bweilers / time-series-homework

Time-Series-Homework

The main task in this challenge is to use time-series to organize and analyze stock and trend data.

Organization

The relavent python notebooks is titled forecasting_net_prophet.ipynb The code was run on Google Colab, and can be viewed at: https://colab.research.google.com/drive/1UPYfOYPBmGXUT4tJlKfBiYLfnbJR3lMb#scrollTo=_-MrtQHnIqck

Code and Dependencies

This code is to be run on Python 3.7.13

The following Python Libraries were also imported and used:

import pandas as pd import holoviews as hv from prophet import Prophet import hvplot.pandas import datetime as dt %matplotlib inline

Objectives

• Find Unusual Patterns in Hourly Google Search Traffic
• Mine the Search Traffic Data for Seasonality
• Relate the Search Traffic to Stock Price Patterns
• Create a Time Series Model by Using Prophet
• (Optional): Forecast the Revenue by Using Time Series Models