UniTO/anno3/avrc/assignments/dataviz/dataset/make_heatmap.py
2024-10-29 09:11:05 +01:00

119 lines
3.9 KiB
Python
Executable file

#!/usr/bin/env python3
import collections
import json
import os
import sys
import webbrowser
import folium
from folium.plugins import HeatMap
TEXT_BASED_BROWSERS = [webbrowser.GenericBrowser, webbrowser.Elinks]
class Generator:
def __init__(self):
self.coordinates = collections.defaultdict(int)
self.max_coordinates = (0, 0)
self.max_magnitude = 0
def loadData(self, file_name):
"""Loads the google location data from the given json file.
Arguments:
file_name {string} -- The name of the json file with the google
location data.
"""
if type(file_name) is str:
with open(file_name) as json_file:
data = json.load(json_file)
else:
assert type(file_name) is dict # call from library
data = file_name
for (i, loc) in enumerate(data["locations"]):
if "lat" not in loc or "lng" not in loc:
continue
#lat = round(loc["lat"] / 1e7, 6)
#lon = round(loc["lng"] / 1e7, 6)
lat = loc["lat"]
lon = loc["lng"]
self.coordinates[(lat, lon)] += 1
if self.coordinates[(lat, lon)] > self.max_magnitude:
self.max_coordinates = (lat, lon)
self.max_magnitude = self.coordinates[(lat, lon)]
def generateMap(self, map_zoom_start=6, heatmap_radius=7,
heatmap_blur=4, heatmap_min_opacity=0.2,
heatmap_max_zoom=4):
"""Generates a heatmap and saves it in the output_file.
Arguments:
output_file {string} -- The name of the output file.
"""
map_data = [(coords[0], coords[1], magnitude)
for coords, magnitude in self.coordinates.items()]
# Generate map
m = folium.Map(location=self.max_coordinates,
zoom_start=map_zoom_start,
tiles="OpenStreetMap")
# Generate heat map
heatmap = folium.plugins.HeatMap(
map_data,
max_val=self.max_magnitude,
min_opacity=heatmap_min_opacity,
radius=heatmap_radius,
blur=heatmap_blur,
max_zoom=heatmap_max_zoom)
m.add_child(heatmap)
return m
def run(self, data_file, output_file):
"""Load the data, generate the heatmap and save it.
Arguments:
data_file {string} -- The name of the json file with the google
location data.
output_file {[type]} -- The name of the output file.
"""
# print("Loading data from {}...".format(data_file))
self.loadData(data_file)
print("Generating heatmap...")
m = self.generateMap()
print("Saving map to {}...".format(output_file))
m.save(output_file)
def isTextBasedBrowser(browser):
"""Returns if browser is a text-based browser.
Arguments:
browser {webbrowser.BaseBrowser} -- A browser.
Returns:
bool -- True if browser is text-based, False if browser is not
text-based.
"""
for tb_browser in TEXT_BASED_BROWSERS:
if type(browser) is tb_browser:
return True
return False
if __name__ == "__main__":
if len(sys.argv) > 1:
data_file = sys.argv[1]
output_file = "heatmap.html"
generator = Generator()
generator.run(data_file, output_file)
# Check if browser is text-based
# if not isTextBasedBrowser(webbrowser.get()):
# print("Opening {} in browser...".format(output_file))
# webbrowser.open('file://' + os.path.realpath(output_file))
else:
print("Usage: python geo_heatmap.py <file>")
sys.exit()