diff --git a/graffiti/Pipfile.lock b/graffiti/Pipfile.lock
index 272fbeb..a4e5857 100644
--- a/graffiti/Pipfile.lock
+++ b/graffiti/Pipfile.lock
@@ -32,10 +32,11 @@
         },
         "bleach": {
             "hashes": [
-                "sha256:44f69771e2ac81ff30d929d485b7f9919f3ad6d019b6b20c74f3b8687c3f70df",
-                "sha256:aa8b870d0f46965bac2c073a93444636b0e1ca74e9777e34f03dd494b8a59d48"
+                "sha256:cc8da25076a1fe56c3ac63671e2194458e0c4d9c7becfd52ca251650d517903c",
+                "sha256:e78e426105ac07026ba098f04de8abe9b6e3e98b5befbf89b51a5ef0a4292b03"
             ],
-            "version": "==3.1.1"
+            "index": "pypi",
+            "version": "==3.1.4"
         },
         "branca": {
             "hashes": [
@@ -47,10 +48,10 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:54c38050039232e1db4ad7375cfce6748d7b41c29e95a081c8a6d2c30364a2ce",
-                "sha256:5d19b92a3c8f7f101c8dd86afd86b0f061a8ce4540ab8cd401fa2542756bce6d"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
             ],
-            "version": "==4.4.1"
+            "version": "==4.4.2"
         },
         "defusedxml": {
             "hashes": [
@@ -68,18 +69,18 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:06f5b3a99029c7134207dd882428a66992a9de2bef7c2b699b5641f9886c3302",
-                "sha256:b97607a1a18a5100839aec1dc26a1ea17ee0d93b20b0f008d80a5a050afb200b"
+                "sha256:2a688cbaa90e0cc587f1df48bdc97a6eadccdcd9c35fb3f976a09e3b5016d90f",
+                "sha256:34513a8a0c4962bc66d35b359558fd8a5e10cd472d37aec5f66858addef32c1e"
             ],
             "markers": "python_version < '3.8'",
-            "version": "==1.5.0"
+            "version": "==1.6.0"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:7f1f01df22f1229c8879501057877ccaf92a3b01c1d00db708aad5003e5f9238",
-                "sha256:ba8c9e5561f3223fb47ce06ad7925cb9444337ac367341c0c520ffb68ea6d120"
+                "sha256:37c65d2e2da3326e5cf114405df6d47d997b8a3eba99e2cc4b75833bf71a5e18",
+                "sha256:39746b5f7d847a23fae4eac893e63e3d9cc5f8c3a4797fcd3bfa8d1a296ec6ed"
             ],
-            "version": "==5.1.4"
+            "version": "==5.2.0"
         },
         "ipyleaflet": {
             "hashes": [
@@ -91,11 +92,11 @@
         },
         "ipython": {
             "hashes": [
-                "sha256:d9459e7237e2e5858738ff9c3e26504b79899b58a6d49e574d352493d80684c6",
-                "sha256:f6689108b1734501d3b59c84427259fd5ac5141afe2e846cfa8598eb811886c9"
+                "sha256:ca478e52ae1f88da0102360e57e528b92f3ae4316aabac80a2cd7f7ab2efb48a",
+                "sha256:eb8d075de37f678424527b5ef6ea23f7b80240ca031c2dd6de5879d687a65333"
             ],
             "markers": "python_version >= '3.3'",
-            "version": "==7.12.0"
+            "version": "==7.13.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -127,10 +128,10 @@
         },
         "json5": {
             "hashes": [
-                "sha256:36ae138e79ae2f10b93bfde61bef7441a796edfd1d1cb4feeb8ed55836fd087e",
-                "sha256:ddbf6b06f674edf53c40c1861df767a2fc5fe37651d643317849461be14823b7"
+                "sha256:2ebfad1cd502dca6aecab5b5c36a21c732c3461ddbc412fb0e9a52b07ddfe586",
+                "sha256:4e0fc461b5508196a3ddb3b981dc677805923b86d6eb603c7f58f2459ab1458f"
             ],
-            "version": "==0.9.1"
+            "version": "==0.9.4"
         },
         "jsonschema": {
             "hashes": [
@@ -141,10 +142,10 @@
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:60e6faec1031d63df57f1cc671ed673dced0ed420f4377ea33db37b1c188b910",
-                "sha256:d0c077c9aaa4432ad485e7733e4d91e48f87b4f4bab7d283d42bb24cbbba0a0f"
+                "sha256:5724827aedb1948ed6ed15131372bc304a8d3ad9ac67ac19da7c95120d6b17e0",
+                "sha256:81c1c712de383bf6bf3dab6b407392b0d84d814c7bd0ce2c7035ead8b2ffea97"
             ],
-            "version": "==5.3.4"
+            "version": "==6.1.2"
         },
         "jupyter-core": {
             "hashes": [
@@ -163,10 +164,10 @@
         },
         "jupyterlab-server": {
             "hashes": [
-                "sha256:d0977527bfce6f47c782cb6bf79d2c949ebe3f22ac695fa000b730c671445dad",
-                "sha256:d9c3bcf097f7ad8d8fd2f8d0c1e8a1b833671c02808e5f807088975495364447"
+                "sha256:12381712f2e70b68442c03046b3afa6483dad4ccae9f47673ffe8a808cefd8e2",
+                "sha256:d554d3660049bd1495b190e63a96e06a2707a59936dd58ba3ec1dfe64775987e"
             ],
-            "version": "==1.0.6"
+            "version": "==1.0.7"
         },
         "markupsafe": {
             "hashes": [
@@ -236,29 +237,29 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:1786a08236f2c92ae0e70423c45e1e62788ed33028f94ca99c4df03f5be6b3c6",
-                "sha256:17aa7a81fe7599a10f2b7d95856dc5cf84a4eefa45bc96123cbbc3ebc568994e",
-                "sha256:20b26aaa5b3da029942cdcce719b363dbe58696ad182aff0e5dcb1687ec946dc",
-                "sha256:2d75908ab3ced4223ccba595b48e538afa5ecc37405923d1fea6906d7c3a50bc",
-                "sha256:39d2c685af15d3ce682c99ce5925cc66efc824652e10990d2462dfe9b8918c6a",
-                "sha256:56bc8ded6fcd9adea90f65377438f9fea8c05fcf7c5ba766bef258d0da1554aa",
-                "sha256:590355aeade1a2eaba17617c19edccb7db8d78760175256e3cf94590a1a964f3",
-                "sha256:70a840a26f4e61defa7bdf811d7498a284ced303dfbc35acb7be12a39b2aa121",
-                "sha256:77c3bfe65d8560487052ad55c6998a04b654c2fbc36d546aef2b2e511e760971",
-                "sha256:9537eecf179f566fd1c160a2e912ca0b8e02d773af0a7a1120ad4f7507cd0d26",
-                "sha256:9acdf933c1fd263c513a2df3dceecea6f3ff4419d80bf238510976bf9bcb26cd",
-                "sha256:ae0975f42ab1f28364dcda3dde3cf6c1ddab3e1d4b2909da0cb0191fa9ca0480",
-                "sha256:b3af02ecc999c8003e538e60c89a2b37646b39b688d4e44d7373e11c2debabec",
-                "sha256:b6ff59cee96b454516e47e7721098e6ceebef435e3e21ac2d6c3b8b02628eb77",
-                "sha256:b765ed3930b92812aa698a455847141869ef755a87e099fddd4ccf9d81fffb57",
-                "sha256:c98c5ffd7d41611407a1103ae11c8b634ad6a43606eca3e2a5a269e5d6e8eb07",
-                "sha256:cf7eb6b1025d3e169989416b1adcd676624c2dbed9e3bcb7137f51bfc8cc2572",
-                "sha256:d92350c22b150c1cae7ebb0ee8b5670cc84848f6359cf6b5d8f86617098a9b73",
-                "sha256:e422c3152921cece8b6a2fb6b0b4d73b6579bd20ae075e7d15143e711f3ca2ca",
-                "sha256:e840f552a509e3380b0f0ec977e8124d0dc34dc0e68289ca28f4d7c1d0d79474",
-                "sha256:f3d0a94ad151870978fb93538e95411c83899c9dc63e6fb65542f769568ecfa5"
-            ],
-            "version": "==1.18.1"
+                "sha256:1598a6de323508cfeed6b7cd6c4efb43324f4692e20d1f76e1feec7f59013448",
+                "sha256:1b0ece94018ae21163d1f651b527156e1f03943b986188dd81bc7e066eae9d1c",
+                "sha256:2e40be731ad618cb4974d5ba60d373cdf4f1b8dcbf1dcf4d9dff5e212baf69c5",
+                "sha256:4ba59db1fcc27ea31368af524dcf874d9277f21fd2e1f7f1e2e0c75ee61419ed",
+                "sha256:59ca9c6592da581a03d42cc4e270732552243dc45e87248aa8d636d53812f6a5",
+                "sha256:5e0feb76849ca3e83dd396254e47c7dba65b3fa9ed3df67c2556293ae3e16de3",
+                "sha256:6d205249a0293e62bbb3898c4c2e1ff8a22f98375a34775a259a0523111a8f6c",
+                "sha256:6fcc5a3990e269f86d388f165a089259893851437b904f422d301cdce4ff25c8",
+                "sha256:82847f2765835c8e5308f136bc34018d09b49037ec23ecc42b246424c767056b",
+                "sha256:87902e5c03355335fc5992a74ba0247a70d937f326d852fc613b7f53516c0963",
+                "sha256:9ab21d1cb156a620d3999dd92f7d1c86824c622873841d6b080ca5495fa10fef",
+                "sha256:a1baa1dc8ecd88fb2d2a651671a84b9938461e8a8eed13e2f0a812a94084d1fa",
+                "sha256:a244f7af80dacf21054386539699ce29bcc64796ed9850c99a34b41305630286",
+                "sha256:a35af656a7ba1d3decdd4fae5322b87277de8ac98b7d9da657d9e212ece76a61",
+                "sha256:b1fe1a6f3a6f355f6c29789b5927f8bd4f134a4bd9a781099a7c4f66af8850f5",
+                "sha256:b5ad0adb51b2dee7d0ee75a69e9871e2ddfb061c73ea8bc439376298141f77f5",
+                "sha256:ba3c7a2814ec8a176bb71f91478293d633c08582119e713a0c5351c0f77698da",
+                "sha256:cd77d58fb2acf57c1d1ee2835567cd70e6f1835e32090538f17f8a3a99e5e34b",
+                "sha256:cdb3a70285e8220875e4d2bc394e49b4988bdb1298ffa4e0bd81b2f613be397c",
+                "sha256:deb529c40c3f1e38d53d5ae6cd077c21f1d49e13afc7936f7f868455e16b64a0",
+                "sha256:e7894793e6e8540dbeac77c87b489e331947813511108ae097f1715c018b8f3d"
+            ],
+            "version": "==1.18.2"
         },
         "pandas": {
             "hashes": [
@@ -288,10 +289,10 @@
         },
         "parso": {
             "hashes": [
-                "sha256:56b2105a80e9c4df49de85e125feb6be69f49920e121406f15e7acde6c9dfc57",
-                "sha256:951af01f61e6dccd04159042a0706a31ad437864ec6e25d0d7a96a9fbb9b0095"
+                "sha256:0c5659e0c6eba20636f99a04f469798dca8da279645ce5c387315b2c23912157",
+                "sha256:8515fc12cfca6ee3aa59138741fc5624d62340c97e401c74875769948d4f2995"
             ],
-            "version": "==0.6.1"
+            "version": "==0.6.2"
         },
         "pexpect": {
             "hashes": [
@@ -316,10 +317,10 @@
         },
         "prompt-toolkit": {
             "hashes": [
-                "sha256:a402e9bf468b63314e37460b68ba68243d55b2f8c4d0192f85a019af3945050e",
-                "sha256:c93e53af97f630f12f5f62a3274e79527936ed466f038953dfa379d4941f651a"
+                "sha256:563d1a4140b63ff9dd587bda9557cffb2fe73650205ab6f4383092fb882e7dc8",
+                "sha256:df7e9e63aea609b1da3a65641ceaf5bc7d05e0a04de5bd45d05dbeffbabf9e04"
             ],
-            "version": "==3.0.3"
+            "version": "==3.0.5"
         },
         "ptyprocess": {
             "hashes": [
@@ -331,16 +332,16 @@
         },
         "pygments": {
             "hashes": [
-                "sha256:2a3fe295e54a20164a9df49c75fa58526d3be48e14aceba6d6b1e8ac0bfd6f1b",
-                "sha256:98c8aa5a9f778fcd1026a17361ddaf7330d1b7c62ae97c3bb0ae73e0b9b6b0fe"
+                "sha256:647344a061c249a3b74e230c739f434d7ea4d8b1d5f3721bc0f3558049b38f44",
+                "sha256:ff7a40b4860b727ab48fad6360eb351cc1b33cbf9b15a0f689ca5353e9463324"
             ],
-            "version": "==2.5.2"
+            "version": "==2.6.1"
         },
         "pyrsistent": {
             "hashes": [
-                "sha256:cdc7b5e3ed77bed61270a47d35434a30617b9becdf2478af76ad2c6ade307280"
+                "sha256:28669905fe725965daa16184933676547c5bb40a5153055a8dee2a4bd7933ad3"
             ],
-            "version": "==0.15.7"
+            "version": "==0.16.0"
         },
         "python-dateutil": {
             "hashes": [
@@ -358,36 +359,36 @@
         },
         "pyzmq": {
             "hashes": [
-                "sha256:01b588911714a6696283de3904f564c550c9e12e8b4995e173f1011755e01086",
-                "sha256:0573b9790aa26faff33fba40f25763657271d26f64bffb55a957a3d4165d6098",
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-                "sha256:4b73d20aec63933bbda7957e30add233289d86d92a0bb9feb3f4746376f33527",
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-                "sha256:80c928d5adcfa12346b08d31360988d843b54b94154575cccd628f1fe91446bc",
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-                "sha256:8b8498ceee33a7023deb2f3db907ca41d6940321e282297327a9be41e3983792",
-                "sha256:8c69a6cbfa94da29a34f6b16193e7c15f5d3220cb772d6d17425ff3faa063a6d",
-                "sha256:8ff946b20d13a99dc5c21cb76f4b8b253eeddf3eceab4218df8825b0c65ab23d",
-                "sha256:972d723a36ab6a60b7806faa5c18aa3c080b7d046c407e816a1d8673989e2485",
-                "sha256:a6c9c42bbdba3f9c73aedbb7671815af1943ae8073e532c2b66efb72f39f4165",
-                "sha256:aa3872f2ebfc5f9692ef8957fe69abe92d905a029c0608e45ebfcd451ad30ab5",
-                "sha256:cf08435b14684f7f2ca2df32c9df38a79cdc17c20dc461927789216cb43d8363",
-                "sha256:d30db4566177a6205ed1badb8dbbac3c043e91b12a2db5ef9171b318c5641b75",
-                "sha256:d5ac84f38575a601ab20c1878818ffe0d09eb51d6cb8511b636da46d0fd8949a",
-                "sha256:e37f22eb4bfbf69cd462c7000616e03b0cdc1b65f2d99334acad36ea0e4ddf6b",
-                "sha256:e6549dd80de7b23b637f586217a4280facd14ac01e9410a037a13854a6977299",
-                "sha256:ed6205ca0de035f252baa0fd26fdd2bc8a8f633f92f89ca866fd423ff26c6f25",
-                "sha256:efdde21febb9b5d7a8e0b87ea2549d7e00fda1936459cfb27fb6fca0c36af6c1",
-                "sha256:f4e72646bfe79ff3adbf1314906bbd2d67ef9ccc71a3a98b8b2ccbcca0ab7bec"
-            ],
-            "version": "==18.1.1"
+                "sha256:0bbc1728fe4314b4ca46249c33873a390559edac7c217ec7001b5e0c34a8fb7f",
+                "sha256:1e076ad5bd3638a18c376544d32e0af986ca10d43d4ce5a5d889a8649f0d0a3d",
+                "sha256:242d949eb6b10197cda1d1cec377deab1d5324983d77e0d0bf9dc5eb6d71a6b4",
+                "sha256:26f4ae420977d2a8792d7c2d7bda43128b037b5eeb21c81951a94054ad8b8843",
+                "sha256:32234c21c5e0a767c754181c8112092b3ddd2e2a36c3f76fc231ced817aeee47",
+                "sha256:3f12ce1e9cc9c31497bd82b207e8e86ccda9eebd8c9f95053aae46d15ccd2196",
+                "sha256:4557d5e036e6d85715b4b9fdb482081398da1d43dc580d03db642b91605b409f",
+                "sha256:4f562dab21c03c7aa061f63b147a595dbe1006bf4f03213272fc9f7d5baec791",
+                "sha256:5e071b834051e9ecb224915398f474bfad802c2fff883f118ff5363ca4ae3edf",
+                "sha256:5e1f65e576ab07aed83f444e201d86deb01cd27dcf3f37c727bc8729246a60a8",
+                "sha256:5f10a31f288bf055be76c57710807a8f0efdb2b82be6c2a2b8f9a61f33a40cea",
+                "sha256:6aaaf90b420dc40d9a0e1996b82c6a0ff91d9680bebe2135e67c9e6d197c0a53",
+                "sha256:75238d3c16cab96947705d5709187a49ebb844f54354cdf0814d195dd4c045de",
+                "sha256:7f7e7b24b1d392bb5947ba91c981e7d1a43293113642e0d8870706c8e70cdc71",
+                "sha256:84b91153102c4bcf5d0f57d1a66a0f03c31e9e6525a5f656f52fc615a675c748",
+                "sha256:944f6bb5c63140d76494467444fd92bebd8674236837480a3c75b01fe17df1ab",
+                "sha256:a1f957c20c9f51d43903881399b078cddcf710d34a2950e88bce4e494dcaa4d1",
+                "sha256:a49fd42a29c1cc1aa9f461c5f2f5e0303adba7c945138b35ee7f4ab675b9f754",
+                "sha256:a99ae601b4f6917985e9bb071549e30b6f93c72f5060853e197bdc4b7d357e5f",
+                "sha256:ad48865a29efa8a0cecf266432ea7bc34e319954e55cf104be0319c177e6c8f5",
+                "sha256:b08e425cf93b4e018ab21dc8fdbc25d7d0502a23cc4fea2380010cf8cf11e462",
+                "sha256:bb10361293d96aa92be6261fa4d15476bca56203b3a11c62c61bd14df0ef89ba",
+                "sha256:bd1a769d65257a7a12e2613070ca8155ee348aa9183f2aadf1c8b8552a5510f5",
+                "sha256:cb3b7156ef6b1a119e68fbe3a54e0a0c40ecacc6b7838d57dd708c90b62a06dc",
+                "sha256:e8e4efb52ec2df8d046395ca4c84ae0056cf507b2f713ec803c65a8102d010de",
+                "sha256:f37c29da2a5b0c5e31e6f8aab885625ea76c807082f70b2d334d3fd573c3100a",
+                "sha256:f4d558bc5668d2345773a9ff8c39e2462dafcb1f6772a2e582fbced389ce527f",
+                "sha256:f5b6d015587a1d6f582ba03b226a9ddb1dfb09878b3be04ef48b01b7d4eb6b2a"
+            ],
+            "version": "==19.0.0"
         },
         "send2trash": {
             "hashes": [
@@ -419,15 +420,17 @@
         },
         "tornado": {
             "hashes": [
-                "sha256:349884248c36801afa19e342a77cc4458caca694b0eda633f5878e458a44cb2c",
-                "sha256:398e0d35e086ba38a0427c3b37f4337327231942e731edaa6e9fd1865bbd6f60",
-                "sha256:4e73ef678b1a859f0cb29e1d895526a20ea64b5ffd510a2307b5998c7df24281",
-                "sha256:559bce3d31484b665259f50cd94c5c28b961b09315ccd838f284687245f416e5",
-                "sha256:abbe53a39734ef4aba061fca54e30c6b4639d3e1f59653f0da37a0003de148c7",
-                "sha256:c845db36ba616912074c5b1ee897f8e0124df269468f25e4fe21fe72f6edd7a9",
-                "sha256:c9399267c926a4e7c418baa5cbe91c7d1cf362d505a1ef898fde44a07c9dd8a5"
+                "sha256:0fe2d45ba43b00a41cd73f8be321a44936dc1aba233dee979f17a042b83eb6dc",
+                "sha256:22aed82c2ea340c3771e3babc5ef220272f6fd06b5108a53b4976d0d722bcd52",
+                "sha256:2c027eb2a393d964b22b5c154d1a23a5f8727db6fda837118a776b29e2b8ebc6",
+                "sha256:5217e601700f24e966ddab689f90b7ea4bd91ff3357c3600fa1045e26d68e55d",
+                "sha256:5618f72e947533832cbc3dec54e1dffc1747a5cb17d1fd91577ed14fa0dc081b",
+                "sha256:5f6a07e62e799be5d2330e68d808c8ac41d4a259b9cea61da4101b83cb5dc673",
+                "sha256:c58d56003daf1b616336781b26d184023ea4af13ae143d9dda65e31e534940b9",
+                "sha256:c952975c8ba74f546ae6de2e226ab3cc3cc11ae47baf607459a6728585bb542a",
+                "sha256:c98232a3ac391f5faea6821b53db8db461157baa788f5d6222a193e9456e1740"
             ],
-            "version": "==6.0.3"
+            "version": "==6.0.4"
         },
         "traitlets": {
             "hashes": [
@@ -445,10 +448,10 @@
         },
         "wcwidth": {
             "hashes": [
-                "sha256:8fd29383f539be45b20bd4df0dc29c20ba48654a41e661925e612311e9f3c603",
-                "sha256:f28b3e8a6483e5d49e7f8949ac1a78314e740333ae305b4ba5defd3e74fb37a8"
+                "sha256:cafe2186b3c009a04067022ce1dcd79cb38d8d65ee4f4791b8888d6599d1bbe1",
+                "sha256:ee73862862a156bf77ff92b09034fc4825dd3af9cf81bc5b360668d425f3c5f1"
             ],
-            "version": "==0.1.8"
+            "version": "==0.1.9"
         },
         "webencodings": {
             "hashes": [
@@ -466,17 +469,17 @@
         },
         "xarray": {
             "hashes": [
-                "sha256:b136ed823a37231058d5a197893f16b32e97f2e448746a9618c3807e927ccb05",
-                "sha256:c72d160c970725201f769e80fb91cbad68d6ebf21d68fcc371385a6c950459c3"
+                "sha256:64e3138d87b641e22fe7a003c94abc685896b247b63e434505c1e6b38c91a8fb",
+                "sha256:a65ab828c6e139b61b93f170f4c96982b764beb27e55bcd87ef4a34285f8a19d"
             ],
-            "version": "==0.15.0"
+            "version": "==0.15.1"
         },
         "zipp": {
             "hashes": [
-                "sha256:12248a63bbdf7548f89cb4c7cda4681e537031eda29c02ea29674bc6854460c2",
-                "sha256:7c0f8e91abc0dc07a5068f315c52cb30c66bfbc581e5b50704c8a2f6ebae794a"
+                "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b",
+                "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"
             ],
-            "version": "==3.0.0"
+            "version": "==3.1.0"
         }
     },
     "develop": {}