{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# This notebook shows how to use basemap\n",
"\n",
">- Data source and anlysis process are from Dataquest",
"--by Lu Tang"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
" id name alias iata icao callsign country active\n",
"0 1 Private flight \\N - NaN NaN NaN Y\n",
"1 2 135 Airways \\N NaN GNL GENERAL United States N"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"airlines.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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source
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source_id
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dest
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dest_id
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codeshare
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stops
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equipment
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" airline airline_id source source_id dest dest_id codeshare stops equipment\n",
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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"routes.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In most cases, we want to visualize latitude and longitude points on two-dimensional maps. Two-dimensional maps are faster to render, easier to view on a computer and distribute, and are more familiar to the experience of popular mapping software like Google Maps. Latitude and longitude values describe points on a sphere, which is three-dimensional. To plot the values on a two-dimensional plane, we need to convert the coordinates to the Cartesian coordinate system using a map projection.\n",
"\n",
"A map projection transforms points on a sphere to a two-dimensional plane. When projecting down to the two-dimensional plane, some properties are distorted. Each map projection makes trade-offs in what properties to preserve and you can read about the different trade-offs here. We'll use the Mercator projection, because it is commonly used by popular mapping software.\n",
"\n",
"Before we convert our flight data to Cartesian coordinates and plot it, let's learn more about the basemap toolkit. Basemap is an extension to Matplotlib that makes it easier to work with geographic data. The documentation for basemap provides a good high-level overview of what the library does:\n",
"\n",
"The matplotlib basemap toolkit is a library for plotting 2D data on maps in Python. Basemap does not do any plotting on it’s own, but provides the facilities to transform coordinates to one of 25 different map projections.\n",
"\n",
"Basemap makes it easy to convert from the spherical coordinate system (latitudes & longitudes) to the Mercator projection. While basemap uses Matplotlib to actually draw and control the map, the library provides many methods that enable us to work with maps quickly.\n",
"\n",
"Because basemap uses matplotlib, you'll want to import matplotlib.pyplot into your environment when you use Basemap."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Steps:**\n",
">- Create a new basemap instance with the specific map projection we want to use and how much of the map we want included.\n",
">- Convert spherical coordinates to Cartesian coordinates using the basemap instance.\n",
">- Use the matplotlib and basemap methods to customize the map.\n",
">- Display the map."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.basemap import Basemap\n",
"# Create a new basemap instance\n",
"m = Basemap(projection='merc',llcrnrlat=-80,urcrnrlat=80,llcrnrlon=-180,urcrnrlon=180)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we mentioned before, we need to convert latitude and longitude values to Cartesian coordinates to display them on a two-dimensional map. We can pass in a list of latitude and longitude values into the basemap instance and it will return back converted lists of longitude and latitude values using the projection we specified earlier. \n",
"\n",
"The constructor only accepts list values, so we'll need to use Series.tolist() to convert the longitude and latitude columns from the airports dataframe to lists. Then, we pass them to the basemap instance with the longitude values first then the latitude values:\n",
"\n",
"x, y = m(longitudes, latitudes)\n",
"\n",
"The basemap object will return 2 list objects, which we assign to x and y. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# convert latitude and longitude values to Cartesian coordinates\n",
"longitudes = airports[\"longitude\"].tolist()\n",
"latitudes = airports[\"latitude\"].tolist()\n",
"x, y = m(longitudes, latitudes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A scatter plot is the simplest way to plot points on a map, where each point is represented as an (x, y) coordinate pair. To create a scatter plot from a list of x and y coordinates, we use the basemap.scatter() method.\n",
"\n",
"m.scatter(x,y)\n",
"The basemap.scatter() method has similar parameters to the pyplot.scatter(). For example, we can customize the size of each marker using the s parameter:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
],
"text/plain": [
" airline source dest equipment start_lon end_lon start_lat end_lat\n",
"0 2B AER KZN CR2 39.956589 49.278728 43.449928 55.606186\n",
"1 2B ASF KZN CR2 48.006278 49.278728 46.283333 55.606186\n",
"2 2B ASF MRV CR2 48.006278 43.081889 46.283333 44.225072\n",
"3 2B CEK KZN CR2 61.503333 49.278728 55.305836 55.606186\n",
"4 2B CEK OVB CR2 61.503333 82.650656 55.305836 55.012622"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geo_routes = pd.read_csv(\"geo_routes.csv\")\n",
"print(geo_routes.info())\n",
"geo_routes.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To better understand the flight routes, we can draw great circles to connect starting and ending locations on a map. A great circle is the shortest circle connecting 2 points on a sphere.\n",
"\n",
"We use the basemap.drawgreatcircle() method to display a great circle between 2 points. The basemap.drawgreatcircle() method requires four parameters in the following order:\n",
">- lon1 - longitude of the starting point.\n",
">- lat1 - latitude of the starting point.\n",
">- lon2 - longitude of the ending point.\n",
">- lat2 - latitude of the ending point.\n",
"\n",
"Unfortunately, basemap struggles to create great circles for routes that have an absolute difference of larger than 180 degrees for either the latitude or longitude values. This is because the basemap.drawgreatcircle() method isn't able to create great circles properly when they go outside of the map boundaries."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting for geo_routes\n",
"fig, ax = plt.subplots(figsize=(15,20))\n",
"m = Basemap(projection='merc', llcrnrlat=-80, urcrnrlat=80, llcrnrlon=-180, urcrnrlon=180)\n",
"m.drawcoastlines()\n",
"\n",
"def create_great_circles(df):\n",
" # Iterate over the rows in the dataframe using DataFrame.iterrows()\n",
" for index, row in df.iterrows():\n",
" end_lat, start_lat = row['end_lat'], row['start_lat']\n",
" end_lon, start_lon = row['end_lon'], row['start_lon']\n",
" \n",
" # Draw a great circle using the four geographic coordinates only if:\n",
" # The absolute difference between the latitude values (end_lat and start_lat) is less than 180.\n",
" # If the absolute difference between the longitude values (end_lon and start_lon) is less than 180.\n",
" if abs(end_lat - start_lat) < 180:\n",
" if abs(end_lon - start_lon) < 180:\n",
" # use the basemap.drawgreatcircle() method to display a great circle between 2 points\n",
" m.drawgreatcircle(start_lon, start_lat, end_lon, end_lat)\n",
" \n",
"# Create a filtered dataframe containing just the routes that start at the DFW airport.\n",
"dfw = geo_routes[geo_routes['source'] == \"DFW\"]\n",
"# Pass dfw into create_great_circles()\n",
"create_great_circles(dfw)\n",
"plt.show()"
]
}
],
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}