{ "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": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>id</th>\n", " <th>name</th>\n", " <th>city</th>\n", " <th>country</th>\n", " <th>code</th>\n", " <th>icao</th>\n", " <th>latitude</th>\n", " <th>longitude</th>\n", " <th>altitude</th>\n", " <th>offset</th>\n", " <th>dst</th>\n", " <th>timezone</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>Goroka</td>\n", " <td>Goroka</td>\n", " <td>Papua New Guinea</td>\n", " <td>GKA</td>\n", " <td>AYGA</td>\n", " <td>-6.081689</td>\n", " <td>145.391881</td>\n", " <td>5282</td>\n", " <td>10.0</td>\n", " <td>U</td>\n", " <td>Pacific/Port_Moresby</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>Madang</td>\n", " <td>Madang</td>\n", " <td>Papua New Guinea</td>\n", " <td>MAG</td>\n", " <td>AYMD</td>\n", " <td>-5.207083</td>\n", " <td>145.788700</td>\n", " <td>20</td>\n", " <td>10.0</td>\n", " <td>U</td>\n", " <td>Pacific/Port_Moresby</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id name city country code icao latitude longitude \\\n", "0 1 Goroka Goroka Papua New Guinea GKA AYGA -6.081689 145.391881 \n", "1 2 Madang Madang Papua New Guinea MAG AYMD -5.207083 145.788700 \n", "\n", " altitude offset dst timezone \n", "0 5282 10.0 U Pacific/Port_Moresby \n", "1 20 10.0 U Pacific/Port_Moresby " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "airlines = pd.read_csv('airlines.csv')\n", "airports = pd.read_csv('airports.csv')\n", "routes = pd.read_csv('routes.csv')\n", "\n", "airports.head(2)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>id</th>\n", " <th>name</th>\n", " <th>alias</th>\n", " <th>iata</th>\n", " <th>icao</th>\n", " <th>callsign</th>\n", " <th>country</th>\n", " <th>active</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>Private flight</td>\n", " <td>\\N</td>\n", " <td>-</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Y</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>135 Airways</td>\n", " <td>\\N</td>\n", " <td>NaN</td>\n", " <td>GNL</td>\n", " <td>GENERAL</td>\n", " <td>United States</td>\n", " <td>N</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "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": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>airline</th>\n", " <th>airline_id</th>\n", " <th>source</th>\n", " <th>source_id</th>\n", " <th>dest</th>\n", " <th>dest_id</th>\n", " <th>codeshare</th>\n", " <th>stops</th>\n", " <th>equipment</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2B</td>\n", " <td>410</td>\n", " <td>AER</td>\n", " <td>2965</td>\n", " <td>KZN</td>\n", " <td>2990</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>CR2</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2B</td>\n", " <td>410</td>\n", " <td>ASF</td>\n", " <td>2966</td>\n", " <td>KZN</td>\n", " <td>2990</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>CR2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " airline airline_id source source_id dest dest_id codeshare stops equipment\n", "0 2B 410 AER 2965 KZN 2990 NaN 0 CR2\n", "1 2B 410 ASF 2966 KZN 2990 NaN 0 CR2" ] }, "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": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the map\n", "m.scatter(x, y, s=4)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1440 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# put everything together with coastlines\n", "fig, ax = plt.subplots(figsize=(15,20))\n", "plt.title(\"Scaled Up Earth With Coastlines\")\n", "m = Basemap(projection='merc', llcrnrlat=-80, urcrnrlat=80, llcrnrlon=-180, urcrnrlon=180)\n", "longitudes = airports[\"longitude\"].tolist()\n", "latitudes = airports[\"latitude\"].tolist()\n", "x, y = m(longitudes, latitudes)\n", "m.scatter(x, y, s=1)\n", "m.drawcoastlines()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 67428 entries, 0 to 67427\n", "Data columns (total 8 columns):\n", "airline 67428 non-null object\n", "source 67428 non-null object\n", "dest 67428 non-null object\n", "equipment 67410 non-null object\n", "start_lon 67428 non-null float64\n", "end_lon 67428 non-null float64\n", "start_lat 67428 non-null float64\n", "end_lat 67428 non-null float64\n", "dtypes: float64(4), object(4)\n", "memory usage: 4.1+ MB\n", "None\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>airline</th>\n", " <th>source</th>\n", " <th>dest</th>\n", " <th>equipment</th>\n", " <th>start_lon</th>\n", " <th>end_lon</th>\n", " <th>start_lat</th>\n", " <th>end_lat</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2B</td>\n", " <td>AER</td>\n", " <td>KZN</td>\n", " <td>CR2</td>\n", " <td>39.956589</td>\n", " <td>49.278728</td>\n", " <td>43.449928</td>\n", " <td>55.606186</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2B</td>\n", " <td>ASF</td>\n", " <td>KZN</td>\n", " <td>CR2</td>\n", " <td>48.006278</td>\n", " <td>49.278728</td>\n", " <td>46.283333</td>\n", " <td>55.606186</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2B</td>\n", " <td>ASF</td>\n", " <td>MRV</td>\n", " <td>CR2</td>\n", " <td>48.006278</td>\n", " <td>43.081889</td>\n", " <td>46.283333</td>\n", " <td>44.225072</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2B</td>\n", " <td>CEK</td>\n", " <td>KZN</td>\n", " <td>CR2</td>\n", " <td>61.503333</td>\n", " <td>49.278728</td>\n", " <td>55.305836</td>\n", " <td>55.606186</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2B</td>\n", " <td>CEK</td>\n", " <td>OVB</td>\n", " <td>CR2</td>\n", " <td>61.503333</td>\n", " <td>82.650656</td>\n", " <td>55.305836</td>\n", " <td>55.012622</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "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": [ "<Figure size 1080x1440 with 1 Axes>" ] }, "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 }