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
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
{
"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_csv('tags1.csv', encoding='cp1250', delimiter =';', index_col=0)\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 11590\n",
"amenity-public_building 2019\n",
"wood 1506\n",
"building:type 839\n",
"type-heat 531\n",
"landuse-farm 491\n",
"name:botanical 477\n",
"wetland-marsh 413\n",
"amenity-swimming_pool 334\n",
"building-entrance 315\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAFXCAYAAADUG/YoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa8c82b0>"
]
},
"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": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGuCAYAAABfpEVAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa87ee48>"
]
},
"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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\nhBBCCFEO/wexGM1f2PG91QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb233908>"
]
},
"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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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb8c3c50>"
]
},
"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
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment