@@ -317,7 +317,7 @@ <h3 class="section-title multiple-title">Who is this event for?</h3>
317317 </ tr >
318318 < tr >
319319 < th scope ="row "> 4:15pm - 4:40pm</ td >
320- < td > Advanced pandas indexing</ td >
320+ < td > Restructuring pandas indexing code </ td >
321321 < td > < a href ="https://pietrobattiston.it/ "> Pietro Battiston</ a > < br /> < span style ="font-size: 12px "> pandas core developer</ span > </ td >
322322 </ tr >
323323 < tr >
@@ -327,8 +327,15 @@ <h3 class="section-title multiple-title">Who is this event for?</h3>
327327 </ tr >
328328 < tr >
329329 < th scope ="row "> 5:05pm - 5:30pm</ td >
330- < td > An update on the pandas documentation</ td >
331- < td > < a href ="http://datapythonista.github.io/ "> Marc Garcia</ a > < br /> < span style ="font-size: 12px "> pandas core developer</ span > </ td >
330+ < td > < a href ="https://github.com/QuantStack/xframe "> xframe</ a > </ td >
331+ < td >
332+ < a href ="https://twitter.com/SylvainCorlay "> Sylvain Corlay</ a > < br />
333+ < span style ="font-size: 12px ">
334+ xframe, xtensor and Jupyter core developer< br />
335+ NumFOCUS director< br />
336+ QuantStack founder
337+ </ span >
338+ </ td >
332339 </ tr >
333340 < tr class ="bg-secondary ">
334341 < th scope ="row "> 5:30pm - 6pm</ td >
@@ -343,7 +350,7 @@ <h3 class="section-title multiple-title">Who is this event for?</h3>
343350 < td > Corporate users panel</ td >
344351 < td >
345352 < a href ="https://twitter.com/SylvainCorlay "> Sylvain Corlay</ a > , < span style ="font-size: 12px "> NumFOCUS director</ span > < br />
346- < a href ="mailto:py.sprints@gmail.com "> Contact us</ a > if your company uses pandas and you want to participate< br style ="margin-bottom: 15px; "/>
353+ Other panelists TBC ( < a href ="mailto:py.sprints@gmail.com "> contact us</ a > if you want to participate) < br style ="margin-bottom: 15px; "/>
347354 < span style ="margin-left: 20px; "> Moderated by < a href ="https://twitter.com/hendorf "> Alexander Hendorf</ a > </ span >
348355 </ td >
349356 </ tr >
@@ -352,9 +359,9 @@ <h3 class="section-title multiple-title">Who is this event for?</h3>
352359 < td colspan ="2 " class ="left ">
353360 < span > Lightning talks</ span > < br style ="margin-bottom: 5px; "/>
354361 < div style ="font-size: 16px; margin-left: 20px; ">
355- < a href ="https://github.com/QuantStack/xframe " > xframe </ a > - Sylvain Corlay, xframe, xtensor and Jupyter core developer < br />
356- < a href ="https ://vaex.readthedocs .io/en/latest/ " > Vaex </ a > - Maarten Breddels, Vaex author < br />
357- < a href =" https://arrow.apache.org/ " > Apache Arrow </ a > - TBC < br />
362+ < a href ="https://vaex.readthedocs.io/en/latest/ " > Vaex </ a > - < a href =" https://www.maartenbreddels.com/ " > Maarten Breddels </ a > , Vaex author < br />
363+ An update on the pandas documentation - < a href ="http ://datapythonista.github .io/" > Marc Garcia </ a > , pandas core developer < br />
364+ < br />
358365 < a href ="mailto:py.sprints@gmail.com "> Contact us</ a > to give a lightning talk< br />
359366 </ div >
360367
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