03f1a1dc088b083dd36e743f92bb",
-                "sha256:593853aa1ac6dcc6405324d877544c596c9d948ef20d2e9512a0f5d2d3202356",
-                "sha256:5b0a07158360d22492f9abd02a0f2ee7981b33f0646bf796598b7673f6bbab14",
-                "sha256:7ca3db38a61f3655a2613ee2c190d63639215a7a736d3c64cc7bbdb002ce6310",
-                "sha256:7d1cc7acc9ce55179616cf72154f9e648136ea55987edf84addbcd9886ffeba2",
-                "sha256:88b51153657612aea68fa684a5b88037597925260392b7bb4509d4f9b0bdd889",
-                "sha256:955ec084f549128fa2702f0b2dc696392001d986b71acd8fd47424f28289a9c3",
-                "sha256:b251c7092cbb6d789d62dc9c9e7c4fb448c9138b51285c36aeb72462cad3600e",
-                "sha256:bd82b684bb498c60ef47bb1541a50e6d006dde8579934dcbdbc61d67d1ea70d9",
-                "sha256:bfe102659e2ec13b86c7f3b1db6c9a4e7beea4255058d006351339e6b342d5d2",
-                "sha256:c1e4e39e43057396a5e9d069bfbb6ffeee892e40c5d2effbd8cd71f34ee66c4d",
-                "sha256:cb2b74c123f65e8166f7e1265829a6c8ed755c3cd16d7f50e75a83456a5f3fd7",
-                "sha256:cca38ded59105f7705ef6ffe1e960b8db6c7d8279c1e71654a4775ab4454ca15",
-                "sha256:cf908840896f7aa62d0ec693beb53264b154f972eb8226fb864ac38975590c4f",
-                "sha256:d095a7b473f8a95f7efe821f92058c8a2ecfb18f8db6677ae3819e15dc11aaae",
-                "sha256:d22b4297e7e4225ccf01f1aa55e7a96412ea0796b532dd614c3fcbafa341128e",
-                "sha256:d4a2b578a7a70e0c71f662705262f87a456f1e6c1e40ada7ea699abaf070a76d",
-                "sha256:ddeb42a3d5419434742bf4cc71c9eaa22df3b76808e23a82bd0b0bd360f1a9f1",
-                "sha256:e65a5aa1670db6263f19fdc03daee1d7dbbadb5cb67fd0a1f16033659db13c1d",
-                "sha256:eaad65bd20955131bcdb3967a4dea66b4e4d4ca488efed7c00d91ee0173387e8",
-                "sha256:f45fba420b94165c17896861bb0e8b27fb7abdcedfeb154895d8553df90b7b00"
-            ],
-            "version": "==5.0.2"
+                "sha256:15cf13a6896048d6d947bf7d222f36e4809ab926894beb748fc9caa14605d9c3",
+                "sha256:1daa3eceed220f9fdb80d5ff950dd95112cd27f70d004c7918ca6dfc6c47054c",
+                "sha256:1e44a022500d944d42f94df76727ba3fc0a5c0b672c358b61067abb88caee7a0",
+                "sha256:25dbf1110d70bab68a74b4b9d74f30e99b177cde3388e07cc7272f2168bd1477",
+                "sha256:3230d1003eec018ad4a472d254991e34241e0bbd513e97a29727c7c2f637bd2a",
+                "sha256:3dbb72eaeea5763676a1a1efd9b427a048c97c39ed92e13336e726117d0b72bf",
+                "sha256:5012d3b8d5a500834783689a5d2292fe06ec75dc86ee1ccdad04b6f5bf231691",
+                "sha256:51bc7710b13a2ae0c726f69756cf7ffd4362f4ac36546e243136187cfcc8aa73",
+                "sha256:527b4f316e6bf7755082a783726da20671a0cc388b786a64417780b90565b987",
+                "sha256:722e4557c8039aad9592c6a4213db75da08c2cd9945320220634f637251c3894",
+                "sha256:76e2057e8ffba5472fd28a3a010431fd9e928885ff480cb278877c6e9943cc2e",
+                "sha256:77afca04240c40450c331fa796b3eab6f1e15c5ecf8bf2b8bee9706cd5452fef",
+                "sha256:7afad9835e7a651d3551eab18cbc0fdb888f0a6136169fbef0662d9cdc9987cf",
+                "sha256:9bea19ac2f08672636350f203db89382121c9c2ade85d945953ef3c8cf9d2a68",
+                "sha256:a8b8ac7876bc3598e43e2603f772d2353d9931709345ad6c1149009fd1bc81b8",
+                "sha256:b0840b45187699affd4c6588286d429cd79a99d509fe3de0f209594669bb0954",
+                "sha256:b26aaf69713e5674efbde4d728fb7124e429c9466aeaf5f4a7e9e699b12c9fe2",
+                "sha256:b63dd43f455ba878e5e9f80ba4f748c0a2156dde6e0e6e690310e24d6e8caf40",
+                "sha256:be18f4ae5a9e46edae3f329de2191747966a34a3d93046dbdf897319923923bc",
+                "sha256:c312e57847db2526bc92b9bfa78266bfbaabac3fdcd751df4d062cd4c23e46dc",
+                "sha256:c60097190fe9dc2b329a0eb03393e2e0829156a589bd732e70794c0dd804258e",
+                "sha256:c62a2143e1313944bf4a5ab34fd3b4be15367a02e9478b0ce800cb510e3bbb9d",
+                "sha256:cc1109f54a14d940b8512ee9f1c3975c181bbb200306c6d8b87d93376538782f",
+                "sha256:cd60f507c125ac0ad83f05803063bed27e50fa903b9c2cfee3f8a6867ca600fc",
+                "sha256:d513cc3db248e566e07a0da99c230aca3556d9b09ed02f420664e2da97eac301",
+                "sha256:d649dc0bcace6fcdb446ae02b98798a856593b19b637c1b9af8edadf2b150bea",
+                "sha256:d7008a6796095a79544f4da1ee49418901961c97ca9e9d44904205ff7d6aa8cb",
+                "sha256:da93027835164b8223e8e5af2cf902a4c80ed93cb0909417234f4a9df3bcd9af",
+                "sha256:e69215621707119c6baf99bda014a45b999d37602cb7043d943c76a59b05bf52",
+                "sha256:ea9525e0fef2de9208250d6c5aeeee0138921057cd67fcef90fbed49c4d62d37",
+                "sha256:fca1669d464f0c9831fd10be2eef6b86f5ebd76c724d1e0706ebdff86bb4adf0"
+            ],
+            "version": "==5.0.3"
         },
         "decorator": {
             "hashes": [
@@ -732,11 +761,11 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:073a852570f92da5f744a3472af1b61e28e9f78ccf0c9117658dc32b15de7b45",
-                "sha256:d95141fbfa7ef2ec65cfd945e2af7e5a6ddbd7c8d9a25e66ff3be8e3daf9f60f"
+                "sha256:06f5b3a99029c7134207dd882428a66992a9de2bef7c2b699b5641f9886c3302",
+                "sha256:b97607a1a18a5100839aec1dc26a1ea17ee0d93b20b0f008d80a5a050afb200b"
             ],
             "markers": "python_version < '3.8'",
-            "version": "==1.3.0"
+            "version": "==1.5.0"
         },
         "ipython": {
             "hashes": [
@@ -762,10 +791,10 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:1349c1e8c107095a55386628bb3b2a79422f3a2cab8381e34ce19909e0cf5064",
-                "sha256:e909527104a903606dd63bea6e8e888833f0ef087057829b89a18364a856f807"
+                "sha256:b4f4052551025c6b0b0b193b29a6ff7bdb74c52450631206c262aef9f7159ad2",
+                "sha256:d5c871cb9360b414f981e7072c52c33258d598305280fef91c6cae34739d65d5"
             ],
-            "version": "==0.15.2"
+            "version": "==0.16.0"
         },
         "lazy-object-proxy": {
             "hashes": [
@@ -802,24 +831,24 @@
         },
         "more-itertools": {
             "hashes": [
-                "sha256:b84b238cce0d9adad5ed87e745778d20a3f8487d0f0cb8b8a586816c7496458d",
-                "sha256:c833ef592a0324bcc6a60e48440da07645063c453880c9477ceb22490aec1564"
+                "sha256:5dd8bcf33e5f9513ffa06d5ad33d78f31e1931ac9a18f33d37e77a180d393a7c",
+                "sha256:b1ddb932186d8a6ac451e1d95844b382f55e12686d51ca0c68b6f61f2ab7a507"
             ],
-            "version": "==8.0.2"
+            "version": "==8.2.0"
         },
         "packaging": {
             "hashes": [
-                "sha256:aec3fdbb8bc9e4bb65f0634b9f551ced63983a529d6a8931817d52fdd0816ddb",
-                "sha256:fe1d8331dfa7cc0a883b49d75fc76380b2ab2734b220fbb87d774e4fd4b851f8"
+                "sha256:170748228214b70b672c581a3dd610ee51f733018650740e98c7df862a583f73",
+                "sha256:e665345f9eef0c621aa0bf2f8d78cf6d21904eef16a93f020240b704a57f1334"
             ],
-            "version": "==20.0"
+            "version": "==20.1"
         },
         "parso": {
             "hashes": [
-                "sha256:55cf25df1a35fd88b878715874d2c4dc1ad3f0eebd1e0266a67e1f55efccfbe1",
-                "sha256:5c1f7791de6bd5dbbeac8db0ef5594b36799de198b3f7f7014643b0c5536b9d3"
+                "sha256:1376bdc8cb81377ca481976933773295218a2df47d3e1182ba76d372b1acb128",
+                "sha256:597f36de5102a8db05ffdf7ecdc761838b86565a4a111604c6e78beaedf1b045"
             ],
-            "version": "==0.5.2"
+            "version": "==0.6.0"
         },
         "pathlib2": {
             "hashes": [
@@ -831,11 +860,11 @@
         },
         "pexpect": {
             "hashes": [
-                "sha256:2094eefdfcf37a1fdbfb9aa090862c1a4878e5c7e0e7e7088bdb511c558e5cd1",
-                "sha256:9e2c1fd0e6ee3a49b28f95d4b33bc389c89b20af6a1255906e90ff1262ce62eb"
+                "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937",
+                "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"
             ],
             "markers": "sys_platform != 'win32'",
-            "version": "==4.7.0"
+            "version": "==4.8.0"
         },
         "pg-view": {
             "hashes": [
@@ -922,11 +951,11 @@
         },
         "pytest": {
             "hashes": [
-                "sha256:6b571215b5a790f9b41f19f3531c53a45cf6bb8ef2988bc1ff9afb38270b25fa",
-                "sha256:e41d489ff43948babd0fad7ad5e49b8735d5d55e26628a58673c39ff61d95de4"
+                "sha256:0d5fe9189a148acc3c3eb2ac8e1ac0742cb7618c084f3d228baaec0c254b318d",
+                "sha256:ff615c761e25eb25df19edddc0b970302d2a9091fbce0e7213298d85fb61fef6"
             ],
             "index": "pypi",
-            "version": "==5.3.2"
+            "version": "==5.3.5"
         },
         "pytest-cov": {
             "hashes": [
@@ -984,10 +1013,10 @@
         },
         "six": {
             "hashes": [
-                "sha256:1f1b7d42e254082a9db6279deae68afb421ceba6158efa6131de7b3003ee93fd",
-                "sha256:30f610279e8b2578cab6db20741130331735c781b56053c59c4076da27f06b66"
+                "sha256:236bdbdce46e6e6a3d61a337c0f8b763ca1e8717c03b369e87a7ec7ce1319c0a",
+                "sha256:8f3cd2e254d8f793e7f3d6d9df77b92252b52637291d0f0da013c76ea2724b6c"
             ],
-            "version": "==1.13.0"
+            "version": "==1.14.0"
         },
         "traitlets": {
             "hashes": [
@@ -998,36 +1027,37 @@
         },
         "typed-ast": {
             "hashes": [
-                "sha256:1170afa46a3799e18b4c977777ce137bb53c7485379d9706af8a59f2ea1aa161",
-                "sha256:18511a0b3e7922276346bcb47e2ef9f38fb90fd31cb9223eed42c85d1312344e",
-                "sha256:262c247a82d005e43b5b7f69aff746370538e176131c32dda9cb0f324d27141e",
-                "sha256:2b907eb046d049bcd9892e3076c7a6456c93a25bebfe554e931620c90e6a25b0",
-                "sha256:354c16e5babd09f5cb0ee000d54cfa38401d8b8891eefa878ac772f827181a3c",
-                "sha256:48e5b1e71f25cfdef98b013263a88d7145879fbb2d5185f2a0c79fa7ebbeae47",
-                "sha256:4e0b70c6fc4d010f8107726af5fd37921b666f5b31d9331f0bd24ad9a088e631",
-                "sha256:630968c5cdee51a11c05a30453f8cd65e0cc1d2ad0d9192819df9978984529f4",
-                "sha256:66480f95b8167c9c5c5c87f32cf437d585937970f3fc24386f313a4c97b44e34",
-                "sha256:71211d26ffd12d63a83e079ff258ac9d56a1376a25bc80b1cdcdf601b855b90b",
-                "sha256:7954560051331d003b4e2b3eb822d9dd2e376fa4f6d98fee32f452f52dd6ebb2",
-                "sha256:838997f4310012cf2e1ad3803bce2f3402e9ffb71ded61b5ee22617b3a7f6b6e",
-                "sha256:95bd11af7eafc16e829af2d3df510cecfd4387f6453355188342c3e79a2ec87a",
-                "sha256:bc6c7d3fa1325a0c6613512a093bc2a2a15aeec350451cbdf9e1d4bffe3e3233",
-                "sha256:cc34a6f5b426748a507dd5d1de4c1978f2eb5626d51326e43280941206c209e1",
-                "sha256:d755f03c1e4a51e9b24d899561fec4ccaf51f210d52abdf8c07ee2849b212a36",
-                "sha256:d7c45933b1bdfaf9f36c579671fec15d25b06c8398f113dab64c18ed1adda01d",
-                "sha256:d896919306dd0aa22d0132f62a1b78d11aaf4c9fc5b3410d3c666b818191630a",
-                "sha256:fdc1c9bbf79510b76408840e009ed65958feba92a88833cdceecff93ae8fff66",
-                "sha256:ffde2fbfad571af120fcbfbbc61c72469e72f550d676c3342492a9dfdefb8f12"
+                "sha256:0666aa36131496aed8f7be0410ff974562ab7eeac11ef351def9ea6fa28f6355",
+                "sha256:0c2c07682d61a629b68433afb159376e24e5b2fd4641d35424e462169c0a7919",
+                "sha256:249862707802d40f7f29f6e1aad8d84b5aa9e44552d2cc17384b209f091276aa",
+                "sha256:24995c843eb0ad11a4527b026b4dde3da70e1f2d8806c99b7b4a7cf491612652",
+                "sha256:269151951236b0f9a6f04015a9004084a5ab0d5f19b57de779f908621e7d8b75",
+                "sha256:4083861b0aa07990b619bd7ddc365eb7fa4b817e99cf5f8d9cf21a42780f6e01",
+                "sha256:498b0f36cc7054c1fead3d7fc59d2150f4d5c6c56ba7fb150c013fbc683a8d2d",
+                "sha256:4e3e5da80ccbebfff202a67bf900d081906c358ccc3d5e3c8aea42fdfdfd51c1",
+                "sha256:6daac9731f172c2a22ade6ed0c00197ee7cc1221aa84cfdf9c31defeb059a907",
+                "sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c",
+                "sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3",
+                "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b",
+                "sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614",
+                "sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb",
+                "sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b",
+                "sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41",
+                "sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6",
+                "sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34",
+                "sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe",
+                "sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4",
+                "sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7"
             ],
             "markers": "implementation_name == 'cpython' and python_version < '3.8'",
-            "version": "==1.4.0"
+            "version": "==1.4.1"
         },
         "urllib3": {
             "hashes": [
-                "sha256:a8a318824cc77d1fd4b2bec2ded92646630d7fe8619497b142c84a9e6f5a7293",
-                "sha256:f3c5fd51747d450d4dcf6f923c81f78f811aab8205fda64b0aba34a4e48b0745"
+                "sha256:2f3db8b19923a873b3e5256dc9c2dedfa883e33d87c690d9c7913e1f40673cdc",
+                "sha256:87716c2d2a7121198ebcb7ce7cccf6ce5e9ba539041cfbaeecfb641dc0bf6acc"
             ],
-            "version": "==1.25.7"
+            "version": "==1.25.8"
         },
         "wcwidth": {
             "hashes": [
@@ -1044,10 +1074,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:3718b1cbcd963c7d4c5511a8240812904164b7f381b647143a89d3b98f9bcd8e",
-                "sha256:f06903e9f1f43b12d371004b4ac7b06ab39a44adc747266928ae6debfa7b3335"
+                "sha256:15428d652e993b6ce86694c3cccf0d71aa7afdc6ef1807fa25a920e9444e0281",
+                "sha256:d9d2efe11d3a3fb9184da550d35bd1319dc8e30a63255927c82bb42fca1f4f7c"
             ],
-            "version": "==0.6.0"
+            "index": "pypi",
+            "version": "==1.1.0"
         }
     }
 }
diff --git a/python/fatcat_tools/transforms/__init__.py b/python/fatcat_tools/transforms/__init__.py
index 6a4b1bba..3f4700ff 100644
--- a/python/fatcat_tools/transforms/__init__.py
+++ b/python/fatcat_tools/transforms/__init__.py
@@ -1,5 +1,5 @@
 
 from .entities import entity_to_dict, entity_from_json, entity_from_dict
-from .elasticsearch import release_to_elasticsearch, container_to_elasticsearch, changelog_to_elasticsearch
+from .elasticsearch import release_to_elasticsearch, container_to_elasticsearch, changelog_to_elasticsearch, file_to_elasticsearch
 from .csl import release_to_csl, citeproc_csl
 from .ingest import release_ingest_request
diff --git a/python/fatcat_tools/transforms/elasticsearch.py b/python/fatcat_tools/transforms/elasticsearch.py
index 3a53db4d..87e054ec 100644
--- a/python/fatcat_tools/transforms/elasticsearch.py
+++ b/python/fatcat_tools/transforms/elasticsearch.py
@@ -1,6 +1,6 @@
 
-
 import collections
+import tldextract
 from fatcat_openapi_client import ApiClient
 
 
@@ -20,6 +20,7 @@ def test_check_kbart():
     assert check_kbart(1950, dict(year_spans=[[1900, 1920], [1990, 2000]])) == False
     assert check_kbart(1950, dict(year_spans=[[1900, 1920], [1930, 2000]])) == True
 
+
 def release_to_elasticsearch(entity, force_bool=True):
     """
     Converts from an entity model/schema to elasticsearch oriented schema.
@@ -50,6 +51,10 @@ def release_to_elasticsearch(entity, force_bool=True):
         release_stage = release.release_stage,
         withdrawn_status = release.withdrawn_status,
         language = release.language,
+        volume = release.volume,
+        issue = release.issue,
+        pages = release.pages,
+        number = release.number,
         license = release.license_slug,
         doi = release.ext_ids.doi,
         pmid = release.ext_ids.pmid,
@@ -72,7 +77,7 @@ def release_to_elasticsearch(entity, force_bool=True):
     in_dweb = False
     in_ia = False
     in_ia_sim = False
-    in_shadow = False
+    in_shadows = False
 
     release_year = release.release_year
     if release.release_date:
@@ -85,11 +90,15 @@ def release_to_elasticsearch(entity, force_bool=True):
 
     t['any_abstract'] = len(release.abstracts or []) > 0
     t['ref_count'] = len(release.refs or [])
-    t['ref_linked_count'] = 0
-    if release.refs:
-        t['ref_linked_count'] = len([1 for ref in release.refs if ref.target_release_id])
+    ref_release_ids = []
+    for r in (release.refs or []):
+        if r.target_release_id:
+            ref_release_ids.append(r.target_release_id)
+    t['ref_release_ids'] = ref_release_ids
+    t['ref_linked_count'] = len(ref_release_ids)
     t['contrib_count'] = len(release.contribs or [])
     contrib_names = []
+    contrib_affiliations = []
     creator_ids = []
     for c in (release.contribs or []):
         if c.raw_name:
@@ -98,8 +107,14 @@ def release_to_elasticsearch(entity, force_bool=True):
             contrib_names.append(c.surname)
         if c.creator_id:
             creator_ids.append(c.creator_id)
+        if c.raw_affiliation:
+            contrib_affiliations.append(c.raw_affiliation)
     t['contrib_names'] = contrib_names
     t['creator_ids'] = creator_ids
+    t['affiliations'] = contrib_affiliations
+
+    # TODO: mapping... probably by lookup?
+    t['affiliation_rors'] = None
 
     container = release.container
     if container:
@@ -134,14 +149,19 @@ def release_to_elasticsearch(entity, force_bool=True):
             if c_extra.get('road'):
                 if c_extra['road'].get('as_of'):
                     is_oa = True
-            if c_extra.get('ezb'):
-                if c_extra['ezb'].get('color') == 'green':
-                    is_oa = True
             if c_extra.get('szczepanski'):
                 if c_extra['szczepanski'].get('as_of'):
                     is_oa = True
-    else:
+            if c_extra.get('country'):
+                t['country_code'] = c_extra['country']
+                t['country_code_upper'] = c_extra['country'].upper()
+
+    # fall back to release-level container metadata if container not linked or
+    # missing context
+    if not t.get('publisher'):
         t['publisher'] = release.publisher
+    if not t.get('container_name') and release.extra:
+        t['container_name'] = release.extra.get('container_name')
 
     if release.ext_ids.jstor or (release.ext_ids.doi and release.ext_ids.doi.startswith('10.2307/')):
         in_jstor = True
@@ -187,6 +207,8 @@ def release_to_elasticsearch(entity, force_bool=True):
         # TODO: more/better checks here, particularly strict *not* OA licenses
         if release.license_slug.startswith("CC-"):
             is_oa = True
+        if release.license_slug.startswith("ARXIV-"):
+            is_oa = True
 
     extra = release.extra or dict()
     if extra:
@@ -203,6 +225,47 @@ def release_to_elasticsearch(entity, force_bool=True):
             if extra['crossref'].get('archive'):
                 # all crossref archives are KBART, I believe
                 in_kbart = True
+        # backwards compatible subtitle fetching
+        if not t['subtitle'] and extra.get('subtitle'):
+            if type(extra['subtitle']) == list:
+                t['subtitle'] = extra['subtitle'][0]
+            else:
+                t['subtitle'] = extra['subtitle']
+
+    t['first_page'] = None
+    if release.pages:
+        first = release.pages.split('-')[0]
+        first = first.replace('p', '')
+        if first.isdigit():
+            t['first_page'] = first
+        # TODO: non-numerical first pages
+
+    t['ia_microfilm_url'] = None
+    if in_ia_sim:
+        # TODO: determine URL somehow? I think this is in flux. Will probably
+        # need extra metadata in the container extra field.
+        # special case as a demo for now.
+        if release.container_id == "hl5g6d5msjcl7hlbyyvcsbhc2u" \
+                and release.release_year in (2011, 2013) \
+                and release.issue \
+                and release.issue.isdigit() \
+                and t['first_page']:
+            t['ia_microfilm_url'] = "https://archive.org/details/sim_bjog_{}-{:02d}/page/n{}".format(
+                release.release_year,
+                int(release.issue) - 1,
+                t['first_page'],
+            )
+
+    t['doi_registrar'] = None
+    if extra and t['doi']:
+        for k in ('crossref', 'datacite', 'jalc'):
+            if k in extra:
+                t['doi_registrar'] = k
+        if not 'doi_registrar' in t:
+            t['doi_registrar'] = 'crossref'
+
+    if t['doi']:
+        t['doi_prefix'] = t['doi'].split('/')[0]
 
     if is_longtail_oa:
         is_oa = True
@@ -215,6 +278,7 @@ def release_to_elasticsearch(entity, force_bool=True):
         t['in_jstor'] = bool(in_jstor)
         t['in_web'] = bool(in_web)
         t['in_dweb'] = bool(in_dweb)
+        t['in_shadows'] = bool(in_shadows)
     else:
         t['is_oa'] = is_oa
         t['is_longtail_oa'] = is_longtail_oa
@@ -223,11 +287,23 @@ def release_to_elasticsearch(entity, force_bool=True):
         t['in_jstor'] = in_jstor
         t['in_web'] = in_web
         t['in_dweb'] = in_dweb
+        t['in_shadows'] = in_shadows
 
     t['in_ia'] = bool(in_ia)
     t['is_preserved'] = bool(is_preserved or in_ia or in_kbart or in_jstor)
+
+    if in_ia or t.get('pmcid') or t.get('arxiv_id'):
+        t['preservation'] = 'bright'
+    elif in_kbart or in_jstor:
+        t['preservation'] = 'dark'
+    elif in_shadows:
+        t['preservation'] = 'shadows_only'
+    else:
+        t['preservation'] = 'none'
+
     return t
 
+
 def container_to_elasticsearch(entity, force_bool=True):
     """
     Converts from an entity model/schema to elasticsearch oriented schema.
@@ -257,23 +333,27 @@ def container_to_elasticsearch(entity, force_bool=True):
         wikidata_qid = entity.wikidata_qid,
     )
 
-    # TODO: region, discipline
-    # TODO: single primary language?
     if not entity.extra:
         entity.extra = dict()
-    for key in ('country', 'languages', 'mimetypes', 'first_year', 'last_year'):
+    for key in ('country', 'languages', 'mimetypes', 'original_name',
+                'first_year', 'last_year', 'aliases', 'abbrev', 'region',
+                'discipline'):
         if entity.extra.get(key):
             t[key] = entity.extra[key]
 
+    if 'country' in t:
+        t['country_code'] = t.pop('country')
+
+    t['issns'] = []
+    if entity.issnl:
+        t['issns'].append(entity.issnl)
+    for key in ('issnp', 'issne'):
+        if entity.extra.get(key):
+            t['issns'].append(entity.extra[key])
+
     in_doaj = None
     in_road = None
-    # TODO: not currently implemented
-    in_doi = None
-    # TODO: would be nice to have 'in_doaj_works', or maybe just "any_pid"
-    #in_doaj_works = None
-    in_sherpa_romeo = None
     is_oa = None
-    # TODO: not actually set/stored anywhere?
     is_longtail_oa = None
     any_kbart = None
     any_jstor = None
@@ -286,17 +366,15 @@ def container_to_elasticsearch(entity, force_bool=True):
     if extra.get('road'):
         if extra['road'].get('as_of'):
             in_road = True
-    if extra.get('ezb'):
-        if extra['ezb'].get('color') == 'green':
-            is_oa = True
     if extra.get('szczepanski'):
         if extra['szczepanski'].get('as_of'):
             is_oa = True
     if extra.get('default_license'):
         if extra['default_license'].startswith('CC-'):
             is_oa = True
+    t['sherpa_romeo_color'] = None
     if extra.get('sherpa_romeo'):
-        in_sherpa_romeo = True
+        t['sherpa_romeo_color'] = extra['sherpa_romeo'].get('color')
         if extra['sherpa_romeo'].get('color') == 'white':
             is_oa = False
     if extra.get('kbart'):
@@ -306,54 +384,128 @@ def container_to_elasticsearch(entity, force_bool=True):
     if extra.get('ia'):
         if extra['ia'].get('sim'):
             any_ia_sim = True
+        if extra['ia'].get('longtail_oa'):
+            is_longtail_oa = True
     t['is_superceded'] = bool(extra.get('superceded'))
 
     t['in_doaj'] = bool(in_doaj)
     t['in_road'] = bool(in_road)
-    t['in_sherpa_romeo'] = bool(in_sherpa_romeo)
     t['any_kbart'] = bool(any_kbart)
-    t['is_longtail_oa'] = bool(is_longtail_oa)
     if force_bool:
-        t['in_doi'] = bool(in_doi)
-        t['is_oa'] = bool(in_doaj or in_road or is_longtail_oa or is_oa)
+        t['is_oa'] = bool(in_doaj or in_road or is_oa)
+        t['is_longtail_oa'] = bool(is_longtail_oa)
         t['any_jstor'] = bool(any_jstor)
         t['any_ia_sim'] = bool(any_ia_sim)
     else:
-        t['in_doi'] = in_doi
-        t['is_oa'] = in_doaj or in_road or is_longtail_oa or is_oa
+        t['is_oa'] = in_doaj or in_road or is_oa
+        t['is_longtail_oa'] = is_longtail_oa
         t['any_jstor'] = any_jstor
         t['any_ia_sim'] = any_ia_sim
     return t
 
 
+def _type_of_edit(edit):
+    if edit.revision == None and edit.redirect_ident == None:
+        return 'delete'
+    elif edit.redirect_ident:
+        # redirect
+        return 'update'
+    elif edit.prev_revision == None and edit.redirect_ident == None and edit.revision:
+        return 'create'
+    else:
+        return 'update'
+
+
 def changelog_to_elasticsearch(entity):
+    """
+    Note that this importer requires expanded fill info to work. Calling code
+    may need to re-fetch editgroup from API to get the 'editor' field. Some of
+    the old kafka feed content doesn't includes editor in particular.
+    """
 
     editgroup = entity.editgroup
     t = dict(
         index=entity.index,
         editgroup_id=entity.editgroup_id,
-        timestamp=entity.timestamp,
+        timestamp=entity.timestamp.isoformat(),
         editor_id=editgroup.editor_id,
+        username=editgroup.editor.username,
+        is_bot=editgroup.editor.is_bot,
+        is_admin=editgroup.editor.is_admin,
     )
 
     extra = editgroup.extra or dict()
     if extra.get('agent'):
         t['agent'] = extra['agent']
 
-    t['containers'] = len(editgroup.edits.containers)
-    t['creators'] = len(editgroup.edits.containers)
-    t['files'] = len(editgroup.edits.containers)
-    t['filesets'] = len(editgroup.edits.containers)
-    t['webcaptures'] = len(editgroup.edits.containers)
-    t['releases'] = len(editgroup.edits.containers)
-    t['works'] = len(editgroup.edits.containers)
-
-    # TODO: parse and pull out counts
-    #created = 0
-    #updated = 0
-    #deleted = 0
-    #t['created'] = created
-    #t['updated'] = updated
-    #t['deleted'] = deleted
-    #t['total'] = created + updated + deleted
+    containers = [_type_of_edit(e) for e in editgroup.edits.containers]
+    creators = [_type_of_edit(e) for e in editgroup.edits.creators]
+    files = [_type_of_edit(e) for e in editgroup.edits.files]
+    filesets = [_type_of_edit(e) for e in editgroup.edits.filesets]
+    webcaptures = [_type_of_edit(e) for e in editgroup.edits.webcaptures]
+    releases = [_type_of_edit(e) for e in editgroup.edits.releases]
+    works = [_type_of_edit(e) for e in editgroup.edits.works]
+
+    t['containers'] = len(containers)
+    t['new_containers'] = len([e for e in containers if e == 'create'])
+    t['creators'] = len(creators)
+    t['new_creators'] = len([e for e in creators if e == 'create'])
+    t['files'] = len(files)
+    t['new_files'] = len([e for e in files if e == 'create'])
+    t['filesets'] = len(filesets)
+    t['new_filesets'] = len([e for e in filesets if e == 'create'])
+    t['webcaptures'] = len(webcaptures)
+    t['new_webcaptures'] = len([e for e in webcaptures if e == 'create'])
+    t['releases'] = len(releases)
+    t['new_releases'] = len([e for e in releases if e == 'create'])
+    t['works'] = len(works)
+    t['new_works'] = len([e for e in works if e == 'create'])
+
+    all_edits = containers + creators + files + filesets + webcaptures + releases + works
+
+    t['created'] = len([e for e in all_edits if e == 'create'])
+    t['updated'] = len([e for e in all_edits if e == 'update'])
+    t['deleted'] = len([e for e in all_edits if e == 'delete'])
+    t['total'] = len(all_edits)
+    return t
+
+
+def file_to_elasticsearch(entity):
+    """
+    Converts from an entity model/schema to elasticsearch oriented schema.
+
+    Returns: dict
+    Raises exception on error (never returns None)
+    """
+
+    if entity.state in ('redirect', 'deleted'):
+        return dict(
+            ident = entity.ident,
+            state = entity.state,
+        )
+    elif entity.state != 'active':
+        raise ValueError("Unhandled entity state: {}".format(entity.state))
+
+    # First, the easy ones (direct copy)
+    t = dict(
+        ident = entity.ident,
+        state = entity.state,
+        revision = entity.revision,
+        release_ids = entity.release_ids,
+        release_count = len(entity.release_ids),
+        mimetype = entity.mimetype,
+        size_bytes = entity.size,
+        sha1 = entity.sha1,
+        sha256 = entity.sha256,
+        md5 = entity.md5,
+    )
+
+    parsed_urls = [tldextract.extract(u.url) for u in entity.urls]
+    t['hosts'] = list(set(['.'.join([seg for seg in pu if seg]) for pu in parsed_urls]))
+    t['domains'] = list(set([pu.registered_domain for pu in parsed_urls]))
+    t['rels'] = list(set([u.rel for u in entity.urls]))
+
+    t['in_ia'] = bool('archive.org' in t['domains'])
+    t['in_ia_petabox'] = bool('archive.org' in t['hosts'])
+
     return t
diff --git a/python/fatcat_transform.py b/python/fatcat_transform.py
index ccb13871..23a56109 100755
--- a/python/fatcat_transform.py
+++ b/python/fatcat_transform.py
@@ -1,6 +1,8 @@
 #!/usr/bin/env python3
 
 """
+Utility script for doing bulk conversion/tranforms of entity JSON schema to
+other formats
 """
 
 import sys
@@ -15,10 +17,11 @@ from citeproc_styles import get_style_filepath
 
 import fatcat_openapi_client
 from fatcat_openapi_client.rest import ApiException
-from fatcat_openapi_client import ReleaseEntity, ContainerEntity, ChangelogEntry
+from fatcat_openapi_client import ReleaseEntity, ContainerEntity, FileEntity, ChangelogEntry
 from fatcat_tools import uuid2fcid, entity_from_json, entity_to_dict, \
     release_to_elasticsearch, container_to_elasticsearch, \
-    changelog_to_elasticsearch, public_api, release_to_csl, citeproc_csl
+    file_to_elasticsearch, changelog_to_elasticsearch, public_api, \
+    release_to_csl, citeproc_csl
 
 
 def run_elasticsearch_releases(args):
@@ -27,6 +30,8 @@ def run_elasticsearch_releases(args):
         if not line:
             continue
         entity = entity_from_json(line, ReleaseEntity, api_client=args.api.api_client)
+        if entity.state != 'active':
+            continue
         args.json_output.write(
             json.dumps(release_to_elasticsearch(entity)) + '\n')
 
@@ -36,9 +41,22 @@ def run_elasticsearch_containers(args):
         if not line:
             continue
         entity = entity_from_json(line, ContainerEntity, api_client=args.api.api_client)
+        if entity.state != 'active':
+            continue
         args.json_output.write(
             json.dumps(container_to_elasticsearch(entity)) + '\n')
 
+def run_elasticsearch_files(args):
+    for line in args.json_input:
+        line = line.strip()
+        if not line:
+            continue
+        entity = entity_from_json(line, FileEntity, api_client=args.api.api_client)
+        if entity.state != 'active':
+            continue
+        args.json_output.write(
+            json.dumps(file_to_elasticsearch(entity)) + '\n')
+
 def run_elasticsearch_changelogs(args):
     for line in args.json_input:
         line = line.strip()
@@ -54,6 +72,8 @@ def run_citeproc_releases(args):
         if not line:
             continue
         entity = entity_from_json(line, ReleaseEntity, api_client=args.api.api_client)
+        if entity.state != 'active':
+            continue
         csl_json = release_to_csl(entity)
         csl_json['id'] = "release:" + (entity.ident or "unknown")
         out = citeproc_csl(csl_json, args.style, args.html)
@@ -87,6 +107,16 @@ def main():
         help="where to send output",
         default=sys.stdout, type=argparse.FileType('w'))
 
+    sub_elasticsearch_files = subparsers.add_parser('elasticsearch-files',
+        help="convert fatcat file JSON schema to elasticsearch file schema")
+    sub_elasticsearch_files.set_defaults(func=run_elasticsearch_files)
+    sub_elasticsearch_files.add_argument('json_input',
+        help="JSON-per-line of file entities",
+        default=sys.stdin, type=argparse.FileType('r'))
+    sub_elasticsearch_files.add_argument('json_output',
+        help="where to send output",
+        default=sys.stdout, type=argparse.FileType('w'))
+
     sub_elasticsearch_changelogs = subparsers.add_parser('elasticsearch-changelogs',
         help="convert fatcat changelog JSON schema to elasticsearch changelog schema")
     sub_elasticsearch_changelogs.set_defaults(func=run_elasticsearch_changelogs)
diff --git a/python/fatcat_web/search.py b/python/fatcat_web/search.py
index 7c60a6dd..6b2b9cc1 100644
--- a/python/fatcat_web/search.py
+++ b/python/fatcat_web/search.py
@@ -77,7 +77,7 @@ def do_release_search(q, limit=30, fulltext_only=True, offset=0):
                 "default_operator": "AND",
                 "analyze_wildcard": True,
                 "lenient": True,
-                "fields": ["title^5", "contrib_names^2", "container_title"],
+                "fields": ["biblio"],
             },
         },
     }
@@ -106,7 +106,7 @@ def do_container_search(q, limit=30, offset=0):
                 "default_operator": "AND",
                 "analyze_wildcard": True,
                 "lenient": True,
-                "fields": ["name^5", "publisher"],
+                "fields": ["biblio"],
             },
         },
     }
diff --git a/python/tests/files/changelog_3469683.json b/python/tests/files/changelog_3469683.json
new file mode 100644
index 00000000..7a847b16
--- /dev/null
+++ b/python/tests/files/changelog_3469683.json
@@ -0,0 +1 @@
+{"index":3469683,"editgroup_id":"jebmpiqsjja7jozze7hoy3bir4","timestamp":"2020-01-30T05:04:39.738601Z","editgroup":{"editgroup_id":"jebmpiqsjja7jozze7hoy3bir4","editor_id":"scmbogxw25evtcesfcab5qaboa","editor":{"editor_id":"scmbogxw25evtcesfcab5qaboa","username":"crawl-bot","is_admin":true,"is_bot":true,"is_active":true},"changelog_index":3469683,"created":"2020-01-30T05:04:39.738601Z","description":"Files crawled from web using sandcrawler ingest 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+++ b/python/tests/files/release_etodop5banbndg3faecnfm6ozi.json
@@ -0,0 +1 @@
+{"abstracts":[],"refs":[{"index":0,"extra":{"issue":"Suppl 1","volume":"118"},"key":"10.1111/j.1471-0528.2011.03098.x-BIB1|cit1","year":2011,"container_name":"BJOG","title":"Saving Mothers' Lives: reviewing maternal deaths to make motherhood safer-2006-2008. The Eighth Report of the Confidential Enquiries into Maternal Deaths in the United Kingdom"}],"contribs":[{"index":0,"raw_name":"Philip Steer","role":"author","extra":{"seq":"first"}}],"language":"en","publisher":"Wiley","pages":"1404-1404","issue":"11","volume":"118","ext_ids":{"doi":"10.1111/j.1471-0528.2011.03098.x"},"release_year":2011,"release_date":"2011-09-09","release_stage":"published","release_type":"article-journal","container_id":"hl5g6d5msjcl7hlbyyvcsbhc2u","webcaptures":[],"filesets":[],"files":[],"container":{"wikidata_qid":"Q15724571","issnl":"1470-0328","publisher":"Wiley (Blackwell Publishing)","container_type":"journal","name":"BJOG: an International Journal of Obstetrics and Gynaecology","extra":{"abbrev":"BJOG","country":"gb","ia":{"sim":{"year_spans":[[1902,1915],[1921,2015]]}},"issne":"1471-0528","issnp":"1470-0328","kbart":{"clockss":{"year_spans":[[1989,1989],[1993,1993],[2002,2003],[2009,2017]]},"portico":{"year_spans":[[1902,2019]]}},"languages":["en"],"sherpa_romeo":{"color":"yellow"},"urls":["http://www.bjog.org/view/0/index.html"]},"revision":"ec26766c-c1fe-453b-837d-087cc254fe07","ident":"hl5g6d5msjcl7hlbyyvcsbhc2u","state":"active"},"work_id":"wmwe5wwkzfcs7gyjfgdeanksha","title":"Saving Mothers' Lives. Reviewing maternal deaths to make motherhood safer: 2006-2008","state":"active","ident":"etodop5banbndg3faecnfm6ozi","revision":"deb7e050-6df6-42ed-9704-788a0e30facf","extra":{"crossref":{"type":"journal-article"},"subtitle":["Correpondence"]}}
\ No newline at end of file
diff --git a/python/tests/transform_tests.py b/python/tests/transform_elasticsearch.py
index f254e117..a954fc4d 100644
--- a/python/tests/transform_tests.py
+++ b/python/tests/transform_elasticsearch.py
@@ -7,6 +7,7 @@ from fixtures import api
 from import_journal_metadata import journal_metadata_importer
 
 from import_crossref import crossref_importer
+from import_matched import matched_importer
 
 def test_basic_elasticsearch_convert(crossref_importer):
     with open('tests/files/crossref-works.single.json', 'r') as f:
@@ -72,14 +73,67 @@ def test_rich_elasticsearch_convert():
     assert es['ref_count'] == 2
     assert es['ref_linked_count'] == 1
 
-def test_elasticsearch_from_json():
-    r = entity_from_json(open('./tests/files/math_universe.json', 'r').read(), ReleaseEntity)
-    release_to_elasticsearch(r)
+def test_elasticsearch_release_from_json():
+    r = entity_from_json(open('./tests/files/release_etodop5banbndg3faecnfm6ozi.json', 'r').read(), ReleaseEntity)
+    es = release_to_elasticsearch(r)
+
+    assert es['subtitle'] == "Correpondence"
+    assert es['ident'] == "etodop5banbndg3faecnfm6ozi"
+    assert es['container_name'] == "BJOG: an International Journal of Obstetrics and Gynaecology"
+    assert es['first_page'] == "1404"
+    assert es['issue'] == "11"
+    assert es['volume'] == "118"
+    assert es['number'] == None
+    assert es['in_ia_sim'] == True
+    assert es['in_kbart'] == True
 
-def test_elasticsearch_container_convert(journal_metadata_importer):
+def test_elasticsearch_container_transform(journal_metadata_importer):
     with open('tests/files/journal_metadata.sample.json', 'r') as f:
         raw = json.loads(f.readline())
         c = journal_metadata_importer.parse_record(raw)
     c.state = 'active'
     es = container_to_elasticsearch(c)
     assert es['publisher'] == c.publisher
+
+def test_elasticsearch_file_transform(matched_importer):
+    f = entity_from_json(open('./tests/files/file_bcah4zp5tvdhjl5bqci2c2lgfa.json', 'r').read(), FileEntity)
+
+    f.state = 'active'
+    es = file_to_elasticsearch(f)
+    assert es['sha1'] == f.sha1
+    assert es['sha256'] == f.sha256
+    assert es['md5'] == f.md5
+    assert es['size_bytes'] == f.size
+    assert es['mimetype'] == f.mimetype
+    assert es['in_ia'] == True
+
+    assert 'web' in es['rels']
+    assert 'www.zhros.ru' in es['hosts']
+    assert 'zhros.ru' in es['domains']
+    assert 'archive.org' in (es['hosts'] + es['domains'])
+    assert 'web.archive.org' in (es['hosts'] + es['domains'])
+    # old regression
+    assert not '.archive.org' in (es['hosts'] + es['domains'])
+
+def test_elasticsearch_changelog_transform(matched_importer):
+    ce = entity_from_json(open('./tests/files/changelog_3469683.json', 'r').read(), ChangelogEntry)
+
+    es = changelog_to_elasticsearch(ce)
+    assert es['index'] == 3469683
+    # len("2020-01-30T05:04:39") => 19
+    assert es['timestamp'][:19] == "2020-01-30T05:04:39.738601Z"[:19]
+    assert es['editor_id'] == "scmbogxw25evtcesfcab5qaboa"
+    assert es['username'] == "crawl-bot"
+    assert es['is_bot'] == True
+    assert es['is_admin'] == True
+    assert es['agent'] == "fatcat_tools.IngestFileResultImporter"
+
+    assert es['total'] == 50
+    assert es['files'] == 50
+    assert es['new_files'] == 50
+    assert es['created'] == 50
+
+    assert es['releases'] == 0
+    assert es['new_releases'] == 0
+    assert es['updated'] == 0
+    assert es['deleted'] == 0