Forecasting
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
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