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# TCLF 💸 | ||
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[`scikit-learn`](https://scikit-learn.org/stable/)-compatible implementation of popular trade classification algorithms to classify financial markets transactions into buyer- and seller-initiated trades. | ||
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## Algorithms | ||
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- Tick test | ||
- Quote rule | ||
- LR algorithm | ||
- EMO rule | ||
- CLNV rule | ||
- Depth rule | ||
- Tradesize rule | ||
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## Usage | ||
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<https://tclf.readthedocs.io/en/latest/quick_start.html> | ||
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## References | ||
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<div class="csl-bib-body" style="line-height: 2; margin-left: 2em; text-indent:-2em;"> | ||
<div class="csl-entry">Chakrabarty, B., Li, B., Nguyen, V., & Van Ness, R. A. (2007). Trade classification algorithms for electronic communications network trades. <i>Journal of Banking & Finance</i>, <i>31</i>(12), 3806–3821. <a href="https://doi.org/10.1016/j.jbankfin.2007.03.003">https://doi.org/10.1016/j.jbankfin.2007.03.003</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_id=info%3Adoi%2F10.1016%2Fj.jbankfin.2007.03.003&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Trade%20classification%20algorithms%20for%20electronic%20communications%20network%20trades&rft.jtitle=Journal%20of%20Banking%20%26%20Finance&rft.volume=31&rft.issue=12&rft.aufirst=Bidisha&rft.aulast=Chakrabarty&rft.au=Bidisha%20Chakrabarty&rft.au=Bingguang%20Li&rft.au=Vanthuan%20Nguyen&rft.au=Robert%20A.%20Van%20Ness&rft.date=2007&rft.pages=3806%E2%80%933821&rft.spage=3806&rft.epage=3821"></span> | ||
<div class="csl-entry">Ellis, K., Michaely, R., & O’Hara, M. (2000). The accuracy of trade classification rules: Evidence from nasdaq. <i>The Journal of Financial and Quantitative Analysis</i>, <i>35</i>(4), 529–551. <a href="https://doi.org/10.2307/2676254">https://doi.org/10.2307/2676254</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_id=info%3Adoi%2F10.2307%2F2676254&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=The%20accuracy%20of%20trade%20classification%20rules%3A%20evidence%20from%20nasdaq&rft.jtitle=The%20Journal%20of%20Financial%20and%20Quantitative%20Analysis&rft.volume=35&rft.issue=4&rft.aufirst=Katrina&rft.aulast=Ellis&rft.au=Katrina%20Ellis&rft.au=Roni%20Michaely&rft.au=Maureen%20O'Hara&rft.date=2000&rft.pages=529%E2%80%93551&rft.spage=529&rft.epage=551"></span> | ||
<div class="csl-entry">Grauer, C., Schuster, P., & Uhrig-Homburg, M. (2023). <i>Option trade classification</i>. <a href="https://doi.org/10.2139/ssrn.4098475">https://doi.org/10.2139/ssrn.4098475</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.type=document&rft.title=Option%20trade%20classification&rft.aufirst=Caroline&rft.aulast=Grauer&rft.au=Caroline%20Grauer&rft.au=Philipp%20Schuster&rft.au=Marliese%20Uhrig-Homburg&rft.date=2023"></span> | ||
<div class="csl-entry">Harris, L. (1989). A day-end transaction price anomaly. <i>The Journal of Financial and Quantitative Analysis</i>, <i>24</i>(1), 29. <a href="https://doi.org/10.2307/2330746">https://doi.org/10.2307/2330746</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_id=info%3Adoi%2F10.2307%2F2330746&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A%20day-end%20transaction%20price%20anomaly&rft.jtitle=The%20Journal%20of%20Financial%20and%20Quantitative%20Analysis&rft.volume=24&rft.issue=1&rft.aufirst=Lawrence&rft.aulast=Harris&rft.au=Lawrence%20Harris&rft.date=1989&rft.pages=29"></span> | ||
<div class="csl-entry">Hasbrouck, J. (2009). Trading costs and returns for U.s. Equities: Estimating effective costs from daily data. <i>The Journal of Finance</i>, <i>64</i>(3), 1445–1477. <a href="https://doi.org/10.1111/j.1540-6261.2009.01469.x">https://doi.org/10.1111/j.1540-6261.2009.01469.x</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_id=info%3Adoi%2F10.1111%2Fj.1540-6261.2009.01469.x&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Trading%20costs%20and%20returns%20for%20U.s.%20Equities%3A%20estimating%20effective%20costs%20from%20daily%20data&rft.jtitle=The%20Journal%20of%20Finance&rft.volume=64&rft.issue=3&rft.aufirst=Joel&rft.aulast=Hasbrouck&rft.au=Joel%20Hasbrouck&rft.date=2009&rft.pages=1445%E2%80%931477&rft.spage=1445&rft.epage=1477"></span> | ||
<div class="csl-entry">Lee, C., & Ready, M. J. (1991). Inferring trade direction from intraday data. <i>The Journal of Finance</i>, <i>46</i>(2), 733–746. <a href="https://doi.org/10.1111/j.1540-6261.1991.tb02683.x">https://doi.org/10.1111/j.1540-6261.1991.tb02683.x</a></div> | ||
<span class="Z3988" title="url_ver=Z39.88-2004&ctx_ver=Z39.88-2004&rfr_id=info%3Asid%2Fzotero.org%3A2&rft_id=info%3Adoi%2F10.1111%2Fj.1540-6261.1991.tb02683.x&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Inferring%20trade%20direction%20from%20intraday%20data&rft.jtitle=The%20Journal%20of%20Finance&rft.volume=46&rft.issue=2&rft.aufirst=Charles&rft.aulast=Lee&rft.au=Charles%20Lee&rft.au=Mark%20J.%20Ready&rft.date=1991&rft.pages=733%E2%80%93746&rft.spage=733&rft.epage=746"></span> | ||
</div> |
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