diff --git a/.github/actions/setup-venv/action.yml b/.github/actions/setup-venv/action.yml
new file mode 100644
index 0000000..c42420a
--- /dev/null
+++ b/.github/actions/setup-venv/action.yml
@@ -0,0 +1,54 @@
+name: Python virtualenv
+description: Set up a Python virtual environment with caching
+inputs:
+  python-version:
+    description: The Python version to use
+    required: true
+  cache-prefix:
+    description: Update this to invalidate the cache
+    required: true
+    default: v0
+runs:
+  using: composite
+  steps:
+    - name: Setup Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ inputs.python-version }}
+
+    - shell: bash
+      run: |
+        # Install prerequisites.
+        pip install --upgrade pip setuptools wheel virtualenv
+
+    - shell: bash
+      run: |
+        # Get the exact Python version to use in the cache key.
+        echo "PYTHON_VERSION=$(python --version)" >> $GITHUB_ENV
+
+    - uses: actions/cache@v2
+      id: virtualenv-cache
+      with:
+        path: .venv
+        key: ${{ inputs.cache-prefix }}-${{ runner.os }}-${{ env.PYTHON_VERSION }}-${{ hashFiles('requirements.txt', 'dev-requirements.txt') }}
+
+    - if: steps.virtualenv-cache.outputs.cache-hit != 'true'
+      shell: bash
+      run: |
+        # Set up virtual environment without cache hit.
+        test -d .venv || virtualenv -p $(which python) --copies --reset-app-data .venv
+        . .venv/bin/activate
+        pip install -e .[dev]
+
+    - if: steps.virtualenv-cache.outputs.cache-hit == 'true'
+      shell: bash
+      run: |
+        # Set up virtual environment from cache hit.
+        . .venv/bin/activate
+        pip install --no-deps -e .[dev]
+
+    - shell: bash
+      run: |
+        # Show environment info.
+        . .venv/bin/activate
+        echo "✓ Installed $(python --version) virtual environment to $(which python)"
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
deleted file mode 100644
index d067389..0000000
--- a/.github/workflows/lint.yml
+++ /dev/null
@@ -1,10 +0,0 @@
-name: Lint
-
-on: [push]
-
-jobs:
-  black:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v3
-      - uses: psf/black@stable
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
new file mode 100644
index 0000000..fa051dc
--- /dev/null
+++ b/.github/workflows/main.yml
@@ -0,0 +1,113 @@
+name: Main
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+# on: [push]
+
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+    tags:
+      - "v*.*.*"
+
+env:
+  # Change this to invalidate existing cache.
+  CACHE_PREFIX: v0
+  PYTHONPATH: ./
+
+jobs:
+  checks:
+    name: Python ${{ matrix.python }} - ${{ matrix.task.name }}
+    runs-on: [ubuntu-latest]
+    timeout-minutes: 15
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - python: "3.10"
+            task:
+              name: "Build"
+              run: |
+                python setup.py check
+                python setup.py bdist_wheel sdist
+
+          - python: "3.10"
+            task:
+              name: "Style"
+              run: |
+                black --check .
+
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Setup Python environment
+        uses: ./.github/actions/setup-venv
+        with:
+          python-version: ${{ matrix.python }}
+          cache-prefix: ${{ env.CACHE_PREFIX }}
+
+      - name: ${{ matrix.task.name }}
+        run: |
+          . .venv/bin/activate
+          ${{ matrix.task.run }}
+
+      - name: Upload package distribution files
+        if: matrix.task.name == 'Build'
+        uses: actions/upload-artifact@v3
+        with:
+          name: package
+          path: dist
+
+      - name: Clean up
+        if: always()
+        run: |
+          . .venv/bin/activate
+          pip uninstall -y geoclustering
+
+  release:
+    name: Release
+    runs-on: ubuntu-latest
+    needs: [checks]
+    if: startsWith(github.ref, 'refs/tags/')
+    steps:
+      - uses: actions/checkout@v1
+
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+
+      - name: Install requirements
+        run: |
+          pip install --upgrade pip setuptools wheel "twine>=1.11.0"
+
+      - name: Prepare environment
+        run: |
+          echo "RELEASE_VERSION=${GITHUB_REF#refs/tags/v}" >> $GITHUB_ENV
+          echo "TAG=${GITHUB_REF#refs/tags/}" >> $GITHUB_ENV
+
+      - name: Download package distribution files
+        uses: actions/download-artifact@v3
+        with:
+          name: package
+          path: dist
+
+      - name: Publish package to PyPI
+        run: |
+          twine upload -u '${{ secrets.PYPI_USERNAME }}' -p '${{ secrets.PYPI_PASSWORD }}' dist/*
+
+      - name: Publish GitHub release
+        uses: softprops/action-gh-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          # body_path: ${{ github.workspace }}-RELEASE_NOTES.md
+          prerelease: ${{ contains(env.TAG, 'rc') }}
+          files: |
+            dist/*
diff --git a/Pipfile b/Pipfile
new file mode 100644
index 0000000..24dcc3b
--- /dev/null
+++ b/Pipfile
@@ -0,0 +1,19 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+click = "*"
+geojson = "*"
+keplergl = "*"
+numpy = "*"
+pandas = "*"
+scikit-learn = "*"
+
+[dev-packages]
+black = "*"
+wheel = "*"
+
+[requires]
+python_version = "3.9"
diff --git a/Pipfile.lock b/Pipfile.lock
new file mode 100644
index 0000000..d7ddb11
--- /dev/null
+++ b/Pipfile.lock
@@ -0,0 +1,1124 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "2c871d34049ba57c71502528723f7a03014d0bf5c768f77704cf13ef88215378"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.9"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "argon2-cffi": {
+            "hashes": [
+                "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80",
+                "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.3.0"
+        },
+        "argon2-cffi-bindings": {
+            "hashes": [
+                "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670",
+                "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f",
+                "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583",
+                "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194",
+                "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c",
+                "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a",
+                "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082",
+                "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5",
+                "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f",
+                "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7",
+                "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d",
+                "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f",
+                "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae",
+                "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3",
+                "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86",
+                "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367",
+                "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d",
+                "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93",
+                "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb",
+                "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e",
+                "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==21.2.0"
+        },
+        "asttokens": {
+            "hashes": [
+                "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c",
+                "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"
+            ],
+            "version": "==2.0.5"
+        },
+        "attrs": {
+            "hashes": [
+                "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4",
+                "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==21.4.0"
+        },
+        "backcall": {
+            "hashes": [
+                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
+                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
+            ],
+            "version": "==0.2.0"
+        },
+        "beautifulsoup4": {
+            "hashes": [
+                "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30",
+                "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==4.11.1"
+        },
+        "bleach": {
+            "hashes": [
+                "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a",
+                "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.0.1"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d",
+                "sha256:fe86415d55e84719d75f8b69414f6438ac3547d2078ab91b67e779ef69378412"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.6.15"
+        },
+        "cffi": {
+            "hashes": [
+                "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3",
+                "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2",
+                "sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636",
+                "sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20",
+                "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728",
+                "sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27",
+                "sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66",
+                "sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443",
+                "sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0",
+                "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7",
+                "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39",
+                "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605",
+                "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a",
+                "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37",
+                "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029",
+                "sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139",
+                "sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc",
+                "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df",
+                "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14",
+                "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880",
+                "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2",
+                "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a",
+                "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e",
+                "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474",
+                "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024",
+                "sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8",
+                "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0",
+                "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e",
+                "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a",
+                "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e",
+                "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032",
+                "sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6",
+                "sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e",
+                "sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b",
+                "sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e",
+                "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954",
+                "sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962",
+                "sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c",
+                "sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4",
+                "sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55",
+                "sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962",
+                "sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023",
+                "sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c",
+                "sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6",
+                "sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8",
+                "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382",
+                "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7",
+                "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc",
+                "sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997",
+                "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"
+            ],
+            "version": "==1.15.0"
+        },
+        "click": {
+            "hashes": [
+                "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e",
+                "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"
+            ],
+            "index": "pypi",
+            "version": "==8.1.3"
+        },
+        "click-plugins": {
+            "hashes": [
+                "sha256:46ab999744a9d831159c3411bb0c79346d94a444df9a3a3742e9ed63645f264b",
+                "sha256:5d262006d3222f5057fd81e1623d4443e41dcda5dc815c06b442aa3c02889fc8"
+            ],
+            "version": "==1.1.1"
+        },
+        "cligj": {
+            "hashes": [
+                "sha256:a4bc13d623356b373c2c27c53dbd9c68cae5d526270bfa71f6c6fa69669c6b27",
+                "sha256:c1ca117dbce1fe20a5809dc96f01e1c2840f6dcc939b3ddbb1111bf330ba82df"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3' and python_version < '4'",
+            "version": "==0.7.2"
+        },
+        "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",
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+                "sha256:d3f7594930c423fd9f5d1a76bee85a2c36fd8b4b16921cae7e965f22575e9c01",
+                "sha256:dcef026f608f678c118779cd6591c8af6e9b4155c44e0d1bc0c87c036fb8c8c4",
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+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==6.1"
+        },
+        "traitlets": {
+            "hashes": [
+                "sha256:0bb9f1f9f017aa8ec187d8b1b2a7a6626a2a1d877116baba52a129bfa124f8e2",
+                "sha256:65fa18961659635933100db8ca120ef6220555286949774b9cfc106f941d1c7a"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.3.0"
+        },
+        "traittypes": {
+            "hashes": [
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+            ],
+            "version": "==0.2.1"
+        },
+        "wcwidth": {
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+            ],
+            "version": "==0.2.5"
+        },
+        "webencodings": {
+            "hashes": [
+                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
+                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
+            ],
+            "version": "==0.5.1"
+        },
+        "widgetsnbextension": {
+            "hashes": [
+                "sha256:954e0faefdd414e4e013f17dbc7fd86f24cf1d243a3ac85d5f0fc2c2d2b50c66",
+                "sha256:9c84ae64c2893c7cbe2eaafc7505221a795c27d68938454034ac487319a75b10"
+            ],
+            "version": "==3.6.1"
+        }
+    },
+    "develop": {
+        "black": {
+            "hashes": [
+                "sha256:074458dc2f6e0d3dab7928d4417bb6957bb834434516f21514138437accdbe90",
+                "sha256:187d96c5e713f441a5829e77120c269b6514418f4513a390b0499b0987f2ff1c",
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+                "sha256:a218d7e5856f91d20f04e931b6f16d15356db1c846ee55f01bac297a705ca24f",
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+                "sha256:ac609cf8ef5e7115ddd07d85d988d074ed00e10fbc3445aee393e70164a2219c",
+                "sha256:b154e6bbde1e79ea3260c4b40c0b7b3109ffcdf7bc4ebf8859169a6af72cd70b",
+                "sha256:b270a168d69edb8b7ed32c193ef10fd27844e5c60852039599f9184460ce0807",
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+                "sha256:f6fe02afde060bbeef044af7996f335fbe90b039ccf3f5eb8f16df8b20f77666"
+            ],
+            "index": "pypi",
+            "version": "==22.6.0"
+        },
+        "click": {
+            "hashes": [
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+                "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"
+            ],
+            "index": "pypi",
+            "version": "==8.1.3"
+        },
+        "mypy-extensions": {
+            "hashes": [
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+            "version": "==0.4.3"
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+            ],
+            "version": "==0.9.0"
+        },
+        "platformdirs": {
+            "hashes": [
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+                "sha256:58c8abb07dcb441e6ee4b11d8df0ac856038f944ab98b7be6b27b2a3c7feef19"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.5.2"
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+        "tomli": {
+            "hashes": [
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+            "markers": "python_full_version < '3.11.0a7'",
+            "version": "==2.0.1"
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+            "markers": "python_version < '3.10'",
+            "version": "==4.2.0"
+        },
+        "wheel": {
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+            "version": "==0.37.1"
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+}
diff --git a/README.md b/README.md
index 859fb66..745a2b6 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# geocluster
+# geoclustering
 
 > 📍 command-line tool for clustering geolocations.
 
@@ -18,8 +18,8 @@ A cluster is created when a certain number of points (=> `--size`) each are with
 Clone the repository:
 
 ```sh
-git clone https://github.com/fspoettel/geocluster
-cd geocluster
+git clone https://github.com/bellingcat/geoclustering
+cd geoclustering
 ```
 
 Install keplergl build dependencies:
@@ -37,7 +37,7 @@ pip install .
 ## Usage
 
 ```
-Usage: geocluster [OPTIONS] FILENAME
+Usage: geoclustering [OPTIONS] FILENAME
 
 Options:
   -d, --distance FLOAT            (in km) Max. distance between two points in
diff --git a/geocluster/__init__.py b/geoclustering/__init__.py
similarity index 100%
rename from geocluster/__init__.py
rename to geoclustering/__init__.py
diff --git a/geocluster/__main__.py b/geoclustering/__main__.py
similarity index 93%
rename from geocluster/__main__.py
rename to geoclustering/__main__.py
index 563cef6..d67846f 100644
--- a/geocluster/__main__.py
+++ b/geoclustering/__main__.py
@@ -1,9 +1,9 @@
 import click
 import webbrowser
 
-import geocluster.clustering as clustering
-import geocluster.encoding as encoding
-import geocluster.io as io
+import geoclustering.clustering as clustering
+import geoclustering.encoding as encoding
+import geoclustering.io as io
 
 
 @click.command()
diff --git a/geocluster/clustering.py b/geoclustering/clustering.py
similarity index 100%
rename from geocluster/clustering.py
rename to geoclustering/clustering.py
diff --git a/geocluster/encoding.py b/geoclustering/encoding.py
similarity index 100%
rename from geocluster/encoding.py
rename to geoclustering/encoding.py
diff --git a/geocluster/io.py b/geoclustering/io.py
similarity index 96%
rename from geocluster/io.py
rename to geoclustering/io.py
index b5b4f09..d1b1b90 100644
--- a/geocluster/io.py
+++ b/geoclustering/io.py
@@ -68,7 +68,7 @@ def write_visualization(dirname, filename, data):
     map.add_data(data=data, name="clusters")
 
     # config configures a default color scheme for our clusters layer.
-    config_file = resource_filename("geocluster", "kepler_config.json")
+    config_file = resource_filename("geoclustering", "kepler_config.json")
     with open(config_file) as f:
         map.config = json.loads(f.read())
 
diff --git a/geocluster/kepler_config.json b/geoclustering/kepler_config.json
similarity index 100%
rename from geocluster/kepler_config.json
rename to geoclustering/kepler_config.json
diff --git a/geoclustering/version.py b/geoclustering/version.py
new file mode 100644
index 0000000..2081059
--- /dev/null
+++ b/geoclustering/version.py
@@ -0,0 +1,11 @@
+_MAJOR = "0"
+_MINOR = "1"
+# On main and in a nightly release the patch should be one ahead of the last
+# released build.
+_PATCH = "3"
+# This is mainly for nightly builds which have the suffix ".dev$DATE". See
+# https://semver.org/#is-v123-a-semantic-version for the semantics.
+_SUFFIX = ""
+
+VERSION_SHORT = "{0}.{1}".format(_MAJOR, _MINOR)
+VERSION = "{0}.{1}.{2}{3}".format(_MAJOR, _MINOR, _PATCH, _SUFFIX)
diff --git a/scripts/release.sh b/scripts/release.sh
new file mode 100644
index 0000000..733f82b
--- /dev/null
+++ b/scripts/release.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+set -e
+
+TAG=$(python -c 'from geoclustering.version import VERSION; print("v" + VERSION)')
+
+read -p "Creating new release for $TAG. Do you want to continue? [Y/n] " prompt
+
+if [[ $prompt == "y" || $prompt == "Y" || $prompt == "yes" || $prompt == "Yes" ]]; then
+    git add -A
+    git commit -m "Bump version to $TAG for release" || true && git push
+    echo "Creating new git tag $TAG"
+    git tag "$TAG" -m "$TAG"
+    git push --tags
+else
+    echo "Cancelled"
+    exit 1
+fi
diff --git a/setup.py b/setup.py
index 603cc09..b36e78e 100644
--- a/setup.py
+++ b/setup.py
@@ -1,12 +1,30 @@
 from setuptools import setup
 
+# version.py defines the VERSION and VERSION_SHORT variables.
+# We use exec here so we don't import cached_path whilst setting up.
+VERSION = {}  # type: ignore
+with open("geoclustering/version.py", "r") as version_file:
+    exec(version_file.read(), VERSION)
+
 setup(
-    name="geocluster",
-    version="0.1",
-    description="",
+    name="geoclustering",
+    version=VERSION["VERSION"],
+    description="📍 command-line tool for clustering geolocations.",
+    long_description=open("README.md").read(),
+    long_description_content_type="text/markdown",
+    classifiers=[
+        "Intended Audience :: Developers",
+        "Intended Audience :: Science/Research",
+        "License :: OSI Approved :: MIT License",
+        "Programming Language :: Python :: 3",
+    ],
     author="Bellingcat",
-    packages=["geocluster"],
-    entry_points={"console_scripts": ["geocluster = geocluster.__main__:main"]},
+    author_email="tech@bellingcat.com",
+    license="MIT",
+    packages=["geoclustering"],
+    package_data={"geoclustering": ["kepler_config.json"]},
+    keywords=["cluster", "gis", "pattern-analysis"],
+    entry_points={"console_scripts": ["geoclustering = geoclustering.__main__:main"]},
     install_requires=[
         "click",
         "geojson",
diff --git a/tests/fixtures/mock1000.csv b/tests/fixtures/mock1000.csv
index fa3c1ac..8554fc8 100644
--- a/tests/fixtures/mock1000.csv
+++ b/tests/fixtures/mock1000.csv
@@ -1,1001 +1,1001 @@
-id,name,lat,lon
-1,Winnah McVanamy,40.472433,
-2,Emlen Collyer,26.731743,115.622147
-3,Chick Aberdein,-26.1597581,27.7767972
-4,Clement Foyston,38.8794495,-6.9706535
-5,Poul Pepper,47.0505635,15.4828066
-6,Mason Hyde,24.808198,118.03177
-7,Sergeant Heintzsch,-28.051106,-56.0197578
-8,Humfried McBoyle,47.6849444,-122.2982224
-9,Tedie Jarley,-24.7592533,-51.7601166
-10,Pammi Brunger,12.2651512,-85.0778886
-11,Pattie Meaden,42.9979838,-76.1377935
-12,Nanon Minchinton,25.112046,99.161761
-13,Philis Longman,47.221906,-1.605738
-14,Fraze Blizard,,123.9321966
-15,Ethelda Feldstern,16.0166339,121.0368351
-16,Gerianne Mumby,-18.1111446,-49.0009403
-17,Shanta Kleinberer,55.195577,47.0592319
-18,Faun Grimmert,50.0330752,16.7260055
-19,Avram Rosenfield,35.991705,36.3938121
-20,Leonelle Tiley,14.9619281,120.8947635
-21,Harv Adne,33.3457623,130.785523
-22,Ester Meale,4.4339677,-75.8185314
-23,Sammie Dalglish,42.54688,72.20921
-24,Immanuel Mueller,15.5906551,103.5899733
-25,Fin Swetland,41.0610542,24.9613827
-26,Iorgos Possel,50.24987,-117.80226
-27,Ruddy Sigert,41.57365,120.4493879
-28,Berta Blessed,50.0055345,20.5122334
-29,Natka Papez,49.7144884,13.6861064
-30,Dareen Heimann,-21.9948246,47.3706554
-31,Lita Fairchild,-0.670315,100.962601
-32,Andres McCrudden,59.2963732,18.068622
-33,Sybila Mounfield,13.2874832,6.301229
-34,Aggie Tolfrey,14.5404328,
-35,Jobi Beddon,23.14855,113.249429
-36,Currey Eckert,22.555259,113.884019
-37,Sondra Fruchon,42.7066497,23.3067353
-38,Ennis Fabbro,41.4850622,-7.9607378
-39,Wally McInerney,32.99095,
-40,Patsy Douglas,14.3291647,120.9756165
-41,Elliott Boame,47.719429,107.795502
-42,Tonye Roxburch,40.8913038,20.6779776
-43,Aeriela Davisson,49.5111458,17.5282441
-44,Ashby Fivey,-6.2691666,106.05
-45,Gratiana Ewles,53.9854,
-46,Ettore Cowwell,-6.614938,120.43382
-47,Waylin Goundsy,-8.0526,113.7809
-48,Wayne Lampet,37.751046,-25.670123
-49,Ramon Ginie,6.9791945,39.1803741
-50,Fayina Devigne,34.2292129,70.1932084
-51,Constancy Cymper,45.506995,
-52,Addy Ellsworthe,7.20312,124.796217
-53,Reidar Mackerel,55.6697682,12.534394
-54,Gray Brame,9.614603,8.39358
-55,Antin Cancellieri,31.87022,35.12682
-56,Codee Milam,20.4314732,96.1367935
-57,Emmery Moyce,-6.8982,113.1705
-58,Theo Dericot,51.56668,-101.90093
-59,Georgeanne Nesey,-6.2074293,
-60,Mauricio Kemmer,21.48227,109.924347
-61,Milli Ackland,-6.8907337,111.2785407
-62,Guenevere Stalf,41.0057729,71.6436028
-63,Storm Havenhand,0.3144046,32.9888319
-64,Nicky Baggarley,43.4945737,5.8978018
-65,Ula Poat,8.0076463,-80.9815817
-66,Garrard Inmett,55.6700613,12.5468826
-67,Ede Dear,25.112406,110.446979
-68,Philly Grzesiak,49.0096906,2.5479245
-69,Clarabelle Rimell,37.9380499,22.836589
-70,Ricoriki Marcoolyn,3.5233855,125.5110513
-71,Stinky Genny,28.685085,115.899262
-72,Fraze Hallgath,53.3115925,83.9216908
-73,Caprice Chapellow,38.5833406,-9.1500588
-74,Robbert Standrin,15.2110438,51.2500919
-75,Manda Sindell,31.058765,
-76,Tobiah Cape,26.3448341,127.833984
-77,Nicoli Baudains,26.7647964,31.4982868
-78,Kelsi Derisly,56.2674828,54.9252541
-79,Perla Stilwell,-38.9468031,-68.0694251
-80,Alf Fishley,55.7213879,37.40292
-81,Gertruda Goreway,53.4231032,-7.9428197
-82,Murry Pavlov,47.2523491,
-83,Marjy Sorton,46.2107921,15.0174249
-84,Vin Brind,-31.4411018,-64.1257463
-85,Nollie Lynnett,38.4968282,
-86,Timmy Atley,22.654032,110.18122
-87,Chaddy Abramzon,29.999504,106.65627
-88,Annecorinne Shave,14.5919106,121.0228804
-89,Osbourn Kreber,38.1302023,140.0389531
-90,Rex Inns,47.4303768,34.6147082
-91,Nobie Brumham,-8.4793,123.0902
-92,Dona Vaskin,-6.2998469,106.0845931
-93,Felice Iacobucci,31.2324264,-110.5967674
-94,Chick Ricketts,30.745232,110.770017
-95,Linette Haxby,6.7990626,-1.0849592
-96,Timofei Leftridge,18.0226967,101.8812323
-97,Margarete Buckell,30.7833,114.41144
-98,Moshe Bawles,33.338894,105.066014
-99,Jaimie Japp,19.5473972,-96.9121929
-100,Merralee Maddison,-45.9328639,-67.5573429
-101,Winnifred Kelleher,48.9990813,1.6899473
-102,Dorice Daunay,-18.1203773,-63.9615665
-103,Waneta Martindale,49.154057,23.0280055
-104,Teresita Pawlyn,-8.933278,-77.42086
-105,Torey Garry,14.6701,121.108226
-106,Franny Figliovanni,,124.9935888
-107,Wood Pretty,27.5920869,89.8797459
-108,Brook Stratz,9.9436507,-84.0166951
-109,Brannon Ugoletti,30.378326,111.450006
-110,Dino Daniely,,123.9153917
-111,Luca Dufaire,46.3141609,15.5784672
-112,Antonius Perillio,29.289648,120.241565
-113,Corrina Kitchin,-11.2750411,-37.7879303
-114,Caron Twinning,31.319438,-92.4672927
-115,Curtis Patel,,-75.318153
-116,Ema Pennells,7.1966596,35.4288797
-117,Quent Wyss,34.9400977,36.3254282
-118,Leeann Housecroft,11.0876868,11.207047
-119,Christabella Venes,-0.3915604,102.2862694
-120,Witty Selwin,51.1164143,34.4870021
-121,Anna-maria Bruntje,49.604873,18.0646415
-122,Valentino Catcherside,50.7868675,12.8945945
-123,Eugenio Hitschke,4.0786306,9.358984
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-125,Dru Blooman,58.4648143,49.2628773
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-163,Cindelyn Olyff,51.9695974,
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-192,Hallie Dench,38.6273566,-9.123079
-193,Allie Manjin,50.6503044,2.9982752
-194,Ambrosi Mabee,34.799642,103.202869
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-201,Rinaldo Nast,5.329576,103.1369108
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-205,Emile Le Brom,50.1015135,1.8573006
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-234,Kizzee Penhall,-16.5043107,-71.3616546
-235,Thekla Stobbart,-32.232355,-64.442428
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-238,Bel Mewha,53.5412083,
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-240,Elwood Putten,38.9809754,-9.2801649
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-253,Orella Clineck,,17.3385278
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-256,Idalina Roland,44.7416079,18.2727658
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-454,Millard Siggens,57.8282585,28.2416397
-455,Reynold Van Der Straaten,-28.1999491,-51.5303101
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-472,Conrado Kinneir,10.3674543,-13.5841871
-473,Darwin Daughtrey,9.6026645,122.4656415
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-476,Emelia Giraldez,43.4945737,5.8978018
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-479,Zorina Shewry,40.935201,-8.6143168
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-481,Shell Gristock,-0.358417,100.219498
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-483,Vale Futty,26.855047,
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-490,Claus Jambrozek,9.1374129,125.5593311
-491,Octavia Spore,50.284234,36.9329429
-492,Yule Mendenhall,30.507299,-8.615482
-493,Hersch Leyson,60.8936893,24.2869324
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-497,Sarette Gillaspy,33.46444,126.31833
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-499,Othilie Cullerne,-6.3235522,106.6948015
-500,Mommy Barmby,35.2617507,57.973082
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-502,Othello Ecob,49.837947,20.1528189
-503,Dannel Heaker,53.3547991,-113.7233907
-504,Raviv Murrock,38.1483676,140.2633467
-505,Dario Huguenet,25.09204,104.895467
-506,Vinny Dealey,22.951554,112.10915
-507,Sarina Dowding,45.1216628,19.0173647
-508,Ab Cropp,41.86624,125.582116
-509,Cori Collington,52.2902011,22.4724915
-510,Bianca Jodrellec,34.26645,108.960747
-511,Fawn Moorton,40.417358,117.500558
-512,Rozella Effnert,22.6188131,-83.7066289
-513,Delcine Trinbey,32.519016,34.904544
-514,Hermie Halle,-8.1347511,
-515,Harlen Vinson,46.5834424,15.8262125
-516,Orel Jollie,32.933052,35.082678
-517,Garnette Cocke,28.297306,120.632491
-518,Gweneth Shervington,37.7423068,-25.6594762
-519,Aluino Bohman,39.38316,-8.2407873
-520,Hermia Freak,52.138523,16.8924785
-521,Christophorus McCarle,38.416663,
-522,Kenton Spoward,42.52056,130.39528
-523,Hillary Riordan,41.5872,129.6051376
-524,Dean Bunclark,31.79051,113.751463
-525,Krisha McCaw,49.4227567,15.1059917
-526,Guido Blanckley,1.4604431,125.1859924
-527,Crin Keggin,45.2075889,20.8507302
-528,Livvyy Cooksey,38.1861536,140.6675584
-529,Dania Burr,32.13698,35.18595
-530,Gail Dykas,58.9607635,57.6558829
-531,Alistair Huffa,27.318852,115.444319
-532,Shay Farrants,22.8929945,-82.5050529
-533,Josias Nardi,3.0015321,101.6184908
-534,Dina Brownett,22.801624,113.525165
-535,Franklin O'Day,34.0753818,131.2449277
-536,Sauncho Galland,34.3296,71.17852
-537,Tyne Etherington,-7.035591,109.8975853
-538,Timi Bletso,31.5572,65.4343
-539,Abigael Baber,56.450936,23.353057
-540,Allegra Brinson,-34.5727938,-58.5041922
-541,Janna Upstell,-7.7823871,110.374855
-542,Charline Scotchford,48.170403,126.2118229
-543,Tasia Billyard,39.360247,114.694283
-544,Kenna McElroy,52.7038839,55.8511258
-545,Shel Gilks,-6.4698758,107.4780383
-546,Pavel Devonald,-6.916443,39.2246882
-547,Dav Merrick,42.5069391,-96.3598367
-548,Morlee Dod,50.239411,30.5455655
-549,Amara Michin,34.3983716,-2.8935028
-550,Xena Mummery,31.181726,121.426376
-551,Kincaid Beane,29.344616,102.652483
-552,Maggee Witherop,24.983953,101.527027
-553,Tucker Wardell,-7.1733576,113.5103504
-554,Lacee Casper,14.6377832,-90.5873912
-555,Evin Leroy,32.929568,119.860856
-556,Brooke Hanbury,55.354135,40.297852
-557,Dore Reisen,33.24846,132.6146565
-558,Thedric Pollastrone,-22.8631923,-43.7779091
-559,Daffy Beckey,34.705306,108.438067
-560,Pate Haliburn,49.9521852,18.4800457
-561,Igor Maloney,-24.5253253,-56.4076059
-562,Way Gout,,121.0670507
-563,Frieda Swinney,14.9333333,120.6166667
-564,Rog Bottomore,-7.305958,112.8135304
-565,Selena Dulinty,53.8638922,34.4574753
-566,Ado Weber,-6.8864,111.583
-567,Inesita MacNamee,-11.08224,34.646118
-568,Natka Doyle,-25.3168473,45.4863093
-569,Aidan Langthorne,-21.8324773,-46.8925845
-570,Jobye Ianinotti,59.3783741,13.5208157
-571,Shepperd McGown,35.86983,117.197212
-572,Darb Eyckelbeck,6.7885037,124.8730516
-573,Kris Gambrell,62.0249648,27.2057857
-574,Grethel Hellings,-22.72125,27.31057
-575,Marcie Freeth,-14.1187849,-72.2475967
-576,Lemar Raiker,-20.5362627,47.2459749
-577,Lynn Philpin,13.1561057,
-578,Nicolina Shipsey,46.562247,125.1353261
-579,Karlis MacKain,-23.107801,26.8321332
-580,Iolanthe Quodling,40.9109489,49.0729264
-581,Del Lindback,30.0814376,66.9622545
-582,Tasha Jeans,8.6761,16.566
-583,Amil Rengger,23.396201,
-584,Denis Downage,-26.850856,-65.71065
-585,Keely Kaesmans,-27.4883799,-58.9269044
-586,Kendricks Kilbey,-11.1215276,-75.3587075
-587,Kathleen Mallindine,-17.3399775,-65.8649827
-588,Bernette Braithwait,51.3410301,22.753461
-589,Fay Jezzard,28.6517195,-100.5577685
-590,Jasun Prantoni,41.6579624,-8.5873037
-591,Joane De Lascy,,121.6468481
-592,Rubie Regglar,-6.755504,105.8613233
-593,Marji Tilzey,-31.9478653,115.8693718
-594,Darline Pellamonuten,52.2063851,-0.9009942
-595,Link Gooble,40.9933396,21.4188894
-596,Harbert Seleway,32.90871,35.63198
-597,Selig Pieroni,5.3347,103.1358
-598,Emalee Tincombe,31.176471,121.385339
-599,Xaviera Albertson,-18.3349525,-59.7602664
-600,Bryna Whether,27.3980151,-80.3714326
-601,Elden Conlaund,35.0633042,116.3184614
-602,Katie Kinlock,45.697904,0.964671
-603,Diahann Franzotto,58.4078726,51.1841486
-604,Alfredo Moulder,-10.1508133,123.4551696
-605,Merl Pachta,7.6497516,4.3000211
-606,Brynne Dyet,14.9699796,145.6412079
-607,Wallace Garnsworth,35.0235689,135.971704
-608,Esmaria Durham,17.2906593,121.1666679
-609,Stanford Reaper,31.532311,
-610,Maxi Waggitt,57.586388,83.771275
-611,Orran Claibourn,34.395562,113.740529
-612,Siobhan Nouch,41.733296,125.5668499
-613,Kippie Manach,29.2083348,72.8578648
-614,Shirlee Yukhnevich,40.8576169,-8.5183398
-615,Locke Robinett,-11.806679,-77.1657716
-616,Berkley O'Hare,46.4086282,16.1508154
-617,Harrietta Medd,46.4846074,-1.7557702
-618,Ignazio Duinkerk,34.0375944,48.4631098
-619,Lorilee Skrzynski,-37.3965056,175.9364317
-620,Jackelyn Healey,10.9322366,121.9864492
-621,Catlee Gulleford,49.6638448,6.0872124
-622,Juana Todd,31.827364,119.9690478
-623,Ring Courtman,34.5000218,135.6006995
-624,Edy Tassaker,47.278918,6.07097
-625,Tabbie Kilbane,43.6399974,1.4282563
-626,Vanya Hexam,55.7754263,40.4248943
-627,Frederich Gernier,-8.0972402,114.4120114
-628,Corbett Lowrance,37.1408036,-8.8622841
-629,Kristy Davenhall,37.3571829,138.5794706
-630,Oliy Castenda,31.224028,119.687019
-631,Marja Stinson,16.9741689,7.986535
-632,Arman Eilhertsen,51.700259,30.6625433
-633,Nevin Tellenbach,39.0927696,-9.0571089
-634,Britni Cran,41.046959,-8.6423484
-635,Meagan Bligh,49.6169133,90.2391
-636,Karolina Martinek,23.7322067,-99.1829833
-637,Arlee Lennarde,8.116779,38.3745149
-638,Inglis Limmer,48.1997412,16.983641
-639,Evie Howbrook,40.5470957,-8.7012507
-640,Coral Wellbeloved,-6.96661,111.7018452
-641,Ingar Prichet,-2.8534379,108.2941031
-642,Gayler Stebbing,22.801624,113.525165
-643,Thia Martinat,47.3752386,-0.8453268
-644,Charmine Bockin,-6.8058522,111.9611919
-645,Haley Rizzardini,7.45,
-646,Jacqueline Meineking,-6.6063841,106.7617984
-647,Lars Brewis,41.7958532,-8.5356936
-648,Dara Farries,-8.7843,120.4706
-649,Hurlee Jonson,17.7409147,-91.7660525
-650,Chiquita Conti,39.7702467,21.1828612
-651,Susannah Hawe,41.6929759,-8.2060587
-652,Briano Le Noire,13.3601931,99.9129845
-653,Sara Krates,40.941983,19.6996428
-654,Codi Ruberry,38.4475572,-7.5669496
-655,Erny Squeers,26.433417,110.856622
-656,Hercule Doick,56.2270517,15.3137401
-657,Eal Curtis,-7.893728,110.1434668
-658,Margette Swede,45.4131077,
-659,Marylee Bryenton,39.629968,115.08775
-660,Tamara Becconsall,30.368126,102.814531
-661,Hynda Hews,-22.523123,-55.7242526
-662,Lothario Hovert,48.8132669,
-663,Elisa Andri,-7.3384839,108.8581191
-664,Danya Basson,50.0667486,22.5015349
-665,Gerhardine Fleetwood,-8.1384242,112.0804259
-666,Farrell Hambers,-8.6268,120.4599
-667,Jocelyne Celez,49.01671,-57.59837
-668,Norry Kleynermans,41.050928,36.861253
-669,Pandora Cordelle,-19.8730077,47.0291162
-670,Horatia Sedgman,42.1589754,19.494331
-671,Mommy Looks,50.0620325,35.1582225
-672,Geordie Campanelli,-6.5816812,105.8818766
-673,Katuscha Dartnall,53.3624134,55.9381136
-674,Hanna Prettejohns,7.7085722,122.8673554
-675,Birgit Gerin,48.4902808,39.2712224
-676,Aili Spadelli,-27.7668733,-64.2415554
-677,Evan Pech,14.0838656,102.7594847
-678,Papageno Laughnan,30.198506,119.497769
-679,Vinita Sacaze,4.4725348,97.9756343
-680,Rob Wolstenholme,49.6246813,19.1833654
-681,Nicolea Tiley,-6.192143,106.8209006
-682,Ardelle Paaso,16.2463509,120.9986275
-683,Katti Grugerr,9.2178609,7.1898025
-684,Graig Durdle,24.0441592,90.9856518
-685,Dulcia Nottram,42.4229813,47.3298509
-686,Nappie Serman,59.3778462,18.0367294
-687,Klemens Vergine,54.1451,
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-689,Allie Kear,55.8065475,38.1784959
-690,Marco Doyle,41.9208048,41.9931328
-691,Julietta Clucas,13.9718356,108.0150796
-692,Reggie Gandley,,18.6318543
-693,Vale Jefferies,53.337199,91.9334697
-694,Marga Southwood,-23.1770273,-46.4970116
-695,Veronika Nulty,-6.9949,114.0612
-696,Ezmeralda Hayselden,42.9285549,133.0448635
-697,Reggi Covelle,7.0024321,-9.4728244
-698,Augusta Berkelay,-22.8340652,-42.0205561
-699,Brandi Bulger,29.9905062,
-700,Martie Dobbinson,45.2557594,41.8390104
-701,Camille Grigoryov,51.3201051,20.68325
-702,Joshua Saph,51.8321777,85.7788422
-703,Thalia Piscot,-24.5002295,-47.8448116
-704,Karmen Vernham,34.052996,-118.2548551
-705,Sibylla Merring,-5.706302,
-706,Modestia Kopisch,26.444341,115.699778
-707,Herschel Gladeche,49.997292,21.9314509
-708,Maggie Salzen,42.9267976,-85.6480724
-709,Alvin Lockhart,,4.7447501
-710,Wade Beeswing,-8.2849639,-35.9701874
-711,Gregor Brizell,18.1686828,120.7050032
-712,Euell Waddicor,11.5825677,108.9912066
-713,Mireille Abramovici,-22.9098833,-47.0625812
-714,Josefina Burg,49.9800949,19.234704
-715,Kevin Lendrem,-8.1953,113.6183
-716,Baxie Mathevet,31.919928,35.036911
-717,Gallard Siebert,40.2603592,-8.57269
-718,Alena Flori,-10.9588216,-38.7897587
-719,Julietta Dreelan,7.1796355,-2.1008486
-720,Caryl Beininck,-7.5450262,111.6556388
-721,Domenic Quirk,30.2827181,120.1245708
-722,Merola Cayton,1.2413682,33.1239049
-723,Chaim Vooght,-8.5146254,121.9131761
-724,Bran Eilhart,49.6484264,29.3163202
-725,Novelia Ivoshin,29.916694,121.529927
-726,Free Guyonneau,45.521519,3.5276642
-727,Zollie Fransemai,-2.2695575,40.9006408
-728,Pammi Kerner,54.8843032,38.1642604
-729,Ash Wardesworth,30.0781136,102.7319467
-730,Carry Jaqueminet,35.786026,109.459516
-731,Billy Sillitoe,51.2262018,6.7866433
-732,Norry Taylot,5.3347,103.1358
-733,Shirley Scrancher,39.914373,116.454205
-734,Bing Penritt,30.203152,115.429626
-735,Trevar Stuffins,43.2367913,21.5915831
-736,Charles Gherardini,40.668162,129.1902694
-737,Bartolomeo Eyes,41.3269373,-8.570312
-738,Randolph Hubane,53.3269782,26.0063137
-739,Jemima Lummus,,
-740,Florance De Domenicis,45.4949897,16.7305754
-741,Danette Boyfield,36.8539304,115.989656
-742,Ailbert Keddle,,111.0460407
-743,Gabriel Baybutt,29.6242257,-9.5395357
-744,Stephanie Dalgetty,55.7538999,37.6451342
-745,Janet Casson,13.2874832,6.301229
-746,Baird Croci,-30.1090924,-51.3238273
-747,Jethro Wardlow,0.2415538,
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-749,Tonye Allery,31.1707547,121.3963702
-750,Elbertine Gomme,39.6532428,-8.8604748
-751,Hendrik Balderstone,-32.0974801,-63.0334803
-752,Marybelle Whilder,22.825065,100.966512
-753,Shermie Argrave,42.7729381,-80.9828842
-754,Linnea Raulston,13.9734064,121.6889505
-755,Darcee Lumsdale,43.4945737,5.8978018
-756,Philippa Succamore,38.0572295,23.8336016
-757,Gerhardt Meacher,37.8519345,23.8408158
-758,Beilul Pedycan,51.3842543,58.9999439
-759,Noelyn Dack,36.813372,121.620148
-760,Bobbee McGinty,39.43806,
-761,Fanchon Bourne,-20.1060273,-64.4126487
-762,Lorrie McEvon,31.04565,121.409039
-763,Lily Kerfut,49.5458457,19.0802389
-764,Nata Hunton,52.4458588,-9.5003786
-765,Virgie Perrelle,13.7931278,100.4993601
-766,Zenia Kabisch,,113.200971
-767,Theresita Yanukhin,28.906106,111.970514
-768,Demott Bartholomew,31.2660017,70.8743691
-769,Prinz Wills,58.6247472,59.8241142
-770,Hamish Vedeneev,22.109412,
-771,Hewett Neal,-8.7876456,121.6029824
-772,Kary Biaggioli,57.1754487,65.5492993
-773,Sigmund Botler,6.4532257,-1.5838477
-774,Meyer Gethen,45.1611659,20.7866062
-775,Lea McVeagh,,-74.595361
-776,Rikki Lant,-7.3743397,110.2648159
-777,Katie Pemble,-6.500489,106.6560345
-778,Enrichetta Scolts,-6.2899253,145.859323
-779,Mariam Rudyard,7.0394127,125.5131445
-780,Israel Durand,24.2233588,23.3005731
-781,Chic Dencs,34.746611,113.625328
-782,Meredeth Gerrelts,42.3781869,-83.1059154
-783,Frederique Markwell,,106.9506175
-784,Egon Kingswood,50.5580426,136.9943857
-785,Michaelina Maddrah,-7.6752,114.0644
-786,Katheryn Wheatcroft,-7.0085173,107.5253786
-787,Guenna Fearnyough,41.0243406,25.6957932
-788,Camile Muggeridge,-29.0282919,-53.9541563
-789,Kylie Riall,-23.8182859,-46.0851681
-790,Rona Muzzillo,63.2706498,18.6972941
-791,Ced Readshaw,46.2531292,14.4868829
-792,Hilary McDonald,-34.5595896,-58.6022596
-793,Anton Cromar,-34.4765431,-58.7226377
-794,Katharina Kleyn,23.4464152,120.2570421
-795,Megan Gillbard,45.38193,121.593799
-796,Cosette Hospital,54.145036,48.390554
-797,Meredith Cawdell,15.596502,-87.9432837
-798,Novelia Willows,22.396428,114.109497
-799,Briano Hayhow,-8.6433591,116.4960979
-800,Hyacinthe Garm,42.5450345,21.9002712
-801,Xenia Daleman,12.5794519,3.8938528
-802,Rici Yukhtin,22.974898,113.993115
-803,Lila Gane,-34.6809602,-58.694037
-804,Manolo Ffoulkes,39.28167,21.90611
-805,Kasper Dyball,50.31641,-122.80273
-806,Ralph Golder,22.69569,112.225334
-807,Teodor Karpmann,51.5749669,4.6259996
-808,Mirna Sitford,-1.259553,104.100502
-809,Michel Armall,-8.4236237,120.6027296
-810,Glennis Slimme,6.979498,-75.2966019
-811,Rickie Silkstone,57.4837793,12.0883959
-812,Felicity Reavell,18.6243144,98.8938543
-813,Leo Brinkworth,36.608183,101.808485
-814,Terri-jo Clarage,46.522646,86.002798
-815,Laurent Davitt,38.6218706,20.9089378
-816,Bertrand Hurworth,3.5737543,-76.01598
-817,Jory Fernyhough,58.3492338,45.5173688
-818,Monah Grioli,-8.3243906,122.9846079
-819,Dacey Skipsea,28.233802,103.640693
-820,Jacqui Pidler,33.2771465,131.150964
-821,Eddi Gooke,-6.7523072,106.0346285
-822,Ulberto Wrightem,-2.8534379,108.2941031
-823,Dorothea Coveney,2.8963048,-72.1394818
-824,Xavier Jouning,-6.7533085,108.5522531
-825,Timmie Barlas,45.697904,0.964671
-826,Mylo McCathie,22.163704,110.671258
-827,Benn Round,8.4677773,-82.3912892
-828,Maxie Bothwell,51.2781803,20.4380252
-829,Gill Persey,-14.34147,-71.46311
-830,Pablo Meiklem,14.7342524,121.0702642
-831,Finlay Halsall,-7.4703872,110.9387418
-832,Jandy Greenier,23.020673,113.751799
-833,Em Whellams,29.645451,
-834,Salvatore Rao,34.85028,128.58861
-835,Lorrie Tuttiett,-6.2202997,106.8142131
-836,Garvey Jeanel,28.521771,111.746328
-837,Gian Ingray,41.1155359,70.1039032
-838,Nicolle Holby,57.0384344,54.0037032
-839,Poppy Emblem,6.4687099,-4.976654
-840,Lilllie Beccero,37.189822,112.176206
-841,Tresa Hardy-Piggin,62.4729446,17.4155753
-842,Humfrey Ragsdale,-2.9062039,114.6905436
-843,Norene Bidewel,56.136002,111.722923
-844,Miranda Sollner,43.865595,125.374217
-845,Leesa Gieraths,39.7887592,-8.0603988
-846,Genny Brodest,,31.5187617
-847,Cristabel Shingler,,-3.1528692
-848,Adriaens Worcester,43.4914335,5.3707209
-849,Frazier Levicount,38.430793,100.812859
-850,Thorn Allmond,15.8048323,120.9997478
-851,Cassaundra Swanson,15.6147646,-89.8052964
-852,Neda Macbane,42.5100804,1.5387862
-853,Ivy Marcum,29.746561,111.778931
-854,Rois Vanacci,49.9935,36.230383
-855,Emmanuel Manueau,19.63333,30.41667
-856,Orelee Collocott,10.5083266,106.8635004
-857,Joan Milstead,39.3915625,21.9245288
-858,Faythe Dunphy,-6.7453352,34.1531947
-859,Annnora Smallridge,40.039342,116.260921
-860,Frederich Farrall,,-90.496159
-861,Monique Sreenan,,5.8827648
-862,Randie Parslow,56.1966377,86.6235938
-863,Elston Plaskitt,17.5946213,120.6194139
-864,Gavrielle Trevorrow,49.7192421,18.591659
-865,Donnell Stranger,39.9778273,116.4792741
-866,Cara Ceccoli,43.6805415,40.2100333
-867,Raine Hugland,49.794137,18.1457156
-868,Lia Tripean,23.788392,114.74638
-869,Burty Abelevitz,-9.8610821,124.4697283
-870,Josie Swalough,-6.8657511,111.1086346
-871,Rustin Tarbet,10.4051594,123.9245693
-872,Johnny Ledwitch,-10.1701129,123.6231723
-873,Jody Manifield,30.183806,120.264253
-874,Stephan Antoshin,38.4490819,-9.1343145
-875,Teddi Lude,13.06667,123.61667
-876,Rikki Minnis,45.3125176,
-877,Orion Quennell,-6.2969238,106.9222137
-878,Edgard Kobierzycki,31.717564,119.382381
-879,Rickert Lelievre,58.955833,36.5925
-880,Ettie Meneer,22.719257,114.055261
-881,Stirling Yakushkev,40.827732,114.884994
-882,Minna Rickman,-6.7084401,111.5736596
-883,Chrotoem Blankenship,14.8572534,120.6213379
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+739,Jemima Lummus,,
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+849,Frazier Levicount,38.430793,100.812859
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+860,Frederich Farrall,,-90.496159
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+867,Raine Hugland,49.794137,18.1457156
+868,Lia Tripean,23.788392,114.74638
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+895,Alleen Paddefield,40.8103206,19.9199137
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+905,Carma Poulsum,-1.371775,-48.3854399
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+910,Charmaine Pedley,40.8395426,-73.7023905
+911,Fan Greystoke,30.233873,119.724733
+912,Georgeanna Lambourne,49.189578,26.8447254
+913,Cassaundra Fosdyke,36.795091,10.184999
+914,Bertha Jedrachowicz,58.6073483,14.0368868
+915,Hartley O'Scanlan,,16.3144961
+916,Angus Glencross,-6.8424133,106.7175669
+917,Astrix Somers,10.6934511,122.4801854
+918,Vinnie Vagg,41.1661316,-8.6784476
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+920,Hanson McRill,-6.4146234,107.5593913
+921,Thorstein Harse,41.1733305,-8.3619748
+922,Ethe Klemke,35.797997,112.92392
+923,Gan Ostridge,-6.7050629,111.6198661
+924,Lynnet Shobrook,6.0825,124.4327774
+925,Ronnie Chancellor,56.9396428,37.3590646
+926,Karleen McKeady,45.6585294,-122.4979879
+927,Say Layland,51.7354275,55.0063279
+928,Early Giuron,-7.36795,108.21101
+929,Wynny Bread,45.7653181,20.2863213
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+932,Kristine Malimoe,23.8697964,90.4219444
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+934,Giacinta Garfit,-8.4105413,115.6141801
+935,Butch Stelljes,35.3740182,36.6012942
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+938,Paxton Davidovsky,26.106815,34.2743587
+939,Marline Maidment,-7.3632094,109.9001796
+940,Estrella Raeside,-6.2060317,105.9670501
+941,Meara Brogiotti,49.7479799,23.9240561
+942,Dur Gillbanks,3.1121428,101.6935065
+943,Jeane Looby,41.7105857,46.2680965
+944,Nanine Fiddymont,57.4775613,38.2760868
+945,Gizela Fiander,52.8818616,17.5860395
+946,Tracey Northcott,32.169335,119.19095
+947,Tate Quan,41.187621,111.062933
+948,Caleb Aston,24.018269,114.987268
+949,Sibylla Lernihan,6.4791846,124.6644348
+950,Lawton Twelve,36.285616,115.147814
+951,Reinaldo Lukianovich,27.974248,120.632896
+952,Ollie Nother,39.9791423,117.0643296
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+955,Ardeen Wrassell,9.2178609,7.1898025
+956,Prince Iacovuzzi,-12.0463731,-77.042754
+957,Innis Gosson,47.0170479,-68.1430238
+958,Ariel Esterbrook,38.304477,116.838834
+959,Hube Jamme,-25.891968,32.6051351
+960,Drusie Cruttenden,30.095643,114.979875
+961,Sallyann Hought,39.0063718,117.6852235
+962,Dyana Alyoshin,55.6771783,
+963,Kristina Fishley,23.377789,116.508701
+964,Dinny Fleetwood,52.8769629,17.950135
+965,Barnabas Duetschens,-3.701499,-40.3496894
+966,Murdock Soane,37.775349,117.385256
+967,Ami Nigh,9.4934042,35.5011298
+968,Toinette Tinker,4.833333,36.1
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+971,Kenn Surman-Wells,14.342711,121.0656962
+972,Levin Espy,10.779348,125.683593
+973,Norman McIlherran,43.454956,4.946467
+974,Prisca Robberecht,43.6051078,73.7631135
+975,Virgie Lyngsted,-12.182745,-39.2167652
+976,Anny Neild,29.091586,111.208469
+977,Federica Springate,,108.906994
+978,Clayton Beagles,42.891255,129.508945
+979,Chicky Oseman,30.728746,112.382644
+980,Peg Mackiewicz,29.476705,121.869339
+981,Eugine Lesor,49.757096,0.375789
+982,Valentine Franzen,38.6037983,-9.1672878
+983,Tarah Masserel,-32.9395437,-60.6949244
+984,Fianna Touzey,-54.281149,-36.5087385
+985,Antone Haste,-2.5303,115.2418
+986,Isidore Aistrop,-6.633688,107.1573142
+987,Luisa Dibble,25.052896,101.53771
+988,Ailbert McFaell,34.746611,113.625328
+989,Florella MacNeachtain,33.1401715,119.7889248
+990,Emmet Burkart,48.958607,1.845782
+991,Sella Gratland,40.4999888,22.8766281
+992,Guillaume Blunderfield,-3.2325539,119.9484864
+993,Marleah Klaggeman,24.348365,105.759939
+994,Jacquie Ucchino,-21.357789,-46.1496185
+995,Kerwin Karolczyk,-4.3325997,-38.8773164
+996,Ericha Kee,6.4096168,1.8855057
+997,Earl Spurgeon,5.3523231,100.3573891
+998,Wileen Cluckie,51.400458,86.02293
+999,Anthe Cullabine,59.9420078,30.2307225
+1000,Daffy Luther,-27.9918685,26.7241905
diff --git a/tests/fixtures/mock50.csv b/tests/fixtures/mock50.csv
index f6481a4..b01ecf3 100644
--- a/tests/fixtures/mock50.csv
+++ b/tests/fixtures/mock50.csv
@@ -1,51 +1,51 @@
-id,name,lat,lon
-1,Bonnibelle Mathwen,40.1324085,64.4911086
-2,Fayette Elt,49.6235379,6.2379992
-3,Jandy Cooch,-7.5874497,110.7420464
-4,Robb Gerbel,22.2455315,-80.3936994
-5,Silvie Clipson,40.3418956,21.5118754
-6,Kristina Izakoff,30.741991,121.341969
-7,Ricky Sweeting,11.2666664,122.5333328
-8,Quintin Hazart,35.119385,109.167435
-9,Sholom Kilmister,55.7393377,37.6642542
-10,Misty Dooher,49.9776657,20.9421091
-11,Knox Phython,-8.4985,123.5226
-12,Shay Davidy,14.4142191,120.9495257
-13,Dre Benoey,-31.4561755,-64.2111608
-14,Prudi Tomek,40.692169,117.163821
-15,Evey Ealam,31.123586,114.893666
-16,Norry Urch,45.8022541,17.497172
-17,Valerye Dumberell,50.4438122,48.1450932
-18,Freddy Furtado,58.3767785,11.6764538
-19,Catarina Samett,50.4034992,26.141892
-20,Lidia Muckian,-38.7359018,-72.5903739
-21,Stacey Dockrey,29.741986,106.273576
-22,Norri Bonhill,60.6184239,16.7769535
-23,Florence Pretsel,55.96667,25.15
-24,Marten Matantsev,50.9603536,14.3596743
-25,Claiborn Everall,43.884893,-0.5046003
-26,Randolf Hailey,49.4679131,18.2282007
-27,Meggi Kirkebye,57.6888453,11.9943311
-28,Denna Le Grove,16.7124054,98.5746649
-29,Randy Verheijden,40.4722617,-7.9751886
-30,Caterina Blancowe,35.422892,103.352654
-31,Joanne Adamovitch,55.9251242,39.4489055
-32,Orazio Coppins,,111.6556388
-33,Anastassia Bennedsen,45.212088,130.478187
-34,Linoel Ruggier,22.066171,107.781956
-35,Paulina Moralis,-11.806679,-77.1657716
-36,Ambur Outhwaite,59.4033695,17.9443213
-37,Laetitia Aspland,37.6086169,138.9089988
-38,Dew Moxstead,6.1317011,-75.6382657
-39,Berna Klaiser,40.1394691,-8.3092933
-40,Krystle Ingold,7.1518505,0.4738293
-41,Cassaundra Cuffin,56.6342788,36.885813
-42,Malanie Harpin,46.9,109.75
-43,Laurence Stothart,39.912765,116.18362
-44,Luz O'Siaghail,40.4476834,25.5917918
-45,Brittni Garrod,59.0836123,16.18741
-46,Karlie Semrad,-8.793392,121.9330894
-47,Leigh Allderidge,45.768045,15.947739
-48,Ashlin Gogerty,50.3250139,34.9100068
-49,Mozelle De Launde,53.31611,40.70806
-50,Ema le Keux,41.6315023,19.9310781
+id,name,lat,lon
+1,Bonnibelle Mathwen,40.1324085,64.4911086
+2,Fayette Elt,49.6235379,6.2379992
+3,Jandy Cooch,-7.5874497,110.7420464
+4,Robb Gerbel,22.2455315,-80.3936994
+5,Silvie Clipson,40.3418956,21.5118754
+6,Kristina Izakoff,30.741991,121.341969
+7,Ricky Sweeting,11.2666664,122.5333328
+8,Quintin Hazart,35.119385,109.167435
+9,Sholom Kilmister,55.7393377,37.6642542
+10,Misty Dooher,49.9776657,20.9421091
+11,Knox Phython,-8.4985,123.5226
+12,Shay Davidy,14.4142191,120.9495257
+13,Dre Benoey,-31.4561755,-64.2111608
+14,Prudi Tomek,40.692169,117.163821
+15,Evey Ealam,31.123586,114.893666
+16,Norry Urch,45.8022541,17.497172
+17,Valerye Dumberell,50.4438122,48.1450932
+18,Freddy Furtado,58.3767785,11.6764538
+19,Catarina Samett,50.4034992,26.141892
+20,Lidia Muckian,-38.7359018,-72.5903739
+21,Stacey Dockrey,29.741986,106.273576
+22,Norri Bonhill,60.6184239,16.7769535
+23,Florence Pretsel,55.96667,25.15
+24,Marten Matantsev,50.9603536,14.3596743
+25,Claiborn Everall,43.884893,-0.5046003
+26,Randolf Hailey,49.4679131,18.2282007
+27,Meggi Kirkebye,57.6888453,11.9943311
+28,Denna Le Grove,16.7124054,98.5746649
+29,Randy Verheijden,40.4722617,-7.9751886
+30,Caterina Blancowe,35.422892,103.352654
+31,Joanne Adamovitch,55.9251242,39.4489055
+32,Orazio Coppins,,111.6556388
+33,Anastassia Bennedsen,45.212088,130.478187
+34,Linoel Ruggier,22.066171,107.781956
+35,Paulina Moralis,-11.806679,-77.1657716
+36,Ambur Outhwaite,59.4033695,17.9443213
+37,Laetitia Aspland,37.6086169,138.9089988
+38,Dew Moxstead,6.1317011,-75.6382657
+39,Berna Klaiser,40.1394691,-8.3092933
+40,Krystle Ingold,7.1518505,0.4738293
+41,Cassaundra Cuffin,56.6342788,36.885813
+42,Malanie Harpin,46.9,109.75
+43,Laurence Stothart,39.912765,116.18362
+44,Luz O'Siaghail,40.4476834,25.5917918
+45,Brittni Garrod,59.0836123,16.18741
+46,Karlie Semrad,-8.793392,121.9330894
+47,Leigh Allderidge,45.768045,15.947739
+48,Ashlin Gogerty,50.3250139,34.9100068
+49,Mozelle De Launde,53.31611,40.70806
+50,Ema le Keux,41.6315023,19.9310781