2020.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GeoPandas User Survey 2020\n",
    "\n",
    "In the fall of 2020, we have asked our community for feedback. We had three main goals:\n",
    "\n",
    "- Better understand the GeoPandas community\n",
    "- Better identify common use cases\n",
    "- Better identify gaps (in documentation, performance, etc.)\n",
    "\n",
    "Below is a summary of the non-sensitive questions we have asked.\n",
    "\n",
    "We have collected 200 responses, thank you all!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load_ext lab_black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"white\")\n",
    "sns.set_palette([\"#139C5A\"])\n",
    "\n",
    "# plt.rcParams[\"figure.dpi\"] = 72"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "responses = pd.read_csv(\"data/2020.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A bit about the respondents\n",
    "\n",
    "The first section aims to understand the community, how people use GeoPandas and why."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(\n",
    "        responses.iloc[:, 1],\n",
    "        ordered=True,\n",
    "        categories=[\n",
    "            \"Every day\",\n",
    "            \"Frequently (a few times a week)\",\n",
    "            \"Occasionally (a few times a month)\",\n",
    "            \"Rarely (a few times a year or less)\",\n",
    "            \"Just checking it out\",\n",
    "        ],\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 1].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(\n",
    "        responses.iloc[:, 2],\n",
    "        ordered=True,\n",
    "        categories=[\n",
    "            \"Just checking it out\",\n",
    "            \"A few months\",\n",
    "            \"About a year\",\n",
    "            \"2-5 years\",\n",
    "            \"> 5 years\",\n",
    "        ],\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 2].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks that most of the respondents have been using GeoPandas for a while and very often."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_and_explode(s):\n",
    "    return s.str.replace(\", \", \",\").str.split(\",\").explode().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(\n",
    "        split_and_explode(responses.iloc[:, 3]).iloc[:, 0],\n",
    "        categories=[\n",
    "            \"Geospatial data exploration\",\n",
    "            \"Geospatial data analysis pipelines\",\n",
    "            \"Geospatial application / tool development\",\n",
    "            \"Geospatial library development\",\n",
    "            \"Just checking it out\",\n",
    "        ],\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 3].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost everyone does some data exploration and data analysis. About half of the people build other tools and libraries on top of GeoPandas. That is worth keeping in mind since any deprecation can cause troubles in downstream."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    split_and_explode(responses.iloc[:, 4]).iloc[:, 0].value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 4].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "People use GeoPandas in a range of contexts in a pretty balanced way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats = [\n",
    "    \"Professional / expert: I apply these concepts all the time\",\n",
    "    \"Very familiar: I regularly apply these concepts to my work\",\n",
    "    \"Somewhat familiar: I can apply some of these concepts to my work\",\n",
    "    \"Not very familiar with GIS concepts\",\n",
    "    \"Not applicable / I don’t use these concepts\",\n",
    "]\n",
    "cats.reverse()\n",
    "(\n",
    "    pd.Categorical(\n",
    "        responses.iloc[:, 5],\n",
    "        ordered=True,\n",
    "        categories=cats,\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(\n",
    "    title=\"How familiar are you with geographic information systems (GIS) concepts?\"\n",
    ").set(\n",
    "    xlabel=\"%\"\n",
    ")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "About 77% of respondents are very familiar with GIS concepts such as spatial reference systems, spatial predicates (e.g., intersects, touches), spatial operations (e.g., intersection, overlay, nearest neighbor), and spatial data types. We know that the results are skewed towards a more active community. Therefore the real number will be probably a bit smaller. However, it is excellent to understand what the level is when we write the documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats = [\n",
    "    \"All the time\",\n",
    "    \"Frequently (a few times a week)\",\n",
    "    \"Often (a few times a month)\",\n",
    "    \"Rarely (< few times a month)\",\n",
    "    \"Never\",\n",
    "    \"Not applicable\",\n",
    "]\n",
    "cats.reverse()\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(12, 8))\n",
    "fig.suptitle(responses.iloc[:, 6].name[:41])\n",
    "(\n",
    "    pd.Categorical(responses.iloc[:, 6], ordered=True, categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(ax=axs[0, 0], title=responses.iloc[:, 6].name[43:-1]).set(xlabel=\"%\")\n",
    "(\n",
    "    pd.Categorical(responses.iloc[:, 7], ordered=True, categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(ax=axs[0, 1], title=responses.iloc[:, 7].name[43:-1]).set(xlabel=\"%\")\n",
    "(\n",
    "    pd.Categorical(responses.iloc[:, 8], ordered=True, categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(ax=axs[1, 0], title=responses.iloc[:, 8].name[43:-1]).set(xlabel=\"%\")\n",
    "(\n",
    "    pd.Categorical(responses.iloc[:, 9], ordered=True, categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(ax=axs[1, 1], title=responses.iloc[:, 9].name[43:-1]).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost everyone uses some other GIS platforms. We are happy to see that the tendency is to choose other open-source solutions!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "options = [\n",
    "    \"Spatial index\",\n",
    "    \"GIS database I/O (e.g., PostGIS)\",\n",
    "    \"GIS file I/O (reading / writing spatial formats)\",\n",
    "    \"Predicate operations (intersects, contains, within, etc)\",\n",
    "    \"Set operations (intersection, union, etc)\",\n",
    "    \"Geometric aggregation (dissolve, etc)\",\n",
    "    \"Spatial join / clip / overlay\",\n",
    "    \"Coordinate transformation (re-projection to another CRS)\",\n",
    "    \"Plotting\",\n",
    "    \"Geocoding\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = {}\n",
    "for option in options:\n",
    "    counts[option] = (\n",
    "        responses.iloc[:, 10].str.contains(option, regex=False).sum()\n",
    "        / responses.shape[0]\n",
    "        * 100\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How is GeoPandas used?\n",
    "\n",
    "The second section aims to understand which bits of GeoPandas people use and other parts of the ecosystem linked to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(counts).sort_values().plot.barh().set(\n",
    "    xlabel=\"%\", title=responses.iloc[:, 10].name\n",
    ")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "People tend to use a broad spectrum of tools GeoPandas offers. Understandably, geocoding is not as widely adopted because not everyone actually needs it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(\n",
    "        split_and_explode(responses.iloc[:, 11]).iloc[:, 0],\n",
    "        categories=[\n",
    "            \"Hundreds of thousands of rows or more\",\n",
    "            \"Tens of thousands of rows\",\n",
    "            \"A few thousand rows\",\n",
    "            \"Hundreds of rows or less\",\n",
    "        ],\n",
    "        ordered=True,\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 11].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`geopandas.GeoDataFrames` are of all sizes. Notably, almost half of the respondents use very large datasets, so performance is essential."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    split_and_explode(responses.iloc[:, 12])\n",
    "    .iloc[:, 0]\n",
    "    .str.lower()\n",
    "    .value_counts(ascending=True)\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").drop(\"\").tail(20).plot.barh(\n",
    "    title=responses.iloc[:, 12].name + \" (top 20)\", figsize=(6, 6)\n",
    ").set(\n",
    "    xlabel=\"%\"\n",
    ")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost 20% of users mentioned `rasterio` and `xarray` among other libraries they use, therefore Interoperability between GeoPandas vector data and raster is quite relevant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1440 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats = [\"Not relevant\", \"Somewhat Useful\", \"Critical\"]\n",
    "\n",
    "fig, axs = plt.subplots(7, 2, sharex=True, sharey=True, figsize=(12, 20))\n",
    "# fig.suptitle(responses.iloc[:, 13].name[:59])\n",
    "for ax, i in zip(axs.reshape(-1), range(13, 27)):\n",
    "    title = responses.iloc[:, i].name[61:-1]\n",
    "    if len(title) > 60:\n",
    "        title = title[:60] + \" ...\"\n",
    "    (\n",
    "        pd.Categorical(\n",
    "            responses.iloc[:, i], ordered=True, categories=cats\n",
    "        ).value_counts()\n",
    "        / responses.shape[0]\n",
    "        * 100\n",
    "    ).plot.barh(ax=ax, title=title).set(xlabel=\"%\")\n",
    "plt.tight_layout()\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Performance, scaling to large datasets, interactive plotting and integration with the rest of the Python ecosystem are the outstanding topics. \n",
    "\n",
    "Existing experimental `pygeos` geometry backend, which will be embedded in `shapely 2.0` already provides a considerable performance gain, so we're optimistic. \n",
    "\n",
    "Scaling, parallelization and out-of-core computation are also on the roadmap, based on `dask`. See https://github.com/jsignell/dask-geopandas and help us test and code the first release!\n",
    "\n",
    "There's a variety of external libraries building on top of GeoPandas, providing interactive plotting but we may look into closer cooperation. \n",
    "\n",
    "## Environment and installation\n",
    "\n",
    "In some cases, the installation of GeoPandas may not be entirely straightforward. We wanted to understand which combinations of OS and environment management are the tricky one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(\n",
    "        split_and_explode(responses.iloc[:, 28]).iloc[:, 0],\n",
    "        categories=[\"Linux\", \"Windows\", \"MacOS\"],\n",
    "    ).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 28].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    split_and_explode(responses.iloc[:, 29]).iloc[:, 0].value_counts(ascending=True)[6:]\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 29].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`conda` is the recommended option, we're glad that the vast majority of people use it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats = [\n",
    "    \"Easy\",\n",
    "    \"I had to check the documentation\",\n",
    "    \"I found guidance on the web\",\n",
    "    \"I needed help from the community\",\n",
    "    \"I was unable to successfully install GeoPandas\",\n",
    "    \"Not relevant\",\n",
    "]\n",
    "cats.reverse()\n",
    "(\n",
    "    pd.Categorical(responses.iloc[:, 30], categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 30].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "install = pd.Categorical(responses.iloc[:, 30], categories=cats)\n",
    "(\n",
    "    split_and_explode(responses[install.isin(install.categories[1:4])].iloc[:, 29])\n",
    "    .iloc[:, 0]\n",
    "    .value_counts(ascending=True)[6:]\n",
    ").plot.barh(\n",
    "    title=\"Management systems use in an installation which was not easy or resolved by the documenation.\"\n",
    ").set(\n",
    "    xlabel=\"count\"\n",
    ")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although causing a bit of trouble for some, the installation seems to be currently an easy task for most. Interestingly, there's no difference between `pip` and `conda` regarding the installation troubles, the ratio remains the same as in all installations.\n",
    "\n",
    "When you mentioned what caused the issue, `GDAL`, used by `fiona` was often the culprit. \n",
    "\n",
    "## GeoPandas community\n",
    "\n",
    "The final part of the survey is about the wider community."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    split_and_explode(responses.iloc[:, 32]).iloc[:, 0].value_counts(ascending=True)\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 32].name).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The documentation, [StackOverflow](https://stackoverflow.com/questions/tagged/geopandas) and [GIS StackExchange](https://gis.stackexchange.com/questions/tagged/geopandas), together with GitHub issues, are among the primary sources of help and guidance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cats = [\n",
    "    \"Strongly agree\",\n",
    "    \"Somewhat agree\",\n",
    "    \"Neither agree nor disagree\",\n",
    "    \"Somewhat disagree\",\n",
    "    \"Strongly disagree\",\n",
    "    \"Not applicable\",\n",
    "]\n",
    "cats.reverse()\n",
    "fig, axs = plt.subplots(3, 1, sharex=True, sharey=True, figsize=(6, 12))\n",
    "fig.suptitle(responses.iloc[:, 33].name[:19])\n",
    "for ax, i in zip(axs.reshape(-1), range(33, 36)):\n",
    "    (\n",
    "        pd.Categorical(\n",
    "            responses.iloc[:, i], ordered=True, categories=cats\n",
    "        ).value_counts()\n",
    "        / responses.shape[0]\n",
    "        * 100\n",
    "    ).plot.barh(ax=ax).set(xlabel=\"%\")\n",
    "    ax.set_title(responses.iloc[:, i].name[21:-1])\n",
    "plt.tight_layout()\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "People tend to feel welcome in the community, but there seems to be space to become more inclusive.\n",
    "\n",
    "Finally, we have asked whether you would recommend GeoPandas and 77% agree (with 8% responding as NA)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    pd.Categorical(responses.iloc[:, 36], ordered=True, categories=cats).value_counts()\n",
    "    / responses.shape[0]\n",
    "    * 100\n",
    ").plot.barh(title=responses.iloc[:, 36].name[21:-1]).set(xlabel=\"%\")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thank you all for your time and valuable responses."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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