diff --git a/Pipfile.lock b/Pipfile.lock
index df6692424f8478b0a7c1152dc0ac8b55175421f1..04f3bfab7bcab624642a6845fc7df54439145c5a 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,10 +18,10 @@
     "default": {
         "amqp": {
             "hashes": [
-                "sha256:24dbaff8ce4f30566bb88976b398e8c4e77637171af3af6f1b9650f48890e60b",
-                "sha256:bb68f8d2bced8f93ccfd07d96c689b716b3227720add971be980accfc2952139"
+                "sha256:70cdb10628468ff14e57ec2f751c7aa9e48e7e3651cfd62d431213c0c4e58f21",
+                "sha256:aa7f313fb887c91f15474c1229907a04dac0b8135822d6603437803424c0aa59"
             ],
-            "version": "==2.6.0"
+            "version": "==2.6.1"
         },
         "appnope": {
             "hashes": [
@@ -64,7 +64,6 @@
                 "sha256:efa49863064bbcb0651eb0f6af9bd439da482e4091764660475b8ff2bcd909b9",
                 "sha256:f35a3eb0438c0d65fe73b8cd09ff1323cd265a05701049359a203fd8f9a08dbd"
             ],
-            "markers": "python_version >= '3.5'",
             "version": "==3.2.3"
         },
         "astropy-healpix": {
@@ -117,15 +116,15 @@
         },
         "bilby": {
             "hashes": [
-                "sha256:0bdabad38187f4cac78add02f7eed5471d7768ab0fbac635615fa28662c10bc9"
+                "sha256:aa3ffb41ee86c87ca65f6c08bb970735e8c35f3419b41d4ab700ddf0a922a0d7"
             ],
-            "version": "==0.6.9"
+            "version": "==1.0.0"
         },
         "bilby-pipe": {
             "hashes": [
-                "sha256:3fbea61b8671746f4f23c5e87d8123d44a9d5c0a091c1685db27b81da5df5dfe"
+                "sha256:9e8477140f8532e72d9b122dc2d4330e65594df38855bf921680b9622adb218d"
             ],
-            "version": "==0.3.12"
+            "version": "==1.0.0"
         },
         "billiard": {
             "hashes": [
@@ -159,36 +158,36 @@
         },
         "cffi": {
             "hashes": [
-                "sha256:001bf3242a1bb04d985d63e138230802c6c8d4db3668fb545fb5005ddf5bb5ff",
-                "sha256:00789914be39dffba161cfc5be31b55775de5ba2235fe49aa28c148236c4e06b",
-                "sha256:028a579fc9aed3af38f4892bdcc7390508adabc30c6af4a6e4f611b0c680e6ac",
-                "sha256:14491a910663bf9f13ddf2bc8f60562d6bc5315c1f09c704937ef17293fb85b0",
-                "sha256:1cae98a7054b5c9391eb3249b86e0e99ab1e02bb0cc0575da191aedadbdf4384",
-                "sha256:2089ed025da3919d2e75a4d963d008330c96751127dd6f73c8dc0c65041b4c26",
-                "sha256:2d384f4a127a15ba701207f7639d94106693b6cd64173d6c8988e2c25f3ac2b6",
-                "sha256:337d448e5a725bba2d8293c48d9353fc68d0e9e4088d62a9571def317797522b",
-                "sha256:399aed636c7d3749bbed55bc907c3288cb43c65c4389964ad5ff849b6370603e",
-                "sha256:3b911c2dbd4f423b4c4fcca138cadde747abdb20d196c4a48708b8a2d32b16dd",
-                "sha256:3d311bcc4a41408cf5854f06ef2c5cab88f9fded37a3b95936c9879c1640d4c2",
-                "sha256:62ae9af2d069ea2698bf536dcfe1e4eed9090211dbaafeeedf5cb6c41b352f66",
-                "sha256:66e41db66b47d0d8672d8ed2708ba91b2f2524ece3dee48b5dfb36be8c2f21dc",
-                "sha256:675686925a9fb403edba0114db74e741d8181683dcf216be697d208857e04ca8",
-                "sha256:7e63cbcf2429a8dbfe48dcc2322d5f2220b77b2e17b7ba023d6166d84655da55",
-                "sha256:8a6c688fefb4e1cd56feb6c511984a6c4f7ec7d2a1ff31a10254f3c817054ae4",
-                "sha256:8c0ffc886aea5df6a1762d0019e9cb05f825d0eec1f520c51be9d198701daee5",
-                "sha256:95cd16d3dee553f882540c1ffe331d085c9e629499ceadfbda4d4fde635f4b7d",
-                "sha256:99f748a7e71ff382613b4e1acc0ac83bf7ad167fb3802e35e90d9763daba4d78",
-                "sha256:b8c78301cefcf5fd914aad35d3c04c2b21ce8629b5e4f4e45ae6812e461910fa",
-                "sha256:c420917b188a5582a56d8b93bdd8e0f6eca08c84ff623a4c16e809152cd35793",
-                "sha256:c43866529f2f06fe0edc6246eb4faa34f03fe88b64a0a9a942561c8e22f4b71f",
-                "sha256:cab50b8c2250b46fe738c77dbd25ce017d5e6fb35d3407606e7a4180656a5a6a",
-                "sha256:cef128cb4d5e0b3493f058f10ce32365972c554572ff821e175dbc6f8ff6924f",
-                "sha256:cf16e3cf6c0a5fdd9bc10c21687e19d29ad1fe863372b5543deaec1039581a30",
-                "sha256:e56c744aa6ff427a607763346e4170629caf7e48ead6921745986db3692f987f",
-                "sha256:e577934fc5f8779c554639376beeaa5657d54349096ef24abe8c74c5d9c117c3",
-                "sha256:f2b0fa0c01d8a0c7483afd9f31d7ecf2d71760ca24499c8697aeb5ca37dc090c"
-            ],
-            "version": "==1.14.0"
+                "sha256:267adcf6e68d77ba154334a3e4fc921b8e63cbb38ca00d33d40655d4228502bc",
+                "sha256:26f33e8f6a70c255767e3c3f957ccafc7f1f706b966e110b855bfe944511f1f9",
+                "sha256:3cd2c044517f38d1b577f05927fb9729d3396f1d44d0c659a445599e79519792",
+                "sha256:4a03416915b82b81af5502459a8a9dd62a3c299b295dcdf470877cb948d655f2",
+                "sha256:4ce1e995aeecf7cc32380bc11598bfdfa017d592259d5da00fc7ded11e61d022",
+                "sha256:4f53e4128c81ca3212ff4cf097c797ab44646a40b42ec02a891155cd7a2ba4d8",
+                "sha256:4fa72a52a906425416f41738728268072d5acfd48cbe7796af07a923236bcf96",
+                "sha256:66dd45eb9530e3dde8f7c009f84568bc7cac489b93d04ac86e3111fb46e470c2",
+                "sha256:6923d077d9ae9e8bacbdb1c07ae78405a9306c8fd1af13bfa06ca891095eb995",
+                "sha256:833401b15de1bb92791d7b6fb353d4af60dc688eaa521bd97203dcd2d124a7c1",
+                "sha256:8416ed88ddc057bab0526d4e4e9f3660f614ac2394b5e019a628cdfff3733849",
+                "sha256:892daa86384994fdf4856cb43c93f40cbe80f7f95bb5da94971b39c7f54b3a9c",
+                "sha256:98be759efdb5e5fa161e46d404f4e0ce388e72fbf7d9baf010aff16689e22abe",
+                "sha256:a6d28e7f14ecf3b2ad67c4f106841218c8ab12a0683b1528534a6c87d2307af3",
+                "sha256:b1d6ebc891607e71fd9da71688fcf332a6630b7f5b7f5549e6e631821c0e5d90",
+                "sha256:b2a2b0d276a136146e012154baefaea2758ef1f56ae9f4e01c612b0831e0bd2f",
+                "sha256:b87dfa9f10a470eee7f24234a37d1d5f51e5f5fa9eeffda7c282e2b8f5162eb1",
+                "sha256:bac0d6f7728a9cc3c1e06d4fcbac12aaa70e9379b3025b27ec1226f0e2d404cf",
+                "sha256:c991112622baee0ae4d55c008380c32ecfd0ad417bcd0417ba432e6ba7328caa",
+                "sha256:cda422d54ee7905bfc53ee6915ab68fe7b230cacf581110df4272ee10462aadc",
+                "sha256:d3148b6ba3923c5850ea197a91a42683f946dba7e8eb82dfa211ab7e708de939",
+                "sha256:d6033b4ffa34ef70f0b8086fd4c3df4bf801fee485a8a7d4519399818351aa8e",
+                "sha256:ddff0b2bd7edcc8c82d1adde6dbbf5e60d57ce985402541cd2985c27f7bec2a0",
+                "sha256:e23cb7f1d8e0f93addf0cae3c5b6f00324cccb4a7949ee558d7b6ca973ab8ae9",
+                "sha256:effd2ba52cee4ceff1a77f20d2a9f9bf8d50353c854a282b8760ac15b9833168",
+                "sha256:f90c2267101010de42f7273c94a1f026e56cbc043f9330acd8a80e64300aba33",
+                "sha256:f960375e9823ae6a07072ff7f8a85954e5a6434f97869f50d0e41649a1c8144f",
+                "sha256:fcf32bf76dc25e30ed793145a57426064520890d7c02866eb93d3e4abe516948"
+            ],
+            "version": "==1.14.1"
         },
         "chardet": {
             "hashes": [
@@ -232,33 +231,34 @@
         },
         "corner": {
             "hashes": [
-                "sha256:102e22797ee75d1432b6dc66aa2850f61388996ece66fd6600508742d2a7b88f"
+                "sha256:61d6f4936436969668f17918e98b7f411fbd3514cc50e89ef7543016f970eb65",
+                "sha256:8c600762684096a006dc78d78762cd2da7f3cfefa23d2f203294c50e881a4b84"
             ],
-            "version": "==2.0.1"
+            "version": "==2.1.0"
         },
         "cryptography": {
             "hashes": [
-                "sha256:091d31c42f444c6f519485ed528d8b451d1a0c7bf30e8ca583a0cac44b8a0df6",
-                "sha256:18452582a3c85b96014b45686af264563e3e5d99d226589f057ace56196ec78b",
-                "sha256:1dfa985f62b137909496e7fc182dac687206d8d089dd03eaeb28ae16eec8e7d5",
-                "sha256:1e4014639d3d73fbc5ceff206049c5a9a849cefd106a49fa7aaaa25cc0ce35cf",
-                "sha256:22e91636a51170df0ae4dcbd250d318fd28c9f491c4e50b625a49964b24fe46e",
-                "sha256:3b3eba865ea2754738616f87292b7f29448aec342a7c720956f8083d252bf28b",
-                "sha256:651448cd2e3a6bc2bb76c3663785133c40d5e1a8c1a9c5429e4354201c6024ae",
-                "sha256:726086c17f94747cedbee6efa77e99ae170caebeb1116353c6cf0ab67ea6829b",
-                "sha256:844a76bc04472e5135b909da6aed84360f522ff5dfa47f93e3dd2a0b84a89fa0",
-                "sha256:88c881dd5a147e08d1bdcf2315c04972381d026cdb803325c03fe2b4a8ed858b",
-                "sha256:96c080ae7118c10fcbe6229ab43eb8b090fccd31a09ef55f83f690d1ef619a1d",
-                "sha256:a0c30272fb4ddda5f5ffc1089d7405b7a71b0b0f51993cb4e5dbb4590b2fc229",
-                "sha256:bb1f0281887d89617b4c68e8db9a2c42b9efebf2702a3c5bf70599421a8623e3",
-                "sha256:c447cf087cf2dbddc1add6987bbe2f767ed5317adb2d08af940db517dd704365",
-                "sha256:c4fd17d92e9d55b84707f4fd09992081ba872d1a0c610c109c18e062e06a2e55",
-                "sha256:d0d5aeaedd29be304848f1c5059074a740fa9f6f26b84c5b63e8b29e73dfc270",
-                "sha256:daf54a4b07d67ad437ff239c8a4080cfd1cc7213df57d33c97de7b4738048d5e",
-                "sha256:e993468c859d084d5579e2ebee101de8f5a27ce8e2159959b6673b418fd8c785",
-                "sha256:f118a95c7480f5be0df8afeb9a11bd199aa20afab7a96bcf20409b411a3a85f0"
-            ],
-            "version": "==2.9.2"
+                "sha256:0c608ff4d4adad9e39b5057de43657515c7da1ccb1807c3a27d4cf31fc923b4b",
+                "sha256:0cbfed8ea74631fe4de00630f4bb592dad564d57f73150d6f6796a24e76c76cd",
+                "sha256:124af7255ffc8e964d9ff26971b3a6153e1a8a220b9a685dc407976ecb27a06a",
+                "sha256:384d7c681b1ab904fff3400a6909261cae1d0939cc483a68bdedab282fb89a07",
+                "sha256:45741f5499150593178fc98d2c1a9c6722df88b99c821ad6ae298eff0ba1ae71",
+                "sha256:4b9303507254ccb1181d1803a2080a798910ba89b1a3c9f53639885c90f7a756",
+                "sha256:4d355f2aee4a29063c10164b032d9fa8a82e2c30768737a2fd56d256146ad559",
+                "sha256:51e40123083d2f946794f9fe4adeeee2922b581fa3602128ce85ff813d85b81f",
+                "sha256:8713ddb888119b0d2a1462357d5946b8911be01ddbf31451e1d07eaa5077a261",
+                "sha256:8e924dbc025206e97756e8903039662aa58aa9ba357d8e1d8fc29e3092322053",
+                "sha256:8ecef21ac982aa78309bb6f092d1677812927e8b5ef204a10c326fc29f1367e2",
+                "sha256:8ecf9400d0893836ff41b6f977a33972145a855b6efeb605b49ee273c5e6469f",
+                "sha256:9367d00e14dee8d02134c6c9524bb4bd39d4c162456343d07191e2a0b5ec8b3b",
+                "sha256:a09fd9c1cca9a46b6ad4bea0a1f86ab1de3c0c932364dbcf9a6c2a5eeb44fa77",
+                "sha256:ab49edd5bea8d8b39a44b3db618e4783ef84c19c8b47286bf05dfdb3efb01c83",
+                "sha256:bea0b0468f89cdea625bb3f692cd7a4222d80a6bdafd6fb923963f2b9da0e15f",
+                "sha256:bec7568c6970b865f2bcebbe84d547c52bb2abadf74cefce396ba07571109c67",
+                "sha256:ce82cc06588e5cbc2a7df3c8a9c778f2cb722f56835a23a68b5a7264726bb00c",
+                "sha256:dea0ba7fe6f9461d244679efa968d215ea1f989b9c1957d7f10c21e5c7c09ad6"
+            ],
+            "version": "==3.0"
         },
         "cycler": {
             "hashes": [
@@ -289,10 +289,10 @@
         },
         "dnspython": {
             "hashes": [
-                "sha256:36c5e8e38d4369a08b6780b7f27d790a292b2b08eea01607865bf0936c558e01",
-                "sha256:f69c21288a962f4da86e56c4905b49d11aba7938d3d740e80d9e366ee4f1632d"
+                "sha256:044af09374469c3a39eeea1a146e8cac27daec951f1f1f157b1962fc7cb9d1b7",
+                "sha256:40bb3c24b9d4ec12500f0124288a65df232a3aa749bb0c39734b782873a2544d"
             ],
-            "version": "==1.16.0"
+            "version": "==2.0.0"
         },
         "dqsegdb2": {
             "hashes": [
@@ -359,17 +359,17 @@
         },
         "gwosc": {
             "hashes": [
-                "sha256:456f537528d1cb685b845502777d377f050399d7e5d6ce3d2c951d1e8de04ada",
-                "sha256:c23e9d88d07ea286a2715812d273a43b700e790ce4d900af7b132d51a8520025"
+                "sha256:5f1c53e1c65c105b980b0988ad4626f4ef97160be440e1ccaa07e42a239c6874",
+                "sha256:c4737e9c99c2b2d4cb88526a26bd59887939ec8f663304f5fd57451e267d5b53"
             ],
-            "version": "==0.5.3"
+            "version": "==0.5.5"
         },
         "gwpy": {
             "hashes": [
-                "sha256:b8c59a01fc45c005e9b1b544b702502f72bc85a94875373937b05efc8c395409",
-                "sha256:f83d9f48f68a37aafd3546176d307416a2bf3206660481e7ab89dafdfd810aee"
+                "sha256:97df115b8748a18a79e6108b92959574d771eebf359d0b3ba6994d064d82fb37",
+                "sha256:c84df0ade9a6c14457c40c28394f17a16d1cdc56c08c2c7dec58763813d8e57b"
             ],
-            "version": "==1.0.1"
+            "version": "==2.0.0"
         },
         "h5py": {
             "hashes": [
@@ -407,21 +407,21 @@
         },
         "healpy": {
             "hashes": [
-                "sha256:05518207b9dd2021309bac13804c352427cd12eabb34b614f4bfef5e28646cd5",
-                "sha256:190ba766b97bb9acb8da2bfe14317a23f0f514f41a222af3ce8cf6c014f30c44",
-                "sha256:217a97aaf9b84f31137040355d442895344971a21c73a593a8156038cecc17ab",
-                "sha256:3c0b0a3eb1ea5299444d26a3e600e6b162fc139804ede36dd26c260faee3e835",
-                "sha256:6946367fac0747f2f6a329e6cf7fb6cfd9c1df8dc998c68eb1d84ee85c08c87b",
-                "sha256:a409b59bd3e5d222318fa4a3f52dd58fe40e037704304ecba49ded8a1ec522af",
-                "sha256:ab3820dd7fb52a51fb666b204e6140be185ee90cbe09ff98de1aa9a7fff5bb8d",
-                "sha256:bb5c90be006ebe62e98e8fe125bd734d7cdf8ec2530f7e54d05a87712f9ebf4e",
-                "sha256:bcbef9af7b71a8b757b11f04c2116d7c3f1e0e9f5567f2ff88a2f7bc4d21ede1",
-                "sha256:c6b5ae4ad061a4eedbb92a4c89c855b8f6fe9efba1accbf25e5d22cdb7fd6477",
-                "sha256:cbc5cc99bcb76cc0e9eacea1000709aa8ec9e5392e4797f43eabb2fc22012044",
-                "sha256:d0ae02791c2404002a09c643e9e50bc58e3d258f702c736dc1f39ce1e6526f73",
-                "sha256:f48c989bb7fe3eef472acf9bdf401629a72bc1f89023710a753f8ca636c332dc"
-            ],
-            "version": "==1.13.0"
+                "sha256:0e7e3c7b94dee682e39f8649d73001c8e4ed7d23c979aeabb92e568033f86b4f",
+                "sha256:1cf3ef73743091d9c4179f6b4ef701c93a0d3b94d5acf0d43e6130400ba45769",
+                "sha256:238012267fb5308d2106d783614ef07115c47d2cd8ab240c1cc09ff54d74b544",
+                "sha256:2720b5f96c314bdfdd20b6ffc0643ac8091faefcf8fd20a4083cedff85a66c5e",
+                "sha256:5a70770db2262cb32c54833843beb7b4a09048d8dd0a8a6a583da839b38810c3",
+                "sha256:5cb4df677cc0dfe2eb258958b7e5803c547eb727923dec8aa5719128877c570a",
+                "sha256:934e0c0e7303b521526ab964087aed268b6b97a32de77ce5d0e15b027a2d26b4",
+                "sha256:98f3f26f9e6394242ec44b2ca1c4f0ca01bb10bb1ae6da0dd94346b7bfb95da1",
+                "sha256:9e3fee68014e76c8f1866e1673806b63304402db3bb44bc29eebf9e6a048b186",
+                "sha256:af01605da940742f51002639ffbeface89e53d2d1022f9a76770194328e397ec",
+                "sha256:ba46358e094834b892e61fd2db0fca5df969d533691d9509fda40fd7784b48cd",
+                "sha256:c3c7a564364e6b92eea93ad239207ba6123802916948002068333d08d2d3812d",
+                "sha256:fac6e19209d4127fffbaa3a01bcb2c75097590c9baca2f4f320dad02a3c9522f"
+            ],
+            "version": "==1.14.0"
         },
         "humanize": {
             "hashes": [
@@ -431,10 +431,10 @@
         },
         "hyperlink": {
             "hashes": [
-                "sha256:4288e34705da077fada1111a24a0aa08bb1e76699c9ce49876af722441845654",
-                "sha256:ab4a308feb039b04f855a020a6eda3b18ca5a68e6d8f8c899cbe9e653721d04f"
+                "sha256:47fcc7cd339c6cb2444463ec3277bdcfe142c8b1daf2160bdd52248deec815af",
+                "sha256:c528d405766f15a2c536230de7e160b65a08e20264d8891b3eb03307b0df3c63"
             ],
-            "version": "==19.0.0"
+            "version": "==20.0.1"
         },
         "idna": {
             "hashes": [
@@ -465,21 +465,28 @@
             ],
             "version": "==17.5.0"
         },
+        "iniconfig": {
+            "hashes": [
+                "sha256:80cf40c597eb564e86346103f609d74efce0f6b4d4f30ec8ce9e2c26411ba437",
+                "sha256:e5f92f89355a67de0595932a6c6c02ab4afddc6fcdc0bfc5becd0d60884d3f69"
+            ],
+            "version": "==1.0.1"
+        },
         "ipykernel": {
             "hashes": [
-                "sha256:731adb3f2c4ebcaff52e10a855ddc87670359a89c9c784d711e62d66fccdafae",
-                "sha256:a8362e3ae365023ca458effe93b026b8cdadc0b73ff3031472128dd8a2cf0289"
+                "sha256:9b2652af1607986a1b231c62302d070bc0534f564c393a5d9d130db9abbbe89d",
+                "sha256:d6fbba26dba3cebd411382bc484f7bc2caa98427ae0ddb4ab37fe8bfeb5c7dd3"
             ],
             "index": "pypi",
-            "version": "==5.3.0"
+            "version": "==5.3.4"
         },
         "ipython": {
             "hashes": [
-                "sha256:2dbcc8c27ca7d3cfe4fcdff7f45b27f9a8d3edfa70ff8024a71c7a8eb5f09d64",
-                "sha256:9f4fcb31d3b2c533333893b9172264e4821c1ac91839500f31bd43f2c59b3ccf"
+                "sha256:5a8f159ca8b22b9a0a1f2a28befe5ad2b703339afb58c2ffe0d7c8d7a3af5999",
+                "sha256:b70974aaa2674b05eb86a910c02ed09956a33f2dd6c71afc60f0b128a77e7f28"
             ],
             "index": "pypi",
-            "version": "==7.16.1"
+            "version": "==7.17.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -497,10 +504,10 @@
         },
         "jedi": {
             "hashes": [
-                "sha256:1ddb0ec78059e8e27ec9eb5098360b4ea0a3dd840bedf21415ea820c21b40a22",
-                "sha256:807d5d4f96711a2bcfdd5dfa3b1ae6d09aa53832b182090b222b5efb81f52f63"
+                "sha256:86ed7d9b750603e4ba582ea8edc678657fb4007894a12bcf6f4bb97892f31d20",
+                "sha256:98cc583fa0f2f8304968199b01b6b4b94f469a1f4a74c1560506ca2a211378b5"
             ],
-            "version": "==0.17.1"
+            "version": "==0.17.2"
         },
         "jinja2": {
             "hashes": [
@@ -511,10 +518,10 @@
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:5099cda1ac86b27b655a715c51e15bdc8bd9595b2b17adb41a2bd446bbbafc4a",
-                "sha256:9f0092a0951d878e7521924899e1fba6f689c7a99d43735a4c0bc05c6f311452"
+                "sha256:7ad9aa91505786420d77edc5f9fb170d51050c007338ba8d196f603223fd3b3a",
+                "sha256:b360f8d4638bc577a4656e93f86298db755f915098dc763f6fc05da0c5d7a595"
             ],
-            "version": "==6.1.5"
+            "version": "==6.1.6"
         },
         "jupyter-core": {
             "hashes": [
@@ -528,12 +535,15 @@
                 "sha256:03662cbd3e6729f341a97dd2690b271e51a67a68322affab12a5b011344b973c",
                 "sha256:18d749f3e56c0480dccd1714230da0f328e6e4accf188dd4e6884bdd06bf02dd",
                 "sha256:247800260cd38160c362d211dcaf4ed0f7816afb5efe56544748b21d6ad6d17f",
+                "sha256:38d05c9ecb24eee1246391820ed7137ac42a50209c203c908154782fced90e44",
                 "sha256:443c2320520eda0a5b930b2725b26f6175ca4453c61f739fef7a5847bd262f74",
                 "sha256:4eadb361baf3069f278b055e3bb53fa189cea2fd02cb2c353b7a99ebb4477ef1",
                 "sha256:556da0a5f60f6486ec4969abbc1dd83cf9b5c2deadc8288508e55c0f5f87d29c",
                 "sha256:603162139684ee56bcd57acc74035fceed7dd8d732f38c0959c8bd157f913fec",
                 "sha256:60a78858580761fe611d22127868f3dc9f98871e6fdf0a15cc4203ed9ba6179b",
+                "sha256:63f55f490b958b6299e4e5bdac66ac988c3d11b7fafa522800359075d4fa56d1",
                 "sha256:7cc095a4661bdd8a5742aaf7c10ea9fac142d76ff1770a0f84394038126d8fc7",
+                "sha256:be046da49fbc3aa9491cc7296db7e8d27bcf0c3d5d1a40259c10471b014e4e0c",
                 "sha256:c31bc3c8e903d60a1ea31a754c72559398d91b5929fcb329b1c3a3d3f6e72113",
                 "sha256:c955791d80e464da3b471ab41eb65cf5a40c15ce9b001fdc5bbc241170de58ec",
                 "sha256:d069ef4b20b1e6b19f790d00097a5d5d2c50871b66d10075dab78938dc2ee2cf",
@@ -553,16 +563,16 @@
         },
         "lalsuite": {
             "hashes": [
-                "sha256:02091744db4cdfabe91d0b25a159152ca45311ef85067c8f70d598b8893284b8",
-                "sha256:176b05240391ddd644717b4d374ce2e6f4d500dc821cef2796302eb25b3edbcd",
-                "sha256:2f079e5439151b1b47e9869ea557b671539910fc8c4d44c6ce5b1f04241319c4",
-                "sha256:3c1d72b1eaef1e60a1767c7840ff36577fc18c97e6779d627a240e9675fb96aa",
-                "sha256:3dda652bbf90f998086cdef0569add0cf1a55387203af64d4a17032f6ccb5741",
-                "sha256:8a80aca175bc1731af32c4c807b94d9696b1ccd850925edef3ccc0f1dbac618d",
-                "sha256:8b649b3b45687d1cb22ba036451af63a671628dece81327f41b9437f1f6b879c",
-                "sha256:f07208b6dc963655c6d898eb3893a29ee68e15230f93cfdfa86b0fbde1554508"
+                "sha256:060c061feef5fee3f17ebf6c20ab02296501745bf59160fbc6537dc0a9ee76fe",
+                "sha256:2acfdee48b13b05a95f8b5adeeee191c03263ee5f786f3ca027b3dc9f4becd6a",
+                "sha256:2d9490580796d18586369fe520aeae668208f6e2dc16f565923a13eee5c78b7a",
+                "sha256:30842e4dc73e34597d090985bc3add666910f359afdfc6828ff26c0b8065f66d",
+                "sha256:666daad92bc3911bce558338dec8733d89b9328f77833750f0e6f4c38bd70892",
+                "sha256:7010bbb8fa6e8b170bbdaf9bee5d9722dfb9831a2de8f7553a6d8b368d231d26",
+                "sha256:a138ff69346e7c004fe1f49dda6e28b9cb04c9aba30a8d41a138c14b6e91b565",
+                "sha256:bd60b994ce69f6a54b1130ebc257deb9f82b07b2186de7b4fc89a50052c73bb7"
             ],
-            "version": "==6.72"
+            "version": "==6.74"
         },
         "ligo-followup-advocate": {
             "hashes": [
@@ -591,15 +601,15 @@
         },
         "ligo.skymap": {
             "hashes": [
-                "sha256:3ea9219a8987625dacaf3a928fdc9dc39ebff002b34fb784c444347fc86c493f",
-                "sha256:505de9cb4ced5b61c31824ec721a1ebb6c5528b1dc4a87c4949dc0583b791dca",
-                "sha256:8c515f14a5ed446ee5d2763b85363bcd5767c1bf50e93668c2e369d3969c1933",
-                "sha256:8f94828c5401cf8a517a4685721b1492f719b6689d3de120be0804410a6015fb",
-                "sha256:b8305fb893ce80faf8197688aef028fe07ec0c498304652dbfc142d02f9d871b",
-                "sha256:fb624fa14b08136428944c1124705faada73478b0cac1811cb0ac3759bb74cf3",
-                "sha256:ff747ba5b4da62dc6cede59024eca8d322787fdc22cb4496e13b78864120b596"
+                "sha256:484b83548785b16ffabac8a50b307e7fe9a34cdcb7936d216a19c93c0f04b220",
+                "sha256:4d417d409b2455fc370375f2e4a2bf297efb6477167d70dc92c9b934e7d36c10",
+                "sha256:616869244a2c2a4b9eb64ea1d041fb055ddecb12004c487c9e13d60039b45791",
+                "sha256:9b63e05b6df58fe4d18061e0a0338ed88f11b74609f3789487dca7605d206733",
+                "sha256:d3a461f9df5bfd7634fcf6d795f6ce0ef91140db7387951487fc02e4000a7bc2",
+                "sha256:d799dcfa579d838c9d221b94f84a1a2f0368855a408b200f1eb861b2fac2f29c",
+                "sha256:f381b8d8cf7c5a221b7d7288155917d5bbfd31e878de69d3e83c7ead00d9fc52"
             ],
-            "version": "==0.3.1"
+            "version": "==0.4.0"
         },
         "ligotimegps": {
             "hashes": [
@@ -616,35 +626,39 @@
         },
         "lxml": {
             "hashes": [
-                "sha256:06748c7192eab0f48e3d35a7adae609a329c6257495d5e53878003660dc0fec6",
-                "sha256:0790ddca3f825dd914978c94c2545dbea5f56f008b050e835403714babe62a5f",
-                "sha256:1aa7a6197c1cdd65d974f3e4953764eee3d9c7b67e3966616b41fab7f8f516b7",
-                "sha256:22c6d34fdb0e65d5f782a4d1a1edb52e0a8365858dafb1c08cb1d16546cf0786",
-                "sha256:2754d4406438c83144f9ffd3628bbe2dcc6d62b20dbc5c1ec4bc4385e5d44b42",
-                "sha256:27ee0faf8077c7c1a589573b1450743011117f1aa1a91d5ae776bbc5ca6070f2",
-                "sha256:2b02c106709466a93ed424454ce4c970791c486d5fcdf52b0d822a7e29789626",
-                "sha256:2d1ddce96cf15f1254a68dba6935e6e0f1fe39247de631c115e84dd404a6f031",
-                "sha256:4f282737d187ae723b2633856085c31ae5d4d432968b7f3f478a48a54835f5c4",
-                "sha256:51bb4edeb36d24ec97eb3e6a6007be128b720114f9a875d6b370317d62ac80b9",
-                "sha256:7eee37c1b9815e6505847aa5e68f192e8a1b730c5c7ead39ff317fde9ce29448",
-                "sha256:7fd88cb91a470b383aafad554c3fe1ccf6dfb2456ff0e84b95335d582a799804",
-                "sha256:9144ce36ca0824b29ebc2e02ca186e54040ebb224292072250467190fb613b96",
-                "sha256:925baf6ff1ef2c45169f548cc85204433e061360bfa7d01e1be7ae38bef73194",
-                "sha256:a636346c6c0e1092ffc202d97ec1843a75937d8c98aaf6771348ad6422e44bb0",
-                "sha256:a87dbee7ad9dce3aaefada2081843caf08a44a8f52e03e0a4cc5819f8398f2f4",
-                "sha256:a9e3b8011388e7e373565daa5e92f6c9cb844790dc18e43073212bb3e76f7007",
-                "sha256:afb53edf1046599991fb4a7d03e601ab5f5422a5435c47ee6ba91ec3b61416a6",
-                "sha256:b26719890c79a1dae7d53acac5f089d66fd8cc68a81f4e4bd355e45470dc25e1",
-                "sha256:b7462cdab6fffcda853338e1741ce99706cdf880d921b5a769202ea7b94e8528",
-                "sha256:b77975465234ff49fdad871c08aa747aae06f5e5be62866595057c43f8d2f62c",
-                "sha256:c47a8a5d00060122ca5908909478abce7bbf62d812e3fc35c6c802df8fb01fe7",
-                "sha256:c79e5debbe092e3c93ca4aee44c9a7631bdd407b2871cb541b979fd350bbbc29",
-                "sha256:d8d40e0121ca1606aa9e78c28a3a7d88a05c06b3ca61630242cded87d8ce55fa",
-                "sha256:ee2be8b8f72a2772e72ab926a3bccebf47bb727bda41ae070dc91d1fb759b726",
-                "sha256:f95d28193c3863132b1f55c1056036bf580b5a488d908f7d22a04ace8935a3a9",
-                "sha256:fadd2a63a2bfd7fb604508e553d1cf68eca250b2fbdbd81213b5f6f2fbf23529"
-            ],
-            "version": "==4.5.1"
+                "sha256:05a444b207901a68a6526948c7cc8f9fe6d6f24c70781488e32fd74ff5996e3f",
+                "sha256:08fc93257dcfe9542c0a6883a25ba4971d78297f63d7a5a26ffa34861ca78730",
+                "sha256:107781b213cf7201ec3806555657ccda67b1fccc4261fb889ef7fc56976db81f",
+                "sha256:121b665b04083a1e85ff1f5243d4a93aa1aaba281bc12ea334d5a187278ceaf1",
+                "sha256:1fa21263c3aba2b76fd7c45713d4428dbcc7644d73dcf0650e9d344e433741b3",
+                "sha256:2b30aa2bcff8e958cd85d907d5109820b01ac511eae5b460803430a7404e34d7",
+                "sha256:4b4a111bcf4b9c948e020fd207f915c24a6de3f1adc7682a2d92660eb4e84f1a",
+                "sha256:5591c4164755778e29e69b86e425880f852464a21c7bb53c7ea453bbe2633bbe",
+                "sha256:59daa84aef650b11bccd18f99f64bfe44b9f14a08a28259959d33676554065a1",
+                "sha256:5a9c8d11aa2c8f8b6043d845927a51eb9102eb558e3f936df494e96393f5fd3e",
+                "sha256:5dd20538a60c4cc9a077d3b715bb42307239fcd25ef1ca7286775f95e9e9a46d",
+                "sha256:74f48ec98430e06c1fa8949b49ebdd8d27ceb9df8d3d1c92e1fdc2773f003f20",
+                "sha256:786aad2aa20de3dbff21aab86b2fb6a7be68064cbbc0219bde414d3a30aa47ae",
+                "sha256:7ad7906e098ccd30d8f7068030a0b16668ab8aa5cda6fcd5146d8d20cbaa71b5",
+                "sha256:80a38b188d20c0524fe8959c8ce770a8fdf0e617c6912d23fc97c68301bb9aba",
+                "sha256:8f0ec6b9b3832e0bd1d57af41f9238ea7709bbd7271f639024f2fc9d3bb01293",
+                "sha256:92282c83547a9add85ad658143c76a64a8d339028926d7dc1998ca029c88ea6a",
+                "sha256:94150231f1e90c9595ccc80d7d2006c61f90a5995db82bccbca7944fd457f0f6",
+                "sha256:9dc9006dcc47e00a8a6a029eb035c8f696ad38e40a27d073a003d7d1443f5d88",
+                "sha256:a76979f728dd845655026ab991df25d26379a1a8fc1e9e68e25c7eda43004bed",
+                "sha256:aa8eba3db3d8761db161003e2d0586608092e217151d7458206e243be5a43843",
+                "sha256:bea760a63ce9bba566c23f726d72b3c0250e2fa2569909e2d83cda1534c79443",
+                "sha256:c3f511a3c58676147c277eff0224c061dd5a6a8e1373572ac817ac6324f1b1e0",
+                "sha256:c9d317efde4bafbc1561509bfa8a23c5cab66c44d49ab5b63ff690f5159b2304",
+                "sha256:cc411ad324a4486b142c41d9b2b6a722c534096963688d879ea6fa8a35028258",
+                "sha256:cdc13a1682b2a6241080745b1953719e7fe0850b40a5c71ca574f090a1391df6",
+                "sha256:cfd7c5dd3c35c19cec59c63df9571c67c6d6e5c92e0fe63517920e97f61106d1",
+                "sha256:e1cacf4796b20865789083252186ce9dc6cc59eca0c2e79cca332bdff24ac481",
+                "sha256:e70d4e467e243455492f5de463b72151cc400710ac03a0678206a5f27e79ddef",
+                "sha256:ecc930ae559ea8a43377e8b60ca6f8d61ac532fc57efb915d899de4a67928efd",
+                "sha256:f161af26f596131b63b236372e4ce40f3167c1b5b5d459b29d2514bd8c9dc9ee"
+            ],
+            "version": "==4.5.2"
         },
         "markupsafe": {
             "hashes": [
@@ -686,24 +700,29 @@
         },
         "matplotlib": {
             "hashes": [
-                "sha256:006413f08ba5db1f5b1e0d6fbdc2ac9058b062ccf552f57182563a78579c34b4",
-                "sha256:1ab264770e7cf2cf4feb99f22c737066aef21ddf1ec402dc255450ac15eacb7b",
-                "sha256:20bcd11efe194cd302bd0653cb025b8d16bcd80442359bfca8d49dc805f35ec8",
-                "sha256:2a6d64336b547e25730b6221e7aadfb01a391a065d43b5f51f0b9d7f673d2dd2",
-                "sha256:31d32c83bb2b617377c6156f75e88b9ec2ded289e47ad4ff0f263dc1019d88b1",
-                "sha256:3d77a6630d093d74cbbfebaa0571d00790966be1ed204e4a8239f5cbd6835c5d",
-                "sha256:4416825ebc9c1f135027a30e8d8aea0edcf45078ce767c7f7386737413cfb98f",
-                "sha256:465c752278d27895e23f1379d6fcfa3a2990643b803c25e3bc16a10641d2346a",
-                "sha256:647cf232ccf6265d2ba1ac4103e8c8b6ac7b03a40da3421234ffb03dda217f59",
-                "sha256:67065d938df34478451af62fbd0670d2b51c4d859fb66673064eb5de8660dd7c",
-                "sha256:81de040403a33bf3c68e9d4a40e26c8d24da00f7e3fadd845003b7e106785da7",
-                "sha256:894dd47c0a6ce38dc19bc87d1f7e2b0608310b2a18d1572291157450b05ce874",
-                "sha256:91c153f4318e3c67c035fd1185f5ea2613f15008b73b66985033033f6fe54bbd",
-                "sha256:a47abc48c7b81fe6e636dde8a58e49b13d87d140e0f448213a4879f4a3f73345",
-                "sha256:a68e42e22f7fd190a532e4215e142276970c2d54040a0c46842fcb3db8b6ec5b",
-                "sha256:da06fa530591a141ffbe1712bbeec784734c3436b40c942d21652f305199b5d9"
-            ],
-            "version": "==3.2.2"
+                "sha256:09b4096748178bcc764b81587b00ab720eac24965d2bf44ecbe09dcf4e8ed253",
+                "sha256:19cf4db0272da286863a50406f6430101af129f288c421b1a7f33ddfc8d0180f",
+                "sha256:244a9088140a4c540e0a2db9c8ada5ad12520efded592a46e5bc43ff8f0fd0aa",
+                "sha256:24e8db94948019d531ce0bcd637ac24b1c8f6744ac86d2aa0eb6dbaeb1386f82",
+                "sha256:2a9d10930406748b50f60c5fa74c399a1c1080aa6ce6e3fe5f38473b02f6f06d",
+                "sha256:605e4d43b421524ad955a56535391e02866d07bce27c644e2c99e25fb59d63d1",
+                "sha256:695b4165520bdfe381d15a6db03778babb265fee7affdc43e169a881f3f329bc",
+                "sha256:6aa7ea00ad7d898704ffed46e83efd7ec985beba57f507c957979f080678b9ea",
+                "sha256:7c9adba58a67d23cc131c4189da56cb1d0f18a237c43188d831a44e4fc5df15a",
+                "sha256:7ce8f5364c74aac06abad84d8744d659bd86036e86c4ebf14c75ae4292597b46",
+                "sha256:855bb281f3cc8e23ef66064a2beb229674fdf785638091fc82a172e3e84c2780",
+                "sha256:9ccc651261b7044ffc3b1e2f9af17b1ef4c6a12fc080b5a7353ef0b53a50be28",
+                "sha256:b0786ac32983191fcd9cc0230b4ec2f8b3c25dee9beca46ca506c5d6cc5c593d",
+                "sha256:bf8d527a2eb9a5db1c9e5e405d1b1c4e66be983620c9ce80af6aae430d9a0c9c",
+                "sha256:c06ea133b44805d42f2507cb3503f6647b0c7918f1900b5063f5a8a69c63f6d2",
+                "sha256:c1f850908600efa60f81ad14eedbaf7cb17185a2c6d26586ae826ae5ce21f6e0",
+                "sha256:cef05e9a2302f96d6f0666ee70ac7715cbc12e3802d8b8eb80bacd6ab81a0a24",
+                "sha256:e3868686f3023644523df486fc224b0af4349f3cdb933b0a71f261a574d7b65f",
+                "sha256:ebb6168c9330309b1f3360d36c481d8cd621a490cf2a69c9d6625b2a76777c12",
+                "sha256:f74c39621b03cec7bc08498f140192ac26ca940ef20beac6dfad3714d2298b2a",
+                "sha256:f9753c6292d5a1fe46828feb38d1de1820e3ea109a5fea0b6ea1dca6e9d0b220"
+            ],
+            "version": "==3.3.0"
         },
         "more-itertools": {
             "hashes": [
@@ -753,34 +772,34 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:13af0184177469192d80db9bd02619f6fa8b922f9f327e077d6f2a6acb1ce1c0",
-                "sha256:26a45798ca2a4e168d00de75d4a524abf5907949231512f372b217ede3429e98",
-                "sha256:26f509450db547e4dfa3ec739419b31edad646d21fb8d0ed0734188b35ff6b27",
-                "sha256:30a59fb41bb6b8c465ab50d60a1b298d1cd7b85274e71f38af5a75d6c475d2d2",
-                "sha256:33c623ef9ca5e19e05991f127c1be5aeb1ab5cdf30cb1c5cf3960752e58b599b",
-                "sha256:356f96c9fbec59974a592452ab6a036cd6f180822a60b529a975c9467fcd5f23",
-                "sha256:3c40c827d36c6d1c3cf413694d7dc843d50997ebffbc7c87d888a203ed6403a7",
-                "sha256:4d054f013a1983551254e2379385e359884e5af105e3efe00418977d02f634a7",
-                "sha256:63d971bb211ad3ca37b2adecdd5365f40f3b741a455beecba70fd0dde8b2a4cb",
-                "sha256:658624a11f6e1c252b2cd170d94bf28c8f9410acab9f2fd4369e11e1cd4e1aaf",
-                "sha256:76766cc80d6128750075378d3bb7812cf146415bd29b588616f72c943c00d598",
-                "sha256:7b57f26e5e6ee2f14f960db46bd58ffdca25ca06dd997729b1b179fddd35f5a3",
-                "sha256:7b852817800eb02e109ae4a9cef2beda8dd50d98b76b6cfb7b5c0099d27b52d4",
-                "sha256:8cde829f14bd38f6da7b2954be0f2837043e8b8d7a9110ec5e318ae6bf706610",
-                "sha256:a2e3a39f43f0ce95204beb8fe0831199542ccab1e0c6e486a0b4947256215632",
-                "sha256:a86c962e211f37edd61d6e11bb4df7eddc4a519a38a856e20a6498c319efa6b0",
-                "sha256:a8705c5073fe3fcc297fb8e0b31aa794e05af6a329e81b7ca4ffecab7f2b95ef",
-                "sha256:b6aaeadf1e4866ca0fdf7bb4eed25e521ae21a7947c59f78154b24fc7abbe1dd",
-                "sha256:be62aeff8f2f054eff7725f502f6228298891fd648dc2630e03e44bf63e8cee0",
-                "sha256:c2edbb783c841e36ca0fa159f0ae97a88ce8137fb3a6cd82eae77349ba4b607b",
-                "sha256:cbe326f6d364375a8e5a8ccb7e9cd73f4b2f6dc3b2ed205633a0db8243e2a96a",
-                "sha256:d34fbb98ad0d6b563b95de852a284074514331e6b9da0a9fc894fb1cdae7a79e",
-                "sha256:d97a86937cf9970453c3b62abb55a6475f173347b4cde7f8dcdb48c8e1b9952d",
-                "sha256:dd53d7c4a69e766e4900f29db5872f5824a06827d594427cf1a4aa542818b796",
-                "sha256:df1889701e2dfd8ba4dc9b1a010f0a60950077fb5242bb92c8b5c7f1a6f2668a",
-                "sha256:fa1fe75b4a9e18b66ae7f0b122543c42debcf800aaafa0212aaff3ad273c2596"
-            ],
-            "version": "==1.19.0"
+                "sha256:082f8d4dd69b6b688f64f509b91d482362124986d98dc7dc5f5e9f9b9c3bb983",
+                "sha256:1bc0145999e8cb8aed9d4e65dd8b139adf1919e521177f198529687dbf613065",
+                "sha256:309cbcfaa103fc9a33ec16d2d62569d541b79f828c382556ff072442226d1968",
+                "sha256:3673c8b2b29077f1b7b3a848794f8e11f401ba0b71c49fbd26fb40b71788b132",
+                "sha256:480fdd4dbda4dd6b638d3863da3be82873bba6d32d1fc12ea1b8486ac7b8d129",
+                "sha256:56ef7f56470c24bb67fb43dae442e946a6ce172f97c69f8d067ff8550cf782ff",
+                "sha256:5a936fd51049541d86ccdeef2833cc89a18e4d3808fe58a8abeb802665c5af93",
+                "sha256:5b6885c12784a27e957294b60f97e8b5b4174c7504665333c5e94fbf41ae5d6a",
+                "sha256:667c07063940e934287993366ad5f56766bc009017b4a0fe91dbd07960d0aba7",
+                "sha256:7ed448ff4eaffeb01094959b19cbaf998ecdee9ef9932381420d514e446601cd",
+                "sha256:8343bf67c72e09cfabfab55ad4a43ce3f6bf6e6ced7acf70f45ded9ebb425055",
+                "sha256:92feb989b47f83ebef246adabc7ff3b9a59ac30601c3f6819f8913458610bdcc",
+                "sha256:935c27ae2760c21cd7354402546f6be21d3d0c806fffe967f745d5f2de5005a7",
+                "sha256:aaf42a04b472d12515debc621c31cf16c215e332242e7a9f56403d814c744624",
+                "sha256:b12e639378c741add21fbffd16ba5ad25c0a1a17cf2b6fe4288feeb65144f35b",
+                "sha256:b1cca51512299841bf69add3b75361779962f9cee7d9ee3bb446d5982e925b69",
+                "sha256:b8456987b637232602ceb4d663cb34106f7eb780e247d51a260b84760fd8f491",
+                "sha256:b9792b0ac0130b277536ab8944e7b754c69560dac0415dd4b2dbd16b902c8954",
+                "sha256:c9591886fc9cbe5532d5df85cb8e0cc3b44ba8ce4367bd4cf1b93dc19713da72",
+                "sha256:cf1347450c0b7644ea142712619533553f02ef23f92f781312f6a3553d031fc7",
+                "sha256:de8b4a9b56255797cbddb93281ed92acbc510fb7b15df3f01bd28f46ebc4edae",
+                "sha256:e1b1dc0372f530f26a03578ac75d5e51b3868b9b76cd2facba4c9ee0eb252ab1",
+                "sha256:e45f8e981a0ab47103181773cc0a54e650b2aef8c7b6cd07405d0fa8d869444a",
+                "sha256:e4f6d3c53911a9d103d8ec9518190e52a8b945bab021745af4939cfc7c0d4a9e",
+                "sha256:ed8a311493cf5480a2ebc597d1e177231984c818a86875126cfd004241a73c3e",
+                "sha256:ef71a1d4fd4858596ae80ad1ec76404ad29701f8ca7cdcebc50300178db14dfc"
+            ],
+            "version": "==1.19.1"
         },
         "p-astro": {
             "hashes": [
@@ -797,31 +816,31 @@
         },
         "pandas": {
             "hashes": [
-                "sha256:02f1e8f71cd994ed7fcb9a35b6ddddeb4314822a0e09a9c5b2d278f8cb5d4096",
-                "sha256:13f75fb18486759da3ff40f5345d9dd20e7d78f2a39c5884d013456cec9876f0",
-                "sha256:35b670b0abcfed7cad76f2834041dcf7ae47fd9b22b63622d67cdc933d79f453",
-                "sha256:4c73f373b0800eb3062ffd13d4a7a2a6d522792fa6eb204d67a4fad0a40f03dc",
-                "sha256:5759edf0b686b6f25a5d4a447ea588983a33afc8a0081a0954184a4a87fd0dd7",
-                "sha256:5a7cf6044467c1356b2b49ef69e50bf4d231e773c3ca0558807cdba56b76820b",
-                "sha256:69c5d920a0b2a9838e677f78f4dde506b95ea8e4d30da25859db6469ded84fa8",
-                "sha256:8778a5cc5a8437a561e3276b85367412e10ae9fff07db1eed986e427d9a674f8",
-                "sha256:9871ef5ee17f388f1cb35f76dc6106d40cb8165c562d573470672f4cdefa59ef",
-                "sha256:9c31d52f1a7dd2bb4681d9f62646c7aa554f19e8e9addc17e8b1b20011d7522d",
-                "sha256:ab8173a8efe5418bbe50e43f321994ac6673afc5c7c4839014cf6401bbdd0705",
-                "sha256:ae961f1f0e270f1e4e2273f6a539b2ea33248e0e3a11ffb479d757918a5e03a9",
-                "sha256:b3c4f93fcb6e97d993bf87cdd917883b7dab7d20c627699f360a8fb49e9e0b91",
-                "sha256:c9410ce8a3dee77653bc0684cfa1535a7f9c291663bd7ad79e39f5ab58f67ab3",
-                "sha256:f69e0f7b7c09f1f612b1f8f59e2df72faa8a6b41c5a436dde5b615aaf948f107",
-                "sha256:faa42a78d1350b02a7d2f0dbe3c80791cf785663d6997891549d0f86dc49125e"
-            ],
-            "version": "==1.0.5"
+                "sha256:0210f8fe19c2667a3817adb6de2c4fd92b1b78e1975ca60c0efa908e0985cbdb",
+                "sha256:0227e3a6e3a22c0e283a5041f1e3064d78fbde811217668bb966ed05386d8a7e",
+                "sha256:0bc440493cf9dc5b36d5d46bbd5508f6547ba68b02a28234cd8e81fdce42744d",
+                "sha256:16504f915f1ae424052f1e9b7cd2d01786f098fbb00fa4e0f69d42b22952d798",
+                "sha256:182a5aeae319df391c3df4740bb17d5300dcd78034b17732c12e62e6dd79e4a4",
+                "sha256:35db623487f00d9392d8af44a24516d6cb9f274afaf73cfcfe180b9c54e007d2",
+                "sha256:40ec0a7f611a3d00d3c666c4cceb9aa3f5bf9fbd81392948a93663064f527203",
+                "sha256:47a03bfef80d6812c91ed6fae43f04f2fa80a4e1b82b35aa4d9002e39529e0b8",
+                "sha256:4b21d46728f8a6be537716035b445e7ef3a75dbd30bd31aa1b251323219d853e",
+                "sha256:4d1a806252001c5db7caecbe1a26e49a6c23421d85a700960f6ba093112f54a1",
+                "sha256:60e20a4ab4d4fec253557d0fc9a4e4095c37b664f78c72af24860c8adcd07088",
+                "sha256:9f61cca5262840ff46ef857d4f5f65679b82188709d0e5e086a9123791f721c8",
+                "sha256:a15835c8409d5edc50b4af93be3377b5dd3eb53517e7f785060df1f06f6da0e2",
+                "sha256:b39508562ad0bb3f384b0db24da7d68a2608b9ddc85b1d931ccaaa92d5e45273",
+                "sha256:ed60848caadeacecefd0b1de81b91beff23960032cded0ac1449242b506a3b3f",
+                "sha256:fc714895b6de6803ac9f661abb316853d0cd657f5d23985222255ad76ccedc25"
+            ],
+            "version": "==1.1.0"
         },
         "parso": {
             "hashes": [
-                "sha256:158c140fc04112dc45bca311633ae5033c2c2a7b732fa33d0955bad8152a8dd0",
-                "sha256:908e9fae2144a076d72ae4e25539143d40b8e3eafbaeae03c1bfe226f4cdf12c"
+                "sha256:97218d9159b2520ff45eb78028ba8b50d2bc61dcc062a9682666f2dc4bd331ea",
+                "sha256:caba44724b994a8a5e086460bb212abc5a8bc46951bf4a9a1210745953622eb9"
             ],
-            "version": "==0.7.0"
+            "version": "==0.7.1"
         },
         "patsy": {
             "hashes": [
@@ -832,10 +851,10 @@
         },
         "pesummary": {
             "hashes": [
-                "sha256:2ac4b4ccb556a19d8d75295bda0aaa1d50683e3bb86da0d95ee5c7f23cb30a90",
-                "sha256:f7cd304a61aa7eec4419c783f919681d1c798f82f980ec93de45e12a9cc9437e"
+                "sha256:43885c764488917a711256a0077d975a0e3abca797d2f816bd03259cde589513",
+                "sha256:f9fa709882fe69343e592e352f75db4f15826b857003a0e7fb084b9fec78ed21"
             ],
-            "version": "==0.6.0"
+            "version": "==0.7.0"
         },
         "pexpect": {
             "hashes": [
@@ -885,10 +904,10 @@
         },
         "plotly": {
             "hashes": [
-                "sha256:ce55e1a9669ea7455574ddbfe2fb52636eb63a6c29387ee0c0a929ed2325f916",
-                "sha256:fe34a751dd4558b8483de86f0edf480f352fca0e6948799e23848a2355427a97"
+                "sha256:257f530ffd73754bd008454826905657b329053364597479bb9774437a396837",
+                "sha256:7c7b613af8def74f48b1298f08a49086bb9792104119feb4a137f737533021e1"
             ],
-            "version": "==4.8.2"
+            "version": "==4.9.0"
         },
         "pluggy": {
             "hashes": [
@@ -989,10 +1008,10 @@
         },
         "pytest": {
             "hashes": [
-                "sha256:5c0db86b698e8f170ba4582a492248919255fcd4c79b1ee64ace34301fb589a1",
-                "sha256:7979331bfcba207414f5e1263b5a0f8f521d0f457318836a7355531ed1a4c7d8"
+                "sha256:85228d75db9f45e06e57ef9bf4429267f81ac7c0d742cc9ed63d09886a9fe6f4",
+                "sha256:8b6007800c53fdacd5a5c192203f4e531eb2a1540ad9c752e052ec0f7143dbad"
             ],
-            "version": "==5.4.3"
+            "version": "==6.0.1"
         },
         "python-dateutil": {
             "hashes": [
@@ -1032,36 +1051,36 @@
         },
         "pyzmq": {
             "hashes": [
-                "sha256:07fb8fe6826a229dada876956590135871de60dbc7de5a18c3bcce2ed1f03c98",
-                "sha256:13a5638ab24d628a6ade8f794195e1a1acd573496c3b85af2f1183603b7bf5e0",
-                "sha256:15b4cb21118f4589c4db8be4ac12b21c8b4d0d42b3ee435d47f686c32fe2e91f",
-                "sha256:21f7d91f3536f480cb2c10d0756bfa717927090b7fb863e6323f766e5461ee1c",
-                "sha256:2a88b8fabd9cc35bd59194a7723f3122166811ece8b74018147a4ed8489e6421",
-                "sha256:342fb8a1dddc569bc361387782e8088071593e7eaf3e3ecf7d6bd4976edff112",
-                "sha256:4ee0bfd82077a3ff11c985369529b12853a4064320523f8e5079b630f9551448",
-                "sha256:54aa24fd60c4262286fc64ca632f9e747c7cc3a3a1144827490e1dc9b8a3a960",
-                "sha256:58688a2dfa044fad608a8e70ba8d019d0b872ec2acd75b7b5e37da8905605891",
-                "sha256:5b99c2ae8089ef50223c28bac57510c163bfdff158c9e90764f812b94e69a0e6",
-                "sha256:5b9d21fc56c8aacd2e6d14738021a9d64f3f69b30578a99325a728e38a349f85",
-                "sha256:5f1f2eb22aab606f808163eb1d537ac9a0ba4283fbeb7a62eb48d9103cf015c2",
-                "sha256:6ca519309703e95d55965735a667809bbb65f52beda2fdb6312385d3e7a6d234",
-                "sha256:87c78f6936e2654397ca2979c1d323ee4a889eef536cc77a938c6b5be33351a7",
-                "sha256:8952f6ba6ae598e792703f3134af5a01af8f5c7cf07e9a148f05a12b02412cea",
-                "sha256:931339ac2000d12fe212e64f98ce291e81a7ec6c73b125f17cf08415b753c087",
-                "sha256:956775444d01331c7eb412c5fb9bb62130dfaac77e09f32764ea1865234e2ca9",
-                "sha256:97b6255ae77328d0e80593681826a0479cb7bac0ba8251b4dd882f5145a2293a",
-                "sha256:aaa8b40b676576fd7806839a5de8e6d5d1b74981e6376d862af6c117af2a3c10",
-                "sha256:af0c02cf49f4f9eedf38edb4f3b6bb621d83026e7e5d76eb5526cc5333782fd6",
-                "sha256:b08780e3a55215873b3b8e6e7ca8987f14c902a24b6ac081b344fd430d6ca7cd",
-                "sha256:ba6f24431b569aec674ede49cad197cad59571c12deed6ad8e3c596da8288217",
-                "sha256:bafd651b557dd81d89bd5f9c678872f3e7b7255c1c751b78d520df2caac80230",
-                "sha256:bfff5ffff051f5aa47ba3b379d87bd051c3196b0c8a603e8b7ed68a6b4f217ec",
-                "sha256:cf5d689ba9513b9753959164cf500079383bc18859f58bf8ce06d8d4bef2b054",
-                "sha256:dcbc3f30c11c60d709c30a213dc56e88ac016fe76ac6768e64717bd976072566",
-                "sha256:f9d7e742fb0196992477415bb34366c12e9bb9a0699b8b3f221ff93b213d7bec",
-                "sha256:faee2604f279d31312bc455f3d024f160b6168b9c1dde22bf62d8c88a4deca8e"
-            ],
-            "version": "==19.0.1"
+                "sha256:00dca814469436455399660247d74045172955459c0bd49b54a540ce4d652185",
+                "sha256:046b92e860914e39612e84fa760fc3f16054d268c11e0e25dcb011fb1bc6a075",
+                "sha256:09d24a80ccb8cbda1af6ed8eb26b005b6743e58e9290566d2a6841f4e31fa8e0",
+                "sha256:0a422fc290d03958899743db091f8154958410fc76ce7ee0ceb66150f72c2c97",
+                "sha256:276ad604bffd70992a386a84bea34883e696a6b22e7378053e5d3227321d9702",
+                "sha256:296540a065c8c21b26d63e3cea2d1d57902373b16e4256afe46422691903a438",
+                "sha256:29d51279060d0a70f551663bc592418bcad7f4be4eea7b324f6dd81de05cb4c1",
+                "sha256:36ab114021c0cab1a423fe6689355e8f813979f2c750968833b318c1fa10a0fd",
+                "sha256:3fa6debf4bf9412e59353defad1f8035a1e68b66095a94ead8f7a61ae90b2675",
+                "sha256:5120c64646e75f6db20cc16b9a94203926ead5d633de9feba4f137004241221d",
+                "sha256:59f1e54627483dcf61c663941d94c4af9bf4163aec334171686cdaee67974fe5",
+                "sha256:5d9fc809aa8d636e757e4ced2302569d6e60e9b9c26114a83f0d9d6519c40493",
+                "sha256:654d3e06a4edc566b416c10293064732516cf8871a4522e0a2ba00cc2a2e600c",
+                "sha256:720d2b6083498a9281eaee3f2927486e9fe02cd16d13a844f2e95217f243efea",
+                "sha256:73483a2caaa0264ac717af33d6fb3f143d8379e60a422730ee8d010526ce1913",
+                "sha256:8a6ada5a3f719bf46a04ba38595073df8d6b067316c011180102ba2a1925f5b5",
+                "sha256:8b66b94fe6243d2d1d89bca336b2424399aac57932858b9a30309803ffc28112",
+                "sha256:99cc0e339a731c6a34109e5c4072aaa06d8e32c0b93dc2c2d90345dd45fa196c",
+                "sha256:a7e7f930039ee0c4c26e4dfee015f20bd6919cd8b97c9cd7afbde2923a5167b6",
+                "sha256:ab0d01148d13854de716786ca73701012e07dff4dfbbd68c4e06d8888743526e",
+                "sha256:c1a31cd42905b405530e92bdb70a8a56f048c8a371728b8acf9d746ecd4482c0",
+                "sha256:c20dd60b9428f532bc59f2ef6d3b1029a28fc790d408af82f871a7db03e722ff",
+                "sha256:c36ffe1e5aa35a1af6a96640d723d0d211c5f48841735c2aa8d034204e87eb87",
+                "sha256:c40fbb2b9933369e994b837ee72193d6a4c35dfb9a7c573257ef7ff28961272c",
+                "sha256:d46fb17f5693244de83e434648b3dbb4f4b0fec88415d6cbab1c1452b6f2ae17",
+                "sha256:e36f12f503511d72d9bdfae11cadbadca22ff632ff67c1b5459f69756a029c19",
+                "sha256:f1a25a61495b6f7bb986accc5b597a3541d9bd3ef0016f50be16dbb32025b302",
+                "sha256:fa411b1d8f371d3a49d31b0789eb6da2537dadbb2aef74a43aa99a78195c3f76"
+            ],
+            "version": "==19.0.2"
         },
         "redis": {
             "hashes": [
@@ -1159,24 +1178,24 @@
         },
         "scipy": {
             "hashes": [
-                "sha256:0f62f3be924a4314cf2384c6f77d3a0e3bf4ada370530a7d0a6d5a61192bec9e",
-                "sha256:11d8bfcea08e971968d07495bdf1de37b3b1bb5ca78e4ddbe8d60791f0456942",
-                "sha256:1b23129e9838694c36475b296ac251ae0b0247455352f2bed0b246c30b61c822",
-                "sha256:244b4a23a8cb6707e19f5579502112954659bb983852b1c381243fe46d9b6818",
-                "sha256:2aec0f81a29440e0c000222ac0447748a840d328b5698dd900ece4113bca5cde",
-                "sha256:2e99f50d0061c385f8f46c5a99bb07ad013ec2dcf95ccba3be4e081594e7ab19",
-                "sha256:38cdb4eafe727b324f295ab69eaa0788a8eefe08d59360968928753ab7f68ba9",
-                "sha256:40969696eb13c2f1b6fc8e99ce597a47627f0167a7feb6086c2ccdfb55835cfc",
-                "sha256:4e1a790fdf82a67619a38f017105df4bb66dfcdaea45df793ece27fd534720c2",
-                "sha256:4ff72877d19b295ee7f7727615ea8238f2d59159df0bdd98f91754be4a2767f0",
-                "sha256:69eb6245ff472db406c3e9b3e13bd0dc6e2ff48e7e758a7bfca296ecdb1ae8b9",
-                "sha256:8f354e92246de33c44ddfc5fef61bce8c19d5aeeb2130b6a672b15db619453e4",
-                "sha256:ae24f16056c87e7f086a56a7aaf6e65e4626ac70b7e08d7f54e078693abcf778",
-                "sha256:d266d955c3fd12336c948abb368de230bf8dc20efad428abb908165d9c87f53f",
-                "sha256:eb48915142f2dbd4b84df8ca66e433946df1a13eff36015c2b7843aa39dbc30d",
-                "sha256:f662ad49ef930325161bd5edac39932c3f1b55547eaa0afce08367522f6314df"
-            ],
-            "version": "==1.5.0"
+                "sha256:066c513d90eb3fd7567a9e150828d39111ebd88d3e924cdfc9f8ce19ab6f90c9",
+                "sha256:07e52b316b40a4f001667d1ad4eb5f2318738de34597bd91537851365b6c61f1",
+                "sha256:0a0e9a4e58a4734c2eba917f834b25b7e3b6dc333901ce7784fd31aefbd37b2f",
+                "sha256:1c7564a4810c1cd77fcdee7fa726d7d39d4e2695ad252d7c86c3ea9d85b7fb8f",
+                "sha256:315aa2165aca31375f4e26c230188db192ed901761390be908c9b21d8b07df62",
+                "sha256:6e86c873fe1335d88b7a4bfa09d021f27a9e753758fd75f3f92d714aa4093768",
+                "sha256:8e28e74b97fc8d6aa0454989db3b5d36fc27e69cef39a7ee5eaf8174ca1123cb",
+                "sha256:92eb04041d371fea828858e4fff182453c25ae3eaa8782d9b6c32b25857d23bc",
+                "sha256:a0afbb967fd2c98efad5f4c24439a640d39463282040a88e8e928db647d8ac3d",
+                "sha256:a785409c0fa51764766840185a34f96a0a93527a0ff0230484d33a8ed085c8f8",
+                "sha256:cca9fce15109a36a0a9f9cfc64f870f1c140cb235ddf27fe0328e6afb44dfed0",
+                "sha256:d56b10d8ed72ec1be76bf10508446df60954f08a41c2d40778bc29a3a9ad9bce",
+                "sha256:dac09281a0eacd59974e24525a3bc90fa39b4e95177e638a31b14db60d3fa806",
+                "sha256:ec5fe57e46828d034775b00cd625c4a7b5c7d2e354c3b258d820c6c72212a6ec",
+                "sha256:eecf40fa87eeda53e8e11d265ff2254729d04000cd40bae648e76ff268885d66",
+                "sha256:fc98f3eac993b9bfdd392e675dfe19850cc8c7246a8fd2b42443e506344be7d9"
+            ],
+            "version": "==1.5.2"
         },
         "seaborn": {
             "hashes": [
@@ -1191,10 +1210,10 @@
                 "tornado"
             ],
             "hashes": [
-                "sha256:06825c15a78934e78941ea25910db71314c891608a46492fc32c15902c6b2119",
-                "sha256:3ac0c430761b3cb7682ce612151d829f8644bb3830d4e530c75b02ceb745ff49"
+                "sha256:21b17d6aa064c0fb703a7c00f77cf6c9c497cf2f83345c28892980a5e742d116",
+                "sha256:4fc97114c77d005467b9b1a29f042e2bc01923cb683b0ef0bbda46e79fa12532"
             ],
-            "version": "==0.15.1"
+            "version": "==0.16.3"
         },
         "service-identity": {
             "hashes": [
@@ -1203,6 +1222,13 @@
             ],
             "version": "==18.1.0"
         },
+        "setuptools-scm": {
+            "hashes": [
+                "sha256:69258e2eeba5f7ce1ed7a5f109519580fa3578250f8e4d6684859f86d1b15826",
+                "sha256:a8994582e716ec690f33fec70cca0f85bd23ec974e3f783233e4879090a7faa8"
+            ],
+            "version": "==4.1.2"
+        },
         "six": {
             "hashes": [
                 "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
@@ -1276,6 +1302,13 @@
             ],
             "version": "==3.6.1"
         },
+        "toml": {
+            "hashes": [
+                "sha256:926b612be1e5ce0634a2ca03470f95169cf16f939018233a670519cb4ac58b0f",
+                "sha256:bda89d5935c2eac546d648028b9901107a595863cb36bae0c73ac804a9b4ce88"
+            ],
+            "version": "==0.10.1"
+        },
         "tornado": {
             "hashes": [
                 "sha256:0fe2d45ba43b00a41cd73f8be321a44936dc1aba233dee979f17a042b83eb6dc",
@@ -1292,10 +1325,10 @@
         },
         "tqdm": {
             "hashes": [
-                "sha256:63ef7a6d3eb39f80d6b36e4867566b3d8e5f1fe3d6cb50c5e9ede2b3198ba7b7",
-                "sha256:7810e627bcf9d983a99d9ff8a0c09674400fd2927eddabeadf153c14a2ec8656"
+                "sha256:1a336d2b829be50e46b84668691e0a2719f26c97c62846298dd5ae2937e4d5cf",
+                "sha256:564d632ea2b9cb52979f7956e093e831c28d441c11751682f84c86fc46e4fd21"
             ],
-            "version": "==4.47.0"
+            "version": "==4.48.2"
         },
         "traitlets": {
             "hashes": [
@@ -1334,10 +1367,10 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527",
-                "sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115"
+                "sha256:91056c15fa70756691db97756772bb1eb9678fa585d9184f24534b100dc60f4a",
+                "sha256:e7983572181f5e1522d9c98453462384ee92a0be7fac5f1413a1e35c56cc0461"
             ],
-            "version": "==1.25.9"
+            "version": "==1.25.10"
         },
         "vine": {
             "hashes": [
@@ -1367,6 +1400,13 @@
             ],
             "version": "==1.0.1"
         },
+        "wheel": {
+            "hashes": [
+                "sha256:8788e9155fe14f54164c1b9eb0a319d98ef02c160725587ad60f14ddc57b6f96",
+                "sha256:df277cb51e61359aba502208d680f90c0493adec6f0e848af94948778aed386e"
+            ],
+            "version": "==0.34.2"
+        },
         "zipp": {
             "hashes": [
                 "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",