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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Color cartogram of MN House Districts\n",
"\n",
"**Goal**: Create a cartogram of Minnesota House districts, in which each district has the same area and is colored according to the party affilation of the legislator representing the district in the MN House during the 2018 session.\n",
"\n",
"For this, I have downloaded and compiled the ``go_cart`` sofatware, found on the GitHub repository [``Flow-Based-Cartograms/go_cart``](<https://github.com/Flow-Based-Cartograms/go_cart>)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1: Convert JSON file from State of MN to input for ``go_cart``\n",
"\n",
"I have downloaded and uncompressed the file provided by the State of Minnesota at <https://gisdata.mn.gov/dataset/bdry-housedistricts2012>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import json\n",
"\n",
"with open(\"geojson_bdry_housedistricts2012/L2012-1.geojson\") as infile:\n",
" rawdata = infile.read()\n",
"\n",
"data = json.loads(rawdata)\n",
"\n",
"dist_dict = {\n",
" dist[\"properties\"][\"DISTRICT\"] :\n",
" dist[\"geometry\"][\"coordinates\"]\n",
" for dist in data[\"features\"]}\n",
"\n",
"dist_list = list(dist_dict.keys())\n",
"dist_list.sort()\n",
"\n",
"with open(\"MNHouseDist.gen\", \"wt\") as outfile:\n",
" for dist_name in dist_list:\n",
" dist_id = dist_name[:2]\n",
" if dist_name[2] == \"A\":\n",
" dist_id += \"0\"\n",
" else:\n",
" dist_id += \"1\"\n",
" full_dist_name = \"HD{}\".format(dist_name)\n",
" outfile.write(\"{} {}\\n\".format(int(dist_id), full_dist_name))\n",
" for coords in dist_dict[dist_name][0]:\n",
" outfile.write(\"{:1.6f} {:1.6f}\\n\".format(\n",
" coords[0]/1000000, coords[1]/1000000\n",
" ))\n",
" outfile.write(\"END\\n\")\n",
" outfile.write(\"END\\n\")\n",
"\n",
"with open(\"MNHouseDist.dat\", \"wt\") as outfile:\n",
" for dist_name in dist_list:\n",
" dist_id = dist_name[:2]\n",
" if dist_name[2] == \"A\":\n",
" dist_id += \"0\"\n",
" else:\n",
" dist_id += \"1\"\n",
" full_dist_name = \"HD{}\".format(dist_name)\n",
" outfile.write(\"{} 1.0 {}\\n\".format(int(dist_id), full_dist_name))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2: Run ``go_cart`` to produce cartogram"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"134 polygon(s), 134 region(s)\n",
"Using a 512 x 512 lattice with bounding box\n",
"\t(-0.016086 4.652259 0.968100 5.636445).\n",
"Starting integration 1\n",
"iter = 0, t = 0.000000e+00, delta_t = 7.508469e-04\n",
"iter = 10, t = 8.438752e-03, delta_t = 8.216030e-04\n",
"iter = 20, t = 1.794564e-02, delta_t = 1.198702e-03\n",
"iter = 30, t = 2.894724e-02, delta_t = 1.311662e-03\n",
"iter = 40, t = 4.170509e-02, delta_t = 1.435267e-03\n",
"iter = 50, t = 5.649253e-02, delta_t = 1.570519e-03\n",
"iter = 60, t = 7.366849e-02, delta_t = 1.718517e-03\n",
"iter = 70, t = 9.412554e-02, delta_t = 2.507283e-03\n",
"iter = 80, t = 1.178243e-01, delta_t = 2.743557e-03\n",
"iter = 90, t = 1.445094e-01, delta_t = 3.002096e-03\n",
"iter = 100, t = 1.763463e-01, delta_t = 3.284999e-03\n",
"iter = 110, t = 2.101914e-01, delta_t = 3.594561e-03\n",
"iter = 120, t = 2.472259e-01, delta_t = 3.933295e-03\n",
"iter = 130, t = 2.865647e-01, delta_t = 4.303950e-03\n",
"iter = 140, t = 3.296105e-01, delta_t = 4.709533e-03\n",
"iter = 150, t = 3.767128e-01, delta_t = 5.153336e-03\n",
"iter = 160, t = 4.254244e-01, delta_t = 4.229221e-03\n",
"iter = 170, t = 4.757686e-01, delta_t = 4.627762e-03\n",
"iter = 180, t = 5.262455e-01, delta_t = 5.063860e-03\n",
"iter = 190, t = 5.768915e-01, delta_t = 5.541053e-03\n",
"iter = 200, t = 6.277469e-01, delta_t = 4.547411e-03\n",
"iter = 210, t = 6.773473e-01, delta_t = 4.975937e-03\n",
"iter = 220, t = 7.271140e-01, delta_t = 5.444845e-03\n",
"iter = 230, t = 7.770864e-01, delta_t = 4.468455e-03\n",
"iter = 240, t = 8.258256e-01, delta_t = 4.889540e-03\n",
"iter = 250, t = 8.707014e-01, delta_t = 4.012730e-03\n",
"iter = 260, t = 9.132602e-01, delta_t = 4.390870e-03\n",
"iter = 270, t = 9.502776e-01, delta_t = 3.603483e-03\n",
"iter = 280, t = 9.815562e-01, delta_t = 2.957293e-03\n",
"max. abs. area error: 1.785304\n",
"Starting integration 2\n",
"iter = 0, t = 0.000000e+00, delta_t = 7.500000e-03\n",
"iter = 10, t = 7.501109e-02, delta_t = 6.155072e-03\n",
"iter = 20, t = 1.552605e-01, delta_t = 8.980128e-03\n",
"iter = 30, t = 2.591761e-01, delta_t = 9.826372e-03\n",
"iter = 40, t = 3.797386e-01, delta_t = 1.433648e-02\n",
"iter = 50, t = 4.825531e-01, delta_t = 8.824208e-03\n",
"iter = 60, t = 5.953315e-01, delta_t = 1.716579e-02\n",
"iter = 70, t = 7.369235e-01, delta_t = 1.408756e-02\n",
"iter = 80, t = 8.999327e-01, delta_t = 1.541510e-02\n",
"max. abs. area error: 0.163910\n",
"Starting integration 3\n",
"iter = 0, t = 0.000000e+00, delta_t = 1.000000e-02\n",
"iter = 10, t = 1.593742e-01, delta_t = 2.593742e-02\n",
"iter = 20, t = 5.727500e-01, delta_t = 6.727500e-02\n",
"max. abs. area error: 0.019461\n",
"Starting integration 4\n",
"iter = 0, t = 0.000000e+00, delta_t = 1.000000e-02\n",
"iter = 10, t = 1.593742e-01, delta_t = 2.593742e-02\n",
"iter = 20, t = 5.727500e-01, delta_t = 6.727500e-02\n",
"max. abs. area error: 0.002640\n"
]
}
],
"source": [
"%%bash\n",
"\n",
"./cartogram MNHouseDist.gen MNHouseDist.dat"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3: Color the map based on partisan control during the 2018 legislative session"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import csv\n",
"\n",
"dist_colors = []\n",
"dfl_color = \"0.0 0.0 0.9\" # DFL represented by blue\n",
"gop_color = \"0.9 0.0 0.0\" # GOP represented by red\n",
"blank_color = \"0.5 0.5 0.5\"\n",
"\n",
"# This data is from Wikipedia: \n",
"# https://en.wikipedia.org/w/index.php?title=Minnesota_House_of_Representatives_election,_2018&oldid=831192242\n",
"# \"Incumbents\" column under \"Candidates\" table\n",
"\n",
"party_control = [\"Republican\", \"Republican\", \"Republican\", \"Republican\", \"DFL\",\n",
" \"DFL\", \"DFL\", \"DFL\", \"Republican\", \"Republican\", \"DFL\", \"DFL\",\n",
" \"DFL\", \"DFL\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"DFL\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"DFL\", \"DFL\", \"Republican\",\n",
" \"DFL\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"DFL\", \"DFL\", \"Republican\", \"Republican\", \"DFL\", \"DFL\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"DFL\", \"DFL\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"Republican\", \"DFL\", \"DFL\",\n",
" \"DFL\", \"Republican\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"Republican\",\n",
" \"Republican\", \"DFL\", \"Republican\", \"Republican\", \"DFL\", \"DFL\", \"DFL\",\n",
" \"DFL\", \"DFL\", \"DFL\", \"Republican\", \"DFL\", \"Republican\", \"Republican\",\n",
" \"Republican\", \"Republican\", \"Republican\", \"Republican\", \"Republican\",\n",
" \"DFL\", \"Republican\", \"Republican\", \"Republican\", \"DFL\", \"DFL\", \"DFL\",\n",
" \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\",\n",
" \"DFL\", \"DFL\", \"DFL\", \"DFL\", \"DFL\"]\n",
"\n",
"for party in party_control:\n",
" if party == \"DFL\":\n",
" dist_colors.append(dfl_color)\n",
" elif party == \"Republican\":\n",
" dist_colors.append(gop_color)\n",
" else:\n",
" dist_colors.append(blank_color)\n",
"\n",
"# change colors in map\n",
"\n",
"with open(\"map.eps\", \"rt\") as map_infile:\n",
" with open(\"map_color.eps\", \"wt\") as map_outfile:\n",
" color_idx = 0\n",
" for line in map_infile:\n",
" if line.strip() == \"0.5 SGRY f\":\n",
" map_outfile.write(dist_colors[color_idx] + \" SRGB f\\n\")\n",
" color_idx += 1\n",
" else:\n",
" map_outfile.write(line)\n",
"\n",
"# change colors in cartogram\n",
"\n",
"with open(\"cartogram.eps\", \"rt\") as map_infile:\n",
" with open(\"cartogram_color.eps\", \"wt\") as map_outfile:\n",
" color_idx = 0\n",
" for line in map_infile:\n",
" if line.strip() == \"0.5 SGRY f\":\n",
" map_outfile.write(dist_colors[color_idx] + \" SRGB f\\n\")\n",
" color_idx += 1\n",
" else:\n",
" map_outfile.write(line)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 4: Convert ``.eps`` files to ``.png`` format and display"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%%bash\n",
"convert -density 100 map_color.eps -trim map_color.png\n",
"convert -density 100 cartogram_color.eps -trim cartogram_color.png"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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xeyulFirV8iullLYqvS4229TXlFIB1T4SypExNWYiEDsXGoDaoDsmCIIXzANq/wW4Ote3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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xFXlk7wXndPEq1C+BVxHdCyPKECHBit7VoqMaIM9WOr8LznSITI++v8NRDrwE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\nBQMAAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import IPython.display\n",
"IPython.display.display(IPython.display.Image(filename=\"map_color.png\"))\n",
"IPython.display.display(IPython.display.Image(filename=\"cartogram_color.png\"))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"### Reference for ``go_cart`` software:\n",
"\n",
"* Gastner, M., Seguy, V., & More, P. (2018). Fast flow-based algorithm for creating density-equalizing map projections. *Proceedings of the National Academy of Sciences USA*, **115**:E2156-E2164.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.4"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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