Murdock atlas and Fenske paper

Fenske.ipynb

{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "# Exploring Murdock's Ethnographic Atlas maps\n## using geopandas and folium \n### (relevant to a replication of James Fenske's paper)\n\nThis notebook illustrates how to do mapping and some geospatial analysis inside of a juptyer notebook using various python libraries.  All of these steps can of course be done inside of dedicated GIS client such as QGIS but it's nice to be able to do many of the same tasks inside of a notebook for better documentation and automation. \n\nThe notebook illustrates how to load and display vector polygon as well as raster geospatial data. There are many ways to do this with python but we focus here on using [geopandas](https://github.com/geopandas/geopandas) with [folium](http://python-visualization.github.io/folium/) in a supporting role (to make things look more cool on interactive slippy maps using [leaflet.js](http://leafletjs.com/)).  We use the [rasterio](https://github.com/mapbox/rasterio) and [rasterstats](http://pythonhosted.org/rasterstats/) libraries to work with raster data. \n\nBroad outline:\n\n1. load vector polygon from [Morduck's Ethnographic Atlas](http://devecondata.blogspot.com/2007/10/ethnographic-atlas.html)  data digitized by Nathan Nunn. We'll display the data and show how to also plot markers on a different map layer.\n\n2. Load and display gridded raster data on wheat suitability. \n\n3. Calculate raster zonal statistics \n\n4. (not finished) Discuss how data such as that constructed in step 3 was used in an empirical paper by James Fenske..."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import pandas as pd\nimport geopandas as gpd\nimport folium\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nplt.style.use('bmh')",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "First create a folium slippy basemap. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "m = folium.Map(\n    location = [-1, 25], \n    zoom_start=4, \n    tiles='cartodbpositron'\n)",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We use `FeatureGroup`s to add feature layers that we can later turn off and on via LayerControl"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We will have different folium map layers or FeatureGroups. \n\nThe `marker_group` below is just a collection of markers (all appear at once). \nThe `marker_cluster` will, depending on zoom level, cluster markers into groups to make the map less cluttered. We turn on only one of the marker feature groups at a time.\n\nThe polygon group will have tribal group borders. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "poly_group = folium.FeatureGroup(name='Tribes')\nmarker_group = folium.FeatureGroup(name='Markers')\nmarker_cluster = folium.MarkerCluster().add_to(m)",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### Morduck's Ethnographic Atlas\nShapefile [digitized by Nathan Nunn](https://scholar.harvard.edu/nunn/pages/data-0) \nWe import this shapefile into a geopandas dataframe:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "tribe_areas = gpd.GeoDataFrame.from_file('borders_tribes.shp')\ntribe_areas.head(3)",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 4,
          "data": {
            "text/plain": "       NAME  TRIBE_CODE        LAT       LON  \\\n0    ABABDA           1  23.161800  33.70160   \n1  ABARAMBO           2   3.702955  26.79730   \n2       ABE           3   6.069531  -4.26032   \n\n                                            geometry  \n0  POLYGON ((35.73971002025493 22.87610925401416,...  \n1  POLYGON ((26.45080101160396 3.392839235868952,...  \n2  POLYGON ((-4.074770016825197 6.375219238646509...  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>NAME</th>\n      <th>TRIBE_CODE</th>\n      <th>LAT</th>\n      <th>LON</th>\n      <th>geometry</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ABABDA</td>\n      <td>1</td>\n      <td>23.161800</td>\n      <td>33.70160</td>\n      <td>POLYGON ((35.73971002025493 22.87610925401416,...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>ABARAMBO</td>\n      <td>2</td>\n      <td>3.702955</td>\n      <td>26.79730</td>\n      <td>POLYGON ((26.45080101160396 3.392839235868952,...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>ABE</td>\n      <td>3</td>\n      <td>6.069531</td>\n      <td>-4.26032</td>\n      <td>POLYGON ((-4.074770016825197 6.375219238646509...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "geopandas is a powerful python library. Among many other things it allows us to plot:"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "tribe_areas.plot(column='LAT', figsize=(12,16));",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<matplotlib.figure.Figure at 0x1ec115c11d0>",
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B9jRK1usMg1Jdc7YPEfv/G6gUyr4M0l6P/tx1xJGE04gjiXbUiJshbiE6O+uPw3TUjrFX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ML0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\n0xCTHc5ZzLweS+A0yaxnsiz4Apj1eixmA6e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wmYyUaWA3Grm1HmkbQX020CpczXodHouJ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          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "But this is a static map. For exploratory purposes it's nice to pass the information in the dataframe to folium to map things on top of a slippy map.  \n\nThe following adds the polygon information from our geopandas dataframe to the `poly_group` map layer that we will use below with folium."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "folium.GeoJson(tribe_areas).add_to(poly_group);",
      "execution_count": 6,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "##### Markers\nWe'll iterate through the ethnic groups and create a marker for each group to be located at the Lat, Lon position recorded in the geopandas data frame and labeled with the ethnic group name. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "for i, row in tribe_areas.iterrows():\n    folium.Marker(\n        location=[row.LAT, row.LON],\n        popup = row.NAME).add_to(marker_cluster)  # or replace with marker_group",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We choose which of these FeatureGroups to add to the folium map and add a `LayerControl` to allow us to selectively turn these layers on or off."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "marker_group.add_to(m)\n#marker_cluster.add_to(m)\npoly_group.add_to(m)\n\nfolium.LayerControl().add_to(m)\n\nm",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "text/plain": "<folium.folium.Map at 0x1ec0f9b7b00>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe 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