@@ -316,51 +316,48 @@ <h3 class="section-title multiple-title">Who is this event for?</h3>
316316 < td colspan ="2 " class ="center "> Opening notes</ td >
317317 </ tr >
318318 < tr >
319- < th scope ="row "> 4:15pm - 4:30pm </ td >
319+ < th scope ="row "> 4:15pm - 4:40pm </ td >
320320 < td > TBC</ 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 >
324- < th scope ="row "> 4:30pm - 4:45pm </ td >
325- < td > TBC </ td >
324+ < th scope ="row "> 4:40pm - 5:05pm </ td >
325+ < td > Extending pandas with extension arrays </ td >
326326 < td > < a href ="https://jorisvandenbossche.github.io/ "> Joris Van den Bossche</ a > < br /> < span style ="font-size: 12px "> pandas and geopandas core developer</ span > </ td >
327327 </ tr >
328328 < tr >
329- < th scope ="row "> 4:45pm - 5pm</ td >
330- < td > xframe</ td >
331- < td > < a href ="https://twitter.com/SylvainCorlay "> Sylvain Corlay</ a >
332- < br /> < span style ="font-size: 12px "> NumFOCUS director</ span >
333- < br /> < span style ="font-size: 12px "> Jupyter and xtensor core developer</ span >
334- < br /> < span style ="font-size: 12px "> < a href ="http://quantstack.net/ "> QuantStack</ a > founder</ span >
335- </ td >
329+ < 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 >
336332 </ tr >
337333 < tr class ="bg-secondary ">
338- < th scope ="row "> 5pm - 5:45pm </ td >
339- < td colspan ="2 " class ="center "> Break</ td >
334+ < th scope ="row "> 5:30pm - 6pm </ td >
335+ < td colspan ="2 " class ="center " style =" background-color: #f0f0f0; " > Break</ td >
340336 </ tr >
341337 < tr >
342- < th scope ="row "> 5:45pm - 6:15pm </ td >
343- < td colspan ="2 " class ="center "> pandas roadmap discussion </ td >
338+ < th scope ="row "> 6pm - 6:40pm </ td >
339+ < td colspan ="2 " class ="center "> The future of pandas - Update and Q&A session </ td >
344340 </ tr >
345341 < tr >
346- < th scope ="row "> 6:15pm - 6:45pm </ td >
347- < td > Open source and pandas sustainability panel</ td >
342+ < th scope ="row "> 6:40pm - 7:20pm </ td >
343+ < td > Corporate users panel</ td >
348344 < td >
349345 < a href ="https://twitter.com/SylvainCorlay "> Sylvain Corlay</ a > , < span style ="font-size: 12px "> NumFOCUS director</ span > < br />
350346 TBC< br />
351- TBC< br />
352- TBC< br />
353347 < span style ="margin-left: 20px; font-style: italic; "> Moderated by < a href ="https://twitter.com/hendorf "> Alexander Hendorf</ a > </ span >
354348 </ td >
355349 </ tr >
356350 < tr >
357- < th scope ="row "> 6:45pm - 7pm</ td >
358- < td > An update on the pandas documentation</ td >
359- < td > < a href ="http://datapythonista.github.io/ "> Marc Garcia</ a > < br /> < span style ="font-size: 12px "> pandas core developer</ span > </ td >
360- </ tr >
361- < tr >
362- < th scope ="row "> 7pm - 8pm</ td >
363- < td colspan ="2 " class ="center "> Lightning talks</ td >
351+ < th scope ="row "> 7:20pm - 8pm</ td >
352+ < td colspan ="2 " class ="center ">
353+ Lightning talks< br /> < br />
354+ < span style ="font-size: 12px ">
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 />
358+ </ span >
359+
360+ </ td >
364361 </ tr >
365362 </ tbody >
366363 </ table >
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