diff --git a/Startups Analysis/Dataset/dataset.csv b/Startups Analysis/Dataset/dataset.csv
new file mode 100644
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--- /dev/null
+++ b/Startups Analysis/Dataset/dataset.csv	
@@ -0,0 +1,1200 @@
+Updated at,Company,Crunchbase Url,Last Valuation (Billion $),Date Joined,Year Joined,City,Country,Industry,Investors,Company Website
+"10/31/2022, 2:37:05 AM",Esusu,https://www.cbinsights.com/company/esusu,1.0,1/27/2022,2022,New York,United States,Fintech,"[""Next Play Ventures"",""Zeal Capital Partners"",""SoftBank Group""]",
+"10/31/2022, 2:37:05 AM",Fever Labs,https://www.cbinsights.com/company/fever-labs,1.0,1/26/2022,2022,New York,United States,Internet software & services,"[""Accel"",""14W"",""GS Growth""]",
+"10/31/2022, 2:37:04 AM",Minio,https://www.cbinsights.com/company/minio,1.0,1/26/2022,2022,Palo Alto,United States,Data management & analytics,"[""General Catalyst"",""Nexus Venture Partners"",""Dell Technologies Capital""]",
+"10/31/2022, 2:37:04 AM",Darwinbox,https://www.cbinsights.com/company/darwinbox,1.0,1/25/2022,2022,Hyderabad,India,Internet software & services,"[""Lightspeed India Partners"",""Sequoia Capital India"",""Endiya Partners""]",
+"10/31/2022, 2:37:04 AM",Pentera,https://www.cbinsights.com/company/pcysys,1.0,1/11/2022,2022,Petah Tikva,Israel,Cybersecurity ,"[""AWZ Ventures"",""Blackstone"",""Insight Partners""]",
+"10/31/2022, 2:37:04 AM",Placer.ai,https://www.cbinsights.com/company/placerai,1.0,1/12/2022,2022,Los Altos,United States,Artificial intelligence,"[""Fifth Wall Ventures"",""JBV Capital"",""Array Ventures""]",
+"10/31/2022, 2:36:06 AM",CAIS,https://www.cbinsights.com/company/cais,1.1,1/11/2022,2022,New York,United States,Fintech,"[""Franklin Templeton"",""Motive Partners. Apollo Global Management""]",
+"10/31/2022, 2:36:04 AM",Chief,https://www.cbinsights.com/company/chief-1,1.1,3/31/2022,2022,New York,United States,Other,"[""General Catalyst"",""Inspired Capital"",""Flybridge Capital Partners""]",
+"10/31/2022, 2:34:41 AM",Ankorstore,https://www.cbinsights.com/company/ankorstore,1.98,1/10/2022,2022,Paris,France,E-commerce & direct-to-consumer,"[""Global Founders Capital"",""Aglae Ventures"",""Alven Capital""]",
+"10/31/2022, 2:37:16 AM",Unstoppable Domains,https://www.cbinsights.com/company/unstoppable-domains,1.0,7/27/2022,2022,Las Vegas,United States,Internet software & services,"[""Boost VC"",""Draper Associates"",""Gaingels""]",
+"10/31/2022, 2:37:16 AM",SingleStore,https://www.cbinsights.com/company/memsql,1.0,7/12/2022,2022,San Francisco,United States,Data management & analytics,"[""Google Ventures"",""Accel"",""Data Collective""]",
+"10/31/2022, 2:37:16 AM",VulcanForms,https://www.cbinsights.com/company/vulcanforms,1.0,7/5/2022,2022,Burlington,United States,"Supply chain, logistics, & delivery","[""Eclipse Ventures"",""D1 Capital Partners"",""Industry Ventures""]",
+"10/31/2022, 2:37:15 AM",FourKites,https://www.cbinsights.com/company/fourkites,1.0,6/21/2022,2022,Chicago,United States,"Supply chain, logistics, & delivery","[""Hyde Park Venture Partners"",""Bain Capital Ventures"",""Hyde Park Angels""]",
+"10/31/2022, 2:37:15 AM",LeadSquared,https://www.cbinsights.com/company/leadsquared,1.0,6/21/2022,2022,Bengaluru,India,Internet software & services,"[""Gaja Capital Partners"",""Stakeboat Capital"",""WestBridge Capital""]",
+"10/31/2022, 2:37:15 AM",Vayyar,https://www.cbinsights.com/company/vayyar-imaging,1.0,6/6/2022,2022,Yehud,Israel,Hardware,"[""Battery Ventures"",""Bessemer Venture Partners"",""MoreVC""]",
+"10/31/2022, 2:37:15 AM",JupiterOne,https://www.cbinsights.com/company/jupiterone,1.0,6/2/2022,2022,Morrisville,United States,Cybersecurity,"[""Bain Capital Ventures"",""Splunk Ventures"",""Cisco Investments""]",
+"10/31/2022, 2:37:15 AM",Immuta,https://www.cbinsights.com/company/immuta,1.0,6/8/2022,2022,Boston,United States,Data management & analytics,"[""DFJ Growth Fund"",""Dell Technologies Capital"",""Ten Eleven Ventures""]",
+"10/31/2022, 2:37:14 AM",CareBridge,https://www.cbinsights.com/company/carebridge,1.0,6/8/2022,2022,Nashville,United States,Health,"[""Bain Capital Ventures"",""Splunk Ventures"",""Cisco Investments""]",
+"10/31/2022, 2:37:14 AM",Glean,https://www.cbinsights.com/company/glean-2,1.0,5/18/2022,2022,Palo Alto,United States,Internet software & services,"[""General Catalyst"",""Kleiner Perkins Caufield & Byers"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:37:14 AM",Habi,https://www.cbinsights.com/company/habi,1.0,5/11/2022,2022,Bogota,Colombia,Fintech,"[""Homebrew"",""Inspired Capital"",""Tiger Global Management""]",
+"10/31/2022, 2:37:14 AM",Remarkable,https://www.cbinsights.com/company/remarkable,1.0,5/10/2022,2022,Oslo,Norway,Internet software & services,"[""Spark Capital""]",
+"10/31/2022, 2:37:14 AM",Opn,https://www.cbinsights.com/company/omise,1.0,5/9/2022,2022,Tokyo,Japan,Fintech,"[""Sinar Mas Digital Ventures"",""JIC Venture Growth Investments"",""Golden Gate Ventures""]",
+"10/31/2022, 2:37:13 AM",Polarium,https://www.cbinsights.com/company/polarium,1.0,5/3/2022,2022,Kista,Sweden,Other,"[""AMF Pensionsforsakring""]",
+"10/31/2022, 2:37:13 AM",Open,https://www.cbinsights.com/company/open,1.0,5/2/2022,2022,Bengaluru,India,Fintech,"[""3one4 Capital Partners"",""Tiger Global Management"",""Temasek""]",
+"10/31/2022, 2:37:13 AM",Taxfix,https://www.cbinsights.com/company/taxfix,1.0,4/28/2022,2022,Berlin,Germany,Fintech,"[""Valar Ventures"",""Index Ventures"",""Creandum""]",
+"10/31/2022, 2:37:13 AM",Divergent 3D,https://www.cbinsights.com/company/divergent-microfactories,1.0,4/25/2022,2022,Torrance,United States,Auto & transportation,"[""Hedosophia"",""Horizons Ventures"",""Alumni Ventures Group""]",
+"10/31/2022, 2:37:12 AM",Factorial,https://www.cbinsights.com/company/factorial,1.0,10/11/2022,2022,Barcelona,Spain,Internet software & services,"[""K Fund"",""Creandum"",""CRV""]",
+"10/31/2022, 2:37:12 AM",UPSIDE Foods,https://www.cbinsights.com/company/memphis-meats,1.0,4/21/2022,2022,Berkeley,United States,Other,"[""Battery Ventures"",""Adams Street Partners"",""Coatue Management""]",
+"10/31/2022, 2:37:12 AM",Instabox,https://www.cbinsights.com/company/instabox,1.0,4/21/2022,2022,Stockholm,Sweden,"Supply chain, logistics, & delivery","[""Creades"",""EQT Ventures"",""Verdane Capital""]",
+"10/31/2022, 2:37:12 AM",NexHealth,https://www.cbinsights.com/company/nexhealth,1.0,4/21/2022,2022,San Francisco,United States,Health,"[""iSeed Ventures"",""Point Nine Capital"",""Buckley Ventures""]",
+"10/31/2022, 2:37:11 AM",Oyster,https://www.cbinsights.com/company/oyster-1,1.0,4/20/2022,2022,Wilmington,United States,Fintech,"[""Emergence Capital"",""Slack Fund"",""PayPal Ventures""]",
+"10/31/2022, 2:37:11 AM",Genies,https://www.cbinsights.com/company/blend-systems,1.0,4/12/2022,2022,Venice,United States,Internet software & services,"[""New Enterprise Associates"",""Tull Investment Group"",""Silver Lake""]",
+"10/31/2022, 2:37:11 AM",Grover,https://www.cbinsights.com/company/byebuy,1.0,4/7/2022,2022,Berlin,Germany,E-commerce & direct-to-consumer,"[""Varengold Bank"",""Circularity Capital"",""Coparion""]",
+"10/31/2022, 2:37:11 AM",BostonGene,https://www.cbinsights.com/company/bostongene,1.0,4/6/2022,2022,Waltham,United States,Health,"[""Japan Industrial Partners"",""Impact Investment Capital"",""NEC""]",
+"10/31/2022, 2:37:11 AM",LayerZero Labs,https://www.cbinsights.com/company/layerzero,1.0,3/30/2022,2022,New York,United States,Internet software & services,"[""Andreessen Horowitz"",""FTX Ventures"",""Tiger Global Management""]",
+"10/31/2022, 2:37:10 AM",Electric,https://www.cbinsights.com/company/electric-ai,1.0,3/29/2022,2022,New York,United States,Cybersecurity,"[""Primary Venture Partners"",""Bessemer Venture Partners"",""Harmonic Growth Partners""]",
+"10/31/2022, 2:37:10 AM",FLASH,https://www.cbinsights.com/company/flashparking,1.0,3/16/2022,2022,Austin,United States,Fintech,"[""L Catterton"",""Trellis Partners"",""Vista Equity Partners""]",
+"10/31/2022, 2:37:10 AM",Tarana Wireless,https://www.cbinsights.com/company/tarana-wireless,1.0,3/23/2022,2022,Milpitas,United States,Mobile & telecommunications,"[""Prime Movers Lab"",""Khosla Ventures"",""I Squared Capital""]",
+"10/31/2022, 2:37:09 AM",RapidAPI,https://www.cbinsights.com/company/rapidapi,1.0,3/23/2022,2022,San Francisco,United States,Internet software & services,"[""Green Bay Ventures"",""M12"",""Andreessen Horowitz""]",
+"10/31/2022, 2:37:09 AM",CommerceIQ,https://www.cbinsights.com/company/boomerang-commerce-inc,1.0,3/21/2022,2022,Palo Alto,United States,Artificial Intelligence,"[""Trinity Ventures"",""Madrona Venture Group"",""Shasta Ventures""]",
+"10/31/2022, 2:37:09 AM",Glia,https://www.cbinsights.com/company/salemove,1.0,3/21/2022,2022,New York,United States,Fintech,"[""Wildcat Capital Management"",""Insight Partners"",""Tola Capital""]",
+"10/31/2022, 2:37:09 AM",Amagi,https://www.cbinsights.com/company/amagi-media-labs,1.0,3/16/2022,2022,Bengaluru,India,Internet software & services,"[""Mayfield"",""Accel"",""Norwest Venture Partners""]",
+"10/31/2022, 2:37:09 AM",Aptos,https://www.cbinsights.com/company/aptos,1.0,3/15/2022,2022,Palo Alto,United States,Internet software & services,"[""Andreessen Horowitz"",""Coinbase Ventures"",""Tiger Global Management""]",
+"10/31/2022, 2:37:08 AM",Gauntlet Networks,https://www.cbinsights.com/company/gauntlet-networks,1.0,3/7/2022,2022,New York,United States,Fintech,"[""Polychain Capital"",""Paradigm"",""Ribbit Capital""]",
+"10/31/2022, 2:37:08 AM",Vendr,https://www.cbinsights.com/company/vendr,1.0,2/24/2022,2022,Boston,United States,Fintech,"[""Craft Ventures"",""F-Prime Capital"",""Sound Ventures""]",
+"10/31/2022, 2:37:08 AM",Veev,https://www.cbinsights.com/company/veev,1.0,2/24/2022,2022,San Mateo,United States,Internet software & services,"[""Zeev Ventures"",""Bond"",""Fifth Wall Ventures""]",
+"10/31/2022, 2:37:08 AM",BlueVoyant,https://www.cbinsights.com/company/bluevoyant,1.0,2/23/2022,2022,New York,United States,Cybersecurity,"[""8VC"",""Liberty Strategic Capital"",""Eden Global Partners""]",
+"10/31/2022, 2:37:07 AM",Omada Health,https://www.cbinsights.com/company/omada-health,1.0,2/23/2022,2022,San Francisco,United States,Health,"[""U.S. Venture Partners"",""dRx Capital"",""Andreessen Horowitz""]",
+"10/31/2022, 2:37:07 AM",Scalapay,https://www.cbinsights.com/company/scalapay,1.0,2/23/2022,2022,Milan,Italy,Fintech,"[""Fasanara Capital"",""Tiger Global Management"",""Baleen Capital""]",
+"10/31/2022, 2:37:07 AM",Timescale,https://www.cbinsights.com/company/440-labs,1.0,2/22/2022,2022,New York,United States,Internet software & services,"[""New Enterprise Associates"",""Benchmark"",""Two Sigma Ventures""]",
+"10/31/2022, 2:37:07 AM",Hasura,https://www.cbinsights.com/company/hasura,1.0,2/22/2022,2022,Bengaluru,India,Internet software & services,"[""Nexus Venture Partners"",""Vertex Ventures"",""STRIVE""]",
+"10/31/2022, 2:37:07 AM",CHEQ,https://www.cbinsights.com/company/cheq,1.0,2/22/2022,2022,New York,United States,Cybersecurity ,"[""Battery Ventures"",""Tiger Global Management"",""Hanaco Ventures""]",
+"10/31/2022, 2:37:06 AM",Axelar,https://www.cbinsights.com/company/axelar-1,1.0,2/15/2022,2022,Waterloo,Canada,Internet software & services,"[""Lemniscap VC"",""North Island Ventures"",""Polychain Capital""]",
+"10/31/2022, 2:37:06 AM",Watershed,https://www.cbinsights.com/company/watershed,1.0,2/8/2022,2022,San Francisco,United States,Internet software & services,"[""Kleiner Perkins Caufield & Byers"",""Sequoia Capital""]",
+"10/31/2022, 2:37:06 AM",Payhawk,https://www.cbinsights.com/company/payhawk,1.0,2/14/2022,2022,London,United Kingdom,Fintech,"[""Earlybird Venture Capital"",""Eleven Ventures"",""QED Investors""]",
+"10/31/2022, 2:37:06 AM",Scandit,https://www.cbinsights.com/company/scandit,1.0,2/9/2022,2022,Zurich,Switzerland,"Supply chain, logistics, & delivery","[""Atomico"",""NGP Capital"",""Google Ventures""]",
+"10/31/2022, 2:37:05 AM",Dune Analytics,https://www.cbinsights.com/company/dune-analytics,1.0,2/2/2022,2022,Oslo,Norway,Data management & analytics,"[""Multicoin Capital"",""Coatue Management"",""Dragonfly Capital Partners""]",
+"10/31/2022, 2:37:05 AM",Betterfly,https://www.cbinsights.com/company/burn-to-give,1.0,2/1/2022,2022,Santiago,Chile,Artificial intelligence,"[""QED Investors"",""DST Global"",""Endeavor""]",
+"10/31/2022, 2:37:03 AM",Assent,https://www.cbinsights.com/company/assent-compliance-inc,1.0,1/6/2022,2022,Ottawa,Canada,"Supply chain, logistics, & delivery","[""Vista Equity Partners"",""Warburg Pincus"",""First Ascent Ventures""]",
+"10/31/2022, 2:37:03 AM",Fractal Analytics,https://www.cbinsights.com/company/fractal-analytics,1.0,1/5/2022,2022,Mumbai,India,Data management & analytics,"[""TPG Capital"",""Apax Partners"",""TA Associates""]",
+"10/31/2022, 2:36:13 AM",Zebec,https://www.cbinsights.com/company/zebec,1.0,8/29/2022,2022,San Francisco,United States,Fintech,"[""Resolute Ventures"",""Shima Capital"",""Circle Ventures""]",
+"10/31/2022, 2:36:13 AM",Perimeter 81,https://www.cbinsights.com/company/perimeter-81,1.0,6/6/2022,2022,Tel Aviv,Israel,Cybersecurity,"[""Insight Partners"",""Toba Capital"",""Spring Ventures""]",
+"10/31/2022, 2:36:12 AM",TransferMate,https://www.cbinsights.com/company/transfermate,1.0,5/22/2022,2022,Kilkenny,Ireland,Fintech,"[""Railway Pension Trustee Co. Ltd.""]",
+"10/31/2022, 2:36:12 AM",EcoVadis,https://www.cbinsights.com/company/ecovadis,1.0,6/14/2022,2022,Paris,France,"Supply chain, logistics, & delivery","[""Astorg Partners"",""Princeville Global"",""Beyond Net Zero""]",
+"10/31/2022, 2:36:12 AM",Turntide Technologies,https://www.cbinsights.com/company/software-motor-corporation,1.0,6/15/2022,2022,Sunnyvale,United States,Auto & transportation,"[""Meson Capital Partners"",""Fifth Wall Ventures"",""OGCI Climate Investments""]",
+"10/31/2022, 2:36:12 AM",Paystand,https://www.cbinsights.com/company/paystand,1.0,8/2/2022,2022,Scotts Valley,United States,Fintech,"[""BlueRun Ventures"",""LEAP Global Partners"",""Cervin Ventures""]",
+"10/31/2022, 2:36:11 AM",Satispay,https://www.cbinsights.com/company/satispay,1.0,9/28/2022,2022,Milan,Italy,Fintech,"[""Lightrock"",""Greyhound Capital"",""Endeavor""]",
+"10/31/2022, 2:36:11 AM",Vesttoo,https://www.cbinsights.com/company/Vesttoo,1.0,10/25/2022,2022,Tel Aviv-Yafo,Israel,Fintech,"[""Mouro Capital"",""Hanaco Venture Capital"",""Gramercy Ventures""]",
+"10/31/2022, 2:36:11 AM",Stability AI,https://www.cbinsights.com/company/stability-ai,1.0,10/5/2022,2022,London,United Kingdom,Internet software & services,"[""Lightspeed Venture Partners"",""Coatue Management""]",
+"10/31/2022, 2:36:11 AM",Celestia,https://www.cbinsights.com/company/lazyledger,1.0,10/19/2022,2022,Vaduz,Liechtenstein,Internet software & services,"[""Placeholder Capital"",""Coinbase Ventures"",""Binance Ventures""]",
+"10/31/2022, 2:36:11 AM",LINE MAN Wongnai,https://www.cbinsights.com/company/line-man,1.0,9/26/2022,2022,Bangkok,Thailand,E-commerce & direct-to-consumer,"[""BRV Capital Management"",""Bualuang Ventures""]",
+"10/31/2022, 2:36:10 AM",Flow,https://www.cbinsights.com/company/flow,1.0,8/15/2022,2022,New York,United States,Fintech,"[""Andreessen Horowitz""]",
+"10/31/2022, 2:36:10 AM",Wheel,https://www.cbinsights.com/company/enzyme-health,1.01,1/19/2022,2022,Austin,United States,Health,"[""Silverton Partners"",""Tusk Ventures"",""CRV""]",
+"10/31/2022, 2:36:09 AM",Branch,https://www.cbinsights.com/company/branch-1,1.05,3/1/2022,2022,Columbus,United States,Fintech,"[""American Family Ventures"",""Greycroft"",""SignalFire""]",
+"10/31/2022, 2:36:08 AM",0x,https://www.cbinsights.com/company/0x-1,1.05,4/26/2022,2022,San Francisco,United States,Fintech,"[""Jump Capital"",""Pantera Capital"",""Greylock Partners""]",
+"10/31/2022, 2:36:07 AM",Cirkul,https://www.cbinsights.com/company/cirkul,1.07,6/13/2022,2022,Sarasota,United States,Consumer & retail,"[""AF Ventures"",""Siddhi Capital"",""SC.Holdings""]",
+"10/31/2022, 2:36:06 AM",Purplle,https://www.cbinsights.com/company/purplle,1.1,6/9/2022,2022,Mumbai,India,E-commerce & direct-to-consumer,"[""Blume Ventures"",""JSW Ventures"",""IvyCap Ventures""]",
+"10/31/2022, 2:36:06 AM",Recover,https://www.cbinsights.com/company/recover-textile,1.1,6/9/2022,2022,Banyeres de Mariola,Spain,Other,"[""Goldman Sachs Asset Management"",""STORY3 Capital Partners""]",
+"10/31/2022, 2:36:05 AM",PhysicsWallah,https://www.cbinsights.com/company/physicswallah,1.1,6/7/2022,2022,Uttar Pradesh,India,Edtech,"[""GSV Ventures"",""WestBridge Capital""]",
+"10/31/2022, 2:36:05 AM",Material Security,https://www.cbinsights.com/company/meet-material,1.1,5/11/2022,2022,Redwood City,United States,Cybersecurity,"[""Andreessen Horowitz"",""Founders Fund""]",
+"10/31/2022, 2:36:05 AM",Imply Data,https://www.cbinsights.com/company/imply-data,1.1,5/17/2022,2022,Burlingame,United States,Data management & analytics,"[""Andreessen Horowitz"",""Bessemer Venture Partners"",""Khosla Ventures,""]",
+"10/31/2022, 2:36:05 AM",Teleport,https://www.cbinsights.com/company/gravitational,1.1,5/3/2022,2022,Oakland,United States,Cybersecurity,"[""Kleiner Perkins Caufield & Byers"",""s28 Capital"",""Insight Partners""]",
+"10/31/2022, 2:36:05 AM",IntelyCare,https://www.cbinsights.com/company/intelycare,1.1,4/6/2022,2022,Quincy,United States,Health,"[""Kaiser Permanente Ventures"",""Endeavour Vision"",""LRVHealth""]",
+"10/31/2022, 2:36:04 AM",Staffbase,https://www.cbinsights.com/company/staffbase,1.1,3/15/2022,2022,Chemnitz,Germany,Internet software & services,"[""Insight Partners"",""e.ventures"",""General Atlantic""]",
+"10/31/2022, 2:36:04 AM",Beyond Identity,https://www.cbinsights.com/company/zeropw,1.1,2/22/2022,2022,New York,United States,Cybersecurity,"[""New Enterprise Associates"",""Koch Disruptive Technologies"",""Evolution Equity Partners""]",
+"10/31/2022, 2:36:04 AM",eSentire,https://www.cbinsights.com/company/esentire,1.1,2/22/2022,2022,Waterloo,Canada,Cybersecurity,"[""Edison Partners"",""Georgian Partners"",""VentureLink""]",
+"10/31/2022, 2:36:04 AM",LEAD School,https://www.cbinsights.com/company/lead-school,1.1,1/13/2022,2022,Andheri,India,Edtech,"[""WestBridge Capital"",""GSV Ventures"",""Elevar Equity""]",
+"10/31/2022, 2:36:01 AM",Nowports,https://www.cbinsights.com/company/nowports,1.1,5/24/2022,2022,Monterrey,Mexico,"Supply chain, logistics, & delivery","["" Monashees+"",""Foundation Capital"",""Base10 Partners""]",
+"10/31/2022, 2:36:01 AM",Caribou,https://www.cbinsights.com/company/motorefi,1.1,5/23/2022,2022,Denver,United States,Fintech,"["" CMFG Ventures"",""Accomplice"",""Moderne Ventures""]",
+"10/31/2022, 2:35:57 AM",Flexe,https://www.cbinsights.com/company/flexe,1.0,4/21/2022,2022,Seattle,United States,"Supply chain, logistics, & delivery","[""Redpoint Ventures"",""Prologis Ventures"",""Madrona Venture Group""]",
+"10/31/2022, 2:35:57 AM",Wasabi,https://www.cbinsights.com/company/bluearchive,1.1,9/27/2022,2022,Boston,United States,Internet software & services,"[""Forestay Capital"",""Alumni Ventures"",""NTT DoCoMo Ventures""]",
+"10/31/2022, 2:35:57 AM",Invoca,https://www.cbinsights.com/company/invoca,1.1,6/14/2022,2022,Santa Barbara,United States,Artificial intelligence,"[""Upfront Ventures"",""Accel"",""Industry Ventures""]",
+"10/31/2022, 2:35:57 AM",Visby Medical,https://www.cbinsights.com/company/click-diagnostics,1.12,3/1/2022,2022,San Jose,United States,Health,"[""Artiman Ventures"",""Pitango Venture Capital"",""Valo Ventures""]",
+"10/31/2022, 2:35:56 AM",DANA,https://www.cbinsights.com/company/dana-1,1.13,8/10/2022,2022,Jakarta,Indonesia,Fintech,"[""Ant Group"",""Lazada"",""Sinar Mas Indonesia""]",
+"10/31/2022, 2:35:56 AM",Happy Money,https://www.cbinsights.com/company/payoffcom,1.15,2/8/2022,2022,Tustin,United States,Fintech,"[""FirstMark Capital"",""Anthemis"",""CMFG Ventures""]",
+"10/31/2022, 2:35:54 AM",SOURCE Global,https://www.cbinsights.com/company/zero-mass-water,1.16,4/29/2022,2022,Scottsdale,United States,Other,"[""Breakthrough Energy Ventures"",""Material Impact"",""3x5 Special Opportunity Partners""]",
+"10/31/2022, 2:35:52 AM",Swiftly,https://www.cbinsights.com/company/swiftly-1-,1.2,9/19/2022,2022,Seattle,United States,Mobile & telecommunications,"[""Mendacre"",""BRV Capital Management"",""Liquid 2 Ventures""]",
+"10/31/2022, 2:35:52 AM",Spectrum Medical,https://www.cbinsights.com/company/spectrum-medical,1.2,7/18/2022,2022,Gloucester,United Kingdom,Health,"[""CVC Capital Partners""]",
+"10/31/2022, 2:35:52 AM",stori,https://www.cbinsights.com/company/stori-1,1.2,7/15/2022,2022,Juarez,Mexico,Fintech,"[""Vision Plus Capital"",""\tSource Code Capital"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:35:52 AM",Unit,https://www.cbinsights.com/company/unitco,1.2,5/17/2022,2022,New York,United States,Fintech,"[""Accel"",""Better Tomorrow Ventures"",""Flourish Ventures""]",
+"10/31/2022, 2:35:52 AM",Viz.ai,https://www.cbinsights.com/company/vizai,1.2,4/7/2022,2022,San Francisco,United States,Artificial Intelligence,"[""Kleiner Perkins Caufield & Byers"",""CRV"",""Threshold Ventures""]",
+"10/31/2022, 2:35:51 AM",Choco,https://www.cbinsights.com/company/choco,1.2,4/12/2022,2022,Berlin,Germany,E-commerce & direct-to-consumer,"[""Bessemer Venture Partners"",""G Squared"",""Insight Partners""]",
+"10/31/2022, 2:35:51 AM",Nova Labs,https://www.cbinsights.com/company/helium-systems,1.2,2/22/2022,2022,San Francisco,United States,Internet software & services,"[""FirstMark Capital"",""Tiger Global Management"",""FTX Venture""]",
+"10/31/2022, 2:35:51 AM",Xpressbees,https://www.cbinsights.com/company/xpressbees,1.2,2/9/2022,2022,Pune,India,"Supply chain, logistics, & delivery","[""Norwest Venture Partners"",""Investcorp"",""Blackstone""]",
+"10/31/2022, 2:35:51 AM",LivSpace,https://www.cbinsights.com/company/livspace,1.2,2/8/2022,2022,Bengaluru,India,E-commerce & direct-to-consumer,"[""Jungle Ventures"",""Helion Venture Partners"",""INGKA Investments""]",
+"10/31/2022, 2:35:51 AM",Phantom,https://www.cbinsights.com/company/phantom,1.2,1/31/2022,2022,San Francisco,United States,Fintech,"[""Paradigm"",""Andreessen Horowitz"",""Jump Capital""]",
+"10/31/2022, 2:35:50 AM",BigPanda,https://www.cbinsights.com/company/bigpanda,1.2,1/12/2022,2022,Mountain View,United States,Artificial intelligence,"[""Advent International"",""Battery Ventures"",""Sequoia Capital Israel""]",
+"10/31/2022, 2:35:50 AM",SeekOut,https://www.cbinsights.com/company/zipstorm,1.2,1/12/2022,2022,Bellevue,United States,Internet software & services,"[""Mayfield"",""Madrona Venture Group"",""Tiger Global Management""]",
+"10/31/2022, 2:35:44 AM",Zip,https://www.cbinsights.com/company/evergreen-2,1.2,5/25/2022,2022,San Francisco,United States,Fintech,"[""\tCRV"",""Tiger Global Management"",""Y Combinator""]",
+"10/31/2022, 2:35:44 AM",Kallyope,https://www.cbinsights.com/company/kallyope,1.22,2/15/2022,2022,New York,United States,Health,"[""The Column Group"",""Alexandria Venture Investments"",""Lux Capital""]",
+"10/31/2022, 2:35:43 AM",Insider,https://www.cbinsights.com/company/insider,1.22,2/28/2022,2022,Istanbul,Turkey,Internet software & services,"[""Wamda Capital"",""Endeavor"",""Riverwood Capital""]",
+"10/31/2022, 2:35:42 AM",SeatGeek,https://www.cbinsights.com/company/seatgeek,1.24,8/31/2022,2022,New York,United States,E-commerce & direct-to-consumer,"[""Accel"",""Founder Collective"",""Brainchild Holdings""]",
+"10/31/2022, 2:35:41 AM",ClassDojo,https://www.cbinsights.com/company/classdojo,1.25,7/21/2022,2022,San Francisco,United States,Edtech,"[""General Catalyst"",""Unkork Capital"",""Tencent Holdings""]",
+"10/31/2022, 2:35:41 AM",airSlate,https://www.cbinsights.com/company/airslate,1.25,6/16/2022,2022,Brookline,United States,Internet software & services,"[""G Squared"",""UiPath Ventures"",""General Catalyst""]",
+"10/31/2022, 2:35:41 AM",Talos,https://www.cbinsights.com/company/talos,1.25,5/10/2022,2022,New York,United States,Fintech,"[""Castle Island Ventures"",""PayPal Ventures"",""Andreessen Horowitz""]",
+"10/31/2022, 2:35:40 AM",CaptivateIQ,https://www.cbinsights.com/company/captivateiq,1.25,1/26/2022,2022,San Francisco,United States,Fintech,"[""Sequoia Capital"",""Y Combinator"",""Accel""]",
+"10/31/2022, 2:35:40 AM",Route,https://www.cbinsights.com/company/route,1.25,1/21/2022,2022,Lehi,United States,"Supply chain, logistics, & delivery","[""Madrona Venture Group"",""Banner Ventures"",""FJ Labs""]",
+"10/31/2022, 2:35:40 AM",Flipdish,https://www.cbinsights.com/company/flipdish,1.25,1/13/2022,2022,Dublin,Ireland,Internet software & services,"[""Tencent Holdings"",""Tiger Global Management"",""Global Founders Capital""]",
+"10/31/2022, 2:35:38 AM",JMGO,https://www.cbinsights.com/company/jmgo,1.26,3/15/2022,2022,Shenzhen,China,Hardware,"[""IDG Capital"",""Yuanda Venture Investment"",""Primitive Forest Holdings Group""]",
+"10/31/2022, 2:35:38 AM",Greater Bay Technology,https://www.cbinsights.com/company/greater-bay-technology,1.26,4/2/2022,2022,Guangzhou,China,Hardware,"[""Tencent Holdings"",""Utrust Venture Capital"",""GF Xinde Investment Management Co.""]",
+"10/31/2022, 2:35:37 AM",Equashield,https://www.cbinsights.com/company/equashield,1.3,10/6/2022,2022,Port Washington,United States,Health,"[""Nordic Capital""]",
+"10/31/2022, 2:35:37 AM",Optibus,https://www.cbinsights.com/company/optibus,1.3,5/16/2022,2022,Tel Aviv,Israel,"Supply chain, logistics, & delivery","[""Bessemer Venture Partners"",""Insight Partners"",""Pitango Venture Capital""]",
+"10/31/2022, 2:35:36 AM",Biofourmis,https://www.cbinsights.com/company/biofourmis,1.3,4/26/2022,2022,Boston,United States,Health,"[""General Atlantic"",""CVS Health"",""MassMutual Ventures""]",
+"10/31/2022, 2:35:36 AM",Clipboard Health,https://www.cbinsights.com/company/clipboard-health,1.3,2/1/2022,2022,San Francisco,United States,Internet software & services,"[""Caffeinated Capital"",""Initialized Capital"",""Y Combinator""]",
+"10/31/2022, 2:35:35 AM",Island,https://www.cbinsights.com/company/islandree,1.3,3/23/2022,2022,Dallas,United States,Internet software & services,"[""Insight Partners"",""Sequoia Capital"",""Stripes Group""]",
+"10/31/2022, 2:35:35 AM",LinkTree,https://www.cbinsights.com/company/linktree,1.3,3/16/2022,2022,Melbourne,Australia,Internet software & services,"[""AirTree Ventures"",""Insight Partners"",""Index Ventures""]",
+"10/31/2022, 2:35:35 AM",CredAvenue,https://www.cbinsights.com/company/credavenue,1.3,3/7/2022,2022,Chennai,India,Fintech,"[""Insight Partners"",""B Capital Group"",""\tLightspeed Venture Partners""]",
+"10/31/2022, 2:35:35 AM",Loadsmart,https://www.cbinsights.com/company/loadsmart,1.3,2/1/2022,2022,New York,United States,"Supply chain, logistics, & delivery","[""Chromo Invest"",""Maersk Growth"",""BlackRock""]",
+"10/31/2022, 2:35:34 AM",CoinTracker,https://www.cbinsights.com/company/nino-finance,1.3,1/27/2022,2022,San Francisco,United States,Fintech,"[""Initialized Capital"",""General Catalyst"",""Kraken Ventures""]",
+"10/31/2022, 2:35:34 AM",Domestika,https://www.cbinsights.com/company/domestika-llc,1.3,1/27/2022,2022,Berkeley,United States,Internet software & services,"[""Zeev Ventures"",""GSV Ventures""]",
+"10/31/2022, 2:35:34 AM",iTrustCapital,https://www.cbinsights.com/company/itrustcapital,1.3,1/11/2022,2022,Long Beach,United States,Fintech,"[""Left Lane Capital"",""Walden Venture Capital""]",
+"10/31/2022, 2:35:34 AM",TravelPerk,https://www.cbinsights.com/company/travelperk,1.3,1/12/2022,2022,Barcelona,Spain,Travel,"[""LocalGlobe"",""Kinnevik"",""Felix Capital""]",
+"10/31/2022, 2:35:33 AM",Lukka,https://www.cbinsights.com/company/lukka,1.3,1/14/2022,2022,New York,United States,Fintech,"[""Liberty City Ventures"",""Soros Fund Management"",""Summer Capital""]",
+"10/31/2022, 2:35:31 AM",Shiprocket,https://www.cbinsights.com/company/bigfoot-retail-solutions,1.3,8/16/2022,2022,New Delhi,India,"Supply chain, logistics, & delivery","[""Bertelsmann India Investments"",""March Capital Partners"",""Tribe Capital"",""Nirvana Venture Advisors""]",
+"10/31/2022, 2:35:30 AM",Athletic Greens,https://www.cbinsights.com/company/athletic-greens,1.32,1/25/2022,2022,New York,United States,Health,"[""SC.Holdings"",""Not Boring Capital"",""Bolt Ventures""]",
+"10/31/2022, 2:35:29 AM",RIDI,https://www.cbinsights.com/company/ridi-corporation,1.33,1/24/2022,2022,Seoul,South Korea,E-commerce & direct-to-consumer,"[""Atinum Investment"",""Company K Partners"",""GIC""]",
+"10/31/2022, 2:35:29 AM",Jaguar Microsystems,https://www.cbinsights.com/company/jaguar-microsystems,1.34,6/23/2022,2022,Shenzhen,China,Hardware,"[""Tencent Holdings"",""Glory Ventures"",""Shenzhen Capital Group""]",
+"10/31/2022, 2:35:28 AM",Epirus,https://www.cbinsights.com/company/epirus,1.35,2/14/2022,2022,Hawthorne,United States,Other,"[""8VC"",""Bedrock Capital"",""Broom Ventures""]",
+"10/31/2022, 2:35:27 AM",Movable Ink,https://www.cbinsights.com/company/movable-ink,1.36,4/28/2022,2022,New York,United States,Internet software & services,"[""Contour Venture Partners"",""Intel Capital"",""Silver Lake""]",
+"10/31/2022, 2:35:27 AM",Neon,https://www.cbinsights.com/company/neon,1.38,2/14/2022,2022,Sao Paulo,Brazil,Fintech,"[""Propel Venture Partners"",""Monashees+"",""BBVA""]",
+"10/31/2022, 2:35:27 AM",Nimble Rx,https://www.cbinsights.com/company/nimble-pharmacy,1.4,6/14/2022,2022,Redwood City,United States,Health,"[""Sequoia Capital"",""Four Rivers Group"",""DAG Ventures""]",
+"10/31/2022, 2:35:26 AM",Tripledot,https://www.cbinsights.com/company/tripledot-studios,1.4,2/14/2022,2022,London,United Kingdom,Mobile & telecommunications,"[""Lightspeed Venture Partners"",""Access Industries"",""Eldridge""]",
+"10/31/2022, 2:35:26 AM",Salt Security,https://www.cbinsights.com/company/secful,1.4,2/10/2022,2022,Palo Alto,United States,Cybersecurity,"[""Y Combinator"",""S Capital"",""Tenaya Capital""]",
+"10/31/2022, 2:35:25 AM",OneCard,https://www.cbinsights.com/company/onescore-app,1.4,7/13/2022,2022,Pune,India,Fintech,"[""Sequoia Capital India"",""Hummingbird Ventures"",""Matrix Partners India""]",
+"10/31/2022, 2:35:24 AM",Paddle,https://www.cbinsights.com/company/paddle,1.4,5/9/2022,2022,London,United Kingdom,Fintech,"[""Notion Capital"",""Kindred Capital"",""BGF Ventures""]",
+"10/31/2022, 2:35:24 AM",Bucketplace,https://www.cbinsights.com/company/bucketplace,1.4,5/9/2022,2022,Seoul,South Korea,E-commerce & direct-to-consumer,"[""IMM Investment"",""Mirae Asset Capital"",""BOND""]",
+"10/31/2022, 2:35:24 AM",Clarify Health,https://www.cbinsights.com/company/clarify-health-solutions,1.4,4/5/2022,2022,San Francisco,United States,Health,"[""KKR"",""Aspenwood Ventures"",""Spark Capital""]",
+"10/31/2022, 2:35:20 AM",Firebolt,https://www.cbinsights.com/company/firebolt,1.4,1/26/2022,2022,Tel Aviv,Israel,Data management & analytics,"[""TLV Partners"",""Zeev Ventures"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:35:20 AM",SparkCognition,https://www.cbinsights.com/company/sparkcognition,1.4,1/25/2022,2022,Austin,United States,Artificial intelligence,"[""March Capital Partners"",""Temasek"",""Doha Venture Capital""]",
+"10/31/2022, 2:35:20 AM",Deliverect,https://www.cbinsights.com/company/deliverect,1.4,1/24/2022,2022,Ghent,Belgium,Fintech,"[""Newion Partners"",""SmartFin Capital"",""OMERS Ventures""]",
+"10/31/2022, 2:35:20 AM",Envoy,https://www.cbinsights.com/company/envoy,1.4,1/11/2022,2022,San Francisco,United States,Internet software & services,"[""Andreessen Horowitz"",""Initialized Capital"",""TriplePoint Capital""]",
+"10/31/2022, 2:35:18 AM",Aleo,https://www.cbinsights.com/company/aleo-1,1.45,2/7/2022,2022,San Francisco,United States,Cybersecurity,"[""Slow Ventures"",""Andreessen Horowitz"",""SoftBank Group""]",
+"10/31/2022, 2:35:16 AM",Arcadia,https://www.cbinsights.com/company/arcadia-power,1.48,5/10/2022,2022,DC,United States,Other,"[""BoxGroup"",""Energy Impact Partners"",""Camber Creek""]",
+"10/31/2022, 2:35:16 AM",5ire,https://www.cbinsights.com/company/5ire,1.5,7/15/2022,2022,London,United Kingdom,Internet software & services,"[""Global Emerging Markets"",""Sram & Mram Group"",""Marshland Capital""]",
+"10/31/2022, 2:35:16 AM",Dock,https://www.cbinsights.com/company/conductor-1,1.5,5/12/2022,2022,Sao Paulo,Brazil,Fintech,"[""Viking Global Investors"",""Riverwood Capital"",""Lightrock""]",
+"10/31/2022, 2:35:15 AM",Mashgin,https://www.cbinsights.com/company/mashgin,1.5,5/9/2022,2022,Palo Alto,United States,Artificial intelligence,"[""New Enterprise Associates"",""Matrix Partmers"",""Susa Ventures""]",
+"10/31/2022, 2:35:15 AM",Upside,https://www.cbinsights.com/company/getupside,1.5,4/26/2022,2022,DC,United States,Mobile & telecommunications,"[""Bessemer Venture Partners"",""Builders VC"",""General Catalyst""]",
+"10/31/2022, 2:35:15 AM",Boba,https://www.cbinsights.com/company/boba,1.5,4/5/2022,2022,San Francisco,United States,Fintech,"[""DeFi Technologies"",""Hypersphere Ventures"",""M13""]",
+"10/31/2022, 2:35:15 AM",Fabric,https://www.cbinsights.com/company/yotta-digital-ventures,1.5,2/24/2022,2022,Bellevue,United States,E-commerce & direct-to-consumer,"[""Redpoint Ventures"",""Norwest Venture Partners"",""Sierra Ventures""]",
+"10/31/2022, 2:35:14 AM",Temporal,https://www.cbinsights.com/company/temporal-technologies,1.5,2/16/2022,2022,Bellevue,United States,Internet software & services,"[""Amplify Partners"",""Addition"",""Madrona Venture Group""]",
+"10/31/2022, 2:35:14 AM",ElasticRun,https://www.cbinsights.com/company/elasticrun,1.5,2/7/2022,2022,Pune,India,"Supply chain, logistics, & delivery","[""Kalaari Capital"",""Norwest Venture Partners"",""Prosus Ventures""]",
+"10/31/2022, 2:35:14 AM",Athelas,https://www.cbinsights.com/company/athelas,1.5,1/31/2022,2022,Mountain View,United States,Health,"[""Sequoia Capital"",""General Catalyst"",""\tHuman Capital""]",
+"10/31/2022, 2:35:13 AM",Veriff,https://www.cbinsights.com/company/veriff,1.5,1/26/2022,2022,Tallinn,Estonia,Artificial intelligence,"[""Accel"",""Institutional Venture Partners"",""Tiger Global Management""]",
+"10/31/2022, 2:35:13 AM",Spendesk,https://www.cbinsights.com/company/spendesk,1.5,1/18/2022,2022,Paris,France,Fintech,"[""Index Ventures"",""Eight Roads Ventures"",""General Atlantic""]",
+"10/31/2022, 2:35:13 AM",Il Makiage,https://www.cbinsights.com/company/il-makiage,1.5,1/10/2022,2022,New York,United States,E-commerce & direct-to-consumer,"[""L Catterton"",""Franklin Templeton"",""First Light Capital Group""]",
+"10/31/2022, 2:35:13 AM",StoreDot,https://www.cbinsights.com/company/storedot,1.5,1/4/2022,2022,Herzliya,Israel,Other,"[""Samsung Ventures"",""SingulariTeam"",""BP Ventures""]",
+"10/31/2022, 2:35:03 AM",Orna Therapeutics,https://www.cbinsights.com/company/orna-therapeutics,1.5,8/16/2022,2022,Cambridge,United States,Health,"[""MPM Capital"",""Astellas Venture Management"",""F2 Ventures""]",
+"10/31/2022, 2:35:03 AM",Jasper,https://www.cbinsights.com/company/jasper,1.5,10/17/2022,2022,Austin,United States,Internet software & services,"[""Foundation Capital"",""Institutional Venture Partners"",""Founders Capital""]",
+"10/31/2022, 2:35:03 AM",Kushki,https://www.cbinsights.com/company/kushki1,1.5,6/7/2022,2022,Quito,Ecuador,Fintech,"[""Clocktower Technology Ventures"",""DILA Capital"",""Kaszek Ventures""]",
+"10/31/2022, 2:35:02 AM",Gokin Solar,https://www.cbinsights.com/company/gokinsolar,1.51,4/13/2022,2022,Zhuhai,China,Other,"[""IDG Capital"",""Puluo Capital"",""Midea Capital""]",
+"10/31/2022, 2:35:00 AM",Fresh Life Style Supply Chain Management,https://www.cbinsights.com/company/xianshenghuo,1.57,3/11/2022,2022,Chengdu,China,"Supply chain, logistics, & delivery","[""Guiyang Venture Capital"",""Longfor Capital"",""CAOGENZHIBEN GROUP""]",
+"10/31/2022, 2:35:00 AM",ICON 3D,https://www.cbinsights.com/company/icon-3d,1.57,2/18/2022,2022,Austin,United States,Hardware,"[""Moderne Ventures"",""Oakhouse Partners"",""Bjarke Ingels Group""]",
+"10/31/2022, 2:34:59 AM",Pave,https://www.cbinsights.com/company/pave,1.6,6/28/2022,2022,San Francisco,United States,Internet software & services,"[""Y Combinator"",""\tAndreessen Horowitz"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:34:59 AM",Magic Eden,https://www.cbinsights.com/company/magic-eden,1.6,6/21/2022,2022,San Francisco,United States,Fintech,"[""Sequoia Capital"",""Lightspeed Venture Partners"",""Paradigm""]",
+"10/31/2022, 2:34:59 AM",Vanta,https://www.cbinsights.com/company/vanta,1.6,6/7/2022,2022,San Francisco,United States,Cybersecurity,"[""Craft Ventures"",""Sequoia Capital"",""Verissimo Ventures""]",
+"10/31/2022, 2:34:59 AM",Nord Security,https://www.cbinsights.com/company/nord-security,1.6,4/7/2022,2022,Vilnius,Lithuania,Cybersecurity,"[""General Catalyst"",""BaltCap"",""Novator Partners""]",
+"10/31/2022, 2:34:58 AM",Capitolis,https://www.cbinsights.com/company/capitolis,1.6,3/22/2022,2022,New York,United States,Fintech,"[""Sequoia Capital"",""Index Ventures"",""S Capital""]",
+"10/31/2022, 2:34:58 AM",Wayflyer,https://www.cbinsights.com/company/wayflyer,1.6,2/1/2022,2022,Dublin,Ireland,Fintech,"[""QED Investors"",""DST Global"",""Left Lane Capital""]",
+"10/31/2022, 2:34:56 AM",Cresta,https://www.cbinsights.com/company/cresta,1.6,3/17/2022,2022,San Francisco,United States,Artificial Intelligence,"[""Andreessen Horowitz"",""Greylock Partners"",""Sequoia Capital""]",
+"10/31/2022, 2:34:56 AM",Monte Carlo,https://www.cbinsights.com/company/monte-carlo,1.6,5/24/2022,2022,San Francisco,United States,Artificial intelligence,"[""GGV Capital"",""Accel"",""Redpoint Ventures""]",
+"10/31/2022, 2:34:53 AM",DealShare,https://www.cbinsights.com/company/dealshare,1.7,1/27/2022,2022,Bengaluru,India,E-commerce & direct-to-consumer,"[""Alpha Wave Global"",""Matrix Partners India"",""Tiger Global Management""]",
+"10/31/2022, 2:34:52 AM",Transcarent,https://www.cbinsights.com/company/transcarent,1.62,1/11/2022,2022,San Francisco,United States,Health,"[""Alta Partners"",""General Catalyst"",""Jove Equity Partners""]",
+"10/31/2022, 2:34:52 AM",Incredible Health,https://www.cbinsights.com/company/incredible-health,1.65,8/17/2022,2022,San Francisco,United States,Health,"[""Obvious Ventures"",""Andreessen Horowitz"",""NFX""]",
+"10/31/2022, 2:34:52 AM",Optimism,https://www.cbinsights.com/company/optimism-1,1.65,3/17/2022,2022,San Francisco,United States,Internet software & services,"[""Paradigm"",""Huobi Ventures"",""Andreessen Horowitz""]",
+"10/31/2022, 2:34:52 AM",Spotter,https://www.cbinsights.com/company/spotter,1.7,2/16/2022,2022,Los Angeles,United States,Fintech,"[""SoftBank Group"",""Access Industries"",""Crossbeam Venture Partners""]",
+"10/31/2022, 2:34:51 AM",Productboard,https://www.cbinsights.com/company/productboard,1.7,2/2/2022,2022,San Francisco,United States,Internet software & services,"[""Index Ventures"",""Kleiner Perkins Caufield & Byers"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:34:49 AM",FinAccel,https://www.cbinsights.com/company/finaccel,1.66,8/15/2022,2022,,Singapore,Fintech,"[""Jungle Ventures"",""Square Peg Capital"",""OpenSpace Ventures""]",
+"10/31/2022, 2:34:49 AM",Uniswap,https://www.cbinsights.com/company/uniswap,1.66,10/13/2022,2022,New York,United States,Fintech,"[""A16z Crypto"",""Variant Fund"",""Paradigm""]",
+"10/31/2022, 2:34:49 AM",Tessera Therapeutics,https://www.cbinsights.com/company/tessera-therapeutics,1.69,4/19/2022,2022,Cambridge,United States,Health,"[""Altitude Life Science Ventures"",""SoftBank Group"",""Alaska Permanent Fund""]",
+"10/31/2022, 2:34:49 AM",Redesign Health,https://www.cbinsights.com/company/redesign-health,1.7,9/13/2022,2022,New York,United States,Health,"[""General Catalyst"",""Samsung NEXT"",""CVS Health Partners""]",
+"10/31/2022, 2:34:48 AM",Front,https://www.cbinsights.com/company/front,1.7,6/28/2022,2022,San Francisco,United States,Internet software & services,"[""Sequoia Capital"",""Uncork Capital"",""Salesforce Ventures""]",
+"10/31/2022, 2:34:48 AM",Multiverse,https://www.cbinsights.com/company/whitehat,1.7,6/8/2022,2022,London,United Kingdom,Edtech,"[""Lightspeed Venture Partners"",""Google Ventures"",""General Catalyst""]",
+"10/31/2022, 2:34:48 AM",Pax8,https://www.cbinsights.com/company/pax8,1.7,4/11/2022,2022,Greenwood Village,United States,Internet software & services,"[""Liberty Global Ventures"",""Sageview Capital"",""Blue Cloud Ventures""]",
+"10/31/2022, 2:34:47 AM",AlphaSense,https://www.cbinsights.com/company/alphasense-1,1.7,6/15/2022,2022,New York,United States,Artificial intelligence,"[""Viking Global Investors"",""GS Growth"",""BlackRock""]",
+"10/31/2022, 2:34:47 AM",Crusoe,https://www.cbinsights.com/company/crusoe-energy-systems,1.75,4/21/2022,2022,Denver,United States,Internet software & services,"[""Bain Capital Ventures"",""Founders Fund"",""Winklevoss Capital""]",
+"10/31/2022, 2:34:44 AM",MEGAZONE,https://www.cbinsights.com/company/megazone-1,1.83,8/16/2022,2022,Seoul,South Korea,Internet software & services,"[""Salesforce Ventures"",""ATP Investment"",""kt investment""]",
+"10/31/2022, 2:34:44 AM",Volocopter,https://www.cbinsights.com/company/volocopter,1.87,3/4/2022,2022,Bruchsal,Germany,Auto & transportation,"[""btov Partners"",""Geely"",""Intel Capital""]",
+"10/31/2022, 2:34:43 AM",Material Bank,https://www.cbinsights.com/company/material-bank,1.9,5/6/2022,2022,Boca Raton,United States,E-commerce & direct-to-consumer,"[""Bain Capital Ventures"",""SoftBank Group"",""Fifth Wall Ventures""]",
+"10/31/2022, 2:34:43 AM",ConcertAI,https://www.cbinsights.com/company/precision-health-ai,1.9,3/29/2022,2022,Boston,United States,Artificial Intelligence,"[""Sixth Street Partners"",""Declaration Partners"",""Maverick Ventures Israel""]",
+"10/31/2022, 2:34:43 AM",thatgamecompany,https://www.cbinsights.com/company/thatgamecompany,1.94,3/3/2022,2022,Los Angeles,United States,Internet software & services,"[""Benchmark"",""Sequoia Capital"",""TPG Capital""]",
+"10/31/2022, 2:34:43 AM",Roofstock,https://www.cbinsights.com/company/dwellconnect,1.94,3/10/2022,2022,Oakland,United States,Fintech,"[""Khosla Ventures"",""Bain Capital Ventures"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:34:43 AM",Acorns,https://www.cbinsights.com/company/acorns-grow,1.9,3/9/2022,2022,Irvine,United States,Fintech,"[""e.ventures"",""Bain Capital Ventures"",""Greycroft""]",
+"10/31/2022, 2:34:41 AM",ZigBang,https://www.cbinsights.com/company/channelbreeze,1.93,6/7/2022,2022,Seoul,South Korea,Mobile & telecommunications,"[""Black Pearl Ventures"",""Stonebridge Ventures"",""Yuanta Investment Korea""]",
+"10/31/2022, 2:34:41 AM",21.co,https://www.cbinsights.com/company/21e6-,2.0,9/6/2022,2022,New York,United States,Fintech,"[""Quiet Ventures"",""ETFS Capital"",""Collab+Currency""]",
+"10/31/2022, 2:34:40 AM",Rimac Automobili,https://www.cbinsights.com/company/rimac-automobili,2.0,6/1/2022,2022,Sveta Nedelja,Croatia,Auto & transportation,"[""Porsche"",""\tInvestIndustrial"",""SoftBank Group""]",
+"10/31/2022, 2:34:40 AM",Hugging Face,https://www.cbinsights.com/company/hugging-face,2.0,5/9/2022,2022,New York,United States,Artificial intelligence,"[""Betaworks Ventures"",""Addition"",""Lux Capital""]",
+"10/31/2022, 2:34:40 AM",ROX Motor,https://www.cbinsights.com/company/rox-motor,2.0,4/29/2022,2022,Shanghai,China,Auto & transportation,"[""Sequoia Capital China"",""IDG Capital"",""Qiming Venture Partners""]",
+"10/31/2022, 2:34:39 AM",CertiK,https://www.cbinsights.com/company/certik,2.0,3/31/2022,2022,New York,United States,Cybersecurity,"[""Tiger Global Management"",""Lightspeed Venture Partners"",""Hillhouse Capital Management""]",
+"10/31/2022, 2:34:39 AM",Salsify,https://www.cbinsights.com/company/salsify,2.0,4/13/2022,2022,Boston,United States,Internet software & services,"[""Matrix Partners"",""North Bridge Venture Partners"",""Venrock""]",
+"10/31/2022, 2:34:38 AM",Cloudinary,https://www.cbinsights.com/company/cloudinary,2.0,2/15/2022,2022,Santa Clara,United States,Internet software & services,"[""Blackstone"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:34:38 AM",Akulaku,https://www.cbinsights.com/company/akulaku,2.0,2/15/2022,2022,Jakarta,Indonesia,E-commerce & direct-to-consumer,"[""DCM Ventures"",""IDG Capital"",""Siam Commercial Bank""]",
+"10/31/2022, 2:34:38 AM",Exotec,https://www.cbinsights.com/company/exotec-solutions,2.0,1/17/2022,2022,Croix,France,Hardware,"[""Breega Capital"",""Iris Capital"",""360 Capital Partners""]",
+"10/31/2022, 2:34:30 AM",PayFit,https://www.cbinsights.com/company/payfit,2.1,1/6/2022,2022,London,United Kingdom,Fintech,"[""Accel"",""frst"",""Kima Ventures""]",
+"10/31/2022, 2:34:24 AM",Mysten Labs,https://www.cbinsights.com/company/mysten-labs,2.0,9/8/2022,2022,San Francisco,United States,Internet software & services,"[""Andreessen Horowitz"",""Coinbase Ventures"",""Circle Ventures""]",
+"10/31/2022, 2:34:24 AM",Babel Finance,https://www.cbinsights.com/company/babelbankio,2.0,5/25/2022,2022,Hong Kong,Hong Kong,Fintech,"[""Dragonfly Capital"",""BAI Capital"",""10T Fund""]",
+"10/31/2022, 2:34:23 AM",Jeeves,https://www.cbinsights.com/company/jeeves,2.1,3/14/2022,2022,Orlando,United States,Fintech,"[""Tencent Holdings"",""CRV"",""Clocktower Technology Ventures""]",
+"10/31/2022, 2:34:23 AM",GoCardless,https://www.cbinsights.com/company/gocardless,2.1,2/8/2022,2022,London,United Kingdom,Fintech,"[""Accel"",""Passion Capital"",""Balderton Capital""]",
+"10/31/2022, 2:34:19 AM",Accelerant,https://www.cbinsights.com/company/accelerant,2.19,1/12/2022,2022,Colchester,United Kingdom,Other,"[""Deer Park Road"",""Altamont Capital Partners"",""Eldridge""]",
+"10/31/2022, 2:34:19 AM",BloomReach,https://www.cbinsights.com/company/bloomreach,2.2,2/23/2022,2022,Mountain View,United States,Artificial intelligence,"[""Bain Capital Ventures"",""Sixth Street Growth"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:34:18 AM",G7 Networks,https://www.cbinsights.com/company/g7,2.2,2/15/2022,2022,Beijing,China,"Supply chain, logistics, & delivery","[""Eastern Bell Capital 32"",""SDIC CMC Investment Management"",""Trustbridge Partners""]",
+"10/31/2022, 2:34:17 AM",Newfront Insurance,https://www.cbinsights.com/company/abe,2.2,4/12/2022,2022,San Francisco,United States,Fintech,"[""Founders Fund"",""Meritech Capital Partners"",""GS Growth""]",
+"10/31/2022, 2:34:12 AM",Beta Technologies,https://www.cbinsights.com/company/beta-technologies,2.4,4/19/2022,2022,South Burlington,United States,Other,"[""The Rise Fund"",""Fidelity Investments. RedBird Capital Partners""]",
+"10/31/2022, 2:34:08 AM",Coda Payments,https://www.cbinsights.com/company/coda-payments,2.5,4/15/2022,2022,,Singapore,Fintech,"[""GIC. Apis Partners"",""Insight Partners""]",
+"10/31/2022, 2:34:08 AM",Games24x7,https://www.cbinsights.com/company/games24x7,2.5,3/30/2022,2022,Mumbai,India,Internet software & services,"[""Tiger Global Management"",""The Raine Group"",""Malabar Investments""]",
+"10/31/2022, 2:34:08 AM",SiFive,https://www.cbinsights.com/company/sifive,2.5,3/16/2022,2022,San Mateo,United States,Hardware,"[""Sutter Hill Ventures"",""Osage University Partners"",""Spark Capital""]",
+"10/31/2022, 2:34:08 AM",A24 Films,https://www.cbinsights.com/company/a24-films,2.5,3/9/2022,2022,New York,United States,Other,"[""Stripes Group"",""Neuberger Berman""]",
+"10/31/2022, 2:34:07 AM",Immutable,https://www.cbinsights.com/company/fuel-bros,2.5,3/7/2022,2022,Sydney,Australia,Fintech,"[""Fabric Ventures"",""AirTree Ventures"",""Temasek""]",
+"10/31/2022, 2:34:07 AM",Somatus,https://www.cbinsights.com/company/somatus,2.5,2/23/2022,2022,McLean,United States,Health,"[""The Blue Venture Fund"",""Flare Capital Partners"",""Longitude Capital""]",
+"10/31/2022, 2:34:07 AM",Uniphore,https://www.cbinsights.com/company/uniphore-software-systems,2.5,2/16/2022,2022,Palo Alto,United States,Artificial Intelligence,"[""Chiratae Ventures"",""March Capital Partners"",""National Grid Partners""]",
+"10/31/2022, 2:34:03 AM",Oura,https://www.cbinsights.com/company/oura,2.55,4/5/2022,2022,Oulu,Finland,Health,"[""Forerunner Ventures"",""Lifeline Ventures"",""MSD Capital""]",
+"10/31/2022, 2:34:01 AM",BackBase,https://www.cbinsights.com/company/backbase,2.66,6/9/2022,2022,Amsterdam,Netherlands,Fintech,"[""Motive Partners""]",
+"10/31/2022, 2:34:00 AM",Tridge,https://www.cbinsights.com/company/tridge,2.7,8/24/2022,2022,Seoul,South Korea,Internet software & services,"[""Forest Partners"",""Softbank Ventures Asia""]",
+"10/31/2022, 2:34:00 AM",Hozon Auto,https://www.cbinsights.com/company/hozon-technology,3.95,2/22/2022,2022,Shanghai,China,Auto & transportation,"[""HD Capital"",""Qihoo 360 Technology"",""China Fortune Land Development""]",
+"10/31/2022, 2:33:56 AM",Cross River Bank,https://www.cbinsights.com/company/cross-river-bank,3.0,2/11/2022,2022,Fort Lee,United States,Fintech,"[""Battery Ventures"",""Andreessen Horowitz"",""Ribbit Capital""]",
+"10/31/2022, 2:33:55 AM",Inxeption,https://www.cbinsights.com/company/inxeption,3.0,1/13/2022,2022,San Francisco,United States,Fintech,"[""Coatue Management"",""BMO Capital"",""Schonfeld Strategic Advisors""]",
+"10/31/2022, 2:33:47 AM",Eikon Therapeutics,https://www.cbinsights.com/company/eikon-therapeutics,3.2,1/6/2022,2022,Hayward,United States,Health,"[""The Column Group"",""Foresite Capital"",""Foresite Capital""]",
+"10/31/2022, 2:33:47 AM",Ironclad,https://www.cbinsights.com/company/ironclad,3.2,1/18/2022,2022,Sacramento,United States,Internet software & services,"[""Accel"",""Sequoia Capital"",""Y Combinator""]",
+"10/31/2022, 2:33:37 AM",Autograph,https://www.cbinsights.com/company/autograph-1,3.66,1/20/2022,2022,Santa Monica,United States,Internet software & services,"[""01 Advisors. Kleiner Perkins Caufield & Byers. Andreessen Horowitz""]",
+"10/31/2022, 2:33:33 AM",Abnormal Security,https://www.cbinsights.com/company/abnormal-security,4.0,5/10/2022,2022,San Francisco,United States,Cybersecurity,"[""Greylock Partners"",""Insight Partners,Menlo Ventures""]",
+"10/31/2022, 2:33:33 AM",Yuga Labs,https://www.cbinsights.com/company/bored-ape-yacht-club,4.0,3/22/2022,2022,Miami,United States,Internet software & services,"[""Andreessen Horowitz"",""Thrive Capital"",""Sound Ventures""]",
+"10/31/2022, 2:33:26 AM",Globalization Partners,https://www.cbinsights.com/company/globalization-partners,4.2,1/24/2022,2022,Boston,United States,Internet software & services,"[""Vista Equity Partners"",""Wincove"",""TDR Capital""]",
+"10/31/2022, 2:33:20 AM",SonarSource,https://www.cbinsights.com/company/sonarsource,4.7,4/26/2022,2022,Geneva,Switzerland,Internet software & services,"[""Advent International,General Catalyst,Insight Partners""]",
+"10/31/2022, 2:33:17 AM",Qonto,https://www.cbinsights.com/company/qonto,5.0,1/11/2022,2022,Paris,France,Fintech,"[""Alven Capital"",""Valar Ventures"",""Tencent Holdings""]",
+"10/31/2022, 2:33:11 AM",The Boring Company,https://www.cbinsights.com/company/the-boring-company,5.7,4/20/2022,2022,Pflugerville,United States,Other,"[""VY Capital"",""8VC"",""Craft Ventures""]",
+"10/31/2022, 2:33:11 AM",RELEX,https://www.cbinsights.com/company/relex-solutions,5.7,2/17/2022,2022,Helsinki,Finland,"Supply chain, logistics, & delivery","[""Blackstone"",""Technology Crossover Ventures"",""Summit Partners""]",
+"10/31/2022, 2:32:53 AM",KuCoin,https://www.cbinsights.com/company/kucoin,10.0,5/10/2022,2022,Victoria,Seychelles,Fintech,"[""IDG Capital"",""Matrix Partners China"",""Jump Crypto""]",
+"10/31/2022, 2:32:43 AM",Miro,https://www.cbinsights.com/company/realtimeboard,17.5,1/5/2022,2022,San Francisco,United States,Internet software & services,"[""Accel"",""AltaIR Capital"",""Technology Crossover Ventures""]",
+"10/31/2022, 2:34:53 AM",DataStax,https://www.cbinsights.com/company/datastax,1.6,5/26/2021,2021,Santa Clara,United States,Data management & analytics,"[""Crosslink Capital"",""Meritech Capital Partners"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:34:53 AM",solarisBank,https://www.cbinsights.com/company/solarisbank,1.65,7/13/2021,2021,Berlin,Germany,Fintech,"[""Yabeo Capital"",""SBI Investment"",""Vulcan Capital""]",
+"10/31/2022, 2:33:25 AM",Sorare,https://www.cbinsights.com/company/sorare,4.3,9/21/2021,2021,Paris,France,Internet software & services,"[""Benchmark"",""Accel"",""SoftBank Group""]",
+"10/31/2022, 2:37:03 AM",ONE,https://www.cbinsights.com/company/one-championship,1.0,12/8/2021,2021,,Singapore,Internet software & services,"[""Temasek"",""Guggenheim Investments"",""Qatar Investment Authority""]",
+"10/31/2022, 2:37:03 AM",InFarm,https://www.cbinsights.com/company/infarm,1.0,12/16/2021,2021,Berlin,Germany,Other,"[""Atomico"",""Hanaco Venture Capital"",""TriplePoint Capital""]",
+"10/31/2022, 2:37:03 AM",Kopi Kenangan,https://www.cbinsights.com/company/kopi-kenangan,1.0,12/27/2021,2021,Jakarta,Indonesia,Consumer & retail,"[""Horizons Ventures"",""Sequoia Capital India"",""Alpha JWC Ventures""]",
+"10/31/2022, 2:37:02 AM",Haomao.AI,https://www.cbinsights.com/company/maomo-zhixing,1.0,12/22/2021,2021,Beijing,China,Artificial Intelligence,"[""Qualcomm Ventures"",""Nine Intelligence Capital"",""Hillhouse Capital Management""]",
+"10/31/2022, 2:37:02 AM",VOI,https://www.cbinsights.com/company/voi-technology,1.0,12/21/2021,2021,Stockholm,Sweden,Travel,"[""Vostok New Ventures"",""The Raine Group"",""Balderton Capital""]",
+"10/31/2022, 2:37:02 AM",Rothy's,https://www.cbinsights.com/company/rothys,1.0,12/21/2021,2021,San Francisco,United States,Consumer & retail,"[""Alpargatas"",""GS Growth"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:37:01 AM",Noname Security,https://www.cbinsights.com/company/noname-security,1.0,12/15/2021,2021,Palo Alto,United States,Cybersecurity,"[""Insight Partners"",""Lightspeed Venture Partners"",""CyberStarts""]",
+"10/31/2022, 2:37:01 AM",Cadence,https://www.cbinsights.com/company/cadence-4,1.0,12/14/2021,2021,New York,United States,Health,"[""Thrive Capital"",""General Catalyst"",""Coatue Management""]",
+"10/31/2022, 2:37:01 AM",SnapLogic,https://www.cbinsights.com/company/snaplogic,1.0,12/13/2021,2021,San Mateo,United States,Internet software & services,"[""Andreessen Horowitz"",""Triangle Peak Partners"",""Ignition Partners""]",
+"10/31/2022, 2:37:01 AM",SellerX,https://www.cbinsights.com/company/sellerx,1.0,12/9/2021,2021,Berlin,Germany,E-commerce & direct-to-consumer,"[""Cherry Ventures"",""Felix Capital"",""83North""]",
+"10/31/2022, 2:37:00 AM",Lydia,https://www.cbinsights.com/company/lydia,1.0,12/8/2021,2021,Paris,France,Fintech,"[""NewAlpha"",""XAnge Private Equity"",""Tencent Holdings""]",
+"10/31/2022, 2:37:00 AM",Nature's Fynd,https://www.cbinsights.com/company/sustainable-bioproducts,1.0,7/19/2021,2021,Chicago,United States,Consumer & retail,"[""Danone Manifesto Ventures"",""1955 Capital"",""Breakthrough Energy Ventures""]",
+"10/31/2022, 2:37:00 AM",Pet Circle,https://www.cbinsights.com/company/paws-for-life,1.0,12/6/2021,2021,Alexandria,Australia,E-commerce & direct-to-consumer,"[""Prysm Capital"",""Baillie Gifford & Co."",""TDM Growth Partners""]",
+"10/31/2022, 2:37:00 AM",ReliaQuest,https://www.cbinsights.com/company/reliaquest,1.0,12/1/2021,2021,Tampa,United States,Cybersecurity,"[""KKR"",""FTV Capital"",""Ten Eleven Ventures""]",
+"10/31/2022, 2:36:59 AM",Iodine Software,https://www.cbinsights.com/company/iodine-software,1.0,12/1/2021,2021,Austin,United States,Data management & analytics,"[""Advent International"",""Bain Capital Ventures"",""Silversmith Capital Partners""]",
+"10/31/2022, 2:36:59 AM",Anyscale,https://www.cbinsights.com/company/anyscale,1.0,12/7/2021,2021,Berkeley,United States,Artificial Intelligence,"[""Andreessen Horowitz"",""Intel Capital"",""Foundation Capital""]",
+"10/31/2022, 2:36:59 AM",YipitData,https://www.cbinsights.com/company/yipit,1.0,12/6/2021,2021,New York,United States,Internet software & services,"[""RRE Ventures+"",""Highland Capital Partners"",""The Carlyle Group""]",
+"10/31/2022, 2:36:59 AM",Clara,https://www.cbinsights.com/company/clara-2,1.0,12/6/2021,2021,Mexico City,Mexico,Fintech,"[""DST Global"",""General Catalyst"",""Monashees+""]",
+"10/31/2022, 2:36:59 AM",Lessen,https://www.cbinsights.com/company/lessen,1.0,11/30/2021,2021,Scottsdale,United States,Internet software & services,"[""Khosla Ventures"",""General Catalyst"",""Navitas Capital""]",
+"10/31/2022, 2:36:58 AM",NoBroker,https://www.cbinsights.com/company/nobroker,1.0,11/23/2021,2021,Bengaluru,India,Internet software & services,"[""General Atlantic"",""Elevation Capital"",""BEENEXT""]",
+"10/31/2022, 2:36:58 AM",Expel,https://www.cbinsights.com/company/expel,1.0,11/18/2021,2021,Herndon,United States,Cybersecurity,"[""Paladin Capital Group"",""Greycroft"",""Scale Venture Partners""]",
+"10/31/2022, 2:36:58 AM",Owkin,https://www.cbinsights.com/company/owkin,1.0,11/18/2021,2021,New York,United States,Artificial Intelligence,"[""Google Ventures"",""Cathay Innovation"",""NJF Capital""]",
+"10/31/2022, 2:36:57 AM",Stytch,https://www.cbinsights.com/company/stytch,1.0,11/18/2021,2021,San Francisco,United States,Cybersecurity,"[""Index Ventures"",""Benchmark"",""Thrive Capital""]",
+"10/31/2022, 2:36:57 AM",PLACE,https://www.cbinsights.com/company/place,1.0,11/17/2021,2021,Bellingham,United States,Internet software & services,"[""Goldman Sachs Asset Management"",""3L""]",
+"10/31/2022, 2:36:57 AM",Heyday,https://www.cbinsights.com/company/heyday-1,1.0,11/16/2021,2021,Chicago,United States,E-commerce & direct-to-consumer,"[""Khosla Ventures,General Catalyst"",""Victory Park Capital""]",
+"10/31/2022, 2:36:56 AM",Mensa Brands,https://www.cbinsights.com/company/mensa-brands,1.0,11/16/2021,2021,Bengaluru,India,Other,"[""Accel"",""Falcon Edge Capital"",""Norwest Venture Partners""]",
+"10/31/2022, 2:36:56 AM",Gaussian Robotics,https://www.cbinsights.com/company/gaussian-robotics,1.1,11/10/2021,2021,Shanghai,China,Hardware,"[""BlueRun Ventures"",""Grand Flight Investment"",""Meituan Dianping""]",
+"10/31/2022, 2:36:56 AM",Wrapbook,https://www.cbinsights.com/company/wrapbook,1.0,11/10/2021,2021,New York,United States,Fintech,"[""Equal Ventures"",""Uncork Capital"",""Andreessen Horowitz""]",
+"10/31/2022, 2:36:56 AM",Contrast Security,https://www.cbinsights.com/company/contrast-security,1.0,11/9/2021,2021,Los Altos,United States,Cybersecurity,"[""Acero Capital"",""General Catalyst"",""M12""]",
+"10/31/2022, 2:36:56 AM",OpenWeb,https://www.cbinsights.com/company/spotim,1.0,11/9/2021,2021,New York,United States,Internet software & services,"[""Insight Partners"",""AltaIR Capital"",""Norma Investments""]",
+"10/31/2022, 2:36:55 AM",IGAWorks,https://www.cbinsights.com/company/igaworks,1.0,11/8/2021,2021,Seoul,South Korea,Internet software & services,"[""Korea Investment Private Equity"",""Atinum Investment"",""Korea Investment Partners""]",
+"10/31/2022, 2:36:55 AM",Razor,https://www.cbinsights.com/company/razor-1,1.0,11/8/2021,2021,Berlin,Germany,Consumer & retail,"[""Global Founders Capital"",""468 Capital"",""Redalpine Venture Partners""]",
+"10/31/2022, 2:36:55 AM",Drata,https://www.cbinsights.com/company/drata,1.0,11/8/2021,2021,San Diego,United States,Cybersecurity,"[""Cowboy Ventures"",""Leaders Fund"",""GGV Capital""]",
+"10/31/2022, 2:36:55 AM",Vagaro,https://www.cbinsights.com/company/vagaro,1.0,11/3/2021,2021,Dublin,United States,Internet software & services,"[""FTV Capital""]",
+"10/31/2022, 2:36:55 AM",Tezign,https://www.cbinsights.com/company/tezign,1.0,11/2/2021,2021,Shanghai,China,Internet software & services,"[""Sequoia Capital China"",""Linear Venture"",""Hearst Ventures""]",
+"10/31/2022, 2:36:54 AM",Moka,https://www.cbinsights.com/company/moka-1,1.0,11/2/2021,2021,Beijing,China,Internet software & services,"[""GGV Capital"",""GSR Ventures"",""FreesFund""]",
+"10/31/2022, 2:36:54 AM",Augury,https://www.cbinsights.com/company/augury-systems,1.0,10/26/2021,2021,New York,United States,Artificial intelligence,"[""Lerer Hippeau"",""Munich Re Ventures"",""Eclipse Ventures""]",
+"10/31/2022, 2:36:54 AM",Fabric,https://www.cbinsights.com/company/commonsense,1.0,10/26/2021,2021,New York,United States,"Supply chain, logistics, & delivery","[""Innovation Endeavors"",""Aleph"",""Temasek""]",
+"10/31/2022, 2:36:54 AM",CargoX,https://www.cbinsights.com/company/cargox,1.0,10/21/2021,2021,Sao Paulo,Brazil,"Supply chain, logistics, & delivery","[""Valor Capital Group"",""Lightrock"",""Softbank Group""]",
+"10/31/2022, 2:36:53 AM",Dental Monitoring,https://www.cbinsights.com/company/dental-monitoring,1.0,10/21/2021,2021,Paris,France,Health,"[""Vitruvian Partners"",""Merieux Equity Partners"",""Straumann""]",
+"10/31/2022, 2:36:53 AM",Zopa,https://www.cbinsights.com/company/zopa,1.0,10/19/2021,2021,London,United Kingdom,Fintech,"[""IAG Capital Partners"",""Augmentum Fintech"",""Northzone Ventures""]",
+"10/31/2022, 2:36:53 AM",Weights & Biases,https://www.cbinsights.com/company/weights-and-biases,1.0,10/13/2021,2021,San Francisco,United States,Artificial intelligence,"[""Coatue Management"",""Insight Partners"",""Trinity Ventures""]",
+"10/31/2022, 2:36:53 AM",MobiKwik,https://www.cbinsights.com/company/mobikwik,1.0,10/13/2021,2021,Gurugram,India,Fintech,"[""Sequoia Capital India"",""The Times Group"",""GMO VenturePartners""]",
+"10/31/2022, 2:36:53 AM",Swile,https://www.cbinsights.com/company/lunchr,1.0,10/11/2021,2021,Montpellier,France,Fintech,"[""Index Ventures"",""IDInvest Partners"",""Daphni""]",
+"10/31/2022, 2:36:52 AM",Savage X Fenty,https://www.cbinsights.com/company/savage-x-fenty,1.0,2/10/2021,2021,El Segundo,United States,E-commerce & direct-to-consumer,"[""Speedinvest"",""Valar Ventures"",""Uniqa Ventures""]",
+"10/31/2022, 2:36:52 AM",Solo.io,https://www.cbinsights.com/company/soloio,1.0,10/7/2021,2021,Cambridge,United States,Internet software & services,"[""True Ventures"",""Altimeter Capital"",""Redpoint Ventures""]",
+"10/31/2022, 2:36:52 AM",Chronosphere,https://www.cbinsights.com/company/chronosphere,1.0,10/7/2021,2021,New York,United States,Data management & analytics,"[""Greylock Partners"",""Lux Capital"",""General Atlantic""]",
+"10/31/2022, 2:36:52 AM",Masterworks,https://www.cbinsights.com/company/masterworks,1.0,10/5/2021,2021,New York,United States,Fintech,"[""Left Lane Capital"",""Galaxy Interactive"",""Tru Arrow Partners""]",
+"10/31/2022, 2:36:52 AM",Licious,https://www.cbinsights.com/company/licious,1.0,10/5/2021,2021,Bengaluru,India,E-commerce & direct-to-consumer,"[""3one4 Capital Partners"",""Bertelsmann India Investments"",""Vertex Ventures SE Asia""]",
+"10/31/2022, 2:36:51 AM",Ajaib,https://www.cbinsights.com/company/ajaib,1.0,10/4/2021,2021,Jakarta,Indonesia,Fintech,"[""Softbank Ventures Asia"",""Alpha JWC Ventures"",""Insignia Ventures Partners""]",
+"10/31/2022, 2:36:51 AM",TrialSpark,https://www.cbinsights.com/company/trialspark,1.0,9/30/2021,2021,New York,United States,Health,"[""Sequoia Capital"",""Thrive Capital"",""Sound Ventures""]",
+"10/31/2022, 2:36:50 AM",Vedantu,https://www.cbinsights.com/company/vedantu,1.0,9/29/2021,2021,Bengaluru,India,Edtech,"[""Accel"",""Tiger Global Management"",""Omidyar Network""]",
+"10/31/2022, 2:36:50 AM",Ninja Van,https://www.cbinsights.com/company/ninja-logistics,1.0,9/27/2021,2021,,Singapore,"Supply chain, logistics, & delivery","[""B Capital Group"",""Monk's Hill Ventures"",""Dynamic Parcel Distribution""]",
+"10/31/2022, 2:36:50 AM",HAYDON,https://www.cbinsights.com/company/haydon,1.0,9/24/2021,2021,Shanghai,China,Consumer & retail,"[""Tencent Holdings"",""Hillhouse Capital Management""]",
+"10/31/2022, 2:36:50 AM",Keenon Robotics,https://www.cbinsights.com/company/keenon-robotics,1.0,9/15/2021,2021,Shanghai,China,"Supply chain, logistics, & delivery","[""Yunqi Partners"",""SoftBank Group"",""iVision Ventures""]",
+"10/31/2022, 2:36:50 AM",PandaDoc,https://www.cbinsights.com/company/truelayer,1.0,9/22/2021,2021,San Francisco,United States,Internet software & services,"[""Rembrandt Venture Partners"",""M12"",""Altos Ventures""]",
+"10/31/2022, 2:36:49 AM",Assembly,https://www.cbinsights.com/company/assembly,1.0,9/21/2021,2021,Culver City,United States,Internet software & services,"[""Advent International"",""PSG"",""Providence Equity Partners""]",
+"10/31/2022, 2:36:49 AM",TrueLayer,https://www.cbinsights.com/company/truelayer,1.0,9/21/2021,2021,London,United Kingdom,Fintech,"[""Anthemis"",""Connect Ventures"",""Northzone Ventures""]",
+"10/31/2022, 2:36:49 AM",Xendit,https://www.cbinsights.com/company/xendit,1.0,9/14/2021,2021,Jakarta,Indonesia,Fintech,"[""Accel"",""Y Combinator"",""Amasia""]",
+"10/31/2022, 2:36:49 AM",Orchard,https://www.cbinsights.com/company/perch,1.0,9/9/2021,2021,New York,United States,Fintech,"[""Accomplice"",""Juxtapose"",""FirstMark Capital""]",
+"10/31/2022, 2:36:49 AM",Mammoth Biosciences,https://www.cbinsights.com/company/mammoth-diagnostics,1.0,9/9/2021,2021,Brisbane,United States,Health,"[""NFX"",""Plum Alley"",""Mayfield""]",
+"10/31/2022, 2:36:48 AM",GrubMarket,https://www.cbinsights.com/company/grubmarket,1.2,9/14/2021,2021,San Francisco,United States,E-commerce & direct-to-consumer,"[""GGV Capital"",""BlackRock"",""ACE & Company""]",
+"10/31/2022, 2:36:48 AM",Agile Robots,https://www.cbinsights.com/company/agile-robots,1.0,9/9/2021,2021,Munich,Germany,Hardware,"[""Hillhouse Capital Management"",""Sequoia Capital China"",""Linear Venture""]",
+"10/31/2022, 2:36:48 AM",Berlin Brands Group,https://www.cbinsights.com/company/chal-tec,1.0,9/1/2021,2021,Berlin,Germany,E-commerce & direct-to-consumer,"[""Ardian"",""Bain Capital""]",
+"10/31/2022, 2:36:48 AM",Cider,https://www.cbinsights.com/company/cider,1.0,9/2/2021,2021,,Hong Kong,E-commerce & direct-to-consumer,"[""Andreessen Horowitz"",""DST Global"",""IDG Capital""]",
+"10/31/2022, 2:36:48 AM",1KMXC,https://www.cbinsights.com/company/yigongli,1.0,8/30/2021,2021,Hangzhou,China,Hardware,"[""Goldman Sachs Asset Management"",""SDP Investment"",""Alibaba Group""]",
+"10/31/2022, 2:36:47 AM",PicsArt,https://www.cbinsights.com/company/picsart,1.0,8/26/2021,2021,San Francisco,United States,Mobile & telecommunications,"[""Sequoia Capital"",""DCM Ventures"",""Insight Partners""]",
+"10/31/2022, 2:36:47 AM",Shield AI,https://www.cbinsights.com/company/shield-ai,1.0,8/24/2021,2021,San Diego,United States,Artificial intelligence,"[""Andreessen Horowitz"",""Homebrew"",""Point72 Ventures""]",
+"10/31/2022, 2:36:47 AM",Dunamu,https://www.cbinsights.com/company/dunamu,1.0,7/22/2021,2021,Seoul,South Korea,Fintech,"[""Qualcomm Ventures"",""Woori Investment"",""Hanwha Investment & Securities""]",
+"10/31/2022, 2:36:47 AM",Maven Clinic,https://www.cbinsights.com/company/maven-clinic,1.0,8/17/2021,2021,New York,United States,Health,"[""Female Founders Fund"",""Oak HC/FT Partners"",""Sequoia Capital""]",
+"10/31/2022, 2:36:47 AM",Gelato,https://www.cbinsights.com/company/gelato-group,1.0,8/16/2021,2021,Oslo,Norway,E-commerce & direct-to-consumer,"[""Greylock Partners"",""Google Ventures"",""BlackRock""]",
+"10/31/2022, 2:36:46 AM",Snorkel AI,https://www.cbinsights.com/company/snorkelai,1.0,8/9/2021,2021,Palo Alto,United States,Artificial intelligence,"[""Greylock Partners"",""Google Ventures"",""BlackRock""]",
+"10/31/2022, 2:36:46 AM",Freshbooks,https://www.cbinsights.com/company/freshbooks,1.0,8/10/2021,2021,Toronto,Canada,Fintech,"[""Accomplice"",""Oak Investment Partners"",""Georgian Partners""]",
+"10/31/2022, 2:36:46 AM",Bluecore,https://www.cbinsights.com/company/triggermail,1.0,8/5/2021,2021,New York,United States,Artificial intelligence,"[""FirstMark Capital"",""Georgian Partners"",""Norwest Venture Partners""]",
+"10/31/2022, 2:36:46 AM",Human Interest,https://www.cbinsights.com/company/captain401,1.0,8/4/2021,2021,San Francisco,United States,Fintech,"[""Wing Venture Capital"",""Slow Ventures"",""Uncork Capital""]",
+"10/31/2022, 2:36:45 AM",NIUM,https://www.cbinsights.com/company/instarem,1.0,7/13/2021,2021,,Singapore,Fintech,"[""Vertex Ventures SE Asia"",""Global Founders Capital"",""Visa Ventures""]",
+"10/31/2022, 2:36:45 AM",BlackBuck,https://www.cbinsights.com/company/zinka,1.0,7/22/2021,2021,Bengaluru,India,"Supply chain, logistics, & delivery","[""Accel"",""Sands Capital"",""International Finance Corporation""]",
+"10/31/2022, 2:36:45 AM",Interos,https://www.cbinsights.com/company/interos,1.0,7/22/2021,2021,Arlington,United States,"Supply chain, logistics, & delivery","[""Kleiner Perkins Caufield & Byers"",""NightDragon Security"",""Venrock""]",
+"10/31/2022, 2:36:45 AM",GO1,https://www.cbinsights.com/company/go1,1.0,7/19/2021,2021,Brisbane,Australia,Internet software & services,"[""Y Combinator"",""M12"",""SEEK""]",
+"10/31/2022, 2:36:44 AM",Carson Group,https://www.cbinsights.com/company/carson-group,1.0,7/14/2021,2021,Lincoln,United States,Fintech,"[""Bain Capital""]",
+"10/31/2022, 2:36:44 AM",dMed Biopharmaceutical,https://www.cbinsights.com/company/dmed,1.0,7/12/2021,2021,Shanghai,China,Health,"[""Qiming Venture Partners"",""Vivo Capital"",""Sequoia Capital China""]",
+"10/31/2022, 2:36:44 AM",Xiaobing,https://www.cbinsights.com/company/xiaobing,1.0,7/12/2021,2021,Beijing,China,Fintech,"[""NetEase Capital"",""Northern Light Venture Capital"",""Microsoft""]",
+"10/31/2022, 2:36:44 AM",Pantheon Systems,https://www.cbinsights.com/company/pantheon,1.0,7/13/2021,2021,San Francisco,United States,Internet software & services,"[""Foundry Group"",""Scale Venture Partners"",""SoftBank Group""]",
+"10/31/2022, 2:36:43 AM",Amperity,https://www.cbinsights.com/company/amperity,1.0,7/13/2021,2021,Seattle,United States,Artificial intelligence,"[""Madrona Venture Group"",""Tiger Global Management"",""Madera Technology Partners""]",
+"10/31/2022, 2:36:43 AM",MobileCoin,https://www.cbinsights.com/company/mobilecoin,1.06,7/7/2021,2021,San Francisco,United States,Fintech,"[""General Catalyst"",""Future Ventures"",""AU21""]",
+"10/31/2022, 2:36:43 AM",ShipBob,https://www.cbinsights.com/company/shipbob,1.0,6/29/2021,2021,Chicago,United States,"Supply chain, logistics, & delivery","[""Hyde Park Venture Partners,\tFundersClub. Bain Capital Ventures""]",
+"10/31/2022, 2:36:43 AM",Visier,https://www.cbinsights.com/company/visier,1.0,6/29/2021,2021,Vancouver,Canada,Internet software & services,"[""Foundation Capital"",""\tSummit Partners"",""Adams Street Partners""]",
+"10/31/2022, 2:36:43 AM",Morning Consult,https://www.cbinsights.com/company/morning-consult,1.0,6/8/2021,2021,Washington DC,United States,Internet software & services,"[""Advance Venture Partners"",""Susquehanna Growth Equity"",""Lupa Systems""]",
+"10/31/2022, 2:36:42 AM",SmartAsset,https://www.cbinsights.com/company/smartasset,1.0,6/24/2021,2021,New York,United States,Fintech,"[""Javelin Venture Partners"",""TTV Capital"",""Peterson Ventures""]",
+"10/31/2022, 2:36:42 AM",Worldcoin,https://www.cbinsights.com/company/worldcoin,1.0,6/29/2021,2021,San Francisco,United States,Fintech,"[""Day One Ventures"",""Coinbase Ventures"",""Andreessen Horowitz""]",
+"10/31/2022, 2:36:42 AM",Aircall,https://www.cbinsights.com/company/aircall,1.0,6/23/2021,2021,New York,United States,Internet software & services,"[""Balderton Capital"",""Next World Capital"",""Draper Esprit""]",
+"10/31/2022, 2:36:42 AM",JoyTunes,https://www.cbinsights.com/company/joytunes,1.0,6/21/2021,2021,Tel Aviv,Israel,Edtech,"[""Genesis Partners"",""Aleph"",""Insight Partners""]",
+"10/31/2022, 2:36:42 AM",Claroty,https://www.cbinsights.com/company/claroty,1.0,6/17/2021,2021,New York,United States,Cybersecurity,"[""Bessemer Venture Partners"",""MoreVC"",""Team8""]",
+"10/31/2022, 2:36:41 AM",Bringg,https://www.cbinsights.com/company/bringg,1.0,6/16/2021,2021,Tel Aviv,Israel,"Supply chain, logistics, & delivery","[""Salesforce Ventures"",""next47"",""Pereg Ventures""]",
+"10/31/2022, 2:36:41 AM",Xiaoe Tech,https://www.cbinsights.com/company/xiaoe-tech,1.0,6/15/2021,2021,Shenzhen,China,Internet software & services,"[""GGV Capital"",""Hillhouse Capital Management"",""IDG Capital""]",
+"10/31/2022, 2:36:41 AM",Tractable,https://www.cbinsights.com/company/tractable,1.0,6/16/2021,2021,London,United Kingdom,Artificial intelligence,"[""Insight Partners"",""Ignition Partners"",""Georgian Partners""]",
+"10/31/2022, 2:36:40 AM",Carro,https://www.cbinsights.com/company/carro,1.0,6/14/2021,2021,,Singapore,E-commerce & direct-to-consumer,"[""SingTel Innov8"",""Alpha JWC Ventures"",""Golden Gate Ventures""]",
+"10/31/2022, 2:36:40 AM",EcoFlow,https://www.cbinsights.com/company/ecoflow,1.0,6/10/2021,2021,Shenzhen,China,Hardware,"[""Delian Capital"",""China International Capital Corporation"",""Sequoia Capital China""]",
+"10/31/2022, 2:36:40 AM",LetsGetChecked,https://www.cbinsights.com/company/letsgetchecked,1.0,6/7/2021,2021,Dublin,Ireland,Health,"[""Optum Ventures"",""Qiming Venture Partners"",""Transformation Capital""]",
+"10/31/2022, 2:36:40 AM",Thirty Madison,https://www.cbinsights.com/company/keeps,1.0,6/2/2021,2021,New York,United States,Health,"[""Northzone Ventures"",""Maveron"",""Johnson & Johnson Innovation""]",
+"10/31/2022, 2:36:39 AM",Shippo,https://www.cbinsights.com/company/shippo,1.0,6/2/2021,2021,San Francisco,United States,"Supply chain, logistics, & delivery","[""Version One Ventures"",""Uncork Capital"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:36:39 AM",Matrixport,https://www.cbinsights.com/company/matrixport,1.05,6/1/2021,2021,,Singapore,Fintech,"[""Dragonfly Captial"",""Qiming Venture Partners"",""DST Global""]",
+"10/31/2022, 2:36:39 AM",Printful,https://www.cbinsights.com/company/printful,1.0,5/24/2021,2021,Charlotte,United States,Other,"[""Bregal Sagemount""]",
+"10/31/2022, 2:36:39 AM",Vise,https://www.cbinsights.com/company/vise-ai,1.0,5/18/2021,2021,New York,United States,Fintech,"[""Sequoia Capital"",""Founders Fund"",""Bling Capital""]",
+"10/31/2022, 2:36:39 AM",Amount,https://www.cbinsights.com/company/amount,1.0,5/17/2021,2021,Chicago,United States,Fintech,"[""Invus Group"",""Hanaco Venture Capital"",""WestCap Group""]",
+"10/31/2022, 2:36:38 AM",Axtria,https://www.cbinsights.com/company/axtria,1.0,5/13/2021,2021,Berkeley Heights,United States,Data management & analytics,"[""Helion Venture Partners"",""Bain Capital Tech Opportunities"",""Sequoia Capital India""]",
+"10/31/2022, 2:36:38 AM",Forte Labs,https://www.cbinsights.com/company/forte-labs,1.73,5/12/2021,2021,San Francisco,United States,Fintech,"[""Iris Capital"",""Accel"",""Elaia Partners""]",
+"10/31/2022, 2:36:38 AM",Zihaiguo,https://www.cbinsights.com/company/zihaiguo,1.0,5/6/2021,2021,Chongqing,China,Consumer & retail,"[""Xingwang Investment Management"",""China Capital Investment Group"",""Matrix Partners China""]",
+"10/31/2022, 2:36:38 AM",TensTorrent,https://www.cbinsights.com/company/tenstorrent,1.0,5/5/2021,2021,Toronto,Canada,Artificial intelligence,"[""Eclipse Ventures"",""Fidelity Investments"",""Moore Capital Management""]",
+"10/31/2022, 2:36:38 AM",Shift Technology,https://www.cbinsights.com/company/shift-technology,1.0,5/6/2021,2021,Paris,France,Artificial intelligence,"[""Griffin Gaming Partners"",""Andreessen Horowitz"",""Battery Ventures""]",
+"10/31/2022, 2:36:37 AM",Firefly Aerospace,https://www.cbinsights.com/company/firefly-systems,1.1,5/4/2021,2021,Cedar Park,United States,Other,"[""XBTO Ventures"",""Raven One Ventures"",""SK Ventures""]",
+"10/31/2022, 2:36:37 AM",XForcePlus,https://www.cbinsights.com/company/yunli-information,1.0,6/1/2021,2021,Shanghai,China,Internet software & services,"[""Eastern Bell Capital"",""Danhua Capital"",""MSA Capital""]",
+"10/31/2022, 2:36:37 AM",Mux,https://www.cbinsights.com/company/mux,1.0,4/30/2021,2021,San Francisco,United States,Internet software & services,"[""Accel"",""Cobalt Capital"",""Andreessen Horowitz""]",
+"10/31/2022, 2:36:37 AM",Inari,https://www.cbinsights.com/company/inari-ag,1.5,5/12/2021,2021,Cambridge,United States,Other,"[""Flagship Pioneering"",""Alexandria Venture Investments"",""Investment Corporation of Dubai""]",
+"10/31/2022, 2:36:36 AM",MOLOCO,https://www.cbinsights.com/company/moloco,1.5,4/29/2021,2021,Redwood City,United States,Artificial intelligence,"[""Smilegate Investment"",""DSC Investments"",""KTB Ventures""]",
+"10/31/2022, 2:36:36 AM",Capsule,https://www.cbinsights.com/company/capsule1,1.0,4/28/2021,2021,New York,United States,Health,"[""Thrive Capital"",""Durable Capital Partners"",""G Squared""]",
+"10/31/2022, 2:36:36 AM",SaltPay,https://www.cbinsights.com/company/saltpay,1.0,4/9/2021,2021,London,United Kingdom,Fintech,"[""Tiger Global Management"",""Hedosophia""]",
+"10/31/2022, 2:36:35 AM",Sift,https://www.cbinsights.com/company/sift-science,1.0,4/22/2021,2021,San Francisco,United States,Artificial intelligence,"[""Union Square Ventures"",""Insight Partners"",""Spark Capital""]",
+"10/31/2022, 2:36:35 AM",Injective Protocol,https://www.cbinsights.com/company/injective-protocol,1.0,4/20/2021,2021,New York,United States,Fintech,"[""Pantera Capital"",""Cadenza Ventures"",""BlockTower Capital""]",
+"10/31/2022, 2:36:35 AM",Fiture,https://www.cbinsights.com/company/fiture,1.0,4/14/2021,2021,Chengdu,China,Health,"[""Bertelsmann Asia Investments"",""Sequoia Capital China"",""NIO Capital""]",
+"10/31/2022, 2:36:34 AM",Groq,https://www.cbinsights.com/company/groq,1.0,4/14/2021,2021,Mountain View,United States,Artificial intelligence,"[""TDK Ventures"",""Social Capital"",""D1 Capital Partners""]",
+"10/31/2022, 2:36:34 AM",Clearcover,https://www.cbinsights.com/company/clearcover,1.0,4/13/2021,2021,Chicago,United States,Fintech,"[""American Family Ventures"",""Cox Enterprises"",""OMERS Ventures""]",
+"10/31/2022, 2:36:34 AM",The Zebra,https://www.cbinsights.com/company/insurance-zebra,1.0,4/12/2021,2021,Austin,United States,E-commerce & direct-to-consumer,"[""Silverton Partners"",""Accel"",""Ballast Point Ventures""]",
+"10/31/2022, 2:36:34 AM",Hyperchain,https://www.cbinsights.com/company/hyperchian,1.0,4/11/2021,2021,Hangzhou,China,Fintech,"[""Yinhong Equity Investment Fund"",""E Fund"",""Ideal International""]",
+"10/31/2022, 2:36:33 AM",Cameo,https://www.cbinsights.com/company/cameo,1.0,3/30/2021,2021,Chicago,United States,Internet software & services,"[""Lightspeed Venture Partners"",""Kleiner Perkins Caufield & Byers"",""Origin Ventures""]",
+"10/31/2022, 2:36:33 AM",Yunxuetang,https://www.cbinsights.com/company/yunxuetang,1.0,3/29/2021,2021,Suzhou,China,Edtech,"[""Matrix Partners China"",""Sequoia Capital China"",""Hundreds Capital""]",
+"10/31/2022, 2:36:33 AM",Feedzai,https://www.cbinsights.com/company/feedzai,1.0,3/24/2021,2021,San Mateo,United States,Artificial intelligence,"[""Global Founders Capital"",""Shea Ventures"",""Greycroft""]",
+"10/31/2022, 2:36:33 AM",Sidecar Health,https://www.cbinsights.com/company/sidecar-health,1.0,1/26/2021,2021,El Segundo,United States,Fintech,"[""GreatPoint Ventures"",""Tiger Global Management"",""Menlo Ventures""]",
+"10/31/2022, 2:36:32 AM",Evidation,https://www.cbinsights.com/company/evidation-health,1.0,3/22/2021,2021,San Mateo,United States,Health,"[""B Capital Group,"",""GE Ventures"",""McKesson Ventures""]",
+"10/31/2022, 2:36:32 AM",PatSnap,https://www.cbinsights.com/company/patsnap,1.0,3/16/2021,2021,,Singapore,Internet software & services,"[""Sequoia Capital China"",""Shunwei Capital Partners"",""Qualgro""]",
+"10/31/2022, 2:36:32 AM",Aqua Security,https://www.cbinsights.com/company/scalock,1.0,3/10/2021,2021,Ramat Gan,Israel,Cybersecurity,"[""TLV Partners"",""Lightspeed Venture Partners"",""M12""]",
+"10/31/2022, 2:36:32 AM",Newsela,https://www.cbinsights.com/company/newsela,1.0,2/25/2021,2021,New York,United States,Edtech,"[""Owl Ventures"",""Technology Crossover Ventures"",""Tao Capital Partners""]",
+"10/31/2022, 2:36:32 AM",Skydio,https://www.cbinsights.com/company/skydio,1.0,2/25/2021,2021,Redwood City,United States,"Supply chain, logistics, & delivery","[""Andreessen Horowitz"",""Andreessen Horowitz"",""Institutional Venture Partners"",""Accel""]",
+"10/31/2022, 2:36:31 AM",WeBull,https://www.cbinsights.com/company/fumi-information-technology,1.0,2/18/2021,2021,Changsha,China,Fintech,"[""Bojiang Capital"",""Hongdao Capital"",""Mobai Capital""]",
+"10/31/2022, 2:36:31 AM",Standard,https://www.cbinsights.com/company/standard-cognition,1.0,2/17/2021,2021,San Francisco,United States,Artificial intelligence,"[""CRV"",""Y Combinator"",""Initialized Capital""]",
+"10/31/2022, 2:36:31 AM",Locus Robotics,https://www.cbinsights.com/company/locus-robotics,1.0,2/17/2021,2021,Wilmington,United States,Hardware,"[""Scale Venture Partners"",""Bond"",""Tiger Global Management""]",
+"10/31/2022, 2:36:31 AM",Axiom Space,https://www.cbinsights.com/company/axiom-space,1.0,2/16/2021,2021,Houston,United States,Other,"[""C5 Capital"",""Hemisphere Ventures"",""The Venture Collective""]",
+"10/31/2022, 2:36:31 AM",Flash Express,https://www.cbinsights.com/company/flash-express,1.0,2/1/2021,2021,Bangkok,Thailand,"Supply chain, logistics, & delivery","[""SCB 10X"",""Krungsri Finnovate"",""eWTP Capital""]",
+"10/31/2022, 2:36:30 AM",Splashtop,https://www.cbinsights.com/company/splashtop,1.0,1/27/2021,2021,San Jose,United States,Internet software & services,"[""Storm Ventures"",""DFJ DragonFund"",""New Enterprise Associates""]",
+"10/31/2022, 2:36:30 AM",PPRO,https://www.cbinsights.com/company/ppro,1.0,1/19/2021,2021,London,United Kingdom,Fintech,"[""Wellington Management"",""Eurazeo"",""Citi Ventures""]",
+"10/31/2022, 2:36:30 AM",MadeiraMadeira,https://www.cbinsights.com/company/madeiramadeira,1.0,1/7/2021,2021,Parana,Brazil,E-commerce & direct-to-consumer,"[""Flybridge Capital Partners"",""SoftBank Group"",""Monashees+""]",
+"10/31/2022, 2:36:30 AM",News Break,https://www.cbinsights.com/company/particle-media,1.0,1/7/2021,2021,Mountain View,United States,Internet software & services,"[""IDG Capital"",""Francisco Partners"",""ZhenFund""]",
+"10/31/2022, 2:36:30 AM",Quantum Metric,https://www.cbinsights.com/company/quantum-metric,1.0,1/7/2021,2021,Colorado Springs,United States,Data management & analytics,"[""Insight Partners"",""Bain Capital Ventures""]",
+"10/31/2022, 2:36:10 AM",Ample,https://www.cbinsights.com/company/ample,1.02,11/11/2021,2021,San Francisco,United States,Hardware,"[""Shell Ventures"",""Blackstone"",""Moore Strategic Ventures""]",
+"10/31/2022, 2:36:09 AM",Mixpanel,https://www.cbinsights.com/company/mixpanel,1.05,11/15/2021,2021,San Francisco,United States,Internet software & services,"[""Bain Capital Tech Opportunities"",""Andreessen Horowitz"",""Sequoia Capital""]",
+"10/31/2022, 2:36:09 AM",Density,https://www.cbinsights.com/company/density,1.05,11/10/2021,2021,San Francisco,United States,Hardware,"[""Founders Fund"",""Upfront Ventures"",""\t01 Advisors""]",
+"10/31/2022, 2:36:08 AM",Sendbird,https://www.cbinsights.com/company/smile-family-inc,1.05,4/6/2021,2021,San Mateo,United States,Mobile & telecommunications,"[""FundersClub"",""Y Combinator"",""Tiger Global Management""]",
+"10/31/2022, 2:36:07 AM",Mamaearth,https://www.cbinsights.com/company/mamaearth,1.07,12/28/2021,2021,Gurgaon,India,E-commerce & direct-to-consumer,"[""Fireside Ventures"",""Sequoia Capital India"",""Stellaris Venture Partners""]",
+"10/31/2022, 2:36:07 AM",56PINGTAI,https://www.cbinsights.com/company/56pingtai,1.08,1/25/2021,2021,Shanghai,China,"Supply chain, logistics, & delivery","[""QF Capital"",""QC Capital"",""Unicom Innovation Venture Capital""]",
+"10/31/2022, 2:36:06 AM",UISEE Technology,https://www.cbinsights.com/company/uisee-technology,1.08,1/25/2021,2021,Beijing,China,"Supply chain, logistics, & delivery","[""Shenzhen Capital Group"",""Robert Bosch Venture Capital"",""SeptWolves Ventures""]",
+"10/31/2022, 2:36:03 AM",GlobalBees,https://www.cbinsights.com/company/globalbees,1.1,12/28/2021,2021,New Delhi,India,E-commerce & direct-to-consumer,"[""Chiratae Ventures"",""SoftBank Group"",""Trifecta Capital""]",
+"10/31/2022, 2:36:03 AM",Turing,https://www.cbinsights.com/company/turing,1.1,12/20/2021,2021,Palo Alto,United States,Internet software & services,"[""Foundation Capital"",""\tFrontier Ventures"",""AltaIR Capital""]",
+"10/31/2022, 2:36:03 AM",Fundbox,https://www.cbinsights.com/company/fundbox,1.1,11/30/2021,2021,San Francisco,United States,Fintech,"[""Khosla Ventures"",""General Catalyst"",""Blumberg Capital""]",
+"10/31/2022, 2:36:03 AM",The Bank of London,https://www.cbinsights.com/company/the-bank-of-london,1.1,11/30/2021,2021,London,United Kingdom,Fintech,"[""Mangrove Capital Partners,14W. ForgeLight""]",
+"10/31/2022, 2:36:03 AM",Daily Harvest,https://www.cbinsights.com/company/daily-harvest,1.1,11/16/2021,2021,New York,United States,E-commerce & direct-to-consumer,"[""M13"",""Lightspeed Venture Partners"",""Lone Pine Capital""]",
+"10/31/2022, 2:36:02 AM",Acko General Insurance,https://www.cbinsights.com/company/acko-general-insurance,1.1,10/28/2021,2021,Bengaluru,India,Fintech,"[""Intact Ventures"",""Munich Re Ventures"",""General Atlantic""]",
+"10/31/2022, 2:36:02 AM",Enpal,https://www.cbinsights.com/company/enpal,1.1,10/18/2021,2021,Berlin,Germany,Internet software & services,"[""HV Capital"",""Softbank Group"",""BlackRock""]",
+"10/31/2022, 2:36:02 AM",Karat,https://www.cbinsights.com/company/karat-1,1.1,10/13/2021,2021,Seattle,United States,Internet software & services,"[""8VC"",""Norwest Venture Partners"",""Tiger Global Management""]",
+"10/31/2022, 2:36:02 AM",apna,https://www.cbinsights.com/company/apna,1.1,9/15/2021,2021,Bengaluru,India,Internet software & services,"[""Sequoia Capital India"",""Rocketship.vc"",""Lightspeed India Partners""]",
+"10/31/2022, 2:36:01 AM",Carousell,https://www.cbinsights.com/company/carousell,1.1,9/15/2021,2021,,Singapore,E-commerce & direct-to-consumer,"[""500 Global"",""Rakuten Ventures"",""Golden Gate Ventures""]",
+"10/31/2022, 2:36:01 AM",People.ai,https://www.cbinsights.com/company/peopleai-1,1.1,8/11/2021,2021,San Francisco,United States,Internet software & services,"[""GGV Capital"",""Lightspeed Venture Partners"",""ICONIQ Capital""]",
+"10/31/2022, 2:36:01 AM",Hailo,https://www.cbinsights.com/company/hailo-1,1.0,10/12/2021,2021,Tel Aviv,Israel,Artificial intelligence,"[""Glory Ventures"",""Maniv Mobility""]",
+"10/31/2022, 2:36:00 AM",G2,https://www.cbinsights.com/company/g2-labs,1.1,6/22/2021,2021,Chicago,United States,Internet software & services,"[""Pritzker Group Venture Capital"",""Accel"",""Hyde Park Venture Partners""]",
+"10/31/2022, 2:36:00 AM",Qingting FM,https://www.cbinsights.com/company/qingting-fm,1.1,6/2/2021,2021,Shanghai,China,Internet software & services,"[""China Culture Industrial Investment Fund"",""We Capital"",""China Minsheng Investment Group""]",
+"10/31/2022, 2:36:00 AM",Sunbit,https://www.cbinsights.com/company/sunbit,1.1,5/20/2021,2021,Los Angeles,United States,Fintech,"[""Zeev Ventures"",""Group11"",""Chicago Ventures""]",
+"10/31/2022, 2:36:00 AM",Rightway,https://www.cbinsights.com/company/rightway-healthcare,1.1,3/30/2021,2021,New York,United States,Health,"[""Thrive Capital"",""Khosla Ventures"",""Tiger Global Management""]",
+"10/31/2022, 2:36:00 AM",Zego,https://www.cbinsights.com/company/zego,1.1,3/9/2021,2021,London,United Kingdom,Fintech,"[""LocalGlobe"",""Balderton Capital"",""Target Global""]",
+"10/31/2022, 2:35:59 AM",Nexthink,https://www.cbinsights.com/company/nexthink,1.1,2/8/2021,2021,Prilly,Switzerland,Data management & analytics,"[""Auriga"",""Galeo Ventures"",""Highland Europe""]",
+"10/31/2022, 2:35:59 AM",Sennder,https://www.cbinsights.com/company/sennder,1.1,1/14/2021,2021,Berlin,Germany,"Supply chain, logistics, & delivery","[""Accelm Scania Growth Capital"",""Lakestar""]",
+"10/31/2022, 2:35:56 AM",At-Bay,https://www.cbinsights.com/company/at-bay,1.12,7/27/2021,2021,Mountain View,United States,Fintech,"[""Lightspeed Venture Partners"",""Khosla Ventures"",""Munich Re Ventures""]",
+"10/31/2022, 2:35:56 AM",Elemy,https://www.cbinsights.com/company/elemy,1.15,10/6/2021,2021,San Francisco,United States,Health,"[""General Catalyst"",""Bling Capital"",""Felicis Ventures""]",
+"10/31/2022, 2:35:55 AM",Rebellion Defense,https://www.cbinsights.com/company/rebellion-defense,1.15,9/16/2021,2021,Washington DC,United States,Artificial intelligence,"[""Venrock"",""Innovation Endeavors"",""Insights Partners""]",
+"10/31/2022, 2:35:55 AM",Guideline,https://www.cbinsights.com/company/guideline-technologies,1.15,6/16/2021,2021,San Mateo,United States,Fintech,"[""Pelion Venture Partners"",""Foundation Capital"",""Thoma Bravo""]",
+"10/31/2022, 2:35:54 AM",IRL,https://www.cbinsights.com/company/get-together,1.17,6/15/2021,2021,San Francisco,United States,Internet software & services,"[""Goodwater Capital"",""Floodgate"",""Founders Fund""]",
+"10/31/2022, 2:35:54 AM",Modern Health,https://www.cbinsights.com/company/modern-health,1.17,2/11/2021,2021,San Francisco,United States,Health,"[""Kleiner Perkins Caufield & Byers"",""Afore Capital"",""Founders Fund""]",
+"10/31/2022, 2:35:53 AM",CloudBees,https://www.cbinsights.com/company/cloudbees,1.15,12/9/2021,2021,San Jose,United States,Data management & analytics,"[""Matrix Partners"",""Lightspeed Venture Partners"",""Verizon Ventures""]",
+"10/31/2022, 2:35:50 AM",Merama,https://www.cbinsights.com/company/merama,1.2,12/9/2021,2021,Mexico City,Mexico,E-commerce & direct-to-consumer,"[""SoftBank Latin America Fund"",""Advent International"",""Balderton Capital""]",
+"10/31/2022, 2:35:50 AM",Jokr,https://www.cbinsights.com/company/jokr,1.2,12/2/2021,2021,New York,United States,"Supply chain, logistics, & delivery","[""GGV Capital"",""Tiger Global Management"",""Greycroft""]",
+"10/31/2022, 2:35:50 AM",Pristyn Care,https://www.cbinsights.com/company/pristyn-care,1.4,12/7/2021,2021,Gurugram,India,Health,"[""Sequoia Capital India"",""Hummingbird Ventures"",""Epiq Capital""]",
+"10/31/2022, 2:35:49 AM",AgentSync,https://www.cbinsights.com/company/agentsync,1.2,12/7/2021,2021,Denver,United States,Fintech,"[""Craft Ventures"",""Caffeinated Capital"",""Operator Collective""]",
+"10/31/2022, 2:35:49 AM",MyGlamm,https://www.cbinsights.com/company/myglamm,1.2,11/10/2021,2021,Mumbai,India,E-commerce & direct-to-consumer,"[""L'Occitane"",""Trifecta Capital"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:35:49 AM",CarDekho,https://www.cbinsights.com/company/cardekho,1.2,10/13/2021,2021,Jaipur,India,E-commerce & direct-to-consumer,"[""Sequoia Capital India"",""Hillhouse Capital Management"",""Sunley House Capital Management""]",
+"10/31/2022, 2:35:49 AM",Gem,https://www.cbinsights.com/company/gem-1,1.2,9/28/2021,2021,San Francisco,United States,Internet software & services,"[""Accel"",""Greylock Partners"",""Meritech Capital Partners""]",
+"10/31/2022, 2:35:49 AM",Copado,https://www.cbinsights.com/company/copado,1.2,9/13/2021,2021,Chicago,United States,Data management & analytics,"[""Insight Partners"",""Salesforce Ventures"",""Perpetual Investors""]",
+"10/31/2022, 2:35:49 AM",Offchain Labs,https://www.cbinsights.com/company/offchain-labs,1.2,8/31/2021,2021,Princeton,United States,Internet software & services,"[""Pantera Capital"",""Polychain Capital"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:35:48 AM",Oda,https://www.cbinsights.com/company/kolonialno,1.2,6/2/2021,2021,Oslo,Norway,E-commerce & direct-to-consumer,"[""Kinnevik"",""Softbank Group"",""Prosus Ventures""]",
+"10/31/2022, 2:35:48 AM",DailyPay,https://www.cbinsights.com/company/dailypay,1.2,5/18/2021,2021,New York,United States,Fintech,"[""RPM Ventures"",""Inspiration Ventures"",""Carrick Capital Partners""]",
+"10/31/2022, 2:35:48 AM",MindTickle,https://www.cbinsights.com/company/mindtickle,1.2,8/3/2021,2021,San Francisco,United States,Internet software & services,"[""Qualcomm Ventures"",""Accel"",""Canaan Partners""]",
+"10/31/2022, 2:35:48 AM",FloQast,https://www.cbinsights.com/company/floqast,1.2,7/21/2021,2021,Los Angeles,United States,Fintech,"[""Polaris Partners"",""Insight Partners"",""Norwest Venture Partners""]",
+"10/31/2022, 2:35:47 AM",Prime Medicine,https://www.cbinsights.com/company/prime-medicine,1.2,7/13/2021,2021,Cambridge,United States,Health,"[""Newpath Partners"",""Google Ventures"",""F-Prime Capital""]",
+"10/31/2022, 2:35:47 AM",Rohlik Group,https://www.cbinsights.com/company/rohlik-group,1.2,7/1/2021,2021,Prague,Czech Republic,"Supply chain, logistics, & delivery","[""Partech Partners"",""Index Ventures"",""Quadrille Capital""]",
+"10/31/2022, 2:35:47 AM",SmartMore,https://www.cbinsights.com/company/smartmore,1.2,6/24/2021,2021,Shenzhen,China,Artificial Intelligence,"[""IDG Capital"",""ZhenFund"",""Sequoia Capital China""]",
+"10/31/2022, 2:35:47 AM",Alation,https://www.cbinsights.com/company/alation,1.2,6/3/2021,2021,Redwood City,United States,Internet software & services,"[""Costanoa Ventures"",""Data Collective"",""Salesforce Ventures""]",
+"10/31/2022, 2:35:47 AM",Ada Support,https://www.cbinsights.com/company/volley,1.2,5/7/2021,2021,Toronto,Canada,Artificial intelligence,"[""Version One Ventures"",""Bessemer Venture Partners"",""FirstMark Capital""]",
+"10/31/2022, 2:35:46 AM",Vectra Networks,https://www.cbinsights.com/company/vectra-networks,1.2,4/29/2021,2021,San Jose,United States,Artificial intelligence,"[""IA Ventures"",""Khosla Ventures"",""AME Cloud Ventures""]",
+"10/31/2022, 2:35:46 AM",Cava Group,https://www.cbinsights.com/company/cava-mezze-grill,1.3,4/27/2021,2021,Washington,United States,Other,"[""SWaN & Legend Ventures"",""Revolution Growth"",""Invus Group""]",
+"10/31/2022, 2:35:46 AM",Aibee,https://www.cbinsights.com/company/aibee,1.0,4/13/2021,2021,Beijing,China,Artificial intelligence,"[""Sequoia Capital China"",""Lenovo Capital and Incubator"",""Group GSR Ventures""]",
+"10/31/2022, 2:35:46 AM",Pilot.com,https://www.cbinsights.com/company/pilot,1.2,3/26/2021,2021,San Francisco,United States,Fintech,"[""Index Ventures"",""Sequoia Capital"",""Bezos Expeditions""]",
+"10/31/2022, 2:35:46 AM",Pipa Coding,https://www.cbinsights.com/company/pipa-coding,1.2,3/25/2021,2021,Beijing,China,Edtech,"[""Source Code Capital"",""XVC Venture Capital"",""Hillhouse Capital Management""]",
+"10/31/2022, 2:35:46 AM",Public,https://www.cbinsights.com/company/matador,1.2,2/17/2021,2021,New York,United States,Fintech,"[""Accel"",""Greycroft"",""Advancit Capital""]",
+"10/31/2022, 2:35:45 AM",Tealium,https://www.cbinsights.com/company/tealium,1.2,2/3/2021,2021,San Diego,United States,Internet software & services,"[""Georgian Partners"",""Silver Lake"",""Presidio Ventures""]",
+"10/31/2022, 2:35:43 AM",Spiber,https://www.cbinsights.com/company/spiber,1.22,9/8/2021,2021,Tsuruoka,Japan,Other,"[""Cool Japan Fund"",""JAFCO"",""The Carlyle Group""]",
+"10/31/2022, 2:35:43 AM",inDriver,https://www.cbinsights.com/company/indriver,1.23,2/1/2021,2021,Mountain View,United States,Auto & transportation ,"[""Leta Capital"",""Insight Partners"",""General Catalyst""]",
+"10/31/2022, 2:35:43 AM",Nexii,https://www.cbinsights.com/company/nexii,1.23,9/8/2021,2021,Vancouver,Canada,Other,"[""Trane Technologies"",""Honeywell""]",
+"10/31/2022, 2:35:42 AM",EQRx,https://www.cbinsights.com/company/eqrx,1.23,1/11/2021,2021,Cambridge,United States,Health,"[""Nextech Invest"",""Casdin Capital"",""Google Ventures""]",
+"10/31/2022, 2:35:42 AM",Shulan Health,https://www.cbinsights.com/company/shulan-hospital,1.24,3/1/2021,2021,Hangzhou,China,Health,"[""Qiming Venture Partners""]",
+"10/31/2022, 2:35:42 AM",Enflame,https://www.cbinsights.com/company/enflame,1.24,1/5/2021,2021,Shanghai,China,Hardware,"[""Tencent Holdings"",""Delta Capital"",""Redpoint Ventures China""]",
+"10/31/2022, 2:35:39 AM",Tackle.io,https://www.cbinsights.com/company/tackleio,1.25,12/21/2021,2021,Boise,United States,Internet software & services,"[""Andreessen Horowitz"",""Bessemer Venture Partners"",""Coatue Management""]",
+"10/31/2022, 2:35:39 AM",Incode Technologies,https://www.cbinsights.com/company/incode1,1.25,12/7/2021,2021,San Francisco,United States,Cybersecurity,"[""Dila Capital"",""Framework Ventures"",""3L""]",
+"10/31/2022, 2:35:39 AM",Mythical Games,https://www.cbinsights.com/company/mythical-games,1.25,11/4/2021,2021,Sherman Oaks,United States,Internet software & services,"[""Javelin Venture Partners"",""Struck Capital"",""Alumni Ventures Group""]",
+"10/31/2022, 2:35:39 AM",Honor Technology,https://www.cbinsights.com/company/honor-technology,1.25,10/5/2021,2021,San Francisco,United States,Internet software & services,"[""Andreessen Horowitz"",""Prosus Ventures"",""Thrive Capital""]",
+"10/31/2022, 2:35:39 AM",Marshmallow,https://www.cbinsights.com/company/marshmallow-financial-services,1.25,9/8/2021,2021,London,United Kingdom,Fintech,"[""Passion Capital"",""Hedosophia"",""Outrun Ventures""]",
+"10/31/2022, 2:35:37 AM",Huisuanzhang,https://www.cbinsights.com/company/hsuanzhang,1.28,5/24/2021,2021,Beijing,China,Fintech,"[""IDG Capital"",""Gaocheng Capital"",""Chuanrong Capital""]",
+"10/31/2022, 2:35:36 AM",STORD,https://www.cbinsights.com/company/stord,1.3,9/13/2021,2021,Atlanta,United States,"Supply chain, logistics, & delivery","[""Dynamo VC"",""Susa Ventures"",""Founders Fund""]",
+"10/31/2022, 2:35:35 AM",TUNGEE,https://www.cbinsights.com/company/tungee,1.3,12/15/2021,2021,Guangzhou,China,Artificial Intelligence,"[""UNITY VENTURES"",""Qiming Venture Partners"",""GGV Capital""]",
+"10/31/2022, 2:35:33 AM",YugaByte,https://www.cbinsights.com/company/yugabyte,1.3,10/28/2021,2021,Sunnyvale,United States,Data management & analytics,"[""Lightspeed Venture Partners"",""Dell Technologies Capital"",""Wipro Ventures""]",
+"10/31/2022, 2:35:33 AM",Flock Freight,https://www.cbinsights.com/company/auptix,1.3,10/20/2021,2021,Encinitas,United States,"Supply chain, logistics, & delivery","[""SignalFire"",""GLP Capital Partners"",""Google Ventures""]",
+"10/31/2022, 2:35:33 AM",Betterment,https://www.cbinsights.com/company/betterment,1.3,9/29/2021,2021,New York,United States,Fintech,"[""Bessemer Venture Partners"",""Menlo Ventures"",""Anthermis""]",
+"10/31/2022, 2:35:32 AM",Konfio,https://www.cbinsights.com/company/konfio,1.3,9/29/2021,2021,Mexico City,Mexico,Fintech,"[""Kaszek Ventures"",""QED Investors"",""International Finance Corporation""]",
+"10/31/2022, 2:35:32 AM",DistroKid,https://www.cbinsights.com/company/distrokid,1.3,8/16/2021,2021,New York,United States,Internet software & services,"[""Insight Partners"",""Silversmith Capital Partners"",""Spotify""]",
+"10/31/2022, 2:35:32 AM",TalkingData,https://www.cbinsights.com/company/talkingdata,1.3,1/6/2021,2021,Beijing,China,Mobile & telecommunications,"[""N5 Capital"",""CR Capital Mgmt"",""JD Digits""]",
+"10/31/2022, 2:35:29 AM",Motorway,https://www.cbinsights.com/company/motorway,1.33,11/29/2021,2021,London,United Kingdom,E-commerce & direct-to-consumer,"[""Marchmont Ventures"",""BMW i Ventures"",""Index Ventures""]",
+"10/31/2022, 2:35:28 AM",Signifyd,https://www.cbinsights.com/company/signifyd,1.34,4/15/2021,2021,San Jose,United States,Fintech,"[""Menlo Ventures"",""Resolute Ventures"",""IA Ventures""]",
+"10/31/2022, 2:35:28 AM",Yaoshibang,https://www.cbinsights.com/company/yaoshibang,1.35,6/15/2021,2021,Guangzhou,China,Health,"[""Green Pine Capital Partners"",""Ivy Capital"",""DCM Ventures""]",
+"10/31/2022, 2:35:26 AM",Panther Labs,https://www.cbinsights.com/company/panther,1.4,12/2/2021,2021,San Francisco,United States,Cybersecurity,"[""Innovation Endeavors"",""s28 Capital"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:35:26 AM",VideoAmp,https://www.cbinsights.com/company/videoamp,1.4,10/21/2021,2021,Los Angeles,United States,Internet software & services,"[""Simon Equity Partners"",""Wavemaker Partners"",""Anthem Venture Partners""]",
+"10/31/2022, 2:35:26 AM",Scalable Capital,https://www.cbinsights.com/company/scalable-capital,1.4,6/8/2021,2021,Munich,Germany,Fintech,"[""BlackRock"",""Tengelmann Ventures"",""Holtzbrinck Ventures""]",
+"10/31/2022, 2:35:25 AM",Astranis Space Technologies,https://www.cbinsights.com/company/astranis,1.4,4/14/2021,2021,San Francisco,United States,Mobile & telecommunications,"[""Refactor Capital"",""Andreessen Horowitz"",""Fifty Years Fund""]",
+"10/31/2022, 2:35:25 AM",Degreed,https://www.cbinsights.com/company/degreed,1.4,4/13/2021,2021,Pleasanton,United States,Edtech,"[""Signal Peak Ventures"",""Owl Ventures"",""Jump Capital""]",
+"10/31/2022, 2:35:25 AM",GupShup,https://www.cbinsights.com/company/sms-gupshup,1.4,4/8/2021,2021,San Francisco,United States,Internet software & services,"[""Helion Venture Partners"",""Tiger Global management"",""CRV""]",
+"10/31/2022, 2:35:25 AM",Phenom People,https://www.cbinsights.com/company/phenom-people,1.4,4/7/2021,2021,Ambler,United States,Internet software & services,"[""Sierra Ventures"",""AXA Venture Partners"",""Sigma Prime Ventures""]",
+"10/31/2022, 2:35:24 AM",Rad Power Bikes,https://www.cbinsights.com/company/rad-power-bikes,1.4,10/28/2021,2021,Seattle,United States,Auto & transportation,"[""Durable Capital Partners"",""Cercano Management"",""\tT. Rowe Price""]",
+"10/31/2022, 2:35:23 AM",Stash,https://www.cbinsights.com/company/stash-financial,1.4,2/3/2021,2021,New York,United States,Fintech,"[""Goodwater Capital"",""Entree Capital"",""Valar Ventures""]",
+"10/31/2022, 2:35:23 AM",Five Star Business Finance,https://www.cbinsights.com/company/five-star-business-credits,1.4,3/26/2021,2021,Chennai,India,Other,"[""Sequoia Capital India"",""Tiger Global Management"",""Tencent""]",
+"10/31/2022, 2:35:23 AM",Coda,https://www.cbinsights.com/company/krypton,1.4,7/8/2021,2021,Mountain View,United States,Internet software & services,"[""Greylock Partners"",""General Catalyst"",""Khosla Ventures""]",
+"10/31/2022, 2:35:23 AM",Rebel Foods,https://www.cbinsights.com/company/rebel-foods,1.4,10/7/2021,2021,Pune,India,E-commerce & direct-to-consumer,"[""Sequoia Capital India"",""Lightbox Ventures"",""Coatue Management""]",
+"10/31/2022, 2:35:22 AM",Yotpo,https://www.cbinsights.com/company/yotpo,1.4,3/18/2021,2021,New York,United States,Internet software & services,"[""Bessemer Venture Partners"",""Vintage Investment Partners"",""Blumberg Capital""]",
+"10/31/2022, 2:35:22 AM",Epidemic Sound,https://www.cbinsights.com/company/epidemic-sound,1.4,3/11/2021,2021,Stockholm,Sweden,Internet software & services,"[""EQT Partners"",""Blackstone""]",
+"10/31/2022, 2:35:19 AM",Figment,https://www.cbinsights.com/company/figment-networks,1.4,12/20/2021,2021,Toronto,Canada,Internet software & services,"[""Bonfire Ventures"",""Two Sigma Ventures"",""FJ Labs""]",
+"10/31/2022, 2:35:19 AM",Papa,https://www.cbinsights.com/company/papa-technologies,1.4,11/4/2021,2021,Miami,United States,Health,"[""Initialized Capital"",""Canaan Partners"",""Sound Ventures""]",
+"10/31/2022, 2:35:19 AM",SonderMind,https://www.cbinsights.com/company/sondermind,1.42,7/28/2021,2021,Denver,United States,Health,"[""Kickstart Fund"",""General Catalyst"",""Drive Capital""]",
+"10/31/2022, 2:35:19 AM",Valgen Medtech,https://www.cbinsights.com/company/dejin,1.43,5/6/2021,2021,Hangzhou,China,Health,"[""Sequoia Capital China"",""China Life Investment Holding Company"",""Qiming Venture Partners""]",
+"10/31/2022, 2:35:18 AM",Einride,https://www.cbinsights.com/company/einride,1.44,12/31/2021,2021,Stockholm,Sweden,Auto & transportation,"[""Temasek,\tBUILD Capital Partners"",""\tNorthzone Ventures""]",
+"10/31/2022, 2:35:18 AM",M1,https://www.cbinsights.com/company/m1-finance,1.45,7/14/2021,2021,Chicago,United States,Fintech,"[""Left Lane Capital"",""Clocktower Technology Ventures"",""Jump Capital""]",
+"10/31/2022, 2:35:17 AM",Shukun Technology,https://www.cbinsights.com/company/shukun-technology,1.46,8/16/2021,2021,Beijing,China,Artificial Intelligence,"[""Marathon Venture Partners"",""Huagai Capital"",""China Creation Ventures""]",
+"10/31/2022, 2:35:16 AM",Prometheus,https://www.cbinsights.com/company/prometheus-2,1.5,9/23/2021,2021,Santa Cruz,United States,Other,"[""BMW i Ventures"",""Metaplanet"",""Maersk Growth""]",
+"10/31/2022, 2:35:15 AM",Zeta,https://www.cbinsights.com/company/zeta-tech,1.5,5/24/2021,2021,San Francisco,United States,Fintech,"[""Sodexo Ventures"",""SoftBank Group""]",
+"10/31/2022, 2:35:14 AM",Veho,https://www.cbinsights.com/company/veho-1,1.5,12/21/2021,2021,Boulder,United States,"Supply chain, logistics, & delivery","[""General Catalyst"",""Origin Ventures"",""Fontinalis Partners""]",
+"10/31/2022, 2:35:13 AM",Airbyte,https://www.cbinsights.com/company/airbyte,1.5,12/17/2021,2021,San Francisco,United States,Internet software & services,"[""Accel"",""Benchmark"",""SV Angel""]",
+"10/31/2022, 2:35:12 AM",Paradox,https://www.cbinsights.com/company/paradox-1,1.5,12/27/2021,2021,Scottsdale,United States,Internet software & services,"[""Brighton Park Capital"",""Blue Cloud Ventures"",""Workday Ventures""]",
+"10/31/2022, 2:35:12 AM",Olist,https://www.cbinsights.com/company/solidarium,1.5,12/15/2021,2021,Curitiba,Brazil,E-commerce & direct-to-consumer,"[""Redpoint e.ventures"",""Valor Capital Group"",""SoftBank Latin America Fund""]",
+"10/31/2022, 2:35:12 AM",Solugen,https://www.cbinsights.com/company/solugen,1.5,9/10/2021,2021,Houston,United States,Other,"[""Fifty Years Fund"",""Refactor Capital"",""Temasek""]",
+"10/31/2022, 2:35:12 AM",CureFit,https://www.cbinsights.com/company/curefit,1.5,11/10/2021,2021,Bengaluru,India,Health,"[""Chiratae Ventures"",""Accel"",""Kalaari Capital""]",
+"10/31/2022, 2:35:11 AM",Lusha,https://www.cbinsights.com/company/lusha,1.5,11/10/2021,2021,New York,United States,Internet software & services,"[""PSG"",""ION Crossover Partners""]",
+"10/31/2022, 2:35:11 AM",CoinList,https://www.cbinsights.com/company/coinlist,1.5,10/15/2021,2021,San Francisco,United States,Fintech,"[""Accomplice"",""Polychain Capital"",""GoldenTree Asset Management""]",
+"10/31/2022, 2:35:11 AM",candy.com,https://www.cbinsights.com/company/candycom,1.5,10/21/2021,2021,New York,United States,Internet software & services,"[""Insight Partners"",""Softbank Group"",""Connect Ventures""]",
+"10/31/2022, 2:35:11 AM",Built,https://www.cbinsights.com/company/built,1.5,9/30/2021,2021,Nashville,United States,Internet software & services,"[""Nyca Partners"",""Index Ventures"",""Technology Crossover Ventures""]",
+"10/31/2022, 2:35:10 AM",Andela,https://www.cbinsights.com/company/andela,1.5,9/29/2021,2021,New York,United States,Internet software & services,"[""Spark Capital"",""Google Ventures"",""CRE Venture Capital""]",
+"10/31/2022, 2:35:10 AM",Ascend Money,https://www.cbinsights.com/company/ascend-money,1.5,9/27/2021,2021,Bangkok,Thailand,Fintech,"[""Ant Group"",""Charoen Pokphand Group"",""Bow Wave Capital""]",
+"10/31/2022, 2:35:10 AM",Persona,https://www.cbinsights.com/company/persona-1,1.5,9/15/2021,2021,San Francisco,United States,Cybersecurity,"[""Coatue Management"",""Index Ventures"",""Founders Fund""]",
+"10/31/2022, 2:35:09 AM",Matillion,https://www.cbinsights.com/company/matillion,1.5,9/15/2021,2021,Altrincham,United Kingdom,Data management & analytics,"[""Scale Venture Partners"",""Sapphire Ventures"",""Battery Ventures""]",
+"10/31/2022, 2:35:09 AM",1047 Games,https://www.cbinsights.com/company/1047-games,1.5,9/14/2021,2021,Zephyr Cove,United States,Internet software & services,"[""VGames"",""Lakestar"",""Galaxy Interactive""]",
+"10/31/2022, 2:35:09 AM",Pacaso,https://www.cbinsights.com/company/pacaso,1.5,3/24/2021,2021,Cincinnati,United States,Fintech,"[""Global Founders Capital"",""Shea Ventures"",""Greycroft""]",
+"10/31/2022, 2:35:09 AM",TaxBit,https://www.cbinsights.com/company/taxbit,1.5,8/4/2021,2021,Draper,United States,Fintech,"[""Insight Partners"",""Coinbase Ventures"",""PayPal Ventures""]",
+"10/31/2022, 2:35:09 AM",Culture Amp,https://www.cbinsights.com/company/culture-amp,1.5,7/29/2021,2021,Richmond,Australia,Internet software & services,"[""Felicis Ventures"",""Index Ventures"",""Blackbird Ventures""]",
+"10/31/2022, 2:35:08 AM",NotCo,https://www.cbinsights.com/company/notco,1.5,7/26/2021,2021,Santiago,Chile,Consumer & retail,"[""Kaszek Ventures"",""SOSV"",""Tiger Global Management""]",
+"10/31/2022, 2:35:08 AM",SmartRecruiters,https://www.cbinsights.com/company/smartrecruiters,1.5,7/20/2021,2021,San Francisco,United States,Internet software & services,"[""Mayfield Fund"",""Insight Partners"",""Rembrandt Venture Partners""]",
+"10/31/2022, 2:35:08 AM",impact.com,https://www.cbinsights.com/company/impact-radius,1.5,7/13/2021,2021,Santa Barbara,United States,Internet software & services,"[""Redpoint Ventures"",""Providence Equity Partners"",""Silversmith Capital Partners""]",
+"10/31/2022, 2:35:08 AM",YunQuNa,https://www.cbinsights.com/company/yunquna,1.5,6/29/2021,2021,Shanghai,China,"Supply chain, logistics, & delivery","[""Source Code Capital"",""Coatue Management"",""DCM Ventures""]",
+"10/31/2022, 2:35:07 AM",Next Silicon,https://www.cbinsights.com/company/next-silicon,1.5,6/14/2021,2021,Tel Aviv,Israel,Hardware,"[""Amiti Ventures"",""Playground Global"",""Aleph""]",
+"10/31/2022, 2:35:07 AM",Ledger,https://www.cbinsights.com/company/ledger,1.5,6/10/2021,2021,Paris,France,Hardware,"[""Digital Currency Group"",""Draper Esprit"",""Korelya Capital""]",
+"10/31/2022, 2:35:07 AM",Chipper Cash,https://www.cbinsights.com/company/chipper-cash,2.0,5/31/2021,2021,San Francisco,United States,Fintech,"[""Deciens Capital"",""Bezos Expeditions"",""500 Startups""]",
+"10/31/2022, 2:35:07 AM",Snapdocs,https://www.cbinsights.com/company/snapdocs,1.5,5/25/2021,2021,San Francisco,United States,Fintech,"[""Sequoia Capital"",""Y Combinator"",""F-Prime Capital""]",
+"10/31/2022, 2:35:06 AM",ID.me,https://www.cbinsights.com/company/idme,1.5,3/19/2021,2021,McLean,United States,Cybersecurity,"[""Moonshots Capital"",""BoxGroup"",""Blu Venture Investors""]",
+"10/31/2022, 2:35:06 AM",Uplight,https://www.cbinsights.com/company/uplight,1.5,3/3/2021,2021,Boulder,United States,Other,"[""Rubicon Technology Partners"",""Max Ventures"",""Inclusive Capital Partners""]",
+"10/31/2022, 2:35:06 AM",K Health,https://www.cbinsights.com/company/kang-health,1.5,1/19/2021,2021,New York,United States,Health,"[""Max Ventures"",""Mangrove Capital Partners"",""14W""]",
+"10/31/2022, 2:35:02 AM",bolttech,https://www.cbinsights.com/company/amtrust-mobile-solutions,1.5,7/1/2021,2021,,Singapore,Fintech,"[""Mundi Ventures"",""Doqling Capital Partners"",""Activant Capital""]",
+"10/31/2022, 2:35:01 AM",Loom,https://www.cbinsights.com/company/loom2,1.53,5/20/2021,2021,San Francisco,United States,Internet software & services,"[""Kleiner Perkins Caufield & Byers"",""Sequoia Capital"",""General Catalyst""]",
+"10/31/2022, 2:35:01 AM",Kitopi,https://www.cbinsights.com/company/kitopi,1.55,7/1/2021,2021,Dubai,United Arab Emirates,"Supply chain, logistics, & delivery","[""CE-Ventures"",""BECO Capital"",""Nordstar""]",
+"10/31/2022, 2:35:01 AM",Wenheyou,https://www.cbinsights.com/company/wenheyou,1.55,4/17/2021,2021,Hunan,China,Other,"[""Sequoia Capital China"",""Warburg Pincus"",""IDG Capital""]",
+"10/31/2022, 2:35:01 AM",Iluvatar CoreX,https://www.cbinsights.com/company/iluvatar-corex,1.55,3/1/2021,2021,Shanghai,China,Hardware,"[""Centurium Capital"",""Cedarlake Capital"",""Unicom Innovation Venture Capital""]",
+"10/31/2022, 2:35:00 AM",Alloy,https://www.cbinsights.com/company/alloy2,1.55,9/30/2021,2021,New York,United States,Fintech,"[""Bessemer Venture Partners"",""Eniac Ventures"",""Canapi Ventures""]",
+"10/31/2022, 2:34:58 AM",Truepill,https://www.cbinsights.com/company/truepill,1.6,10/27/2021,2021,Hayward,United States,Health,"[""Initialized Capital"",""Sound Ventures"",""TI Platform Management""]",
+"10/31/2022, 2:34:57 AM",HomeLight,https://www.cbinsights.com/company/homelight,1.7,9/2/2021,2021,San Francisco,United States,Fintech,"[""Zeev Ventures"",""Menlo Ventures,Crosslink Capital""]",
+"10/31/2022, 2:34:57 AM",Mercury,https://www.cbinsights.com/company/mercury-technologies,1.6,7/3/2021,2021,San Francisco,United States,Fintech,"[""Andreessen Horowitz"",""Coatue Management"",""Clocktower Technology Ventures""]",
+"10/31/2022, 2:34:57 AM",SmartHR,https://www.cbinsights.com/company/smarthr,1.6,6/8/2021,2021,Tokyo,Japan,Fintech,"[""BEENEXT"",""World Innovation Lab"",""Light Street Capital""]",
+"10/31/2022, 2:34:57 AM",ASAPP,https://www.cbinsights.com/company/getasapp,1.6,5/19/2021,2021,New York,United States,Artificial intelligence,"[""March Capital Partners"",""HOF Capital"",""Emergence Capital Partners""]",
+"10/31/2022, 2:34:56 AM",Cognite,https://www.cbinsights.com/company/cognite,1.5,5/19/2021,2021,Lysaker,Norway,Data management & analytics,"[""Technology Crossover Ventures"",""Accel"",""Aker""]",
+"10/31/2022, 2:34:56 AM",Generate Biomedicines,https://www.cbinsights.com/company/generate-biomedicines,1.36,11/18/2021,2021,Cambridge,United States,Health,"[""Altitude Life Science Ventures. T. Rowe Price"",""Morningside Venture Partners""]",
+"10/31/2022, 2:34:56 AM",Extend,https://www.cbinsights.com/company/extend,1.36,5/18/2021,2021,San Francisco,United States,Fintech,"[""GreatPoint Ventures"",""Meritech Capital Partners"",""PayPal Ventures""]",
+"10/31/2022, 2:34:55 AM",SafetyCulture,https://www.cbinsights.com/company/safetyculture,1.6,5/3/2021,2021,Sydney,Australia,Internet software & services,"[""Blackbird Ventures"",""IndexVentures"",""Tiger Global Management""]",
+"10/31/2022, 2:34:55 AM",Clio,https://www.cbinsights.com/company/clio,1.6,4/27/2021,2021,Burnaby,Canada,Internet software & services,"[""OMERS Private Equity"",""T. Rowe Price"",""Technology Crossover Ventures""]",
+"10/31/2022, 2:34:55 AM",Tonal,https://www.cbinsights.com/company/tonal,1.6,3/31/2021,2021,San Francisco,United States,E-commerce & direct-to-consumer,"[""Mayfield Fund"",""Shasta Ventures"",""L Catterton""]",
+"10/31/2022, 2:34:55 AM",Clari,https://www.cbinsights.com/company/clari,2.6,3/3/2021,2021,Sunnyvale,United States,Internet software & services,"[""Sequoia Capital"",""Bain Capital Ventures"",""enaya Capital""]",
+"10/31/2022, 2:34:51 AM",Carsome,https://www.cbinsights.com/company/carsome,1.7,7/12/2021,2021,Selangor,Malaysia,E-commerce & direct-to-consumer,"[""Gobi Partners"",""500 Startups"",""Ondine Capital""]",
+"10/31/2022, 2:34:51 AM",ZenBusiness,https://www.cbinsights.com/company/startup-app,1.7,11/9/2021,2021,Austin,United States,Fintech,"[""Greycroft"",""Lerer Hippeau"",""Geekdom Fund""]",
+"10/31/2022, 2:34:51 AM",H2O.ai,https://www.cbinsights.com/company/h2oai,1.7,11/7/2021,2021,Mountain View,United States,Artificial intelligence,"[""Nexus Venture Partners"",""Transamerica Ventures"",""Crane Venture Partners""]",
+"10/31/2022, 2:34:51 AM",Reltio,https://www.cbinsights.com/company/reltio,1.7,11/4/2021,2021,Redwood City,United States,Data management & analytics,"[""Crosslink Capital"","".406 Ventures"",""Sapphire Ventures""]",
+"10/31/2022, 2:34:50 AM",Dragos,https://www.cbinsights.com/company/dragos,1.7,10/28/2021,2021,Hanover,United States,Cybersecurity,"[""DataTribe"",""Energy Impact Partners"",""AllegisCyber Capital""]",
+"10/31/2022, 2:34:50 AM",Vestiaire Collective,https://www.cbinsights.com/company/vestiaire-collective,1.7,3/1/2021,2021,Paris,France,E-commerce & direct-to-consumer,"[""Eurazeo"",""IDInvest Partners"",""Balderton Capital""]",
+"10/31/2022, 2:34:50 AM",Wave,https://www.cbinsights.com/company/wave,1.7,9/7/2021,2021,Dakar,Senegal,Fintech,"[""Stripe"",""Founders Fund"",""Partech Partners""]",
+"10/31/2022, 2:34:50 AM",CircleCI,https://www.cbinsights.com/company/circleci,1.7,5/11/2021,2021,San Francisco,United States,Internet software & services,"[""Threshold Ventures"",""Baseline Ventures"",""Harrison Metal""]",
+"10/31/2022, 2:34:50 AM",Unite Us,https://www.cbinsights.com/company/unite-us,1.6,3/16/2021,2021,New York,United States,Health,"[""Insight Partners"",""Sequoia Capital"",""Index Ventures""]",
+"10/31/2022, 2:34:48 AM",DispatchHealth,https://www.cbinsights.com/company/dispatchhealth,1.7,3/3/2021,2021,Denver,United States,Health,"[""Alta Partners"",""Questa Capital"",""Echo Health Ventures""]",
+"10/31/2022, 2:34:47 AM",Orca Security,https://www.cbinsights.com/company/orca-security,1.8,3/23/2021,2021,Portland,United States,Cybersecurity,"[""YL Ventures"",""Redpoint Ventures"",""GGV Capital""]",
+"10/31/2022, 2:34:46 AM",Spinny,https://www.cbinsights.com/company/spinny,1.75,11/24/2021,2021,Gurugram,India,E-commerce & direct-to-consumer,"[""General Catalyst"",""Eleation Capital"",""Avenir Growth Capital""]",
+"10/31/2022, 2:34:46 AM",Trulioo,https://www.cbinsights.com/company/trulioo,1.75,6/7/2021,2021,Vancouver,Canada,Cybersecurity,"[""Blumberg Capital"",""American Express Ventures"",""BDC Venture Capital""]",
+"10/31/2022, 2:34:46 AM",Cambrian BioPharma,https://www.cbinsights.com/company/cambrian-biopharma,1.79,10/26/2021,2021,Brooklyn,United States,Health,"[""Future Ventures"",""Apeiron Investment Group"",""Moore Capital Management""]",
+"10/31/2022, 2:34:45 AM",Slice,https://www.cbinsights.com/company/slice,1.8,11/28/2021,2021,Bengaluru,India,Fintech,"[""Gunosy Capital"",""Blume Ventures"",""Das Capital""]",
+"10/31/2022, 2:34:45 AM",Opentrons,https://www.cbinsights.com/company/opentrons,1.8,9/23/2021,2021,New York,United States,Hardware,"[""SOSV"",""Khosla Ventures"",""Lerer Hippeau""]",
+"10/31/2022, 2:34:45 AM",FullStory,https://www.cbinsights.com/company/fullstory,1.8,8/4/2021,2021,Atlanta,United States,Internet software & services,"[""Google Ventures"",""Kleiner Perkins Caufield & Byers"",""Stripes Group""]",
+"10/31/2022, 2:34:45 AM",Diamond Foundry,https://www.cbinsights.com/company/diamond-foundry,1.8,3/29/2021,2021,San Francisco,United States,Other,"[""Fashion Tech Lab"",""Fidelity Investments"",""Vast Ventures""]",
+"10/31/2022, 2:34:44 AM",CFGI,https://www.cbinsights.com/company/cfgi,1.85,9/15/2021,2021,Boston,United States,Fintech,"[""The Carlyle Group"",""CVC Capital Partners""]",
+"10/31/2022, 2:34:42 AM",CoinSwitch Kuber,https://www.cbinsights.com/company/coinswitch,1.9,10/6/2021,2021,Bangalore,India,Fintech,"[""Tiger Global Management"",""Sequoia Capital India"",""Ribbit Capital""]",
+"10/31/2022, 2:34:42 AM",Aledade,https://www.cbinsights.com/company/aledade,1.9,1/19/2021,2021,Bethesda,United States,Health,"[""Venrock"",""CVF Capital Partners"",""ARCH Venture Partners""]",
+"10/31/2022, 2:34:42 AM",MX Technologies,https://www.cbinsights.com/company/moneydesktop,1.9,1/13/2021,2021,Lehi,United States,Fintech,"[""Point72 Ventures"",""Pelion Venture Partners"",""Commerce Ventures""]",
+"10/31/2022, 2:34:41 AM",Rokt,https://www.cbinsights.com/company/rokt,1.95,12/16/2021,2021,New York,United States,Internet software & services,"[""Square Peg Capital"",""TDM Growth Partners"",""Tiger Global Management""]",
+"10/31/2022, 2:34:41 AM",Fenbi Education,https://www.cbinsights.com/company/fenbi-education,1.95,2/7/2021,2021,Beijing,China,Edtech,"[""Trustbridge Partners"",""Hony Capital"",""IDG Capital""]",
+"10/31/2022, 2:34:40 AM",Devo Technology,https://www.cbinsights.com/company/logtrust,2.0,10/26/2021,2021,Cambridge,United States,Data management & analytics,"[""Insight Partners"",""Kibo Ventures"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:34:39 AM",UpGrad,https://www.cbinsights.com/company/upgrad,2.25,8/9/2021,2021,Mumbai,India,Edtech,"[""Qualcomm Ventures"",""Accel"",""Canaan Partners""]",
+"10/31/2022, 2:34:39 AM",Lunar,https://www.cbinsights.com/company/lunar-way,2.0,7/12/2021,2021,Aarhus,Denmark,Fintech,"[""SEED Capital"",""Greyhound Capital"",""Socii Capital""]",
+"10/31/2022, 2:34:38 AM",Dremio,https://www.cbinsights.com/company/dremio,2.0,1/6/2021,2021,Santa Clara,United States,Data management & analytics,"[""Lightspeed Venture Partners"",""Redpoint Ventures"",""Norwest Venture Partners""]",
+"10/31/2022, 2:34:37 AM",LTK,https://www.cbinsights.com/company/rewardstyle,2.0,11/22/2021,2021,Dallas,United States,Internet software & services,"[""SoftBank Group"",""Maverick Capital""]",
+"10/31/2022, 2:34:37 AM",SWORD Health,https://www.cbinsights.com/company/sword-health,2.0,11/22/2021,2021,New York,United States,Health,"[""Khosla Ventures"",""Green Innovations"",""Founders Fund""]",
+"10/31/2022, 2:34:37 AM",Netlify,https://www.cbinsights.com/company/netlify,2.0,11/17/2021,2021,San Francisco,United States,Internet software & services,"[""Andreessen Horowitz"",""Kleiner Perkins Caufield & Byers"",""EQT Ventures""]",
+"10/31/2022, 2:34:37 AM",StarkWare,https://www.cbinsights.com/company/starkware,8.0,11/17/2021,2021,Netanya,Israel,Cybersecurity,"[""Sequoia Capital"",""Paradigm"",""Pantera Capital""]",
+"10/31/2022, 2:34:36 AM",VerbIT,https://www.cbinsights.com/company/verbit,2.0,6/8/2021,2021,New York,United States,Artificial intelligence,"[""ClalTech"",""Vertex Ventures"",""Oryzn Capital""]",
+"10/31/2022, 2:34:36 AM",Zilch,https://www.cbinsights.com/company/zilch,2.0,11/10/2021,2021,London,United Kingdom,Fintech,"[""Gauss Ventures"",""Ventura Capital"",""dmg ventures""]",
+"10/31/2022, 2:34:36 AM",Mynt,https://www.cbinsights.com/company/mynt1,2.0,11/1/2021,2021,Taguig City,Philippines,Fintech,"[""Insight Partners"",""Warburg Pincus"",""Ayala Corporation""]",
+"10/31/2022, 2:34:35 AM",ClickHouse,https://www.cbinsights.com/company/clickhouse,2.0,10/28/2021,2021,Portola Valley,United States,Data management & analytics,"[""Lightspeed Venture Partners"",""Almaz Capital Partners"",""Altimeter Capital""]",
+"10/31/2022, 2:34:35 AM",Tier,https://www.cbinsights.com/company/tier-mobility,2.0,10/25/2021,2021,Berlin,Germany,Travel,"[""Northzone Ventures"",""White Star Capital"",""Novator Partners""]",
+"10/31/2022, 2:34:35 AM",Modern Treasury,https://www.cbinsights.com/company/modern-treasury,2.0,10/6/2021,2021,San Francisco,United States,Fintech,"[""Benchmark"",""Altimeter Capital"",""Quiet Capital""]",
+"10/31/2022, 2:34:35 AM",Advance Intelligence Group,https://www.cbinsights.com/company/advance-intelligence-group,2.0,9/23/2021,2021,,Singapore,Artificial intelligence,"[""Vision Plus Capital"",""GSR Ventures"",""ZhenFund""]",
+"10/31/2022, 2:34:34 AM",Black Sesame Technologies,https://www.cbinsights.com/company/black-sesame-technologies,2.0,9/22/2021,2021,Shanghai,China,Artificial intelligence,"[""Northern Light Venture Capital"",""Xiaomi"",""FutureX Capital""]",
+"10/31/2022, 2:34:34 AM",Spring Health,https://www.cbinsights.com/company/spring-health,2.0,9/16/2021,2021,New York,United States,Health,"[""Rethink Impact"",""Work-Bench"",""RRE Ventures""]",
+"10/31/2022, 2:34:34 AM",Misfits Market,https://www.cbinsights.com/company/misfits-market,2.0,4/21/2021,2021,Pennsauken,United States,"Supply chain, logistics, & delivery","[""Accel"",""D1 Capita Partners"",""Greenoaks Capital Management""]",
+"10/31/2022, 2:34:33 AM",Aviatrix,https://www.cbinsights.com/company/aviatrix-systems,2.0,9/8/2021,2021,Santa Clara,United States,Internet software & services,"[""Ignition Partners"",""Formation 8"",""CRV""]",
+"10/31/2022, 2:34:33 AM",Opay,https://www.cbinsights.com/company/opay,2.0,8/23/2021,2021,Lagos,Nigeria,Fintech,"[""Sequoia Capital China"",""Source Code Capital"",""Redpoint Ventures China""]",
+"10/31/2022, 2:34:33 AM",Divvy Homes,https://www.cbinsights.com/company/divvy-homes,2.0,8/13/2021,2021,San Francisco,United States,Fintech,"[""Andreessen Horowitz"",""Caffeinated Capital"",""SciFi VC""]",
+"10/31/2022, 2:34:32 AM",XtalPi,https://www.cbinsights.com/company/xtalpi,2.0,8/11/2021,2021,Shenzhen,China,Artificial intelligence,"[""Tencent Holdings"",""5Y Capital"",""Sequoia Capital China""]",
+"10/31/2022, 2:34:32 AM",MURAL,https://www.cbinsights.com/company/mural,2.0,7/20/2021,2021,San Francisco,United States,Internet software & services,"[""Insight Partners"",""Tiger Global Management"",""Gradient Ventures""]",
+"10/31/2022, 2:34:32 AM",Clip,https://www.cbinsights.com/company/payclip,2.0,6/10/2021,2021,Mexico City,Mexico,Fintech,"[""Alta Ventures Mexico"",""General Atlantic"",""SoftBank Group""]",
+"10/31/2022, 2:34:31 AM",Bunq,https://www.cbinsights.com/company/bunq,2.0,6/18/2021,2021,Amsterdam,Netherlands,Fintech,"[""Undisclosed""]",
+"10/31/2022, 2:34:31 AM",Iterable,https://www.cbinsights.com/company/iterable,2.0,6/15/2021,2021,San Francisco,United States,Internet software & services,"[""CRV"",""Blue Cloud Ventures"",""Index Ventures""]",
+"10/31/2022, 2:34:31 AM",Pipe,https://www.cbinsights.com/company/pipe,2.0,5/19/2021,2021,Miami,United States,Fintech,"[""next47"",""MaC Venture Capital"",""FinVC""]",
+"10/31/2022, 2:34:31 AM",Beisen,https://www.cbinsights.com/company/beisen,2.0,5/11/2021,2021,Beijing,China,Internet software & services,"[""Matrix Partners China"",""Sequoia Capital China"",""Genesis Capital""]",
+"10/31/2022, 2:34:30 AM",Ethos,https://www.cbinsights.com/company/ethos,2.7,5/11/2021,2021,San Francisco,United States,Fintech,"[""Sequoia Capital"",""Google Ventures"",""Accel""]",
+"10/31/2022, 2:34:30 AM",Kajabi,https://www.cbinsights.com/company/kajabi,2.0,5/4/2021,2021,Irvine,United States,Internet software & services,"[""Meritech Capital Partners"",""Tiger Global Management"",""Spectrum Equity""]",
+"10/31/2022, 2:34:30 AM",KRY,https://www.cbinsights.com/company/kry,2.0,4/27/2021,2021,Stockholm,Sweden,Health,"[""Index Ventures"",""Creandum"",""Accel""]",
+"10/31/2022, 2:34:30 AM",Hive,https://www.cbinsights.com/company/thehive-ai,2.0,4/21/2021,2021,San Francisco,United States,Artificial intelligence,"[""Tomales Bay Capital"",""Bain & Company"",""General Catalyst""]",
+"10/31/2022, 2:34:29 AM",Clearco,https://www.cbinsights.com/company/clearbanc,2.0,4/20/2021,2021,Toronto,Canada,Fintech,"[""Highland Capital Partners"",""Oak HC/FT Partners"",""Emergence Capital Partners""]",
+"10/31/2022, 2:34:29 AM",Guoquan Shihui,https://www.cbinsights.com/company/guoquan-shihui,2.0,3/17/2021,2021,Shanghai,China,Consumer & retail,"[""Tiantu Capital"",""CMB International Capital"",""Vision Knight Capital""]",
+"10/31/2022, 2:34:29 AM",Earnix,https://www.cbinsights.com/company/earnix,2.0,2/21/2021,2021,Giv'atayim,Israel,Fintech,"[""Jerusalem Venture Partners"",""Israel Growth Partners"",""Insight Partners""]",
+"10/31/2022, 2:34:23 AM",Forto,https://www.cbinsights.com/company/freighthub,2.1,6/21/2021,2021,Berlin,Germany,"Supply chain, logistics, & delivery","[""Cherry Ventures"",""Northzone Ventures"",""Global Founders Capital""]",
+"10/31/2022, 2:34:22 AM",Medable,https://www.cbinsights.com/company/medable,2.1,10/26/2021,2021,Palo Alto,United States,Health,"[""GSR Ventures"",""Sapphire Ventures"",""Streamlined Ventures""]",
+"10/31/2022, 2:34:22 AM",Moveworks,https://www.cbinsights.com/company/moveworks,2.1,6/30/2021,2021,Mountain View,United States,Artificial intelligence ,"[""Lightspeed Venture Partners"",""Sapphire Ventures"",""Kleiner Perkins Caufield & Byers""]",
+"10/31/2022, 2:34:22 AM",ReCharge,https://www.cbinsights.com/company/recharge,2.1,5/6/2021,2021,Los Angeles,United States,Fintech,"[""ICONIQ Growth"",""Bain Capital Ventures"",""Summit Partners""]",
+"10/31/2022, 2:34:22 AM",Urban Company,https://www.cbinsights.com/company/urbanclap-technologies,2.1,4/27/2021,2021,Gurgaon,India,E-commerce & direct-to-consumer,"[""VY Capital"",""Accel"",""Elevation Capital""]",
+"10/31/2022, 2:34:21 AM",CoinDCX,https://www.cbinsights.com/company/coindcx,2.15,8/10/2021,2021,Maharashtra,India,Fintech,"[""Polychain Capital"",""Coinbase Ventures"",""Jump Capital""]",
+"10/31/2022, 2:34:21 AM",CloudWalk,https://www.cbinsights.com/company/cloudwalk,2.15,9/8/2021,2021,Sao Paulo,Brazil,Fintech,"[""Plug and Play Ventures"",""Valor Capital Group"",""DST Global""]",
+"10/31/2022, 2:34:21 AM",Neo4j,https://www.cbinsights.com/company/neo-technology,2.0,6/17/2021,2021,San Mateo,United States,Data management & analytics,"[""Eight Roads Ventures"",""One Peak Partners"",""Creandum""]",
+"10/31/2022, 2:34:20 AM",Addepar,https://www.cbinsights.com/company/addepar,2.17,6/15/2021,2021,Mountain View,United States,Fintech,"[""8VC"",""D1 Capital Partners"",""Sway Ventures""]",
+"10/31/2022, 2:34:19 AM",Motif FoodWorks,https://www.cbinsights.com/company/motif-ingredients,2.2,6/16/2021,2021,Boston,United States,Consumer & retail ,"[""General Atlantic"",""Breakthrough Energy Ventures"",""Viking Global Investors""]",
+"10/31/2022, 2:34:18 AM",Bitso,https://www.cbinsights.com/company/bitso,2.2,5/5/2021,2021,Mexico City,Mexico,Fintech,"[""Pantera Capital"",""QED Investors"",""Coinbase Ventures""]",
+"10/31/2022, 2:34:17 AM",Current,https://www.cbinsights.com/company/current,2.2,4/27/2021,2021,New York,United States,Fintech,"[""Expa"",""QED Investors"",""Foundation Capital""]",
+"10/31/2022, 2:34:16 AM",Pattern,https://www.cbinsights.com/company/pattern-1,2.25,10/6/2021,2021,Lehi,United States,Internet software & services,"[""Knox Lane"",""Ainge Advisory"",""Carlson Private Capital Partners""]",
+"10/31/2022, 2:34:16 AM",Algolia,https://www.cbinsights.com/company/algolia,2.25,7/28/2021,2021,San Francisco,United States,Internet software & services,"[""Accel"",""Alven Capital"",""Storm Ventures""]",
+"10/31/2022, 2:34:16 AM",MoMo,https://www.cbinsights.com/company/mservice,2.27,12/10/2021,2021,Ho Chi Minh City,Vietnam,Fintech,"[""Goodwater Capital"",""Warburg Pincus"",""GS Growth""]",
+"10/31/2022, 2:34:15 AM",Odoo,https://www.cbinsights.com/company/openerp,2.3,7/29/2021,2021,Louvain-la-Neuve,Belgium,Internet software & services,"[""Summit Partners"",""Noshaq"",""Sofinnova Partners""]",
+"10/31/2022, 2:34:15 AM",Bowery Farming,https://www.cbinsights.com/company/bowery-farming,2.3,5/25/2021,2021,New York,United States,Other,"[""Temasek"",""Google Ventures"",""General Catalyst""]",
+"10/31/2022, 2:34:14 AM",Jobandtalent,https://www.cbinsights.com/company/jobandtalent,2.35,12/1/2021,2021,Madrid,Spain,Internet software & services,"[""Kibo Ventures"",""SoftBank Group"",""Atomico""]",
+"10/31/2022, 2:34:13 AM",ManyPets,https://www.cbinsights.com/company/bought-by-many,2.35,6/1/2021,2021,London,United Kingdom,Fintech,"[""Octopus Ventures"",""Munich Re Ventures"",""CommerzVentures""]",
+"10/31/2022, 2:34:13 AM",Project44,https://www.cbinsights.com/company/project44,2.62,6/1/2021,2021,Chicago,United States,"Supply chain, logistics, & delivery","[""Emergence Capital Partners"",""8VC"",""Chicago Ventures""]",
+"10/31/2022, 2:34:12 AM",HoneyBook,https://www.cbinsights.com/company/honeybook,2.4,5/4/2021,2021,San Francisco,United States,Internet software & services,"[""Norwest Venture Partners"",""Hillsven Capital"",""Aleph""]",
+"10/31/2022, 2:34:12 AM",ABL Space Systems,https://www.cbinsights.com/company/abl-space-systems,2.4,3/25/2021,2021,El Segundo,United States,Other,"[""T. Rowe Price"",""Lockheed Martin Ventures"",""Fidelity Investment""]",
+"10/31/2022, 2:34:11 AM",BitSight Technologies,https://www.cbinsights.com/company/exabeam,2.4,9/13/2021,2021,Boston,United States,Cybersecurity,"[""Menlo Ventures"",""GGV Capital"",""Flybridge Capital Partners""]",
+"10/31/2022, 2:34:11 AM",Exabeam,https://www.cbinsights.com/company/exabeam,2.4,6/1/2021,2021,Foster City,United States,Cybersecurity,"[""Norwest Venture Partners"",""Aspect Ventures"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:34:11 AM",Paxos,https://www.cbinsights.com/company/itbit,2.4,4/29/2021,2021,New York,United States,Fintech,"[""Liberty City Ventures"",""RRE Ventures"",""Mithril Capital Management""]",
+"10/31/2022, 2:34:10 AM",Star Charge,https://www.cbinsights.com/company/star-charge,2.41,5/19/2021,2021,Changzhou,China,Auto & transportation,"[""Shunwei Capital Partners"",""China Media Group"",""Guangzhou Huiyin Aofeng Equity Investment Fund""]",
+"10/31/2022, 2:34:09 AM",Mobile Premier League,https://www.cbinsights.com/company/mobile-premier-league,2.45,9/15/2021,2021,Bengaluru,India,Internet software & services,"[""Sequoia Capital India"",""RTP Global"",""Go-Ventures""]",
+"10/31/2022, 2:34:09 AM",Uala,https://www.cbinsights.com/company/uala,2.45,8/13/2021,2021,Buenos Aires,Argentina,Fintech,"[""Soros Fund Management"",""Ribbit Capital"",""Monashees+""]",
+"10/31/2022, 2:34:09 AM",Hibob,https://www.cbinsights.com/company/hibob,2.45,10/12/2021,2021,Tel Aviv,Israel,Internet software & services,"[""Bessemer Venture Partners"",""Eight Roads Ventures"",""Battery Ventures""]",
+"10/31/2022, 2:34:08 AM",DriveNets,https://www.cbinsights.com/company/drivenets,2.5,1/27/2021,2021,Ra'anana,Israel,Internet software & services,"[""Bessemer Venture Partners"",""Pitango Venture Capital"",""D1 Capital Partners""]",
+"10/31/2022, 2:34:08 AM",Fetch Rewards,https://www.cbinsights.com/company/fetch-rewards-llc,2.5,3/31/2021,2021,Madison,United States,E-commerce & direct-to-consumer,"[""Greycroft"",""Loeb.NYC"",""DST Global""]",
+"10/31/2022, 2:34:06 AM",Zetwerk,https://www.cbinsights.com/company/zetwerk,2.68,8/20/2021,2021,Bengaluru,India,Internet software & services,"[""Sequoia Capital India"",""Kae Capital"",""Accel""]",
+"10/31/2022, 2:34:06 AM",Sysdig,https://www.cbinsights.com/company/draios,2.5,4/28/2021,2021,San Francisco,United States,Cybersecurity,"[""Accel"",""Bain Capital Ventures"",""Insight Partners""]",
+"10/31/2022, 2:34:06 AM",Vercel,https://www.cbinsights.com/company/zeit,2.5,6/23/2021,2021,San Francisco,United States,Internet software & services,"[""CRV"",""Accel"",""Google Ventures""]",
+"10/31/2022, 2:34:06 AM",Aura,https://www.cbinsights.com/company/isubscribed,2.5,6/9/2021,2021,Burlington,United States,Cybersecurity,"[""Warburg Pincus"",""General Catalyst""]",
+"10/31/2022, 2:34:05 AM",Varo Bank,https://www.cbinsights.com/company/varo-money,2.5,9/9/2021,2021,San Francisco,United States,Fintech,"[""Warburg Pincus"",""The Rise Fund"",""HarbourVest Partners""]",
+"10/31/2022, 2:34:05 AM",Infra.Market,https://www.cbinsights.com/company/inframarket,2.5,2/25/2021,2021,Thane,India,E-commerce & direct-to-consumer,"[""Accel"",""Tiger Global Management"",""Nexus Venture Partners""]",
+"10/31/2022, 2:34:05 AM",Side,https://www.cbinsights.com/company/side,2.5,3/22/2021,2021,San Francisco,United States,Internet software & services,"[""Coatue Managemeny"",""Trinity Ventures"",""Matrix Partners""]",
+"10/31/2022, 2:34:04 AM",Cribl,https://www.cbinsights.com/company/cribl,2.5,8/25/2021,2021,San Francisco,United States,Data management & analytics,"[""Institutional Venture Partners"",""CRV"",""Sequoia Capital""]",
+"10/31/2022, 2:34:03 AM",Unico,https://www.cbinsights.com/company/acesso-digital,2.6,8/3/2021,2021,Sao Paulo,Brazil,Artificial intelligence,"[""Big Bets"",""General Atlantic"",""SOFTBANK Latin America Ventures""]",
+"10/31/2022, 2:34:03 AM",JumpCloud,https://www.cbinsights.com/company/jumpcloud,2.62,9/13/2021,2021,Louisville,United States,Data management & analytics,"[""Foundry Group"",""General Atlantic"",""BlackRock""]",
+"10/31/2022, 2:34:02 AM",Axonius,https://www.cbinsights.com/company/axonius,2.6,3/1/2021,2021,New York,United States,Cybersecurity,"[""Vertex Ventures Israel"",""Bessemer Venture Partners"",""Emerge""]",
+"10/31/2022, 2:34:02 AM",Moglix,https://www.cbinsights.com/company/moglix,2.6,5/17/2021,2021,,Singapore,E-commerce & direct-to-consumer,"[""Jungle Ventures"",""Accel"",""Venture Highway""]",
+"10/31/2022, 2:34:02 AM",Plume,https://www.cbinsights.com/company/accelera-mobile-broadband,2.6,2/23/2021,2021,Palo Alto,United States,Internet software & services,"[""Insight Partners"",""Jackson Square Ventures"",""Liberty Gloval Ventures""]",
+"10/31/2022, 2:34:01 AM",Sourcegraph,https://www.cbinsights.com/company/sourcegraph,2.62,7/13/2021,2021,San Francisco,United States,Internet software & services,"[""Redpoint Ventures"",""Goldcrest Capital"",""Insight Partners""]",
+"10/31/2022, 2:34:01 AM",ManoMano,https://www.cbinsights.com/company/manomano,2.6,7/5/2021,2021,Paris,France,E-commerce & direct-to-consumer,"[""General Atlantic"",""Piton Capital"",""Partech Partners""]",
+"10/31/2022, 2:34:01 AM",Thought Machine,https://www.cbinsights.com/company/thought-machine,2.7,11/29/2021,2021,London,United Kingdom,Fintech,"[""British Patient Capital"",""SEB Venture Capital"",""IQ Capital""]",
+"10/31/2022, 2:34:00 AM",Nextiva,https://www.cbinsights.com/company/nextiva,2.7,9/14/2021,2021,Scottsdale,United States,Internet software & services,"[""Goldman Sachs Asset Management""]",
+"10/31/2022, 2:33:59 AM",Transmit Security,https://www.cbinsights.com/company/transmit-security,2.74,6/22/2021,2021,Tel Aviv,Israel,Cybersecurity,"[""General Atlantic"",""Insight Partners"",""Vintage Investment Partners""]",
+"10/31/2022, 2:33:59 AM",Dream Games,https://www.cbinsights.com/company/dream-games,2.75,6/30/2021,2021,Istanbul,Turkey,Mobile & telecommunications,"[""Makers Fund"",""Index Ventures"",""Inova Ventures Participacees""]",
+"10/31/2022, 2:33:59 AM",MasterClass,https://www.cbinsights.com/company/yanka-industries,2.75,5/13/2021,2021,San Francisco,United States,Edtech,"[""Institutional Venture Partners"",""New Enterprise Associates"",""Javelin Venture Partners""]",
+"10/31/2022, 2:33:58 AM",Alan,https://www.cbinsights.com/company/alan,2.85,4/19/2021,2021,Paris,France,Fintech,"[""Index Ventures"",""Temasek"",""Portag3 Ventures""]",
+"10/31/2022, 2:33:58 AM",Flink,https://www.cbinsights.com/company/flink-2,2.85,12/1/2021,2021,Berlin,Germany,E-commerce & direct-to-consumer,"[""Mubadala Capital"",""Bond"",""Prosus Ventures""]",
+"10/31/2022, 2:33:58 AM",DriveWealth,https://www.cbinsights.com/company/mysolomeo-holdings,2.85,8/20/2021,2021,Chatham,United States,Fintech,"[""Point72 Ventures"",""Route 66 Ventures"",""Accel""]",
+"10/31/2022, 2:33:57 AM",BharatPe,https://www.cbinsights.com/company/bharatpe,2.85,7/30/2021,2021,New Delhi,India,Fintech,"[""Insight Partners"",""Sequoia Capital India"",""BEENEXT""]",
+"10/31/2022, 2:33:56 AM",Sentry,https://www.cbinsights.com/company/sentry,3.0,2/18/2021,2021,San Francisco,United States,Other,"[""New Enterprise Associates"",""Accel"",""Bond""]",
+"10/31/2022, 2:33:56 AM",Remote,https://www.cbinsights.com/company/remote,3.0,7/13/2021,2021,San Francisco,United States,Fintech,"[""Index Ventures"",""Sequoia Capital"",""General Catalyst""]",
+"10/31/2022, 2:33:56 AM",Amber Group,https://www.cbinsights.com/company/amber-group,3.0,6/21/2021,2021,,Hong Kong,Fintech,"[""Tiger Global Management"",""Tiger Brokers"",""DCM Ventures""]",
+"10/31/2022, 2:33:55 AM",Flutterwave,https://www.cbinsights.com/company/flutterwave,3.0,3/9/2021,2021,San Francisco,United States,Fintech,"[""Green Visor Capital"",""CRE Venture Capital"",""Greycroft""]",
+"10/31/2022, 2:33:55 AM",Lattice,https://www.cbinsights.com/company/lattice,3.0,3/23/2021,2021,San Francisco,United States,Internet software & services,"[""Khosla Ventures"",""Thrive Capital"",""Y Combinator""]",
+"10/31/2022, 2:33:55 AM",Anchorage Digital,https://www.cbinsights.com/company/anchorage,3.0,12/15/2021,2021,San Francisco,United States,Fintech,"[""Andreessen Horowitz"",""Blockchain Capital"",""Lux Capital""]",
+"10/31/2022, 2:33:54 AM",Groww,https://www.cbinsights.com/company/groww,3.0,4/7/2021,2021,Bengaluru,India,Fintech,"[""Tiger Global Management"",""Sequoia Capital India"",""Ribbit Capital""]",
+"10/31/2022, 2:33:54 AM",TradingView,https://www.cbinsights.com/company/tradingview,3.0,10/14/2021,2021,Westerville,United States,Fintech,"[""Tiger Global Management"",""Insight Partners"",""Jump Capital""]",
+"10/31/2022, 2:33:54 AM",Outschool,https://www.cbinsights.com/company/outschool,3.0,4/14/2021,2021,San Francisco,United States,Edtech,"[""Uniion Square Ventures"",""Tiger Global Management"",""Lightspeed Venture Capital""]",
+"10/31/2022, 2:33:54 AM",Sky Mavis,https://www.cbinsights.com/company/axie-infinity,3.0,10/4/2021,2021,Ho Chi Minh City,Vietnam,Internet software & services,"[""Fabric Ventures"",""500 Global"",""Standard Crypto""]",
+"10/31/2022, 2:33:53 AM",Gorillas,https://www.cbinsights.com/company/gorillas,3.1,3/25/2021,2021,Berlin,Germany,"Supply chain, logistics, & delivery","[""Coatue Management"",""Atlantic Food Labs"",""DST Global""]",
+"10/31/2022, 2:33:53 AM",Grafana Labs,https://www.cbinsights.com/company/grafana-labs,3.0,3/25/2021,2021,New York,United States,Internet software & services,"[""Lightspeed Venture Partners"",""Lead Edge Capital"",""Coatue Management""]",
+"10/31/2022, 2:33:53 AM",LaunchDarkly,https://www.cbinsights.com/company/launchdarkly,3.0,8/10/2021,2021,Oakland,United States,Internet software & services,"[""Uncork Capital"",""Threshold Ventures"",""Bloomberg Beta""]",
+"10/31/2022, 2:33:52 AM",Contentful,https://www.cbinsights.com/company/contentful,3.0,7/28/2021,2021,Berlin,Germany,Internet software & services,"[""Balderton Capital"",""General Catalyst"",""Tiger Global Management""]",
+"10/31/2022, 2:33:52 AM",Carbon Health,https://www.cbinsights.com/company/carbon-health,3.0,7/21/2021,2021,San Francisco,United States,Health,"[""Brookfield Asset Management"",""Blackstone"",""Data Collective""]",
+"10/31/2022, 2:33:52 AM",Lucid Software,https://www.cbinsights.com/company/lucid-software,3.0,6/29/2021,2021,South Jordan,United States,Internet software & services,"[""Spectrum Equity"",""ICONIQ Capital"",""Grayhawk Capital""]",
+"10/31/2022, 2:33:51 AM",ActiveCampaign,https://www.cbinsights.com/company/activecampaign,3.0,4/21/2021,2021,Chicago,United States,Internet software & services,"[""Silversmith Capital Partners"",""Susquehanna Growth Equity"",""Tiger Global Management""]",
+"10/31/2022, 2:33:51 AM",BlockFi,https://www.cbinsights.com/company/blockfi,3.0,3/11/2021,2021,Jersey City,United States,Fintech,"[""ConsenSys Ventures"",""Valar Ventures"",""PUC""]",
+"10/31/2022, 2:33:51 AM",Calendly,https://www.cbinsights.com/company/calendly,3.0,1/26/2021,2021,Atlanta,United States,Internet software & services,"[""ICONIQ Capital"",""OpenView Venture Partners""]",
+"10/31/2022, 2:33:48 AM",Nuvemshop,https://www.cbinsights.com/company/tienda-nube-nuvem-shop,3.1,8/17/2021,2021,Sao Paulo,Brazil,E-commerce & direct-to-consumer,"[""Kaszek Ventures"",""Qualcomm Ventures"",""Accel""]",
+"10/31/2022, 2:33:48 AM",PsiQuantum,https://www.cbinsights.com/company/psiq,3.15,7/27/2021,2021,Palo Alto,United States,Hardware,"[""Playground Global"",""M12"",""BlackRock""]",
+"10/31/2022, 2:33:47 AM",Retool,https://www.cbinsights.com/company/cfgi,3.2,12/22/2021,2021,San Francisco,United States,Internet software & services,"[""Sequoia Capital""]",
+"10/31/2022, 2:33:47 AM",Skims,https://www.cbinsights.com/company/skims,3.2,4/9/2021,2021,Los Angeles,United States,E-commerce & direct-to-consumer,"[""Thrive Capital"",""Alliance Consumer Growth"",""Imaginary Ventures""]",
+"10/31/2022, 2:33:46 AM",Innovaccer,https://www.cbinsights.com/company/innovaccer,3.2,2/19/2021,2021,San Francisco,United States,Health,"[""M12"",""WestBridge Capital"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:33:46 AM",Blockstream,https://www.cbinsights.com/company/blockstream-corp,3.2,8/24/2021,2021,Vancouver,Canada,Fintech,"[""AME Cloud Ventures"",""Future Perfect Ventures"",""Blockchain Capital""]",
+"10/31/2022, 2:33:46 AM",Eruditus Executive Education,https://www.cbinsights.com/company/eruditus-executive-education,3.2,8/12/2021,2021,Mumbai,India,Edtech,"[""Sequoia Capital India"",""Softbank"",""Bertelsmann India Investments""]",
+"10/31/2022, 2:33:46 AM",Cedar,https://www.cbinsights.com/company/cedar,3.2,3/9/2021,2021,New York,United States,Fintech,"[""Thrive Capital"",""Founders Fund"",""Cocnord Health Partners""]",
+"10/31/2022, 2:33:45 AM",Aiven,https://www.cbinsights.com/company/aiven,3.21,10/18/2021,2021,Helsinki,Finland,Internet software & services,"[""Institutional Venture Partners"",""Atomico"",""Earlybird Venture Capital""]",
+"10/31/2022, 2:33:45 AM",BlockDaemon,https://www.cbinsights.com/company/blockdaemon,3.25,9/21/2021,2021,Los Angeles,United States,Fintech,"[""BOLDstart Ventures"",""Lerer Hippeau"",""Kenetic Capital""]",
+"10/31/2022, 2:33:44 AM",Kurly,https://www.cbinsights.com/company/market-kurly,3.3,7/9/2021,2021,Seoul,South Korea,"Supply chain, logistics, & delivery","[""Sequoia Capital China"",""DST Global"",""DST Global""]",
+"10/31/2022, 2:33:43 AM",Starling Bank,https://www.cbinsights.com/company/starling-bank,3.34,3/8/2021,2021,London,United Kingdom,Fintech,"[""JTC Group"",""Qatar Investment Authority"",""Fidelity Investment""]",
+"10/31/2022, 2:33:43 AM",Starburst,https://www.cbinsights.com/company/starburst,3.35,1/6/2021,2021,Boston,United States,Data management & analytics,"[""Index Ventures"",""Coatue Management"",""Andreessen Horowitz""]",
+"10/31/2022, 2:33:43 AM",OwnBackup,https://www.cbinsights.com/company/ownbackup,3.35,1/28/2021,2021,Englewood Cliffs,United States,Data management & analytics,"[""Insight Partners"",""Salesforce Ventures"",""Vertex Ventures""]",
+"10/31/2022, 2:33:42 AM",Upstox,https://www.cbinsights.com/company/rksv,3.4,11/29/2021,2021,Mumbai,India,Fintech,"[""Tiger Global Management"",""Kalaari Capital""]",
+"10/31/2022, 2:33:42 AM",MoonPay,https://www.cbinsights.com/company/moonpay,3.4,11/22/2021,2021,Miami,United States,Fintech,"[""New Enterprise Associates"",""Coatue Management"",""Tiger Global Management""]",
+"10/31/2022, 2:33:41 AM",Helion Energy,https://www.cbinsights.com/company/helion-energy,3.5,11/5/2021,2021,Redmond,United States,Other,"[""Mithril Capital Management"",""Y Combinator"",""Capricorn Investment Group""]",
+"10/31/2022, 2:33:41 AM",Flock Safety,https://www.cbinsights.com/company/flock2,3.5,7/13/2021,2021,Atlanta,United States,Hardware,"[""Matrix Partners"",""Initialized Capital"",""Tiger Global Management""]",
+"10/31/2022, 2:33:41 AM",ChargeBee Technologies,https://www.cbinsights.com/company/chargebee,3.5,4/20/2021,2021,San Francisco,United States,Fintech,"[""Insight Partners"",""Tiger Global Management"",""Accel""]",
+"10/31/2022, 2:33:41 AM",Handshake,https://www.cbinsights.com/company/handshake,3.5,5/12/2021,2021,San Francisco,United States,Internet software & services,"[""Kleiner Perkins Caufield & Byers"",""Lightspeed Venture Partners"",""True Ventures""]",
+"10/31/2022, 2:33:40 AM",Highspot,https://www.cbinsights.com/company/highspot,3.5,2/22/2021,2021,Seattle,United States,Internet software & services,"[""Madrona Venture Group"",""Shasta Ventures"",""Salesforce Ventures""]",
+"10/31/2022, 2:33:40 AM",GoStudent,https://www.cbinsights.com/company/gostudent,3.5,6/22/2021,2021,Vienna,Austria,Edtech,"[""DN Capital"",""Left Lane Capital"",""Coatue Management""]",
+"10/31/2022, 2:33:40 AM",Celsius Network,https://www.cbinsights.com/company/celsius-network,3.5,10/12/2021,2021,Hoboken,United States,Fintech,"[""WestCap Group"",""Caisse de depot et placement du Quebec""]",
+"10/31/2022, 2:33:39 AM",Commure,https://www.cbinsights.com/company/commure,3.5,9/16/2021,2021,San Francisco,United States,Internet software & services,"[""General Catalyst"",""HCA Healthcare""]",
+"10/31/2022, 2:33:39 AM",Rec Room,https://www.cbinsights.com/company/against-gravity-corp,3.5,3/23/2021,2021,Seattle,United States,Internet software & services,"[""First Round Capital"",""Sequoia Capital"",""Index Ventures""]",
+"10/31/2022, 2:33:38 AM",SpotOn,https://www.cbinsights.com/company/spoton,3.6,5/26/2021,2021,San Francisco,United States,Fintech,"[""Dragoneer Investment Group"",""DST Global"",""Franklin Templeton""]",
+"10/31/2022, 2:33:37 AM",Relativity,https://www.cbinsights.com/company/kcura-corporation,3.6,3/18/2021,2021,Chicago,United States,Internet software & services,"[""Silver Lake"",""ICONIQ Capital""]",
+"10/31/2022, 2:33:37 AM",Whatnot,https://www.cbinsights.com/company/whatnot,3.7,9/16/2021,2021,Marina del Rey,United States,E-commerce & direct-to-consumer,"[""Y Combinator"",""Andreessen Horowitz"",""Wonder Ventures""]",
+"10/31/2022, 2:33:37 AM",Harness,https://www.cbinsights.com/company/harness,3.7,1/14/2021,2021,San Francisco,United States,Artificial intelligence,"[""Menlo Ventures"",""Alkeon Capital Management"",""Citi Ventures""]",
+"10/31/2022, 2:33:37 AM",Abogen,https://www.cbinsights.com/company/abon,3.7,11/29/2021,2021,Suzhou,China,Health,"[""Hillhouse Capital Management"",""SoftBank Group"",""Qiming Venture Partners""]",
+"10/31/2022, 2:33:36 AM",Papaya Global,https://www.cbinsights.com/company/papaya-global,3.7,3/4/2021,2021,New York,United States,Internet software & services,"[""Bessemer Venture Partners"",""Insight Partners"",""New Era Ventures""]",
+"10/31/2022, 2:33:36 AM",Redwood Materials,https://www.cbinsights.com/company/redwood-materials,3.7,7/28/2021,2021,Carson City,United States,Other,"[""Breakthrough Energy Ventures"",""Capricorn Investment Group"",""Valor Equity Partners""]",
+"10/31/2022, 2:33:36 AM",Noom,https://www.cbinsights.com/company/noom,3.7,5/24/2021,2021,New York,United States,Health,"[""Qualcomm Ventures"",""Samsung Ventures"",""Silver Lake""]",
+"10/31/2022, 2:33:35 AM",Dutchie,https://www.cbinsights.com/company/dutchie,3.75,3/16/2021,2021,Bend,United States,E-commerce & direct-to-consumer,"[""Casa Verde Capital"",""Gron Ventures"",""Thrity Five Ventures""]",
+"10/31/2022, 2:33:35 AM",Articulate,https://www.cbinsights.com/company/articulate,3.75,7/1/2021,2021,New York,United States,Edtech,"[""Blackstone"",""ICONIQ Growth"",""General Atlantic""]",
+"10/31/2022, 2:33:33 AM",Digit Insurance,https://www.cbinsights.com/company/digit-insurance,4.0,1/15/2021,2021,Bengaluru,India,Fintech,"[""Fairfax Financial Holdings"",""A91 Partners"",""TVS Capital""]",
+"10/31/2022, 2:33:33 AM",Webflow,https://www.cbinsights.com/company/webflow,4.0,1/13/2021,2021,San Francisco,United States,Internet software & services,"[""Accel"",""Silversmith Capital Partners"",""capitalG""]",
+"10/31/2022, 2:33:32 AM",Aurora Solar,https://www.cbinsights.com/company/aurora-solar,4.0,5/24/2021,2021,San Francisco,United States,Internet software & services,"[""Fifth Wall Ventures"",""Energize Ventures"",""\tICONIQ Capital""]",
+"10/31/2022, 2:33:31 AM",Vuori,https://www.cbinsights.com/company/airwallex,4.0,10/13/2021,2021,Carlsbad,United States,E-commerce & direct-to-consumer,"[""SoftBank Group"",""Norwest Venture Partners""]",
+"10/31/2022, 2:33:31 AM",Melio,https://www.cbinsights.com/company/melio,4.0,1/25/2021,2021,New York,United States,Fintech,"[""Accel"",""Aleph"",""American Express Ventures""]",
+"10/31/2022, 2:33:31 AM",BrowserStack,https://www.cbinsights.com/company/browserstack,4.0,6/16/2021,2021,Dublin,Ireland,Internet software & services,"[""Accel"",""Insight Partners"",""Bond Capital""]",
+"10/31/2022, 2:33:30 AM",Clubhouse,https://www.cbinsights.com/company/clubhouse,4.0,1/24/2021,2021,San Francisco,United States,Mobile & telecommunications,"[""Andreessen Horowitz"",""TQ Ventures""]",
+"10/31/2022, 2:33:30 AM",Zapier,https://www.cbinsights.com/company/zapier,4.0,1/14/2021,2021,Sunnyvale,United States,Internet software & services,"[""Sequoia Capital"",""Bessemer Venture Partners"",""Threshold Ventures""]",
+"10/31/2022, 2:33:30 AM",PointClickCare,https://www.cbinsights.com/company/pointclickcare,4.0,1/7/2021,2021,Mississauga,Canada,Internet software & services,"[""Dragoneer Investment Group"",""Hellman & Friedman"",""JMI Equity""]",
+"10/31/2022, 2:33:28 AM",CRED,https://www.cbinsights.com/company/cred,4.01,4/6/2021,2021,Bengaluru,India,Fintech,"[""Tiger Global Management"",""DST Global"",""Sequoia Capital India""]",
+"10/31/2022, 2:33:27 AM",Weee!,https://www.cbinsights.com/company/weee,4.1,3/16/2021,2021,Fremont,United States,"Supply chain, logistics, & delivery","[""Goodwater Capital"",""iFly"",""XVC Venture Capital""]",
+"10/31/2022, 2:33:27 AM",BitPanda,https://www.cbinsights.com/company/bitpanda,4.11,3/16/2021,2021,Vienna,Austria,Fintech,"[""Speedinvest"",""Valar Ventures"",""Uniqa Ventures""]",
+"10/31/2022, 2:33:26 AM",SSENSE,https://www.cbinsights.com/company/ssense,4.15,6/8/2021,2021,Montreal,Canada,E-commerce & direct-to-consumer,"[""Sequoia Capital""]",
+"10/31/2022, 2:33:26 AM",dbt Labs,https://www.cbinsights.com/company/fishtown-analytics,4.2,6/30/2021,2021,Philadelphia,United States,Data management & analytics,"[""Andreessen Horowitz"",""Amplify Partners"",""Sequoia Capital""]",
+"10/31/2022, 2:33:22 AM",Socure,https://www.cbinsights.com/company/socure,4.5,3/16/2021,2021,New York,United States,Cybersecurity,"[""Two Sigma Ventures"",""Flint Capital"",""Commerce Ventures""]",
+"10/31/2022, 2:33:22 AM",Lendable,https://www.cbinsights.com/company/feather-media,4.58,3/31/2021,2021,London,United Kingdom,Fintech,"[""Ontario Teachers' Pension Plan"",""Goldman Sachs""]",
+"10/31/2022, 2:33:22 AM",Color,https://www.cbinsights.com/company/color-genomics,4.6,1/4/2021,2021,Burlingame,United States,Health,"[""General Catalyst"",""Viking Global Investors"",""T. Rowe Price""]",
+"10/31/2022, 2:33:20 AM",Pleo,https://www.cbinsights.com/company/pleo,4.7,7/6/2021,2021,Copenhagen,Denmark,Fintech,"[""Creandum"",""Founders"",""Kinnevik""]",
+"10/31/2022, 2:33:20 AM",BetterUp,https://www.cbinsights.com/company/betterup,4.7,2/25/2021,2021,San Francisco,United States,Internet software & services,"[""Threshold Ventures"",""Lightspeed Venture Partners"",""Crosslink Capital""]",
+"10/31/2022, 2:33:19 AM",Chipone,https://www.cbinsights.com/company/chipone,4.73,12/16/2021,2021,Beijing,China,Hardware,"[""China Grand Prosperity Investment"",""Silk Road Huacheng"",""Oriza Equity Investment""]",
+"10/31/2022, 2:33:19 AM",Reify Health,https://www.cbinsights.com/company/reify-health,4.8,8/10/2021,2021,Boston,United States,Health,"[""Sierra Ventures"",""Battery Ventures"",""Asset Management Ventures""]",
+"10/31/2022, 2:33:19 AM",Cerebral,https://www.cbinsights.com/company/cerebral,4.8,6/10/2021,2021,San Francisco,United States,Health,"[""Oak HC/FT Partners"",""Artis Ventures"",""WestCap Group""]",
+"10/31/2022, 2:33:19 AM",Meesho,https://www.cbinsights.com/company/meesho,4.9,4/5/2021,2021,Bengaluru,India,Internet software & services,"[""Venture Highway"",""Sequoia Capital India"",""Prosus Ventures""]",
+"10/31/2022, 2:33:18 AM",Coalition,https://www.cbinsights.com/company/coalition,5.0,3/17/2021,2021,San Francisco,United States,Cybersecurity,"[""Two Sigma Ventures"",""Flint Capital"",""Commerce Ventures""]",
+"10/31/2022, 2:33:18 AM",ShareChat,https://www.cbinsights.com/company/sharechat,5.0,4/8/2021,2021,Bengaluru,India,Internet software & services,"[""India Quotient"",""Elevation Capital"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:33:18 AM",Hopper,https://www.cbinsights.com/company/hopper,5.0,3/24/2021,2021,Montreal,Canada,Travel,"[""Capital One Growth Ventures"",""Citi Ventures"",""OMERS Ventures""]",
+"10/31/2022, 2:33:16 AM",Cockroach Labs,https://www.cbinsights.com/company/cockroach-labs,5.0,1/12/2021,2021,New York,United States,Data management & analytics,"[""Google Ventures"",""Benchmark"",""FirstMark Capital""]",
+"10/31/2022, 2:33:16 AM",OfBusiness,https://www.cbinsights.com/company/ofbusiness,5.0,7/31/2021,2021,Gurgaon,India,E-commerce & direct-to-consumer,"[""Matrix Partners India"",""Falcon Edge Capital"",""SoftBank Group""]",
+"10/31/2022, 2:33:15 AM",ZEPZ,https://www.cbinsights.com/company/worldremit,5.0,8/23/2021,2021,London,United Kingdom,Fintech,"[""Accel"",""Technology Crossover Ventures"",""LeapFrog Investments""]",
+"10/31/2022, 2:33:15 AM",SambaNova Systems,https://www.cbinsights.com/company/sambanova-systems,5.0,4/13/2021,2021,Palo Alto,United States,Data management & analytics,"[""Walden International"",""Google Ventures"",""Intel Capital""]",
+"10/31/2022, 2:33:14 AM",Mambu,https://www.cbinsights.com/company/mambu,5.5,1/6/2021,2021,Amsterdam,Netherlands,Fintech,"[""Runa Capital"",""Acton Capital Partners"",""Point Nine Capital""]",
+"10/31/2022, 2:33:12 AM",Trade Republic,https://www.cbinsights.com/company/trade-republic-bank,5.36,5/20/2021,2021,Berlin,Germany,Fintech,"[""Founders Fund. Accel"",""Creandum""]",
+"10/31/2022, 2:33:12 AM",ContentSquare,https://www.cbinsights.com/company/contentsquare,5.6,5/25/2021,2021,Paris,France,Internet software & services,"[""Highland Europe"",""Eurazeo"",""Canaan Partners""]",
+"10/31/2022, 2:33:10 AM",Back Market,https://www.cbinsights.com/company/back-market,5.7,5/18/2021,2021,Paris,France,E-commerce & direct-to-consumer,"[""Aglae Ventures"",""Eurazeo"",""Daphni""]",
+"10/31/2022, 2:33:10 AM",Workato,https://www.cbinsights.com/company/workato,5.7,1/12/2021,2021,Mountain View,United States,Internet software & services,"[""Battery Ventures"",""Storm Ventures"",""Redpoint Ventures""]",
+"10/31/2022, 2:33:09 AM",6Sense,https://www.cbinsights.com/company/6sense-insights,5.2,3/30/2021,2021,San Francisco,United States,Artificial intelligence,"[""Venrock"",""Battery Ventures"",""Insight Partners""]",
+"10/31/2022, 2:33:08 AM",iCapital Network,https://www.cbinsights.com/company/icapital-network,6.0,7/27/2021,2021,New York,United States,Fintech,"[""BlackRock"",""Blackstone"",""UBS""]",
+"10/31/2022, 2:33:08 AM",Wiz,https://www.cbinsights.com/company/wiz,6.0,3/17/2021,2021,Tel Aviv,Israel,Cybersecurity,"[""Insight Partners"",""Sequoia Capital"",""Index Ventures""]",
+"10/31/2022, 2:33:07 AM",Benchling,https://www.cbinsights.com/company/benchling,6.1,4/14/2021,2021,San Francisco,United States,Internet software & services,"[""Thrive Capital"",""Benchmark"",""MenloVentures""]",
+"10/31/2022, 2:33:07 AM",Black Unicorn Factory,https://www.cbinsights.com/company/black-unicorn-factory,6.1,5/20/2021,2021,Los Angeles,United States,Other,"[""Barter Ventures""]",
+"10/31/2022, 2:33:07 AM",Hinge Health,https://www.cbinsights.com/company/hinge-health,6.2,1/6/2021,2021,San Francisco,United States,Health,"[""Atomico"",""Insight Partners"",""Coatue Management""]",
+"10/31/2022, 2:33:04 AM",1Password,https://www.cbinsights.com/company/agilebits-inc,6.8,7/8/2021,2021,Toronto,Canada,Cybersecurity,"[""Slack Fund"",""Accel"",""Skip Capital""]",
+"10/31/2022, 2:33:04 AM",ConsenSys,https://www.cbinsights.com/company/consensys,7.0,11/17/2021,2021,New York,United States,Fintech,"[""Third Point"",""Electric Capital"",""Coinbase Ventures""]",
+"10/31/2022, 2:33:03 AM",Gemini,https://www.cbinsights.com/company/gemini-exchange,7.1,11/19/2021,2021,New York,United States,Fintech,"[""Morgan Creek Digital"",""Marcy Venture Partners"",""10T Fund""]",
+"10/31/2022, 2:33:01 AM",Dapper Labs,https://www.cbinsights.com/company/cryptokitties,7.6,3/30/2021,2021,Vancouver,Canada,Internet software & services,"[""Union Square Ventures"",""Venrock"",""Andreessen Horowitz""]",
+"10/31/2022, 2:33:00 AM",Caris Life Sciences,https://www.cbinsights.com/company/caris-diagnostics,7.83,5/12/2021,2021,Irving,United States,Health,"[""Sixth Street Partners"",""OrbiMed Advisors"",""Highland Capital Management""]",
+"10/31/2022, 2:33:00 AM",FalconX,https://www.cbinsights.com/company/falconx,8.0,8/10/2021,2021,San Mateo,United States,Fintech,"[""Tiger Global Management"",""American Express Ventures"",""B Capital Group""]",
+"10/31/2022, 2:33:00 AM",Fireblocks,https://www.cbinsights.com/company/fireblocks,8.0,7/27/2021,2021,New York,United States,Fintech,"[""Tenaya Capital"",""Coatue Management"",""Stripes Group""]",
+"10/31/2022, 2:32:59 AM",Ramp,https://www.cbinsights.com/company/ramp-financial,8.1,3/29/2021,2021,New York,United States,Fintech,"[""D1 Capital Partners"",""Stripe"",""Coatue Management""]",
+"10/31/2022, 2:32:58 AM",Lacework,https://www.cbinsights.com/company/lacework,8.3,1/7/2021,2021,San Jose,United States,Cybersecurity,"[""Sutter Hill Ventures"",""Liberty Global Ventures"",""Coatue Management""]",
+"10/31/2022, 2:32:58 AM",Personio,https://www.cbinsights.com/company/personio,8.5,1/19/2021,2021,Munich,Germany,Internet software & services,"[""Global Founders Capital"",""Nortzone Ventures"",""Picus Capital""]",
+"10/31/2022, 2:32:53 AM",Digital Currency Group,https://www.cbinsights.com/company/digital-currency-group,10.0,11/1/2021,2021,New York,United States,Fintech,"[""Ribbit Capital"",""capitalG"",""Softbank Group""]",
+"10/31/2022, 2:32:51 AM",Weilong,https://www.cbinsights.com/company/weilong,10.88,5/8/2021,2021,Luohe,China,Consumer & retail,"[""Tencent Holdings"",""Hillhouse Capital Management"",""Yunfeng Capital""]",
+"10/31/2022, 2:32:51 AM",Alchemy,https://www.cbinsights.com/company/alchemy-2,10.2,10/28/2021,2021,San Francisco,United States,Fintech,"[""DFJ Growth Fund"",""Coatue Management"",""Addition""]",
+"10/31/2022, 2:32:50 AM",Bolt,https://www.cbinsights.com/company/boltcom,11.0,10/8/2021,2021,San Francisco,United States,Fintech,"[""Activant Capital"",""Tribe Capital"",""General Atlantic""]",
+"10/31/2022, 2:32:49 AM",ZongMu Technology,https://www.cbinsights.com/company/zongmu-technology,11.4,6/3/2021,2021,Shanghai,China,Auto & transportation,"[""LTW Capital"",""Legend Capital"",""Qualcomm Ventures""]",
+"10/31/2022, 2:32:49 AM",Getir,https://www.cbinsights.com/company/getir,11.8,3/26/2021,2021,Istanbul,Turkey,"Supply chain, logistics, & delivery","[""Tiger Global Management"",""Sequoia Capital"",""Revo Capital""]",
+"10/31/2022, 2:32:49 AM",Deel,https://www.cbinsights.com/company/deel,12.0,4/21/2021,2021,San Francisco,United States,Fintech,"[""Andreessen Horowitz"",""Spark Capital"",""Y Combinator""]",
+"10/31/2022, 2:32:48 AM",GoodLeap,https://www.cbinsights.com/company/loanpal,12.0,10/13/2021,2021,Roseville,United States,Internet software & services,"[""New Enterprise Associates"",""BDT Capital Partners"",""Davidson Kempner Capital Management""]",
+"10/31/2022, 2:32:46 AM",OpenSea,https://www.cbinsights.com/company/opensea,13.3,7/20/2021,2021,New York,United States,Internet software & services,"[""Andreessen Horowitz"",""Thirty Five Ventures"",""Sound Ventures""]",
+"10/31/2022, 2:32:45 AM",Blockchain.com,https://www.cbinsights.com/company/blockchain,14.0,2/17/2021,2021,London,United Kingdom,Fintech,"[""Lightspeed Venture Partners"",""Google Ventures"",""Lakestar""]",
+"10/31/2022, 2:32:43 AM",J&T Express,https://www.cbinsights.com/company/jt-express,20.0,4/7/2021,2021,Jakarta,Indonesia,"Supply chain, logistics, & delivery","[""Hillhouse Capital Management"",""Boyu Capital"",""Sequoia Capital China""]",
+"10/31/2022, 2:32:42 AM",FTX,https://www.cbinsights.com/company/ftx,32.0,7/20/2021,2021,,Bahamas,Fintech,"[""Sequoia Capital"",""Thoma Bravo"",""Softbank""]",
+"10/31/2022, 2:36:29 AM",Boom Supersonic,https://www.cbinsights.com/company/boomaero,1.0,12/16/2020,2020,Englewood,United States,Other,"[""WRVI Capital"",""Caffeinated Capital"",""Y Combinator""]",
+"10/31/2022, 2:36:29 AM",Gousto,https://www.cbinsights.com/company/gousto,1.7,11/3/2020,2020,London,United Kingdom,"Supply chain, logistics, & delivery","[""MMC Ventures"",""BGF Ventures"",""Unilever Ventures""]",
+"10/31/2022, 2:36:29 AM",Playco,https://www.cbinsights.com/company/playco,1.0,9/21/2020,2020,Tokyo,Japan,Other,"[""Sozo Ventures"",""Caffeinated Capital"",""Sequoia Capital""]",
+"10/31/2022, 2:36:28 AM",Zwift,https://www.cbinsights.com/company/zwift,1.0,9/16/2020,2020,Long Beach,United States,E-commerce & direct-to-consumer,"[""Novator Partners"",""True"",""Causeway Media Partners""]",
+"10/31/2022, 2:36:28 AM",Infobip,https://www.cbinsights.com/company/infobip,1.0,7/30/2020,2020,Vodnjan,Croatia,Mobile & telecommunications,"[""One Equity Partners""]",
+"10/31/2022, 2:36:28 AM",Orca Bio,https://www.cbinsights.com/company/orca-bio,1.0,6/17/2020,2020,Menlo Park,United States,Health,"[""Lightspeed Venture Partners"",""Data Collective"",""8VC""]",
+"10/31/2022, 2:36:28 AM",Quizlet,https://www.cbinsights.com/company/quizlet,1.0,5/13/2020,2020,San Francisco,United States,Edtech,"[""Union Square Ventures"",""Altos Ventures"",""Costanoa Ventures""]",
+"10/31/2022, 2:36:28 AM",Emerging Markets Property Group,https://www.cbinsights.com/company/emerging-markets-property-group,1.0,4/28/2020,2020,Dubai,United Arab Emirates,Other,"[""OLX Group"",""KCK Group"",""EXOR Seeds""]",
+"10/31/2022, 2:36:27 AM",Hotmart,https://www.cbinsights.com/company/hotmart,1.0,3/17/2020,2020,Amsterdam,Netherlands,E-commerce & direct-to-consumer,"[""Technology Crossover Ventures"",""Alkeon Capital Management"",""General Atlantic""]",
+"10/31/2022, 2:36:27 AM",Alto Pharmacy,https://www.cbinsights.com/company/alto-pharmacy,1.0,1/30/2020,2020,San Francisco,United States,Health,"[""Jackson Square Ventures"",""Greenoaks Capital Management"",""Softbank Group""]",
+"10/31/2022, 2:35:59 AM",Pharmapacks,https://www.cbinsights.com/company/pharmapacks,1.1,11/12/2020,2020,Islandia,United States,E-commerce & direct-to-consumer,"[""The Carlyle Group""]",
+"10/31/2022, 2:35:59 AM",Sisense,https://www.cbinsights.com/company/sisense,1.1,1/9/2020,2020,New York,United States,Data management & analytics,"[""Opus Capital"",""Genesis Partners"",""Battery Ventures""]",
+"10/31/2022, 2:35:55 AM",Venafi,https://www.cbinsights.com/company/venafi,1.15,12/10/2020,2020,Salt Lake City,United States,Cybersecurity,"[""Pelion Venture Partners"",""Foundation Capital"",""Thoma Bravo""]",
+"10/31/2022, 2:35:45 AM",Qumulo,https://www.cbinsights.com/company/qumulo,1.2,7/16/2020,2020,Seattle,United States,Data management & analytics,"[""Madrona Venture Group"",""Kleiner Perkins Caufield & Byers"",""Highland Capital Partners""]",
+"10/31/2022, 2:35:45 AM",Workhuman,https://www.cbinsights.com/company/globoforce,1.2,6/23/2020,2020,Dublin,Ireland,Internet software & services,"[""ICG""]",
+"10/31/2022, 2:35:38 AM",BigID,https://www.cbinsights.com/company/bigid,1.25,12/16/2020,2020,New York,United States,Cybersecurity,"[""BOLDstart Ventures"",""SAP.iO Fund"",""Scale Venture Partners""]",
+"10/31/2022, 2:35:32 AM",Manner,https://www.cbinsights.com/company/manner,1.3,12/24/2020,2020,Shanghai,China,Other,"[""Coatue Management"",""H Capital"",""Capital Today""]",
+"10/31/2022, 2:35:32 AM",Everly Health,https://www.cbinsights.com/company/everlywell,1.3,12/3/2020,2020,Austin,United States,Health,"[""Highland Capital Partners"",""Next Coast Ventures"",""SoGal Ventures""]",
+"10/31/2022, 2:35:31 AM",InSightec,https://www.cbinsights.com/company/insightec,1.3,3/6/2020,2020,Tirat Carmel,Israel,Health,"[""York Capital Management"",""GE Healthcare"",""Koch Disruptive Technologies""]",
+"10/31/2022, 2:35:30 AM",Alzheon,https://www.cbinsights.com/company/alzheon,1.31,9/30/2020,2020,Framingham,United States,Health,"[""ARCH Venture Partners"",""Ally Bridge Group""]",
+"10/31/2022, 2:35:22 AM",Kong,https://www.cbinsights.com/company/mashape,1.4,12/31/2020,2020,San Francisco,United States,Internet software & services,"[""New Enterprise Associates"",""CRV"",""Index Ventures""]",
+"10/31/2022, 2:35:19 AM",Justworks,https://www.cbinsights.com/company/justworks,1.43,1/28/2020,2020,New York,United States,Internet software & services,"[""Index Ventures"",""Thrive Capital"",""Bain Capital Ventures""]",
+"10/31/2022, 2:35:18 AM",Gymshark,https://www.cbinsights.com/company/gymshark,1.45,8/14/2020,2020,Solihull,United Kingdom,E-commerce & direct-to-consumer,"[""General Atlantic""]",
+"10/31/2022, 2:35:06 AM",Zenoti,https://www.cbinsights.com/company/managemyspa,1.5,12/15/2020,2020,Bellevue,United States,Internet software & services,"[""Norwest Venture Partners"",""Accel"",""Tiger Global Management""]",
+"10/31/2022, 2:35:06 AM",Strava,https://www.cbinsights.com/company/strava,1.5,11/16/2020,2020,San Francisco,United States,Internet software & services,"[""Jackson Square Ventures"",""Madrone Capital Partners"",""Sequoia Capital""]",
+"10/31/2022, 2:35:00 AM",GalaxySpace,https://www.cbinsights.com/company/galaxy-space,1.58,11/17/2020,2020,Beijing,China,Mobile & telecommunications,"[""Shunwei Capital Partners"",""5Y Capital"",""Legend Capital""]",
+"10/31/2022, 2:34:36 AM",Everlaw,https://www.cbinsights.com/company/everlaw,2.0,3/10/2020,2020,Oakland,United States,Internet software & services,"[""K9 Ventures"",""Menlo Ventures"",""Andreessen Horowitz""]",
+"10/31/2022, 2:34:33 AM",Apeel Sciences,https://www.cbinsights.com/company/apeel-technologies,2.0,5/26/2020,2020,Goleta,United States,Other,"[""Upfront Ventures"",""Tao Capital Partners"",""Andreessen Horowitz""]",
+"10/31/2022, 2:34:29 AM",ISN,https://www.cbinsights.com/company/isnetworld,2.0,12/17/2020,2020,Dallas,United States,"Supply chain, logistics, & delivery","[""Blackstone""]",
+"10/31/2022, 2:34:28 AM",Virta Health,https://www.cbinsights.com/company/virta-health-corp,2.0,12/2/2020,2020,San Francisco,United States,Health,"[""Caffeinated Capital"",""Obvious Ventures"",""Venrock""]",
+"10/31/2022, 2:34:28 AM",Unqork,https://www.cbinsights.com/company/unqork,2.0,10/6/2020,2020,New York,United States,Fintech,"[""Blackrock"",""capitalG"",""World Lab Innovation""]",
+"10/31/2022, 2:34:28 AM",Xingyun Group,https://www.cbinsights.com/company/xingyun-b2b,2.0,9/24/2020,2020,Shenzhen,China,E-commerce & direct-to-consumer,"[""Matrix Partners China"",""Eastern Bell Capital"",""Hongtai Capital Holdings""]",
+"10/31/2022, 2:34:27 AM",Redis Labs,https://www.cbinsights.com/company/redisdb,2.0,8/25/2020,2020,Mountain View,United States,Data management & analytics,"[""Viola Ventures"",""Dell Technologies Capital"",""Bain Capital Ventures""]",
+"10/31/2022, 2:34:27 AM",Keep,https://www.cbinsights.com/company/keep,2.0,5/19/2020,2020,Beijing,China,Internet software & services,"[""Bertelsmann Asia Investments"",""GGV Capital"",""Morningside Venture Capital""]",
+"10/31/2022, 2:34:27 AM",AppsFlyer,https://www.cbinsights.com/company/appsflyer,2.0,1/21/2020,2020,San Francisco,United States,Mobile & telecommunications,"[""Magma Venture Partners"",""Pitango Venture Capital"",""Qumra Capital""]",
+"10/31/2022, 2:34:22 AM",Eightfold.ai,https://www.cbinsights.com/company/eightfoldai,2.1,10/27/2020,2020,Santa Clara,United States,Internet software & services,"[""Foundation Capital"",""Institutional Venture Partners"",""General Catalyst""]",
+"10/31/2022, 2:34:21 AM",FirstCry,https://www.cbinsights.com/company/brainbees-solutions,2.1,2/7/2020,2020,Pune,India,E-commerce & direct-to-consumer,"[""SoftBank Group"",""SAIF Partners India"",""Valiant Capital Partners""]",
+"10/31/2022, 2:34:20 AM",Qualia,https://www.cbinsights.com/company/qualia-labs,2.17,12/21/2020,2020,San Francisco,United States,Fintech,"[""8VC"",""Menlo Ventures"",""Tiger Global Management""]",
+"10/31/2022, 2:34:20 AM",Hesai Tech,https://www.cbinsights.com/company/hesai-tech,2.18,8/1/2020,2020,Shanghai,China,Artificial intelligence,"[""Lightspeed China Partners"",""Baidu Ventures"",""Qiming Venture Partners""]",
+"10/31/2022, 2:34:18 AM",Dialpad,https://www.cbinsights.com/company/firespotter-labs,2.2,10/6/2020,2020,San Francisco,United States,Internet software & services,"[""Andreessen Horowitz"",""Google Ventures"",""Section 32""]",
+"10/31/2022, 2:34:15 AM",Greenlight,https://www.cbinsights.com/company/greenlight1,2.3,9/24/2020,2020,Atlanta,United States,Fintech,"[""Relay Ventures"",""TTV Capital"",""Canapi Ventures""]",
+"10/31/2022, 2:34:14 AM",Voodoo,https://www.cbinsights.com/company/voodoo,2.31,8/17/2020,2020,Paris,France,Other,"[""Tencent Holdings"",""Goldman Sachs""]",
+"10/31/2022, 2:34:14 AM",Biren Technology,https://www.cbinsights.com/company/biren-techonology,2.32,8/18/2020,2020,Shanghai,China,Hardware,"[""V FUND"",""IDG Capital"",""Green Pine Capital Partners""]",
+"10/31/2022, 2:34:13 AM",Freenome,https://www.cbinsights.com/company/freenome,2.62,8/26/2020,2020,South San Francisco,United States,Health,"[""Andreessen Horowitz"",""Data Collective"",""Roche Venture Fund""]",
+"10/31/2022, 2:34:12 AM",Trumid,https://www.cbinsights.com/company/trumid-holdings,2.4,7/15/2020,2020,New York,United States,Fintech,"[""T. Rowe Price"",""Dragoneer Investment Group"",""BlackRock""]",
+"10/31/2022, 2:34:10 AM",EquipmentShare,https://www.cbinsights.com/company/equipmentshare,2.41,5/1/2020,2020,Columbia,United States,Fintech,"[""Romulus Capital"",""Insight Partners"",""RedBird Capital Partners""]",
+"10/31/2022, 2:34:05 AM",Cato Networks,https://www.cbinsights.com/company/cato-networks,2.5,11/17/2020,2020,Tel Aviv,Israel,Cybersecurity,"[""Aspect Ventures"",""SingTel Innov8"",""Greylock Partners""]",
+"10/31/2022, 2:34:01 AM",o9 Solutions,https://www.cbinsights.com/company/o9-solutions,2.7,4/28/2020,2020,Dallas,United States,Artificial intelligence,"[""KKR""]",
+"10/31/2022, 2:33:57 AM",Loft,https://www.cbinsights.com/company/loft,2.9,1/3/2020,2020,Sao Paulo,Brazil,E-commerce & direct-to-consumer,"[""Monashees+"",""Andreessen Horowitz"",""QED Investors""]",
+"10/31/2022, 2:33:55 AM",Via,https://www.cbinsights.com/company/via-transportation,3.3,3/30/2020,2020,New York,United States,Auto & transportation,"[""83North"",""RiverPark Ventures"",""Pitango Venture Capital""]",
+"10/31/2022, 2:33:54 AM",Podium,https://www.cbinsights.com/company/repdrive,3.0,4/7/2020,2020,Lehi,United States,Internet software & services,"[""Accel"",""Summit Partners"",""Google Ventures""]",
+"10/31/2022, 2:33:50 AM",Forter,https://www.cbinsights.com/company/forter,3.0,11/19/2020,2020,New York,United States,Cybersecurity,"[""Sequoia Capital Israel"",""Scale Venture Partners"",""Commerce Ventures""]",
+"10/31/2022, 2:33:50 AM",ApplyBoard,https://www.cbinsights.com/company/applyboard,3.2,5/5/2020,2020,Kitchener,Canada,Edtech,"[""Artiman Ventures"",""Plug and Play Ventures"",""Anthos Capital""]",
+"10/31/2022, 2:33:48 AM",HighRadius,https://www.cbinsights.com/company/highradius,3.1,1/7/2020,2020,Houston,United States,Fintech,"[""Susquehanna Growth Equity"",""Citi Ventures"",""ICONIQ Capital""]",
+"10/31/2022, 2:33:47 AM",Verkada,https://www.cbinsights.com/company/verkada,3.2,1/29/2020,2020,San Mateo,United States,Cybersecurity,"[""next47"",""First Round Capital"",""Sequoia Capital""]",
+"10/31/2022, 2:33:45 AM",Cars24,https://www.cbinsights.com/company/cars24,3.3,11/24/2020,2020,Gurgaon,India,E-commerce & direct-to-consumer,"[""Moore Strategic Ventures"",""DST Global"",""Sequoia Capital India""]",
+"10/31/2022, 2:33:44 AM",Komodo Health,https://www.cbinsights.com/company/komodo-health,3.3,5/22/2020,2020,San Francisco,United States,Health,"[""Andreessen Horowitz"",""IA Ventures"",""Felicis Ventures""]",
+"10/31/2022, 2:33:43 AM",ECARX,https://www.cbinsights.com/company/ecarx,3.31,10/26/2020,2020,Wuhan,China,Auto & transportation,"[""Geely"",""SIG Asia Investments"",""China State Capital Venture Capital Fund""]",
+"10/31/2022, 2:33:42 AM",Unacademy,https://www.cbinsights.com/company/unacademy,3.44,9/2/2020,2020,Bengaluru,India,Edtech,"[""Blume Ventures"",""Nexus Venture Partners"",""Sequoia Capital India""]",
+"10/31/2022, 2:33:40 AM",Tekion,https://www.cbinsights.com/company/tekio,3.5,10/21/2020,2020,San Ramon,United States,Internet software & services,"[""Airbus Ventures"",""Index Ventures"",""Advent International""]",
+"10/31/2022, 2:33:40 AM",Mirakl,https://www.cbinsights.com/company/mirakl,3.5,9/22/2020,2020,Paris,France,E-commerce & direct-to-consumer,"[""Elaia Partners"",""83North"",""Felix Capital""]",
+"10/31/2022, 2:33:39 AM",HyalRoute,https://www.cbinsights.com/company/hyalroute,3.5,5/26/2020,2020,,Singapore,Mobile & telecommunications,"[""Kuang-Chi""]",
+"10/31/2022, 2:33:38 AM",Course Hero,https://www.cbinsights.com/company/course-hero,3.6,2/12/2020,2020,Redwood City,United States,Edtech,"[""NewView Capital"",""Maveron"",""Ridge Ventures""]",
+"10/31/2022, 2:33:38 AM",Applied Intuition,https://www.cbinsights.com/company/applied-intuition,3.6,10/22/2020,2020,Sunnyvale,United States,Auto & transportation,"[""Andreessen Horowitz"",""Lux Capital"",""General Catalyst""]",
+"10/31/2022, 2:33:38 AM",Whoop,https://www.cbinsights.com/company/bobo-analytics,3.6,10/28/2020,2020,Boston,United States,E-commerce & direct-to-consumer,"[""NextView Ventures"",""Promus Ventures"",""Two Sigma Ventures""]",
+"10/31/2022, 2:33:36 AM",GOAT,https://www.cbinsights.com/company/grubwithus,3.7,9/23/2020,2020,Culver City,United States,E-commerce & direct-to-consumer,"[""Upfront Ventures"",""Webb Investment Network"",""D1 Capital Partners""]",
+"10/31/2022, 2:33:35 AM",VAST Data,https://www.cbinsights.com/company/vast-data,3.7,4/16/2020,2020,New York,United States,Data management & analytics,"[""Norwest Venture Partners"",""Goldman Sachs"",""Dell Technologies Capital""]",
+"10/31/2022, 2:33:34 AM",MessageBird,https://www.cbinsights.com/company/messagebird,3.8,10/8/2020,2020,Amsterdam,Netherlands,Mobile & telecommunications,"[""Y Combinator"",""Atomico"",""Accel""]",
+"10/31/2022, 2:33:32 AM",Farmers Business Network,https://www.cbinsights.com/company/farmers-business-network,4.0,8/3/2020,2020,San Carlos,United States,Other,"[""Blackrock"",""Kleiner Perkins Caulfield & Byers"",""Google Ventures""]",
+"10/31/2022, 2:33:32 AM",ClickUp,https://www.cbinsights.com/company/clickup,4.0,12/15/2020,2020,San Diego,United States,Internet software & services,"[""Georgian Partners"",""Craft Ventures""]",
+"10/31/2022, 2:33:31 AM",Olive,https://www.cbinsights.com/company/crosschx,4.0,12/1/2020,2020,Columbus,United States,Health,"[""Drive Capital"",""General Catalyst"",""Ascension Ventures""]",
+"10/31/2022, 2:33:30 AM",Patreon,https://www.cbinsights.com/company/patreon,4.0,9/2/2020,2020,San Francisco,United States,Internet software & services,"[""Index Ventures"",""Thrive Capital"",""CRV""]",
+"10/31/2022, 2:33:27 AM",Skydance Media,https://www.cbinsights.com/company/skydance-media,4.0,2/11/2020,2020,Santa Monica,United States,Other,"[""RedBird Capital Partners"",""CJ ENM"",""Tencent Holdings""]",
+"10/31/2022, 2:33:25 AM",Relativity Space,https://www.cbinsights.com/company/relativity-space,4.2,11/23/2020,2020,Inglewood,United States,Other,"[""Playground Global"",""Bond"",""Tribe Capital""]",
+"10/31/2022, 2:33:24 AM",Arctic Wolf Networks,https://www.cbinsights.com/company/arctic-wolf-networks,4.3,10/22/2020,2020,Eden Prairie,United States,Cybersecurity,"[""Lightspeed Venture Partners"",""Redpoint Ventures"",""Viking Global Investors""]",
+"10/31/2022, 2:33:24 AM",WeRide,https://www.cbinsights.com/company/jingchi,4.4,12/23/2020,2020,Guangzhou,China,Auto & transportation,"[""Atop Capital"",""IDInvest Partners"",""Qiming Venture Partners""]",
+"10/31/2022, 2:33:21 AM",Lyra Health,https://www.cbinsights.com/company/lyra-health,5.85,8/25/2020,2020,Burlingame,United States,Health,"[""Greylock Partners"",""Venrock"",""Providence Ventures""]",
+"10/31/2022, 2:33:19 AM",Creditas,https://www.cbinsights.com/company/bankfacil,4.8,12/18/2020,2020,Sao Paulo,Brazil,Fintech,"[""Kaszek Ventures"",""Amadeus Capital Partners"",""Quona Capital""]",
+"10/31/2022, 2:33:18 AM",VerSe Innovation(Dailyhunt),https://www.cbinsights.com/company/eterno-infotech-pvt-ltd,5.0,12/22/2020,2020,Bengaluru,India,Internet software & services,"[""Falcon Edge Capital"",""Omidyar Network"",""Sequoia Capital India""]",
+"10/31/2022, 2:33:17 AM",Pine Labs,https://www.cbinsights.com/company/pine-labs,5.0,1/24/2020,2020,Noida,India,Fintech,"[""Sequoia Capital India"",""Temasek"",""PayPal Ventures""]",
+"10/31/2022, 2:33:16 AM",Moon Active,https://www.cbinsights.com/company/moon-active-1,5.0,1/26/2020,2020,Tel Aviv,Israel,Mobile & telecommunications,"[""Insight Partners"",""Andalusian Capital Partners""]",
+"10/31/2022, 2:33:15 AM",Howden Group Holdings,https://www.cbinsights.com/company/hyperion-insurance-group,5.0,9/29/2020,2020,London,United Kingdom,Other,"[""General Atlantic"",""3i Group"",""Huagai Capital""]",
+"10/31/2022, 2:33:13 AM",C6 Bank,https://www.cbinsights.com/company/c6-bank,5.05,12/2/2020,2020,Sao Paulo,Brazil,Fintech,"[""Credit Suisse""]",
+"10/31/2022, 2:33:12 AM",FiveTran,https://www.cbinsights.com/company/fivetran,5.6,6/30/2020,2020,Oakland,United States,Data management & analytics,"[""Matrix Partners"",""Andreessen Horowitz"",""General Catalyst""]",
+"10/31/2022, 2:33:11 AM",Postman,https://www.cbinsights.com/company/postman,5.6,6/11/2020,2020,San Francisco,United States,Internet software & services,"[""Nexus Venture Partners"",""CRV"",""Insight Partners""]",
+"10/31/2022, 2:33:10 AM",Cityblock Health,https://www.cbinsights.com/company/cityblock-health,5.7,12/10/2020,2020,Brooklyn,United States,Health,"[""Thrive Capital"",""Maverick Ventures"",""Redpoint Ventures""]",
+"10/31/2022, 2:33:09 AM",Attentive,https://www.cbinsights.com/company/attentive-mobile,5.99,9/23/2020,2020,Hoboken,United States,Mobile & telecommunications,"[""NextView Ventures"",""Eniac Ventures"",""Sequoia Capital""]",
+"10/31/2022, 2:33:08 AM",Better.com,https://www.cbinsights.com/company/better,6.0,11/10/2020,2020,New York,United States,Fintech,"[""Pine Brook"",""American Express Ventures"",""Kleiner Perkins Caufield & Byers""]",
+"10/31/2022, 2:33:06 AM",Mollie,https://www.cbinsights.com/company/mollie,6.5,9/8/2020,2020,Amsterdam,Netherlands,Fintech,"[""Technology Crossover Ventures""]",
+"10/31/2022, 2:33:06 AM",National Stock Exchange of India,https://www.cbinsights.com/company/national-stock-exchange-of-india,6.5,7/1/2020,2020,Mumbai,India,Fintech,"[""TA Associates"",""SoftBank Group"",""GS Growth""]",
+"10/31/2022, 2:33:05 AM",SVOLT,https://www.cbinsights.com/company/svolt,6.51,6/8/2020,2020,Changzhou,China,Auto & transportation,"[""IDG Capital"",""Bank Of China Group Investment,"",""SDIC CMC Investment Management""]",
+"10/31/2022, 2:33:04 AM",Ro,https://www.cbinsights.com/company/roman-health-ventures,7.0,7/27/2020,2020,New York,United States,Health,"[""Initialized Capital"",""General Catalyst"",""SignalFire""]",
+"10/31/2022, 2:33:03 AM",Gong,https://www.cbinsights.com/company/gong,7.25,8/12/2020,2020,Palo Alto,United States,Artificial intelligence,"[""Norwest Venture Partners"",""Next World Capital"",""Wing Venture Capital""]",
+"10/31/2022, 2:33:02 AM",Razorpay,https://www.cbinsights.com/company/razorpay-software,7.5,10/11/2020,2020,Bengaluru,India,Fintech,"[""Sequoia Capital India"",""Tiger Global Management"",""Matrix Partners India""]",
+"10/31/2022, 2:33:01 AM",Hopin,https://www.cbinsights.com/company/hopin,7.75,11/10/2020,2020,London,United Kingdom,Internet software & services,"[""Accel"",""Northzone Ventures"",""Institutional Venture Partners""]",
+"10/31/2022, 2:32:59 AM",Tipalti,https://www.cbinsights.com/company/tipalti,8.3,10/6/2020,2020,San Mateo,United States,Fintech,"[""01 Advisors"",""Zeev Ventures"",""Group 11""]",
+"10/31/2022, 2:32:57 AM",Chainalysis,https://www.cbinsights.com/company/chainalysis,8.6,11/23/2020,2020,New York,United States,Fintech,"[""Addition"",""Benhcmark"",""Accel""]",
+"10/31/2022, 2:32:56 AM",Snyk,https://www.cbinsights.com/company/snyk,8.6,1/21/2020,2020,Boston,United States,Cybersecurity,"[""BOLDstart Ventures"",""Google Ventures"",""Accel""]",
+"10/31/2022, 2:32:56 AM",Kavak,https://www.cbinsights.com/company/kavak,8.7,10/1/2020,2020,Lerma de Villada,Mexico,E-commerce & direct-to-consumer,"[""DST Global"",""SoftBank Group"",""Mountain Nazca""]",
+"10/31/2022, 2:32:54 AM",Klaviyo,https://www.cbinsights.com/company/klaviyo,9.2,11/17/2020,2020,Boston,United States,Internet software & services,"[""Summit Partners"",""Accel"",""Astral Capital""]",
+"10/31/2022, 2:32:53 AM",Thrasio,https://www.cbinsights.com/company/thrasio,10.0,7/15/2020,2020,Walpole,United States,E-commerce & direct-to-consumer,"[""Upper90"",""RiverPark Ventures"",""Advent International""]",
+"10/31/2022, 2:32:52 AM",Notion Labs,https://www.cbinsights.com/company/notion-labs,10.0,4/1/2020,2020,San Francisco,United States,Internet software & services,"[""Index Ventures"",""Draft Ventures"",""Felicis Ventures""]",
+"10/31/2022, 2:32:50 AM",Rippling,https://www.cbinsights.com/company/rippling,11.25,8/4/2020,2020,San Francisco,United States,Internet software & services,"[""Initialized Capital"",""Y Combinator"",""Kleiner Perkins Caufield & Byers""]",
+"10/31/2022, 2:32:48 AM",Xingsheng Selected,https://www.cbinsights.com/company/xingsheng-youxuan,12.0,7/22/2020,2020,Changsha,China,E-commerce & direct-to-consumer,"[""KKR"",""Tencent Holdings"",""Sequoia Capital China""]",
+"10/31/2022, 2:32:45 AM",Yuanqi Senlin,https://www.cbinsights.com/company/yuanqi-senlin,15.0,3/1/2020,2020,Beijing,China,Consumer & retail,"[""Sequoia Capital China"",""Longfor Capitalm"",""Gaorong Capital""]",
+"10/31/2022, 2:32:45 AM",goPuff,https://www.cbinsights.com/company/gopuff,15.0,10/8/2020,2020,Philadelphia,United States,"Supply chain, logistics, & delivery","[""Accel"",""Softbank Group"",""Anthos Capital""]",
+"10/31/2022, 2:36:27 AM",KK Group,https://www.cbinsights.com/company/kkguancom,3.0,10/23/2019,2019,Dongguan,China,E-commerce & direct-to-consumer,"[""Matrix Partners China"",""Bright Venture Capita"",""Shenzhen Capital Group""]",
+"10/31/2022, 2:36:27 AM",EBANX,https://www.cbinsights.com/company/ebanx,1.0,10/16/2019,2019,Curitiba,Brazil,Fintech,"[""FTV Capital"",""Endeavor""]",
+"10/31/2022, 2:36:26 AM",Numbrs,https://www.cbinsights.com/company/numbrs,1.0,8/22/2019,2019,Zurich,Switzerland,Fintech,"[""Investment Corporation of Dubai"",""Centralway""]",
+"10/31/2022, 2:36:26 AM",C2FO,https://www.cbinsights.com/company/c2fo,1.0,8/7/2019,2019,Leawood,United States,Fintech,"[""Union Square Ventures"",""Summerhill Venture Partners"",""Mithril Capital Management""]",
+"10/31/2022, 2:36:26 AM",Ibotta,https://www.cbinsights.com/company/ibotta,1.0,8/6/2019,2019,Denver,United States,Fintech,"[""Koch Disruptive Technologies"",""Teamworthy Ventures"",""GGV Capital""]",
+"10/31/2022, 2:36:26 AM",Meero,https://www.cbinsights.com/company/meero,1.0,6/18/2019,2019,Paris,France,Artificial intelligence,"[""Aglae Ventures"",""Global Founders Capital"",""Alven Capital""]",
+"10/31/2022, 2:36:26 AM",Yanolja,https://www.cbinsights.com/company/yanolja,1.0,6/10/2019,2019,Seoul,South Korea,Travel,"[""SBI Investment Korea"",""Partners Investment"",""GIC""]",
+"10/31/2022, 2:36:25 AM",KnowBox,https://www.cbinsights.com/company/knowbox,1.0,5/30/2019,2019,Beijing,China,Edtech,"[""TAL Education Group"",""Legend Star"",""Alibaba Group""]",
+"10/31/2022, 2:36:25 AM",SITECH DEV,https://www.cbinsights.com/company/sitech-dev,1.0,5/16/2019,2019,Guiyang,China,Other,"[""China Prosperity Capital""]",
+"10/31/2022, 2:36:25 AM",VTS,https://www.cbinsights.com/company/view-the-space,1.0,5/7/2019,2019,New York,United States,Internet software & services,"[""Trinity Ventures"",""Fifth Wall Ventures"",""OpenView Venture Partners""]",
+"10/31/2022, 2:36:25 AM",Poizon,https://www.cbinsights.com/company/du,1.0,4/29/2019,2019,Shanghai,China,Mobile & telecommunications,"[""DST Global"",""Sequoia Capital China"",""Gaorong Capital""]",
+"10/31/2022, 2:36:25 AM",Intellifusion,https://www.cbinsights.com/company/yuntian-lifei-technology,1.0,3/22/2019,2019,Shenzhen,China,Artificial intelligence,"[""BOC International"",""TopoScend Capital"",""Hongxiu VC""]",
+"10/31/2022, 2:36:24 AM",Ynsect,https://www.cbinsights.com/company/ynsect,1.0,2/21/2019,2019,Evry,France,Other,"[""Astanor Ventures"",""Upfront Ventures"",""IDInvest Partners""]",
+"10/31/2022, 2:36:24 AM",Globality,https://www.cbinsights.com/company/globality,1.0,1/22/2019,2019,Menlo Park,United States,Artificial intelligence,"[""SoftBank Group""]",
+"10/31/2022, 2:36:09 AM",Aprogen,https://www.cbinsights.com/company/aprogen,1.04,5/31/2019,2019,Seongnam-Si,South Korea,Health,"[""Lindeman Asia Investment"",""Nichi-Iko Pharmaceutical""]",
+"10/31/2022, 2:36:08 AM",Instabase,https://www.cbinsights.com/company/instabase,1.05,10/21/2019,2019,San Francisco,United States,Data management & analytics,"[""New Enterprise Associates"",""Greylock Partners"",""Andreessen Horowitz""]",
+"10/31/2022, 2:36:07 AM",Rivigo,https://www.cbinsights.com/company/rivigo,1.07,7/11/2019,2019,Gurgaon,India,"Supply chain, logistics, & delivery","[""SAIF Partners India"",""Warburg Pincus"",""Trifecta Capital Advisors""]",
+"10/31/2022, 2:35:58 AM",Ivalua,https://www.cbinsights.com/company/ivalua,1.1,5/21/2019,2019,Redwood City,United States,Fintech,"[""Ardian"",""Tiger Global Management"",""KKR""]",
+"10/31/2022, 2:35:58 AM",GetYourGuide,https://www.cbinsights.com/company/getyourguide,1.1,5/16/2019,2019,Berlin,Germany,Travel,"[""Spark Capital"",""Highland Europe"",""Sunstone Capital""]",
+"10/31/2022, 2:35:56 AM",TELD,https://www.cbinsights.com/company/teld,1.12,12/16/2019,2019,Qingdao,China,Fintech,"[""China Reform Fund"",""Gaopeng Capital"",""Jinhui Xingye""]",
+"10/31/2022, 2:35:53 AM",Yimidida,https://www.cbinsights.com/company/yimidida,1.17,1/14/2019,2019,Shanghai,China,"Supply chain, logistics, & delivery","[""Source Code Capital"",""Global Logistic Properties"",""K2VC""]",
+"10/31/2022, 2:35:53 AM",Mininglamp Technology,https://www.cbinsights.com/company/mininglamp,1.19,3/27/2019,2019,Beijing,China,Artificial intelligence,"[""Russia-China Investment Fund"",""Tencent Holdings"",""Sequoia Capital China""]",
+"10/31/2022, 2:35:45 AM",Glossier,https://www.cbinsights.com/company/into-the-gloss,1.65,3/19/2019,2019,New York,United States,Consumer & retail,"[""Forerunner Ventures"",""Institutional Venture Partners"",""Thrive Capital""]",
+"10/31/2022, 2:35:37 AM",OVO Energy,https://www.cbinsights.com/company/ovo-energy,1.28,2/14/2019,2019,Bristol,United Kingdom,Other,"[""Mitsubishi Corporation"",""Mayfair Equity Partners""]",
+"10/31/2022, 2:35:31 AM",The Brandtech Group,https://www.cbinsights.com/company/you-mr-jones,1.3,11/19/2019,2019,New York,United States,Other,"[""Undisclosed""]",
+"10/31/2022, 2:35:30 AM",Tongdun Technology,https://www.cbinsights.com/company/tongdun-technology,1.32,4/25/2019,2019,Hangzhou,China,Cybersecurity,"[""Advantech Capital"",""Temasek Holdings Ltd."",""Tiantu Capital Co.""]",
+"10/31/2022, 2:35:22 AM",Away,https://www.cbinsights.com/company/away,1.4,5/15/2019,2019,New York,United States,E-commerce & direct-to-consumer,"[""Global Founders Capital"",""Comcast Ventures"",""Forerunner Ventures""]",
+"10/31/2022, 2:35:17 AM",Ouyeel,https://www.cbinsights.com/company/ouyeel,1.45,6/27/2019,2019,Shanghai,China,Internet software & services,"[""Taigang Venture Capital""]",
+"10/31/2022, 2:35:16 AM",Bordrin Motors,https://www.cbinsights.com/company/bordrin-motors,1.48,6/3/2019,2019,Shanghai,China,Auto & transportation,"[""China Grand Prosperity Investment"",""CSC Group""]",
+"10/31/2022, 2:35:16 AM",Yipin Shengxian,https://www.cbinsights.com/company/yipin-shengxian,1.49,3/11/2019,2019,Hefei,China,E-commerce & direct-to-consumer,"[""Eastern Bell Capital"",""Capital Today"",""Longzhu Capital""]",
+"10/31/2022, 2:35:05 AM",Collective Health,https://www.cbinsights.com/company/collective-health,1.5,6/17/2019,2019,San Francisco,United States,Fintech,"[""New Enterprise Associates"",""Founders Fund"",""Google Ventures""]",
+"10/31/2022, 2:35:02 AM",Carzone,https://www.cbinsights.com/company/carzone,1.52,3/1/2019,2019,Jiangsu,China,E-commerce & direct-to-consumer,"[""Alibaba Group,Co-Stone Venture Capital"",""Buhuo Venture Capital""]",
+"10/31/2022, 2:35:01 AM",Baiwang,https://www.cbinsights.com/company/baiwang,1.55,3/25/2019,2019,Beijing,China,Fintech,"[""Guozhong Venture Capital Management"",""Shenzhen Capital Group"",""Oriental Fortune Capital""]",
+"10/31/2022, 2:34:58 AM",ezCater,https://www.cbinsights.com/company/ezcater,1.6,4/2/2019,2019,Boston,United States,"Supply chain, logistics, & delivery","[""Insight Venture Partners"",""ICONIQ Capital"",""Launchpad Venture Group""]",
+"10/31/2022, 2:34:45 AM",Lightricks,https://www.cbinsights.com/company/lightricks-ltd,1.8,7/31/2019,2019,Jerusalem,Israel,Artificial intelligence,"[""Viola Ventures"",""Insight Partners"",""ClalTech"",""Goldman Sachs""]",
+"10/31/2022, 2:34:44 AM",ENOVATE,https://www.cbinsights.com/company/dearcc,1.85,4/15/2019,2019,Shanghai,China,Auto & transportation,"[""Automobile Industry Guidance Fund""]",
+"10/31/2022, 2:34:42 AM",eDaili,https://www.cbinsights.com/company/edaili,1.9,2/1/2019,2019,Shanghai,China,E-commerce & direct-to-consumer,"[""K2VC"",""Lightspeed China Partners"",""Sky9 Capital""]",
+"10/31/2022, 2:34:37 AM",Trax,https://www.cbinsights.com/company/trax-technology-solutions,2.0,7/22/2019,2019,,Singapore,Artificial intelligence,"[""Hopu Investment Management"",""Boyu Capital"",""DC Thomson Ventures""]",
+"10/31/2022, 2:34:34 AM",SmartNews,https://www.cbinsights.com/company/smartnews,2.0,8/5/2019,2019,Tokyo,Japan,Mobile & telecommunications,"[""Japan Post Capital"",""Globis Capital Partners"",""Atomico""]",
+"10/31/2022, 2:34:32 AM",OCSiAl,https://www.cbinsights.com/company/ocsial,2.0,3/4/2019,2019,Leudelange,Luxembourg,Other,"[""A&NN"",""Rusnano""]",
+"10/31/2022, 2:34:32 AM",Loggi,https://www.cbinsights.com/company/loggi,2.0,6/5/2019,2019,Sao Paulo,Brazil,"Supply chain, logistics, & delivery","[""Qualcomm Ventures"",""SoftBank Group. Monashees+""]",
+"10/31/2022, 2:34:27 AM",Kujiale,https://www.cbinsights.com/company/kujiale,2.0,10/25/2019,2019,Hangzhou,China,Internet software & services,"[""GGV Capital"",""IDG Capital"",""Linear Venture""]",
+"10/31/2022, 2:34:27 AM",Druva,https://www.cbinsights.com/company/druva,2.0,6/20/2019,2019,Sunnyvale,United States,Data management & analytics,"[""Nexus Venture Partners"",""Tenaya Capital"",""Sequoia Capital""]",
+"10/31/2022, 2:34:26 AM",Mafengwo,https://www.cbinsights.com/company/mafengwocn,2.0,5/23/2019,2019,Beijing,China,Travel,"[""Qiming Venture Partners"",""Capital Today"",""General Atlantic""]",
+"10/31/2022, 2:34:26 AM",Kaseya,https://www.cbinsights.com/company/kaseya,2.0,3/27/2019,2019,Miami,United States,Cybersecurity,"[""Insight Partners"",""TPG Alternative & Renewable Technologies"",""Ireland Strategic Investment Fund""]",
+"10/31/2022, 2:34:26 AM",Calm,https://www.cbinsights.com/company/calmcom,2.0,2/6/2019,2019,San Francisco,United States,Internet software & services,"[""Insight Venture Partners"",""TPG Growth"",""Sound Ventures""]",
+"10/31/2022, 2:34:19 AM",Huaqin Telecom Technology,https://www.cbinsights.com/company/huaqin-telecom-technology,2.19,10/8/2019,2019,Shanghai,China,Mobile & telecommunications,"[""Zhangjiang Haocheng Venture Capital"",""Walden International"",""Intel Capital""]",
+"10/31/2022, 2:34:18 AM",Gympass,https://www.cbinsights.com/company/gympass,2.2,6/12/2019,2019,New York,United States,Internet software & services,"[""General Atlantic"",""SoftBank Group"",""Atomico""]",
+"10/31/2022, 2:34:17 AM",MUSINSA,https://www.cbinsights.com/company/musinsa,2.2,11/11/2019,2019,Seoul,South Korea,E-commerce & direct-to-consumer,"[""Sequoia Capital""]",
+"10/31/2022, 2:34:15 AM",Motive,https://www.cbinsights.com/company/keeptruckin,2.85,4/23/2019,2019,San Francisco,United States,"Supply chain, logistics, & delivery","[""Google Ventures"",""Index Ventures"",""Scale Venture Partners""]",
+"10/31/2022, 2:34:11 AM",PolicyBazaar,https://www.cbinsights.com/company/policybazaar,2.4,5/6/2019,2019,Gurgaon,India,Fintech,"[""Info Edge"",""Softbank Capital""]",
+"10/31/2022, 2:34:10 AM",Cybereason,https://www.cbinsights.com/company/cybereason,2.44,8/6/2019,2019,Boston,United States,Cybersecurity,"[""SoftBank Group"",""CRV"",""Spark Capital""]",
+"10/31/2022, 2:34:02 AM",Pendo,https://www.cbinsights.com/company/pendoio,2.6,10/17/2019,2019,Raleigh,United States,Internet software & services,"[""Contour Venture Partners"",""Battery Ventures"",""Core Capital Partners""]",
+"10/31/2022, 2:33:58 AM",Zipline,https://www.cbinsights.com/company/romotive,2.8,5/20/2019,2019,South San Francisco,United States,"Supply chain, logistics, & delivery","[""Sequoia Capital"",""Baillie Gifford & Co."",""Google Ventures""]",
+"10/31/2022, 2:33:57 AM",Workrise,https://www.cbinsights.com/company/rigup,2.9,9/30/2019,2019,Austin,United States,Internet software & services,"[""Founders Fund"",""Quantum Energy Partners"",""Bedrock Capital""]",
+"10/31/2022, 2:33:57 AM",OpenAI,https://www.cbinsights.com/company/openai,2.92,7/22/2019,2019,San Francisco,United States,Artificial intelligence,"[""Khosla Ventures""]",
+"10/31/2022, 2:33:56 AM",Kraken,https://www.cbinsights.com/company/payward,2.92,6/25/2019,2019,San Francisco,United States,Fintech,"[""Bnk To The Future"",""Trammell Ventures"",""SBI Investment""]",
+"10/31/2022, 2:33:51 AM",CMR Surgical,https://www.cbinsights.com/company/cambridge-medical-robotics,3.0,9/17/2019,2019,Cambridge,United Kingdom,Health,"[""Cambridge Innovation Capital"",""LGT Capital Partners"",""Escala Capital""]",
+"10/31/2022, 2:33:50 AM",Wildlife Studios,https://www.cbinsights.com/company/wildlife-studios,3.0,12/5/2019,2019,Sao Paulo,Brazil,Other,"[""Benchmark"",""Bessemer Venture Partners""]",
+"10/31/2022, 2:33:50 AM",FlixMobility,https://www.cbinsights.com/company/fixbus,3.0,7/18/2019,2019,Munich,Germany,Auto & transportation,"[""Holtzbrinck Ventures"",""Unternehmertum Venture Capital"",""General Atlantic""]",
+"10/31/2022, 2:33:44 AM",Scopely,https://www.cbinsights.com/company/scopely,3.3,10/29/2019,2019,Culver City,United States,Mobile & telecommunications,"[""Greycroft"",""Sands Capital"",""Revolution Growth""]",
+"10/31/2022, 2:33:43 AM",Sila Nanotechnologies,https://www.cbinsights.com/company/sila-nanotechnologies,3.3,4/16/2019,2019,Alameda,United States,Other,"[""Bessemer Venture Partners"",""Sutter Hill Ventures"",""Matrix Partners""]",
+"10/31/2022, 2:33:41 AM",Acronis,https://www.cbinsights.com/company/acronis,3.5,9/18/2019,2019,Schaffhausen,Switzerland,Cybersecurity,"[""Goldman Sachs"",""VebVentures"",""Insight Partners""]",
+"10/31/2022, 2:33:34 AM",StockX,https://www.cbinsights.com/company/stockx,3.8,6/26/2019,2019,Detroit,United States,E-commerce & direct-to-consumer,"[""Google Ventures"",""Battery Ventures"",""DST Global""]",
+"10/31/2022, 2:33:29 AM",Next Insurance,https://www.cbinsights.com/company/next-insurance,4.0,10/7/2019,2019,Palo Alto,United States,Fintech,"[""Zeev Ventures"",""Ribbit Capital"",""TLV Partners""]",
+"10/31/2022, 2:33:29 AM",Impossible Foods,https://www.cbinsights.com/company/impossible-foods,4.0,5/13/2019,2019,Redwood City,United States,Consumer & retail,"[""Khosla Ventures"",""Horizons Ventures"",""Temasek Holdings""]",
+"10/31/2022, 2:33:25 AM",Miaoshou Doctor,https://www.cbinsights.com/company/miaoshou-doctor,4.25,6/27/2019,2019,Beijing,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""Qiming Venture Partners"",""Tencent Holdings""]",
+"10/31/2022, 2:33:24 AM",Guild Education,https://www.cbinsights.com/company/guild-education,4.4,11/13/2019,2019,Denver,United States,Internet software & services,"[""General Atlantic"",""Blackstone"",""ICONIQ Growth""]",
+"10/31/2022, 2:33:24 AM",Outreach,https://www.cbinsights.com/company/componentlab,4.4,4/16/2019,2019,Seattle,United States,Internet software & services,"[""Mayfield Fund"",""M12"",""Trinity Ventures""]",
+"10/31/2022, 2:33:23 AM",Lenskart,https://www.cbinsights.com/company/valyoo-technologies,4.5,12/20/2019,2019,Faridabad,India,E-commerce & direct-to-consumer,"[""Chiratae Ventures"",""PremjiInvest"",""Softbank""]",
+"10/31/2022, 2:33:23 AM",wefox,https://www.cbinsights.com/company/financefox,4.5,3/5/2019,2019,Berlin,Germany,Fintech,"[""Salesforce Ventures"",""Seedcamp"",""OMERS Ventures""]",
+"10/31/2022, 2:33:22 AM",Vinted,https://www.cbinsights.com/company/vinted,4.53,11/27/2019,2019,Vilnius,Lithuania,E-commerce & direct-to-consumer,"[""Accel"",""Insight Partners"",""Burda Principal Investments""]",
+"10/31/2022, 2:33:21 AM",Checkr,https://www.cbinsights.com/company/checkr,4.6,9/19/2019,2019,San Francisco,United States,Internet software & services,"[""Y Combinator"",""Accel"",""T. Rowe Price""]",
+"10/31/2022, 2:33:21 AM",Dataiku,https://www.cbinsights.com/company/dataiku,4.6,12/4/2019,2019,New York,United States,Artificial intelligence,"[""Alven Capital"",""FirstMark Capital"",""capitalG""]",
+"10/31/2022, 2:33:20 AM",Anduril,https://www.cbinsights.com/company/anduril,4.6,9/11/2019,2019,Irvine,United States,Artificial intelligence,"[""Andreessen Horowitz"",""Founders Fund"",""Revolution Ventures""]",
+"10/31/2022, 2:33:17 AM",Icertis,https://www.cbinsights.com/company/icertis,5.0,7/17/2019,2019,Bellevue,United States,Artificial intelligence,"[""Eight Roads Ventures"",""Greycroft"",""Ignition Partners""]",
+"10/31/2022, 2:33:17 AM",Ola Electric Mobility,https://www.cbinsights.com/company/ola-electric-mobility,5.0,7/2/2019,2019,Bengaluru,India,Auto & transportation,"[""SoftBank Group"",""Tiger Global Management"",""Matrix Partners India""]",
+"10/31/2022, 2:33:15 AM",WM Motor,https://www.cbinsights.com/company/wm-motor,5.0,3/8/2019,2019,Shanghai,China,Auto & transportation,"[""Baidu Capital"",""Linear Venture"",""Tencent""]",
+"10/31/2022, 2:33:15 AM",Horizon Robotics,https://www.cbinsights.com/company/horizon-robotics,5.0,2/27/2019,2019,Beijing,China,Artificial intelligence,"[""Hillhouse Capital Management"",""Linear Venture"",""Morningside Venture Capital""]",
+"10/31/2022, 2:33:14 AM",Airwallex,https://www.cbinsights.com/company/airwallex,5.5,3/25/2019,2019,Melbourne,Australia,Fintech,"[""DST Global"",""Sequoia Capital China"",""Tencent Holdings""]",
+"10/31/2022, 2:33:13 AM",QuintoAndar,https://www.cbinsights.com/company/quintoandar,5.1,9/9/2019,2019,Campinas,Brazil,E-commerce & direct-to-consumer,"[""Kaszek Ventures"",""General Atlantic"",""SoftBank Group""]",
+"10/31/2022, 2:33:13 AM",OneTrust,https://www.cbinsights.com/company/onetrust,5.1,7/11/2019,2019,Atlanta,United States,Internet software & services,"[""Insight Partners""]",
+"10/31/2022, 2:33:12 AM",Collibra,https://www.cbinsights.com/company/collibra,5.25,1/29/2019,2019,Brussels,Belgium,Data management & analytics,"[""Index Ventures"",""Battery Ventures"",""ICONIQ Capital""]",
+"10/31/2022, 2:33:07 AM",DataRobot,https://www.cbinsights.com/company/datarobot,6.3,7/29/2019,2019,Boston,United States,Artificial intelligence,"[""New Enterprise Associates"",""Accomplice"",""IA Ventures""]",
+"10/31/2022, 2:33:06 AM",Doctolib,https://www.cbinsights.com/company/doctolib,6.4,3/19/2019,2019,Paris,France,Health,"[""BPI France"",""Kerala Ventures"",""Accel""]",
+"10/31/2022, 2:33:02 AM",Argo AI,https://www.cbinsights.com/company/argo-ai,7.25,7/12/2019,2019,Pittsburgh,United States,Auto & transportation,"[""Volkswagen Group"",""Ford Autonomous Vehicles""]",
+"10/31/2022, 2:33:02 AM",Scale AI,https://www.cbinsights.com/company/scale,7.3,8/5/2019,2019,San Francisco,United States,Artificial intelligence,"[""Accel"",""Y Combinator"",""Index Ventures""]",
+"10/31/2022, 2:33:02 AM",Carta,https://www.cbinsights.com/company/eshares,7.4,5/6/2019,2019,San Francisco,United States,Fintech,"[""Menlo Ventures"",""Spark Capital"",""Union Square Ventures""]",
+"10/31/2022, 2:32:59 AM",Dream11,https://www.cbinsights.com/company/dream11,8.0,4/9/2019,2019,Mumbai,India,Internet software & services,"[""Kaalari Capital"",""Tencent Holdings"",""Steadview Capital""]",
+"10/31/2022, 2:32:58 AM",SumUp,https://www.cbinsights.com/company/sumup,8.5,7/16/2019,2019,London,United Kingdom,Fintech,"[""American Express Ventures"",""Goldman Sachs"",""Bain Capital Credit""]",
+"10/31/2022, 2:32:57 AM",Nuro,https://www.cbinsights.com/company/nuro-ai,8.6,2/11/2019,2019,Mountain View,United States,Auto & transportation,"[""SoftBank Group"",""Greylock Partners"",""Gaorong Capital""]",
+"10/31/2022, 2:32:56 AM",Rapyd,https://www.cbinsights.com/company/rapyd,8.75,12/3/2019,2019,London,United Kingdom,Fintech,"[""Target Global"",""General Catalyst"",""Durable Capital Partners""]",
+"10/31/2022, 2:32:55 AM",Northvolt,https://www.cbinsights.com/company/northvolt,9.08,6/12/2019,2019,Stockholm,Sweden,Other,"[""Vattenfall"",""Volkswagen Group"",""Goldman Sachs""]",
+"10/31/2022, 2:32:54 AM",N26,https://www.cbinsights.com/company/number26,9.23,1/10/2019,2019,Berlin,Germany,Fintech,"[""Redalpine Venture Partners"",""Earlybird Venture Capital"",""Valar Ventures""]",
+"10/31/2022, 2:32:54 AM",HEYTEA,https://www.cbinsights.com/company/heytea,9.28,7/1/2019,2019,Shenzhen,China,Other,"[""Sequoia Capital China"",""Tencent Investment"",""BA Capital""]",
+"10/31/2022, 2:32:51 AM",Lalamove,https://www.cbinsights.com/company/easyvan-hong-kong-limited,10.0,2/21/2019,2019,Cheung Sha Wan,Hong Kong,"Supply chain, logistics, & delivery","[""MindWorks Ventures"",""Shunwei Capital Partners"",""Xiang He Capital""]",
+"10/31/2022, 2:32:47 AM",Faire,https://www.cbinsights.com/company/faire-1,12.59,10/30/2019,2019,San Francisco,United States,Artificial intelligence,"[""Khosla Ventures"",""Forerunner Ventures"",""Sequoia Capital""]",
+"10/31/2022, 2:32:46 AM",Grammarly,https://www.cbinsights.com/company/grammarly,13.0,10/10/2019,2019,San Francisco,United States,Internet software & services,"[""General Catalyst"",""Institutional Venture Partners"",""Breyer Capital""]",
+"10/31/2022, 2:32:45 AM",Ripple,https://www.cbinsights.com/company/ripple-labs,15.0,12/20/2019,2019,San Francisco,United States,Fintech,"[""IDG Capital"",""Venture51"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:32:42 AM",Chime,https://www.cbinsights.com/company/chimecard,25.0,3/5/2019,2019,San Francisco,United States,Fintech,"[""Forerunner Ventures"",""Crosslink Capital"",""Homebrew""]",
+"10/31/2022, 2:32:41 AM",Databricks,https://www.cbinsights.com/company/databricks,38.0,2/5/2019,2019,San Francisco,United States,Data management & analytics,"[""Andreessen Horowitz"",""New Enterprise Associates"",""Battery Ventures""]",
+"10/31/2022, 2:32:40 AM",Checkout.com,https://www.cbinsights.com/company/checkoutcom,40.0,5/2/2019,2019,London,United Kingdom,Fintech,"[""Tiger Global Management"",""Insight Partners"",""DST Global""]",
+"10/31/2022, 2:36:24 AM",REEF Technology,https://www.cbinsights.com/company/parkjockey,1.0,12/10/2018,2018,Miami,United States,"Supply chain, logistics, & delivery","[""Target Global"",""UBS Asset Management"",""Mubadala Capital""]",
+"10/31/2022, 2:36:24 AM",BitFury,https://www.cbinsights.com/company/bitfury-group,1.0,11/6/2018,2018,Amsterdam,Netherlands,Hardware,"[""Georgian Co-Investment Fund"",""iTech Capital"",""Galaxy Digital""]",
+"10/31/2022, 2:36:23 AM",TERMINUS Technology,https://www.cbinsights.com/company/terminus-technologies,1.0,10/25/2018,2018,Beijing,China,Hardware,"[""China Everbright Limited"",""IDG Capital"",""iFLYTEK""]",
+"10/31/2022, 2:36:23 AM",Omio,https://www.cbinsights.com/company/goeuro,1.0,10/23/2018,2018,Berlin,Germany,Travel,"[""Lakestar"",""Battery Ventures"",""New Enterprise Associates""]",
+"10/31/2022, 2:36:23 AM",Hosjoy,https://www.cbinsights.com/company/hosjoy,1.0,10/18/2018,2018,Nanjing,China,E-commerce & direct-to-consumer,"[""U.S.-China Green Fund"",""Founder H Fund"",""Richland Equities""]",
+"10/31/2022, 2:36:23 AM",Momenta,https://www.cbinsights.com/company/momenta,1.0,10/17/2018,2018,Beijing,China,Artificial intelligence,"[""Sinovation Ventures"",""Tencent Holdings"",""Sequoia Capital China""]",
+"10/31/2022, 2:36:22 AM",Tresata,https://www.cbinsights.com/company/tresata,1.0,10/10/2018,2018,Charlotte,United States,Fintech,"[""GCP Capital Partners""]",
+"10/31/2022, 2:36:22 AM",Banma Network Technologies,https://www.cbinsights.com/company/banma-zhixing,1.0,9/13/2018,2018,Shanghai,China,Auto & transportation,"[""Yunfeng Capital"",""SDIC Innovation Investment Management"",""Shang Qi Capital""]",
+"10/31/2022, 2:36:22 AM",FlashEx,https://www.cbinsights.com/company/shansong-express,1.0,8/27/2018,2018,Beijing,China,"Supply chain, logistics, & delivery","[""Prometheus Capital"",""Matrix Partners China"",""JD Capital Management""]",
+"10/31/2022, 2:36:22 AM",Wacai,https://www.cbinsights.com/company/wacai,1.0,7/18/2018,2018,Hangzhou,China,Mobile & telecommunications,"[""Qiming Venture Partners"",""China Broadband Capital"",""CDH Investments""]",
+"10/31/2022, 2:36:21 AM",Pat McGrath Labs,https://www.cbinsights.com/company/pat-mcgrath-labs,1.0,7/16/2018,2018,New York,United States,Consumer & retail,"[""One Luxury Group"",""Eurazeo""]",
+"10/31/2022, 2:36:21 AM",Movile,https://www.cbinsights.com/company/movile,1.0,7/12/2018,2018,Sao Paulo,Brazil,Mobile & telecommunications,"[""Innova Capital - FIP"",""3G Capital Management"",""Prosus Ventures""]",
+"10/31/2022, 2:36:21 AM",MediaMath,https://www.cbinsights.com/company/mediamath,1.0,7/10/2018,2018,New York,United States,Internet software & services,"[""Silicon Valley Bank"",""QED Investors"",""European Founders Fund""]",
+"10/31/2022, 2:36:21 AM",LinkDoc Technology,https://www.cbinsights.com/company/linkdoc-technology,1.0,7/5/2018,2018,Beijing,China,Health,"[""China Investment Corporation"",""New Enterprise Associates""]",
+"10/31/2022, 2:36:21 AM",China Cloud,https://www.cbinsights.com/company/china-cloud-technology-service,1.0,6/11/2018,2018,Wuxi,China,Hardware,"[""V Star Capital"",""GF Xinde Investment Management Co."",""Haitong Leading Capital Management""]",
+"10/31/2022, 2:36:20 AM",Huike Group,https://www.cbinsights.com/company/uniquedu,1.0,5/24/2018,2018,Beijing,China,Edtech,"[""Fosun RZ Capital"",""Oceanwide Holdings"",""Shenzhen Qianhe Capital Management Co.""]",
+"10/31/2022, 2:36:20 AM",HMD Global,https://www.cbinsights.com/company/hmd-global,1.0,5/21/2018,2018,Espoo,Finland,Mobile & telecommunications,"[""Ginko Ventures""]",
+"10/31/2022, 2:36:20 AM",Dxy.cn,https://www.cbinsights.com/company/dxy,1.0,4/10/2018,2018,Hangzhou,China,Health,"[""Tencent Holdings"",""DCM Ventures""]",
+"10/31/2022, 2:36:10 AM",Leap Motor,https://www.cbinsights.com/company/leap-motor,1.01,11/20/2018,2018,Hangzhou,China,Auto & transportation,"[""Sequoia Capital China"",""Gopher Asset Management"",""Shanghai Electric Group""]",
+"10/31/2022, 2:36:10 AM",OrCam Technologies,https://www.cbinsights.com/company/orcam-technologies,1.03,2/20/2018,2018,Jerusalem,Israel,Artificial intelligence,"[""Intel Capital"",""Aviv Venture Capital""]",
+"10/31/2022, 2:36:06 AM",Nxin,https://www.cbinsights.com/company/nxin,1.08,9/18/2018,2018,Beijing,China,Internet software & services,"[""Beijing Juneng Hesheng Industry Investment Fund"",""Beijing Shuju Xinrong Fund""]",
+"10/31/2022, 2:35:54 AM",Tuhu,https://www.cbinsights.com/company/lantu-information-technology,1.16,9/15/2018,2018,Shanghai,China,Auto & transportation,"[""Qiming Venture Partners"",""Yaxia Automobile"",""Far East Horizon""]",
+"10/31/2022, 2:35:44 AM",Fair,https://www.cbinsights.com/company/faircom,1.2,12/20/2018,2018,Santa Monica,United States,Auto & transportation,"[""CreditEase Fintech Investment Fund"",""BMW i Ventures"",""SoftBank Group""]",
+"10/31/2022, 2:35:37 AM",WTOIP,https://www.cbinsights.com/company/wtoip,1.27,4/8/2018,2018,Guangzhou,China,Internet software & services,"[""Dark Horse Technology Group"",""Hopu Investment Management"",""Kefa Capital""]",
+"10/31/2022, 2:35:37 AM",Intercom,https://www.cbinsights.com/company/intercom,1.28,3/27/2018,2018,San Francisco,United States,Internet software & services,"[""FirstMark Capital"",""Tiger Global Management""]",
+"10/31/2022, 2:35:30 AM",Unisound,https://www.cbinsights.com/company/unisound,1.31,7/19/2018,2018,Beijing,China,Artificial intelligence,"[""Qiming Venture Partners"",""China Internet Investment Fund"",""Qualcomm Ventures""]",
+"10/31/2022, 2:35:30 AM",GPclub,https://www.cbinsights.com/company/gpclub,1.32,10/22/2018,2018,Seoul,South Korea,Other,"[""Goldman Sachs""]",
+"10/31/2022, 2:35:28 AM",Klook,https://www.cbinsights.com/company/klook,1.35,8/7/2018,2018,Central,Hong Kong,Travel,"[""Sequoia Capital China"",""Goldman Sachs"",""Matrix Partners China""]",
+"10/31/2022, 2:35:28 AM",DeepBlue Technology,https://www.cbinsights.com/company/quixmart,1.35,4/16/2018,2018,Shanghai,China,Artificial intelligence,"[""DESUN Capital"",""Yunfeng Capital"",""Meridian Capital""]",
+"10/31/2022, 2:35:21 AM",Hive Box,https://www.cbinsights.com/company/hive-box,1.4,1/23/2018,2018,Shenzhen,China,"Supply chain, logistics, & delivery","[""Eastern Bell Capital"",""SF Holding Co"",""STO Express""]",
+"10/31/2022, 2:35:21 AM",Cabify,https://www.cbinsights.com/company/cabify,1.4,1/22/2018,2018,Madrid,Spain,Auto & transportation,"[""Seaya Ventures"",""Otter Rock Capital"",""Rakuten""]",
+"10/31/2022, 2:35:17 AM",Juma Peisong,https://www.cbinsights.com/company/juma-peisong,1.45,11/26/2018,2018,Chengdu,China,"Supply chain, logistics, & delivery","[""Ding Xiang Capital"",""New Hope Fund"",""Sino-Ocean Capital""]",
+"10/31/2022, 2:35:17 AM",Coocaa,https://www.cbinsights.com/company/coocaa,1.45,3/16/2018,2018,Shenzhen,China,Hardware,"[""Baidu"",""Tencent Holdings""]",
+"10/31/2022, 2:35:05 AM",Cambridge Mobile Telematics,https://www.cbinsights.com/company/cambridge-mobile-telematics,1.5,12/19/2018,2018,Cambridge,United States,Auto & transportation,"[""SoftBank Group""]",
+"10/31/2022, 2:35:05 AM",Yijiupi,https://www.cbinsights.com/company/yi-jiu-pi,1.5,9/20/2018,2018,Beijing,China,Consumer & retail,"[""Source Code Capital"",""Meituan Dianping"",""Tencent Holdings""]",
+"10/31/2022, 2:35:05 AM",JOLLY Information Technology,https://www.cbinsights.com/company/jolly-information-technology,1.5,5/29/2018,2018,Hangzhou,China,E-commerce & direct-to-consumer,"[""Legend Capital"",""CDH Investments"",""Sequoia Capital China""]",
+"10/31/2022, 2:34:54 AM",Cao Cao Mobility,https://www.cbinsights.com/company/caocao,1.6,1/17/2018,2018,Hangzhou,China,Auto & transportation,"[""People Electrical Appliance Group China"",""Zhongrong International Trust""]",
+"10/31/2022, 2:34:52 AM",Jusfoun Big Data,https://www.cbinsights.com/company/jusfoun-big-data,1.62,7/9/2018,2018,Beijing,China,Data management & analytics,"[""Boxin Capital"",""DT Capital Partners"",""IDG Capital""]",
+"10/31/2022, 2:34:48 AM",PAX,https://www.cbinsights.com/company/ploom,1.7,10/22/2018,2018,San Francisco,United States,Consumer & retail,"[""Tao Capital Partners"",""Global Asset Capital"",""Tiger Global Management""]",
+"10/31/2022, 2:34:47 AM",Harry's,https://www.cbinsights.com/company/harrys-razor-company,1.7,2/16/2018,2018,New York,United States,Consumer & retail,"[""Thrive Capital"",""Tiger Global Management"",""Temasek""]",
+"10/31/2022, 2:34:46 AM",AIWAYS,https://www.cbinsights.com/company/aiways,1.78,4/16/2018,2018,Shanghai,China,Auto & transportation,"[""Jiangsu Sha Steel Group"",""Shanghai Puyin Industry"",""Funa Yuanchuang Technology""]",
+"10/31/2022, 2:34:40 AM",Geek+,https://www.cbinsights.com/company/geek-,2.0,11/21/2018,2018,Beijing,China,Hardware,"[""Volcanics Ventures"",""Vertex Ventures China"",""Warburg Pincus""]",
+"10/31/2022, 2:34:26 AM",4Paradigm,https://www.cbinsights.com/company/4paradigm,2.0,12/19/2018,2018,Beijing,China,Artificial intelligence,"[""Sequoia Capital China"",""China Construction Bank"",""Bank of China""]",
+"10/31/2022, 2:34:25 AM",Formlabs,https://www.cbinsights.com/company/formlabs,2.0,8/1/2018,2018,Somerville,United States,Hardware,"[""Pitango Venture Capital"",""DFJ Growth Fund"",""Foundry Group""]",
+"10/31/2022, 2:34:25 AM",Preferred Networks,https://www.cbinsights.com/company/preferred-networks,2.0,5/17/2018,2018,Tokyo,Japan,Artificial intelligence,"[""Toyota Motor Corporation"",""Mizuho Financial Group"",""FANUC""]",
+"10/31/2022, 2:34:20 AM",YITU Technology,https://www.cbinsights.com/company/yitu-technology,2.17,3/8/2018,2018,Shanghai,China,Artificial intelligence,"[""Sequoia Capital China"",""Banyan Capital""]",
+"10/31/2022, 2:34:17 AM",NuCom Group,https://www.cbinsights.com/company/nucom-grou,2.2,2/22/2018,2018,Unterfoehring,Germany,Other,"[""General Atlantic""]",
+"10/31/2022, 2:34:16 AM",Zume,https://www.cbinsights.com/company/zume-pizza,2.25,11/1/2018,2018,Mountain View,United States,Consumer & retail,"[""Softbank Group"",""AME Cloud Ventures"",""SignalFire""]",
+"10/31/2022, 2:34:04 AM",BYTON,https://www.cbinsights.com/company/future-mobility,2.5,4/20/2018,2018,Nanjing,China,Auto & transportation,"[""FAW Group"",""Tencent Holdings"",""Tus Holdings""]",
+"10/31/2022, 2:34:03 AM",Xinchao Media,https://www.cbinsights.com/company/xinchao-media,2.0,4/9/2018,2018,Chengdu,China,Internet software & services,"[""JD.com"",""Baidu"",""Vision Plus Capital""]",
+"10/31/2022, 2:34:00 AM",Tradeshift,https://www.cbinsights.com/company/tradeshift,2.7,5/30/2018,2018,San Francisco,United States,Fintech,"[""Notion Capital"",""Scentan Ventures"",""Kite Ventures""]",
+"10/31/2022, 2:33:59 AM",Graphcore,https://www.cbinsights.com/company/graphcore,2.77,12/18/2018,2018,Bristol,United Kingdom,Artificial intelligence,"[""Dell Technologies Capital"",""Pitango Venture Capital"",""Amadeus Capital Partners""]",
+"10/31/2022, 2:33:53 AM",Seismic,https://www.cbinsights.com/company/seismic-software,3.0,12/18/2018,2018,San Diego,United States,Internet software & services,"[""Jackson Square Ventures"",""General Atlantic"",""Lightspeed Venture Partners""]",
+"10/31/2022, 2:33:50 AM",Zuoyebang,https://www.cbinsights.com/company/zuoyebang,3.0,7/18/2018,2018,Beijing,China,Edtech,"[""Sequoia Capital China"",""Xiang He Capital"",""GGV Capital""]",
+"10/31/2022, 2:33:49 AM",Circle,https://www.cbinsights.com/company/circle-internet-financial,3.0,5/15/2018,2018,Boston,United States,Fintech,"[""General Catalyst"",""Digital Currency Group"",""Accel""]",
+"10/31/2022, 2:33:48 AM",Udaan,https://www.cbinsights.com/company/udaan,3.1,9/4/2018,2018,Bengaluru,India,"Supply chain, logistics, & delivery","[""DST Global"",""Lightspeed Venture Partners"",""Microsoft ScaleUp""]",
+"10/31/2022, 2:33:42 AM",Youxia Motors,https://www.cbinsights.com/company/youxia,3.35,4/2/2018,2018,Shanghai,China,Auto & transportation,"[""China Environmental Protection Industry"",""China Fortune Ocean""]",
+"10/31/2022, 2:33:35 AM",Cohesity,https://www.cbinsights.com/company/cohesity,3.7,6/11/2018,2018,San Jose,United States,Data management & analytics,"[""SoftBank Group"",""Sequoia Capital"",""Wing Venture Capital""]",
+"10/31/2022, 2:33:35 AM",Convoy,https://www.cbinsights.com/company/convoy,3.8,9/21/2018,2018,Seattle,United States,"Supply chain, logistics, & delivery","[""Greylock Partners"",""capitalG"",""Y Combinator""]",
+"10/31/2022, 2:33:33 AM",Medlinker,https://www.cbinsights.com/company/medlinker,3.92,7/31/2018,2018,Chengdu,China,Health,"[""China Health Industry Investment Fund"",""China Renaissance"",""and Sequoia Capital China""]",
+"10/31/2022, 2:33:32 AM",Branch,https://www.cbinsights.com/company/branch-metrics,4.0,9/10/2018,2018,Redwood City,United States,Mobile & telecommunications,"[""New Enterprise Associates"",""Pear"",""Cowboy Ventures""]",
+"10/31/2022, 2:33:32 AM",Cerebras Systems,https://www.cbinsights.com/company/cerebras-systems,4.0,11/14/2018,2018,Los Altos,United States,Hardware,"[""Benchmark"",""Foundation Capital"",""Sequoia Capital""]",
+"10/31/2022, 2:33:29 AM",Radiology Partners,https://www.cbinsights.com/company/radiology-partners,4.0,2/26/2018,2018,El Segundo,United States,Health,"[""New Enterprise Associates"",""Starr Investment Holdings""]",
+"10/31/2022, 2:33:29 AM",Greensill,https://www.cbinsights.com/company/greensill,4.0,7/16/2018,2018,London,United Kingdom,Fintech,"[""SoftBank Group"",""General Atlantic""]",
+"10/31/2022, 2:33:27 AM",Dataminr,https://www.cbinsights.com/company/dataminr,4.1,6/4/2018,2018,New York,United States,Artificial intelligence,"[""Venrock"",""Institutional Venture Partners"",""Goldman Sachs""]",
+"10/31/2022, 2:33:25 AM",ThoughtSpot,https://www.cbinsights.com/company/thoughtspot,4.2,5/8/2018,2018,Sunnyvale,United States,Internet software & services,"[""Lightspeed Venture Partners"",""Khosla Ventures"",""Geodesic Capital""]",
+"10/31/2022, 2:33:23 AM",Monzo,https://www.cbinsights.com/company/mondo,4.5,10/31/2018,2018,London,United Kingdom,Fintech,"[""Passion Capital"",""Thrive Capital"",""Orange Digital Ventures""]",
+"10/31/2022, 2:33:14 AM",Toss,https://www.cbinsights.com/company/viva-republica-co-ltd,6.38,12/9/2018,2018,Seoul,South Korea,Fintech,"[""Bessemer Venture Partners"",""Qualcomm Ventures"",""Kleiner Perkins Caufield & Byers""]",
+"10/31/2022, 2:33:14 AM",Hello TransTech,https://www.cbinsights.com/company/hellobike,5.0,6/1/2018,2018,Shanghai,China,Auto & transportation,"[""Ant Financial Services Group"",""GGV Capital""]",
+"10/31/2022, 2:33:12 AM",Rappi,https://www.cbinsights.com/company/rappi,5.25,8/31/2018,2018,Bogota,Colombia,"Supply chain, logistics, & delivery","[""DST Global"",""Andreessen Horowitz"",""Sequoia Capital"",""Redpoint e.ventures""]",
+"10/31/2022, 2:33:09 AM",Easyhome,https://www.cbinsights.com/company/easyhome,5.78,2/12/2018,2018,Beijing,China,Consumer & retail,"[""Alibaba Group"",""Boyu Capital"",""Borui Capital""]",
+"10/31/2022, 2:33:07 AM",Upgrade,https://www.cbinsights.com/company/upgrade,6.28,2/12/2018,2018,San Francisco,United States,Fintech,"[""Union Square Ventures"",""Ribbit Capital"",""VY Capital""]",
+"10/31/2022, 2:33:05 AM",Ziroom,https://www.cbinsights.com/company/ziroom,6.6,1/17/2018,2018,Beijing,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""Warburg Pincus"",""General Catalyst""]",
+"10/31/2022, 2:33:04 AM",Automation Anywhere,https://www.cbinsights.com/company/automation-anywhere,6.8,7/2/2018,2018,San Jose,United States,Artificial intelligence,"[""General Atlantic"",""Goldman Sachs"",""New Enterprise Associates""]",
+"10/31/2022, 2:33:01 AM",Netskope,https://www.cbinsights.com/company/netskope,7.5,11/13/2018,2018,Santa Clara,United States,Cybersecurity,"[""Lightspeed Venture Partners"",""Social Capital"",""Accel""]",
+"10/31/2022, 2:33:00 AM",Flexport,https://www.cbinsights.com/company/flexport,8.0,4/30/2018,2018,San Francisco,United States,"Supply chain, logistics, & delivery","[""Bloomberg Beta"",""Founders Fund"",""First Round Capital""]",
+"10/31/2022, 2:32:59 AM",Tempus,https://www.cbinsights.com/company/tempus,8.1,3/21/2018,2018,Chicago,United States,Health,"[""New Enterprise Associates"",""T. Rowe Associates"",""Lightbank""]",
+"10/31/2022, 2:32:58 AM",Bolt,https://www.cbinsights.com/company/taxify,8.4,5/29/2018,2018,Tallinn,Estonia,Auto & transportation,"[""Didi Chuxing"",""Diamler"",""TMT Investments""]",
+"10/31/2022, 2:32:57 AM",Pony.ai,https://www.cbinsights.com/company/ponyai,8.5,7/11/2018,2018,Fremont,United States,Artificial intelligence,"[""Sequoia Capital China"",""IDG Capital"",""DCM Ventures""]",
+"10/31/2022, 2:32:56 AM",OYO Rooms,https://www.cbinsights.com/company/oravel-stays,9.0,9/25/2018,2018,Gurugram,India,Travel,"[""SoftBank Group"",""Sequoia Capital India,Lightspeed India Partners""]",
+"10/31/2022, 2:32:55 AM",TripActions,https://www.cbinsights.com/company/tripactions,9.2,11/8/2018,2018,Palo Alto,United States,Travel,"[""Andreessen Horowitz"",""Lightspeed Venture Partners"",""Zeev Ventures""]",
+"10/31/2022, 2:32:53 AM",ServiceTitan,https://www.cbinsights.com/company/servicetitan,9.5,11/14/2018,2018,Glendale,United States,Internet software & services,"[""Bessemer Venture Partners"",""ICONIQ Capital"",""Battery Ventures""]",
+"10/31/2022, 2:32:53 AM",OutSystems,https://www.cbinsights.com/company/outsystem,9.5,6/5/2018,2018,Boston,United States,Internet software & services,"[""KKR"",""ES Ventures"",""North Bridge Growth Equity""]",
+"10/31/2022, 2:32:52 AM",Talkdesk,https://www.cbinsights.com/company/talkdesk,10.0,10/3/2018,2018,San Francisco,United States,Internet software & services,"[""DJF"",""Salesforce Ventures"",""Storm Ventures""]",
+"10/31/2022, 2:32:51 AM",Swiggy,https://www.cbinsights.com/company/swiggy,10.7,6/21/2018,2018,Bengaluru,India,"Supply chain, logistics, & delivery","[""Accel India"",""SAIF Partners"",""Norwest Venture Partners""]",
+"10/31/2022, 2:32:49 AM",Airtable,https://www.cbinsights.com/company/formagrid,11.7,11/15/2018,2018,San Francisco,United States,Internet software & services,"[""Caffeinated Capital"",""CRV"",""Founder Collective""]",
+"10/31/2022, 2:32:48 AM",Biosplice Therapeutics,https://www.cbinsights.com/company/samumed,12.0,8/6/2018,2018,San Diego,United States,Health,"[""Vickers Venture Partners"",""IKEA GreenTech""]",
+"10/31/2022, 2:32:48 AM",Bitmain Technologies,https://www.cbinsights.com/company/bitmain-technologies,12.0,7/6/2018,2018,Beijing,China,Hardware,"[""Coatue Management"",""Sequoia Capital China"",""IDG Capital""]",
+"10/31/2022, 2:32:47 AM",Brex,https://www.cbinsights.com/company/brex,12.3,10/5/2018,2018,San Francisco,United States,Fintech,"[""DST Global"",""Ribbit Capital"",""Greenoaks Capital Management""]",
+"10/31/2022, 2:32:47 AM",Devoted Health,https://www.cbinsights.com/company/devoted-health,12.6,10/16/2018,2018,Waltham,United States,Health,"[""Andreessen Horowitz"",""F-Prime Capital"",""Venrock""]",
+"10/31/2022, 2:32:46 AM",Celonis,https://www.cbinsights.com/company/celonis1,13.0,6/26/2018,2018,Munich,Germany,Data management & analytics,"[""Accel"",""83North""]",
+"10/31/2022, 2:32:46 AM",Plaid,https://www.cbinsights.com/company/plaid-technologies,13.5,12/11/2018,2018,San Francisco,United States,Fintech,"[""New Enterprise Associates"",""Spar Capital"",""Index Ventures""]",
+"10/31/2022, 2:32:44 AM",Discord,https://www.cbinsights.com/company/hammer-chisel,15.0,4/20/2018,2018,San Francisco,United States,Internet software & services,"[""Benchmark"",""Greylock Partners"",""Tencent Holdings""]",
+"10/31/2022, 2:32:41 AM",Epic Games,https://www.cbinsights.com/company/epic-games,31.5,10/26/2018,2018,Cary,United States,Other,"[""Tencent Holdings"",""KKR"",""Smash Ventures""]",
+"10/31/2022, 2:32:41 AM",Revolut,https://www.cbinsights.com/company/revolut,33.0,4/26/2018,2018,London,United Kingdom,Fintech,"[""index Ventures"",""DST Global"",""Ribbit Capital""]",
+"10/31/2022, 2:32:40 AM",Canva,https://www.cbinsights.com/company/canva,40.0,1/8/2018,2018,Surry Hills,Australia,Internet software & services,"[""Sequoia Capital China"",""Blackbird Ventures"",""Matrix Partners""]",
+"10/31/2022, 2:32:39 AM",SHEIN,https://www.cbinsights.com/company/shein,100.0,7/3/2018,2018,Shenzhen,China,E-commerce & direct-to-consumer,"[""Tiger Global Management"",""Sequoia Capital China"",""Shunwei Capital Partners""]",
+"10/31/2022, 2:36:19 AM",Maimai,https://www.cbinsights.com/company/maimaicn,1.0,11/15/2017,2017,Beijing,China,Mobile & telecommunications,"[""Morningside Venture Capital"",""IDG Capital"",""DCM Ventures""]",
+"10/31/2022, 2:36:19 AM",WeLab,https://www.cbinsights.com/company/welab-limited,1.0,11/8/2017,2017,,Hong Kong,Fintech,"[""Sequoia Capital China"",""ING"",""Alibaba Entrepreneurs Fund""]",
+"10/31/2022, 2:36:19 AM",Revolution Precrafted,https://www.cbinsights.com/company/revolution-precrafted,1.0,10/23/2017,2017,Manila,Philippines,Other,"[""K2 Global"",""500 Startups""]",
+"10/31/2022, 2:36:19 AM",YH Global,https://www.cbinsights.com/company/yh-global,1.0,9/21/2017,2017,Shenzhen,China,"Supply chain, logistics, & delivery","[""Co-Energy Finance"",""Grandland""]",
+"10/31/2022, 2:36:19 AM",Cell C,https://www.cbinsights.com/company/cellc,1.0,8/7/2017,2017,Midrand,South Africa,Mobile & telecommunications,"[""Blue Label Telecoms"",""Net1 UEPS Technologies""]",
+"10/31/2022, 2:36:18 AM",DianRong,https://www.cbinsights.com/company/dianrong,1.0,8/2/2017,2017,Shanghai,China,E-commerce & direct-to-consumer,"[""Standard Chartered"",""FinSight Ventures"",""Affirma Capital""]",
+"10/31/2022, 2:36:18 AM",Zhaogang,https://www.cbinsights.com/company/zhaogang,1.0,6/29/2017,2017,Shanghai,China,E-commerce & direct-to-consumer,"[""K2 Ventures"",""Matrix Partners China"",""IDG Capital""]",
+"10/31/2022, 2:36:18 AM",Modernizing Medicine,https://www.cbinsights.com/company/modernizing-medicine,1.0,5/10/2017,2017,Boca Raton,United States,Health,"[""Warburg Pincus"",""Summit Partners"",""Sands Capital""]",
+"10/31/2022, 2:36:18 AM",Zhuan Zhuan,https://www.cbinsights.com/company/zhuan-zhuan-app,1.0,4/18/2017,2017,Beijing,China,E-commerce & direct-to-consumer,"[""58.com"",""Tencent Holdings""]",
+"10/31/2022, 2:36:17 AM",Mobvoi,https://www.cbinsights.com/company/mobvoi,1.0,4/6/2017,2017,Beijing,China,Consumer & retail,"[""Sequoia Capital China"",""SIG Asia Investments"",""ZhenFund""]",
+"10/31/2022, 2:36:07 AM",Radius Payment Solutions,https://www.cbinsights.com/company/radius-payments-solutions,1.07,11/27/2017,2017,Crewe,United Kingdom,Fintech,"[""Inflexion Private Equity""]",
+"10/31/2022, 2:35:53 AM",Luoji Siwei,https://www.cbinsights.com/company/logical-thinking,1.18,7/20/2017,2017,Beijing,China,Edtech,"[""Sequoia Capital China"",""Qiming Venture Partners"",""Tencent Holdings""]",
+"10/31/2022, 2:35:42 AM",BrewDog,https://www.cbinsights.com/company/brewdog,1.24,4/10/2017,2017,Aberdeen,United Kingdom,Consumer & retail,"[""TSG Consumer Partners"",""Crowdcube""]",
+"10/31/2022, 2:35:38 AM",Kuaikan Manhua,https://www.cbinsights.com/company/kuaikan-manhua,1.25,12/1/2017,2017,Beijing,China,Internet software & services,"[""Sequoia Capital China"",""CMC Capital Partners"",""Tencent Holdings""]",
+"10/31/2022, 2:35:31 AM",HeartFlow,https://www.cbinsights.com/company/heartflow,1.3,12/4/2017,2017,Redwood City,United States,Health,"[""BlueCross BlueShield Venture Partners"",""US Venture Partners""]",
+"10/31/2022, 2:35:21 AM",Yidian Zixun,https://www.cbinsights.com/company/particle,1.4,10/17/2017,2017,Beijing,China,Mobile & telecommunications,"[""Phoenix New Media"",""Tianjin Haihe Industry Fund""]",
+"10/31/2022, 2:35:21 AM",Symphony,https://www.cbinsights.com/company/symphony-communication-services-holdings,1.4,5/16/2017,2017,New York,United States,Fintech,"[""BNP Paribas"",""Goldman Sachs"",""Google""]",
+"10/31/2022, 2:35:05 AM",XiaoZhu,https://www.cbinsights.com/company/xiaozhu,1.5,11/1/2017,2017,Beijing,China,Travel,"[""Morningside Ventures"",""Capital Today"",""JOY Capital""]",
+"10/31/2022, 2:35:04 AM",Changingedu,https://www.cbinsights.com/company/changingedu,1.5,10/30/2017,2017,Shanghai,China,Edtech,"[""Trustbridge Partners"",""IDG Capital"",""Sequoia Capital China""]",
+"10/31/2022, 2:35:04 AM",DT Dream,https://www.cbinsights.com/company/dt-dream,1.5,6/8/2017,2017,Hangzhou,China,Data management & analytics,"[""Alibaba Group"",""China Everbright Investment Management"",""Yinxinggu Capital""]",
+"10/31/2022, 2:35:02 AM",Ximalaya FM,https://www.cbinsights.com/company/tao-zui,1.52,9/22/2017,2017,Shanghai,China,Mobile & telecommunications,"[""China Creation Ventures"",""Sierra Ventures"",""Xingwang Investment Management""]",
+"10/31/2022, 2:34:54 AM",Afiniti,https://www.cbinsights.com/company/afiniti,1.6,4/14/2017,2017,Hamilton,Bermuda,Artificial intelligence,"[""GAM Holding""]",
+"10/31/2022, 2:34:42 AM",InVision,https://www.cbinsights.com/company/invisionapp,1.9,11/1/2017,2017,New York,United States,Internet software & services,"[""FirstMark Capital"",""Tiger Global Management"",""ICONIQ Capital""]",
+"10/31/2022, 2:34:25 AM",Quora,https://www.cbinsights.com/company/quora,2.0,4/21/2017,2017,Mountain View,United States,Internet software & services,"[""Y Combinator"",""Matrix Partners"",""Benchmark""]",
+"10/31/2022, 2:34:10 AM",Cgtz,https://www.cbinsights.com/company/cgtz,2.41,2/21/2017,2017,Hangzhou,China,Fintech,"[""Shunwei Capital Partners"",""China Media Group"",""Guangzhou Huiyin Aofeng Equity Investment Fund""]",
+"10/31/2022, 2:34:04 AM",Vista Global,https://www.cbinsights.com/company/vista-global,2.5,8/23/2017,2017,Dubai,United Arab Emirates,Other,"[""Rhone Capital""]",
+"10/31/2022, 2:34:04 AM",Eat Just,https://www.cbinsights.com/company/hampton-creek-foods,2.59,11/30/2017,2017,San Francisco,United States,Consumer & retail,"[""Khosla Ventures"",""Horizons Ventures"",""Founders Fund""]",
+"10/31/2022, 2:33:49 AM",BGL Group,https://www.cbinsights.com/company/bgl-group,3.0,11/24/2017,2017,Peterborough,United Kingdom,Fintech,"[""CPP Investment Board""]",
+"10/31/2022, 2:33:49 AM",SouChe Holdings,https://www.cbinsights.com/company/souche-holdings,3.0,11/1/2017,2017,Hangzhou,China,E-commerce & direct-to-consumer,"[""Morningside Ventures"",""Warburg Pincus"",""CreditEase Fintech Investment Fund""]",
+"10/31/2022, 2:33:49 AM",Traveloka,https://www.cbinsights.com/company/traveloka-indonesia,3.0,1/1/2017,2017,Jakarta,Indonesia,Travel,"[""Global Founders Capital"",""East Ventures"",""Expedia Inc.""]",
+"10/31/2022, 2:33:42 AM",Improbable,https://www.cbinsights.com/company/improbable,3.36,5/11/2017,2017,London,United Kingdom,Other,"[""Andreessen Horowitz"",""SoftBank Group"",""Temasek Holdings""]",
+"10/31/2022, 2:33:39 AM",Indigo Ag,https://www.cbinsights.com/company/symbiota,3.5,9/26/2017,2017,Boston,United States,Artificial intelligence,"[""Activant Capital Group"",""Alaska Permanent Fund"",""Baillie Gifford & Co.""]",
+"10/31/2022, 2:33:39 AM",Otto Bock HealthCare,https://www.cbinsights.com/company/otto-bock,3.52,6/24/2017,2017,Duderstadt,Germany,Health,"[""EQT Partners""]",
+"10/31/2022, 2:33:31 AM",Rubrik,https://www.cbinsights.com/company/rubrik,4.0,4/28/2017,2017,Palo Alto,United States,Data management & analytics,"[""Greylock Partners"",""Lightspeed Venture Partners"",""Khosla Ventures""]",
+"10/31/2022, 2:33:28 AM",MEGVII,https://www.cbinsights.com/company/megvii,4.0,10/31/2017,2017,Beijing,China,Artificial intelligence,"[""Ant Financial Services Group"",""Russia-China Investment Fund"",""Foxconn Technology Company""]",
+"10/31/2022, 2:33:16 AM",OakNorth Bank,https://www.cbinsights.com/company/oaknorth-bank,5.0,10/12/2017,2017,London,United Kingdom,Fintech,"[""Clermont Group"",""Coltrane Asset Management"",""Toscafund Asset Management""]",
+"10/31/2022, 2:32:55 AM",Niantic,https://www.cbinsights.com/company/niantic,9.0,11/24/2017,2017,San Francisco,United States,Mobile & telecommunications,"[""Nintendo"",""Google"",""Pokemon Company International"",""Spark Capital""]",
+"10/31/2022, 2:32:52 AM",reddit,https://www.cbinsights.com/company/reddit,10.0,7/31/2017,2017,San Francisco,United States,Internet software & services,"[""Y Combinator"",""Sequoia Capital"",""Coatue Management""]",
+"10/31/2022, 2:32:47 AM",JUUL Labs,https://www.cbinsights.com/company/juul-labs,12.0,12/20/2017,2017,San Francisco,United States,Consumer & retail,"[""Tiger Global Management""]",
+"10/31/2022, 2:32:44 AM",Yuanfudao,https://www.cbinsights.com/company/yuantikucom,15.5,5/31/2017,2017,Beijing,China,Edtech,"[""Tencent Holdings"",""Warbug Pincus"",""IDG Capital""]",
+"10/31/2022, 2:32:43 AM",BYJU's,https://www.cbinsights.com/company/byjus,22.0,7/25/2017,2017,Bengaluru,India,Edtech,"[""Tencent Holdings"",""Lightspeed India Partners"",""Sequoia Capital India""]",
+"10/31/2022, 2:32:38 AM",ByteDance,https://www.cbinsights.com/company/bytedance,140.0,4/7/2017,2017,Beijing,China,Artificial intelligence,"[""Sequoia Capital China"",""SIG Asia Investments"",""Sina Weibo"",""Softbank Group""]",
+"10/31/2022, 2:36:17 AM",Kendra Scott,https://www.cbinsights.com/company/kendra-scott,1.0,12/21/2016,2016,Austin,United States,Consumer & retail,"[""Berkshire Partners"",""Norwest Venture Partners""]",
+"10/31/2022, 2:36:17 AM",SMS Assist,https://www.cbinsights.com/company/sms-assist,1.0,6/7/2016,2016,Chicago,United States,Internet software & services,"[""Goldman Sachs"",""Insights Venture Partners"",""Pritzker Group Venture Capital""]",
+"10/31/2022, 2:36:17 AM",iCarbonX,https://www.cbinsights.com/company/icarbonx,1.0,4/12/2016,2016,Shenzhen,China,Artificial intelligence,"[""Tencent"",""Vcanbio""]",
+"10/31/2022, 2:36:16 AM",MindMaze,https://www.cbinsights.com/company/mindmaze,1.0,1/28/2016,2016,Lausanne,Switzerland,Health,"[""Hinduja Group""]",
+"10/31/2022, 2:35:58 AM",OVH,https://www.cbinsights.com/company/ovh-hosting,1.1,8/15/2016,2016,Roubaix,France,Other,"[""KKR"",""TowerBrook Capital Partners""]",
+"10/31/2022, 2:35:58 AM",Juanpi,https://www.cbinsights.com/company/juanpicom,1.1,4/14/2016,2016,Wuhan,China,E-commerce & direct-to-consumer,"[""Tiantu Capital"",""SAIF Partners China"",""Newsion Venture Capital""]",
+"10/31/2022, 2:35:53 AM",L&P Cosmetic,https://www.cbinsights.com/company/lp-cosmetic,1.19,1/1/2016,2016,Seoul,South Korea,Consumer & retail,"[""CDIB Capital""]",
+"10/31/2022, 2:35:44 AM",Yiguo,https://www.cbinsights.com/company/yiguo,1.2,11/9/2016,2016,Shanghai,China,"Supply chain, logistics, & delivery","[""Alibaba Group"",""KKR"",""Goldman Sachs""]",
+"10/31/2022, 2:35:04 AM",Gett,https://www.cbinsights.com/company/gettaxi,1.5,5/24/2016,2016,London,United Kingdom,Auto & transportation,"[""Volkswagen"",""Access Industries"",""Vostok New Ventures""]",
+"10/31/2022, 2:35:04 AM",Mofang Living,https://www.cbinsights.com/company/mofang-gongyu,1.5,4/13/2016,2016,Shanghai,China,E-commerce & direct-to-consumer,"[""Warburg Pincus"",""Aviation Industry Corporation of China""]",
+"10/31/2022, 2:35:00 AM",Promasidor Holdings,https://www.cbinsights.com/company/promasidor-holdings,1.59,11/8/2016,2016,Bryanston,South Africa,Consumer & retail,"[""IFC"",""Ajinomoto""]",
+"10/31/2022, 2:34:25 AM",HuiMin,https://www.cbinsights.com/company/huimincn,2.0,9/5/2016,2016,Beijing,China,E-commerce & direct-to-consumer,"[""Zheshang Venture Capital"",""GP Capital"",""Western Capital Management""]",
+"10/31/2022, 2:33:58 AM",Meicai,https://www.cbinsights.com/company/meicai,2.8,6/22/2016,2016,Beijing,China,Mobile & telecommunications,"[""Tiger Global Management"",""Blue Lake Capital"",""ZhenFund""]",
+"10/31/2022, 2:33:52 AM",Age of Learning,https://www.cbinsights.com/company/age-of-learning,3.0,5/3/2016,2016,Glendale,United States,Edtech,"[""Iconiq Capital""]",
+"10/31/2022, 2:33:45 AM",Dadi Cinema,https://www.cbinsights.com/company/guangdong-dadi-cinema-construction,3.24,5/11/2016,2016,Shenzhen,China,Other,"[""Alibaba Pictures Group""]",
+"10/31/2022, 2:33:23 AM",UBTECH Robotics,https://www.cbinsights.com/company/ubtech-robotics,4.58,7/25/2016,2016,Shenzhen,China,Hardware,"[""CDH Investments"",""Goldstone Investments"",""Qiming Venture Partners""]",
+"10/31/2022, 2:33:22 AM",VIPKid,https://www.cbinsights.com/company/vipkid,4.5,8/4/2016,2016,Beijing,China,Edtech,"[""Sequoia Capital China"",""Tencent Holdings"",""Sinovation Ventures""]",
+"10/31/2022, 2:33:09 AM",Lianjia,https://www.cbinsights.com/company/beijing-homelink-real-estate-brokerage-co,5.77,4/7/2016,2016,Beijing,China,E-commerce & direct-to-consumer,"[""Tencent"",""Baidu"",""Huasheng Capital""]",
+"10/31/2022, 2:32:52 AM",Chehaoduo,https://www.cbinsights.com/company/guazi,10.0,3/12/2016,2016,Beijing,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""GX Capital""]",
+"10/31/2022, 2:32:50 AM",Global Switch,https://www.cbinsights.com/company/global-switch,11.1,12/22/2016,2016,London,United Kingdom,Hardware,"[""Aviation Industry Corporation of China"",""Essence Financial"",""Jiangsu Sha Steel Group""]",
+"10/31/2022, 2:32:43 AM",Xiaohongshu,https://www.cbinsights.com/company/xiaohongshu,20.0,3/31/2016,2016,Shanghai,China,E-commerce & direct-to-consumer,"[""GGV Capital"",""ZhenFund"",""Tencent""]",
+"10/31/2022, 2:36:16 AM",iTutorGroup,https://www.cbinsights.com/company/tutorgroup,1.0,11/18/2015,2015,Shanghai,China,Edtech,"[""QiMing Venture Partners"",""Temasek Holdings"",""Silverlink Capital""]",
+"10/31/2022, 2:36:16 AM",HuJiang,https://www.cbinsights.com/company/hujiang,1.0,10/29/2015,2015,Shanghai,China,Edtech,"[""China Minsheng Investment"",""Baidu"",""Wanxin Media""]",
+"10/31/2022, 2:36:16 AM",Womai,https://www.cbinsights.com/company/womai,1.0,10/12/2015,2015,Beijing,China,E-commerce & direct-to-consumer,"[""SAIF Partners China"",""Baidu"",""IDG Capital""]",
+"10/31/2022, 2:36:15 AM",58 Daojia,https://www.cbinsights.com/company/58-daojia,1.0,10/12/2015,2015,Beijing,China,Internet software & services,"[""KKR"",""Alibaba Group"",""Ping An Insurance""]",
+"10/31/2022, 2:36:15 AM",Mia.com,https://www.cbinsights.com/company/miyabaobei,1.0,9/8/2015,2015,Beijing,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""ZhenFund"",""K2 Ventures""]",
+"10/31/2022, 2:36:15 AM",Vox Media,https://www.cbinsights.com/company/vox-media,1.0,8/12/2015,2015,Washington,United States,Internet software & services,"[""Accel Partners"",""Comcast Ventures"",""General Atlantic""]",
+"10/31/2022, 2:36:15 AM",FXiaoKe,https://www.cbinsights.com/company/facishare,1.0,7/2/2015,2015,Beijing,China,Mobile & telecommunications,"[""IDG Capital"",""Northern Light Venture Capital"",""DCM Ventures""]",
+"10/31/2022, 2:36:15 AM",JimuBox,https://www.cbinsights.com/company/jimubox,1.0,4/21/2015,2015,Beijing,China,Fintech,"[""Matrix Partners China"",""Ventech China"",""Shunwei Capital Partners""]",
+"10/31/2022, 2:36:14 AM",Lamabang,https://www.cbinsights.com/company/wangzhi-technology-co,1.0,3/6/2015,2015,Shenzhen,China,E-commerce & direct-to-consumer,"[""5Y Capital"",""Matrix Partners China"",""K2VC""]",
+"10/31/2022, 2:36:14 AM",BeiBei,https://www.cbinsights.com/company/beibei,1.0,1/22/2015,2015,Hangzhou,China,E-commerce & direct-to-consumer,"[""Banyan Capital"",""New Horizon Capital"",""IDG Capital Partners""]",
+"10/31/2022, 2:36:14 AM",Red Ventures,https://www.cbinsights.com/company/red-ventures,1.0,1/7/2015,2015,Fort Mill,United States,Other,"[""Silver Lake Partners"",""General Atlantic""]",
+"10/31/2022, 2:36:14 AM",LinkSure Network,https://www.cbinsights.com/company/linksure-network,1.0,1/1/2015,2015,Shanghai,China,Mobile & telecommunications,"[""N/A""]",
+"10/31/2022, 2:36:08 AM",Jiuxian,https://www.cbinsights.com/company/jiuxiancom,1.05,7/30/2015,2015,Beijing,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""Rich Land Capital"",""Merrysunny Wealth""]",
+"10/31/2022, 2:35:58 AM",AppDirect,https://www.cbinsights.com/company/appdirect,1.1,10/7/2015,2015,San Francisco,United States,E-commerce & direct-to-consumer,"[""Mithril"",""iNovia Capital"",""Foundry Group""]",
+"10/31/2022, 2:35:55 AM",LifeMiles,https://www.cbinsights.com/company/lifemiles,1.15,7/13/2015,2015,Bogota,Colombia,Other,"[""Advent International""]",
+"10/31/2022, 2:35:29 AM",Flipboard,https://www.cbinsights.com/company/flipboard,1.32,7/22/2015,2015,Palo Alto,United States,Internet software & services,"[""Kleiner Perkins Caufield & Byers"",""Comcast Ventures"",""Insight Partners""]",
+"10/31/2022, 2:35:04 AM",TuJia,https://www.cbinsights.com/company/tujia,1.5,6/17/2015,2015,Beijing,China,Travel,"[""GGV Capital"",""QiMing Venture Partnersl""]",
+"10/31/2022, 2:34:54 AM",Infinidat,https://www.cbinsights.com/company/infinidat,1.6,4/29/2015,2015,Waltham,United States,Hardware,"[""TPG Growth"",""Goldman Sachs""]",
+"10/31/2022, 2:34:53 AM",Zhubajie,https://www.cbinsights.com/company/zhubajie,1.61,6/16/2015,2015,Chongqing,China,Internet software & services,"[""Cybernaut Growth Fund"",""IDG Capital""]",
+"10/31/2022, 2:34:47 AM",Apus Group,https://www.cbinsights.com/company/apus-group,1.73,1/16/2015,2015,Beijing,China,Mobile & telecommunications,"[""Redpoint Ventures"",""QiMing Venture Partners"",""Chengwei Capital""]",
+"10/31/2022, 2:34:44 AM",ZocDoc,https://www.cbinsights.com/company/zocdoc,1.8,8/20/2015,2015,New York,United States,Health,"[""Founders Fund"",""Khosla Ventures"",""Goldman Sachs""]",
+"10/31/2022, 2:34:25 AM",BlaBlaCar,https://www.cbinsights.com/company/blablacar,2.0,9/16/2015,2015,Paris,France,Auto & transportation,"[""Accel Partners"",""Index Ventures"",""Insight Venture Partners""]",
+"10/31/2022, 2:34:24 AM",Tubatu.com,https://www.cbinsights.com/company/to8to,2.0,3/9/2015,2015,Shenzhen,China,E-commerce & direct-to-consumer,"[""Sequoia Capital China"",""Matrix Partners China"",""58.com""]",
+"10/31/2022, 2:34:14 AM",Uptake,https://www.cbinsights.com/company/uptake-technologies,2.3,10/27/2015,2015,Chicago,United States,Artificial intelligence,"[""Revolution"",""New Enterprise Associates"",""Caterpillar""]",
+"10/31/2022, 2:34:14 AM",WEMAKEPRICE,https://www.cbinsights.com/company/wemakeprice-inc,2.34,9/9/2015,2015,Seoul,South Korea,E-commerce & direct-to-consumer,"[""IMM Investment"",""NXC""]",
+"10/31/2022, 2:34:11 AM",Carbon,https://www.cbinsights.com/company/carbon3d,2.4,8/20/2015,2015,Redwood City,United States,Hardware,"[""Google Ventures"",""Sequoia Capital"",""Wakefield Group""]",
+"10/31/2022, 2:33:59 AM",Illumio,https://www.cbinsights.com/company/illumio,2.75,4/14/2015,2015,Sunnyvale,United States,Cybersecurity,"[""Data Collective"",""Formation 8"",""General Catalyst Partners""]",
+"10/31/2022, 2:33:48 AM",Yixia,https://www.cbinsights.com/company/xuanyixia,3.0,11/24/2015,2015,Beijing,China,Mobile & telecommunications,"[""Sequoia Capital China"",""Sina Weibo"",""Kleiner Perkins Caufield & Byers"",""Redpoint Ventures""]",
+"10/31/2022, 2:33:45 AM",Thumbtack,https://www.cbinsights.com/company/thumbtack,3.2,9/29/2015,2015,San Francisco,United States,E-commerce & direct-to-consumer,"[""Tiger Global"",""Sequoia Capital"",""Google Capital""]",
+"10/31/2022, 2:33:08 AM",Royole Corporation,https://www.cbinsights.com/company/royole-corporation,6.0,8/18/2015,2015,Shenzhen,China,Hardware,"[""Warmsun Holding"",""IDG Capital Partners""]",
+"10/31/2022, 2:33:03 AM",We Doctor,https://www.cbinsights.com/company/guahaohangzhoutechnology-co-ltd,7.0,9/22/2015,2015,Hangzhou,China,Health,"[""Tencent"",""Morningside Group""]",
+"10/31/2022, 2:32:55 AM",Tanium,https://www.cbinsights.com/company/tanium,9.0,3/31/2015,2015,Kirkland,United States,Cybersecurity,"[""Andreessen Horowitz"",""Nor-Cal Invest"",""TPG Growth""]",
+"10/31/2022, 2:32:51 AM",Gusto,https://www.cbinsights.com/company/zenpayroll,10.0,12/18/2015,2015,San Francisco,United States,Fintech,"[""General Catalyst Partners"",""Google Ventures"",""Kleiner Perkins Caufield & Byers""]",
+"10/31/2022, 2:32:44 AM",DJI Innovations,https://www.cbinsights.com/company/dji,15.0,1/23/2015,2015,Shenzhen,China,Hardware,"[""Accel Partners"",""Sequoia Capital""]",
+"10/31/2022, 2:36:14 AM",InMobi,https://www.cbinsights.com/company/inmobi,1.0,12/2/2014,2014,Bengaluru,India,Mobile & telecommunications,"[""Kleiner Perkins Caufield & Byers"",""Softbank Corp."",""Sherpalo Ventures""]",
+"10/31/2022, 2:36:13 AM",TechStyle Fashion Group,https://www.cbinsights.com/company/justfab,1.0,8/29/2014,2014,El Segundo,United States,E-commerce & direct-to-consumer,"[""Matrix Partners"",""Passport Capital"",""Rho Ventures""]",
+"10/31/2022, 2:36:13 AM",Snapdeal,https://www.cbinsights.com/company/snapdeal,1.0,5/21/2014,2014,New Delhi,India,E-commerce & direct-to-consumer,"[""SoftBankGroup"",""Blackrock"",""Alibaba Group""]",
+"10/31/2022, 2:35:58 AM",TangoMe,https://www.cbinsights.com/company/tangome,1.1,3/20/2014,2014,Mountain View,United States,Mobile & telecommunications,"[""Draper Fisher Jurtson"",""Qualcomm Ventures"",""Alibaba Group""]",
+"10/31/2022, 2:35:20 AM",Koudai,https://www.cbinsights.com/company/koudai-gouwu,1.4,10/23/2014,2014,Beijing,China,E-commerce & direct-to-consumer,"[""New Enterprise Associates"",""Tiger Global management"",""Tencent""]",
+"10/31/2022, 2:34:35 AM",Magic Leap,https://www.cbinsights.com/company/magic-leap,2.0,10/21/2014,2014,Plantation,United States,Hardware,"[""Obvious Ventures"",""Qualcomm Ventures"",""Andreessen Horowitz""]",
+"10/31/2022, 2:33:34 AM",Intarcia Therapeutics,https://www.cbinsights.com/company/intarcia-therapeutics,3.8,4/1/2014,2014,Boston,United States,Health,"[""New Enterprise Associates"",""New Leaf Venture Partners"",""Charter Venture Capital""]",
+"10/31/2022, 2:33:28 AM",Yello Mobile,https://www.cbinsights.com/company/yello-mobile,4.0,11/11/2014,2014,Seoul,South Korea,Mobile & telecommunications,"[""Formation 8""]",
+"10/31/2022, 2:33:28 AM",Houzz,https://www.cbinsights.com/company/houzz,4.0,9/30/2014,2014,Palo Alto,United States,E-commerce & direct-to-consumer,"[""New Enterprise Associates"",""Sequoia Capital"",""Comcast Ventures""]",
+"10/31/2022, 2:33:06 AM",Ola Cabs,https://www.cbinsights.com/company/ani-technologies,7.5,10/27/2014,2014,Bengaluru,India,Auto & transportation,"[""Accel Partners"",""SoftBank Group"",""Sequoia Capital""]",
+"10/31/2022, 2:32:40 AM",Instacart,https://www.cbinsights.com/company/instacart,39.0,12/30/2014,2014,San Francisco,United States,"Supply chain, logistics, & delivery","[""Khosla Ventures"",""Kleiner Perkins Caufield & Byers"",""Collaborative Fund""]",
+"10/31/2022, 2:32:39 AM",Stripe,https://www.cbinsights.com/company/stripe,95.0,1/23/2014,2014,San Francisco,United States,Fintech,"[""Khosla Ventures"",""LowercaseCapital"",""capitalG""]",
+"10/31/2022, 2:36:12 AM",Lookout,https://www.cbinsights.com/company/lookout,1.0,10/10/2013,2013,San Francisco,United States,Cybersecurity,"[""Accel Partners"",""Greylock Partners"",""Lowercase Capital""]",
+"10/31/2022, 2:35:03 AM",Mu Sigma,https://www.cbinsights.com/company/mu-sigma,1.5,2/7/2013,2013,Northbrook,United States,Data management & analytics,"[""Sequoia Capital"",""General Atlantic""]",
+"10/31/2022, 2:33:02 AM",Automattic,https://www.cbinsights.com/company/automattic,7.5,5/27/2013,2013,San Francisco,United States,Internet software & services,"[""Insight Venture Partners"",""Lowercase Capital"",""Polaris Partners""]",
+"10/31/2022, 2:34:24 AM",Avant,https://www.cbinsights.com/company/avant-credit,2.0,12/17/2012,2012,Chicago,United States,Artificial intelligence,"[""RRE Ventures"",""Tiger Global"",""August Capital""]",
+"10/31/2022, 2:34:24 AM",Trendy Group International,https://www.cbinsights.com/company/trendy-group-international,2.0,2/13/2012,2012,Kowloon,Hong Kong,Consumer & retail,"[""L Capital Partners""]",
+"10/31/2022, 2:32:42 AM",Fanatics,https://www.cbinsights.com/company/fanatics,27.0,6/6/2012,2012,Jacksonville,United States,E-commerce & direct-to-consumer,"[""SoftBank Group"",""Andreessen Horowitz"",""Temasek Holdings""]",
+"10/31/2022, 2:32:38 AM",SpaceX,https://www.cbinsights.com/company/space-exploration-technologies,127.0,12/1/2012,2012,Hawthorne,United States,Other,"[""Founders Fund"",""Draper Fisher Jurvetson"",""Rothenberg Ventures""]",
+"10/31/2022, 2:33:10 AM",Vice Media,https://www.cbinsights.com/company/vice-media,5.7,4/2/2011,2011,Brooklyn,United States,Internet software & services,"[""Technology Crossover Ventures"",""A&E Television Networks""]",
+"10/31/2022, 2:33:05 AM",Klarna,https://www.cbinsights.com/company/klarna,6.7,12/12/2011,2011,Stockholm,Sweden,Fintech,"[""Institutional Venture Partners"",""Sequoia Capital"",""General Atlantic""]",
+"10/31/2022, 2:35:27 AM",Veepee,https://www.cbinsights.com/company/vente-privee,1.38,7/2/2007,2007,La Plaine Saint-Denis,France,E-commerce & direct-to-consumer,"[""Summit Partners"",""Qatar Holding""]",
diff --git a/Startups Analysis/Images/Industries vs cities.png b/Startups Analysis/Images/Industries vs cities.png
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diff --git a/Startups Analysis/Images/industries count in india.png b/Startups Analysis/Images/industries count in india.png
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diff --git a/Startups Analysis/Images/missing_values.png b/Startups Analysis/Images/missing_values.png
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diff --git a/Startups Analysis/Images/no_of_observation_by_industry.png b/Startups Analysis/Images/no_of_observation_by_industry.png
new file mode 100644
index 000000000..80259dd91
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diff --git a/Startups Analysis/Images/no_of_observations_by_country.png b/Startups Analysis/Images/no_of_observations_by_country.png
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diff --git a/Startups Analysis/Images/valuation of companies by industry.png b/Startups Analysis/Images/valuation of companies by industry.png
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index 000000000..137933cd1
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diff --git a/Startups Analysis/Images/year vs startups.png b/Startups Analysis/Images/year vs startups.png
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diff --git a/Startups Analysis/Model/README.md b/Startups Analysis/Model/README.md
new file mode 100644
index 000000000..951045e5e
--- /dev/null
+++ b/Startups Analysis/Model/README.md	
@@ -0,0 +1,35 @@
+# Goals
+Analysis of Startups
+
+# Dataset
+https://www.kaggle.com/datasets/thedevastator/startups-valued-at-1-billion-or-more
+
+# Work Done
+- Cleaned the dataset.
+- Analyzed the data and found insights and plotted graphs accordingly etc.
+
+# Libraries needed
+- Numpy
+- Pandas
+- Matplotlib
+- missingno
+
+# Plots
+![year vs startups](https://github.com/ellow0rld/ML-Crate/assets/116413038/743987b8-e5a5-4cc2-b3d1-c47f809f6a87)
+![countries vs industries](https://github.com/ellow0rld/ML-Crate/assets/116413038/7a630837-4e27-4217-810a-0f3bfa7037ae)
+![no_of_observations_by_country](https://github.com/ellow0rld/ML-Crate/assets/116413038/f130d5ad-57c9-436d-9a95-ad5c17e0123b)
+![no_of_observation_by_industry](https://github.com/ellow0rld/ML-Crate/assets/116413038/0362c3aa-6752-4e0e-8250-b74e82aaf576)
+![industries count in india](https://github.com/ellow0rld/ML-Crate/assets/116413038/4d8da8ae-79b5-404c-b39a-1d1bf3a7f645)
+![Industries vs cities](https://github.com/ellow0rld/ML-Crate/assets/116413038/0086d8d5-1f72-4f08-b7cc-9199e68edd14)
+![valuation of companies by industry](https://github.com/ellow0rld/ML-Crate/assets/116413038/28423e9c-1c74-4732-96e9-71ed86c920c1)
+
+# Conclusion
+- Fintech and Software are leading industries all over the world.
+- E-commerce and direct-to-customers is the leading industry in India.
+- BYJU's has the highest valuation.
+- Most startups in India are started in Bengaluru.
+
+# Contributed by
+Madhu Shree Aravindan
+
+Github - https://github.com/ellow0rld
diff --git a/Startups Analysis/Model/Startups_Analysis.ipynb b/Startups Analysis/Model/Startups_Analysis.ipynb
new file mode 100644
index 000000000..f01c3ef59
--- /dev/null
+++ b/Startups Analysis/Model/Startups_Analysis.ipynb	
@@ -0,0 +1,1380 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "id": "ASwAWEuBiV4n"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "import missingno as msno"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv('dataset.csv', encoding=('ISO-8859-1'))"
+      ],
+      "metadata": {
+        "id": "Qd4nT_F3ji5R"
+      },
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 434
+        },
+        "id": "ueYQiqx_j2Ew",
+        "outputId": "b26cdaa9-203b-4ec6-f34c-5b94006ca236"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "               Updated at     Company  \\\n",
+              "0  10/31/2022, 2:37:05 AM       Esusu   \n",
+              "1  10/31/2022, 2:37:05 AM  Fever Labs   \n",
+              "2  10/31/2022, 2:37:04 AM       Minio   \n",
+              "3  10/31/2022, 2:37:04 AM   Darwinbox   \n",
+              "4  10/31/2022, 2:37:04 AM     Pentera   \n",
+              "\n",
+              "                                  Crunchbase Url  Last Valuation (Billion $)  \\\n",
+              "0       https://www.cbinsights.com/company/esusu                         1.0   \n",
+              "1  https://www.cbinsights.com/company/fever-labs                         1.0   \n",
+              "2       https://www.cbinsights.com/company/minio                         1.0   \n",
+              "3   https://www.cbinsights.com/company/darwinbox                         1.0   \n",
+              "4      https://www.cbinsights.com/company/pcysys                         1.0   \n",
+              "\n",
+              "  Date Joined  Year Joined         City        Country  \\\n",
+              "0   1/27/2022         2022     New York  United States   \n",
+              "1   1/26/2022         2022     New York  United States   \n",
+              "2   1/26/2022         2022    Palo Alto  United States   \n",
+              "3   1/25/2022         2022    Hyderabad          India   \n",
+              "4   1/11/2022         2022  Petah Tikva         Israel   \n",
+              "\n",
+              "                       Industry  \\\n",
+              "0                       Fintech   \n",
+              "1  Internet software & services   \n",
+              "2   Data management & analytics   \n",
+              "3  Internet software & services   \n",
+              "4                Cybersecurity    \n",
+              "\n",
+              "                                           Investors  Company Website  \n",
+              "0  [\"Next Play Ventures\",\"Zeal Capital Partners\",...              NaN  \n",
+              "1                        [\"Accel\",\"14W\",\"GS Growth\"]              NaN  \n",
+              "2  [\"General Catalyst\",\"Nexus Venture Partners\",\"...              NaN  \n",
+              "3  [\"Lightspeed India Partners\",\"Sequoia Capital ...              NaN  \n",
+              "4   [\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]              NaN  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-733a8302-3c01-42ae-a3a9-2d3caae12334\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Updated at</th>\n",
+              "      <th>Company</th>\n",
+              "      <th>Crunchbase Url</th>\n",
+              "      <th>Last Valuation (Billion $)</th>\n",
+              "      <th>Date Joined</th>\n",
+              "      <th>Year Joined</th>\n",
+              "      <th>City</th>\n",
+              "      <th>Country</th>\n",
+              "      <th>Industry</th>\n",
+              "      <th>Investors</th>\n",
+              "      <th>Company Website</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>10/31/2022, 2:37:05 AM</td>\n",
+              "      <td>Esusu</td>\n",
+              "      <td>https://www.cbinsights.com/company/esusu</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1/27/2022</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>New York</td>\n",
+              "      <td>United States</td>\n",
+              "      <td>Fintech</td>\n",
+              "      <td>[\"Next Play Ventures\",\"Zeal Capital Partners\",...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>10/31/2022, 2:37:05 AM</td>\n",
+              "      <td>Fever Labs</td>\n",
+              "      <td>https://www.cbinsights.com/company/fever-labs</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1/26/2022</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>New York</td>\n",
+              "      <td>United States</td>\n",
+              "      <td>Internet software &amp; services</td>\n",
+              "      <td>[\"Accel\",\"14W\",\"GS Growth\"]</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>10/31/2022, 2:37:04 AM</td>\n",
+              "      <td>Minio</td>\n",
+              "      <td>https://www.cbinsights.com/company/minio</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1/26/2022</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Palo Alto</td>\n",
+              "      <td>United States</td>\n",
+              "      <td>Data management &amp; analytics</td>\n",
+              "      <td>[\"General Catalyst\",\"Nexus Venture Partners\",\"...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>10/31/2022, 2:37:04 AM</td>\n",
+              "      <td>Darwinbox</td>\n",
+              "      <td>https://www.cbinsights.com/company/darwinbox</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1/25/2022</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Hyderabad</td>\n",
+              "      <td>India</td>\n",
+              "      <td>Internet software &amp; services</td>\n",
+              "      <td>[\"Lightspeed India Partners\",\"Sequoia Capital ...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>10/31/2022, 2:37:04 AM</td>\n",
+              "      <td>Pentera</td>\n",
+              "      <td>https://www.cbinsights.com/company/pcysys</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1/11/2022</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Petah Tikva</td>\n",
+              "      <td>Israel</td>\n",
+              "      <td>Cybersecurity</td>\n",
+              "      <td>[\"AWZ Ventures\",\"Blackstone\",\"Insight Partners\"]</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-733a8302-3c01-42ae-a3a9-2d3caae12334')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-733a8302-3c01-42ae-a3a9-2d3caae12334 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-733a8302-3c01-42ae-a3a9-2d3caae12334');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-e28a565b-9835-4a71-af4e-cf5f70c0b7d7\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e28a565b-9835-4a71-af4e-cf5f70c0b7d7')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-e28a565b-9835-4a71-af4e-cf5f70c0b7d7 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "fdjrV2-Lj31q",
+        "outputId": "720e6aaa-5e18-4f10-c537-67de86b39e7f"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(1199, 11)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 5
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "a_VaYSlykDQ1",
+        "outputId": "d70710e1-866b-455d-c796-73a88d483738"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1199 entries, 0 to 1198\n",
+            "Data columns (total 11 columns):\n",
+            " #   Column                      Non-Null Count  Dtype  \n",
+            "---  ------                      --------------  -----  \n",
+            " 0   Updated at                  1199 non-null   object \n",
+            " 1   Company                     1199 non-null   object \n",
+            " 2   Crunchbase Url              1199 non-null   object \n",
+            " 3   Last Valuation (Billion $)  1199 non-null   float64\n",
+            " 4   Date Joined                 1199 non-null   object \n",
+            " 5   Year Joined                 1199 non-null   int64  \n",
+            " 6   City                        1181 non-null   object \n",
+            " 7   Country                     1199 non-null   object \n",
+            " 8   Industry                    1199 non-null   object \n",
+            " 9   Investors                   1199 non-null   object \n",
+            " 10  Company Website             0 non-null      float64\n",
+            "dtypes: float64(2), int64(1), object(8)\n",
+            "memory usage: 103.2+ KB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.columns"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "l-i3cLNrkFis",
+        "outputId": "3cec68c6-b378-49dc-87b0-8e535cb6097b"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Index(['Updated at', 'Company', 'Crunchbase Url', 'Last Valuation (Billion $)',\n",
+              "       'Date Joined', 'Year Joined', 'City', 'Country', 'Industry',\n",
+              "       'Investors', 'Company Website'],\n",
+              "      dtype='object')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.describe().transpose()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 143
+        },
+        "id": "K7CcttVykHfC",
+        "outputId": "0ad0ddda-af3b-45c8-ccc6-ca4ae8fe40a2"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                             count         mean       std     min     25%  \\\n",
+              "Last Valuation (Billion $)  1199.0     3.225588  7.601195     1.0     1.1   \n",
+              "Year Joined                 1199.0  2020.158465  1.981949  2007.0  2019.0   \n",
+              "Company Website                0.0          NaN       NaN     NaN     NaN   \n",
+              "\n",
+              "                                50%     75%     max  \n",
+              "Last Valuation (Billion $)     1.57     3.0   140.0  \n",
+              "Year Joined                 2021.00  2021.0  2022.0  \n",
+              "Company Website                 NaN     NaN     NaN  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-a75be385-7bdb-4de5-9218-7d5ba1970b3f\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>count</th>\n",
+              "      <th>mean</th>\n",
+              "      <th>std</th>\n",
+              "      <th>min</th>\n",
+              "      <th>25%</th>\n",
+              "      <th>50%</th>\n",
+              "      <th>75%</th>\n",
+              "      <th>max</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>Last Valuation (Billion $)</th>\n",
+              "      <td>1199.0</td>\n",
+              "      <td>3.225588</td>\n",
+              "      <td>7.601195</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1.1</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>140.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Year Joined</th>\n",
+              "      <td>1199.0</td>\n",
+              "      <td>2020.158465</td>\n",
+              "      <td>1.981949</td>\n",
+              "      <td>2007.0</td>\n",
+              "      <td>2019.0</td>\n",
+              "      <td>2021.00</td>\n",
+              "      <td>2021.0</td>\n",
+              "      <td>2022.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Company Website</th>\n",
+              "      <td>0.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a75be385-7bdb-4de5-9218-7d5ba1970b3f')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-a75be385-7bdb-4de5-9218-7d5ba1970b3f button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-a75be385-7bdb-4de5-9218-7d5ba1970b3f');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-2ba0e28a-21c2-447f-84ba-9fef64b1dc54\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2ba0e28a-21c2-447f-84ba-9fef64b1dc54')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-2ba0e28a-21c2-447f-84ba-9fef64b1dc54 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.select_dtypes(include='int64').nunique()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EXSdOoywkMVs",
+        "outputId": "47e94c90-6ae7-4f68-cdea-56d8ae405995"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Year Joined    13\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.select_dtypes(include='object').nunique()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "K5yR02lDkQzK",
+        "outputId": "c103525e-7d30-46dd-aaf2-ea1f8b76cd7e"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Updated at         279\n",
+              "Company           1196\n",
+              "Crunchbase Url    1195\n",
+              "Date Joined        708\n",
+              "City               282\n",
+              "Country             49\n",
+              "Industry            20\n",
+              "Investors         1183\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "msno.matrix(df)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 658
+        },
+        "id": "b0VcdZ9qkXB5",
+        "outputId": "4dc145ec-7018-4d57-f36e-ab2d9261beb5"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 11
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 2500x1000 with 2 Axes>"
+            ],
+            "image/png": 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+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "We can observe that, some city names are missing."
+      ],
+      "metadata": {
+        "id": "OP5ORzYPnJrd"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "industry_counts = df['Industry'].value_counts()\n",
+        "sns.set(font_scale=1.5, rc={'figure.figsize':(6,6)})\n",
+        "\n",
+        "sns.barplot(x=industry_counts.values, y=industry_counts.index,orient='h')\n",
+        "\n",
+        "plt.xlabel=('Industry')\n",
+        "plt.ylabel=('Count')\n",
+        "plt.title=\"Number of Observations by Industry\"\n",
+        "\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 535
+        },
+        "id": "ZjaKi3n7kfBv",
+        "outputId": "0bea6a96-2c7e-4b94-c22f-72d69a6f7b76"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Fintech seems to be the leading industry"
+      ],
+      "metadata": {
+        "id": "xGOcqfzznPsS"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "country_counts = df['Country'].value_counts()\n",
+        "sns.set(font_scale=1.5, rc={'figure.figsize':(10,18)})\n",
+        "\n",
+        "sns.barplot(x=country_counts.values, y=country_counts.index,orient='h')\n",
+        "\n",
+        "plt.xlabel=('Country')\n",
+        "plt.ylabel=('Count')\n",
+        "plt.title=\"Number of Observations by Industry\"\n",
+        "\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "OqfnZlzUlE9j",
+        "outputId": "6ff6d880-9fcb-4be2-8bc1-66e0ea6106c4"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "US seems to be the leading country."
+      ],
+      "metadata": {
+        "id": "YyBPKJClnd2l"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def industrys_and_country(state):\n",
+        "    data_ind=df.loc[df.Country.isin([state])]\n",
+        "    data_ind.Industry.value_counts().plot(kind='bar',title=state)"
+      ],
+      "metadata": {
+        "id": "uRcsZxCRupZo"
+      },
+      "execution_count": 17,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "col=['United States', 'India', 'Israel', 'France', 'Colombia', 'Norway', 'Japan', 'Sweden', 'Germany', 'Spain', 'Italy', 'Canada', 'United Kingdom', 'Switzerland', 'Chile', 'Ireland', 'Liechtenstein', 'Thailand', 'Mexico']\n",
+        "\n",
+        "fig, axs = plt.subplots(len(col), 1, figsize=(15, 6 * len(col)))\n",
+        "\n",
+        "for i, ax in enumerate(axs):\n",
+        "    df_ind = df.loc[df.Country.isin([col[i]])]\n",
+        "    sns.countplot(y=df_ind[\"Industry\"], data=df_ind, ax=ax, order=df_ind[\"Industry\"].value_counts().index)\n",
+        "    ax.set_title(col[i])\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "W_1dJNEThCck",
+        "outputId": "3a3d3c50-7b11-46d0-f4b6-60c6c3a6b0ae"
+      },
+      "execution_count": 22,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x11400 with 19 Axes>"
+            ],
+            "image/png": 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+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Country wise leading industries"
+      ],
+      "metadata": {
+        "id": "wB9ylwPNo3Pb"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df['Year Joined'].value_counts().plot(kind='barh')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "qF2x96xWhXwf",
+        "outputId": "dba191af-1c45-43c3-d2f9-c26c33f81078"
+      },
+      "execution_count": 25,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 25
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Startups have been on the rise in recent years."
+      ],
+      "metadata": {
+        "id": "amlXqzSZo5bg"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# India"
+      ],
+      "metadata": {
+        "id": "0jv_RQmqjEwJ"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df_ind=df.loc[df.Country.isin(['India'])]\n",
+        "df_ind.Industry.value_counts().plot(kind='barh')\n",
+        "df_ind['Industry'].value_counts()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "Szdp2N0zig9p",
+        "outputId": "ac08057e-776b-47fa-c796-88d3a3cf4262"
+      },
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Fintech                                17\n",
+              "E-commerce & direct-to-consumer        17\n",
+              "Internet software & services           13\n",
+              "Edtech                                  7\n",
+              "Supply chain, logistics, & delivery     7\n",
+              "Other                                   2\n",
+              "Health                                  2\n",
+              "Auto & transportation                   2\n",
+              "Data management & analytics             1\n",
+              "Travel                                  1\n",
+              "Mobile & telecommunications             1\n",
+              "Name: Industry, dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 27
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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ttdc0fvx43bx5M83jIiMjNXbsWNWrV0/PPfec6tWrpy+++EK3b99O8/590KLsZ8+e1UcffaT69eurQoUKqlSpkurXr6+ePXtq0aJFlv0++ugjvfLKK5bfzf35z0X+H7YAfHx8vBYtWqROnTqpWrVqqlChgurVq6devXpp5cqVVvsmJSVp8eLFat++vapUqaLy5cvrpZdeUrNmzfTFF18oJCTk4R2dAY6OKfl6YmJiprZ7v/Pnz2vIkCGqXr26KlasqDfeeEM//vijkpKSHnrsqVOnNHz4cNWvX1/PPfecqlSpok6dOmnt2rUZqsHWAvAXL16Un5+fnnvuOUVGRqZ57OTJk+Xn52dzmml4eLg+//xzNWrUSM8//7z8/f3Vpk0bLVy40Gafmu8Vcx3Lli1TmzZt5O/vLz8/P928eVMVKlRQuXLldOnSpTRrmjNnjvz8/NS1a9eMdAMAAAAAPJIsCbPc3d0lSaGhobp9+3ZWnOKBQkND1apVK23atEkFCxZU0aJFde7cOX333Xfq1q2b7t27l+axs2fP1sCBA3X+/HmVLFlSTk5OCgoKUteuXbV48eJ0nb9NmzaSpI0bNyomJsbmPlu3btWtW7dUqlQp+fv7p/vaFi5cqObNm2v58uW6cuWKfH19VahQIYWGhmrmzJlas2aNzeN27Nih9u3b66+//pKXl5fc3d11/Phxffzxx5o5c2aq/Y8cOaIhQ4Zo48aNunv3rkqUKCEvLy9dvnxZc+fOVcuWLXXhwoV0132/ZcuWqWvXrjpx4oR8fHzk7Oysv//+W++99542btz4SG1mVGRkpDp27Khx48bp8OHDKlSokHx9fRUWFqZZs2apadOmOnnyZKrjbty4oTZt2mju3LmKiIhQiRIllCtXLi1cuFBt2rTRnTt3MlTHkSNH1KpVK61cuVI3btxQiRIlVKJECcXGxmr79u2aNGmSZd8SJUqoQoUKlt/NYav5J0eOHA8939WrV9WuXTuNGTNGwcHBcnV1lZ+fnxISEvT777+nCiGHDRum0aNH68CBA3Jzc1PZsmXl5uamc+fOaf78+dq5c2eGrvdhzKHKjz/+mOG+TI9Dhw6pZcuWWr9+vWJiYlS6dGnFxcXpm2++0YABAx547NKlS9WiRQutWLFCt2/fVqlSpeTi4qLg4GANHTpUw4cPf6zavL29ValSJcXHxz9wCqI5OGvatKnV69u2bVOTJk20YMECRUREyMfHR3ny5NHhw4f12WefqVevXjbDfLPRo0dr5MiRunLlikqVKqU8efLI0dFRr776qpKTk7VixYo0jzWH4q1bt87IJQMAAADAI8mSaYYvv/yy7O3tFRUVpc6dO6t79+566aWXlC9fvqw4XSozZ85UxYoV9d1331nW2Nm/f7/69Omj4OBgTZ06VYMHD7Z57MSJEzVkyBB1795dDg4OSkxMVGBgoKZNm6Yvv/xSVapUUZkyZR54/tKlS8vf31/79+/Xxo0b1apVq1T7PMqXv+3bt+vzzz+XyWRSnz591KtXL7m4uEhKGUGzffv2NI8dO3asevTooT59+sjZ2VlSSj9NmDBBAQEBateunSWElCRPT099++23ql27ttXr0dHRmjVrlgIDAzVmzBibQdjDfPHFF/r000/Vvn172dvbKykpSePGjdP8+fM1fvx4NWrUSPb2WZKzWnz22Wc6dOiQPD09NWXKFJUvX15SyhM4Bw8erL/++ksDBgzQ2rVrLf0lSWPGjLEEnVOnTrUsUH7hwgX17dtXP/30U4bqmDJlimJiYtSsWTN9+umnVn0dFham3377zfJ779691aRJE8vorPSGq2bJyckaMGCAjh07plKlSmn8+PGqWLGiZfvly5e1bNkyy+/Hjh3T+vXr5e7urh9++EEvvviiZVtCQoJ27txpVW9m6Nq1qxYtWqTw8HD16tVLs2fPttzjj+vevXsaMmSIoqOjVbduXU2YMEG5c+eWlPLZGjhwYJojwv7880+NGjVKOXPm1JgxY9SyZUvLPRocHKwhQ4ZoxYoVlpFQj+rNN9/UgQMHtGbNGrVt2zbV9v379+vixYvKnTu36tSpY3k9JCREgwcPVnx8vIYNG6Z33nnHct+eOHFCgwcP1q5duzRlyhSbf/siIiK0cuVKBQQEqGHDhpJSRvA5Ojqqbdu22rhxo1asWKG+ffvKzs7O6thDhw7p1KlTypMnj1599dVHvnYAAAAASK8sSQyKFy+uoUOHys7OTsePH9f777+vGjVqqH79+howYIAWLlz4wGlcmeHbb7+1Wiza399fH374oSRp/vz5io6OtnlczZo11atXLzk4OEhKmfY0aNAgVa1aVQkJCZo1a1a6zm/+ImprGt+VK1e0a9cuOTk5qXnz5um+pokTJ8pkMumdd97RoEGDrL7kOzg4qH79+lbTlu5XvXp1DRw40CqY6datm8qWLavY2Fj9+eefVvt7eXmpcePGqcIKNzc39e/fX/7+/tq1a5euXbuW7vrNmjdvrg4dOljCAAcHB33wwQfKnz+/Ll++bHNEVGa6ePGi1q9fLyklWDMHWZJUsGBBTZ48WS4uLjp//rw2bNhg2XbhwgX98ssvkqTvvvvOEmRJko+Pj7777rt0TVW737lz5ySlhDj/7OtixYqpc+fOGWrvQbZs2WIZYTVr1iyrIEtKCTDvH51krq169epWQZaU8jS++vXrq2rVqplWX2JiosaPH69bt24pX758OnDggHr16qW4uLhMaX/Dhg26ePGi3N3d9c0331iCLEmqU6eO3nvvPSUkJNg8duLEiUpOTtbIkSPVunVrq7C1atWqGjNmjCRpxowZj1Vj48aN5eTkpL1799qc1mcelfXaa69ZfZYDAgIUGxur3r17q3v37lbbypYtq0mTJsnOzk4LFiywOTI1KSlJAwYMsARZUsrahvb29qpRo4a8vb0VHh6e6u+E9H9/4958802r8wLAf4WDg70cHZ/+HwcHe0PVa5Qf+pW+NeIPfUvfPq0/GZElI7OklKCkUqVKmj17tnbs2KG4uDiFh4crPDxcmzdv1oQJE9S3b1/17Nkz08/dsGFDm4+8b9Kkib766ivduXNH+/fvV61atVLt8/bbb9tss2PHjgoODk73tKrXXntNX375pfbt26dz585ZPc1x1apVSkpKUv369ZU/f/50tXfhwgWdPHlSdnZ26tGjR7qOuV/79u1tvv7888/rxIkTNqcMmkwm7d69W9u3b9eFCxcUFRWl5ORkSbKszXX8+HEVLFjwsWtxdnZWuXLltGvXLl24cEHlypXLUJsZsWvXLiUnJ6t06dJ6+eWXU23Pnz+/mjZtqiVLlmjnzp2WwHHnzp0ymUyqUKGCypYtm+o4X19fVa5cWX/99Ve6azFPgd24caP8/PxSjXrJTOYgrkmTJvL09Hzo/uZ9Dh48qLCwMBUrVizLapOkCRMmaOnSpWrevLlGjBihzp07KygoSL1799b//ve/VNMoK1SooISEBO3Zsyddn6MdO3ZISglTc+XKlWr7W2+9pe+//z5VoBUREaFDhw7JxcVFb775ps2269SpIycnJ50/f15Xrlyx+fcnPfLmzatatWpp69atWrdundXfx4SEBMs03PunGMbHx2vbtm2SpHbt2tlst1y5cvLy8lJYWJiOHj1qc2pzixYtbB5rZ2enVq1a6bvvvtPy5ctVo0YNy7Z79+5ZAl+mGAL4r/LwyJwRxE+K0eo1Cvo169C3WYe+zTr0bdbLsjBL+r81fRISEnT8+HEdOXJEu3fv1s6dOxUXF6eJEyc+cjjzIL6+vjZfd3Z2lo+Pjw4fPqxz587ZDLNKly5t81jz69euXVNUVNRDp1e5uLioSZMmWrx4sX7++WcNHTrUss289oyt6YdpOXPmjKSU8OP+EWfpVbx4cZuvm0OAf67tFRUVpb59+9ociXG/R1kTLaO1ZDbziKO03mtJeuaZZySlLM5udv78eUmyGWSZlS1bNkNhVteuXbVnzx798MMPWr16tWrVqqVKlSqpWrVq8vLySnc76WFerL1SpUrp2v+FF15Q5cqVtW/fPjVq1EhVq1ZVlSpVVLlyZfn7+2fqKJyjR49q7ty5KliwoEaNGiVXV1fNmDFD77zzjv744w+99957mjp1qiXQunTpkhISEuTp6ZnuQNj8Xqb19yFXrlwqVKiQwsPDrV4/ceKE5d/vvvvuQ8/zOGGWlBJUbd26VWvXrrUKs3bu3Klbt26pWLFiqly5suX10NBQxcXFyd7eXoMGDUqz3Vu3bklKCef+KW/evA+cBt6yZUsFBATo119/VWRkpDw8PCRJmzdvVmRkpMqXL//AzwUA/JtFRsYqKSk5u8t4KAcHe3l4uBimXqOgX7MOfZt16NusQ98+Hg8PF8votofJ0jDLzMnJSRUrVlTFihXVoUMHhYWFqXfv3jp9+rSmTZumd999N1O/GD/oy22BAgUkKc1phmkde//r0dHR6VorqG3btlq8eLFWrVqlwYMHy8HBQXv37tX58+dVqFAh1a5d+6FtmEVFRUmSzREl6ZHWukPm6VImk8nq9fHjx+vPP/+Ut7e3Bg8erEqVKqlAgQKW9+mDDz7Q6tWrH+mpc2k94TKtWjKb+b033wu22LpPzCGbm5tbmsc9aJstL7/8smbPnq2pU6dq3759Wrp0qZYuXSopJXT66KOP9MILL2SozbRk9B6yt7fX9OnTNW3aNK1evVp79uzRnj17LG106NBB/fr1y5TPrvkpiq+//rrl/siXL59mz56tt99+W7t27VK/fv00ZcoUOTs76/fff5ckq2lxD2N+/x729+GfYZb5yYKxsbHpevJobGxsumuypX79+sqVK5dOnTqlEydOWEIi8xTDN99802oEn7m+5OTkdNVna9rmw546W7hwYdWpU8cSsnXs2FESC78DgCQlJSUrMdE4X1iMVq9R0K9Zh77NOvRt1qFvs94TCbP+qVixYho6dKh69eql6OhohYSEWKaVmb+kpRVopGfUzo0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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Leading industries in India"
+      ],
+      "metadata": {
+        "id": "xF6qGGNFpNcL"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ind_sorted_df = df_ind.sort_values(\"Last Valuation (Billion $)\", ascending=False)\n",
+        "\n",
+        "f, ax = plt.subplots(figsize=(8, 18))\n",
+        "\n",
+        "sns.barplot(x=\"Last Valuation (Billion $)\", y=\"Company\", data=ind_sorted_df,\n",
+        "            label=\"Last Valuation (Billion $)\")\n",
+        "\n",
+        "ax.tick_params(axis='both', which='major', labelsize=14)\n",
+        "\n",
+        "ax.set_title(\"Valuation of Companies by Industry\", fontsize=16)\n",
+        "\n",
+        "sns.despine(left=True, bottom=True)\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "N18xGhjbjPKG",
+        "outputId": "0f236f78-facc-4cbf-e77e-01734900981d"
+      },
+      "execution_count": 34,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 800x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "BYJU's has the highest valuation."
+      ],
+      "metadata": {
+        "id": "rJGHFFHppW6g"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ind=['Fintech','E-commerce & direct-to-consumer','Internet software & services',\n",
+        "    'Edtech','Supply chain, logistics, & delivery','Health','Auto & transportation',\n",
+        "    'Data management & analytics','Travel','Mobile & telecommunications']\n",
+        "for i in  ind:\n",
+        "    ind_fin_df=df.loc[df.Country.isin(['India'])]\n",
+        "    fin_df=ind_fin_df.loc[df['Industry'] == i]\n",
+        "\n",
+        "    fin_df['City'].value_counts().plot(kind='barh',title=i)\n",
+        "    plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "qW3o3aXnl2V5",
+        "outputId": "14830b03-02b1-4e2d-ff79-7abd861d07e0"
+      },
+      "execution_count": 40,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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lPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPAEAACglPLvY6NGj09LSkqlTp3b3UAAAAFYJvVb0Dvvss0/uuuuuJZb36dMnQ4cOzTbbbJN99903o0aN6pIBAgAAsHpb4fBcZMMNN8yGG27Y8fPzzz+fqVOn5te//nWuvfbafPvb385ee+3VJYMEAABg9dXp8Nxrr71y6KGHLrZsxowZOf7443PDDTfkP//zP/OBD3wggwYNWtkxAgAAsBrr0s94Dh48OOPGjUuPHj0yd+7c3HPPPV25eQAAAFZDXX5xoQEDBmTgwIFJktbW1iXWz5kzJ2effXb22muvbLvtthk1alR22223nHzyyXn++eeXus2WlpaOC/b89a9/zUEHHZTtt98+o0aNyh577JErr7zyFcf0y1/+Mp/85Cez9dZbZ7vttsv++++fu+++O1OnTk1LS0tGjx69xH0mTpyYs846K5/97Gfzvve9L29961uz/fbbZ7/99ssNN9ywwr+XffbZJy0tLbnzzjuXuv7OO+9MS0tL9tlnn1fc/7vuuitjx47NDjvskM033zy/+c1vkiRHHXVUWlpactVVVy11+6+0rwAAAJU6fartsjz++OMdAbnZZpsttm7y5Mk54IADMmXKlPTq1SsbbbRR+vTpk8mTJ+ecc87Jddddl5///OcZPnz4Urd98803Z9y4cVlnnXUyYsSIPPXUU5kwYUKOOeaYPP/889l///2XuM+4cePys5/9LEnyxje+MW984xtz//33Z999982RRx65zP0YN25cbr/99gwYMCBDhw7N0KFD88wzz+TWW2/Nrbfemv322y/f+MY3Ovlb6pzrrrsup512WgYMGJARI0akb9++r+njAwAAdEaXhefzzz+fBx54IN/73veSJB/84Afzlre8pWP9/Pnzc9BBB2XKlCn5+Mc/nm984xt5/etfnyR57rnncuyxx+amm27K17/+9fzXf/3XUh9j3LhxOfDAA3PQQQelT58+SZLzzjsv3//+9zN+/PjsvffeGTBgQMftf/e73+VnP/tZevbsmRNOOCF77bVXmpqasmDBgpx00kk5+eSTl7k/n/nMZ/KNb3wjW2yxxWLLH3jggRxxxBE5//zz88EPfjDbbLNN535hnXD66afnS1/6Ur7yla+kd+/eSV76vQIAAGuHHj2a0qvX6vetmJ0Oz7POOitnnXXWEssHDhyYf//3f88Xv/jFxZZfeeWVmTRpUrbbbruceOKJ6dHjf39ZQ4YMySmnnJIPfehDueeee3LPPfcsNeh22GGHHHbYYYst23///XPNNdfkwQcfzB133JFddtmlY925556b5KXTXD/5yU92LO/Tp0+OPfbY/OUvf8m999671P3bbbfdlrp8q622yvHHH58vfvGL+dWvfvWahud73/veHH744Yste93rXveaPT4AANC9BgxYp7uH0Cld9nUqc+fOzbRp0zJz5sxcdtllectb3pKdd965Y/2iz0V+6lOfWiw6F+nXr1923HHHXHXVVbnrrruWGnSf+cxnljqWt7/97XnwwQczZcqUjmVz5szpuLjRy6Pz5T71qU8tMzyT5Jlnnsm1116bv/zlL3n22Wc7ji4uWLAgSTJhwoRl3rfCnnvu+Zo+HgAAsGqZPXteWlvbunsYSZKBA/umZ8/lO/rapV+n0t7enmuuuSbHHntsvvKVr+Scc87Je97zniTJQw89lOSlU2OXdSrtE088kSR56qmnlrp+k002WeryRafsvvjiix3LpkyZkvb29vTu3TsjR45c6v3++TTal7vuuuty7LHHLrbNf7asiyFVWdZ+AAAAa4f29kYWLmzv7mGssC69uFCPHj2yxx57ZMKECbngggtyyimndITnrFmzkiQPPvjgq25n3rx5S12+rIvpLDqC2mg0OpbNmTOn4z5LO8KaJP3791/q8scffzxHHnlkWltb8/nPfz577LFHNt100/Tv3z89e/bM448/nl122SULFy581X3pSi4mBAAArI66/Kq2SbLNNtvkggsuyIQJE7JgwYL06dMn/fr1y8yZM3P55Zdn1KhRFQ+7mEVROXfu3LS3ty81PhfF6T/7n//5n7S2tmbXXXfNcccdt8T6GTNmdHpcL4/jl5s7d26nt5kkTU1NpdsHAADorJLLIbW3t3f8f+bMmUnScYXbv//97xUPuYQRI0akR48eaW1tzSOPPLLU2yzr6OvUqVOTJO9617uWuv6+++5b4fH069cvSfLss88udf1jjz22wtt8uUVHQ6u2DwAA0Fkl4fmnP/0pSTJgwIAMHjw4yf9eJfaiiy5Ka2trxcMupn///h0XKLryyiuXeptlLV9nnZeuFPXMM88ssW7+/Pm56KKLVng8iz6furSLGS1cuDCXXXbZCm9zebefZJmfqwUAAKjWpeHZ3t6eK6+8siNyPv7xj6dnz55Jkk9/+tMZOXJk/va3v+Wggw7K5MmTF7tvW1tb7r777hx77LGZPn16l4zngAMOSJL8/Oc/z9VXX92xfMGCBTnxxBOXeeRy0ZHOSy65JPfff3/H8meffTZf/epX8+STT67wWBZd4ffKK6/MHXfc0bF89uzZ+da3vrXYFXk7Y6eddkpTU1N+97vf5dprr+1YPn/+/Jx66qm56667Vmr7AAAAndXpz3heeeWVue222zp+njt3bqZOndpxEaFtt902RxxxRMf6ddZZJz/5yU/y5S9/Obfcckv+9V//NRtvvHFe//rX58UXX8yUKVM6Lip00EEHdXZYi9l5552z77775uc//3mOOuqonHbaaXnjG9+YKVOmZPbs2fn617++xHeKJsno0aPzzne+M3fffXc+/elPZ5NNNkm/fv06ThM+7rjj8q1vfWuFxvLud787H/jAB/Lb3/42Y8aMybBhw7Leeuvl4YcfTp8+ffL1r38948aN6/S+brLJJvm3f/u3XHjhhTniiCPyve99L0OHDs2jjz6a1tbWfPOb38zxxx/f6e0DAAB0VqfD88knn1zsyF+vXr0ycODA7Ljjjvnwhz+cT3ziEx1HOxcZPnx4rrzyylxxxRW5/vrrM3HixDzxxBPp27dvNttss+ywww7ZZZddMmzYsM7v0T859thjs9VWW+XCCy/Mww8/nLlz5+Ztb3tbvvzlL3ecBjxgwIDF7tOzZ8+cc845GT9+fK6//vpMmzYt6623Xnbeeed8+ctfznrrrdepsZx++un58Y9/nF//+td58sknM3fu3Hzwgx/M4Ycf3vFVMiu7r8OHD8/ll1+eyZMnZ/78+dl+++1zyCGHdHrMAAAAK6upsazLoK4Frr/++hx22GHZZZdd8oMf/KC7h7NaOfzU32fStBe6exgAALBWGDlsvZx+xE6ZOXNu5s9/bb/WcVmGDOmfnj2X79ObJRcXWl0surjQO9/5zm4eCQAAwJprjQ/Piy66KH/+858XWzZ79uyMGzcuN998cwYMGJDdd9+9ewYHAACwFuj0ZzxXF7fcckv+8z//M4MGDcrGG2/c8b2eCxYsSO/evfOd73wnr3/967t7mAAAAGusNT48P/e5z6Vv3775y1/+kkmTJqW1tTVveMMb8q53vSv7779/Nt988+4eIgAAwBptjQ/P97///Xn/+9/f3cMAAABYa63xn/EEAACgewlPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASglPAAAASvXq7gGwehq+/rrdPQQAAFhrrO7vv5sajUajuwfB6qXRaKSpqam7hwEAAGuV9vZGZs6cm9bWtu4eSpJkyJD+6dlz+U6idcSTFdbU1JSZM+emra29u4fCaq5nzx4ZOLCv+cRKM5foSuYTXcl8oqssmkur63FD4UmntLW1Z+FCT550DfOJrmIu0ZXMJ7qS+cTazsWFAAAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKCU8AQAAKNWruwfA6qlnT3+zYOUtmkfmEyvLXKIrmU90JfOJrrK6z6GmRqPR6O5BsHppNBppamrq7mEAAMBapb29kZkz56a1ta27h5IkGTKk/3IHsSOerLCmpqacfPGfMnX6rO4eCgAArBWGr79uvvb5bdOjx+p5AEh40ilTp8/KpGkvdPcwAACA1cDqfaIwAAAAqzzhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQKleK7uBSZMm5Yorrshdd92VadOmZdasWVlnnXWywQYb5K1vfWtGjx6dnXfeOX369OmK8QIAALCa6XR4LliwIN/97nfzi1/8Iu3t7WlqasqwYcMyfPjwzJ07N0888UQefvjh/PKXv8z666+f8ePH5+1vf3tXjh0AAIDVQKfCs62tLQcffHBuueWW9O3bNwcddFA+9alPZciQIR23WbhwYe69995cdNFFufHGGzNp0iThCQAAsBbqVHieffbZueWWW7LOOuvk5z//eUaNGrXkhnv1yrve9a68613vyt13350FCxas9GABAABY/azwxYVmz56d888/P0nyla98ZanR+c/e+c53Zscdd+z4+aqrrkpLS0uOOuqoZd5n9OjRaWlpydSpUxdbftRRR6WlpSXjx4/PjBkz8u1vfzujR4/OW9/61hx88MFJkjvvvDMtLS3ZZ599lrn9ffbZJy0tLbnzzjuXWNfW1paf//zn+djHPpZRo0bl3e9+d7761a9m4sSJr7jtlpaWjjHfddddGTt2bHbYYYdsvvnm+c1vfpMkmTlzZq644ooccsgh2XXXXbP11lvnHe94R3bfffecccYZmTVr1lLHO378+I7f2YIFC3LmmWdm1113zahRo7LzzjvnpJNOyrx585Ik7e3tueiii/Lxj388W2+9dXbYYYccffTRee6555b5+wAAAKiywkc8b7755syaNSu9evXK3nvvXTGm5fLcc89lr732ypNPPpk3v/nNGTlyZHr1WulrJaW9vT2HH354brzxxiTJsGHDMnjw4Nxyyy25+eabO+L2lVx33XU57bTTMmDAgIwYMSJ9+/btWPe73/0uxx57bHr37p03vOENGTlyZGbPnp1HHnkkDz30UP7nf/4nv/jFLzJo0KClbru1tTVjxozJvffemze/+c3ZYIMNMmXKlJx77rn5+9//nrPPPjuHH354brjhhmy66aYZNmxYHn300Vx11VX561//miuvvNKFngAAgNfUCpfan/70pyTJW97ylqy33npdPqDldemll2arrbbKhRdemGHDhiVJxxG/lXHJJZfkxhtvTL9+/XL66afn/e9/f5KXjvR+85vfzJlnnvmq2zj99NPzpS99KV/5ylfSu3fvJMn8+fOTvHRU9Ec/+lF23HHHrLPOOh33mTFjRk477bRceumlOfXUU3PCCScsdds33HBDNtlkk1x//fXZZJNNkiS33357DjzwwPzhD3/IV7/61fz5z3/OFVdckbe97W1JkgkTJuQLX/hCJk6cmKuvvrpb/2AAAAB0Xo8eTenVa/X7VswVDs/p06cnSYYPH97lg1kRPXv2zPjx47PBBht0LHt5yHVGo9HoOI34//yf/9MRnUkyYMCAfP/738+HPvShJU7//Wfvfe97c/jhhy+27HWve12SZPPNN8/mm2++xH0GDx6cE044IX/4wx/y61//Oscff3x69uy5xO0WLlyYE088sSM6k+Td7353PvjBD+a6667LjTfemPHjx3dEZ5JsscUW+dSnPpVzzz03f/jDH4QnAACspgYMWLnm6S4rHJ5z5sxJksVOH3255557Lu9+97uXWL7VVlvlqquuWtGHW6Ydd9xxsejsCpMmTcq0adPSs2fPfOITn1hifZ8+ffLxj388P/jBD15xO3vuuecrrl+4cGFuuumm3HbbbZk6dWrmzp2b9vb2JC8dWX3xxRfz2GOPZeTIkUvcd4sttlgsKhfZcsstc91112W99dbLv/7rvy6xfquttkqSPP744684NgAAYNU1e/a8tLa2dfcwkiQDB/ZNz57Ld/R1hcOzf//+SZK5c+cudX3v3r2zzTbbdPz83HPP5bHHHlvRh3lVm222WZdvc9E4hw0blgEDBiz1NltsscWrbmdpwbjI9OnTM3bs2Dz44IOvuI3nn39+qcs33njjpS5f9FU2r7Z+0R8OAACA1U97eyMLF7Z39zBW2AqH5/rrr58kmTZt2lLXr7vuuvmv//qvjp+vuuqqHH300Z0c3rL169evy7e5KMoWxfXSvNK6RZZ1NDhJjj766Dz44IPZcsstc+ihh2arrbbK4MGDOy748/nPfz533313Fi5cuNT7L2u/m5qalms9AADAa22FP5W67bbbJkkmTpy4zKNyr2ZRBDUajWXe5sUXX+zUtldm+4ui8pWOCq7MEcOnn346t956a9ZZZ52cd955GT16dNZff/3FrjLb2d8pAADAqmqFw/N973tfBgwYkIULF+bSSy/t1IMuOiL4j3/8Y6nrX3jhhcyYMaNT216e7SfJ5MmTl1i26aabJnnpaO7s2bOXer9XO0X2lSw6Sjxy5MiOU19f7oUXXig5LRkAAKA7rXB4DhgwIF/84heTJD/4wQ9y3333rfCDLgq8CRMmZMGCBUusv+SSS1Z4my+36IqvU6dOXWp8XnPNNZk1a9YSy0eOHJlhw4alra0tv/zlL5dYv2DBglxzzTWdHtfLg3hpR2MvuOCCZZ5iCwAAsLrq1BfAHHTQQXnPe96T+fPnZ999980Pf/jDPPvss0vc7oEHHsiNN964xPLm5uZstNFGefbZZ/P9738/bW3/e1Wm6667LmeffXbH9192xsCBA7PtttumtbU1J5xwwmIXQrr99tszbty4pW6/qakp++23X5LklFNOyc0339yxbs6cOTn66KPz5JNPdnpcI0eOzKBBgzJ9+vScccYZHfvd3t6eiy++OGeffXbH164AAACsKVb44kLJS9+h+eMf/zjf/va3c9lll+WMM87IGWeckeHDh2fIkCFpa2vL008/nWeeeSZJMnTo0I6jpEnSo0ePHHXUUTnssMNy4YUX5le/+lVGjBiR6dOn55lnnskhhxySq6++epkXMFoeRx55ZPbZZ5/ccMMNueWWW/KmN70pM2bMyBNPPJE999wz06ZNy1133bXE/T73uc/lzjvvzI033pgDDzwww4cPz6BBg/LII4+kvb09X/3qV3PKKaekR48Vb/bevXvn3//93/Otb30rP/rRj3LppZdmo402yhNPPJHnnnsun/jEJzJ16tSljgsAAGB11akjnslL32l5wgkn5L//+7+z3377Zauttsrs2bPzt7/9LVOmTMnAgQOzxx575IwzzshNN92Uj33sY4vdf9ddd83ZZ5+dbbfdNgsXLswjjzyS4cOH5/TTT8+hhx660ju29dZb56KLLsq//Mu/pEePHpk0aVLWW2+9/N//+3/z3e9+d5n369GjR04//fQcc8wxaW5uztNPP51p06Zlxx13zKWXXprm5uYkWebXrbyaT3/60znzzDMzatSozJkzJ48++miGDRuW//iP/8i4ceM6tU0AAIBVWVPjlS79yhLOO++8fP/7388XvvCFHHPMMd09nG5z+Km/z6RpL3T3MAAAYK0wcth6Of2InTJz5tzMn79qXBdmyJD+6dlz+Y5ldvqI59po4cKFHRcdeuc739m9gwEAAFhNCM+l+MlPfpKJEycutuy5557LkUcemYkTJ2ajjTbKTjvt1D2DAwAAWM106uJCa7prrrkmp5xySoYOHZoNN9ww8+bNy6RJk9LW1pb+/fvnpJNOSp8+fbp7mAAAAKsF4bkUY8eOzXXXXZeHHnooEydOTKPRyLBhw7LjjjvmgAMOyMYbb9zdQwQAAFhtCM+l2H333bP77rt39zAAAADWCD7jCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQCnhCQAAQKle3T0AVk/D11+3u4cAAABrjdX9/XdTo9FodPcgWL00Go00NTV19zAAAGCt0t7eyMyZc9Pa2tbdQ0mSDBnSPz17Lt9JtI54ssKampoyc+bctLW1d/dQWM317NkjAwf2NZ9YaeYSXcl8oiuZT3SVRXNpdT1uKDzplLa29ixc6MmTrmE+0VXMJbqS+URXMp9Y27m4EAAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWEJwAAAKWaGo1Go7sHweqnra29u4fAGqJnzx7mE13CXKIrmU90JfOJrrKqzaUePZrS1NS0XLcVngAAAJRyqi0AAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClhCcAAAClenX3AOhed9xxR37605/mvvvuy4svvpiNNtoou+22W8aOHZt+/fp1aps33HBDLrroojz44INpbW3NJptskt133z377rtvevfu3cV7wKqiq+ZSW1tb7rjjjvz+97/Pvffem8ceeyzz5s3LoEGD8ra3vS177713dtppp7odYZVQ8dz0chdffHFOOOGEJMl2222XCy+8cKW3yaqpYi41Go1ce+21ufrqqzNhwoTMnDkzgwYNysiRI/O+970v+++/fxfvBauKrp5PTzzxRM4///z88Y9/zJNPPpn29vYMHTo022+/fcaMGZOWlpaCvaC7PfPMM7n11lvz17/+NX/5y18yYcKEzJ8/v0tej6pfP1dGU6PRaHTrCOg2F154Yb7zne+k0Whkgw02yJAhQ/Lwww9nwYIFGTlyZC655JIMGjRohbb5ve99L+eff36SZMSIEenbt28efvjhtLW15V3velfOP//89OnTp2Bv6E5dOZcuv/zyfPOb30yS9OjRIyNGjEj//v0zefLkzJ49O0my99575z/+4z/S1NRUtUt0o4rnppebPn16PvzhD3fMJ+G55qqYS3PmzMkhhxyS2267LUmy8cYbZ9CgQXn22Wczffr0rLvuurnzzjsL9obu1tXz6d57783++++fOXPmpHfv3hk+fHh69+6dKVOmZN68eenVq1dOPvnkfOhDH6rbKbrFBRdckO9+97tLLF/Z16Pq18+V1mCt9Je//KWx+eabN1paWhq/+MUvGu3t7Y1Go9F46qmnGnvuuWejubm5ccghh6zQNm+88cZGc3Nz461vfWvjN7/5Tcfyhx9+uDF69OhGc3Nz47vf/W6X7gfdr6vn0mWXXdb42Mc+1rjssssaM2fO7Fje2traOPfccxstLS2N5ubmxsUXX9zl+0L3q3hu+mdf/vKXG1tssUXjS1/6UqO5ubnxb//2b10xdFYxFXOpvb298cUvfrHR3Nzc2H///RuTJ09ebP0LL7yw2Osfa46unk/t7e2ND37wg43m5ubG3nvv3Zg2bVrHupkzZzaOOOKIRnNzc2ObbbZZ7LWQNcPll1/eGDNmTOOUU05p3HjjjY3TTz99pV+PXovXz5UlPNdSBx10UKO5ublx5JFHLrHu0UcfbWy++eaN5ubmxoQJE5Z7m7vvvnujubm5ccYZZyyx7rbbbuuI0meffXalxs6qpavn0owZMzqeLJfmm9/8ZqO5ubmx++67d3rMrLoqnpte7tprr200Nzc3vv3tbzfOPPNM4bkGq5hLV1xxRaO5ubnxqU99qtHa2tqVw2UV19XzaeLEiY3m5uZl3mf+/PmNrbfeutHc3Ny46aabVnr8rNouvPDClX49qn797AouLrQWmjNnTm655ZYkyac//ekl1m+66abZYYcdkiTXX3/9cm3zsccey4MPPpjkpdMg/9m73/3ubLLJJlmwYEF++9vfdnborGIq5tKgQYNe8RTa973vfUmSRx99dEWHyyquYj693AsvvJDvfOc72WCDDXL44Yev1FhZtVXNpQsuuCBJctBBB6VXL5fJWFtUzKd58+Z1/HvjjTdeYn2fPn2y/vrrJ0kWLly4wmNm7VL9+tlVhOdaaMKECVmwYEH69OmTUaNGLfU22267bZLkvvvuW65t/vnPf07y0pPnoifKld0mq76KufRqFr1Y9+3bt0u2x6qjej6deOKJ+cc//pFvfetb6d+//0qNlVVbxVyaMmVKJk6cmB49emT77bfPfffdl+OOOy5jxozJwQcfnJ/85Cd57rnnumwfWHVUzKc3velNWWeddZK89FnPf/b0009n6tSp6dmzZ7bccstOjpy1RXe8H+sM4bkWWnSkaKONNlrmVWZHjBix2G1fzWOPPbbY/bpim6z6KubSq7n22muT/O8TKGuOyvl0++2356qrrsro0aOzyy67rNxAWeVVzKW//vWvSV46K+Piiy/O3nvvnUsvvTS33357fvvb3+aUU07JrrvumjvuuKML9oBVScV8GjBgQA4++OAkydFHH53rr78+M2bMyOzZs3PHHXdk7NixaW1tzdixYzNs2LAu2AvWZN3xfqwznCeyFnrhhReSJOutt94yb7No3aLbduU2Z86cuVzbZNVXMZdeyW9+85v87ne/S1NTUw444ICV3h6rlqr5NG/evBx33HHp169fjjvuuJUbJKuFirn09NNPJ3npNezkk0/OTjvtlK9//esZMWJEHn300YwbNy533HFHDj300Pz617/OBhtssJJ7waqi6rnpS1/6UoYOHZrzzjsvhx122GLrNt1005x22mn58Ic/3IkRs7Z5rd+PdZYjnmuh+fPnJ8krfqfmoq88WXTbrtzmyz/XwOqtYi4ty6RJk3LUUUclSb7whS9km222Wantseqpmk9nnnlmpkyZksMOOywbbrjhyg2S1ULFXHrxxReTvPR5uxEjRuSss87Km9/85vTp0yctLS358Y9/nKFDh2bmzJn52c9+tpJ7wKqk6rmptbU1jz/+eF544YX06tUrm266ad7ylrekT58+mTx5cq644oo89dRTKzd41gqv5fuxlSE810Kve93rkrz0hLcsCxYsWOy2XbnNRZ9pYPVXMZeW5sknn8wBBxyQWbNm5f3vf3++9rWvdXpbrLoq5tPf/va3/OxnP8uWW26ZffbZZ+UHyWqh8nUuST7/+c8v8Qavb9+++cxnPpMkHRf5YM1Q9Vp3yCGH5Ic//GG22GKL3HTTTbnhhhvy3//93/njH/+Yj33sY7n11luz9957d3znMCzLa/V+bGUJz7XQ8hxqX55D9i83cODA5d7motuy+quYS//smWeeyZgxY/LEE09ku+22y/jx41/xL3qsvirm07HHHpv29vaccMIJ6dmz58oPktVC5etckowcOXKpt1m0fOrUqcu1TVYPFfPppptuyu9///sMHjw4p5566mIXZlxvvfUybty4bLbZZnnqqadyySWXrMToWRu8Fu/HuoLPeK6FNt100yTJE088kdbW1qW+iZ8yZcpit301b3rTm5IkkydPXuZtVnSbrPoq5tLLPfvss/nCF76Qxx57LO94xzvy4x//uFv/Uketivn0t7/9LT179syXv/zlJdYtOnXy3nvvzXve854kyRVXXOF03DVAxVzabLPNOv69rD9+LXp+am9vX4HRsqqrmE933313kmTUqFFZd911l1jfu3fvbL/99nnkkUc6LmwFy1L9fqyrOOK5Ftpiiy3Su3fvLFiwIPfff/9Sb/OnP/0pSbL11lsv1zbf/va3J3npr7zTp0/vkm2y6quYS4s8//zz+eIXv5hJkyZlq622yjnnnOMrMNZwVfOpra0t//jHP5b4b1F4tra2dixra2tb6f2g+1XMpS233LLjoyKPP/74Um+z6I2dCwutWSrm05w5c5b78bvzM3msHirfj3Ul4bkWGjBgQP7lX/4lSXLZZZctsf6xxx7ruBz8brvttlzbfNOb3pTm5uYkyaWXXrrE+ttvvz2TJ09O796984EPfKCzQ2cVUzGXkmT27NnZb7/98tBDD6W5uTnnnXfeUv8izJqlYj499NBDy/zvkEMOSZJst912HcuGDx/eRXtDd6qYS3379s3OO++cJPnlL3+5xPpGo5Grr746STq+qJ01Q9X7piS5//77M2vWrCXWt7a25s4771zstrAsVe/HuprwXEsdfPDBaWpqyq9+9atceumlaTQaSV66XPwRRxyR9vb27LLLLtl8880Xu9/o0aMzevToXH/99Utsc9GbuHPOOSc33XRTx/JHHnkk3/zmN5Mkn/vc5zJkyJCq3aIbdPVcmjt3bsaOHZsHHnggm222WS644IIMHjz4NdsfulfFcxNrp6rXuV69euXuu+/OD37wg44j5AsXLsxJJ52UBx98MK973esyZsyY8v3jtdXV82m33XZLnz59MmPGjBxxxBGLnS32wgsv5JhjjskjjzySpqam7L777vU7yGrhs5/9bEaPHp0LLrhgiXWdnaOvpabGolGx1rngggty4oknptFoZMMNN8zgwYPz8MMPZ8GCBXnTm96USy65ZIlIbGlpSZJ897vfzSc+8Ykltjlu3LiOy8iPGDEi/fr1y9///ve0tbVl2223zU9/+lOf0VsDdeVcOvvss3PqqacmeekzVYMGDVrm45555pkZOnRo1+8Q3ariuWlpxo8fn7POOivbbbddLrzwwi7fD7pfxVy6+uqrc+yxx6atrS1DhgzJ8OHDM2XKlDz//PPp3bt3TjzxxHz0ox99TfaP11ZXz6df/vKXOfbYY7Nw4cL06tUrw4cPT+/evTN58uQsWLAgTU1N+drXvuZ7q9dATz75ZPbYY4+OnxcsWJAXX3wxvXr1yoABAzqWH3DAATnwwAM7fh49enSmTZuWQw45JIceeugS2+3MHH0tubjQWmzMmDFpaWnJ+eefn/vvvz/PPvtsNtpoo+y2224ZO3Zspz5Pd8wxx+Qd73hHLrnkkkyYMCFPP/10Ro4cmd133z1jxoxxNdI1VFfOpUWX+05eOlr+SnzuZc1U8dzE2qliLu25555585vfnHPPPTd33313JkyYkEGDBuWjH/1oDjzwwG49mkCtrp5Pe+yxRzbffPP87Gc/y913350nnngijUYjQ4cOzTve8Y58/vOfz7bbblu0N3Sntra2PP/880ssX7hw4WLL582bt0LbXdVfPx3xBAAAoJTPeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFBKeAIAAFDq/wMsDqGPlLGvuQAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x1800 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "City wise leading industries"
+      ],
+      "metadata": {
+        "id": "dmFpVu_ippjg"
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/Startups Analysis/requirements.txt b/Startups Analysis/requirements.txt
new file mode 100644
index 000000000..9c57f2edb
--- /dev/null
+++ b/Startups Analysis/requirements.txt	
@@ -0,0 +1,4 @@
+numpy==1.21.4
+pandas==1.3.5
+matplotlib==3.5.1
+missingno
\ No newline at end of file