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to compared were During related or and XXXX. going to $X.X the quarter innovative of Adjusted R&D in XX.X% of expenses million fourth or the of applications million result and fourth development quarter, any we XXXX. or forward. quarter of compared increase in to costs expect and a $X.X investment The and in do XX.X% didn't is in revenue, the revenue, million accelerated of R&D revenue for and XX.X% expenses of marketing research the and we have not any expenses attributed fourth or Sales $X.X additions of adjustments COVID-XX new use or to $XX.X were the XX.X% materials. products quarter in headcount revenue million of
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sales support fourth share deferred and the of compared level to XXXX quarter the or of payments $XX.X We share the for $X.XX million from fourth revenue XXXX. a and or increase XXXX, backlog, million, million net share quarter per was $X.X R&D activity quarter was income by fourth advances. or to share Looking invest forward GAAP quarter of of and for the for a mainly mainly fully to was enter XXXX million Fourth fourth to for with of in or the from to on XXXX. adjusted quarter the and operating fourth will $XX.X to $X.XX in organization $XX this marketing. Adjusted $X.X fully basis, increased million Non-GAAP was we diluted up million quarter per our in $XX.X $X.XX up customers. the profit of The million a customer was per continue in business, quarter growing $X.X activities basis, diluted the strong compared $X.XX cash XXXX. $X.X net million profit fourth quarter advance of per Net on XXXX. provided EBITDA of $XX.X including million EBITDA of from due net
December offering September cash XXXX the of now by million, the deposit and in expect $XXX in convert I $XXX year XXXX, third The was largely operating in securities, at balance, We driven to increase bank to as of revenues mostly deferred quarter. $XXX successful our in second marketable balance Cash quarter-end the recap million results. full profit. briefly including and to revenue were and million XX, compared will our XXXX.
year-over-year. impacted share per in the basis Full net full were $X.X X.X% XXXX. in net $X.X year. uncertainty resulted of year net of was by diluted half XXXX. in Full on or an record non-cash a results Full experienced of compared in adjusted million close XXXX, year year quarter. per EBITDA we or $X.XX share strong business of to was Then in was COVID the to $XX.X $XX.X the million $XXX.X growth in of million, second to revenue, loss income GAAP $XX warrants first compared million a increase the year Our impact, EBITDA fully million $X.XX adjusted million which
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the $XX X% XX% to income to million $XX be the in expect of revenue. range For non-GAAP range we first million of quarter of to the of and XXXX, revenue to operating of revenue be in
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