Closed antoinecarme closed 6 years ago
Ozone dataset with variables in chinese (google translation ...):
import pandas as pd
import numpy as np
import pyaf.ForecastEngine as autof
import pyaf.Bench.TS_datasets as tsds
b1 = tsds.load_ozone()
df = b1.mPastData
lTimeVar = u"月"
lSignalVar = u"臭氧"
df[lSignalVar] = df[b1.mSignalVar]
df[lTimeVar] = df[b1.mTimeVar]
lEngine = autof.cForecastEngine()
lEngine
H = b1.mHorizon;
lEngine.train(df , lTimeVar , lSignalVar, H);
lEngine.getModelInfo();
print(lEngine.mSignalDecomposition.mTrPerfDetails.head());
lEngine.mSignalDecomposition.mBestModel.mTimeInfo.mResolution
lEngine.standardPlots("outputs/my_ozone");
dfapp_in = df.copy();
dfapp_in.tail()
dfapp_out = lEngine.forecast(dfapp_in, H);
#dfapp_out.to_csv("outputs/ozone_apply_out.csv")
dfapp_out.tail(2 * H)
print("Forecast Columns " , dfapp_out.columns);
Forecast_DF = dfapp_out[[lTimeVar , lSignalVar, lSignalVar + '_Forecast']]
print(Forecast_DF.info())
print("Forecasts\n" , Forecast_DF.tail(H));
print("\n\n<ModelInfo>")
print(lEngine.to_json());
print("</ModelInfo>\n\n")
print("\n\n<Forecast>")
print(Forecast_DF.tail(2*H).to_json(date_format='iso'))
print("</Forecast>\n\n")
Added a jupyter notebook.
For the moment, the following points are OK :
Need to create a separate bug report for matplotlib and unicode and close this one.
Need tol check that PyAF handles unicode properly: