enhanced

Add operator x dominant workforce industry crosstab script and CSVs
Cross-tabs normalized data-center operator (owner) against the leading ACS 2024 workforce industry of each enrichment geography (ZCTA and census tract). Emits raw-count and row-percentage CSVs for both geographies. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 06:59:20 -07:00 · 2026-06-28 20:57:58 -07:00
6 changed files with 248733 additions and 31 deletions
--- a/enhanced_data_center_cluster_map.ipynb
+++ b/enhanced_data_center_cluster_map.ipynb
--- a/output/operator_industry_crosstab_census_tract.csv
+++ b/output/operator_industry_crosstab_census_tract.csv
@@ -0,0 +1,233 @@
 operator,total,"Agriculture, forestry, fishing and hunting, and mining","Arts, entertainment, recreation, accommodation, and food services",Construction,"Educational services, and health care and social assistance","Finance and insurance, and real estate and rental and leasing",Manufacturing,"Other services, except public administration","Professional, scientific, management, administrative, and waste management services",Public administration,Retail trade,"Transportation and warehousing, and utilities",Wholesale trade
 Amazon Web Services,54,4,0,0,24,0,1,0,23,0,2,0,0
 Lumen,41,0,5,1,23,0,1,0,10,0,0,1,0
 Flexential,38,1,1,1,20,1,4,0,7,0,2,1,0
 Digital Realty,36,2,1,0,15,3,3,0,11,0,1,0,0
 Google,26,0,0,0,18,0,3,0,5,0,0,0,0
 Equinix,23,0,0,0,8,0,2,0,10,0,3,0,0
 Microsoft,23,1,0,0,12,2,1,0,5,0,2,0,0
 Quality Technology Services,21,0,0,0,11,0,3,0,7,0,0,0,0
 CyrusOne,19,0,1,0,9,0,0,0,9,0,0,0,0
 Meta,19,1,0,0,14,0,2,0,0,0,2,0,0
 Centersquare,15,0,0,0,6,1,1,0,6,0,1,0,0
 NTT,14,0,0,0,6,0,2,0,6,0,0,0,0
 DataBank,12,0,2,0,2,1,1,0,6,0,0,0,0
 EdgeConneX,12,1,1,0,7,0,2,0,1,0,0,0,0
 Stack Infrastructure,12,0,0,0,2,0,4,0,5,1,0,0,0
 CoreSite,11,0,0,0,5,0,0,0,5,1,0,0,0
 Vantage,10,0,0,0,4,0,0,0,6,0,0,0,0
 Verizon,10,0,1,0,7,0,0,0,2,0,0,0,0
 H5,9,0,1,0,4,0,0,0,4,0,0,0,0
 TierPoint,9,1,1,0,5,0,0,0,1,0,1,0,0
 Aligned,8,0,0,0,3,0,2,0,3,0,0,0,0
 Megaport,8,1,1,1,4,0,0,0,1,0,0,0,0
 Cogent Communications,7,0,1,0,5,0,0,0,0,0,0,1,0
 Cyxtera,6,0,0,0,1,1,0,0,4,0,0,0,0
 Sabey,6,1,0,0,1,0,0,1,2,0,1,0,0
 Switch,6,0,3,0,1,0,1,0,1,0,0,0,0
 CenturyLink,5,1,1,0,2,0,0,0,1,0,0,0,0
 Crown Castle,5,0,0,0,4,0,0,0,1,0,0,0,0
 Evocative,5,0,0,0,2,0,0,0,2,0,1,0,0
 Innova Solutions,5,0,0,1,2,0,0,0,2,0,0,0,0
 Apple,4,0,0,0,2,1,0,0,1,0,0,0,0
 Cologix,4,0,0,0,1,0,0,0,3,0,0,0,0
 Digital Fortress,4,0,0,0,3,0,0,0,0,0,1,0,0
 Enzu,4,0,0,0,2,0,0,0,2,0,0,0,0
 Expedient,4,0,0,0,4,0,0,0,0,0,0,0,0
 Iron Mountain,4,0,0,1,2,0,0,0,1,0,0,0,0
 Prime Data Centers,4,0,0,0,2,0,0,0,2,0,0,0,0
 Stream,4,0,0,0,1,0,2,0,1,0,0,0,0
 T5,4,0,3,0,1,0,0,0,0,0,0,0,0
 US Signal,4,0,1,0,3,0,0,0,0,0,0,0,0
 FirstLight,3,0,1,0,2,0,0,0,0,0,0,0,0
 Windstream,3,0,0,0,3,0,0,0,0,0,0,0,0
 iTel Networks Inc.,3,0,0,0,2,0,0,0,1,0,0,0,0
 xAI,3,1,0,0,1,0,0,0,0,0,0,1,0
 1547 Critical Systems Realty,2,0,0,0,2,0,0,0,0,0,0,0,0
 365 Data Centers,2,0,0,0,2,0,0,0,0,0,0,0,0
 AT&T,2,0,0,0,2,0,0,0,0,0,0,0,0
 AiNET,2,0,0,1,1,0,0,0,0,0,0,0,0
 Atlantic Metro Communications,2,0,0,0,2,0,0,0,0,0,0,0,0
 Barclays,2,0,0,0,2,0,0,0,0,0,0,0,0
 CenterServ,2,0,0,0,2,0,0,0,0,0,0,0,0
 China Telecom,2,0,0,0,0,0,2,0,0,0,0,0,0
 CloudHQ,2,0,0,0,1,0,0,0,1,0,0,0,0
 Colocation America,2,0,0,0,1,0,0,0,1,0,0,0,0
 Colocation Northwest,2,0,0,0,1,0,0,0,1,0,0,0,0
 Comcast,2,0,0,0,2,0,0,0,0,0,0,0,0
 Compass Datacenters,2,0,0,0,1,0,0,0,1,0,0,0,0
 CoreSpace,2,0,0,0,1,0,0,0,1,0,0,0,0
 Csquare,2,0,0,0,0,0,1,0,1,0,0,0,0
 DXC Technology,2,0,0,0,2,0,0,0,0,0,0,0,0
 DartPoints,2,0,0,0,2,0,0,0,0,0,0,0,0
 "Data Center West, Inc.",2,0,0,0,1,0,0,0,0,0,1,0,0
 DirecTV,2,0,0,0,1,0,0,0,0,0,0,1,0
 EvoSwitch,2,0,0,0,2,0,0,0,0,0,0,0,0
 FOGO Solutions,2,0,0,0,2,0,0,0,0,0,0,0,0
 Hivelocity,2,0,0,0,1,0,0,0,1,0,0,0,0
 Hurricane Electric,2,0,0,0,0,0,0,0,2,0,0,0,0
 Metrobloks,2,0,0,0,0,0,0,0,0,0,1,0,1
 Opti9 Technologies,2,0,0,0,2,0,0,0,0,0,0,0,0
 PowerHouse,2,0,0,0,1,0,0,0,1,0,0,0,0
 Serverfarm,2,1,0,0,1,0,0,0,0,0,0,0,0
 Skybox,2,0,0,0,2,0,0,0,0,0,0,0,0
 Tata Communications,2,0,0,0,1,0,0,0,1,0,0,0,0
 Voxility,2,0,0,0,1,0,0,1,0,0,0,0,0
 Yahoo,2,1,0,0,1,0,0,0,0,0,0,0,0
 menlo digital,2,0,0,0,0,0,1,0,1,0,0,0,0
 2CRSi,1,0,0,0,1,0,0,0,0,0,0,0,0
 3EX Hosting,1,0,0,0,0,0,0,0,1,0,0,0,0
 5C Data Centers,1,0,0,0,0,0,0,0,1,0,0,0,0
 Actapio,1,0,0,0,0,0,0,0,0,0,1,0,0
 Alabama Supercomputer Authority,1,0,0,0,0,0,1,0,0,0,0,0,0
 Alco Properties,1,0,0,0,0,0,0,0,0,0,1,0,0
 Alpha Innovations,1,0,0,0,1,0,0,0,0,0,0,0,0
 Alpheus,1,0,0,0,0,0,0,0,1,0,0,0,0
 American Telephone & Telegraph,1,0,0,0,0,0,0,0,1,0,0,0,0
 AngelTrax Mobile Video Surveillance Solutions,1,0,0,0,1,0,0,0,0,0,0,0,0
 Apollo,1,0,0,0,0,0,0,0,1,0,0,0,0
 Apotech Group,1,0,0,0,1,0,0,0,0,0,0,0,0
 Applied Digital,1,1,0,0,0,0,0,0,0,0,0,0,0
 Ascent,1,0,0,0,0,0,0,0,1,0,0,0,0
 BNYM,1,0,0,0,1,0,0,0,0,0,0,0,0
 Bank of America,1,0,0,0,1,0,0,0,0,0,0,0,0
 Bell Canada,1,0,0,0,0,0,0,0,1,0,0,0,0
 Blockfusion,1,0,0,0,1,0,0,0,0,0,0,0,0
 Bloomberg,1,0,0,0,1,0,0,0,0,0,0,0,0
 CBRE,1,0,0,0,1,0,0,0,0,0,0,0,0
 CBTS LLC,1,0,0,0,0,0,0,0,1,0,0,0,0
 CHRISTUS Health,1,0,0,0,1,0,0,0,0,0,0,0,0
 CSS Communications,1,0,0,0,1,0,0,0,0,0,0,0,0
 Charlotte Colocation Center,1,0,0,0,0,0,0,0,1,0,0,0,0
 Choctaw Nation of oklahoma,1,0,1,0,0,0,0,0,0,0,0,0,0
 City of Searcy,1,0,0,0,0,0,1,0,0,0,0,0,0
 Clarkson University,1,0,0,0,1,0,0,0,0,0,0,0,0
 Claro,1,0,0,0,1,0,0,0,0,0,0,0,0
 ColoCrossing,1,0,0,0,1,0,0,0,0,0,0,0,0
 Colospace,1,0,0,0,0,0,0,0,1,0,0,0,0
 Crane Data Centers Inc.,1,0,0,0,1,0,0,0,0,0,0,0,0
 Crane LLC,1,0,0,0,1,0,0,0,0,0,0,0,0
 Crown Castle Fiber,1,0,0,0,1,0,0,0,0,0,0,0,0
 CyberNest,1,0,0,0,0,0,0,0,0,0,1,0,0
 DLI ONE,1,0,0,0,0,1,0,0,0,0,0,0,0
 Dallas County Elections Department,1,0,0,0,1,0,0,0,0,0,0,0,0
 Data Canopy,1,0,0,0,0,0,0,0,1,0,0,0,0
 Data Foundry,1,0,0,0,0,0,0,0,0,0,1,0,0
 Data Journey,1,0,0,0,0,0,0,0,0,0,0,0,1
 "Datacate, Inc",1,0,0,0,0,0,1,0,0,0,0,0,0
 Dataverge,1,1,0,0,0,0,0,0,0,0,0,0,0
 Dennis Sampier,1,0,0,0,0,0,1,0,0,0,0,0,0
 Department of Defence,1,0,0,0,1,0,0,0,0,0,0,0,0
 DigiCo Infrastructure REIT,1,0,0,0,1,0,0,0,0,0,0,0,0
 Digital Crossroad,1,0,0,0,0,0,1,0,0,0,0,0,0
 Duke Libraries,1,0,0,0,1,0,0,0,0,0,0,0,0
 EdgePresence,1,0,1,0,0,0,0,0,0,0,0,0,0
 Edged,1,0,0,0,0,0,0,0,1,0,0,0,0
 Edgeuno,1,0,0,0,1,0,0,0,0,0,0,0,0
 Element Critical,1,0,0,0,0,0,1,0,0,0,0,0,0
 Encompass,1,0,0,0,1,0,0,0,0,0,0,0,0
 Epsilon Telecommunications,1,0,0,0,0,0,0,0,1,0,0,0,0
 Everstream,1,0,0,0,1,0,0,0,0,0,0,0,0
 FDCservers.net,1,0,0,0,0,0,0,0,0,0,1,0,0
 Fiberhub,1,0,1,0,0,0,0,0,0,0,0,0,0
 Fidelity,1,0,0,0,1,0,0,0,0,0,0,0,0
 First National of Nebraska,1,0,0,0,1,0,0,0,0,0,0,0,0
 Firstlight Fiber,1,0,0,0,1,0,0,0,0,0,0,0,0
 Fort Rock Data Center,1,0,0,0,0,0,0,0,1,0,0,0,0
 Frost Bank,1,0,0,0,1,0,0,0,0,0,0,0,0
 GVTC,1,0,0,0,1,0,0,0,0,0,0,0,0
 Greenidge Generation Holdings Inc.,1,0,0,0,1,0,0,0,0,0,0,0,0
 HEB,1,0,0,0,1,0,0,0,0,0,0,0,0
 "Handy Networks, LLC",1,0,0,0,1,0,0,0,0,0,0,0,0
 HopOne @CherryRoad,1,0,0,0,1,0,0,0,0,0,0,0,0
 HorizonIQ,1,0,0,0,1,0,0,0,0,0,0,0,0
 IBM Cloud,1,0,0,0,1,0,0,0,0,0,0,0,0
 IONIC Digital,1,1,0,0,0,0,0,0,0,0,0,0,0
 Indiana University,1,0,0,0,1,0,0,0,0,0,0,0,0
 Intuit,1,1,0,0,0,0,0,0,0,0,0,0,0
 Involta,1,0,0,0,1,0,0,0,0,0,0,0,0
 JPMorgan Chase,1,0,0,0,0,0,0,0,1,0,0,0,0
 Layer42,1,0,0,0,0,0,0,0,1,0,0,0,0
 LeaseWeb,1,0,0,0,0,0,0,0,1,0,0,0,0
 Liberty Center One,1,0,0,0,0,0,0,0,1,0,0,0,0
 LightEdge,1,0,0,0,1,0,0,0,0,0,0,0,0
 "LightSpeed Hosting, LLC",1,0,0,0,1,0,0,0,0,0,0,0,0
 Limestone Networks,1,0,0,0,0,0,0,0,0,0,1,0,0
 Lincoln Rackhouse,1,0,0,0,1,0,0,0,0,0,0,0,0
 Lowe's,1,0,0,0,1,0,0,0,0,0,0,0,0
 Lumos Networks,1,0,1,0,0,0,0,0,0,0,0,0,0
 MOD Mission Critical,1,0,0,0,0,0,0,0,1,0,0,0,0
 MadeIt,1,0,0,0,1,0,0,0,0,0,0,0,0
 Marathon Digital Holdings,1,0,0,1,0,0,0,0,0,0,0,0,0
 Markley Group,1,0,0,0,1,0,0,0,0,0,0,0,0
 Merrill Lynch,1,0,0,0,1,0,0,0,0,0,0,0,0
 MineOne,1,0,0,0,1,0,0,0,0,0,0,0,0
 Mountain West Technology Networks,1,0,0,0,1,0,0,0,0,0,0,0,0
 NOVVA,1,0,0,0,1,0,0,0,0,0,0,0,0
 National Security Agency,1,0,0,0,0,0,0,0,0,0,0,1,0
 Netrality,1,0,0,0,0,0,0,0,1,0,0,0,0
 Netshop ISP,1,0,0,0,0,0,0,0,0,1,0,0,0
 News-Press & Gazette Company,1,0,0,0,1,0,0,0,0,0,0,0,0
 Ntirety,1,0,0,0,0,0,0,0,1,0,0,0,0
 OVHcloud,1,0,0,0,0,0,1,0,0,0,0,0,0
 Oak Ridge National Laboratory,1,1,0,0,0,0,0,0,0,0,0,0,0
 Oppidan,1,0,0,0,1,0,0,0,0,0,0,0,0
 Opus Interactive,1,0,0,0,0,0,0,0,1,0,0,0,0
 Oracle,1,0,0,0,0,0,0,0,1,0,0,0,0
 Oregon Health & Science University,1,0,0,0,1,0,0,0,0,0,0,0,0
 Oso Grande,1,0,0,0,1,0,0,0,0,0,0,0,0
 Overwatch,1,0,0,0,0,0,0,0,1,0,0,0,0
 PSE&G,1,0,0,0,0,0,0,0,1,0,0,0,0
 "Patmos Hosting, Inc.",1,0,0,0,0,0,0,0,1,0,0,0,0
 Phillips Exeter Academy,1,0,0,0,1,0,0,0,0,0,0,0,0
 PointOne,1,0,0,1,0,0,0,0,0,0,0,0,0
 Psychz Networks,1,0,0,0,1,0,0,0,0,0,0,0,0
 QuadraNet,1,1,0,0,0,0,0,0,0,0,0,0,0
 Quest Technology Management,1,0,0,0,1,0,0,0,0,0,0,0,0
 Quicken Loans,1,0,0,0,0,0,1,0,0,0,0,0,0
 Rackspace,1,0,0,0,0,1,0,0,0,0,0,0,0
 Racksquared Data Center,1,0,0,0,0,0,0,0,0,0,0,1,0
 RadiusDC,1,0,0,0,0,0,0,0,1,0,0,0,0
 Rowan Green Data LLC,1,1,0,0,0,0,0,0,0,0,0,0,0
 SAP,1,0,0,0,1,0,0,0,0,0,0,0,0
 SBA Edge,1,0,0,0,1,0,0,0,0,0,0,0,0
 SC,1,0,0,0,1,0,0,0,0,0,0,0,0
 SONM,1,0,0,0,1,0,0,0,0,0,0,0,0
 SV Colo,1,0,0,0,0,0,0,0,1,0,0,0,0
 Sandia National Laboratories,1,0,0,0,0,0,0,0,1,0,0,0,0
 Siemens Digital Industries Software,1,0,0,0,1,0,0,0,0,0,0,0,0
 State of Montana,1,0,0,0,1,0,0,0,0,0,0,0,0
 State of Oregon,1,0,0,0,1,0,0,0,0,0,0,0,0
 Stayton Cooperative Telephone Company,1,0,0,0,0,1,0,0,0,0,0,0,0
 Synoptek,1,0,0,0,1,0,0,0,0,0,0,0,0
 Syracuse University,1,0,0,0,1,0,0,0,0,0,0,0,0
 TECfusions,1,0,0,0,1,0,0,0,0,0,0,0,0
 TPx Communications,1,0,0,0,0,0,0,0,1,0,0,0,0
 Telehouse,1,0,0,0,1,0,0,0,0,0,0,0,0
 The Church of Jesus Christ of Latter-day Saints,1,0,0,0,1,0,0,0,0,0,0,0,0
 Travelers Insurance,1,0,0,0,1,0,0,0,0,0,0,0,0
 True North Data Solutions,1,0,0,0,0,0,0,0,1,0,0,0,0
 UChicago Argonne LLC,1,0,0,0,1,0,0,0,0,0,0,0,0
 UNM,1,0,0,0,1,0,0,0,0,0,0,0,0
 US Bitcoin,1,0,0,0,0,0,0,0,0,0,1,0,0
 Union Pacific Railroad,1,0,0,0,1,0,0,0,0,0,0,0,0
 United States Postal Service,1,0,0,0,1,0,0,0,0,0,0,0,0
 Unity Cable System,1,0,0,0,1,0,0,0,0,0,0,0,0
 University Corporation for Atmospheric Research,1,0,0,0,1,0,0,0,0,0,0,0,0
 University of Florida,1,0,0,0,1,0,0,0,0,0,0,0,0
 University of New Hampshire,1,0,0,0,1,0,0,0,0,0,0,0,0
 VISA,1,0,0,0,0,0,0,0,1,0,0,0,0
 Valero,1,0,0,0,1,0,0,0,0,0,0,0,0
 Vultr,1,0,0,0,1,0,0,0,0,0,0,0,0
 WE Energies,1,0,0,0,0,0,1,0,0,0,0,0,0
 Walmart,1,0,0,0,1,0,0,0,0,0,0,0,0
 Washington University in St. Louis,1,0,0,0,1,0,0,0,0,0,0,0,0
 West Wisconsin Telcom,1,0,0,0,1,0,0,0,0,0,0,0,0
 XO,1,0,0,0,0,0,0,0,1,0,0,0,0
 Yosemite Community College District,1,0,0,0,1,0,0,0,0,0,0,0,0
 Zenlayer,1,0,0,0,1,0,0,0,0,0,0,0,0
 bigbyte.cc,1,0,0,0,1,0,0,0,0,0,0,0,0
 bt,1,0,0,0,1,0,0,0,0,0,0,0,0
 datasite,1,0,0,0,0,0,0,0,1,0,0,0,0
 nyse,1,0,0,0,1,0,0,0,0,0,0,0,0
 ALL,746,24,29,8,381,13,48,2,203,3,26,7,2
--- a/output/operator_industry_crosstab_census_tract_rowpct.csv
+++ b/output/operator_industry_crosstab_census_tract_rowpct.csv
@@ -0,0 +1,232 @@
 operator,total,"Agriculture, forestry, fishing and hunting, and mining (%)","Arts, entertainment, recreation, accommodation, and food services (%)",Construction (%),"Educational services, and health care and social assistance (%)","Finance and insurance, and real estate and rental and leasing (%)",Manufacturing (%),"Other services, except public administration (%)","Professional, scientific, management, administrative, and waste management services (%)",Public administration (%),Retail trade (%),"Transportation and warehousing, and utilities (%)",Wholesale trade (%)
 Amazon Web Services,54,7.4,0.0,0.0,44.4,0.0,1.9,0.0,42.6,0.0,3.7,0.0,0.0
 Lumen,41,0.0,12.2,2.4,56.1,0.0,2.4,0.0,24.4,0.0,0.0,2.4,0.0
 Flexential,38,2.6,2.6,2.6,52.6,2.6,10.5,0.0,18.4,0.0,5.3,2.6,0.0
 Digital Realty,36,5.6,2.8,0.0,41.7,8.3,8.3,0.0,30.6,0.0,2.8,0.0,0.0
 Google,26,0.0,0.0,0.0,69.2,0.0,11.5,0.0,19.2,0.0,0.0,0.0,0.0
 Equinix,23,0.0,0.0,0.0,34.8,0.0,8.7,0.0,43.5,0.0,13.0,0.0,0.0
 Microsoft,23,4.3,0.0,0.0,52.2,8.7,4.3,0.0,21.7,0.0,8.7,0.0,0.0
 Quality Technology Services,21,0.0,0.0,0.0,52.4,0.0,14.3,0.0,33.3,0.0,0.0,0.0,0.0
 CyrusOne,19,0.0,5.3,0.0,47.4,0.0,0.0,0.0,47.4,0.0,0.0,0.0,0.0
 Meta,19,5.3,0.0,0.0,73.7,0.0,10.5,0.0,0.0,0.0,10.5,0.0,0.0
 Centersquare,15,0.0,0.0,0.0,40.0,6.7,6.7,0.0,40.0,0.0,6.7,0.0,0.0
 NTT,14,0.0,0.0,0.0,42.9,0.0,14.3,0.0,42.9,0.0,0.0,0.0,0.0
 DataBank,12,0.0,16.7,0.0,16.7,8.3,8.3,0.0,50.0,0.0,0.0,0.0,0.0
 EdgeConneX,12,8.3,8.3,0.0,58.3,0.0,16.7,0.0,8.3,0.0,0.0,0.0,0.0
 Stack Infrastructure,12,0.0,0.0,0.0,16.7,0.0,33.3,0.0,41.7,8.3,0.0,0.0,0.0
 CoreSite,11,0.0,0.0,0.0,45.5,0.0,0.0,0.0,45.5,9.1,0.0,0.0,0.0
 Vantage,10,0.0,0.0,0.0,40.0,0.0,0.0,0.0,60.0,0.0,0.0,0.0,0.0
 Verizon,10,0.0,10.0,0.0,70.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0
 H5,9,0.0,11.1,0.0,44.4,0.0,0.0,0.0,44.4,0.0,0.0,0.0,0.0
 TierPoint,9,11.1,11.1,0.0,55.6,0.0,0.0,0.0,11.1,0.0,11.1,0.0,0.0
 Aligned,8,0.0,0.0,0.0,37.5,0.0,25.0,0.0,37.5,0.0,0.0,0.0,0.0
 Megaport,8,12.5,12.5,12.5,50.0,0.0,0.0,0.0,12.5,0.0,0.0,0.0,0.0
 Cogent Communications,7,0.0,14.3,0.0,71.4,0.0,0.0,0.0,0.0,0.0,0.0,14.3,0.0
 Cyxtera,6,0.0,0.0,0.0,16.7,16.7,0.0,0.0,66.7,0.0,0.0,0.0,0.0
 Sabey,6,16.7,0.0,0.0,16.7,0.0,0.0,16.7,33.3,0.0,16.7,0.0,0.0
 Switch,6,0.0,50.0,0.0,16.7,0.0,16.7,0.0,16.7,0.0,0.0,0.0,0.0
 CenturyLink,5,20.0,20.0,0.0,40.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0
 Crown Castle,5,0.0,0.0,0.0,80.0,0.0,0.0,0.0,20.0,0.0,0.0,0.0,0.0
 Evocative,5,0.0,0.0,0.0,40.0,0.0,0.0,0.0,40.0,0.0,20.0,0.0,0.0
 Innova Solutions,5,0.0,0.0,20.0,40.0,0.0,0.0,0.0,40.0,0.0,0.0,0.0,0.0
 Apple,4,0.0,0.0,0.0,50.0,25.0,0.0,0.0,25.0,0.0,0.0,0.0,0.0
 Cologix,4,0.0,0.0,0.0,25.0,0.0,0.0,0.0,75.0,0.0,0.0,0.0,0.0
 Digital Fortress,4,0.0,0.0,0.0,75.0,0.0,0.0,0.0,0.0,0.0,25.0,0.0,0.0
 Enzu,4,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Expedient,4,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Iron Mountain,4,0.0,0.0,25.0,50.0,0.0,0.0,0.0,25.0,0.0,0.0,0.0,0.0
 Prime Data Centers,4,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Stream,4,0.0,0.0,0.0,25.0,0.0,50.0,0.0,25.0,0.0,0.0,0.0,0.0
 T5,4,0.0,75.0,0.0,25.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 US Signal,4,0.0,25.0,0.0,75.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 FirstLight,3,0.0,33.3,0.0,66.7,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Windstream,3,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 iTel Networks Inc.,3,0.0,0.0,0.0,66.7,0.0,0.0,0.0,33.3,0.0,0.0,0.0,0.0
 xAI,3,33.3,0.0,0.0,33.3,0.0,0.0,0.0,0.0,0.0,0.0,33.3,0.0
 1547 Critical Systems Realty,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 365 Data Centers,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 AT&T,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 AiNET,2,0.0,0.0,50.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Atlantic Metro Communications,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Barclays,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 CenterServ,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 China Telecom,2,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CloudHQ,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Colocation America,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Colocation Northwest,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Comcast,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Compass Datacenters,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 CoreSpace,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Csquare,2,0.0,0.0,0.0,0.0,0.0,50.0,0.0,50.0,0.0,0.0,0.0,0.0
 DXC Technology,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 DartPoints,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Data Center West, Inc.",2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,50.0,0.0,0.0
 DirecTV,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0,50.0,0.0
 EvoSwitch,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 FOGO Solutions,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Hivelocity,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Hurricane Electric,2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Metrobloks,2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,50.0,0.0,50.0
 Opti9 Technologies,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 PowerHouse,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Serverfarm,2,50.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Skybox,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Tata Communications,2,0.0,0.0,0.0,50.0,0.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0
 Voxility,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0
 Yahoo,2,50.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 menlo digital,2,0.0,0.0,0.0,0.0,0.0,50.0,0.0,50.0,0.0,0.0,0.0,0.0
 2CRSi,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 3EX Hosting,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 5C Data Centers,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Actapio,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Alabama Supercomputer Authority,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Alco Properties,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Alpha Innovations,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Alpheus,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 American Telephone & Telegraph,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 AngelTrax Mobile Video Surveillance Solutions,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Apollo,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Apotech Group,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Applied Digital,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Ascent,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 BNYM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bank of America,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bell Canada,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Blockfusion,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bloomberg,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 CBRE,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 CBTS LLC,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 CHRISTUS Health,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 CSS Communications,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Charlotte Colocation Center,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Choctaw Nation of oklahoma,1,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 City of Searcy,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Clarkson University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Claro,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 ColoCrossing,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Colospace,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Crane Data Centers Inc.,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Crane LLC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Crown Castle Fiber,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 CyberNest,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 DLI ONE,1,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Dallas County Elections Department,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Data Canopy,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Data Foundry,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Data Journey,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0
 "Datacate, Inc",1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Dataverge,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Dennis Sampier,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Department of Defence,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 DigiCo Infrastructure REIT,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Digital Crossroad,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Duke Libraries,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 EdgePresence,1,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Edged,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Edgeuno,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Element Critical,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Encompass,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Epsilon Telecommunications,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Everstream,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 FDCservers.net,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Fiberhub,1,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Fidelity,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 First National of Nebraska,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Firstlight Fiber,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Fort Rock Data Center,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Frost Bank,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 GVTC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Greenidge Generation Holdings Inc.,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 HEB,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Handy Networks, LLC",1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 HopOne @CherryRoad,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 HorizonIQ,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 IBM Cloud,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 IONIC Digital,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Indiana University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Intuit,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Involta,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 JPMorgan Chase,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Layer42,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 LeaseWeb,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Liberty Center One,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 LightEdge,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 "LightSpeed Hosting, LLC",1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Limestone Networks,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Lincoln Rackhouse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Lowe's,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Lumos Networks,1,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 MOD Mission Critical,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 MadeIt,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Marathon Digital Holdings,1,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Markley Group,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Merrill Lynch,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 MineOne,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Mountain West Technology Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 NOVVA,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 National Security Agency,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0
 Netrality,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Netshop ISP,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 News-Press & Gazette Company,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Ntirety,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 OVHcloud,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Oak Ridge National Laboratory,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Oppidan,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Opus Interactive,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Oracle,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Oregon Health & Science University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Oso Grande,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Overwatch,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 PSE&G,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 "Patmos Hosting, Inc.",1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Phillips Exeter Academy,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 PointOne,1,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Psychz Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 QuadraNet,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Quest Technology Management,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Quicken Loans,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Rackspace,1,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Racksquared Data Center,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0
 RadiusDC,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Rowan Green Data LLC,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SAP,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SBA Edge,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SONM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SV Colo,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Sandia National Laboratories,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Siemens Digital Industries Software,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 State of Montana,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 State of Oregon,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Stayton Cooperative Telephone Company,1,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Synoptek,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Syracuse University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 TECfusions,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 TPx Communications,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Telehouse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 The Church of Jesus Christ of Latter-day Saints,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Travelers Insurance,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 True North Data Solutions,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 UChicago Argonne LLC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 UNM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 US Bitcoin,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0
 Union Pacific Railroad,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 United States Postal Service,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Unity Cable System,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 University Corporation for Atmospheric Research,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 University of Florida,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 University of New Hampshire,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 VISA,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Valero,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Vultr,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 WE Energies,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Walmart,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Washington University in St. Louis,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 West Wisconsin Telcom,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 XO,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Yosemite Community College District,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Zenlayer,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 bigbyte.cc,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 bt,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 datasite,1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 nyse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
--- a/output/operator_industry_crosstab_zcta.csv
+++ b/output/operator_industry_crosstab_zcta.csv
@@ -0,0 +1,232 @@
 operator,total,"Agriculture, forestry, fishing and hunting, and mining","Arts, entertainment, recreation, accommodation, and food services",Construction,"Educational services, and health care and social assistance","Finance and insurance, and real estate and rental and leasing",Manufacturing,"Professional, scientific, management, administrative, and waste management services",Public administration,Retail trade,"Transportation and warehousing, and utilities"
 Lumen,41,0,2,0,31,0,0,8,0,0,0
 Amazon Web Services,40,3,0,0,13,0,0,24,0,0,0
 Digital Realty,35,0,0,0,18,1,2,14,0,0,0
 Flexential,33,0,2,0,24,0,1,6,0,0,0
 Google,24,0,1,0,16,0,3,4,0,0,0
 Microsoft,21,1,0,0,10,2,1,6,0,1,0
 Quality Technology Services,21,0,0,0,10,0,1,10,0,0,0
 Equinix,19,0,0,0,9,0,1,9,0,0,0
 Meta,19,0,0,0,16,0,1,1,0,0,1
 Centersquare,16,0,0,0,10,0,0,6,0,0,0
 CyrusOne,14,1,0,0,9,0,1,3,0,0,0
 NTT,13,1,0,0,5,0,2,5,0,0,0
 DataBank,12,0,1,0,5,0,0,6,0,0,0
 EdgeConneX,12,0,1,0,10,0,1,0,0,0,0
 CoreSite,11,0,0,0,6,0,0,5,0,0,0
 Vantage,10,0,0,0,5,0,0,5,0,0,0
 Verizon,10,0,1,0,6,0,1,2,0,0,0
 Aligned,9,0,0,0,4,0,2,3,0,0,0
 H5,9,0,0,0,5,0,0,4,0,0,0
 Stack Infrastructure,9,0,0,0,1,0,3,4,1,0,0
 TierPoint,9,0,0,0,7,0,0,2,0,0,0
 Megaport,8,0,1,0,4,0,1,2,0,0,0
 Cogent Communications,7,0,0,1,5,0,0,1,0,0,0
 Switch,6,1,3,0,2,0,0,0,0,0,0
 CenturyLink,5,0,0,0,3,0,0,2,0,0,0
 Crown Castle,5,0,0,0,5,0,0,0,0,0,0
 Evocative,5,0,0,0,2,0,0,3,0,0,0
 Innova Solutions,5,0,0,0,2,0,0,3,0,0,0
 Prime Data Centers,5,0,0,0,1,0,0,4,0,0,0
 Sabey,5,1,0,0,2,0,0,2,0,0,0
 Apple,4,0,0,0,2,1,0,1,0,0,0
 Cologix,4,0,0,0,2,0,0,2,0,0,0
 Cyxtera,4,0,0,0,2,0,0,2,0,0,0
 Digital Fortress,4,0,0,0,3,0,0,1,0,0,0
 Enzu,4,0,0,0,2,0,0,2,0,0,0
 Expedient,4,0,0,0,4,0,0,0,0,0,0
 Iron Mountain,4,0,0,0,2,0,0,2,0,0,0
 Stream,4,0,0,0,3,0,0,1,0,0,0
 T5,4,0,0,0,3,0,0,1,0,0,0
 US Signal,4,0,1,0,3,0,0,0,0,0,0
 CloudHQ,3,0,0,0,0,0,0,3,0,0,0
 FirstLight,3,0,0,0,3,0,0,0,0,0,0
 Windstream,3,0,0,0,2,0,0,1,0,0,0
 iTel Networks Inc.,3,0,0,0,1,0,1,1,0,0,0
 xAI,3,0,0,0,2,0,0,0,0,0,1
 1547 Critical Systems Realty,2,0,0,0,2,0,0,0,0,0,0
 365 Data Centers,2,0,0,0,2,0,0,0,0,0,0
 AT&T,2,0,0,0,2,0,0,0,0,0,0
 AiNET,2,0,0,0,2,0,0,0,0,0,0
 Atlantic Metro Communications,2,0,0,0,2,0,0,0,0,0,0
 Barclays,2,0,0,0,2,0,0,0,0,0,0
 CenterServ,2,0,0,0,2,0,0,0,0,0,0
 China Telecom,2,0,0,0,0,0,1,1,0,0,0
 Colocation America,2,0,0,0,1,0,0,1,0,0,0
 Colocation Northwest,2,0,0,0,1,0,0,1,0,0,0
 Comcast,2,0,0,0,2,0,0,0,0,0,0
 Compass Datacenters,2,0,0,0,1,0,0,1,0,0,0
 CoreSpace,2,0,0,0,1,0,0,1,0,0,0
 Csquare,2,0,0,0,0,0,0,2,0,0,0
 DXC Technology,2,0,0,0,2,0,0,0,0,0,0
 DartPoints,2,0,1,0,1,0,0,0,0,0,0
 "Data Center West, Inc.",2,0,0,0,2,0,0,0,0,0,0
 DirecTV,2,0,0,0,2,0,0,0,0,0,0
 Element Critical,2,0,0,0,1,0,1,0,0,0,0
 EvoSwitch,2,0,0,0,1,0,1,0,0,0,0
 FOGO Solutions,2,0,0,0,2,0,0,0,0,0,0
 Hivelocity,2,0,0,0,2,0,0,0,0,0,0
 Metrobloks,2,0,0,0,1,0,0,1,0,0,0
 Opti9 Technologies,2,0,0,0,2,0,0,0,0,0,0
 PowerHouse,2,0,0,0,1,0,0,1,0,0,0
 Serverfarm,2,0,0,0,1,0,0,1,0,0,0
 Skybox,2,0,0,0,2,0,0,0,0,0,0
 Tata Communications,2,0,0,0,0,0,1,1,0,0,0
 Voxility,2,0,0,0,1,0,0,1,0,0,0
 Yahoo,2,1,0,0,1,0,0,0,0,0,0
 menlo digital,2,0,0,0,0,0,0,2,0,0,0
 2CRSi,1,0,0,0,1,0,0,0,0,0,0
 3EX Hosting,1,0,0,0,0,0,0,1,0,0,0
 5C Data Centers,1,0,0,0,0,1,0,0,0,0,0
 Actapio,1,0,0,0,1,0,0,0,0,0,0
 Alabama Supercomputer Authority,1,0,0,0,0,0,0,1,0,0,0
 Alco Properties,1,0,0,0,0,0,0,1,0,0,0
 Alpha Innovations,1,0,0,0,1,0,0,0,0,0,0
 Alpheus,1,0,0,0,0,0,0,1,0,0,0
 American Telephone & Telegraph,1,0,0,0,1,0,0,0,0,0,0
 AngelTrax Mobile Video Surveillance Solutions,1,0,0,0,1,0,0,0,0,0,0
 Apollo,1,0,0,0,1,0,0,0,0,0,0
 Apotech Group,1,0,0,0,1,0,0,0,0,0,0
 Applied Digital,1,0,0,0,1,0,0,0,0,0,0
 Ascent,1,0,0,0,0,0,0,1,0,0,0
 BNYM,1,0,0,0,1,0,0,0,0,0,0
 Bank of America,1,0,0,0,1,0,0,0,0,0,0
 Bell Canada,1,0,0,0,1,0,0,0,0,0,0
 Blockfusion,1,0,0,0,1,0,0,0,0,0,0
 Bloomberg,1,0,0,0,1,0,0,0,0,0,0
 CBRE,1,0,0,0,1,0,0,0,0,0,0
 CBTS LLC,1,0,0,0,0,0,0,1,0,0,0
 CHRISTUS Health,1,0,0,0,1,0,0,0,0,0,0
 CSS Communications,1,0,0,0,1,0,0,0,0,0,0
 Charlotte Colocation Center,1,0,0,0,0,0,0,1,0,0,0
 Choctaw Nation of oklahoma,1,0,0,0,1,0,0,0,0,0,0
 City of Searcy,1,0,0,0,1,0,0,0,0,0,0
 Clarkson University,1,0,0,0,1,0,0,0,0,0,0
 Claro,1,0,0,0,1,0,0,0,0,0,0
 ColoCrossing,1,0,0,0,1,0,0,0,0,0,0
 Colospace,1,0,0,0,1,0,0,0,0,0,0
 Crane Data Centers Inc.,1,0,0,0,1,0,0,0,0,0,0
 Crane LLC,1,0,0,0,1,0,0,0,0,0,0
 Crown Castle Fiber,1,0,0,0,1,0,0,0,0,0,0
 CyberNest,1,0,0,0,1,0,0,0,0,0,0
 DLI ONE,1,0,0,0,1,0,0,0,0,0,0
 Dallas County Elections Department,1,0,0,0,1,0,0,0,0,0,0
 Data Canopy,1,0,0,0,0,0,0,1,0,0,0
 Data Foundry,1,0,0,0,0,0,0,1,0,0,0
 Data Journey,1,0,0,0,1,0,0,0,0,0,0
 "Datacate, Inc",1,0,0,0,0,0,0,1,0,0,0
 Dataverge,1,0,0,0,1,0,0,0,0,0,0
 Dennis Sampier,1,0,0,0,0,0,1,0,0,0,0
 Department of Defence,1,0,0,0,1,0,0,0,0,0,0
 DigiCo Infrastructure REIT,1,0,0,0,0,0,0,1,0,0,0
 Digital Crossroad,1,0,0,0,0,0,1,0,0,0,0
 Duke Libraries,1,0,0,0,1,0,0,0,0,0,0
 EdgePresence,1,0,0,0,1,0,0,0,0,0,0
 Edged,1,0,0,0,1,0,0,0,0,0,0
 Edgeuno,1,0,0,0,1,0,0,0,0,0,0
 Encompass,1,0,0,0,1,0,0,0,0,0,0
 Epsilon Telecommunications,1,0,0,0,0,0,0,1,0,0,0
 Everstream,1,0,0,0,1,0,0,0,0,0,0
 FDCservers.net,1,0,0,0,1,0,0,0,0,0,0
 Fiberhub,1,0,1,0,0,0,0,0,0,0,0
 Fidelity,1,0,0,0,1,0,0,0,0,0,0
 First National of Nebraska,1,0,0,0,1,0,0,0,0,0,0
 Firstlight Fiber,1,0,0,0,1,0,0,0,0,0,0
 Fort Rock Data Center,1,0,0,0,1,0,0,0,0,0,0
 Frost Bank,1,0,0,0,1,0,0,0,0,0,0
 GVTC,1,0,0,0,1,0,0,0,0,0,0
 Greenidge Generation Holdings Inc.,1,0,0,0,1,0,0,0,0,0,0
 HEB,1,0,0,0,1,0,0,0,0,0,0
 "Handy Networks, LLC",1,0,0,0,1,0,0,0,0,0,0
 HopOne @CherryRoad,1,0,0,0,1,0,0,0,0,0,0
 HorizonIQ,1,0,0,0,0,0,0,1,0,0,0
 Hurricane Electric,1,0,0,0,0,0,0,1,0,0,0
 IBM Cloud,1,0,0,0,1,0,0,0,0,0,0
 Indiana University,1,0,0,0,1,0,0,0,0,0,0
 Intuit,1,1,0,0,0,0,0,0,0,0,0
 Involta,1,0,0,0,0,0,1,0,0,0,0
 JPMorgan Chase,1,0,0,0,1,0,0,0,0,0,0
 Layer42,1,0,0,0,0,0,0,1,0,0,0
 LeaseWeb,1,0,0,0,1,0,0,0,0,0,0
 Liberty Center One,1,0,0,0,1,0,0,0,0,0,0
 LightEdge,1,0,0,0,1,0,0,0,0,0,0
 "LightSpeed Hosting, LLC",1,0,0,0,1,0,0,0,0,0,0
 Limestone Networks,1,0,0,0,1,0,0,0,0,0,0
 Lincoln Rackhouse,1,0,0,0,1,0,0,0,0,0,0
 Lowe's,1,0,0,0,1,0,0,0,0,0,0
 Lumos Networks,1,0,0,0,1,0,0,0,0,0,0
 MOD Mission Critical,1,0,0,0,1,0,0,0,0,0,0
 MadeIt,1,0,0,0,0,0,0,1,0,0,0
 Marathon Digital Holdings,1,0,0,0,1,0,0,0,0,0,0
 Markley Group,1,0,0,0,1,0,0,0,0,0,0
 Merrill Lynch,1,0,0,0,1,0,0,0,0,0,0
 MineOne,1,0,0,0,1,0,0,0,0,0,0
 Mountain West Technology Networks,1,0,0,0,1,0,0,0,0,0,0
 NOVVA,1,0,0,0,1,0,0,0,0,0,0
 National Security Agency,1,0,0,0,1,0,0,0,0,0,0
 Netrality,1,0,0,0,1,0,0,0,0,0,0
 Netshop ISP,1,1,0,0,0,0,0,0,0,0,0
 News-Press & Gazette Company,1,0,0,0,1,0,0,0,0,0,0
 Ntirety,1,0,0,0,0,0,0,1,0,0,0
 OVHcloud,1,0,0,0,0,0,1,0,0,0,0
 Oak Ridge National Laboratory,1,0,0,0,1,0,0,0,0,0,0
 Oppidan,1,0,0,0,1,0,0,0,0,0,0
 Opus Interactive,1,0,0,0,0,0,0,1,0,0,0
 Oracle,1,0,0,0,0,0,0,1,0,0,0
 Oregon Health & Science University,1,0,0,0,0,0,1,0,0,0,0
 Oso Grande,1,0,0,0,1,0,0,0,0,0,0
 Overwatch,1,0,0,0,0,0,0,1,0,0,0
 PSE&G,1,0,0,0,1,0,0,0,0,0,0
 "Patmos Hosting, Inc.",1,0,0,0,1,0,0,0,0,0,0
 Phillips Exeter Academy,1,0,0,0,1,0,0,0,0,0,0
 PointOne,1,0,0,0,1,0,0,0,0,0,0
 Psychz Networks,1,0,0,0,1,0,0,0,0,0,0
 QuadraNet,1,0,0,0,0,0,0,1,0,0,0
 Quest Technology Management,1,0,0,0,1,0,0,0,0,0,0
 Quicken Loans,1,0,0,0,1,0,0,0,0,0,0
 Rackspace,1,0,0,0,1,0,0,0,0,0,0
 Racksquared Data Center,1,0,0,0,1,0,0,0,0,0,0
 RadiusDC,1,0,0,0,1,0,0,0,0,0,0
 Rowan Green Data LLC,1,1,0,0,0,0,0,0,0,0,0
 SAP,1,0,0,0,1,0,0,0,0,0,0
 SBA Edge,1,0,0,0,0,0,1,0,0,0,0
 SC,1,0,0,0,1,0,0,0,0,0,0
 SONM,1,0,0,0,1,0,0,0,0,0,0
 SV Colo,1,0,0,0,0,0,0,1,0,0,0
 Sandia National Laboratories,1,0,0,0,0,0,0,1,0,0,0
 Siemens Digital Industries Software,1,0,0,0,1,0,0,0,0,0,0
 State of Montana,1,0,0,0,1,0,0,0,0,0,0
 State of Oregon,1,0,0,0,1,0,0,0,0,0,0
 Stayton Cooperative Telephone Company,1,0,0,0,0,0,1,0,0,0,0
 Synoptek,1,0,0,0,1,0,0,0,0,0,0
 Syracuse University,1,0,0,0,1,0,0,0,0,0,0
 TECfusions,1,0,0,0,1,0,0,0,0,0,0
 TPx Communications,1,0,0,0,1,0,0,0,0,0,0
 Telehouse,1,0,0,0,1,0,0,0,0,0,0
 The Church of Jesus Christ of Latter-day Saints,1,0,0,0,1,0,0,0,0,0,0
 Travelers Insurance,1,0,0,0,1,0,0,0,0,0,0
 True North Data Solutions,1,0,0,0,0,0,0,1,0,0,0
 UChicago Argonne LLC,1,0,0,0,1,0,0,0,0,0,0
 UNM,1,0,0,0,1,0,0,0,0,0,0
 US Bitcoin,1,0,0,0,1,0,0,0,0,0,0
 Union Pacific Railroad,1,0,0,0,1,0,0,0,0,0,0
 United States Postal Service,1,0,0,0,1,0,0,0,0,0,0
 Unity Cable System,1,0,0,0,1,0,0,0,0,0,0
 University Corporation for Atmospheric Research,1,0,0,0,1,0,0,0,0,0,0
 University of Florida,1,0,0,0,1,0,0,0,0,0,0
 University of New Hampshire,1,0,0,0,1,0,0,0,0,0,0
 VISA,1,0,0,0,1,0,0,0,0,0,0
 Valero,1,0,0,0,1,0,0,0,0,0,0
 Vultr,1,0,0,0,1,0,0,0,0,0,0
 WE Energies,1,0,0,0,1,0,0,0,0,0,0
 Walmart,1,0,0,0,1,0,0,0,0,0,0
 Washington University in St. Louis,1,0,0,0,1,0,0,0,0,0,0
 West Wisconsin Telcom,1,0,0,0,1,0,0,0,0,0,0
 XO,1,0,0,0,0,0,0,1,0,0,0
 Yosemite Community College District,1,0,0,0,1,0,0,0,0,0,0
 Zenlayer,1,0,0,0,1,0,0,0,0,0,0
 bigbyte.cc,1,0,0,0,1,0,0,0,0,0,0
 bt,1,0,0,0,1,0,0,0,0,0,0
 datasite,1,0,0,0,0,0,0,1,0,0,0
 nyse,1,0,0,0,1,0,0,0,0,0,0
 ALL,709,12,15,1,438,5,33,201,1,1,2
--- a/output/operator_industry_crosstab_zcta_rowpct.csv
+++ b/output/operator_industry_crosstab_zcta_rowpct.csv
@@ -0,0 +1,231 @@
 operator,total,"Agriculture, forestry, fishing and hunting, and mining (%)","Arts, entertainment, recreation, accommodation, and food services (%)",Construction (%),"Educational services, and health care and social assistance (%)","Finance and insurance, and real estate and rental and leasing (%)",Manufacturing (%),"Professional, scientific, management, administrative, and waste management services (%)",Public administration (%),Retail trade (%),"Transportation and warehousing, and utilities (%)"
 Lumen,41,0.0,4.9,0.0,75.6,0.0,0.0,19.5,0.0,0.0,0.0
 Amazon Web Services,40,7.5,0.0,0.0,32.5,0.0,0.0,60.0,0.0,0.0,0.0
 Digital Realty,35,0.0,0.0,0.0,51.4,2.9,5.7,40.0,0.0,0.0,0.0
 Flexential,33,0.0,6.1,0.0,72.7,0.0,3.0,18.2,0.0,0.0,0.0
 Google,24,0.0,4.2,0.0,66.7,0.0,12.5,16.7,0.0,0.0,0.0
 Microsoft,21,4.8,0.0,0.0,47.6,9.5,4.8,28.6,0.0,4.8,0.0
 Quality Technology Services,21,0.0,0.0,0.0,47.6,0.0,4.8,47.6,0.0,0.0,0.0
 Equinix,19,0.0,0.0,0.0,47.4,0.0,5.3,47.4,0.0,0.0,0.0
 Meta,19,0.0,0.0,0.0,84.2,0.0,5.3,5.3,0.0,0.0,5.3
 Centersquare,16,0.0,0.0,0.0,62.5,0.0,0.0,37.5,0.0,0.0,0.0
 CyrusOne,14,7.1,0.0,0.0,64.3,0.0,7.1,21.4,0.0,0.0,0.0
 NTT,13,7.7,0.0,0.0,38.5,0.0,15.4,38.5,0.0,0.0,0.0
 DataBank,12,0.0,8.3,0.0,41.7,0.0,0.0,50.0,0.0,0.0,0.0
 EdgeConneX,12,0.0,8.3,0.0,83.3,0.0,8.3,0.0,0.0,0.0,0.0
 CoreSite,11,0.0,0.0,0.0,54.5,0.0,0.0,45.5,0.0,0.0,0.0
 Vantage,10,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Verizon,10,0.0,10.0,0.0,60.0,0.0,10.0,20.0,0.0,0.0,0.0
 Aligned,9,0.0,0.0,0.0,44.4,0.0,22.2,33.3,0.0,0.0,0.0
 H5,9,0.0,0.0,0.0,55.6,0.0,0.0,44.4,0.0,0.0,0.0
 Stack Infrastructure,9,0.0,0.0,0.0,11.1,0.0,33.3,44.4,11.1,0.0,0.0
 TierPoint,9,0.0,0.0,0.0,77.8,0.0,0.0,22.2,0.0,0.0,0.0
 Megaport,8,0.0,12.5,0.0,50.0,0.0,12.5,25.0,0.0,0.0,0.0
 Cogent Communications,7,0.0,0.0,14.3,71.4,0.0,0.0,14.3,0.0,0.0,0.0
 Switch,6,16.7,50.0,0.0,33.3,0.0,0.0,0.0,0.0,0.0,0.0
 CenturyLink,5,0.0,0.0,0.0,60.0,0.0,0.0,40.0,0.0,0.0,0.0
 Crown Castle,5,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Evocative,5,0.0,0.0,0.0,40.0,0.0,0.0,60.0,0.0,0.0,0.0
 Innova Solutions,5,0.0,0.0,0.0,40.0,0.0,0.0,60.0,0.0,0.0,0.0
 Prime Data Centers,5,0.0,0.0,0.0,20.0,0.0,0.0,80.0,0.0,0.0,0.0
 Sabey,5,20.0,0.0,0.0,40.0,0.0,0.0,40.0,0.0,0.0,0.0
 Apple,4,0.0,0.0,0.0,50.0,25.0,0.0,25.0,0.0,0.0,0.0
 Cologix,4,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Cyxtera,4,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Digital Fortress,4,0.0,0.0,0.0,75.0,0.0,0.0,25.0,0.0,0.0,0.0
 Enzu,4,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Expedient,4,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Iron Mountain,4,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Stream,4,0.0,0.0,0.0,75.0,0.0,0.0,25.0,0.0,0.0,0.0
 T5,4,0.0,0.0,0.0,75.0,0.0,0.0,25.0,0.0,0.0,0.0
 US Signal,4,0.0,25.0,0.0,75.0,0.0,0.0,0.0,0.0,0.0,0.0
 CloudHQ,3,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 FirstLight,3,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Windstream,3,0.0,0.0,0.0,66.7,0.0,0.0,33.3,0.0,0.0,0.0
 iTel Networks Inc.,3,0.0,0.0,0.0,33.3,0.0,33.3,33.3,0.0,0.0,0.0
 xAI,3,0.0,0.0,0.0,66.7,0.0,0.0,0.0,0.0,0.0,33.3
 1547 Critical Systems Realty,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 365 Data Centers,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 AT&T,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 AiNET,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Atlantic Metro Communications,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Barclays,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CenterServ,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 China Telecom,2,0.0,0.0,0.0,0.0,0.0,50.0,50.0,0.0,0.0,0.0
 Colocation America,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Colocation Northwest,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Comcast,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Compass Datacenters,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 CoreSpace,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Csquare,2,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 DXC Technology,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 DartPoints,2,0.0,50.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Data Center West, Inc.",2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 DirecTV,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Element Critical,2,0.0,0.0,0.0,50.0,0.0,50.0,0.0,0.0,0.0,0.0
 EvoSwitch,2,0.0,0.0,0.0,50.0,0.0,50.0,0.0,0.0,0.0,0.0
 FOGO Solutions,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Hivelocity,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Metrobloks,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Opti9 Technologies,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 PowerHouse,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Serverfarm,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Skybox,2,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Tata Communications,2,0.0,0.0,0.0,0.0,0.0,50.0,50.0,0.0,0.0,0.0
 Voxility,2,0.0,0.0,0.0,50.0,0.0,0.0,50.0,0.0,0.0,0.0
 Yahoo,2,50.0,0.0,0.0,50.0,0.0,0.0,0.0,0.0,0.0,0.0
 menlo digital,2,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 2CRSi,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 3EX Hosting,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 5C Data Centers,1,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0
 Actapio,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Alabama Supercomputer Authority,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Alco Properties,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Alpha Innovations,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Alpheus,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 American Telephone & Telegraph,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 AngelTrax Mobile Video Surveillance Solutions,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Apollo,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Apotech Group,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Applied Digital,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Ascent,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 BNYM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bank of America,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bell Canada,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Blockfusion,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Bloomberg,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CBRE,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CBTS LLC,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 CHRISTUS Health,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CSS Communications,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Charlotte Colocation Center,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Choctaw Nation of oklahoma,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 City of Searcy,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Clarkson University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Claro,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 ColoCrossing,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Colospace,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Crane Data Centers Inc.,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Crane LLC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Crown Castle Fiber,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 CyberNest,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 DLI ONE,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Dallas County Elections Department,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Data Canopy,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Data Foundry,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Data Journey,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Datacate, Inc",1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Dataverge,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Dennis Sampier,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Department of Defence,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 DigiCo Infrastructure REIT,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Digital Crossroad,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Duke Libraries,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 EdgePresence,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Edged,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Edgeuno,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Encompass,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Epsilon Telecommunications,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Everstream,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 FDCservers.net,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Fiberhub,1,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Fidelity,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 First National of Nebraska,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Firstlight Fiber,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Fort Rock Data Center,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Frost Bank,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 GVTC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Greenidge Generation Holdings Inc.,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 HEB,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Handy Networks, LLC",1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 HopOne @CherryRoad,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 HorizonIQ,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Hurricane Electric,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 IBM Cloud,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Indiana University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Intuit,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 Involta,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 JPMorgan Chase,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Layer42,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 LeaseWeb,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Liberty Center One,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 LightEdge,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 "LightSpeed Hosting, LLC",1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Limestone Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Lincoln Rackhouse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Lowe's,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Lumos Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 MOD Mission Critical,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 MadeIt,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Marathon Digital Holdings,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Markley Group,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Merrill Lynch,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 MineOne,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Mountain West Technology Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 NOVVA,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 National Security Agency,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Netrality,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Netshop ISP,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 News-Press & Gazette Company,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Ntirety,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 OVHcloud,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Oak Ridge National Laboratory,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Oppidan,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Opus Interactive,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Oracle,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Oregon Health & Science University,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Oso Grande,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Overwatch,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 PSE&G,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 "Patmos Hosting, Inc.",1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Phillips Exeter Academy,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 PointOne,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Psychz Networks,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 QuadraNet,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Quest Technology Management,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Quicken Loans,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Rackspace,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Racksquared Data Center,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 RadiusDC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Rowan Green Data LLC,1,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 SAP,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 SBA Edge,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 SC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 SONM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 SV Colo,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Sandia National Laboratories,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Siemens Digital Industries Software,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 State of Montana,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 State of Oregon,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Stayton Cooperative Telephone Company,1,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0
 Synoptek,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Syracuse University,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 TECfusions,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 TPx Communications,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Telehouse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 The Church of Jesus Christ of Latter-day Saints,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Travelers Insurance,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 True North Data Solutions,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 UChicago Argonne LLC,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 UNM,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 US Bitcoin,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Union Pacific Railroad,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 United States Postal Service,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Unity Cable System,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 University Corporation for Atmospheric Research,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 University of Florida,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 University of New Hampshire,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 VISA,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Valero,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Vultr,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 WE Energies,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Walmart,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Washington University in St. Louis,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 West Wisconsin Telcom,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 XO,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 Yosemite Community College District,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 Zenlayer,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 bigbyte.cc,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 bt,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
 datasite,1,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0
 nyse,1,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0
--- a/scripts/crosstab_operator_industry.py
+++ b/scripts/crosstab_operator_industry.py
@@ -0,0 +1,184 @@
 #!/usr/bin/env python3
 """Cross-tab data-center operator (owner) x dominant ZCTA/tract workforce industry.
 For each enrichment geography (ZCTA and census tract), unnests the `operators`
 array, normalizes operator names to merge known variants, and writes a
 operator x primary_industry crosstab to output/.
 `primary_industry` is the leading *workforce* industry of the geography
 (derived from ACS 2024 employment), not the data center's line of business.
 Counts are operator-appearances per geography unit (one tally per geo an
 operator appears in).
 """
 import os
 import re
 import csv
 from pathlib import Path
 from collections import defaultdict
 import psycopg2
 PROJECT_ROOT = Path(__file__).resolve().parent.parent
 OUTPUT_DIR = PROJECT_ROOT / "output"
 GEOGRAPHIES = {
    "zcta": "data_center_zcta_2024",
    "census_tract": "data_center_census_tracts_2024",
 }
 def connect():
    return psycopg2.connect(
        host=os.environ["PGWEB_HOST"],
        port=os.environ["PGWEB_PORT"],
        user=os.environ["PGWEB_USER"],
        password=os.environ["PGWEB_PASSWORD"],
        dbname="data_centers",
    )
 # Exact-match canonicalization of operator-name variants -> canonical name.
 # Only merges that are unambiguously the same company.
 ALIASES = {
    # Amazon
    "Amazon": "Amazon Web Services",
    "Amazon AWS": "Amazon Web Services",
    "Amazon Web Serivces": "Amazon Web Services",
    "amazon web services": "Amazon Web Services",
    "Amazon IAD75": "Amazon Web Services",
    "Amazon IAD85": "Amazon Web Services",
    "Amazon IAD95": "Amazon Web Services",
    "Amazon IAD96": "Amazon Web Services",
    "Amazon Web Services us-east-2 datacenter": "Amazon Web Services",
    # Aligned
    "Aligned Data Centers": "Aligned",
    "Aligned Data Centers, LLC": "Aligned",
    # Apple
    "Apple Inc.": "Apple",
    # CenturyLink (case)
    "Centurylink": "CenturyLink",
    # Cogent
    "Cogent Communications, Inc.": "Cogent Communications",
    # CoreSite
    "CoreSite Data Center": "CoreSite",
    "CoreSite Real Estate 1656 McCarthy, L.P.": "CoreSite",
    # DataBank
    "Databank": "DataBank",
    # Digital Fortress
    "Digital Fortress, Inc": "Digital Fortress",
    # EdgeConneX
    "EdgeConnex": "EdgeConneX",
    # Google
    "Google LLC": "Google",
    # H5
    "H5 Data Centers": "H5",
    # Lumen (incl. former CenturyLink brand kept separate)
    "Lumen Technologies": "Lumen",
    # Meta
    "Meta, Inc.": "Meta",
    "Facebook": "Meta",
    # Microsoft
    "Microsoft Azure": "Microsoft",
    # NTT
    "NTT Global Data Centers": "NTT",
    "NTT Limited": "NTT",
    # Prime
    "Prime": "Prime Data Centers",
    # QTS
    "QTS Data Centers": "Quality Technology Services",
    # Sabey
    "Sabey Data Centers": "Sabey",
    # Serverfarm
    "Serverfarm LLC.": "Serverfarm",
    # Stack
    "Stack Infrastructure, Incorporated": "Stack Infrastructure",
    # Stream
    "Stream Data Centers": "Stream",
    # T5
    "T5 Data Centers": "T5",
    # Tata
    "TATA Communications": "Tata Communications",
    # Vantage
    "Vantage Data Centers": "Vantage",
    # Verizon
    "Verizon Business": "Verizon",
    "Verizon Wireless": "Verizon",
    # 1547 / fifteenfortyseven
    "fifteenfortyseven Critical Systems Realty": "1547 Critical Systems Realty",
 }
 def normalize(op: str) -> str:
    op = re.sub(r"\s+", " ", op).strip()
    return ALIASES.get(op, op)
 def fetch(conn, table):
    """Return list of (normalized_operator, primary_industry) appearance rows."""
    rows = []
    with conn.cursor() as cur:
        cur.execute(
            f"SELECT primary_industry, unnest(operators) AS operator "
            f"FROM {table} WHERE operators IS NOT NULL"
        )
        for primary_industry, operator in cur.fetchall():
            if operator is None:
                continue
            rows.append((normalize(operator), primary_industry or "(unknown)"))
    return rows
 def build_crosstab(rows):
    industries = sorted({pi for _, pi in rows})
    counts = defaultdict(lambda: defaultdict(int))
    totals = defaultdict(int)
    for op, pi in rows:
        counts[op][pi] += 1
        totals[op] += 1
    operators = sorted(counts, key=lambda o: (-totals[o], o))
    return operators, industries, counts, totals
 def write_csv(path, operators, industries, counts, totals):
    with open(path, "w", newline="") as f:
        w = csv.writer(f)
        w.writerow(["operator", "total"] + industries)
        for op in operators:
            w.writerow([op, totals[op]] + [counts[op].get(pi, 0) for pi in industries])
        # column totals row
        col_totals = [sum(counts[op].get(pi, 0) for op in operators) for pi in industries]
        w.writerow(["ALL", sum(totals.values())] + col_totals)
 def write_csv_rowpct(path, operators, industries, counts, totals):
    """Same crosstab, each cell as a percent of the operator's row total."""
    with open(path, "w", newline="") as f:
        w = csv.writer(f)
        w.writerow(["operator", "total"] + [f"{pi} (%)" for pi in industries])
        for op in operators:
            tot = totals[op]
            pcts = [round(100 * counts[op].get(pi, 0) / tot, 1) for pi in industries]
            w.writerow([op, tot] + pcts)
 def main():
    OUTPUT_DIR.mkdir(exist_ok=True)
    conn = connect()
    try:
        for label, table in GEOGRAPHIES.items():
            rows = fetch(conn, table)
            operators, industries, counts, totals = build_crosstab(rows)
            out = OUTPUT_DIR / f"operator_industry_crosstab_{label}.csv"
            out_pct = OUTPUT_DIR / f"operator_industry_crosstab_{label}_rowpct.csv"
            write_csv(out, operators, industries, counts, totals)
            write_csv_rowpct(out_pct, operators, industries, counts, totals)
            print(
                f"{label}: {len(operators)} operators x {len(industries)} industries, "
                f"{sum(totals.values())} appearances -> {out.name}, {out_pct.name}"
            )
    finally:
        conn.close()
 if __name__ == "__main__":
    main()