added facility density plot

Pipfile

@@ -7,6 +7,7 @@ name = "pypi"
 # plot polygons
 descartes = "*"
 geopandas = "*"
+geoplot = "*"
 matplotlib = "*"
 notebook = "*"
 pandas = "*"

Pipfile.lock

@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "c8a13b510cce2994f557200b4f7d553a2e40bee8bea0127cbb43a3953ab55a34"
+            "sha256": "4395f5e30c58d2d36e98d6780b23e8c5fddbb29fb95828d9e83b687193a1e724"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,6 +16,13 @@
         ]
     },
     "default": {
+        "affine": {
+            "hashes": [
+                "sha256:2e045def1aa29e613c42e801a7e10e0b9bacfed1a7c6af0cadf8843530a15102",
+                "sha256:34b05b070d954c382e56f02c207a372d8a32621a87653cc30cdd31cd7f65799f"
+            ],
+            "version": "==2.3.0"
+        },
         "attrs": {
             "hashes": [
                 "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
@@ -37,6 +44,26 @@
             ],
             "version": "==3.1.0"
         },
+        "cartopy": {
+            "hashes": [
+                "sha256:424bd9e9ddef6e48cbdee694ce589ec431be8591f15b6cb93cb2b333a29b2c61"
+            ],
+            "version": "==0.17.0"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:017c25db2a153ce562900032d5bc68e9f191e44e9a0f762f373977de9df1fbb3",
+                "sha256:25b64c7da4cd7479594d035c08c2d809eb4aab3a26e5a990ea98cc450c320f1f"
+            ],
+            "version": "==2019.11.28"
+        },
+        "chardet": {
+            "hashes": [
+                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
+                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
+            ],
+            "version": "==3.0.4"
+        },
         "click": {
             "hashes": [
                 "sha256:2335065e6395b9e67ca716de5f7526736bfa6ceead690adf616d925bdc622b13",
@@ -59,6 +86,13 @@
             ],
             "version": "==0.5.0"
         },
+        "contextily": {
+            "hashes": [
+                "sha256:338f5669110b06134afa60c536fef9bb880d683dd8931d5ff9ef7cfaf3ca2952",
+                "sha256:6b5fa6958404568762f8357cb9116b5d711333c345c6fde24dfea7b18566f25a"
+            ],
+            "version": "==1.0rc2"
+        },
         "cycler": {
             "hashes": [
                 "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
@@ -80,6 +114,13 @@
             ],
             "version": "==0.6.0"
         },
+        "deprecated": {
+            "hashes": [
+                "sha256:408038ab5fdeca67554e8f6742d1521cd3cd0ee0ff9d47f29318a4f4da31c308",
+                "sha256:8b6a5aa50e482d8244a62e5582b96c372e87e3a28e8b49c316e46b95c76a611d"
+            ],
+            "version": "==1.2.7"
+        },
         "descartes": {
             "hashes": [
                 "sha256:135a502146af5ed6ff359975e2ebc5fa4b71b5432c355c2cafdc6dea1337035b",
@@ -112,6 +153,13 @@
             ],
             "version": "==1.8.13"
         },
+        "geographiclib": {
+            "hashes": [
+                "sha256:12bd46ee7ec25b291ea139b17aa991e7ef373e21abd053949b75c0e9ca55c632",
+                "sha256:51cfa698e7183792bce27d8fb63ac8e83689cd8170a730bf35e1a5c5bf8849b9"
+            ],
+            "version": "==1.50"
+        },
         "geopandas": {
             "hashes": [
                 "sha256:684b4f8b2452638f9f1d43aed6a44bf0638b739a403f19f8a74f3f9beef94e41",
@@ -120,6 +168,28 @@
             "index": "pypi",
             "version": "==0.6.2"
         },
+        "geoplot": {
+            "hashes": [
+                "sha256:0c6678dbb52ab039d670fcf6acc93f5b88df60ae9c074d2ed809132c3cc8e04a",
+                "sha256:37b2f9d012098dd63f790a57df0a06f7279bdd8226d7b73a2cb30e4f0286802b"
+            ],
+            "index": "pypi",
+            "version": "==0.4.0"
+        },
+        "geopy": {
+            "hashes": [
+                "sha256:6239cbf4d8e8a10460c10cf2ae1949c9e9d011e9f25c4e49202734455cc5e884",
+                "sha256:9419bc90ee6231590c4ae7acf1cf126cefbd0736942da7a6a1436946e80830e2"
+            ],
+            "version": "==1.20.0"
+        },
+        "idna": {
+            "hashes": [
+                "sha256:c357b3f628cf53ae2c4c05627ecc484553142ca23264e593d327bcde5e9c3407",
+                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
+            ],
+            "version": "==2.8"
+        },
         "importlib-metadata": {
             "hashes": [
                 "sha256:3a8b2dfd0a2c6a3636e7c016a7e54ae04b997d30e69d5eacdca7a6c2221a1402",
@@ -163,6 +233,13 @@
             ],
             "version": "==2.10.3"
         },
+        "joblib": {
+            "hashes": [
+                "sha256:006108c7576b3eb6c5b27761ddbf188eb6e6347696325ab2027ea1ee9a4b922d",
+                "sha256:6fcc57aacb4e89451fd449e9412687c51817c3f48662c3d8f38ba3f8a0a193ff"
+            ],
+            "version": "==0.14.0"
+        },
         "jsonschema": {
             "hashes": [
                 "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
@@ -184,6 +261,13 @@
             ],
             "version": "==4.6.1"
         },
+        "jupyterlab-pygments": {
+            "hashes": [
+                "sha256:31deda75bd11b014190764c79f6199aa04ef2d4cf35c1c94270fc2e19c23a5c5",
+                "sha256:cc15f2a9850899d108a3c22743a86edcd3b42791a6c88b6e5b558d021d14d065"
+            ],
+            "version": "==0.1.0"
+        },
         "kiwisolver": {
             "hashes": [
                 "sha256:05b5b061e09f60f56244adc885c4a7867da25ca387376b02c1efc29cc16bcd0f",
@@ -226,6 +310,12 @@
             ],
             "version": "==1.1.0"
         },
+        "mapclassify": {
+            "hashes": [
+                "sha256:6994f398dae83cc0aafd844b78a7596ee9ddb0f8c0c73bb0b1af3550056c98a8"
+            ],
+            "version": "==2.1.1"
+        },
         "markupsafe": {
             "hashes": [
                 "sha256:00bc623926325b26bb9605ae9eae8a215691f33cae5df11ca5424f06f2d1f473",
@@ -261,22 +351,34 @@
         },
         "matplotlib": {
             "hashes": [
-                "sha256:08ccc8922eb4792b91c652d3e6d46b1c99073f1284d1b6705155643e8046463a",
-                "sha256:161dcd807c0c3232f4dcd4a12a382d52004a498174cbfafd40646106c5bcdcc8",
-                "sha256:1f9e885bfa1b148d16f82a6672d043ecf11197f6c71ae222d0546db706e52eb2",
-                "sha256:2d6ab54015a7c0d727c33e36f85f5c5e4172059efdd067f7527f6e5d16ad01aa",
-                "sha256:5d2e408a2813abf664bd79431107543ecb449136912eb55bb312317edecf597e",
-                "sha256:61c8b740a008218eb604de518eb411c4953db0cb725dd0b32adf8a81771cab9e",
-                "sha256:80f10af8378fccc136da40ea6aa4a920767476cdfb3241acb93ef4f0465dbf57",
-                "sha256:819d4860315468b482f38f1afe45a5437f60f03eaede495d5ff89f2eeac89500",
-                "sha256:8cc0e44905c2c8fda5637cad6f311eb9517017515a034247ab93d0cf99f8bb7a",
-                "sha256:8e8e2c2fe3d873108735c6ee9884e6f36f467df4a143136209cff303b183bada",
-                "sha256:98c2ffeab8b79a4e3a0af5dd9939f92980eb6e3fec10f7f313df5f35a84dacab",
-                "sha256:d59bb0e82002ac49f4152963f8a1079e66794a4f454457fd2f0dcc7bf0797d30",
-                "sha256:ee59b7bb9eb75932fe3787e54e61c99b628155b0cedc907864f24723ba55b309"
+                "sha256:053deb11bc8599fd2898d18c6524fb914a13ab9f244782b13f217187d404f6c6",
+                "sha256:077b17f4bd73d322ee7322f6f029f5805e8a8db3ad972cb4a875ac40300ee842",
+                "sha256:188b13dc1324f399bd401207e90775ac0f9c08ee517ab5aca7126723fd900b8c",
+                "sha256:3bbbf1c2732c772c7afa63e2a451356bf9f577de7fce996aff805cd664531fed",
+                "sha256:46ea8b5622423b20734ff1c7eacc3771149d35fe7c374a8af1e916b1022ccd02",
+                "sha256:a5cc09726e3c11d01a1c3f5ae9c83cb7015f554932aa80330c87199dcc537914",
+                "sha256:ab3239b3cb72342d7e02bc22032925aa9357c66649de4fecd19c43299333a3ed",
+                "sha256:af6356f17b413cbf4a8be36badb426f644b018cccbecf1cb08965a4bede0e112",
+                "sha256:b2ed24717d708712ca1ad1ef86132e51f6f6d6f2ef684ec47babb37d07cd6bd3",
+                "sha256:bd46580790646b0b5c067590ca68e0a272a5532169af029c66a1adf7138b6774",
+                "sha256:c517261b5049f07a807fc1c867870187837098e09563502c7c31e8e27354d5e6",
+                "sha256:d255e0c97f8dc55bc7a89460498187cefbcf8bc27453c9869dc7f208a21a5eae",
+                "sha256:e0f2f6083b85c44625097254cbf48e4f8892d8d860f05650ab66c92ce81c92de",
+                "sha256:e6a06e864a8be8e758f63a0e118e097f6ee1b5c5314a249d1966e23c4ceef493",
+                "sha256:e8dcb5641ec68e3c4f6b3c390296fb01a4d6e78365e76de4fc563ddfeb973589",
+                "sha256:ec272433673bafc56bda0039b2587535297c1830d75158465f3ace58b99de25a",
+                "sha256:f92d415030e3a68379593ffcd89fa937aae2fd0982abd875aa204eac713306b8",
+                "sha256:fe05e4d91d91320889cb1f24a83dc4368edf54300ce7cb007491539ea569d7a8"
             ],
             "index": "pypi",
-            "version": "==3.1.2"
+            "version": "==3.2.0rc1"
+        },
+        "mercantile": {
+            "hashes": [
+                "sha256:6681c0be3b3d8ea1d88d7f9cff56993782fb7de1e9df420ad9c48f93a859394d",
+                "sha256:6ef7301b8f5b29f622b97f5ab2c43edfa2e1c3857b96adbfc6eac9ec376abe0e"
+            ],
+            "version": "==1.1.2"
         },
         "mistune": {
             "hashes": [
@@ -301,10 +403,10 @@
         },
         "nbconvert": {
             "hashes": [
-                "sha256:21fb48e700b43e82ba0e3142421a659d7739b65568cc832a13976a77be16b523",
-                "sha256:f0d6ec03875f96df45aa13e21fd9b8450c42d7e1830418cccc008c0df725fcee"
+                "sha256:944a5fbe6c4609d74e7f331bfa957c8eff2d53904f7c40f053a44bfb4164b718",
+                "sha256:c86da6adc412df9ad2726fe438589e4495c7835792d6d84f888178682f5d5bcf"
             ],
-            "version": "==5.6.1"
+            "version": "==6.0.0a0"
         },
         "nbformat": {
             "hashes": [
@@ -323,29 +425,29 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:0a7a1dd123aecc9f0076934288ceed7fd9a81ba3919f11a855a7887cbe82a02f",
-                "sha256:0c0763787133dfeec19904c22c7e358b231c87ba3206b211652f8cbe1241deb6",
-                "sha256:3d52298d0be333583739f1aec9026f3b09fdfe3ddf7c7028cb16d9d2af1cca7e",
-                "sha256:43bb4b70585f1c2d153e45323a886839f98af8bfa810f7014b20be714c37c447",
-                "sha256:475963c5b9e116c38ad7347e154e5651d05a2286d86455671f5b1eebba5feb76",
-                "sha256:64874913367f18eb3013b16123c9fed113962e75d809fca5b78ebfbb73ed93ba",
-                "sha256:683828e50c339fc9e68720396f2de14253992c495fdddef77a1e17de55f1decc",
-                "sha256:6ca4000c4a6f95a78c33c7dadbb9495c10880be9c89316aa536eac359ab820ae",
-                "sha256:75fd817b7061f6378e4659dd792c84c0b60533e867f83e0d1e52d5d8e53df88c",
-                "sha256:7d81d784bdbed30137aca242ab307f3e65c8d93f4c7b7d8f322110b2e90177f9",
-                "sha256:8d0af8d3664f142414fd5b15cabfd3b6cc3ef242a3c7a7493257025be5a6955f",
-                "sha256:9679831005fb16c6df3dd35d17aa31dc0d4d7573d84f0b44cc481490a65c7725",
-                "sha256:a8f67ebfae9f575d85fa859b54d3bdecaeece74e3274b0b5c5f804d7ca789fe1",
-                "sha256:acbf5c52db4adb366c064d0b7c7899e3e778d89db585feadd23b06b587d64761",
-                "sha256:ada4805ed51f5bcaa3a06d3dd94939351869c095e30a2b54264f5a5004b52170",
-                "sha256:c7354e8f0eca5c110b7e978034cd86ed98a7a5ffcf69ca97535445a595e07b8e",
-                "sha256:e2e9d8c87120ba2c591f60e32736b82b67f72c37ba88a4c23c81b5b8fa49c018",
-                "sha256:e467c57121fe1b78a8f68dd9255fbb3bb3f4f7547c6b9e109f31d14569f490c3",
-                "sha256:ede47b98de79565fcd7f2decb475e2dcc85ee4097743e551fe26cfc7eb3ff143",
-                "sha256:f58913e9227400f1395c7b800503ebfdb0772f1c33ff8cb4d6451c06cabdf316",
-                "sha256:fe39f5fd4103ec4ca3cb8600b19216cd1ff316b4990f4c0b6057ad982c0a34d5"
-            ],
-            "version": "==1.17.4"
+                "sha256:2bc9c62dfc893626cdd50dce30f597f387c4aca11cd2cdffe3e7e06a4fe19ee6",
+                "sha256:3701ddb007a0549c12b26e90c82d520b9c4acf801705b9334654ade2a9550b75",
+                "sha256:4c51a496ec1ce170f2b5eb458c0441affc5b1fd1d7272cf322b443c90c69983a",
+                "sha256:6beebdc222e214bbbafab8f089a65821cff6cad25b349eabb653490dc25342fd",
+                "sha256:70319f4d4e0a0c94e04922aaaf8c9aca72d38b61cc69e338fb872e9ff27d94a2",
+                "sha256:73abd855401b9da6efb67490f4dd82226cf95f47d66b8dc9ebe4df523baaaeb2",
+                "sha256:76d92b0b86227c6dbc3f9030b8b865f41ae04f73daa161e4e3c5566e03d6ed41",
+                "sha256:787781333c1d69c7c23ccd85165cca732a5f3fd9d997b8ee40829b7c0c38db86",
+                "sha256:78ca6befab03c682bcb013241801e3b750e9de9b60664e9839e5b2098b5580ee",
+                "sha256:7b0b915190cf60e691c17147f5d955e273d4c482b795a7bb168ad4a2fe2fb180",
+                "sha256:9b369822f7681bc36b6ba624bc8ea0a1a456a9f72b324070d89ee2856cba62be",
+                "sha256:a8081de993fd47b9cb7376935bb1781118fd2c473a0e834601e28229275f78d6",
+                "sha256:c207646355d1d04c054d781ddcd100bbd5afc69f75f8a7623317b9db41a2015f",
+                "sha256:c9474a8fe03ca958e6fafefee13d6b4a45ea4ed7e35261abf61899c0f599a118",
+                "sha256:c9e73aa60166609c80f4285af8ba8b9b79e5a935df6927a174637c7c08fa8e67",
+                "sha256:cbd2e1c1fb61b17eca745d7f9f6d684fd7f7817bef6454890eb6fa3e1cd4905a",
+                "sha256:d7b16541a6e970d402587ff2f1cbd85753c8d982a0d5894991505fea9b81a52b",
+                "sha256:e89027b24027dade03929bc17adee23feec1f6f707f4ea366c5d5a342d4d81a1",
+                "sha256:e9907b5ea505dcd2cfaeb6ab08f241047ba651611f3974c9d624a7c5066ab3a6",
+                "sha256:f676739da486d1c7de2d9450dafca6dee04f4d3e881b8761b795865ef1872eaf",
+                "sha256:fa8851d10af0739adcae54acf5706953e2e45752f4a550006f6f3aff92335566"
+            ],
+            "version": "==1.18.0rc1"
         },
         "pandas": {
             "hashes": [
@@ -400,6 +502,41 @@
             ],
             "version": "==0.7.5"
         },
+        "pillow": {
+            "hashes": [
+                "sha256:047d9473cf68af50ac85f8ee5d5f21a60f849bc17d348da7fc85711287a75031",
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+                "sha256:c6414f6aad598364aaf81068cabb077894eb88fed99c6a65e6e8217bab62ae7a",
+                "sha256:c710fcb7ee32f67baf25aa9ffede4795fd5d93b163ce95fdc724383e38c9df96",
+                "sha256:c7be4b8a09852291c3c48d3c25d1b876d2494a0a674980089ac9d5e0d78bd132",
+                "sha256:c9e5ffb910b14f090ac9c38599063e354887a5f6d7e6d26795e916b4514f2c1a",
+                "sha256:e0697b826da6c2472bb6488db4c0a7fa8af0d52fa08833ceb3681358914b14e5",
+                "sha256:e9a3edd5f714229d41057d56ac0f39ad9bdba6767e8c888c951869f0bdd129b0"
+            ],
+            "version": "==6.2.1"
+        },
         "prometheus-client": {
             "hashes": [
                 "sha256:71cd24a2b3eb335cb800c7159f423df1bd4dcd5171b234be15e3f31ec9f622da"
@@ -472,6 +609,12 @@
             ],
             "version": "==0.15.6"
         },
+        "pyshp": {
+            "hashes": [
+                "sha256:e65c7f24d372b97d0920b864bbeb78322bb37b83f2606e2a2212631d5d51e5c0"
+            ],
+            "version": "==2.1.0"
+        },
         "python-dateutil": {
             "hashes": [
                 "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
@@ -519,6 +662,88 @@
             ],
             "version": "==18.1.1"
         },
+        "rasterio": {
+            "hashes": [
+                "sha256:0f9c409eec7c976d7326acb1d85686ed9a494c5250a827ed3d84422357be2a3f",
+                "sha256:223e73fdd257aa95187c661f8f6a1bf6e7dd16f58d5d5e6b26eb0a448375f6d8",
+                "sha256:3456176702c919f7f9be67197e0f7a54a79fb997f960a6afdb52566a7f5cbc4f",
+                "sha256:6c3a56306dff58f00a24143b623b0b75d92c683c2a01379a563b17241e8a6da6",
+                "sha256:7571ff5b96aeb9b1ac83d56534895c0e3d5e8678568375cf83c87111e2856fcb",
+                "sha256:792cc9847d820c52c76eb212b76eb622af7e608aba85c7974635fa4158d538ec",
+                "sha256:c5e4ac8f1d645be238cf317d417bd1f371a8a274029e2e1212b2a21753e82a9e",
+                "sha256:cc2136b19d41e12a51fe74ea70941a34e00ec8ab898841454595158e10b5b61c",
+                "sha256:e425ce1400d1d8b39ef391b9e1e5a3c93545b5f679084237b9d064371f98b214",
+                "sha256:ed95a7435ae4080cd8fa2c66af16419b943fd134afe4c87ff040dde2e19201da",
+                "sha256:fe5af5868d1d6d249452c3e71e2dc35eafaa9bebb4d8797b57d06a30ece1ac89"
+            ],
+            "version": "==1.1.1"
+        },
+        "requests": {
+            "hashes": [
+                "sha256:11e007a8a2aa0323f5a921e9e6a2d7e4e67d9877e85773fba9ba6419025cbeb4",
+                "sha256:9cf5292fcd0f598c671cfc1e0d7d1a7f13bb8085e9a590f48c010551dc6c4b31"
+            ],
+            "version": "==2.22.0"
+        },
+        "scikit-learn": {
+            "hashes": [
+                "sha256:0098757148ee055796370ca5f4c5887940c46f87a4989f7ca9be6a2c42803ef1",
+                "sha256:06b78e6f62b6a89b00acc873ee823c99ddf4ee1d461a02ce0d22276a17d2c13e",
+                "sha256:07aaa1d639759ebfa33e747022d3fde880eb4343c6a7ddd916478be3a6b98d67",
+                "sha256:087fffad9e7604bbbaa078bdfdf6919a96495f0eb742c70dd900820224c20a0a",
+                "sha256:09b81c1145437fd5d25a2e8419621185c22b05450a7c77ad0a568194bbd65963",
+                "sha256:1632967d8fbae09e6090ef6bd632681c5fc64b95378a858c59fd37b57357425e",
+                "sha256:3004fe60aca1f20b80d13698e5d9123e0d500062b548c733a9f230ab943ce334",
+                "sha256:314abf60c073c48a1e95feaae9f3ca47a2139bd77cebb5b877c23a45c9e03012",
+                "sha256:594e693aef1dca29ab5823781f8db15815f257295cff52868f0602553ee5c66b",
+                "sha256:5e426ed57851e60d2edb63a60888cc85e47b129f69f9c26eb872d8b7581c4c63",
+                "sha256:63b7c4ddd5a6ed504ee7a6d2670dc8df478b70c4e31a2d165de82c4d6f4b6e1b",
+                "sha256:8049f6330bbd1f8dd8db587fbfb69f8150efb36a22ddb4d178a0479c027496c5",
+                "sha256:8509da5e03155c872d2e646763f4d42cfbdbd460dad9b803dba7602c32b7a605",
+                "sha256:8c524b4567bb4d5ea172aa0d8212fe1b06898c4ad130ac443bbe0e5f4bd9d104",
+                "sha256:ab3f791d5663bcc8137ea2339cbbd81907d2c7f51da6ef0402a6a37ef74bd857",
+                "sha256:ac81facbda6ac2296e5d7b7518dc15d93858fda34f7d7877a5e9bbc2c8b0b5aa",
+                "sha256:bc48a36424a6af3c353827a5d68abdad132f5ca843d721852fdf8b2e8d6277d3",
+                "sha256:c252cfb331e15188d731253cffaa04a87fb0ea7aad5bff9f85229b5b883c8290",
+                "sha256:ca60076ba9e38ed936a0e7fb5a0d18cffe375840d9dc4e562df7e0f5ee066d4d",
+                "sha256:df3111e9a6d1b5009b45d10e98276e1e7fafefc538a6496e4e80042bba27cf68",
+                "sha256:e321baa1210d20ac9751f4f8ec5e64affc44c93992a7e61611663884cd3e4b5a"
+            ],
+            "version": "==0.22"
+        },
+        "scipy": {
+            "hashes": [
+                "sha256:0ab04d014258c81809e07f0379ecebd406bc9004006c7d342c5e40012037ddf9",
+                "sha256:0b4ffb335bf3de63c75502a1e574fa5a50f16dea22856ae79e6c24f42199244b",
+                "sha256:0c2b4c99561cbc8e590a6cea9244d3af2e1c429db77cd58253f5e7fc95654faa",
+                "sha256:2777bc70e9700619386161753f8642098cb274a1564d275cc4363bafc601af28",
+                "sha256:39ec6b1a6c1ee678a4bcfe66e37ca6fc432cb074f2f7b6f94e5ee45aa5f6cd21",
+                "sha256:3f21e988bfaebeb850ae8d6488ba6cd18ff91b1e7339fcc0a28bafbe876af871",
+                "sha256:64f9e49dddf97b635ebb1e513b99103db33842035142dd141a83d1dd95f31850",
+                "sha256:6c4deb6dee25f19867812a51af0551364d9e7bbf76b10389536f9c0a0633308d",
+                "sha256:6e218da2c038ad347d8e07bdcc89878c4e70ee115839551c6ae3c7d569f29ddf",
+                "sha256:7600ea58d37f3603c90d92f89244441021ed6aee0312c9ba9d2cfb73b7d5b72e",
+                "sha256:7654d6e6bd29f22585a9cea6d0b53d860eb344c6816b5f5a3b7954ebf44b40cd",
+                "sha256:b0e8a1e21c3c2e7dba71993544360f61998ac78bace70a98e0cc67e7a09bf197",
+                "sha256:bddd8aa1fed04e2e00a5f14703b1955e4b8f0c71bea8ceb926fda0b024666aef",
+                "sha256:c574920b788de11b19da2afbfa9c72907dc9789f1f7fc2ce779c5b24f94beca3",
+                "sha256:cbdb4c45bfd6fa474693328023a6da8e921a1919d078f046bda9de0fbc4d4e6f",
+                "sha256:cf4117db3568017b1c8621a0218e91c16e41ae68ebf456f7e9c7780f4ae28aba",
+                "sha256:d413d192d10629fbaec2dfbc7455b69e1f68ddf30e832e74461b0ed4e546e13a",
+                "sha256:d7e16527312df4175a151ea039d16913c28b108611080b34c7aea8fe4812c869",
+                "sha256:ddb942bc84306e4cd4d40fffc31340bafa91f871a3018ef326ac6654f57c7300",
+                "sha256:e6ff464bc277d23dbd29abb6f2013c0849b3108624b7227af00663959385abd2",
+                "sha256:f3af484a178e6021d48c5a3d99e35b49db3cf478edf013cac63fdaeb156d81f2"
+            ],
+            "version": "==1.4.0rc1"
+        },
+        "seaborn": {
+            "hashes": [
+                "sha256:42e627b24e849c2d3bbfd059e00005f6afbc4a76e4895baf44ae23fe8a4b09a5",
+                "sha256:76c83f794ca320fb6b23a7c6192d5e185a5fcf4758966a0c0a54baee46d41e2f"
+            ],
+            "version": "==0.9.0"
+        },
         "send2trash": {
             "hashes": [
                 "sha256:60001cc07d707fe247c94f74ca6ac0d3255aabcb930529690897ca2a39db28b2",
@@ -528,20 +753,19 @@
         },
         "shapely": {
             "hashes": [
-                "sha256:0378964902f89b8dbc332e5bdfa08e0bc2f7ab39fecaeb17fbb2a7699a44fe71",
-                "sha256:34e7c6f41fb27906ccdf2514ee44a5774b90b39a256b6511a6a57d11ffe64999",
-                "sha256:3ca69d4b12e2b05b549465822744b6a3a1095d8488cc27b2728a06d3c07d0eee",
-                "sha256:3e9388f29bd81fcd4fa5c35125e1fbd4975ee36971a87a90c093f032d0e9de24",
-                "sha256:3ef28e3f20a1c37f5b99ea8cf8dcb58e2f1a8762d65ed2d21fd92bf1d4811182",
-                "sha256:523c94403047eb6cacd7fc1863ebef06e26c04d8a4e7f8f182d49cd206fe787e",
-                "sha256:5d22a1a705c2f70f61ccadc696e33d922c1a92e00df8e1d58a6ade14dd7e3b4f",
-                "sha256:714b6680215554731389a1bbdae4cec61741aa4726921fa2b2b96a6f578a2534",
-                "sha256:7dfe1528650c3f0dc82f41a74cf4f72018288db9bfb75dcd08f6f04233ec7e78",
-                "sha256:ba58b21b9cf3c33725f7f530febff9ed6a6846f9d0bf8a120fc74683ff919f89",
-                "sha256:c4b87bb61fc3de59fc1f85e71a79b0c709dc68364d9584473697aad4aa13240f",
-                "sha256:ebb4d2bee7fac3f6c891fcdafaa17f72ab9c6480f6d00de0b2dc9a5137dfe342"
-            ],
-            "version": "==1.6.4.post2"
+                "sha256:0acc128a75085ceb8d06ff1f977c0543b066318588b9efee4c0058969c294ddf",
+                "sha256:2482052bf690abf07429ae080ce98992c9ffca61ae9d1625abb75ef1dc537ad0",
+                "sha256:2a5cd243945e1a9ba4659804c0d626cc59f8434d9d86652a2f00554d7657914e",
+                "sha256:3e2d7a4f273942542faa1984c2f078250eece2a82e70d0c71252f26d3d2cc203",
+                "sha256:5e3760ca3614181e0c8ce2f98b371392a86078fba40431c8c3696d36ea4184ec",
+                "sha256:61070b237faf24e87ecc15549d8ca00c216273a03a83f1e5a5704a77a16517c5",
+                "sha256:66aab79043fbf176f09e53c6fd9939d61a23ca97ed010722b95957025437f474",
+                "sha256:673b61161c8e396a569eabf67cbaf63628f13848ea7f7103a260fd19a4da154c",
+                "sha256:911284f46bd7e449ae77ef6e7a97b2f9acca48f683265608fc2e0bf937d864bb",
+                "sha256:d215b086761c86117e605429452af0875149bf61cbc7e3cc62f490e65aba9600",
+                "sha256:d90f957f8643045b24f8953ec6a1f1edfca4baf359338b027e5976f3796746b2"
+            ],
+            "version": "==1.7a2"
         },
         "six": {
             "hashes": [
@@ -550,6 +774,13 @@
             ],
             "version": "==1.13.0"
         },
+        "snuggs": {
+            "hashes": [
+                "sha256:501cf113fe3892e14e2fee76da5cd0606b7e149c411c271898e6259ebde2617b",
+                "sha256:988dde5d4db88e9d71c99457404773dabcc7a1c45971bfbe81900999942d9f07"
+            ],
+            "version": "==1.4.7"
+        },
         "terminado": {
             "hashes": [
                 "sha256:4804a774f802306a7d9af7322193c5390f1da0abb429e082a10ef1d46e6fb2c2",
@@ -583,6 +814,13 @@
             ],
             "version": "==4.3.3"
         },
+        "urllib3": {
+            "hashes": [
+                "sha256:a8a318824cc77d1fd4b2bec2ded92646630d7fe8619497b142c84a9e6f5a7293",
+                "sha256:f3c5fd51747d450d4dcf6f923c81f78f811aab8205fda64b0aba34a4e48b0745"
+            ],
+            "version": "==1.25.7"
+        },
         "wcwidth": {
             "hashes": [
                 "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
@@ -597,6 +835,12 @@
             ],
             "version": "==0.5.1"
         },
+        "wrapt": {
+            "hashes": [
+                "sha256:565a021fd19419476b9362b05eeaa094178de64f8361e44468f9e9d7843901e1"
+            ],
+            "version": "==1.11.2"
+        },
         "xlrd": {
             "hashes": [
                 "sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2",

pollution.ipynb

@@ -75,6 +75,39 @@
     "ax.set_title('E-PRTR_database_v17_xls.zip / Pollutant releases.xlsx')\n",
     "pollutant_releases_geo.plot(ax=ax, markersize=0.1);"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "european_facilities = geopandas.GeoDataFrame(pollutant_releases_geo[\n",
+    "    (pollutant_releases_geo.Long > -28)\n",
+    "    & (pollutant_releases_geo.Long < 32)\n",
+    "    & (pollutant_releases_geo.Lat > 32)\n",
+    "    & (pollutant_releases_geo.Lat < 75)\n",
+    "].groupby('FacilityID').first())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import geoplot\n",
+    "\n",
+    "ax = geoplot.kdeplot(\n",
+    "    european_facilities,\n",
+    "    clip=world.geometry,\n",
+    "    shade=True,\n",
+    "    cmap='Reds',\n",
+    "    projection=geoplot.crs.AlbersEqualArea(),\n",
+    "    figsize=(24, 16),\n",
+    ")\n",
+    "ax.set_title('E-PRTR_database_v17_xls.zip / Pollutant releases.xlsx / kdeplot')"
+   ]
   }
  ],
  "metadata": {