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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117469	ENR	Kevin I Tompson	1948-01-11	UHC-76614-91	3994531456	2487 Maple Ave, Charlotte, NC	0.70	Two-digit birth year ZIP missing Whitespace trimmed
ENR-115730	ENR	Janet Sulllivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-110670	ENR	Carlos Thomas	1983-01-24	UHC-38646-89	7752654413	1777 Highland Ave, Houston, TX, 77034	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-123660	ENR	David R Georgge	1942-09-14	UHC-44586-58	6026929839	8582 Baseline Rd, Columbus, OH, 43269	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-124859	ENR	Hannah Perry	2004-05-25	UHC-95487-66	2898020506	1863 Palm Dr # 481, Eden Prairie, MN, 55374	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-106972	ENR	Joseph Kennedy	1946-06-09	UHC-44031-72	—	522 Valley View Dr, Fresno, CA, 93708	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-130078	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-142643	ENR	Ralph Wells	1953-12-13	UHC-33177-69	—	4462 Bayshore Dr, Minneapolis, MN, 55479	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
ENR-122591	ENR	Joyce Q Medina	1948-12-10	UHC-72617-64	9742914813	9324 Jefferson Ave, Atlanta, GA, 30321	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-141350	ENR	Elizabeth V Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway, Las Vegas, NV, 89146	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-140321	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ, 85222	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-131078	ENR	Christina N Rogers	1994-12-16	UHC-04826-91	9174190697	2490 Lincoln Way, Tampa, FL, 33627	0.72	Two-digit birth year Gender normalised
ENR-110569	ENR	Dennis Gilbert	1970-04-09	UHC-11590-49	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.72	Two-digit birth year Gender normalised
ENR-132369	ENR	Jack D Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV, 89167	0.72	Two-digit birth year ZIP+4 trimmed
ENR-101463	ENR	Gloria Butler	1975-02-11	UHC-97706-97	4973736724	578 Pine Dr, Sacramento, CA	0.72	Two-digit birth year ZIP missing
ENR-133994	ENR	Douglas James	1988-04-13	UHC-97790-97	—	1982 Church St, Minneapolis, MN, 55466	0.72	Name split from “Last, First”Two-digit birth year
ENR-130663	ENR	Sarah B Harris	2003-08-12	UHC-84751-90	3162979292	8274 Lincoln Way # 299, Miami, FL, 33185	0.72	Two-digit birth year Unit split from street
ENR-142525	ENR	Brandon Long	1968-01-17	UHC-80661-39	8424375711	2256 Desert Sky Blvd, Fresno, CA, 93749	0.72	Two-digit birth year Gender normalised
ENR-128522	ENR	Jacqueline Hicks	1938-03-12	UHC-68514-41	3807367879	9011 Cedar Ln, Columbus, OH, 43214	0.72	Two-digit birth year SSN last four extracted
ENR-129673	ENR	Russell Barnes	1983-08-21	UHC-92581-69	8248185713	4979 Hillcrest Rd, Nashville, TN, 37226	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-104301	ENR	Arthur Bailey	1961-04-15	UHC-42737-39	4364073249	5113 Valley View Dr, Dallas, TX, 75283	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-108271	ENR	Emily Cruz	2006-02-24	UHC-88304-23	7376475456	9514 Spring St, Mesa, AZ, 85245	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-126434	ENR	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-107814	ENR	Keith Z Willis	1946-06-07	UHC-74143-65	2788415730	8299 Willow Ct, San Diego, CA, 92187	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-135287	ENR	Kevin Gonzallez	1943-11-27	UHC-63413-26	4903815909	3985 Broadway, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-136485	ENR	Cheryl Stephens	1972-06-18	UHC-55529-33	7867815082	176 Washington St, Mesa, AZ, 85258	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-105396	ENR	Priya Owens	1988-02-28	UHC-20718-49	8955283892	4814 Sage Ct, San Antonio, TX, 78278	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-119358	ENR	Emily Matthews	1969-03-01	UHC-29986-98	8814758885	7506 Indian School Rd, Houston, TX, 77060	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-126582	ENR	Kile M Moore	1984-03-11	UHC-18856-78	7619379297	870 Indian School Rd, Orlando, FL, 32805	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-130435	ENR	Keitth Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-119231	ENR	Tyler L Burke	1956-11-01	UHC-27256-39	7277823447	4247 Cedar Ln, Sacramento, CA, 95892	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-122888	ENR	Patricia I Austin	1974-08-10	UHC-85341-11	6975094085	829 Broadway, Columbus, OH, 43210	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-119589	ENR	Lisa H Nunez	1998-11-13	UHC-01376-40	6524929615	1373 Lake View Rd, Charlotte, NC, 28214	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-116498	ENR	Noah Riley	1991-07-13	UHC-66572-58	3923017100	5978 Mountain View Dr, Plano, TX, 75073	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-125150	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-101667	ENR	Kevin Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.76	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
ENR-119548	ENR	Austin Wagner	1955-09-19	UHC-71456-87	6856311282	6113 Broadway, Atlanta, GA, 30349	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-121093	ENR	Doris M Andesron	1940-06-16	UHC-85647-30	4764683227	5796 Broadway, Sacramento, CA, 95828	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-104498	ENR	Anthony Bryant	1952-09-21	UHC-86169-56	2549699421	5921 Valley View Dr, Charlotte, NC, 28286	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-128371	ENR	Adam Soto	1963-03-23	UHC-12844-11	4985483779	9217 Spring St, Jacksonville, FL, 32274	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-123743	ENR	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-140334	ENR	Lauren J Gardner	1941-12-03	UHC-93105-87	9764043498	5510 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-121943	ENR	Mark Mills	1962-04-06	UHC-76696-99	6477423538	5792 Broadway, Glendale, AZ, 85397	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-108163	ENR	William Stewart	1976-08-11	UHC-87792-82	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-135649	ENR	Carol Murray	1967-04-06	UHC-75188-27	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Name re-cased Two-digit birth year State code upper-cased Email lower-cased+2 more
ENR-104043	ENR	Arjun McDonald	1941-08-26	UHC-38130-42	9256705968	2118 Meadow Ln, Orlando, FL, 32868	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-112187	ENR	Arjnu R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-115399	ENR	Dan E Valdez	1943-11-16	UHC-10960-44	8492869141	255 Church St, Glendale, AZ, 85329	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135023	ENR	Sharon C Gray	1960-01-01	UHC-95468-33	3296595868	4386 Pine Dr, Eden Prairie, MN, 55363	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more

2,874 rows, page 47 of 58Previous Next