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Time-Series-Analysis

About Dataset

The data provided consists of the reading in the main meter and two sub-meters of five buildings from 01-04-2017 to 31-12-2017. The given timestamp is divided into 15-minute intervals. The dataset consists of electricity consumption of five buildings across three different meters for each timestamp.
The table and graph below describes the statistical property of dataset.

Main Meter Sub Meter 1 Sub Meter 2
Mean 6095.76 2092.88 776.83
Std 3485.12 1135.88 883.49
Min 61.63 0.00 0.00
25% 3455.91 1365.00 4.85
50% 5362.18 2075.67 621.91
75% 7685.40 2772.50 1365.89
Figure 1: Graph of all 15 timeseries

Train.csv have raw dataset in the interval of 15 minutes. In Intermediate files, the CSV files have dataset in interval of 1 hours.

Methods

Three methods are implemented.