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Checking out <https://github.com/Nixtla/statsforecast>. I noticed a couple of the colab links don’t work. Like this one: “Complete pipeline and comparison: 20x faster than pmdarima and 500x faster than Prophet.”

Looks like it links to a file that no longer exists: <https://colab.research.google.com/github/nixtla/statsforecast/blob/main/examples/arima.ipynb>

Ah, I found it here: <https://github.com/Nixtla/statsforecast/tree/main/nbs>

Hi! Recently we made some significant changes to include fit and predict methods and have a syntax that resembles more sklearn.
We are working on updating everything.
The notebook you are looking for can be found here.
<https://github.com/Nixtla/statsforecast/blob/42a052ef72eb8ba75746afcaded0e47bef930f66/examples/AutoArima_vs_Prophet.ipynb>

Or you can open it in colab here
<https://colab.research.google.com/github/nixtla/statsforecast/blob/42a052ef72eb8ba75746afcaded0e47bef930f66/examples/AutoArima_vs_Prophet.ipynb>

Just change this lines
```#!pip install statsforecast prophet statsmodels sklearn matplotlib pandas==1.3.5 pmdarima```
to this one
```!pip install statsforecast=0.7.1 prophet statsmodels sklearn matplotlib pandas==1.3.5 pmdarima```
