kopia lustrzana https://github.com/anitagraser/ogd-at-lab
First notebook
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# ogd-at-lab
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# OGD.AT Lab
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Notebooks for Austrian open gov data analysis
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[](https://mybinder.org/v2/gh/ogd-at-lab/notebooks/main?urlpath=lab/tree/index.ipynb)
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name: ogd-at-lab
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channels:
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- conda-forge
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- default
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dependencies:
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- python=3.7
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- numpy
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- cython
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- matplotlib
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- seaborn
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- pandas
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- geopandas
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- rasterio
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- hvplot
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- bokeh
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- proj
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- cartopy
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- geoviews
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- scikit-learn
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- geopy
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- panel
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from os.path import exists\n",
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"from urllib.request import urlretrieve\n",
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"import geopandas as gpd\n",
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"import hvplot.pandas"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"SIZE = 400"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"def gdf_from_wfs(layer):\n",
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" file = f'{layer}.json'\n",
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" url = f\"https://data.wien.gv.at/daten/geo?service=WFS&request=GetFeature&version=1.1.0&typeName=ogdwien:{layer}&srsName=EPSG:4326&outputFormat=json\"\n",
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" if not exists(file):\n",
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" urlretrieve(url, file)\n",
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" return gpd.read_file(file)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"gdf = gdf_from_wfs('ELADESTELLEOGD')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"gdf.hvplot(geo=True, tiles='OSM', width=SIZE, height=SIZE, hover_cols=['DESIGNATION']).opts(active_tools=['wheel_zoom'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"def hvplot_with_buffer(gdf, buffer_size, title=''):\n",
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" buffered = gdf.to_crs('epsg:31287').buffer(100)\n",
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" buffered = gdf.copy().set_geometry(buffered).to_crs('epsg:4326')\n",
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" \n",
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" plot = ( buffered.hvplot(geo=True, title=title, tiles='OSM', width=SIZE, height=SIZE, alpha=0.5, line_width=0) * \n",
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" gdf.hvplot(geo=True, hover_cols=['DESIGNATION']) \n",
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" ).opts(active_tools=['wheel_zoom'])\n",
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" \n",
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" return plot"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"hvplot_with_buffer(gdf, 100)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"gdf2 = gdf_from_wfs('CITYBIKEOGD')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"hvplot_with_buffer(gdf, 100, title='EV Charging Stations') + hvplot_with_buffer(gdf2, 100, title='Citybike Stations')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.7.8"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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