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@pelson
Last active April 17, 2019 08:57
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(old) Playing with Shapely and the 2012 Olympic torch track
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Olympic data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import json\n",
"\n",
"fname = '/home/h02/itpe/support/olympic_path.json'\n",
"with open(fname) as fh:\n",
" r = json.load(fh)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Print the first 3 visits, so that we have an idea of how the data is stored.\n",
"r['visits'][:3]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": [
"[{u'Latitude': 50.06675,\n",
" u'Longitude': -5.71156,\n",
" u'day': 1,\n",
" u'entityId': 1000001,\n",
" u'placeName': u\"Land's End\",\n",
" u'sequence': 1,\n",
" u'type': 1,\n",
" u'url': u'lands-end'},\n",
" {u'Latitude': 50.07067,\n",
" u'Longitude': -5.69666,\n",
" u'day': 1,\n",
" u'entityId': 1000002,\n",
" u'placeName': u'Sennen',\n",
" u'sequence': 2,\n",
" u'type': 3,\n",
" u'url': u''},\n",
" {u'Latitude': 50.10626,\n",
" u'Longitude': -5.55002,\n",
" u'day': 1,\n",
" u'entityId': 1000003,\n",
" u'placeName': u'Newlyn',\n",
" u'sequence': 3,\n",
" u'type': 3,\n",
" u'url': u''}]"
]
}
],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Convert the data into shapely geometries. Let's create a list of shapely Point objects as well as a dictionary containing a list of point objects for each day."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import shapely.geometry as sgeom\n",
"from collections import defaultdict\n",
"\n",
"points = []\n",
"points_by_day = defaultdict(list)\n",
"\n",
"for visit in r['visits']:\n",
" # Create the actual point.\n",
" point = sgeom.Point([visit['Longitude'], visit['Latitude']])\n",
" \n",
" # Add the point to the list and dictionary.\n",
" points.append(point)\n",
" points_by_day[visit['day']].append(point)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 85
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Make a buffered polygon of the points - this is the easiest way to visualise the data in one go.\n",
"points_buffered = sgeom.MultiPoint(points).buffer(0.05)\n",
"\n",
"# Calculate the extents of the data so that we can pass that to the underlying map.\n",
"x0, y0, x1, y1 = points_buffered.bounds"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.Mercator())\n",
"\n",
"ax.coastlines('10m')\n",
"ax.set_extent([x0, x1, y0, y1])\n",
"ax.add_geometries(points_buffered, ccrs.PlateCarree(), edgecolor='black')\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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y8rh69Wr5L8/rb7k2b96s8NfdwsKCAMqkgfWnn34iAHp6enLx4sXy5devXycA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\n/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ty5czh27FiK+idOnEB8vDuADxAd3RK//now22Rr0qQJ+vT5GGXLrse2beugUChga2uL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\nIiIiIiIiInJcG4KdqjPvuHsBAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x29ed550>"
]
}
],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wikipedia has a similar plot, suggesting that we've loaded the data correctly:\n",
"\n",
"![Olympic route](http://upload.wikimedia.org/wikipedia/commons/thumb/a/a5/2012_Summer_Olympics_torch_relay_map.svg/300px-2012_Summer_Olympics_torch_relay_map.svg.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's create a LineString for each day's locations, and put them all into a MultiLineString."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"day_routes = []\n",
"for points in points_by_day.values():\n",
" if len(points) > 1:\n",
" ls = sgeom.LineString(sgeom.MultiPoint(points))\n",
" else:\n",
" # We only had one location, so just draw a buffer around that\n",
" # one point, and get its exterior LineString.\n",
" ls = points[0].buffer(0.001).exterior\n",
" \n",
" day_routes.append(ls)\n",
"\n",
"all_routes = sgeom.MultiLineString(day_routes)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at these routes on a map (buffering by 0.2 degrees so that we can see it clearly):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.Mercator())\n",
"\n",
"ax.coastlines('10m')\n",
"ax.set_extent([x0, x1, y0, y1])\n",
"ax.add_geometries(all_routes.buffer(0.1), ccrs.PlateCarree(),\n",
" facecolor='blue', edgecolor='black', alpha=0.2)\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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27NhBUVERDg4OGBoaMnHiRIyMjBg3bhzOzs54e3uTl5dHcXEx3bp1o6ioqJoL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\nY7fb+eyzz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KrDYcdszmXECC0ZGQOCgXhBENDr9UycmEV0tJfm5tC5PGq1FpksmQMHykK+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\n5V/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4iFbbw4IF5Wzf3oZON3fG7OxMJoPP5xoe1DVPusQLBoN0dHQQCHRSXS2yb98+Hnvs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\nDgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11f8c290>"
]
}
],
"prompt_number": 44
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do something with this data - using the Natural Earth datasets we can get hold of the UK counties:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cartopy.io.shapereader as shpreader\n",
"counties_shp = shpreader.natural_earth(resolution='10m',\n",
" category='cultural',\n",
" name='admin_1_states_provinces')\n",
"\n",
"uk_counties = []\n",
"for county in shpreader.Reader(counties_shp).records():\n",
" if county.attributes['admin'] == 'United Kingdom':\n",
" uk_counties.append(county)\n",
"\n",
"# Print all UK counties sorted alphabetically.\n",
"print ', '.join(sorted(county.attributes['name'] for county in uk_counties))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Aberdeen, Aberdeenshire, Anglesey, Angus, Antrim, Ards, Argyll and Bute, Armagh, Ballymena, Ballymoney, Banbridge, Barking and Dagenham, Barnet, Barnsley, Bath and North East Somerset, Bedford, Belfast, Bexley, Birmingham, Blackburn with Darwen, Blackpool, Blaenau Gwent, Bolton, Bournemouth, Bracknell Forest, Bradford, Brent, Bridgend, Brighton and Hove, Bristol, Bromley, Buckinghamshire, Bury, Caerphilly, Calderdale, Cambridgeshire, Camden, Cardiff, Carmarthenshire, Carrickfergus, Castlereagh, Central Bedfordshire, Ceredigion, Cheshire East, Cheshire West and Chester, City, Clackmannanshire, Coleraine, Conwy, Cookstown, Cornwall, Coventry, Craigavon, Croydon, Cumbria, Darlington, Denbighshire, Derby, Derbyshire, Derry, Devon, Doncaster, Dorset, Down, Dudley, Dumfries and Galloway, Dundee, Dungannon, Durham, Ealing, East Ayrshire, East Dunbartonshire, East Lothian, East Renfrewshire, East Riding of Yorkshire, East Sussex, Edinburgh, Eilean Siar, Enfield, Essex, Falkirk, Fermanagh, Fife, Flintshire, Gateshead, Glasgow, Gloucestershire, Greenwich, Gwynedd, Hackney, Halton, Halton, Hammersmith and Fulham, Hampshire, Haringey, Harrow, Hartlepool, Havering, Herefordshire, Hertfordshire, Highland, Hillingdon, Hounslow, Inverclyde, Isle of Wight, Isles of Scilly, Islington, Kensington and Chelsea, Kent, Kingston upon Hull, Kingston upon Thames, Kirklees, Knowsley, Lambeth, Lancashire, Larne, Leeds, Leicester, Leicestershire, Lewisham, Limavady, Lincolnshire, Lisburn, Liverpool, Luton, Magherafelt, Manchester, Medway, Merseyside, Merthyr Tydfil, Merton, Middlesbrough, Midlothian, Milton Keynes, Monmouthshire, Moray, Moyle, Neath Port Talbot, Newcastle upon Tyne, Newham, Newport, Newry and Mourne, Newtownabbey, Norfolk, North Ayshire, North Down, North East Lincolnshire, North Lanarkshire, North Lincolnshire, North Somerset, North Tyneside, North Yorkshire, Northamptonshire, Northumberland, Nottingham, Nottinghamshire, Oldham, Omagh, Orkney, Oxfordshire, Pembrokeshire, Perthshire and Kinross, Peterborough, Plymouth, Poole, Portsmouth, Powys, Reading, Redbridge, Redcar and Cleveland, Renfrewshire, Rhondda, Cynon, Taff, Richmond upon Thames, Rochdale, Rotherham, Royal Borough of Windsor and Maidenhead, Rutland, Salford, Sandwell, Scottish Borders, Sefton, Sheffield, Shetland Islands, Shropshire, Slough, Solihull, Somerset, South Ayrshire, South Gloucestershire, South Lanarkshire, South Tyneside, Southampton, Southend-on-Sea, Southwark, Staffordshire, Stirling, Stockport, Stockton-on-Tees, Stoke-on-Trent, Strabane, Suffolk, Sunderland, Surrey, Sutton, Swansea, Swindon, Tameside, Telford and Wrekin, Thurrock, Torbay, Torfaen, Tower Hamlets, Trafford, Vale of Glamorgan, Wakefield, Walsall, Waltham Forest, Wandsworth, Warrington, Warwickshire, West Berkshire, West Dunbartonshire, West Lothian, West Sussex, Westminster, Wigan, Wiltshire, Wokingham, Wolverhampton, Worcestershire, Wrexham, York\n"
]
}
],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's plot these counties, to double check that we've got them correctly located:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.OSGB())\n",
"\n",
"ax.coastlines('10m')\n",
"ax.add_geometries([county.geometry for county in uk_counties],\n",
" ccrs.PlateCarree(), facecolor='none', edgecolor='black')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NN95gZGQkW7VqRQ8PD+bl5VVrvO3bt6eXlxcPHDhQrfd9mmnTpilVWwShNqpS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5vfEJZ9Zh65T/j888+JTCYjhBDi7e1NampqeuxeLMuSGzdukIaGBuLl5UWysrLIe++9R+7cuaNx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"text": [
"<matplotlib.figure.Figure at 0x12d421d0>"
]
}
],
"prompt_number": 47
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ok, now lets find out which counties were unlucky and did not get a visit from the Olympic torch (according to our line string):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.OSGB())\n",
"\n",
"ax.coastlines('10m')\n",
"\n",
"for county in uk_counties:\n",
" if not county.geometry.intersects(all_routes):\n",
" print county.attributes['name']\n",
" # Draw the county buffered and with a low alpha first to draw the attention to the area.\n",
" ax.add_geometries([county.geometry.buffer(0.15)],\n",
" ccrs.PlateCarree(), facecolor='red', edgecolor='black', alpha=0.1)\n",
" ax.add_geometries([county.geometry],\n",
" ccrs.PlateCarree(), facecolor='coral', edgecolor='none')\n",
"\n",
"ax.add_geometries(all_routes,\n",
" ccrs.PlateCarree(), facecolor='none', edgecolor='blue', alpha=0.5) \n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"East Renfrewshire\n",
"South Lanarkshire"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Trafford"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Isles of Scilly"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mgIhQsWJF7Nu3r2gnK0EBAQGYN28e/vjjD3mHwlixkXdLtEAOHjxIenp6BKBA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TJzcHBgqbIebNIAY6wGdS9RFikpFACpys7yQwdxXLoUjNTUVAwdOhQcDgfTp08HAIwbNw6zZ8+W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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x138d1610>"
]
}
],
"prompt_number": 95
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now, lets find out if there were any lucky counties which had the torch all day:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(10, 10))\n",
"ax = plt.axes(projection=ccrs.OSGB())\n",
"\n",
"ax.coastlines('10m')\n",
"\n",
"for day_route in day_routes:\n",
" for county in uk_counties:\n",
" if county.geometry.contains(sgeom.MultiPoint(day_route.coords[:])):\n",
" print county.attributes['name']\n",
" # Add an outline of the geometry with a low alpha value to emphasise\n",
" # the area.\n",
" ax.add_geometries([county.geometry.buffer(0.15)],\n",
" ccrs.PlateCarree(), facecolor='red', edgecolor='black', alpha=0.1)\n",
" ax.add_geometries([county.geometry],\n",
" ccrs.PlateCarree(), facecolor='coral', edgecolor='none')\n",
"\n",
"ax.add_geometries(all_routes,\n",
" ccrs.PlateCarree(), facecolor='none', edgecolor='blue', alpha=0.5)\n",
" \n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Kent\n",
"Tower Hamlets"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mgIhQsWJF7Nu3r2gnK0EBAQGYN28e/vjjD3mHwlixkXdLtEAOHjxIenp6BKBA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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x13585090>"
]
}
],
"prompt_number": 91
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But what about Devon, looking at the list below, didn't we get it all day on the second day?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for visit in r['visits']:\n",
" if visit['day'] == 2:\n",
" print visit['placeName']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Brixton\n",
"Yealmpton\n",
"Modbury\n",
"Kingsbridge\n",
"West Charleton\n",
"Chillington\n",
"Torcross\n",
"Stoke Fleming\n",
"Dartmouth\n",
"Totnes\n",
"Paignton\n",
"Torquay\n",
"Teignmouth\n",
"Exeter\n"
]
}
],
"prompt_number": 70
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can iterate over the point values and find out which county they are in:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for visit in r['visits']:\n",
" if visit['day'] == 2:\n",
" for county in uk_counties:\n",
" point = visit['Longitude'], visit['Latitude']\n",
" if county.geometry.contains(sgeom.Point(point)):\n",
" print '{!s:15}\\t{}\\t{}'.format(visit['placeName'], point, county.attributes['name'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Brixton \t(-4.03353, 50.35264)\tDevon\n",
"Yealmpton \t(-4.00218, 50.34773)\tDevon\n",
"Modbury \t(-3.89024, 50.34958)\tDevon\n",
"Kingsbridge \t(-3.77801, 50.28586)\tDevon\n",
"West Charleton \t(-3.74834, 50.26932)\tDevon"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Chillington \t(-3.69358, 50.27124)\tDevon\n",
"Torcross \t(-3.65392, 50.26568)\tDevon\n",
"Dartmouth \t(-3.58328, 50.35206)\tDevon"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Totnes \t(-3.68548, 50.43223)\tDevon\n",
"Paignton \t(-3.56327, 50.4377)\tTorbay\n",
"Torquay \t(-3.52521, 50.472)\tTorbay\n",
"Exeter \t(-3.52429, 50.72216)\tDevon"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 89
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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