Forecasting
Commands
Anom
Perform a Quantile Anomaly detection on a given dataset:...
Atr
Add Average True Range to dataset of specific stock ticker.
Autoarima
Perform Automatic ARIMA forecast:...
Autoces
Perform Automatic Complex Exponential Smoothing forecast: https://nixtla.github.io/statsforecast/models.html#autoces
Autoets
Perform Automatic ETS (Error, Trend, Seasonality) forecast:...
Autoselect
Perform Automatic Statistical Forecast (select best statistical model from AutoARIMA, AutoETS, AutoCES, MSTL, ...)
Brnn
Perform BRNN forecast (Vanilla RNN, LSTM, GRU):...
Clean
Clean a dataset by filling and dropping NaN values.
Combine
Combine two entire datasets, or add specific columns. Add specificcolumns with the syntax: <datasetX.column2>
Corr
Plot correlation coefficients.
Delete
The column you want to delete from a dataset.
Delta
Add %Change (Delta) to dataset based on specific column.
Desc
Show descriptive statistics of a dataset
Ema
Add exponential moving average to dataset based on specific column.
Expo
Perform Probabilistic Exponential Smoothing forecast:...
Export
Export dataset to Excel
Linregr
Perform a linear regression forecast:...
Load
Load custom dataset (from previous export, custom imports).
Mom
Add momentum to dataset based on specific column.
Mstl
Perform Multiple Seasonalities and Trend using Loess (MSTL) forecast:...
Nbeats
Perform NBEATS forecast (Neural Bayesian Estimation of Time Series):...
Nhits
Perform nhits forecast: https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tft_model.html
Plot
Plot data based on the index
Regr
Perform a regression forecast:...
Rename
The column you want to rename from a dataset.
Rnn
Perform RNN forecast (Vanilla RNN, LSTM, GRU):...
Roc
Add rate of change to dataset based on specific column.
Rsi
Add rsi to dataset based on specific column.
Rwd
Perform Random Walk with Drift forecast: https://nixtla.github.io/statsforecast/models.html#randomwalkwithdrift
Season
The seasonality for a given column
Seasonalnaive
Perform SeasonalNaive forecasting: https://nixtla.github.io/statsforecast/models.html#seasonalnaive
Setndays
Set the number of days to forecast
Show
Show a portion of the DataFrame
Signal
Add price signal to dataset based on closing price. 1 if the signal is that short term price will go up as...
Sto
Add in Stochastic Oscillator %K and %D
Tcn
Perform TCN forecast: https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tcn_model.html
Tft
Perform TFT forecast (Temporal Fusion Transformer):...
Theta
Perform Theta forecast: https://unit8co.github.io/darts/generated_api/darts.models.forecasting.theta.html
Timegpt
TODO: Update me
Trans
Perform Transformer Forecast:...
Which
Show library versions of required packages.
Whisper
Utilize Whisper Model to transcribe a video. Currently only supports Youtube URLS: https://github.com/openai/whisper