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Construction of the ARIMA
It is necessary to implement the ARIMA model (or SARIMA, SARIMAX modifications) in Python, to train it on the Test_Data file, then to create with the prediction model for the next 28 days and to compare the prediction of the development of the timetable with the data from the Test_Data with mistakes file.The differences between the predictions and the data from the file will be considered anomalies and they will need to be remarked, put into the table and marked on the resulting chart.The result that will satisfy me about 90% of the work efficiency of the algorithm
The result of the work should be a comment code that sets out a schedule where the anomaly points are marked and a table in which these points are included.It is also necessary to provide the calculations of parameters p, d, q, for the ARIMA model or if the modifications are used then the calculations of the additional parameters (it requires an explanation why a particular parameter gets the same value).It is also necessary to keep the unfortunate attempts, that is, if the model is built and the result is lower than necessary, this code should also be given to me.Data in time series format.
Every hour we have a point with a certain value.
In my case, a point can take two values, or 0 or 1
The term can be extended.
For payment, we can talk separately after talking about understanding TZ
The result of the work should be a comment code that sets out a schedule where the anomaly points are marked and a table in which these points are included.It is also necessary to provide the calculations of parameters p, d, q, for the ARIMA model or if the modifications are used then the calculations of the additional parameters (it requires an explanation why a particular parameter gets the same value).It is also necessary to keep the unfortunate attempts, that is, if the model is built and the result is lower than necessary, this code should also be given to me.Data in time series format.
Every hour we have a point with a certain value.
In my case, a point can take two values, or 0 or 1
The term can be extended.
For payment, we can talk separately after talking about understanding TZ
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