<html><head></head><body><div class="ydp870a7007yahoo-style-wrap" style=""><div style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;"><span><span style="color: rgb(26, 26, 27); font-family: IBMPlexSans, Arial, sans-serif; font-size: 20px;">PyCM 2.2 released</span></span><br></div><div style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;"><span><span style="color: rgb(26, 26, 27); font-family: IBMPlexSans, Arial, sans-serif; font-size: 20px;"><br></span></span></div><div style=""><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 0px; padding: 0px 0px 0.25em; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; color: rgb(26, 26, 27);"><a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="http://www.pycm.ir/" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">http://www.pycm.ir</a></p><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 0px; padding: 0.25em 0px; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; color: rgb(26, 26, 27);"><a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="https://github.com/sepandhaghighi/pycm" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">https://github.com/sepandhaghighi/pycm</a></p><div style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 0px; padding: 0.25em 0px; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; color: rgb(26, 26, 27);"><br></div><div style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 0px; padding: 0.25em 0px; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; color: rgb(26, 26, 27);"><span><span style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;">Changelog :</span></span><br></div><div style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 0px; padding: 0.25em 0px; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; color: rgb(26, 26, 27);"><span><span style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;"><br></span></span></div><ul class="ydp5fe1d6edrz6fp9-12 ydp5fe1d6edewlZTI" style="font-family: Noto Sans, Arial, sans-serif; font-size: 14px; margin: 4px 0px 4px 8px; padding: 0px; border: 0px; font-stretch: inherit; line-height: inherit; vertical-align: baseline; list-style-position: outside; list-style-image: initial; color: rgb(26, 26, 27);"><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Negative likelihood ratio interpretation (NLRI) added</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Cramer's benchmark (SOA5) added</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Matthews correlation coefficient interpretation (MCCI) added <a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="https://github.com/sepandhaghighi/pycm/issues/204" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">#204</a></p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Matthews's benchmark (SOA6) added <a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="https://github.com/sepandhaghighi/pycm/issues/204" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">#204</a></p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">F1 macro added</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">F1 micro added</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Accuracy macro added <a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="https://github.com/sepandhaghighi/pycm/issues/205" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">#205</a></p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Compare class score calculation modified</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Parameters recommendation for multi-class dataset modified</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Parameters recommendation for imbalance dataset modified</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><a class="ydp5fe1d6edrz6fp9-27 ydp5fe1d6edfcEhSr" href="https://readme.md/" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline; color: rgb(0, 121, 211); text-decoration-line: underline;" rel="nofollow" target="_blank">README.md</a> modified</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><p class="ydp5fe1d6edrz6fp9-10 ydp5fe1d6edhimKiy" style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Document modified</p></li><li class="ydp5fe1d6edrz6fp9-11 ydp5fe1d6edeUbZgV" style="margin: 0.4em 1em; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;"><div style="margin: 0px; padding: 0px; border: 0px; font-style: inherit; font-weight: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; vertical-align: baseline;">Logo updated</div></li></ul><div style=""><font color="#1a1a1b" face="Noto Sans, Arial, sans-serif"><span style="font-size: 14px;"><br></span></font></div><div style=""><font color="#1a1a1b" face="Noto Sans, Arial, sans-serif"><span style="font-size: 14px;"><br></span></font></div></div><div style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;"><br></div><div class="ydp870a7007signature" style="font-family: Helvetica Neue, Helvetica, Arial, sans-serif; font-size: 16px;"><div style="font-family:Helvetica, Arial, sans-serif;font-size:16px;"><div>Best Regards</div><div>Sepand Haghighi<br></div></div></div></div></body></html>