A time series dataset depicting the total number of female births recording in California, USA during the year of 1959.Predicting Female birth rate in California
- In this challenge, we will complete the Time Series analysis and predict Female birth in California using ARIMA model
- First attempt at implenting the learning of prediction using Time Series analysis.
- Downloaded the data and checked if the data is sationary, which it wasnt. It had a upaward trend.
- Simple prediction using shift() was used a s abaseline model.
- ARIMA Model was used for analysis
- plot_acf and plot_pacf was used to calculate pand q value respectively.
- A function evaluate_arima_model() was used to hyper tune the values of p,d and q