diff --git a/Pipfile b/Pipfile
index 0072bc4..9a39173 100644
--- a/Pipfile
+++ b/Pipfile
@@ -16,6 +16,7 @@ black = "*"
 pre-commit = "*"
 pytest = "*"
 wheel = "*"
+geoclustering = {editable = true, path = "."}
 
 [requires]
 python_version = "3.9"
diff --git a/Pipfile.lock b/Pipfile.lock
index 16624fe..cfa733e 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "5f06b83fcb7ea20fc04cdfdf3da353a1f003ea441738f7615cc3f789877a60bf"
+            "sha256": "8fb69800d03b697f216faa8328ea850e6fa5e6e0fb38440aed848767d2d686e6"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,14 +16,6 @@
         ]
     },
     "default": {
-        "appnope": {
-            "hashes": [
-                "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24",
-                "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"
-            ],
-            "markers": "platform_system == 'Darwin'",
-            "version": "==0.1.3"
-        },
         "argon2-cffi": {
             "hashes": [
                 "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80",
@@ -61,18 +53,18 @@
         },
         "asttokens": {
             "hashes": [
-                "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c",
-                "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"
+                "sha256:c61e16246ecfb2cde2958406b4c8ebc043c9e6d73aaa83c941673b35e5d3a76b",
+                "sha256:e3305297c744ae53ffa032c45dc347286165e4ffce6875dc662b205db0623d86"
             ],
-            "version": "==2.0.5"
+            "version": "==2.0.8"
         },
         "attrs": {
             "hashes": [
-                "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4",
-                "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"
+                "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6",
+                "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==21.4.0"
+            "markers": "python_version >= '3.5'",
+            "version": "==22.1.0"
         },
         "backcall": {
             "hashes": [
@@ -94,16 +86,16 @@
                 "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a",
                 "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==5.0.1"
         },
         "certifi": {
             "hashes": [
-                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
-                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
+                "sha256:0d9c601124e5a6ba9712dbc60d9c53c21e34f5f641fe83002317394311bdce14",
+                "sha256:90c1a32f1d68f940488354e36370f6cca89f0f106db09518524c88d6ed83f382"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2022.6.15"
+            "version": "==2022.9.24"
         },
         "cffi": {
             "hashes": [
@@ -199,27 +191,27 @@
         },
         "debugpy": {
             "hashes": [
-                "sha256:0d383b91efee57dbb923ba20801130cf60450a0eda60bce25bccd937de8e323a",
-                "sha256:0e3aa2368883e83e7b689ddff3cafb595f7b711f6a065886b46a96a7fef874e7",
-                "sha256:132defb585b518955358321d0f42f6aa815aa15b432be27db654807707c70b2f",
-                "sha256:1ff853e60e77e1c16f85a31adb8360bb2d98ca588d7ed645b7f0985b240bdb5e",
-                "sha256:245c7789a012f86210847ec7ee9f38c30a30d4c2223c3e111829a76c9006a5d0",
-                "sha256:30abefefd2ff5a5481162d613cb70e60e2fa80a5eb4c994717c0f008ed25d2e1",
-                "sha256:40de9ba137d355538432209d05e0f5fe5d0498dce761c39119ad4b950b51db31",
-                "sha256:4de7777842da7e08652f2776c552070bbdd758557fdec73a15d7be0e4aab95ce",
-                "sha256:5c492235d6b68f879df3bdbdb01f25c15be15682665517c2c7d0420e5658d71f",
-                "sha256:72bcfa97f3afa0064afc77ab811f48ad4a06ac330f290b675082c24437730366",
-                "sha256:7b79c40852991f7b6c3ea65845ed0f5f6b731c37f4f9ad9c61e2ab4bd48a9275",
-                "sha256:8e972c717d95f56b6a3a7a29a5ede1ee8f2c3802f6f0e678203b0778eb322bf1",
-                "sha256:8ee75844242b4537beb5899f3e60a578454d1f136b99e8d57ac424573797b94a",
-                "sha256:a65a2499761d47df3e9ea9567109be6e73d412e00ac3ffcf74839f3ddfcdf028",
-                "sha256:a8aaeb53e87225141fda7b9081bd87155c1debc13e2f5a532d341112d1983b65",
-                "sha256:bd980d533d0ddfc451e03a3bb32acb2900049fec39afc3425b944ebf0889be62",
-                "sha256:e3513399177dd37af4c1332df52da5da1d0c387e5927dc4c0709e26ee7302e8f",
-                "sha256:eb1946efac0c0c3d411cea0b5ac772fbde744109fd9520fb0c5a51979faf05ad"
+                "sha256:34d2cdd3a7c87302ba5322b86e79c32c2115be396f3f09ca13306d8a04fe0f16",
+                "sha256:3c9f985944a30cfc9ae4306ac6a27b9c31dba72ca943214dad4a0ab3840f6161",
+                "sha256:4e255982552b0edfe3a6264438dbd62d404baa6556a81a88f9420d3ed79b06ae",
+                "sha256:5ad571a36cec137ae6ed951d0ff75b5e092e9af6683da084753231150cbc5b25",
+                "sha256:6efc30325b68e451118b795eff6fe8488253ca3958251d5158106d9c87581bc6",
+                "sha256:7c302095a81be0d5c19f6529b600bac971440db3e226dce85347cc27e6a61908",
+                "sha256:84c39940a0cac410bf6aa4db00ba174f973eef521fbe9dd058e26bcabad89c4f",
+                "sha256:86d784b72c5411c833af1cd45b83d80c252b77c3bfdb43db17c441d772f4c734",
+                "sha256:adcfea5ea06d55d505375995e150c06445e2b20cd12885bcae566148c076636b",
+                "sha256:b8deaeb779699350deeed835322730a3efec170b88927debc9ba07a1a38e2585",
+                "sha256:c4b2bd5c245eeb49824bf7e539f95fb17f9a756186e51c3e513e32999d8846f3",
+                "sha256:c4cd6f37e3c168080d61d698390dfe2cd9e74ebf80b448069822a15dadcda57d",
+                "sha256:cca23cb6161ac89698d629d892520327dd1be9321c0960e610bbcb807232b45d",
+                "sha256:d5c814596a170a0a58fa6fad74947e30bfd7e192a5d2d7bd6a12156c2899e13a",
+                "sha256:daadab4403427abd090eccb38d8901afd8b393e01fd243048fab3f1d7132abb4",
+                "sha256:dda8652520eae3945833e061cbe2993ad94a0b545aebd62e4e6b80ee616c76b2",
+                "sha256:e8922090514a890eec99cfb991bab872dd2e353ebb793164d5f01c362b9a40bf",
+                "sha256:fc233a0160f3b117b20216f1169e7211b83235e3cd6749bcdd8dbb72177030c7"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.6.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==1.6.3"
         },
         "decorator": {
             "hashes": [
@@ -247,17 +239,17 @@
         },
         "executing": {
             "hashes": [
-                "sha256:c6554e21c6b060590a6d3be4b82fb78f8f0194d809de5ea7df1c093763311501",
-                "sha256:d1eef132db1b83649a3905ca6dd8897f71ac6f8cac79a7e58a1a09cf137546c9"
+                "sha256:2c2c07d1ec4b2d8f9676b25170f1d8445c0ee2eb78901afb075a4b8d83608c6a",
+                "sha256:4a6d96ba89eb3dcc11483471061b42b9006d8c9f81c584dd04246944cd022530"
             ],
-            "version": "==0.8.3"
+            "version": "==1.1.0"
         },
         "fastjsonschema": {
             "hashes": [
-                "sha256:0a572f0836962d844c1fc435e200b2e4f4677e4e6611a2e3bdd01ba697c275ec",
-                "sha256:ddb0b1d8243e6e3abb822bd14e447a89f4ab7439342912d590444831fa00b6a0"
+                "sha256:01e366f25d9047816fe3d288cbfc3e10541daf0af2044763f3d0ade42476da18",
+                "sha256:21f918e8d9a1a4ba9c22e09574ba72267a6762d47822db9add95f6454e51cc1c"
             ],
-            "version": "==2.15.3"
+            "version": "==2.16.2"
         },
         "fiona": {
             "hashes": [
@@ -285,27 +277,27 @@
         },
         "geopandas": {
             "hashes": [
-                "sha256:0991f279d4f9e3a04e3666f32b1ac64d6ba439933da3d9654a26031e0ccea5dc",
-                "sha256:562fe7dc19a6e0f61532d654c4752f7bf46e0714990c5844fe3de3f9c99cb873"
+                "sha256:f0f0c8d0423d30cf81de2056d853145c4362739350a7f8f2d72cc7409ef1eca1",
+                "sha256:f3344937f3866e52996c7e505d56dae78be117dc840cd1c23507da0b33c0af71"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.11.0"
+            "version": "==0.11.1"
         },
         "ipykernel": {
             "hashes": [
-                "sha256:b59f9d9672c3a483494bb75915a2b315e78b833a38b039b1ee36dc28683f0d89",
-                "sha256:b9ed519a29eb819eb82e87e0d3754088237b233e5c647b8bb0ff23c8c70ed16f"
+                "sha256:7fe42c0d58435e971dc15fd42189f20d66bf35f3056bda4f6554271bc1fa3d0d",
+                "sha256:d3d95241cd4dd302fea9d5747b00509b58997356d1f6333c9a074c3eccb78cb3"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==6.15.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==6.16.0"
         },
         "ipython": {
             "hashes": [
-                "sha256:7ca74052a38fa25fe9bedf52da0be7d3fdd2fb027c3b778ea78dfe8c212937d1",
-                "sha256:f2db3a10254241d9b447232cec8b424847f338d9d36f9a577a6192c332a46abd"
+                "sha256:097bdf5cd87576fd066179c9f7f208004f7a6864ee1b20f37d346c0bcb099f84",
+                "sha256:6f090e29ab8ef8643e521763a4f1f39dc3914db643122b1e9d3328ff2e43ada2"
             ],
             "markers": "python_version >= '3.3'",
-            "version": "==8.4.0"
+            "version": "==8.5.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -316,10 +308,10 @@
         },
         "ipywidgets": {
             "hashes": [
-                "sha256:5f2fa1b7afae1af32c88088c9828ad978de93ddda393d7ed414e553fee93dcab",
-                "sha256:aa1076ab7102b2486ae2607c43c243200a07c17d6093676c419d4b6762489a50"
+                "sha256:3d47a7826cc6e2644d7cb90db26699451f8b42379cf63b761431b63d19984ca2",
+                "sha256:449ab8e7872d0f388ee5c5b3666b9d6af5e5618a5749fd62652680be37dff2af"
             ],
-            "version": "==7.7.1"
+            "version": "==7.7.2"
         },
         "jedi": {
             "hashes": [
@@ -334,47 +326,47 @@
                 "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852",
                 "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==3.1.2"
         },
         "joblib": {
             "hashes": [
-                "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35",
-                "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"
+                "sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385",
+                "sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.1.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==1.2.0"
         },
         "jsonschema": {
             "hashes": [
-                "sha256:5eb781753403847fb320f05e9ab2191725b58c5e7f97f1bed63285ca423159bc",
-                "sha256:ec2802e6a37517f09d47d9ba107947589ae1d25ff557b925d83a321fc2aa5d3b"
+                "sha256:165059f076eff6971bae5b742fc029a7b4ef3f9bcf04c14e4776a7605de14b23",
+                "sha256:9e74b8f9738d6a946d70705dc692b74b5429cd0960d58e79ffecfc43b2221eb9"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.6.1"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==4.16.0"
         },
         "jupyter-client": {
             "hashes": [
-                "sha256:17d74b0d0a7b24f1c8c527b24fcf4607c56bee542ffe8e3418e50b21e514b621",
-                "sha256:aa9a6c32054b290374f95f73bb0cae91455c58dfb84f65c8591912b8f65e6d56"
+                "sha256:3c58466a1b8d55dba0bf3ce0834e4f5b7760baf98d1d73db0add6f19de9ecd1d",
+                "sha256:b33222bdc9dd1714228bd286af006533a0abe2bbc093e8f3d29dc0b91bdc2be4"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==7.3.4"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==7.3.5"
         },
         "jupyter-core": {
             "hashes": [
-                "sha256:a6de44b16b7b31d7271130c71a6792c4040f077011961138afed5e5e73181aec",
-                "sha256:e7f5212177af7ab34179690140f188aa9bf3d322d8155ed972cbded19f55b6f3"
+                "sha256:2e5f244d44894c4154d06aeae3419dd7f1b0ef4494dc5584929b398c61cfd314",
+                "sha256:715e22bb6cc7db3718fddfac1f69f1c7e899ca00e42bdfd4bf3705452b9fd84a"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.10.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==4.11.1"
         },
         "jupyterlab-pygments": {
             "hashes": [
                 "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f",
                 "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_full_version >= '3.7.0'",
             "version": "==0.2.2"
         },
         "jupyterlab-widgets": {
@@ -392,6 +384,82 @@
             "index": "pypi",
             "version": "==0.3.2"
         },
+        "lxml": {
+            "hashes": [
+                "sha256:04da965dfebb5dac2619cb90fcf93efdb35b3c6994fea58a157a834f2f94b318",
+                "sha256:0538747a9d7827ce3e16a8fdd201a99e661c7dee3c96c885d8ecba3c35d1032c",
+                "sha256:0645e934e940107e2fdbe7c5b6fb8ec6232444260752598bc4d09511bd056c0b",
+                "sha256:079b68f197c796e42aa80b1f739f058dcee796dc725cc9a1be0cdb08fc45b000",
+                "sha256:0f3f0059891d3254c7b5fb935330d6db38d6519ecd238ca4fce93c234b4a0f73",
+                "sha256:10d2017f9150248563bb579cd0d07c61c58da85c922b780060dcc9a3aa9f432d",
+                "sha256:1355755b62c28950f9ce123c7a41460ed9743c699905cbe664a5bcc5c9c7c7fb",
+                "sha256:13c90064b224e10c14dcdf8086688d3f0e612db53766e7478d7754703295c7c8",
+                "sha256:1423631e3d51008871299525b541413c9b6c6423593e89f9c4cfbe8460afc0a2",
+                "sha256:1436cf0063bba7888e43f1ba8d58824f085410ea2025befe81150aceb123e345",
+                "sha256:1a7c59c6ffd6ef5db362b798f350e24ab2cfa5700d53ac6681918f314a4d3b94",
+                "sha256:1e1cf47774373777936c5aabad489fef7b1c087dcd1f426b621fda9dcc12994e",
+                "sha256:206a51077773c6c5d2ce1991327cda719063a47adc02bd703c56a662cdb6c58b",
+                "sha256:21fb3d24ab430fc538a96e9fbb9b150029914805d551deeac7d7822f64631dfc",
+                "sha256:27e590352c76156f50f538dbcebd1925317a0f70540f7dc8c97d2931c595783a",
+                "sha256:287605bede6bd36e930577c5925fcea17cb30453d96a7b4c63c14a257118dbb9",
+                "sha256:2aaf6a0a6465d39b5ca69688fce82d20088c1838534982996ec46633dc7ad6cc",
+                "sha256:32a73c53783becdb7eaf75a2a1525ea8e49379fb7248c3eeefb9412123536387",
+                "sha256:41fb58868b816c202e8881fd0f179a4644ce6e7cbbb248ef0283a34b73ec73bb",
+                "sha256:4780677767dd52b99f0af1f123bc2c22873d30b474aa0e2fc3fe5e02217687c7",
+                "sha256:4878e667ebabe9b65e785ac8da4d48886fe81193a84bbe49f12acff8f7a383a4",
+                "sha256:487c8e61d7acc50b8be82bda8c8d21d20e133c3cbf41bd8ad7eb1aaeb3f07c97",
+                "sha256:4beea0f31491bc086991b97517b9683e5cfb369205dac0148ef685ac12a20a67",
+                "sha256:4cfbe42c686f33944e12f45a27d25a492cc0e43e1dc1da5d6a87cbcaf2e95627",
+                "sha256:4d5bae0a37af799207140652a700f21a85946f107a199bcb06720b13a4f1f0b7",
+                "sha256:4e285b5f2bf321fc0857b491b5028c5f276ec0c873b985d58d7748ece1d770dd",
+                "sha256:57e4d637258703d14171b54203fd6822fda218c6c2658a7d30816b10995f29f3",
+                "sha256:5974895115737a74a00b321e339b9c3f45c20275d226398ae79ac008d908bff7",
+                "sha256:5ef87fca280fb15342726bd5f980f6faf8b84a5287fcc2d4962ea8af88b35130",
+                "sha256:603a464c2e67d8a546ddaa206d98e3246e5db05594b97db844c2f0a1af37cf5b",
+                "sha256:6653071f4f9bac46fbc30f3c7838b0e9063ee335908c5d61fb7a4a86c8fd2036",
+                "sha256:6ca2264f341dd81e41f3fffecec6e446aa2121e0b8d026fb5130e02de1402785",
+                "sha256:6d279033bf614953c3fc4a0aa9ac33a21e8044ca72d4fa8b9273fe75359d5cca",
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@@ -435,23 +503,23 @@
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+            "markers": "python_full_version >= '3.7.0'",
             "version": "==2.1.1"
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-            "version": "==0.1.3"
+            "version": "==0.1.6"
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@@ -462,27 +530,27 @@
         },
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-            "version": "==0.6.6"
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@@ -497,36 +565,42 @@
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@@ -538,30 +612,36 @@
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@@ -604,49 +684,49 @@
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@@ -671,11 +751,11 @@
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@@ -687,32 +767,39 @@
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@@ -738,7 +825,7 @@
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@@ -751,126 +838,143 @@
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@@ -1061,40 +1135,40 @@
     "develop": {
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@@ -1114,26 +1188,38 @@
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+            "version": "==3.8.0"
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+            "path": "."
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@@ -1142,6 +1228,14 @@
             ],
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@@ -1157,6 +1251,40 @@
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@@ -1165,12 +1293,46 @@
             "markers": "python_version >= '3.6'",
             "version": "==21.3"
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@@ -1190,11 +1352,11 @@
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@@ -1214,14 +1376,30 @@
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+            "hashes": [
+                "sha256:220f481bdafa09c3955dfbdddb7b57780e9a94f5127e35456a48589b9e0c0197",
+                "sha256:cea221417204f2d1a2aa03ddae3e867921971d0d76f14d87abb4414415bbdcf5"
+            ],
+            "version": "==2022.2.1"
         },
         "pyyaml": {
             "hashes": [
+                "sha256:01b45c0191e6d66c470b6cf1b9531a771a83c1c4208272ead47a3ae4f2f603bf",
                 "sha256:0283c35a6a9fbf047493e3a0ce8d79ef5030852c51e9d911a27badfde0605293",
                 "sha256:055d937d65826939cb044fc8c9b08889e8c743fdc6a32b33e2390f66013e449b",
                 "sha256:07751360502caac1c067a8132d150cf3d61339af5691fe9e87803040dbc5db57",
@@ -1233,39 +1411,98 @@
                 "sha256:277a0ef2981ca40581a47093e9e2d13b3f1fbbeffae064c1d21bfceba2030287",
                 "sha256:2cd5df3de48857ed0544b34e2d40e9fac445930039f3cfe4bcc592a1f836d513",
                 "sha256:40527857252b61eacd1d9af500c3337ba8deb8fc298940291486c465c8b46ec0",
+                "sha256:432557aa2c09802be39460360ddffd48156e30721f5e8d917f01d31694216782",
                 "sha256:473f9edb243cb1935ab5a084eb238d842fb8f404ed2193a915d1784b5a6b5fc0",
                 "sha256:48c346915c114f5fdb3ead70312bd042a953a8ce5c7106d5bfb1a5254e47da92",
                 "sha256:50602afada6d6cbfad699b0c7bb50d5ccffa7e46a3d738092afddc1f9758427f",
                 "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2",
                 "sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc",
+                "sha256:81957921f441d50af23654aa6c5e5eaf9b06aba7f0a19c18a538dc7ef291c5a1",
                 "sha256:819b3830a1543db06c4d4b865e70ded25be52a2e0631ccd2f6a47a2822f2fd7c",
                 "sha256:897b80890765f037df3403d22bab41627ca8811ae55e9a722fd0392850ec4d86",
                 "sha256:98c4d36e99714e55cfbaaee6dd5badbc9a1ec339ebfc3b1f52e293aee6bb71a4",
                 "sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c",
                 "sha256:9fa600030013c4de8165339db93d182b9431076eb98eb40ee068700c9c813e34",
                 "sha256:a80a78046a72361de73f8f395f1f1e49f956c6be882eed58505a15f3e430962b",
+                "sha256:afa17f5bc4d1b10afd4466fd3a44dc0e245382deca5b3c353d8b757f9e3ecb8d",
                 "sha256:b3d267842bf12586ba6c734f89d1f5b871df0273157918b0ccefa29deb05c21c",
                 "sha256:b5b9eccad747aabaaffbc6064800670f0c297e52c12754eb1d976c57e4f74dcb",
+                "sha256:bfaef573a63ba8923503d27530362590ff4f576c626d86a9fed95822a8255fd7",
                 "sha256:c5687b8d43cf58545ade1fe3e055f70eac7a5a1a0bf42824308d868289a95737",
                 "sha256:cba8c411ef271aa037d7357a2bc8f9ee8b58b9965831d9e51baf703280dc73d3",
                 "sha256:d15a181d1ecd0d4270dc32edb46f7cb7733c7c508857278d3d378d14d606db2d",
+                "sha256:d4b0ba9512519522b118090257be113b9468d804b19d63c71dbcf4a48fa32358",
                 "sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53",
                 "sha256:d4eccecf9adf6fbcc6861a38015c2a64f38b9d94838ac1810a9023a0609e1b78",
                 "sha256:d67d839ede4ed1b28a4e8909735fc992a923cdb84e618544973d7dfc71540803",
                 "sha256:daf496c58a8c52083df09b80c860005194014c3698698d1a57cbcfa182142a3a",
+                "sha256:dbad0e9d368bb989f4515da330b88a057617d16b6a8245084f1b05400f24609f",
                 "sha256:e61ceaab6f49fb8bdfaa0f92c4b57bcfbea54c09277b1b4f7ac376bfb7a7c174",
                 "sha256:f84fbc98b019fef2ee9a1cb3ce93e3187a6df0b2538a651bfb890254ba9f90b5"
             ],
             "markers": "python_version >= '3.6'",
             "version": "==6.0"
         },
+        "scikit-learn": {
+            "hashes": [
+                "sha256:1c8fecb7c9984d9ec2ea48898229f98aad681a0873e0935f2b7f724fbce4a047",
+                "sha256:2b8db962360c93554cab7bb3c096c4a24695da394dd4b3c3f13409f409b425bc",
+                "sha256:2f46c6e3ff1054a5ec701646dcfd61d43b8ecac4d416014daed8843cf4c33d4d",
+                "sha256:3e7d1fc817867a350133f937aaebcafbc06192517cbdf0cf7e5774ad4d1adb9f",
+                "sha256:407e9a1cb9e6ba458a539986a9bd25546a757088095b3aab91d465b79a760d37",
+                "sha256:567417dbbe6a6278399c3e6daf1654414a5a1a4d818d28f251fa7fc28730a1bf",
+                "sha256:589d46f28460469f444b898223b13d99db9463e1038dc581ba698111f612264b",
+                "sha256:5ec3ea40d467966821843210c02117d82b097b54276fdcfb50f4dfb5c60dbe39",
+                "sha256:6c840f662b5d3377c4ccb8be1fc21bb52cb5d8b8790f8d6bf021739f84e543cf",
+                "sha256:76800652fb6d6bf527bce36ecc2cc25738b28fe1a17bd294a218fff8e8bd6d50",
+                "sha256:7c22d1305b16f08d57751a4ea36071e2215efb4c09cb79183faa4e8e82a3dbf8",
+                "sha256:a682ec0f82b6f30fb07486daed1c8001b6683cc66b51877644dfc532bece6a18",
+                "sha256:a90ca42fe8242fd6ff56cda2fecc5fca586a88a24ab602d275d2d0dcc0b928fb",
+                "sha256:b1e706deca9b2ad87ae27dafd5ac4e8eff01b6db492ed5c12cef4735ec5f21ea",
+                "sha256:bbef6ea1c012ff9f3e6f6e9ca006b8772d8383e177b898091e68fbd9b3f840f9",
+                "sha256:c33e16e9a165af6012f5be530ccfbb672e2bc5f9b840238a05eb7f6694304e3f",
+                "sha256:d6f232779023c3b060b80b5c82e5823723bc424dcac1d1a148aa2492c54d245d",
+                "sha256:f94c0146bad51daef919c402a3da8c1c6162619653e1c00c92baa168fda292f2"
+            ],
+            "index": "pypi",
+            "version": "==1.1.2"
+        },
+        "scipy": {
+            "hashes": [
+                "sha256:0419485dbcd0ed78c0d5bf234c5dd63e86065b39b4d669e45810d42199d49521",
+                "sha256:09412eb7fb60b8f00b328037fd814d25d261066ebc43a1e339cdce4f7502877e",
+                "sha256:26d28c468900e6d5fdb37d2812ab46db0ccd22c63baa095057871faa3a498bc9",
+                "sha256:34441dfbee5b002f9e15285014fd56e5e3372493c3e64ae297bae2c4b9659f5a",
+                "sha256:39ab9240cd215a9349c85ab908dda6d732f7d3b4b192fa05780812495536acc4",
+                "sha256:3bc1ab68b9a096f368ba06c3a5e1d1d50957a86665fc929c4332d21355e7e8f4",
+                "sha256:3c6f5d1d4b9a5e4fe5e14f26ffc9444fc59473bbf8d45dc4a9a15283b7063a72",
+                "sha256:47d1a95bd9d37302afcfe1b84c8011377c4f81e33649c5a5785db9ab827a6ade",
+                "sha256:71487c503e036740635f18324f62a11f283a632ace9d35933b2b0a04fd898c98",
+                "sha256:7a412c476a91b080e456229e413792bbb5d6202865dae963d1e6e28c2bb58691",
+                "sha256:825951b88f56765aeb6e5e38ac9d7d47407cfaaeb008d40aa1b45a2d7ea2731e",
+                "sha256:8cc81ac25659fec73599ccc52c989670e5ccd8974cf34bacd7b54a8d809aff1a",
+                "sha256:8d3faa40ac16c6357aaf7ea50394ea6f1e8e99d75e927a51102b1943b311b4d9",
+                "sha256:90c805f30c46cf60f1e76e947574f02954d25e3bb1e97aa8a07bc53aa31cf7d1",
+                "sha256:96d7cf7b25c9f23c59a766385f6370dab0659741699ecc7a451f9b94604938ce",
+                "sha256:b97b479f39c7e4aaf807efd0424dec74bbb379108f7d22cf09323086afcd312c",
+                "sha256:bc4e2c77d4cd015d739e75e74ebbafed59ba8497a7ed0fd400231ed7683497c4",
+                "sha256:c61b4a91a702e8e04aeb0bfc40460e1f17a640977c04dda8757efb0199c75332",
+                "sha256:d79da472015d0120ba9b357b28a99146cd6c17b9609403164b1a8ed149b4dfc8",
+                "sha256:e8fe305d9d67a81255e06203454729405706907dccbdfcc330b7b3482a6c371d",
+                "sha256:eb954f5aca4d26f468bbebcdc5448348eb287f7bea536c6306f62ea062f63d9a",
+                "sha256:f7c39f7dbb57cce00c108d06d731f3b0e2a4d3a95c66d96bce697684876ce4d4",
+                "sha256:f950a04b33e17b38ff561d5a0951caf3f5b47caa841edd772ffb7959f20a6af0"
+            ],
+            "markers": "python_version < '3.12' and python_version >= '3.8'",
+            "version": "==1.9.1"
+        },
         "setuptools": {
             "hashes": [
-                "sha256:990a4f7861b31532871ab72331e755b5f14efbe52d336ea7f6118144dd478741",
-                "sha256:c1848f654aea2e3526d17fc3ce6aeaa5e7e24e66e645b5be2171f3f6b4e5a178"
+                "sha256:a8f6e213b4b0661f590ccf40de95d28a177cd747d098624ad3f69c40287297e9",
+                "sha256:c2d2709550f15aab6c9110196ea312f468f41cd546bceb24127a1be6fdcaeeb1"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==62.6.0"
+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==65.4.0"
         },
         "six": {
             "hashes": [
@@ -1275,6 +1512,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b",
+                "sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.1.0"
+        },
         "toml": {
             "hashes": [
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
@@ -1291,21 +1536,13 @@
             "markers": "python_full_version < '3.11.0a7'",
             "version": "==2.0.1"
         },
-        "typing-extensions": {
-            "hashes": [
-                "sha256:25642c956049920a5aa49edcdd6ab1e06d7e5d467fc00e0506c44ac86fbfca02",
-                "sha256:e6d2677a32f47fc7eb2795db1dd15c1f34eff616bcaf2cfb5e997f854fa1c4a6"
-            ],
-            "markers": "python_version < '3.10'",
-            "version": "==4.3.0"
-        },
         "virtualenv": {
             "hashes": [
-                "sha256:288171134a2ff3bfb1a2f54f119e77cd1b81c29fc1265a2356f3e8d14c7d58c4",
-                "sha256:b30aefac647e86af6d82bfc944c556f8f1a9c90427b2fb4e3bfbf338cb82becf"
+                "sha256:227ea1b9994fdc5ea31977ba3383ef296d7472ea85be9d6732e42a91c04e80da",
+                "sha256:d07dfc5df5e4e0dbc92862350ad87a36ed505b978f6c39609dc489eadd5b0d27"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==20.15.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==20.16.5"
         },
         "wheel": {
             "hashes": [
diff --git a/README.md b/README.md
index 36faa6e..5eb8910 100644
--- a/README.md
+++ b/README.md
@@ -72,7 +72,7 @@ id,name,lat,lon
 
 ## Output
 
-If at least one cluster was found, the tool outputs a folder with output as `json`, `geojson`, `txt` files. A kepler.gl `html` file is generated as well.
+If at least one cluster was found, the tool outputs a folder with output as `json`, `geojson`, `txt`, `csv` files. A kepler.gl `html` file is generated as well.
 
 ### JSON
 
@@ -132,6 +132,16 @@ id 9, name Rosanna Foggo, lat -6.2074293, lon 106.8915948
 // ...
 ```
 
+### CSV
+
+Encodes each event in one line with `cluster_id` information associated.
+
+```csv
+cluster_id,name,lat,lon
+9,Rosanna Foggo,-6.2074293,106.8915948
+...
+```
+
 ### kepler.gl
 
 ![kepler.gl instance](https://user-images.githubusercontent.com/1682504/176478177-c0446b51-4060-495c-803d-79e2bbd3e966.png)
diff --git a/geoclustering/__main__.py b/geoclustering/__main__.py
index a732727..5fbd353 100644
--- a/geoclustering/__main__.py
+++ b/geoclustering/__main__.py
@@ -68,10 +68,10 @@ def main(distance, size, output, filename, algorithm, _open, debug):
     print_debug(f"Found {len(clusters)} valid clusters using {algorithm}")
 
     encoded = encoding.encode_clusters(clusters)
-
     io.write_output_file(output, "result.txt", encoded["string"])
     io.write_output_file(output, "result.json", encoded["json"])
     io.write_output_file(output, "result.geojson", encoded["geojson"])
+    io.write_output_file(output, "result.csv", encoded["csv"])
 
     vis = io.write_visualization(output, "result.html", encoded["geojson"])
     if vis is None:
diff --git a/geoclustering/encoding.py b/geoclustering/encoding.py
index 05835d6..352bc12 100644
--- a/geoclustering/encoding.py
+++ b/geoclustering/encoding.py
@@ -1,6 +1,8 @@
 import json
 import numpy as np
 import geojson
+import csv
+import io  # not io.py
 
 
 class NpEncoder(json.JSONEncoder):
@@ -74,13 +76,36 @@ class GeoJSONEncoder:
         return json.dumps(geojson.FeatureCollection(self.state), cls=NpEncoder)
 
 
+class CSVEncoder:
+    """Encodes clustering result as a CSV"""
+
+    def __init__(self):
+        self.state = io.StringIO()
+        self.writer = False
+
+    def visitor(self, cluster_id, cluster):
+        if not self.writer:
+            self.writer = csv.DictWriter(
+                self.state,
+                fieldnames=["cluster_id"] + list(cluster[0].keys()),
+                quoting=csv.QUOTE_NONNUMERIC,
+            )
+            self.writer.writeheader()
+
+        for record in cluster:
+            self.writer.writerow({**record, "cluster_id": cluster_id})
+
+    def get(self):
+        return self.state.getvalue()
+
+
 def encode_clusters(clusters):
     json_encoder = JSONEncoder()
     geojson_encoder = GeoJSONEncoder()
     string_encoder = StringEncoder()
+    csv_encoder = CSVEncoder()
 
-    encoders = [json_encoder, geojson_encoder, string_encoder]
-
+    encoders = [json_encoder, geojson_encoder, string_encoder, csv_encoder]
     for cluster_id, cluster in clusters.items():
         for encoder in encoders:
             encoder.visitor(cluster_id, cluster)
@@ -89,4 +114,5 @@ def encode_clusters(clusters):
         "json": json_encoder.get(),
         "geojson": geojson_encoder.get(),
         "string": string_encoder.get(),
+        "csv": csv_encoder.get(),
     }
diff --git a/tests/fixtures/snapshots/result.json b/tests/fixtures/snapshots/result.json
index e6c7331..cca7c2f 100644
--- a/tests/fixtures/snapshots/result.json
+++ b/tests/fixtures/snapshots/result.json
@@ -1 +1 @@
-[{"cluster_id": 0, "points": [{"id": 1, "name": "Alice", "lat": 52.523955, "lon": 13.442362}, {"id": 2, "name": "Bob", "lat": 52.526659, "lon": 13.448097}]}, {"cluster_id": 0, "points": [{"id": 1, "name": "Alice", "lat": 52.523955, "lon": 13.442362}, {"id": 2, "name": "Bob", "lat": 52.526659, "lon": 13.448097}]}, {"cluster_id": 1, "points": [{"id": 3, "name": "Carol", "lat": 52.525626, "lon": 13.419246}, {"id": 4, "name": "Dan", "lat": 52.52443559865125, "lon": 13.41261723049818}]}, {"cluster_id": 1, "points": [{"id": 3, "name": "Carol", "lat": 52.525626, "lon": 13.419246}, {"id": 4, "name": "Dan", "lat": 52.52443559865125, "lon": 13.41261723049818}]}]
\ No newline at end of file
+[{"cluster_id": 0, "points": [{"id": 1, "name": "Alice", "lat": 52.523955, "lon": 13.442362}, {"id": 2, "name": "Bob", "lat": 52.526659, "lon": 13.448097}]}, {"cluster_id": 1, "points": [{"id": 3, "name": "Carol", "lat": 52.525626, "lon": 13.419246}, {"id": 4, "name": "Dan", "lat": 52.52443559865125, "lon": 13.41261723049818}]}]
\ No newline at end of file