当前输出的图像。我希望这将折线显示为每个对象在过去帧中的先前数据点。我正在使用库的 gmplot 和 geolib.Geodesic 来尝试跟踪 LIDAR 有效负载中的对象。目标是在有效载荷的每次迭代中获得一个输出,以获得一个谷歌地图图,该图显示有效载荷中的每个对象,其中最近的位置标有对象的 ID,并有一个标记显示它在纬度和经度坐标中的位置. 在另一个文件中,我有一个算法,它使用 LIDAR 中的 x 和 y 坐标来确定对象的正确纬度和经度。使标记正确是有效的。
我们在 JSON 文件中拥有所有数据,其中我们列出了纬度、经度和对象 ID,并按帧进行索引。使用嵌套字典来保存这些数据,从而使代码中的函数更易于阅读。所有函数都放在代码底部的函数中,称为 live_graph_coordinates。
当我尝试在对象的所有先前数据点后面跟踪折线时,问题就出现了。我使用字典来跟踪所有先前的纬度和经度点的 ID 值,但我无法正确显示这些点以及拆分为多条折线。有没有人有这个图书馆的经验或认识任何可以解决这个问题的人?
# Imports all modules needed for the code
import json
import gmplot
from geographiclib.geodesic import Geodesic
import gmaps
from math import atan2, degrees, sqrt
from pyproj import Proj, transform
import os
geod = Geodesic.WGS84
def parse_json(filename):
# returns list of json objects
# list to hold every string version of each JSON object in separate list within the larger list
split_list = [[]]
# for iterating which JSON object the string is currently being added to
i = 0
# opens JSON file with name file
with open(filename, "r") as file:
for line in file.readlines():
# not the end of the JSON object
if "}," in line:
split_list[i].append(line)
continue
# is the end of the JSON object
elif "}" in line:
# adds the last line of the object to the string
split_list[i].append(line)
# goes to the next list
i += 1
split_list.append([])
continue
# just another part of the string
else:
split_list[i].append(line)
# list of strings that're each JSON objects
json_string_list = []
# iterates over each list from above
for i in split_list:
# creates empty string to convert each to
json_string = ""
for j in i:
json_string += j
# appends the string once it's fully made to the list of JSON objects
json_string_list.append(json_string)
return json_string_list[-2:]
def get_JSON_dict(json_string_list, previous_lat_lng):
# returns x, y lists
json_string_list = json_string_list[0].split("}],")
# adds the }]} back to the the string in each list
for index, stripped_string in enumerate(json_string_list):
add_back = stripped_string + "}]}"
# adds the string back into the list
json_string_list[index] = add_back
# takes out the empty string at index -
json_string_list.pop(-1)
# iterates over the entire JSON string object
for s in json_string_list:
# loads the JSON string as a JSON object
if "{" != s[0]:
d = "{" + s
json_s = json.loads(d)
else:
json_s = json.loads(s)
# finds the frames as keys and iterates over them
for key in json_s.keys():
# iterates over the list within the keys variable
for index, obj in enumerate(json_s[key]):
# splits the string list into an actual list
latitude = obj["latitude"]
longitude = obj["longitude"]
# checks whether or not the ID is already in the dictionary
# if not then it doesn't add it to the dictionary again
if obj["id"] in previous_lat_lng:
# ID is already in the dictionary (doesn't need to be added)
pass
else:
# sets it equal to an empty list to hold latitude and longitude values respectively
previous_lat_lng[obj["id"]] = []
# changes the dictionary to have floats instead of string values for the positions
json_s[key][index]["latitude"] = latitude
json_s[key][index]["longitude"] = longitude
# returns the JSON dictionary
return json_s, previous_lat_lng
def update_dict(lat, lon, previous_lat_lng, id):
# checks whether or not the ID is already within the dictionary
if id in previous_lat_lng.keys():
# appends the current coordinates to the dictionary
previous_lat_lng[id].append([lat, lon])
else:
# creates a 2D list with the new coordinates in the dictionary
previous_lat_lng[id] = [[lat, lon]]
return previous_lat_lng
def graph_data(json_dictionary, cam_lat, cam_lng, frame, previous_lat_lng, color="red", color2="cornflowerblue", edge_width=2.5):
# creates the map plotter
gmap3 = gmplot.GoogleMapPlotter(cam_lat, cam_lng, 20)
for i in range(len(json_dictionary["Frame " + str(frame)])):
# gets the current latitude and longitude
latitude = float(json_dictionary["Frame " + str(frame)][i]["latitude"])
longitude = float(json_dictionary["Frame " + str(frame)][i]["longitude"])
# finds the current id to put into the previous_lat_lng dictionary
current_id = json_dictionary["Frame " + str(frame)][i]["id"]
# updates the previous_lat_lng dictionary to be able to be used in the graphing function
previous_lat_lng = update_dict(latitude, longitude, previous_lat_lng, current_id)
for id in previous_lat_lng.keys():
# creates a list to be plotted on the map
lat_list, lng_list = [], []
for l in previous_lat_lng[id]: # l is a list of coordinates [latitude, longitude]
# adds the latitude coordinate
lat_list.append(l[0])
# adds the longitude coordinate
lng_list.append(l[1])
# plots the line of where the person traveled
gmap3.plot(lat_list, lng_list, color, edge_width, title=id)
gmap3.marker(lat_list[-1], lng_list[-1], color2, title=id)
# changes the directory to save the map to a separate folder within the project folder
os.chdir("maps")
# draws the google map and saves it to the map folder
gmap3.draw("map" + str(frame) + ".html")
# changes the directory back 1 folder to prevent errors
os.chdir("..")
# returns the previous dictionary in order to keep the previous data stored
return previous_lat_lng
def live_graph_coordinates(latitude, longitude, json_file, frame, previous_lat_lng):
# Uses api key to be able to make the coordinates
gmaps.configure(**api key is here**)
# shows the maps in satellite vision
gmaps.figure('SATELLITE')
# parses the json file to get a list of strings which are each a JSON object
json_string_list = parse_json(json_file)
# gets a list of x and y values for every object in the list
json_dictionary, previous_lat_lng = get_JSON_dict(json_string_list, previous_lat_lng)
if json_dictionary != None:
# Graphs all the data points from the JSON file
previous_lat_lng = graph_data(json_dictionary, latitude, longitude, frame, previous_lat_lng)
return previous_lat_lng
else:
# no objects detected
pass
{"Frame 1": [{"id": 533, "classification": "PERSON", "latitude": 33.48799308670221, "longitude": -111.90885153944437}, {"id": 549, "classification": "UNKNOWN", "latitude": 33.48801292738194, "longitude": -111.90885868765811}, {"id": 673, "classification": "PERSON", "latitude": 33.48804833314041, "longitude": -111.90882281530168}, {"id": 680, "classification": "UNKNOWN", "latitude": 33.4880037031338, "longitude": -111.90886720421587}, {"id": 682, "classification": "UNKNOWN", "latitude": 33.48801928916118, "longitude": -111.90877697851846}, {"id": 686, "classification": "PERSON", "latitude": 33.48804053863665, "longitude": -111.90881977666776}, {"id": 687, "classification": "PERSON", "latitude": 33.4880341240495, "longitude": -111.90881708982506}, {"id": 691, "classification": "PERSON", "latitude": 33.48803122508181, "longitude": -111.9088324527267}, {"id": 693, "classification": "UNKNOWN", "latitude": 33.48804587402998, "longitude": -111.90883551218909}, {"id": 694, "classification": "PERSON", "latitude": 33.48803580008242, "longitude": -111.90882961435683}, {"id": 696, "classification": "PERSON", "latitude": 33.48802004624938, "longitude": -111.90881496775653}, {"id": 697, "classification": "UNKNOWN", "latitude": 33.48802187886198, "longitude": -111.90882847417957}, {"id": 698, "classification": "PERSON", "latitude": 33.48801766538075, "longitude": -111.90882289307378}, {"id": 706, "classification": "UNKNOWN", "latitude": 33.4881289113697, "longitude": -111.908896469379}, {"id": 707, "classification": "PERSON", "latitude": 33.48806293756819, "longitude": -111.90880008535265}, {"id": 710, "classification": "UNKNOWN", "latitude": 33.4880314185434, "longitude": -111.90878311481961}, {"id": 711, "classification": "UNKNOWN", "latitude": 33.48804442683758, "longitude": -111.90879309453386}, {"id": 714, "classification": "PERSON", "latitude": 33.488061420726034, "longitude": -111.90879962024852}, {"id": 715, "classification": "PERSON", "latitude": 33.488055189955865, "longitude": -111.90879724325653}],
"Frame 2": [{"id": 533, "classification": "PERSON", "latitude": 33.48799308670221, "longitude": -111.90885153944437}, {"id": 549, "classification": "UNKNOWN", "latitude": 33.48801292738194, "longitude": -111.90885868765811}, {"id": 673, "classification": "PERSON", "latitude": 33.48804833314041, "longitude": -111.90882281530168}, {"id": 680, "classification": "UNKNOWN", "latitude": 33.4880037031338, "longitude": -111.90886720421587}, {"id": 682, "classification": "UNKNOWN", "latitude": 33.48801928916118, "longitude": -111.90877697851846}, {"id": 686, "classification": "PERSON", "latitude": 33.48804053863665, "longitude": -111.90881977666776}, {"id": 687, "classification": "PERSON", "latitude": 33.4880341240495, "longitude": -111.90881708982506}, {"id": 691, "classification": "PERSON", "latitude": 33.48803122508181, "longitude": -111.9088324527267}, {"id": 693, "classification": "UNKNOWN", "latitude": 33.48804587402998, "longitude": -111.90883551218909}, {"id": 694, "classification": "PERSON", "latitude": 33.48803580008242, "longitude": -111.90882961435683}, {"id": 696, "classification": "PERSON", "latitude": 33.48802004624938, "longitude": -111.90881496775653}, {"id": 697, "classification": "UNKNOWN", "latitude": 33.48802187886198, "longitude": -111.90882847417957}, {"id": 698, "classification": "PERSON", "latitude": 33.48801766538075, "longitude": -111.90882289307378}, {"id": 706, "classification": "UNKNOWN", "latitude": 33.4881289113697, "longitude": -111.908896469379}, {"id": 707, "classification": "PERSON", "latitude": 33.48806293756819, "longitude": -111.90880008535265}, {"id": 710, "classification": "UNKNOWN", "latitude": 33.4880314185434, "longitude": -111.90878311481961}, {"id": 711, "classification": "UNKNOWN", "latitude": 33.48804442683758, "longitude": -111.90879309453386}, {"id": 714, "classification": "PERSON", "latitude": 33.488061420726034, "longitude": -111.90879962024852}, {"id": 715, "classification": "PERSON", "latitude": 33.488055189955865, "longitude": -111.90879724325653}],
var latlng = new google.maps.LatLng(33.488199, -111.908902);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3119",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3218",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3492",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3493",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3236",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3483",
icon: img,
position: latlng
});
marker.setMap(map);
var latlng = new google.maps.LatLng(33.488194, -111.908912);
var img = new google.maps.MarkerImage('/home/greg/.local/lib/python3.5/site-packages/gmplot/markers/6495ED.png');
var marker = new google.maps.Marker({
title: "3119",
icon: img,
position: latlng
});
marker.setMap(map);
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