Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save Teiron/47dd1b2ef5bcaaa623c0 to your computer and use it in GitHub Desktop.
Save Teiron/47dd1b2ef5bcaaa623c0 to your computer and use it in GitHub Desktop.
19-03-16 and 15-03-16
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Depracated and discouraged tags analysis for OpenStreetMap data in Poland\n",
"## Intro\n",
"\n",
"Hi all, this notebook focuses on differences in tagging between Polish voievodships, strictly speaking on most frequent discouraged and deprecated tags. Technologies and sites that I used include: \n",
"* [OpenStreetMap](http://www.openstreetmap.org)\n",
"* [OpenStreetMap Wiki](https://wiki.openstreetmap.org/wiki/Main_Page)\n",
"* [Taginfo](https://taginfo.openstreetmap.org/)\n",
"* [Overpass Turbo](https://overpass-turbo.eu/)\n",
"* YAML\n",
"* Python packages:\n",
" - python-overpy (0.3.1 - modified) - Python wrapper for Overpass Turbo API\n",
" - pandas (0.17.1)\n",
" - seaborn (0.7)\n",
" - matplotlib (1.5.1)\n",
" - PyYAML (3.11)\n",
" \n",
">Overpy was modified by adding features from '#24' pull request from project's GitHub page - be warned this PR fails some tests. Because of that I won't put my script that I used to acquire data in this notebook, but feel free to PM me - I will share it that way.\n",
"\n",
"So let's go and see what everybody is interested in these days.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data\n",
"\n",
"We need two datasets to start, first we need a list of discouraged tags, second we need to find IDs of Polish voievodships (so we can use them in overpy).\n",
"\n",
"### Discouraged tags\n",
"There is no comprehensive list of them, at least that I know of. Using OpenStreetMap Wiki I handpicked them and paste them to YAML file, available [here](https://gist.github.com/Teiron/48aba859dd4e707d5ee8) on my GitHub Gist.\n",
"\n",
"### Polish voievodships\n",
"Knowing that every polish voievodship in OSM has tag `ISO3166-2=PL-??` where ISO3166-2 is a key and PL-?? is value and '??' are two letters distinct for each voievodship, we can use Overpass Turbo to acquire their IDs.\n",
"\n",
"I used following OverpassQL query:\n",
"```\n",
"[out:json][timeout:2500];\n",
"(relation[\"ISO3166-2\"~\"PL-\"];);\n",
"out body;\n",
">;\n",
"out skel qt;\n",
"```\n",
"\n",
"And again it goes into YAML [file](https://gist.github.com/Teiron/443be785a28a576ec5ec).\n",
"\n",
"### Discouraged tags in voievodships\n",
"\n",
"Here I used modified overpy, PyYAML and pandas DataFrame to extract data from Overpass API, modified the result ('=' sign changed to '-') and save it to csv file.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis\n",
"\n",
"First we start with usual scientific imports, enable inline plots and we load up our data set."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"# -*- coding: utf-8 -*-\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_excel('tags.xlsx')\n",
"# Deleting tags without any usage in Poland\n",
"df = df.dropna(how='all')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can take two approaches, either analyze where specified tag concentrates or make an analysis of specified voievodship. We'll use the first one.\n",
"\n",
"### Tags\n",
"\n",
"It's always nice to know which item on our list is the most frequent. To make it easier to read I'll restrict that to top 10 most frequent key value pairs (or only keys)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"landuse_reservoir 13189\n",
"wood 8565\n",
"amenity-public_building 2501\n",
"building:type 848\n",
"type-heat 531\n",
"landuse-farm 499\n",
"name:botanical 477\n",
"wetland-marsh 413\n",
"amenity-swimming_pool 370\n",
"building-entrance 317\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAFSCAYAAACE1mebAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAiAIgiAIddD/A0JlNkmRNmdQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa8e7518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sum_tags = df.sum(axis=1).sort_values(ascending=False)\n",
"top_10_tags = sum_tags[0:10]\n",
"print(top_10_tags)\n",
"pie_chart = plt.pie(top_10_tags, \n",
" labels=top_10_tags.index, \n",
" colors=sns.color_palette(\"Set3\", 10))\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see 2 tags dominate the top 10 taking over three fourths of the chart. \n",
"\n",
"`\"landuse=reservoir\"` which was depreciated in May 2011 and is globally (at time of writing of this notebook) the most 'mistagged' key=value combination. \n",
"\n",
"Second to it is the value `\"wood\"` (meaning that anything starting with `wood=` was deprecated) put out of use in June 2014 when `\"leaf_type\"` and `\"leaf_cycle\"` were recommended instead.\n",
"\n",
"Runner ups are `\"amenity=public_building\"` (deprecated this year - 2016) and `\"building:type\"` which in turn wasn't ever documented and should be regarded as mistake in tagging rather than result of deprecation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"Moreover we can look how many tags are wrong categorizing them by voievodship."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAe8AAAGuCAYAAAC5jY4EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa948cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sum_voievodships = df.sum().sort_values(ascending=True)\n",
"point_plot = sns.pointplot(sum_voievodships.index, sum_voievodships, join=False)\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation=90)\n",
"plt.show(point_plot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Whoah, that śląskie is certainly up to something. We could look at the tag composition there, but rather than that we will take a look at the aforementioned 4 tags."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1UAAALFCAYAAAAr7skxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlMD/A6kec83XzOOaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb2d9160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"final_figure = plt.figure(figsize=(12, 10))\n",
"\n",
"data_plot1 = df.loc['landuse_reservoir'].sort_values(ascending=False)\n",
"ax1 = final_figure.add_subplot(221)\n",
"plot1 = sns.barplot(data_plot1, data_plot1.index, palette='GnBu_d', ax = ax1)\n",
"plot1.set(xlabel=\"landuse=reservoir\")\n",
"\n",
"data_plot2 = df.loc['wood'].sort_values(ascending=False)\n",
"ax2 = final_figure.add_subplot(222)\n",
"plot1 = sns.barplot(data_plot2, data_plot2.index, palette='GnBu_d', ax = ax2)\n",
"plot1.set(xlabel=\"wood\")\n",
"\n",
"data_plot3 = df.loc['amenity-public_building'].sort_values(ascending=False)\n",
"ax3 = final_figure.add_subplot(223)\n",
"plot3 = sns.barplot(data_plot3, data_plot3.index, palette='GnBu_d', ax = ax3)\n",
"plot3.set(xlabel=\"amenity=public_building\")\n",
"\n",
"data_plot4 = df.loc['building:type'].sort_values(ascending=False)\n",
"ax4 = final_figure.add_subplot(224)\n",
"plot4 = sns.barplot(data_plot4, data_plot4.index, palette='GnBu_d', ax = ax4)\n",
"plot4.set(xlabel=\"building:type\")\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With almost eight thousand `wood` tags the mystery o śląskie is solved. On more general remarks there are depreciated tags which are highly localized (like `wood` or `building:type`) and which are spread more evenly throughout state (like `landuse=reservoir`) but still local characteristics (capital city in mazowieckie with lots of government offices or generally better mapped dolnośląskie) leave visible marks on statistics."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extras\n",
"\n",
"Here lie charts which were too disruptive."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1UAAAQtCAYAAACyKWXkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQghRC1JUCSGEEEIIIUQt/D8vkFOMUOIMzwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb5f4080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"final_figure2 = plt.figure(figsize=(12, 15))\n",
"\n",
"data_plot5 = df.loc['type-heat'].sort_values(ascending=False)\n",
"ax1 = final_figure2.add_subplot(321)\n",
"plot5 = sns.barplot(data_plot5, data_plot5.index, palette='GnBu_d', ax = ax1)\n",
"plot5.set(xlabel=\"type=heat\")\n",
"\n",
"data_plot6 = df.loc['landuse-farm'].sort_values(ascending=False)\n",
"ax2 = final_figure2.add_subplot(322)\n",
"plot6 = sns.barplot(data_plot6, data_plot6.index, palette='GnBu_d', ax = ax2)\n",
"plot6.set(xlabel=\"landuse=farm\")\n",
"\n",
"data_plot7 = df.loc['name:botanical'].sort_values(ascending=False)\n",
"ax3 = final_figure2.add_subplot(323)\n",
"plot7 = sns.barplot(data_plot7, data_plot7.index, palette='GnBu_d', ax = ax3)\n",
"plot7.set(xlabel=\"name:botanical\")\n",
"\n",
"data_plot8 = df.loc['wetland-marsh'].sort_values(ascending=False)\n",
"ax4 = final_figure2.add_subplot(324)\n",
"plot8 = sns.barplot(data_plot8, data_plot8.index, palette='GnBu_d', ax = ax4)\n",
"plot8.set(xlabel=\"wetland=marsh\")\n",
"\n",
"data_plot9 = df.loc['amenity-swimming_pool'].sort_values(ascending=False)\n",
"ax5 = final_figure2.add_subplot(325)\n",
"plot9 = sns.barplot(data_plot9, data_plot9.index, palette='GnBu_d', ax = ax5)\n",
"plot9.set(xlabel=\"amenity=swimming_pool\")\n",
"\n",
"data_plot10 = df.loc['building-entrance'].sort_values(ascending=False)\n",
"ax6 = final_figure2.add_subplot(326)\n",
"plot10 = sns.barplot(data_plot10, data_plot10.index, palette='GnBu_d', ax = ax6)\n",
"plot10.set(xlabel=\"building=entrance\")\n",
"\n",
"plt.tight_layout()"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment