diff --git a/web/gui-v2/src/data/companies.json b/web/gui-v2/src/data/companies.json
index 0998505c..54260cfb 100644
--- a/web/gui-v2/src/data/companies.json
+++ b/web/gui-v2/src/data/companies.json
@@ -1 +1 @@
-[{"cset_id": 803, "name": "Accenture PLC"}, {"cset_id": 115, "name": "IBM"}, {"cset_id": 806, "name": "Cognizant"}, {"cset_id": 23, "name": "Amazon"}, {"cset_id": 163, "name": "Microsoft"}, {"cset_id": 101, "name": "Google"}, {"cset_id": 617, "name": "Oracle"}, {"cset_id": 27, "name": "Apple"}, {"cset_id": 383, "name": "Cisco Systems Inc"}, {"cset_id": 804, "name": "Deloitte Touche Tohmatsu Ltd/United Kingdom"}, {"cset_id": 805, "name": "AT&T Inc"}, {"cset_id": 127, "name": "Intel"}, {"cset_id": 2296, "name": "DXC Technology"}, {"cset_id": 949, "name": "Nokia"}, {"cset_id": 3114, "name": "Ericsson"}, {"cset_id": 1779, "name": "Dell Inc"}, {"cset_id": 792, "name": "Apollo"}, {"cset_id": 2856, "name": "CGI Inc"}, {"cset_id": 789, "name": "Siemens"}, {"cset_id": 112, "name": "Huawei"}, {"cset_id": 87, "name": "Meta"}, {"cset_id": 807, "name": "Wells Fargo"}, {"cset_id": 812, "name": "Sap"}, {"cset_id": 808, "name": "Ernst & Young LLP"}, {"cset_id": 809, "name": "Citi"}, {"cset_id": 811, "name": "Bank Of America"}, {"cset_id": 209, "name": "Qualcomm"}, {"cset_id": 1848, "name": "Hsbc Holdings"}, {"cset_id": 553, "name": "Lockheed Martin"}, {"cset_id": 219, "name": "Salesforce"}, {"cset_id": 1943, "name": "Vodafone Group"}, {"cset_id": 371, "name": "Capital One"}, {"cset_id": 599, "name": "Northrop Grumman"}, {"cset_id": 2318, "name": "Fidelity National Information Services"}, {"cset_id": 818, "name": "UnitedHealth Group Inc"}, {"cset_id": 6, "name": "Adobe"}, {"cset_id": 671, "name": "Samsung"}, {"cset_id": 784, "name": "Boeing"}, {"cset_id": 820, "name": "General Motors"}, {"cset_id": 456, "name": "Ford Motor Company"}, {"cset_id": 396, "name": "Comcast"}, {"cset_id": 487, "name": "Hewlett Packard Enterprise"}, {"cset_id": 833, "name": "Hewlett Packard"}, {"cset_id": 793, "name": "Walmart"}, {"cset_id": 846, "name": "Honeywell, Inc."}, {"cset_id": 585, "name": "Morgan Stanley"}, {"cset_id": 1952, "name": "Orange"}, {"cset_id": 1125, "name": "Fujitsu"}, {"cset_id": 184, "name": "Nvidia"}, {"cset_id": 2104, "name": "Bt Group"}, {"cset_id": 1933, "name": "Continental"}, {"cset_id": 2794, "name": "Thales SA"}, {"cset_id": 245, "name": "Tencent"}, {"cset_id": 195, "name": "Paypal"}, {"cset_id": 785, "name": "General Electric"}, {"cset_id": 328, "name": "American Express"}, {"cset_id": 2322, "name": "Fiserv Inc"}, {"cset_id": 668, "name": "S&P Global"}, {"cset_id": 810, "name": "Pwc"}, {"cset_id": 831, "name": "T-Mobile"}, {"cset_id": 2409, "name": "Mastercard Inc."}, {"cset_id": 1230, "name": "Barclays"}, {"cset_id": 201, "name": "Philips"}, {"cset_id": 2190, "name": "Visa"}, {"cset_id": 1796, "name": "Cvs Health"}, {"cset_id": 2224, "name": "Automatic Data Processing"}, {"cset_id": 327, "name": "AMD"}, {"cset_id": 1993, "name": "Ubs Group"}, {"cset_id": 1922, "name": "Ita\u00fa Unibanco Holding"}, {"cset_id": 800, "name": "Bosch"}, {"cset_id": 2740, "name": "Science Applications International Corp"}, {"cset_id": 516, "name": "IQVIA"}, {"cset_id": 471, "name": "Goldman Sachs"}, {"cset_id": 359, "name": "Bloomberg LP"}, {"cset_id": 737, "name": "Uber"}, {"cset_id": 1852, "name": "Bnp Paribas"}, {"cset_id": 839, "name": "Leidos Holdings Inc"}, {"cset_id": 514, "name": "Intuit"}, {"cset_id": 1961, "name": "Deutsche Bank"}, {"cset_id": 840, "name": "Servicenow"}, {"cset_id": 50, "name": "Bytedance"}, {"cset_id": 826, "name": "Usaa"}, {"cset_id": 1911, "name": "Telef\u00f3nica"}, {"cset_id": 2064, "name": "Credit Suisse Group"}, {"cset_id": 2109, "name": "Schneider Electric"}, {"cset_id": 1385, "name": "Exxonmobil"}, {"cset_id": 2229, "name": "The Bank of New York Mellon Corp."}, {"cset_id": 3147, "name": "Toronto-Dominion Bank"}, {"cset_id": 822, "name": "Expedia Group"}, {"cset_id": 1985, "name": "Charter Communications"}, {"cset_id": 2422, "name": "Motorola Solutions Inc."}, {"cset_id": 663, "name": "Roche"}, {"cset_id": 429, "name": "Ebay"}, {"cset_id": 830, "name": "Nike"}, {"cset_id": 2175, "name": "U.S. Bancorp"}, {"cset_id": 710, "name": "Target"}, {"cset_id": 37, "name": "Baidu"}, {"cset_id": 533, "name": "Kaiser Permanente"}, {"cset_id": 845, "name": "Synopsys Inc"}, {"cset_id": 783, "name": "BMW"}, {"cset_id": 2099, "name": "Bank Of Nova Scotia"}, {"cset_id": 1909, "name": "Soci\u00e9t\u00e9 G\u00e9n\u00e9rale"}, {"cset_id": 2379, "name": "Juniper Networks"}, {"cset_id": 2236, "name": "Broadcom Inc."}, {"cset_id": 345, "name": "Autodesk"}, {"cset_id": 842, "name": "Johnson & Johnson"}, {"cset_id": 1671, "name": "Electronic Arts"}, {"cset_id": 2255, "name": "Charles Schwab Corporation"}, {"cset_id": 21, "name": "Alibaba"}, {"cset_id": 247, "name": "Tesla"}, {"cset_id": 1856, "name": "State Farm Insurance Cos."}, {"cset_id": 676, "name": "Schlumberger"}, {"cset_id": 2427, "name": "NetApp"}, {"cset_id": 2742, "name": "Caci International Inc"}, {"cset_id": 1396, "name": "Royal Bank Of Canada"}, {"cset_id": 313, "name": "Agilent Technologies"}, {"cset_id": 674, "name": "SAS Ins."}, {"cset_id": 518, "name": "J.P. Morgan"}, {"cset_id": 623, "name": "Palo Alto Networks"}, {"cset_id": 1997, "name": "Liberty Mutual Insurance Group"}, {"cset_id": 1875, "name": "United Parcel Service Inc"}, {"cset_id": 1765, "name": "Akamai Technologies"}, {"cset_id": 2459, "name": "PNC Financial Services"}, {"cset_id": 743, "name": "Vanguard"}, {"cset_id": 2601, "name": "BAE Systems PLC"}, {"cset_id": 566, "name": "McKinsey & Company"}, {"cset_id": 639, "name": "Procter & Gamble"}, {"cset_id": 798, "name": "Abb"}, {"cset_id": 2037, "name": "Deere"}, {"cset_id": 836, "name": "The Home Depot"}, {"cset_id": 411, "name": "Dbs Bank"}, {"cset_id": 480, "name": "L3Harris Technologies Inc"}, {"cset_id": 2253, "name": "Lumen Technologies"}, {"cset_id": 1953, "name": "Cigna Corp"}, {"cset_id": 2107, "name": "Micron Technology"}, {"cset_id": 837, "name": "Nielsen"}, {"cset_id": 1962, "name": "Bayer"}, {"cset_id": 1867, "name": "Airbus SE"}, {"cset_id": 936, "name": "Lenovo"}, {"cset_id": 1987, "name": "Zf Friedrichshafen"}, {"cset_id": 336, "name": "Aptiv"}, {"cset_id": 2021, "name": "Ing Group"}, {"cset_id": 3159, "name": "Vista Equity Partners"}, {"cset_id": 1502, "name": "Axa"}, {"cset_id": 734, "name": "Twitter"}, {"cset_id": 2019, "name": "Allstate"}, {"cset_id": 844, "name": "Spotify"}, {"cset_id": 2509, "name": "Thermo Fisher Scientific"}, {"cset_id": 1893, "name": "Pepsico"}, {"cset_id": 440, "name": "Experian"}, {"cset_id": 484, "name": "Here Technologies"}, {"cset_id": 1515, "name": "Abbott"}, {"cset_id": 1913, "name": "Humana Inc"}, {"cset_id": 2077, "name": "Commonwealth Bank Of Australia"}, {"cset_id": 506, "name": "Informatica"}, {"cset_id": 1921, "name": "Caterpillar Inc"}, {"cset_id": 1383, "name": "Disney"}, {"cset_id": 2216, "name": "Aon plc"}, {"cset_id": 1617, "name": "Chevron"}, {"cset_id": 1553, "name": "Medtronic"}, {"cset_id": 2792, "name": "Peraton Inc"}, {"cset_id": 2057, "name": "Lloyds Banking Group"}, {"cset_id": 787, "name": "Xerox"}, {"cset_id": 1990, "name": "Nationwide"}, {"cset_id": 1905, "name": "Centene"}, {"cset_id": 2327, "name": "Fortinet"}, {"cset_id": 1831, "name": "Elevance Health"}, {"cset_id": 176, "name": "Netflix"}, {"cset_id": 2241, "name": "Cadence Design Systems"}, {"cset_id": 3116, "name": "Glaxosmithkline"}, {"cset_id": 289, "name": "ZTE"}, {"cset_id": 714, "name": "Texas Instruments"}, {"cset_id": 2305, "name": "Equifax Inc."}, {"cset_id": 1633, "name": "Novartis"}, {"cset_id": 1829, "name": "Nestl\u00e9"}, {"cset_id": 1975, "name": "Volvo"}, {"cset_id": 2539, "name": "Western Digital"}, {"cset_id": 298, "name": "3M"}, {"cset_id": 2100, "name": "Johnson Controls International plc"}, {"cset_id": 2376, "name": "Jacobs Engineering Group Inc"}, {"cset_id": 1876, "name": "Lowe'S"}, {"cset_id": 2093, "name": "Progressive"}, {"cset_id": 1891, "name": "FedEx Corp"}, {"cset_id": 2497, "name": "State Street Corp."}, {"cset_id": 1904, "name": "Unilever"}, {"cset_id": 1917, "name": "Lg Electronics"}, {"cset_id": 835, "name": "Discover Financial Services"}, {"cset_id": 1928, "name": "Pfizer"}, {"cset_id": 341, "name": "AstraZeneca"}, {"cset_id": 1390, "name": "Deutsche Telekom"}, {"cset_id": 1883, "name": "Metlife"}, {"cset_id": 2315, "name": "F5 Networks"}, {"cset_id": 2186, "name": "Bank Of Montreal"}, {"cset_id": 314, "name": "Airbnb"}, {"cset_id": 1847, "name": "Softbank Group"}, {"cset_id": 694, "name": "Snap Inc."}, {"cset_id": 2306, "name": "Equinix"}, {"cset_id": 1528, "name": "Grab"}, {"cset_id": 2010, "name": "AP Moller - Maersk A/S"}, {"cset_id": 564, "name": "MathWorks"}, {"cset_id": 1814, "name": "Fannie Mae"}, {"cset_id": 2479, "name": "Rockwell Automation Inc."}, {"cset_id": 2111, "name": "Travelers Cos."}, {"cset_id": 335, "name": "Applied Materials"}, {"cset_id": 1132, "name": "Sony"}, {"cset_id": 815, "name": "Raytheon Technologies"}, {"cset_id": 2335, "name": "Garmin Ltd."}, {"cset_id": 2163, "name": "Flex"}, {"cset_id": 366, "name": "BP"}, {"cset_id": 1495, "name": "Saudi Arabian Oil Co"}, {"cset_id": 1812, "name": "Allianz"}, {"cset_id": 2115, "name": "Manulife Financial"}, {"cset_id": 1978, "name": "American Airlines Group"}, {"cset_id": 358, "name": "Blackrock"}, {"cset_id": 133, "name": "JD.com"}, {"cset_id": 2011, "name": "Tiaa"}, {"cset_id": 2336, "name": "Gartner Inc"}, {"cset_id": 3105, "name": "American International Group"}, {"cset_id": 237, "name": "Splunk"}, {"cset_id": 1797, "name": "Totalenergies Se"}, {"cset_id": 3148, "name": "Totalenergies"}, {"cset_id": 2765, "name": "ManTech International Corp/VA"}, {"cset_id": 2748, "name": "Leonardo SpA"}, {"cset_id": 1981, "name": "Delta Air Lines"}, {"cset_id": 796, "name": "Alphabet"}, {"cset_id": 2176, "name": "Macy'S"}, {"cset_id": 2124, "name": "Northwestern Mutual"}, {"cset_id": 1564, "name": "Baker Hughes, A Ge Company"}, {"cset_id": 1958, "name": "Banco Bilbao Vizcaya Argentaria"}, {"cset_id": 1857, "name": "Electricit\u00e9 De France"}, {"cset_id": 1872, "name": "Freddie Mac"}, {"cset_id": 989, "name": "Sanofi"}, {"cset_id": 1499, "name": "Square"}, {"cset_id": 2545, "name": "Willis Towers Watson"}, {"cset_id": 2626, "name": "KPMG LLP/New York"}, {"cset_id": 1794, "name": "McKesson Corp"}, {"cset_id": 427, "name": "Eaton Corp PLC"}, {"cset_id": 331, "name": "Analog Devices"}, {"cset_id": 1995, "name": "Best Buy"}, {"cset_id": 2383, "name": "Keysight Technologies"}, {"cset_id": 2290, "name": "Dominion Energy"}, {"cset_id": 2514, "name": "Truist Financial"}, {"cset_id": 1807, "name": "Cardinal Health Inc"}, {"cset_id": 3144, "name": "Sun Life Financial"}, {"cset_id": 2496, "name": "Starbucks Corp."}, {"cset_id": 381, "name": "Chegg Inc."}, {"cset_id": 2551, "name": "Zebra Technologies"}, {"cset_id": 2084, "name": "Chubb"}, {"cset_id": 718, "name": "The Boston Consulting Group (BCG)"}, {"cset_id": 557, "name": "Lyft"}, {"cset_id": 2249, "name": "CBRE Group"}, {"cset_id": 2462, "name": "Principal Financial Group"}, {"cset_id": 2499, "name": "Stryker Corp."}, {"cset_id": 1851, "name": "Tesco"}, {"cset_id": 2220, "name": "Arista Networks"}, {"cset_id": 2009, "name": "United Airlines Holdings"}, {"cset_id": 1688, "name": "Palantir Technologies"}, {"cset_id": 2294, "name": "Duke Energy"}, {"cset_id": 2402, "name": "M&T Bank Corp."}, {"cset_id": 434, "name": "Eli Lilly And Company"}, {"cset_id": 2485, "name": "Seagate Technology"}, {"cset_id": 2182, "name": "Safran SA"}, {"cset_id": 3162, "name": "Warner Bros. Discovery"}, {"cset_id": 2772, "name": "World Wide Technology Holding Co Inc"}, {"cset_id": 1854, "name": "Reliance Industries"}, {"cset_id": 2096, "name": "Coca-Cola"}, {"cset_id": 2766, "name": "Insight Enterprises Inc"}, {"cset_id": 2121, "name": "Unicredit Group"}, {"cset_id": 2770, "name": "ViaSat Inc"}, {"cset_id": 2231, "name": "Becton Dickinson"}, {"cset_id": 2415, "name": "Microchip Technology"}, {"cset_id": 1923, "name": "Anheuser-Busch Inbev"}, {"cset_id": 1393, "name": "Foxconn"}, {"cset_id": 1946, "name": "Banco Bradesco"}, {"cset_id": 3093, "name": "Tyler Technologies"}, {"cset_id": 1037, "name": "Volkswagen"}, {"cset_id": 2412, "name": "McDonald's Corp."}, {"cset_id": 2239, "name": "C. H. 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B. Hunt Transport Services"}, {"cset_id": 2540, "name": "Western Union Co"}, {"cset_id": 2344, "name": "Halliburton Co."}, {"cset_id": 1989, "name": "Banco Do Brasil"}, {"cset_id": 2302, "name": "Emerson Electric Company"}, {"cset_id": 2235, "name": "Boston Scientific"}, {"cset_id": 1878, "name": "U.S. Postal Service"}, {"cset_id": 2502, "name": "T. Rowe Price Group"}, {"cset_id": 2118, "name": "Philip Morris International"}, {"cset_id": 2250, "name": "Cdw Corp"}, {"cset_id": 780, "name": "Zillow"}, {"cset_id": 2025, "name": "Intesa Sanpaolo"}, {"cset_id": 2334, "name": "Gap Inc."}, {"cset_id": 2478, "name": "Robert Half International"}, {"cset_id": 2035, "name": "Sncf Mobilit\u00e9s"}, {"cset_id": 2406, "name": "Marsh & McLennan"}, {"cset_id": 384, "name": "Citadel LLC"}, {"cset_id": 2405, "name": "Marriott Int'l."}, {"cset_id": 3128, "name": "Mitsubishi Ufj Financial Group"}, {"cset_id": 264, "name": "Uipath"}, {"cset_id": 3123, "name": "Jabil"}, {"cset_id": 2451, "name": "Paychex Inc."}, {"cset_id": 400, "name": "Coupang"}, {"cset_id": 1833, "name": "Carrefour"}, {"cset_id": 2222, "name": "Assurant"}, {"cset_id": 2230, "name": "Baxter International Inc."}, {"cset_id": 2201, "name": "Align Technology"}, {"cset_id": 3141, "name": "Siemens Energy"}, {"cset_id": 3131, "name": "Nippon Telegraph And Telephone"}, {"cset_id": 2368, "name": "Intercontinental Exchange"}, {"cset_id": 1805, "name": "Costco Wholesale"}, {"cset_id": 1813, "name": "Kroger"}, {"cset_id": 705, "name": "Swiss Re"}, {"cset_id": 1570, "name": "Amgen"}, {"cset_id": 2501, "name": "Synchrony Financial"}, {"cset_id": 2123, "name": "La Poste"}, {"cset_id": 2212, "name": "Ameriprise Financial"}, {"cset_id": 1977, "name": "Sberbank"}, {"cset_id": 1959, "name": "State Bank Of India"}, {"cset_id": 1840, "name": "Enel"}, {"cset_id": 2319, "name": "Fifth Third Bancorp"}, {"cset_id": 3108, "name": "Boehringer Ingelheim"}, {"cset_id": 2012, "name": "Magna International"}, {"cset_id": 2743, "name": "KBR Inc"}, {"cset_id": 2215, "name": "ANSYS"}, {"cset_id": 2500, "name": "SVB Financial"}, {"cset_id": 1968, "name": "Bhp Group"}, {"cset_id": 2263, "name": "CME Group Inc."}, {"cset_id": 1842, "name": "Assicurazioni Generali"}, {"cset_id": 1986, "name": "Tata Motors"}, {"cset_id": 2563, "name": "Parsons Corp"}, {"cset_id": 2059, "name": "Poste Italiane"}, {"cset_id": 698, "name": "SpaceX"}, {"cset_id": 2505, "name": "TE Connectivity Ltd."}, {"cset_id": 143, "name": "Kuaishou"}, {"cset_id": 1687, "name": "Robinhood"}, {"cset_id": 2488, "name": "Sherwin-Williams"}, {"cset_id": 1950, "name": "Saint-Gobain"}, {"cset_id": 1395, "name": "Bristol-Myers Squibb"}, {"cset_id": 2381, "name": "Kellogg Co."}, {"cset_id": 2067, "name": "Taiwan Semiconductor Manufacturing"}, {"cset_id": 1654, "name": "Massmutual Financial Group"}, {"cset_id": 2493, "name": "Southern Company"}, {"cset_id": 1126, "name": "Nec"}, {"cset_id": 2423, "name": "MSCI Inc"}, {"cset_id": 2382, "name": "Keycorp"}, {"cset_id": 2470, "name": "Quest Diagnostics"}, {"cset_id": 2452, "name": "Paycom"}, {"cset_id": 2796, "name": "Lawrence Livermore National Security LLC"}, {"cset_id": 501, "name": "Illumina"}, {"cset_id": 2360, "name": "Huntington Bancshares"}, {"cset_id": 2528, "name": "Verisk Analytics"}, {"cset_id": 2361, "name": "Huntington Ingalls Industries"}, {"cset_id": 2127, "name": "Danone"}, {"cset_id": 2543, "name": "Whirlpool Corp."}, {"cset_id": 706, "name": "NortonLifeLock"}, {"cset_id": 802, "name": "Maxar Technologies"}, {"cset_id": 2332, "name": "Franklin Resources"}, {"cset_id": 2117, "name": "Arrow Electronics"}, {"cset_id": 2029, "name": "Conocophillips"}, {"cset_id": 711, "name": "Technicolor"}, {"cset_id": 2387, "name": "Kohl's Corp."}, {"cset_id": 2042, "name": "Vale"}, {"cset_id": 2763, "name": "Aecom"}, {"cset_id": 2049, "name": "Exelon"}, {"cset_id": 119, "name": "Icertis"}, {"cset_id": 2354, "name": "Hilton Worldwide Holdings Inc."}, {"cset_id": 310, "name": "Affirm, Inc."}, {"cset_id": 1870, "name": "Engie"}, {"cset_id": 2015, "name": "Rio Tinto Group"}, {"cset_id": 2818, "name": "Sodexo SA"}, {"cset_id": 2390, "name": "Laboratory Corp. of America Holding"}, {"cset_id": 790, "name": "Toyota"}, {"cset_id": 2374, "name": "Iron Mountain Incorporated"}, {"cset_id": 1780, "name": "Dupont"}, {"cset_id": 3090, "name": "Etsy"}, {"cset_id": 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994, "name": "Nordstrom"}, {"cset_id": 494, "name": "Evergy"}, {"cset_id": 1034, "name": "Oneok"}, {"cset_id": 673, "name": "IBM"}, {"cset_id": 1314, "name": "Sysco Corp"}, {"cset_id": 42, "name": "AES Corp"}, {"cset_id": 134, "name": "Appier"}, {"cset_id": 873, "name": "Marsh & Mclennan"}, {"cset_id": 838, "name": "LKQ Corporation"}, {"cset_id": 1362, "name": "The Mosaic Company"}, {"cset_id": 1397, "name": "Tusimple"}, {"cset_id": 458, "name": "Edison Int'l"}, {"cset_id": 24, "name": "Accenture PLC"}, {"cset_id": 971, "name": "Nec"}, {"cset_id": 132, "name": "Apartment Investment & Management"}, {"cset_id": 659, "name": "Howmet Aerospace"}, {"cset_id": 1503, "name": "Willis Towers Watson"}, {"cset_id": 1225, "name": "Sempra Energy"}, {"cset_id": 88, "name": "Alliance Data Systems"}, {"cset_id": 525, "name": "Fifth Third Bancorp"}, {"cset_id": 116, "name": "AmerisourceBergen Corp"}, {"cset_id": 1887, "name": "Sap"}, {"cset_id": 439, "name": "Dow Inc."}, {"cset_id": 1449, "name": "Verisk Analytics"}, {"cset_id": 630, "name": "Henry Schein"}, {"cset_id": 1576, "name": "Archer Daniels Midland"}, {"cset_id": 988, "name": "Nissan Motor Corporation"}, {"cset_id": 277, "name": "CBRE Group"}, {"cset_id": 1727, "name": "Exelon"}, {"cset_id": 211, "name": "Bitmain Technologies"}, {"cset_id": 1887, "name": "SAP"}, {"cset_id": 456, "name": "Ebay"}, {"cset_id": 781, "name": "Kimberly-Clark"}, {"cset_id": 1793, "name": "Kraft Heinz"}, {"cset_id": 420, "name": "Didi Chuxing"}, {"cset_id": 1265, "name": "Snap-On"}, {"cset_id": 371, "name": "D. R. Horton"}, {"cset_id": 499, "name": "Experian"}, {"cset_id": 1094, "name": "Phillips 66"}, {"cset_id": 505, "name": "Meta"}, {"cset_id": 545, "name": "Fortinet"}, {"cset_id": 283, "name": "Centene Corporation"}, {"cset_id": 848, "name": "Lumen Technologies"}, {"cset_id": 870, "name": "Marketaxess"}, {"cset_id": 1543, "name": "Zions Bancorp"}, {"cset_id": 798, "name": "Kuaishou"}, {"cset_id": 103, "name": "Amcor PLC"}, {"cset_id": 1330, "name": "TE Connectivity Ltd."}, {"cset_id": 1597, "name": "Berkshire Hathaway"}, {"cset_id": 1013, "name": "Nvidia"}, {"cset_id": 564, "name": "Gartner Inc"}, {"cset_id": 636, "name": "Hewlett Packard Enterprise"}, {"cset_id": 1478, "name": "W. R. Berkley Corporation"}, {"cset_id": 733, "name": "IQVIA"}, {"cset_id": 919, "name": "Mid-America Apartments"}, {"cset_id": 163, "name": "AT&T Inc"}, {"cset_id": 618, "name": "Hartford Financial Svc.Gp."}, {"cset_id": 1618, "name": "Charter Communications"}, {"cset_id": 1498, "name": "Whirlpool Corp."}, {"cset_id": 639, "name": "Hikvision"}, {"cset_id": 1552, "name": "AbbVie"}, {"cset_id": 226, "name": "Boeing Co/The"}, {"cset_id": 2900, "name": "Openai"}, {"cset_id": 1547, "name": "ZTE"}, {"cset_id": 28, "name": "Activision Blizzard"}, {"cset_id": 1436, "name": "V.F. Corp."}, {"cset_id": 1502, "name": "Williams Cos."}, {"cset_id": 2923, "name": "Aevex Aerospace"}, {"cset_id": 574, "name": "General Electric"}, {"cset_id": 247, "name": "Broadcom Inc."}, {"cset_id": 1034, "name": "ONEOK"}, {"cset_id": 1289, "name": "Stanley Black & Decker"}, {"cset_id": 819, "name": "Lennar Corp."}, {"cset_id": 1569, "name": "American International Group"}, {"cset_id": 540, "name": "Fmc Corporation"}, {"cset_id": 275, "name": "Caterpillar Inc"}, {"cset_id": 575, "name": "General Mills"}, {"cset_id": 112, "name": "American Tower Corp."}, {"cset_id": 1211, "name": "Scale AI"}, {"cset_id": 177, "name": "AutoZone Inc"}, {"cset_id": 479, "name": "Entergy Corp."}, {"cset_id": 485, "name": "Equinix"}, {"cset_id": 796, "name": "KPMG"}, {"cset_id": 1858, "name": "Philip Morris International"}, {"cset_id": 1931, "name": "T-Mobile"}, {"cset_id": 504, "name": "F5 Networks"}, {"cset_id": 1730, "name": "ExxonMobil"}, {"cset_id": 498, "name": "Expeditors"}, {"cset_id": 160, "name": "Assurant"}, {"cset_id": 1027, "name": "Old Dominion Freight Line"}, {"cset_id": 1346, "name": "Texas Instruments"}, {"cset_id": 191, "name": "Baxter International Inc."}, {"cset_id": 1411, "name": "UDR, Inc."}, {"cset_id": 127, "name": "Ansys"}, {"cset_id": 44, "name": "Aeye"}, {"cset_id": 1283, "name": "Spotify"}, {"cset_id": 1886, "name": "Sanofi"}, {"cset_id": 873, "name": "Marsh & McLennan"}, {"cset_id": 808, "name": "Las Vegas Sands"}, {"cset_id": 89, "name": "Alliant Energy Corp"}, {"cset_id": 1241, "name": "Siemens"}, {"cset_id": 1274, "name": "Southern Company"}, {"cset_id": 484, "name": "Equifax Inc."}, {"cset_id": 493, "name": "Everest Re Group Ltd."}, {"cset_id": 615, "name": "Hanesbrands Inc"}, {"cset_id": 273, "name": "Carrier Global"}, {"cset_id": 779, "name": "Keycorp"}, {"cset_id": 1183, "name": "Rollins Inc."}, {"cset_id": 778, "name": "Kellogg Co."}, {"cset_id": 1340, "name": "Tencent"}, {"cset_id": 444, "name": "DTE Energy Co."}, {"cset_id": 552, "name": "Franklin Resources"}, {"cset_id": 305, "name": "Cincinnati Financial"}, {"cset_id": 165, "name": "Atmos Energy"}, {"cset_id": 1220, "name": "Sealed Air"}, {"cset_id": 770, "name": "Kaiser Permanente"}, {"cset_id": 1087, "name": "Perrigo"}, {"cset_id": 1054, "name": "PACCAR Inc."}, {"cset_id": 45, "name": "Affectiva"}, {"cset_id": 48, "name": "AFLAC Inc"}, {"cset_id": 304, "name": "Cigna Corp"}, {"cset_id": 1488, "name": "WEC Energy Group"}, {"cset_id": 1493, "name": "Western Digital"}, {"cset_id": 1545, "name": "Zoetis"}, {"cset_id": 1445, "name": "Ventas Inc"}, {"cset_id": 1702, "name": "Deutsche Telekom"}, {"cset_id": 878, "name": "Mastercard Inc."}, {"cset_id": 13, "name": "A.O. Smith Corp"}, {"cset_id": 1798, "name": "Lenovo"}, {"cset_id": 448, "name": "DXC Technology"}, {"cset_id": 1847, "name": "Panasonic"}, {"cset_id": 761, "name": "Johnson Controls International plc"}, {"cset_id": 77, "name": "Alexandria Real Estate Equities"}, {"cset_id": 1455, "name": "Vertex Pharmaceuticals Inc"}, {"cset_id": 1365, "name": "Thermo Fisher Scientific"}, {"cset_id": 248, "name": "Broadridge Financial Solutions"}, {"cset_id": 469, "name": "Eli Lilly and Company"}, {"cset_id": 1307, "name": "Swiss Re"}, {"cset_id": 1496, "name": "Westrock"}, {"cset_id": 454, "name": "Eaton Corp PLC"}, {"cset_id": 1128, "name": "Qihoo 360"}, {"cset_id": 521, "name": "FedEx Corp"}, {"cset_id": 1840, "name": "Nokia"}, {"cset_id": 1122, "name": "Public Storage"}, {"cset_id": 235, "name": "Boston Properties"}, {"cset_id": 553, "name": "Freeport-McMoRan Inc."}, {"cset_id": 870, "name": "MarketAxess"}, {"cset_id": 1333, "name": "Technipfmc"}, {"cset_id": 224, "name": "BMW"}, {"cset_id": 236, "name": "Boston Scientific"}, {"cset_id": 1349, "name": "Textron Inc"}, {"cset_id": 373, "name": "Danaher Corp."}, {"cset_id": 737, "name": "Iron Mountain Incorporated"}, {"cset_id": 1136, "name": "Quest Diagnostics"}, {"cset_id": 482, "name": "EOG Resources"}, {"cset_id": 1494, "name": "Western Union Co"}, {"cset_id": 2921, "name": "Mistral"}, {"cset_id": 1228, "name": "Sensetime"}, {"cset_id": 114, "name": "Ameriprise Financial"}, {"cset_id": 60, "name": "Air Products & Chemicals Inc"}, {"cset_id": 974, "name": "Netapp"}, {"cset_id": 2915, "name": "Byd"}, {"cset_id": 721, "name": "Intl Flavors & Fragrances"}, {"cset_id": 127, "name": "ANSYS"}, {"cset_id": 1492, "name": "Welltower Inc."}, {"cset_id": 113, "name": "American Water Works Co Inc"}, {"cset_id": 308, "name": "Cisco Systems Inc"}, {"cset_id": 831, "name": "Linde plc"}, {"cset_id": 1852, "name": "Pepsico"}, {"cset_id": 1739, "name": "Fujitsu"}, {"cset_id": 486, "name": "Equity Residential"}, {"cset_id": 155, "name": "Arthur J. Gallagher & Co."}, {"cset_id": 309, "name": "Citadel Llc"}, {"cset_id": 309, "name": "Citadel LLC"}, {"cset_id": 912, "name": "Mettler Toledo"}, {"cset_id": 136, "name": "Applied Materials"}, {"cset_id": 1715, "name": "Elliott Management Corp"}, {"cset_id": 583, "name": "Gilead Sciences"}, {"cset_id": 1132, "name": "Qualcomm"}, {"cset_id": 425, "name": "Dish Network"}, {"cset_id": 966, "name": "Nasdaq, Inc."}, {"cset_id": 1180, "name": "Rockwell Automation Inc."}, {"cset_id": 1541, "name": "Zillow"}, {"cset_id": 805, "name": "Lam Research"}, {"cset_id": 939, "name": "Molson Coors Brewing Company"}, {"cset_id": 1785, "name": "Johnson & Johnson"}, {"cset_id": 361, "name": "Crown Castle International Corp."}, {"cset_id": 1305, "name": "SVB Financial"}, {"cset_id": 900, "name": "Megvii"}, {"cset_id": 851, "name": "Lyondellbasell"}, {"cset_id": 162, "name": "Astrazeneca"}, {"cset_id": 1808, "name": "Macy's"}, {"cset_id": 344, "name": "Constellation Brands"}, {"cset_id": 974, "name": "NetApp"}, {"cset_id": 585, "name": "Global Payments Inc."}, {"cset_id": 80, "name": "Alibaba"}, {"cset_id": 743, "name": "Jack Henry & Associates"}, {"cset_id": 267, "name": "Capri Holdings"}, {"cset_id": 528, "name": "First Republic Bank"}, {"cset_id": 801, "name": "Bath & Body Works"}, {"cset_id": 383, "name": "Datarobot"}, {"cset_id": 460, "name": "EHang"}, {"cset_id": 491, "name": "Est\u00e9e Lauder Companies"}, {"cset_id": 1754, "name": "Hca Healthcare"}, {"cset_id": 1110, "name": "PPG Industries"}, {"cset_id": 540, "name": "FMC Corporation"}, {"cset_id": 1440, "name": "Vanguard"}, {"cset_id": 1176, "name": "Robert Half International"}, {"cset_id": 434, "name": "Dominion Energy"}, {"cset_id": 1213, "name": "Schlumberger"}, {"cset_id": 1111, "name": "PPL Corp."}, {"cset_id": 741, "name": "J.P. Morgan"}, {"cset_id": 529, "name": "FirstEnergy Corp"}, {"cset_id": 284, "name": "CenterPoint Energy"}, {"cset_id": 1159, "name": "Regions Financial Corp."}, {"cset_id": 524, "name": "Fidelity National Information Services"}, {"cset_id": 542, "name": "Ford Motor Company"}, {"cset_id": 1211, "name": "Scale Ai"}, {"cset_id": 1294, "name": "Steris Plc"}, {"cset_id": 1613, "name": "Catalent"}, {"cset_id": 265, "name": "Campbell Soup"}, {"cset_id": 1564, "name": "Allstate"}, {"cset_id": 1430, "name": "Universal Health Services, Inc."}, {"cset_id": 321, "name": "Cloudwalk"}, {"cset_id": 246, "name": "Bristol-Myers Squibb"}, {"cset_id": 665, "name": "Huntington Bancshares"}, {"cset_id": 190, "name": "Ball Corp"}, {"cset_id": 1679, "name": "Compass Group"}, {"cset_id": 58, "name": "Aibee"}, {"cset_id": 1016, "name": "NXP Semiconductors"}, {"cset_id": 950, "name": "Motorola Solutions Inc."}, {"cset_id": 276, "name": "Cboe Global Markets"}, {"cset_id": 1818, "name": "Micron Technology"}, {"cset_id": 1535, "name": "Zebra Technologies"}, {"cset_id": 1427, "name": "United Parcel Service Inc"}, {"cset_id": 286, "name": "Cerebras Systems"}, {"cset_id": 1086, "name": "Perkinelmer"}, {"cset_id": 985, "name": "NIO"}, {"cset_id": 1056, "name": "Packaging Corporation of America"}, {"cset_id": 303, "name": "Church & Dwight"}, {"cset_id": 783, "name": "Kinder Morgan"}, {"cset_id": 1974, "name": "Vontier"}, {"cset_id": 323, "name": "CME Group Inc."}, {"cset_id": 547, "name": "Fortune Brands Home & Security"}, {"cset_id": 1848, "name": "Paypal"}, {"cset_id": 1706, "name": "Dollar General"}, {"cset_id": 720, "name": "Interpublic Group of Cos Inc/The"}, {"cset_id": 578, "name": "Genuine Parts"}, {"cset_id": 740, "name": "J. B. Hunt Transport Services"}, {"cset_id": 984, "name": "Nike"}, {"cset_id": 888, "name": "McCormick & Co."}, {"cset_id": 1294, "name": "STERIS plc"}, {"cset_id": 806, "name": "Lamb Weston Holdings Inc"}, {"cset_id": 67, "name": "AIsimba"}, {"cset_id": 495, "name": "Eversource Energy"}, {"cset_id": 130, "name": "AP Moller - Maersk A/S"}, {"cset_id": 898, "name": "Medtronic"}, {"cset_id": 614, "name": "Halliburton Co."}, {"cset_id": 519, "name": "Federal Realty Investment Trust"}, {"cset_id": 415, "name": "Devon Energy"}, {"cset_id": 1158, "name": "Regency Centers Corporation"}, {"cset_id": 889, "name": "McDonald's Corp."}, {"cset_id": 1064, "name": "Paramount Global"}, {"cset_id": 85, "name": "Allegion"}, {"cset_id": 1852, "name": "PepsiCo"}, {"cset_id": 680, "name": "Idex Corporation"}, {"cset_id": 625, "name": "Healthpeak Properties"}, {"cset_id": 998, "name": "Northern Trust Corp."}, {"cset_id": 218, "name": "Bloomberg LP"}, {"cset_id": 1187, "name": "Ross Stores"}, {"cset_id": 1828, "name": "Mondelez International"}, {"cset_id": 351, "name": "Coty, Inc"}, {"cset_id": 1131, "name": "Qorvo"}, {"cset_id": 851, "name": "LyondellBasell"}, {"cset_id": 1353, "name": "The Bank of New York Mellon Corp."}, {"cset_id": 1857, "name": "Pfizer"}, {"cset_id": 1209, "name": "Sba Communications"}, {"cset_id": 135, "name": "Apple"}, {"cset_id": 1504, "name": "Woodward Inc"}, {"cset_id": 103, "name": "Amcor plc"}, {"cset_id": 956, "name": "MSCI Inc"}, {"cset_id": 850, "name": "Lyft"}, {"cset_id": 293, "name": "Charles Schwab Corporation"}, {"cset_id": 6, "name": "3M"}, {"cset_id": 288, "name": "CF Industries Holdings Inc"}, {"cset_id": 250, "name": "Brown-Forman Corp."}, {"cset_id": 433, "name": "Dollar Tree"}, {"cset_id": 1726, "name": "Etsy"}, {"cset_id": 699, "name": "Ingersoll Rand"}, {"cset_id": 695, "name": "Incyte"}, {"cset_id": 1416, "name": "Ulta Beauty"}, {"cset_id": 1401, "name": "Twitter"}, {"cset_id": 280, "name": "Celanese"}, {"cset_id": 852, "name": "M&T Bank Corp."}, {"cset_id": 419, "name": "Diamondback Energy"}, {"cset_id": 1587, "name": "Bank of America"}, {"cset_id": 652, "name": "Horizon Robotics"}, {"cset_id": 162, "name": "AstraZeneca"}, {"cset_id": 681, "name": "IDEXX Laboratories"}, {"cset_id": 131, "name": "Apache Corporation"}, {"cset_id": 1592, "name": "Barclays"}, {"cset_id": 393, "name": "DeepGlint"}, {"cset_id": 178, "name": "AvalonBay Communities, Inc."}, {"cset_id": 1186, "name": "Roper Technologies"}, {"cset_id": 1239, "name": "Sherwin-Williams"}, {"cset_id": 51, "name": "Agari Data"}, {"cset_id": 944, "name": "Moody's Corp"}, {"cset_id": 300, "name": "Chevron"}, {"cset_id": 73, "name": "Alaska Air Group Inc"}, {"cset_id": 746, "name": "Jane Street"}, {"cset_id": 1514, "name": "Xcel Energy Inc"}, {"cset_id": 985, "name": "Nio"}, {"cset_id": 119, "name": "Amphenol Corp"}, {"cset_id": 1532, "name": "Yum! Brands Inc"}, {"cset_id": 257, "name": "C. H. Robinson Worldwide"}, {"cset_id": 30, "name": "Adobe"}, {"cset_id": 831, "name": "Linde PLC"}, {"cset_id": 231, "name": "BorgWarner"}, {"cset_id": 500, "name": "Extra Space Storage"}, {"cset_id": 1049, "name": "Otis Worldwide"}, {"cset_id": 469, "name": "Eli Lilly And Company"}, {"cset_id": 70, "name": "Akamai Technologies"}, {"cset_id": 1705, "name": "Disney"}, {"cset_id": 124, "name": "Anduril Industries"}, {"cset_id": 913, "name": "Mgm Resorts International"}, {"cset_id": 1162, "name": "Republic Services Inc"}, {"cset_id": 573, "name": "General Dynamics Corp"}, {"cset_id": 8, "name": "4thParadigm"}, {"cset_id": 1970, "name": "Vista Equity Partners"}, {"cset_id": 349, "name": "Corning Incorporated"}, {"cset_id": 744, "name": "Jacobs Engineering Group Inc"}, {"cset_id": 660, "name": "Huawei"}, {"cset_id": 282, "name": "celepixel"}]
\ No newline at end of file
diff --git a/web/gui-v2/src/scripts/filter_companies.py b/web/gui-v2/src/scripts/filter_companies.py
deleted file mode 100755
index 96453364..00000000
--- a/web/gui-v2/src/scripts/filter_companies.py
+++ /dev/null
@@ -1,26 +0,0 @@
-#! /usr/bin/env python3
-
-## Example:
-## src> ./scripts/filter_companies.py static_data/companies.json data/companies.json
-
-import argparse
-import json
-import pprint
-
-parser = argparse.ArgumentParser()
-parser.add_argument('infile')
-parser.add_argument('outfile')
-
-args = parser.parse_args()
-
-pp = pprint.PrettyPrinter(indent=1, compact=True)
-
-with open(args.infile, 'r') as f:
-  data = json.load(f)
-
-#pp.pprint(data[0])
-reduced_data = list(map(lambda d: { "cset_id": d["cset_id"], "name": d["name"] }, data))
-#pp.pprint(reduced_data)
-
-with open(args.outfile, 'w') as f:
-  json.dump(reduced_data, f)
diff --git a/web/gui-v2/src/static_data/data.js b/web/gui-v2/src/static_data/data.js
index 03d5c322..e05119ae 100644
--- a/web/gui-v2/src/static_data/data.js
+++ b/web/gui-v2/src/static_data/data.js
@@ -1,3 +1,3 @@
-const company_data = [{"cset_id": 803, "name": "Accenture PLC", "country": "Ireland", "website": "https://www.accenture.com/us-en", "crunchbase": {"text": "0d5171b3-68b3-37c3-cb50-8cd8ccb8930b", "url": "https://www.crunchbase.com/organization/accenture"}, "child_crunchbase": [], "ror_id": ["https://ror.org/041r3e346", "https://ror.org/0262ezr32", "https://ror.org/013g16z83", "https://ror.org/04xcr6k92", "https://ror.org/00v8f0m76", "https://ror.org/04wcc2q98", "https://ror.org/00hmyb194", "https://ror.org/04yaf9a96", "https://ror.org/05h202h75"], "linkedin": ["https://www.linkedin.com/company/accenture"], "highly_cited_ai_pubs": 24, "stage": "Mature", "ai_patents_grants": 214, "continent": "Europe", "local_logo": "accenture_plc.png", "aliases": "Accenture; Andersen", "permid_links": [{"text": 4295903017, "url": "https://permid.org/1-4295903017"}], "parent_info": null, "agg_child_info": null, "unagg_child_info": null, "market_filt": [{"text": "NYSE:ACN", "url": "https://www.google.com/finance/quote/acn:nyse"}], "market_full": [{"text": "MEX:ACNN", "url": "https://www.google.com/finance/quote/acnn:mex"}, {"text": "FWB:CSA", "url": "https://www.google.com/finance/quote/csa:fwb"}, {"text": "LSE:0Y0Y", "url": "https://www.google.com/finance/quote/0y0y:lse"}, {"text": "FRA:CSA", "url": "https://www.google.com/finance/quote/csa:fra"}, {"text": "NYSE:ACN", "url": "https://www.google.com/finance/quote/acn:nyse"}], "crunchbase_description": "Accenture is a professional services company, providing services and solutions in strategy, consulting, digital, technology and operations.", "groups": {"sp500": true, "global500": true}, "fields": [{"field_name": "Artificial neural network", "field_count": 10}, {"field_name": "Deep learning", "field_count": 6}, {"field_name": "Convolutional neural network", "field_count": 5}, {"field_name": "Robot", "field_count": 4}, {"field_name": "Semantic Web", "field_count": 3}, {"field_name": "Sentiment analysis", 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Incorporated in Delaware and headquartered in San Jose, California, it has historically specialized in software for the creation and publication of a wide range of content, including graphics, photography, illustration, animation, multimedia/video, motion pictures and print. The company has expanded into digital marketing management software. Adobe has millions of users worldwide. Flagship products include; Photoshop image editing software, Adobe Illustrator vector-based illustration software, Adobe Acrobat Acrobat Reader and the Portable Document Format (PDF), plus a host of tools primarily for audio-visual content creation, editing and publishing. 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 export { company_data };
\ No newline at end of file
diff --git a/web/gui-v2/src/static_data/overall_data.json b/web/gui-v2/src/static_data/overall_data.json
index 71327023..a92e9d8f 100644
--- a/web/gui-v2/src/static_data/overall_data.json
+++ b/web/gui-v2/src/static_data/overall_data.json
@@ -1 +1 @@
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\ No newline at end of file
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diff --git a/web/raw_data/exchange_links.jsonl b/web/raw_data/exchange_links.jsonl
index bea0f186..ef6b34c3 100644
--- a/web/raw_data/exchange_links.jsonl
+++ b/web/raw_data/exchange_links.jsonl
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+{"market_key": "STU:M4B", "link": "https://www.google.com/finance/quote/M4B:STU"}
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+{"market_key": "ASE:ALL", "link": "https://www.google.com/finance/quote/ALL:ASE"}
+{"market_key": "NYSE:FICO", "link": "https://www.google.com/finance/quote/FICO:NYSE"}
+{"market_key": "MUN:GPT", "link": "https://www.google.com/finance/quote/GPT:MUN"}
+{"market_key": "STU:GLO", "link": "https://www.google.com/finance/quote/GLO:STU"}
+{"market_key": "HKG:9888", "link": "https://www.google.com/finance/quote/9888:HKG"}
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+{"market_key": "PKC:CSGKF", "link": "https://www.google.com/finance/quote/CSGKF:PKC"}
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+{"market_key": "VIE:GEDY", "link": "https://www.google.com/finance/quote/GEDY:VIE"}
+{"market_key": "BRN:EMR", "link": "https://www.google.com/finance/quote/BRN:EMR"}
+{"market_key": "NASDAQ:SNPS", "link": "https://www.google.com/finance/quote/NASDAQ:SNPS"}
 {"market_key": "SAO:JBSS3", "link": "https://www.google.com/finance/quote/JBSS3:SAO"}
-{"market_key": "MUN:VIA", "link": "https://www.google.com/finance/quote/MUN:VIA"}
-{"market_key": "nyse:gps", "link": "https://www.google.com/finance/quote/gps:nyse"}
-{"market_key": "STU:BOY", "link": "https://www.google.com/finance/quote/BOY:STU"}
-{"market_key": "mex:chd", "link": "https://www.google.com/finance/quote/chd:mex"}
+{"market_key": "NASDAQ:AMGN", "link": "https://www.google.com/finance/quote/AMGN:NASDAQ"}
+{"market_key": "MEX:NOC", "link": "https://www.google.com/finance/quote/MEX:NOC"}
+{"market_key": "DUS:CSX1", "link": "https://www.google.com/finance/quote/CSX1:DUS"}
+{"market_key": "DUS:2KD", "link": "https://www.google.com/finance/quote/2KD:DUS"}
+{"market_key": "NYSE:HII", "link": "https://www.google.com/finance/quote/HII:NYSE"}
+{"market_key": "FRA:GDZD", "link": "https://www.google.com/finance/quote/FRA:GDZD"}
+{"market_key": "ASE:AIG", "link": "https://www.google.com/finance/quote/AIG:ASE"}
+{"market_key": "NYSE:BRO", "link": "https://www.google.com/finance/quote/BRO:NYSE"}
+{"market_key": "FRA:AV3", "link": "https://www.google.com/finance/quote/AV3:FRA"}
diff --git a/web/raw_data/sectors.jsonl b/web/raw_data/sectors.jsonl
index d07d24ae..1a28a291 100644
--- a/web/raw_data/sectors.jsonl
+++ b/web/raw_data/sectors.jsonl
@@ -1 +1 @@
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"Technology", "business": "Technology Equipment"}, "780": {"economic": "Technology", "business": "Technology Equipment"}, "372": {"economic": "Technology", "business": "Technology Equipment"}, "1597": {"economic": "Consumer Non-Cyclicals", "business": "Consumer Goods Conglomerates"}, "639": {"economic": "Technology", "business": "Technology Equipment"}, "1100": {"economic": "Financials", "business": "Insurance"}, "1886": {"economic": "Healthcare", "business": "Pharmaceuticals & Medical Research"}, "1857": {"economic": "Healthcare", "business": "Pharmaceuticals & Medical Research"}, "349": {"economic": "Technology", "business": "Technology Equipment"}, "545": {"economic": "Technology", "business": "Software & IT Services"}, "1680": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "805": {"economic": "Technology", "business": "Technology Equipment"}, "1691": {"economic": "Financials", "business": "Insurance"}, "1479": {"economic": "Industrials", "business": "Industrial Goods"}, "484": {"economic": "Industrials", "business": "Industrial & Commercial Services"}, "464": {"economic": "Technology", "business": "Software & IT Services"}, "70": {"economic": "Technology", "business": "Software & IT Services"}, "1282": {"economic": "Technology", "business": "Software & IT Services"}, "1979": {"economic": "Financials", "business": "Banking & Investment Services"}, "420": {"economic": "Industrials", "business": "Transportation"}, "1709": {"economic": "Consumer Non-Cyclicals", "business": "Consumer Goods Conglomerates"}, "439": {"economic": "Basic Materials", "business": "Chemicals"}, "947": {"economic": "Financials", "business": "Banking & Investment Services"}, "1498": {"economic": "Consumer Cyclicals", "business": "Cyclical Consumer Products"}, "82": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1283": {"economic": "Technology", "business": "Software & IT Services"}, "1564": {"economic": "Financials", "business": "Insurance"}, "733": {"economic": "Healthcare", "business": "Pharmaceuticals & Medical Research"}, "900": {"economic": "Unknown", "business": "Unknown"}, "443": {"economic": "Technology", "business": "Software & IT Services"}, "645": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "266": {"economic": "Financials", "business": "Banking & Investment Services"}, "1228": {"economic": "Technology", "business": "Software & IT Services"}, "1117": {"economic": "Consumer Non-Cyclicals", "business": "Personal & Household Products & Services"}, "304": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1264": {"economic": "Technology", "business": "Software & IT Services"}, "1427": {"economic": "Industrials", "business": "Transportation"}, "1128": {"economic": "Technology", "business": "Software & IT Services"}, "366": {"economic": "Consumer Cyclicals", "business": "Automobiles & Auto Parts"}, "686": {"economic": "Consumer Non-Cyclicals", "business": "Consumer Goods Conglomerates"}, "974": {"economic": "Technology", "business": "Technology Equipment"}, "1219": {"economic": "Technology", "business": "Technology Equipment"}, "127": {"economic": "Technology", "business": "Software & IT Services"}, "1703": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1675": {"economic": "Technology", "business": "Software & IT Services"}, "687": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "831": {"economic": "Basic Materials", "business": "Chemicals"}, "448": {"economic": "Technology", "business": "Software & IT Services"}, "471": {"economic": "Consumer Cyclicals", "business": "Cyclical Consumer Services"}, "765": {"economic": "Technology", "business": "Technology Equipment"}, "1913": {"economic": "Technology", "business": "Technology Equipment"}, "1493": {"economic": "Technology", "business": "Technology Equipment"}, "63": {"economic": "Technology", "business": "Software & IT Services"}, "684": {"economic": "Technology", "business": "Software & IT Services"}, "185": {"economic": "Technology", "business": "Software & IT Services"}, "546": {"economic": "Industrials", "business": "Industrial Goods"}, "231": {"economic": "Consumer Cyclicals", "business": "Automobiles & Auto Parts"}, "1049": {"economic": "Industrials", "business": "Industrial Goods"}, "108": {"economic": "Financials", "business": "Banking & Investment Services"}, "878": {"economic": "Technology", "business": "Software & IT Services"}, "122": {"economic": "Technology", "business": "Technology Equipment"}, "1931": {"economic": "Technology", "business": "Telecommunications Services"}, "262": {"economic": "Technology", "business": "Software & IT Services"}, "1340": {"economic": "Technology", "business": "Telecommunications Services"}, "499": {"economic": "Consumer Cyclicals", "business": "Cyclical Consumer Services"}, "1429": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "741": {"economic": "Financials", "business": "Banking & Investment Services"}, "573": {"economic": "Industrials", "business": "Industrial Goods"}, "848": {"economic": "Technology", "business": "Telecommunications Services"}, "273": {"economic": "Industrials", "business": "Industrial Goods"}, "915": {"economic": "Technology", "business": "Technology Equipment"}, "1189": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "1337": {"economic": "Technology", "business": "Technology Equipment"}, "162": {"economic": "Healthcare", "business": "Pharmaceuticals & Medical Research"}, "195": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1401": {"economic": "Technology", "business": "Software & IT Services"}, "1013": {"economic": "Technology", "business": "Technology Equipment"}, "1642": {"economic": "Technology", "business": "Telecommunications Services"}, "172": {"economic": "Technology", "business": "Software & IT Services"}, "1198": {"economic": "Financials", "business": "Banking & Investment Services"}, "724": {"economic": "Technology", "business": "Financial Technology (Fintech) & Infrastructure"}, "1164": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "142": {"economic": "Consumer Cyclicals", "business": "Automobiles & Auto Parts"}, "1547": {"economic": "Technology", "business": "Technology Equipment"}, "1179": {"economic": "Healthcare", "business": "Pharmaceuticals & Medical Research"}, "1890": {"economic": "Technology", "business": "Software & IT Services"}, "505": {"economic": "Technology", "business": "Software & IT Services"}, "136": {"economic": "Technology", "business": "Technology Equipment"}, "1848": {"economic": "Industrials", "business": "Industrial & Commercial Services"}, "80": {"economic": "Technology", "business": "Software & IT Services"}, "456": {"economic": "Technology", "business": "Software & IT Services"}, "1790": {"economic": "Technology", "business": "Technology Equipment"}, "1587": {"economic": "Financials", "business": "Banking & Investment Services"}, "454": {"economic": "Industrials", "business": "Industrial Goods"}, "191": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "300": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "1702": {"economic": "Technology", "business": "Telecommunications Services"}, "1365": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1000": {"economic": "Unknown", "business": "Unknown"}, "373": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1930": {"economic": "Technology", "business": "Software & IT Services"}, "24": {"economic": "Technology", "business": "Software & IT Services"}, "761": {"economic": "Industrials", "business": "Industrial Goods"}, "30": {"economic": "Technology", "business": "Software & IT Services"}, "224": {"economic": "Consumer Cyclicals", "business": "Automobiles & Auto Parts"}, "815": {"economic": "Technology", "business": "Software & IT Services"}, "334": {"economic": "Technology", "business": "Telecommunications Services"}, "1730": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "16": {"economic": "Industrials", "business": "Industrial Goods"}, "1818": {"economic": "Technology", "business": "Technology Equipment"}, "614": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "236": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1887": {"economic": "Technology", "business": "Software & IT Services"}, "1213": {"economic": "Energy", "business": "Energy - Fossil Fuels"}, "999": {"economic": "Industrials", "business": "Industrial Goods"}, "1582": {"economic": "Industrials", "business": "Industrial & Commercial Services"}, "898": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "275": {"economic": "Industrials", "business": "Industrial Goods"}, "1551": {"economic": "Healthcare", "business": "Healthcare Services & Equipment"}, "1180": {"economic": "Industrials", "business": "Industrial Goods"}, "472": {"economic": "Industrials", "business": "Industrial Goods"}, "636": {"economic": "Technology", "business": "Technology Equipment"}, "950": {"economic": "Technology", "business": "Technology Equipment"}, "1515": {"economic": "Technology", "business": "Software & IT Services"}, "135": {"economic": "Technology", "business": "Technology Equipment"}, "247": {"economic": "Technology", "business": "Technology Equipment"}, "542": {"economic": "Consumer Cyclicals", "business": "Automobiles & Auto Parts"}}
\ No newline at end of file
diff --git a/web/scripts/retrieve_data.py b/web/scripts/retrieve_data.py
index 60395173..af555676 100644
--- a/web/scripts/retrieve_data.py
+++ b/web/scripts/retrieve_data.py
@@ -145,12 +145,18 @@ def retrieve_raw(get_links: bool) -> None:
     client = bigquery.Client()
     market_info = set()
     print("retrieving metadata")
+    lower_name_to_id = {}
     with open(RAW_DATA_FI, mode="w") as out:
         for row in client.list_rows("ai_companies_visualization.all_visualization_data"):
             dict_row = {col: row[col] for col in row.keys()}
+            if not row["name"]:
+                print(f"{row['cset_id']} missing name")
+                continue
             out.write(json.dumps(dict_row)+"\n")
             market_info = market_info.union([m["exchange"]+":"+m["ticker"] for m in dict_row["market"]])
+            lower_name_to_id[dict_row["name"].lower()] = dict_row["cset_id"]
     print("retrieving original company names")
+    id_and_orig_name = []
     with open(ORIG_NAMES_FI, mode="w") as out:
         for row in client.list_rows("ai_companies_visualization.original_company_names"):
             name = row["name"]
@@ -158,6 +164,10 @@ def retrieve_raw(get_links: bool) -> None:
                 continue
             row = {"orig_name": name, "lowercase_name": name.lower()}
             out.write(json.dumps(row)+"\n")
+            if name.lower() in lower_name_to_id:
+                id_and_orig_name.append({"cset_id": lower_name_to_id[name.lower()], "name": name})
+    with open(os.path.join(WEB_SRC_DIR, "data", "companies.json"), mode="w") as web_out:
+        web_out.write(json.dumps(id_and_orig_name))
     if get_links:
         print("retrieving market links")
         with open(EXCHANGE_LINK_FI, mode="w") as out:
@@ -648,10 +658,10 @@ def get_category_counts(js: dict) -> None:
     articles = {}
     ### Reformat publication-related metrics
     for machine_name, orig_key, count_key, is_top_research in [
-        ["all_publications", "all_pubs_by_year", "all_pubs", False],
+        ["all_publications", "all_pubs_by_year", "year_count", False],
         ["ai_publications", "ai_pubs_by_year", "ai_pubs", False],
-        ["highly_cited_ai_pubs", "highly_cited_ai_pubs_by_year", "highly_cited_ai_pubs", False],
-        ["ai_pubs_top_conf", "ai_pubs_in_top_conferences_by_year", "ai_pubs_in_top_conferences", False],
+        ["highly_cited_ai_pubs", "highly_cited_ai_pubs_by_year", "year_count", False],
+        ["ai_pubs_top_conf", "ai_pubs_in_top_conferences_by_year", "year_count", False],
         ["ai_citation_counts", "ai_citation_count_by_year", "ai_citation_count", False],
         ["cv_citation_counts", "cv_citation_count_by_year", "cv_citation_count", False],
         ["nlp_citation_counts", "nlp_citation_count_by_year", "nlp_citation_count", False],