Convert_py_exe.txt

For changing into .exe file first use:
pip install pyinstaller

Use the command:
pyinstaller -w --onefile f_scrape.py

Then wait for the command execute. A spec file will be formed. In this file add the following locations in the datas section. For me the locations were these:
("C:\\Users\\kulka\\anaconda3\\Lib\\site-packages\\branca\\*.json","branca"),
("C:\\Users\\kulka\\anaconda3\\Lib\\site-packages\\branca\\templates","templates"),
("C:\\Users\\kulka\\anaconda3\\Lib\\site-packages\\folium\\templates","templates"),

Also locate the following three files and edit them as follows:
1.\folium\folium.py
2.\folium\raster_layers.py
3.\branca\element.py

Replace the line: ENV = Environment(loader=PackageLoader('folium', 'templates'))
With the lines:
import os, sys
from jinja2 import FileSystemLoader
if getattr(sys, 'frozen', False):
        # we are running in a bundle
    templatedir = sys._MEIPASS
else:
    # we are running in a normal Python environment
    templatedir = os.path.dirname(os.path.abspath(__file__))
ENV = Environment(loader=FileSystemLoader(templatedir + '\\templates'))

Then finally run the command: pyinstaller f_scrape.spec

Make sure all the external files required are the correct folders.
And there you have it a python application with a folium module converted to a windows application!!