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@bshishov
bshishov / forecasting_metrics.py
Last active July 22, 2025 10:05
Python Numpy functions for most common forecasting metrics
import numpy as np
EPSILON = 1e-10
def _error(actual: np.ndarray, predicted: np.ndarray):
""" Simple error """
return actual - predicted
@hammadzz
hammadzz / pyspark_help.md
Last active August 23, 2020 12:13
PySpark HelpSheet
@shanealynn
shanealynn / python batch geocoding.py
Last active July 9, 2025 18:35
Geocode as many addresses as you'd like with a powerful Python and Google Geocoding API combination
"""
Python script for batch geocoding of addresses using the Google Geocoding API.
This script allows for massive lists of addresses to be geocoded for free by pausing when the
geocoder hits the free rate limit set by Google (2500 per day). If you have an API key for paid
geocoding from Google, set it in the API key section.
Addresses for geocoding can be specified in a list of strings "addresses". In this script, addresses
come from a csv file with a column "Address". Adjust the code to your own requirements as needed.
After every 500 successul geocode operations, a temporary file with results is recorded in case of
script failure / loss of connection later.
Addresses and data are held in memory, so this script may need to be adjusted to process files line