# Tutorials

## [Datasets](https://docs.sov.ai/realtime-datasets/equity-datasets)

<table><thead><tr><th width="244">Tutorial</th><th width="180">Google Colab</th><th>GitHub</th><th>Jupyter Lab</th></tr></thead><tbody><tr><td>Accounting Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Accounting%20Data.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Accounting%20Data.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Accounting%20Data.ipynb">Link</a></td></tr><tr><td>Asset Rotation and Allocation</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Asset%20Rotation%20and%20Allocation.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Asset%20Rotation%20and%20Allocation.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Asset%20Rotation%20and%20Allocation.ipynb">Link</a></td></tr><tr><td>Bankruptcy Prediction</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Bankruptcy%20Prediction.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Bankruptcy%20Prediction.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Bankruptcy%20Prediction.ipynb">Link</a></td></tr><tr><td>Breakout Prediction</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Breakout%20Prediction.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Breakout%20Prediction.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Breakout%20Prediction.ipynb">Link</a></td></tr><tr><td>Clinical Trials</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Clinical%20Trials.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Clinical%20Trials.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Clinical%20Trials.ipynb">Link</a></td></tr><tr><td>Congressional Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Congressional%20Trading.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Congressional%20Trading.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Congressional%20Trading.ipynb">Link</a></td></tr><tr><td>Consumer Financial Complaints</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Consumer%20Financial%20Complaints.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Consumer%20Financial%20Complaints.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Consumer%20Financial%20Complaints.ipynb">Link</a></td></tr><tr><td>Core Economic Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Core%20Economic%20Data.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Core%20Economic%20Data.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Core%20Economic%20Data.ipynb">Link</a></td></tr><tr><td>Corporate Risk Analysis</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Corporate%20Risk%20Analysis.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Corporate%20Risk%20Analysis.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Corporate%20Risk%20Analysis.ipynb">Link</a></td></tr><tr><td>Earnings Surprise</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Earnings%20Surprise.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Earnings%20Surprise.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Earnings%20Surprise.ipynb">Link</a></td></tr><tr><td>Employee Visa</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Employee%20Visa.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Employee%20Visa.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Employee%20Visa.ipynb">Link</a></td></tr><tr><td>Factor Model</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Factor%20Model.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Factor%20Model.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Factor%20Model.ipynb">Link</a></td></tr><tr><td>Financial Ratios</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Financial%20Ratios.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Financial%20Ratios.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Financial%20Ratios.ipynb">Link</a></td></tr><tr><td>Government Web Traffic</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Government%20Internet.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Government%20Internet.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Government%20Internet.ipynb">Link</a></td></tr><tr><td>Government Spending</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Government%20Spending.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Government%20Spending.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Government%20Spending.ipynb">Link</a></td></tr><tr><td>Insider Trading</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Insider%20Trading.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Insider%20Trading.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Insider%20Trading.ipynb">Link</a></td></tr><tr><td>Institutional Holdings</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Insitutional%20Holdings.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Insitutional%20Holdings.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Insitutional%20Holdings.ipynb">Link</a></td></tr><tr><td>Liquidity Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Liquidity%20Data.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Liquidity%20Data.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Liquidity%20Data.ipynb">Link</a></td></tr><tr><td>Lobbying Analysis</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Lobbying%20Analysis.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Lobbying%20Analysis.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Lobbying%20Analysis.ipynb">Link</a></td></tr><tr><td>Movies Box Office</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Movies%20Box%20Office.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Movies%20Box%20Office.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Movies%20Box%20Office.ipynb">Link</a></td></tr><tr><td>News</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/News.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/News.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/News.ipynb">Link</a></td></tr><tr><td>Pricing and Market Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Pricing%20and%20Market%20Data.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Pricing%20and%20Market%20Data.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Pricing%20and%20Market%20Data.ipynb">Link</a></td></tr><tr><td>Short Data</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Short%20Data.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Short%20Data.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Short%20Data.ipynb">Link</a></td></tr><tr><td>Turing Risk Index</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Turing%20Risk%20Index.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Turing%20Risk%20Index.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Turing%20Risk%20Index.ipynb">Link</a></td></tr><tr><td>Website Traffic</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Website%20Traffic.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Website%20Traffic.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Website%20Traffic.ipynb">Link</a></td></tr><tr><td>Wikipedia</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/datasets/Wikipedia.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/datasets/Wikipedia.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/datasets/Wikipedia.ipynb">Link</a></td></tr></tbody></table>

## Computational

<table><thead><tr><th width="256">Tutorial</th><th width="166">Google Colab</th><th width="167">GitHub</th><th>Jupyter Lab</th></tr></thead><tbody><tr><td>Anomaly Detection</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Anomaly%20Detection.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Anomaly%20Detection.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Anomaly%20Detection.ipynb">Link</a></td></tr><tr><td>Causal Discovery</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Causal%20Discovery%20Notebook.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Causal%20Discovery%20Notebook.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Causal%20Discovery%20Notebook.ipynb">Link</a></td></tr><tr><td>Clustering</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Clustering%20Notebook.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Clustering%20Notebook.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Clustering%20Notebook.ipynb">Link</a></td></tr><tr><td>Decomposition</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Decomposition%20Notebook.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Decomposition%20Notebook.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Decomposition%20Notebook.ipynb">Link</a></td></tr><tr><td>Dimensionality Reduction</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Dimensionality%20Reduction.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Dimensionality%20Reduction.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Dimensionality%20Reduction.ipynb">Link</a></td></tr><tr><td>Feature Extractions</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Extractions.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Extractions.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Feature%20Extractions.ipynb">Link</a></td></tr><tr><td>Feature Importance</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Importance.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Importance.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Feature%20Importance.ipynb">Link</a></td></tr><tr><td>Feature Neutralization</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Neutralization.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Neutralization.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Feature%20Neutralization.ipynb">Link</a></td></tr><tr><td>Feature Selection</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Selection.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Feature%20Selection.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Feature%20Selection.ipynb">Link</a></td></tr><tr><td>Nowcasting</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Nowcasting%20Notebook.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Nowcasting%20Notebook.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Nowcasting%20Notebook.ipynb">Link</a></td></tr><tr><td>Pairwise Distance</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Pairwise%20Distance.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Pairwise%20Distance.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Pairwise%20Distance.ipynb">Link</a></td></tr><tr><td>Segmentation</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/computational/Segmentation%20Notebook.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/computational/Segmentation%20Notebook.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/computational/Segmentation%20Notebook.ipynb">Link</a></td></tr></tbody></table>

## Studies

<table><thead><tr><th width="256">Tutorial</th><th width="165">Google Colab</th><th width="166">GitHub</th><th>Jupyter Lab</th></tr></thead><tbody><tr><td>Edgar Tools</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/studies/Edgar%20Tools.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/studies/Edgar%20Tools.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/studies/Edgar%20Tools.ipynb">Link</a></td></tr><tr><td>Screens and Filters</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/studies/Screens%20and%20Filters.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/studies/Screens%20and%20Filters.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/studies/Screens%20and%20Filters.ipynb">Link</a></td></tr><tr><td>Signal Evaluation</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/studies/Signal%20Evaluation.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/studies/Signal%20Evaluation.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/studies/Signal%20Evaluation.ipynb">Link</a></td></tr><tr><td>Weight Optimization</td><td><a href="https://colab.research.google.com/github/sovai-research/sovai-public/blob/main/notebooks/studies/Weight%20Optimization.ipynb">Link</a></td><td><a href="https://github.com/sovai-research/sovai-public/blob/main/notebooks/studies/Weight%20Optimization.ipynb">Link</a></td><td><a href="https://hub.sov.ai/hub/user-redirect/lab/tree/sovai-public/notebooks/studies/Weight%20Optimization.ipynb">Link</a></td></tr></tbody></table>

{% hint style="info" %}
Please get in touch (<d.snow@sov.ai>) if you would like to request new tutorials or receive updates.
{% endhint %}