Creating Equally spaced coordinates on California State map created with basemap?

by Kartikeya Sharma   Last Updated July 12, 2019 06:22 AM - source

I have created a California state map with Basemap python library and this shapefile.

Code is below

from mpl_toolkits.basemap import Basemap
import matplotlib.pyplot as plt

fig, ax = plt.subplots(figsize=(20,20))
map = Basemap(llcrnrlon=-124.48,llcrnrlat=32.53,urcrnrlon=-114.13,urcrnrlat=42.01,
             resolution='c', projection='lcc', lat_0 =  36.778259, lon_0 = -119.417)
#westlimit=-124.48; southlimit=32.53; eastlimit=-114.13; northlimit=42.01
map.readshapefile('./CA_Counties/CA_Counties_TIGER', 'CA_Counties_TIGER')

Output enter image description here

Now what I want to do next is to plot equally spaced points only on the California map which would fill the entire california map (no ocean and nearby states). Example would be the grid shown below as all the points in the grid fills the grid(almost).enter image description here

The way I think it can be done is by considering California as a polygon or multipolygon and generating equally spaced longitude and latitude inside it. I was looking at Generating random coordinates in multipolygon in Python? but it didn't really solve my problem as when i ran the following code to generate points

import fiona
from shapely.geometry import shape
import random
from shapely.geometry import Point
from shapely.geometry import Polygon

def generate_random(number, polygon):
    list_of_points = []
    minx, miny, maxx, maxy = polygon.bounds
    counter = 0
    while counter < number:
        pnt = Point(random.uniform(minx, maxx), random.uniform(miny, maxy))
        if polygon.contains(pnt):
            counter += 1
    return list_of_points
for pol in'./CA_Counties/CA_Counties_TIGER.shp'):
    all_points.append(generate_random(50, Polygon(pol['geometry']['coordinates'])))

It gave me the following error

ValueError: A LinearRing must have at least 3 coordinate tuples

Also I am not even sure if the above code worked would it have been given me all the equally spaced points(lat and lon) which would fill the entire California map. Is there other way to do it or someone can help me with the above code. It must generate lat and lon tho. So i can plot them with map.plot() function in basemap. Also would like to get all the points in a datastructure. For example a list of lists or array of arrays or any other if it works well (maybe a dictionary)

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