Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
ENR-117785	ENR	Kyle B Dunn	1951-12-01	UHC-09782-78	—	8933 Canyon Rd, Los Angeles, CA, 90064	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-104126	ENR	Ronald F Crawford	1981-11-13	UHC-93325-15	2175870524	4226 Harbor Blvd, Glendale, AZ, 85385	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-104062	ENR	Jonathan L Sulllivan	1976-01-10	UHC-13997-31	—	7212 Mesa Dr, Gilbert, AZ, 85231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-106440	ENR	Carol G Grant	1956-08-13	UHC-90762-81	7475266473	8114 Ridge Rd, Columbus, OH, 43255	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-129943	ENR	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.68	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased
ENR-100660	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100659	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114543	ENR	Gloria B Ford	1953-03-27	UHC-93806-40	—	7342 Park Pl, Miami, FL, 33120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-125566	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-110398	ENR	Ahmed V Bailey	1975-08-10	UHC-59254-95	3336394381	1364 Elm St, Dallas, TX, 75231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-120460	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.68	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-101246	ENR	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103052	ENR	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-140663	ENR	Kayla Talor	—	UHC-97205-63	4676405791	4019 Grand Ave, Los Angeles, CA, 90098	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Whitespace trimmed
ENR-133335	ENR	Carl N Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139350	ENR	Janet L Kim	1942-09-23	UHC-73587-12	3129959567	6833 River Rd, Charlotte, NC, 28202	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-115194	ENR	Heather Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St, Seattle, WA, 98188	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
ENR-140375	ENR	Catherine H Riley	1952-08-07	UHC-71789-10	4944398888	2534 Church St, Austin, TX, 78744	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126782	ENR	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-118914	ENR	Jasn I Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-135453	ENR	Terry Nguyen	1971-10-16	UHC-40503-73	—	63 Park Pl, Columbus, OH, 43238	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-128392	ENR	Harold Richardson	2000-05-22	UHC-51623-45	9515561427	2376 Spring St, Eden Prairie, MN, 55343	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-127253	ENR	Ashhley Q Shaw	1989-09-26	UHC-49013-03	4015862592	3813 Indian School Rd, Houston, TX, 77046	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-141851	ENR	Gloria H Lane	1944-03-24	UHC-48820-35	4809556689	4625 Elm St, Orlando, FL, 32828	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-142144	ENR	Diana Crawford	1940-11-10	UHC-07279-30	4252348989	540 Meadow Ln, Sacramento, CA, 95847	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-133385	ENR	Eric I Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-133682	ENR	Tommy Ray	1942-08-12	UHC-25610-12	4378461048	979 Broadway, Tucson, AZ, 85731	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-101815	ENR	Priya Z Hughes	1998-09-22	UHC-84393-22	9629412867	63 Sunset Blvd, Atlanta, GA, 30389	0.68	Name split from “Last, First”SSN last four extracted City re-cased Placeholder values cleared
ENR-140147	ENR	Luri Bryant	1998-08-20	UHC-70153-08	3555747096	6849 Lincoln Way, Seattle, WA, 98103	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-112539	ENR	Nicole O Soto	1976-07-06	UHC-29038-30	3065324847	8682 Elm St, Fresno, CA, 93737	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-122778	ENR	Aaron Ramos	1994-06-24	UHC-51082-43	3589880622	1086 Desert Sky Blvd, Orlando, FL, 32854	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-132246	ENR	Alexander Aguilar	2007-05-18	UHC-12791-12	6739604675	6809 Church St, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-128290	ENR	Jesse Nuunez	1945-10-24	UHC-74574-18	7625628326	6383 Grand Ave, Sacramento, CA, 95861	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-138565	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-138564	ENR	Dennis Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-137202	ENR	Dennis Sims	1988-04-12	UHC-61431-40	9249536984	1106 Jefferson Ave, Gilbert, AZ, 85240	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-109941	ENR	Joe Welkh	1963-08-08	UHC-33507-83	7769378095	3036 Highland Ave, Plano, TX, 75029	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-115880	ENR	Joseph X Washington	1992-03-12	UHC-01161-96	—	3388 Bayshore Dr, San Diego, CA, 92148	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-117518	ENR	Wayne Torres	—	UHC-04022-43	—	5701 Willow Ct, Jacksonville, FL, 32236	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-135550	ENR	Isabella Barnes	1995-09-02	UHC-98826-91	2236578131	5646 Elm St, Fresno, CA, 93724	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-142300	ENR	Kelly Y Chavez	1970-08-17	UHC-65250-73	7263469738	9898 Sunset Blvd, Tampa, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed
ENR-124391	ENR	Mark Lynch	1997-12-19	UHC-56090-39	5903300332	5482 Main St, Orlando, FL, 32838	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-115197	ENR	Gabriel T Nguyen	1949-04-25	UHC-08946-13	4199368046	5009 Jefferson Ave, Chandler, AZ, 85212	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-120672	ENR	Maria C Jordna	1991-05-07	UHC-43710-79	7618497487	1225 Apache Blvd, Chandler, AZ	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing
ENR-132113	ENR	Dennis V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-123287	ENR	Sophia H Harrison	1964-02-25	UHC-44046-20	8814825729	1060 Grand Ave, Phoenix, AZ, 85096	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared

4,309 rows, page 67 of 87Previous Next