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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104931	ENR	Jeffrey Allen	1990-01-02	UHC-29346-52	—	3685 Sunset Blvd, Chandler, AZ, 85287	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
ENR-135444	ENR	Teresa Porter	1984-04-03	UHC-05317-54	—	9635 Maple Ave, Eden Prairie, MN, 55321	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
ENR-105597	ENR	Bobby B Clark	1979-12-08	UHC-66211-76	—	3170 Indian School Rd, Mesa, AZ, 85245	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-113195	ENR	Keith Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-140893	ENR	Charles Hoffman	1986-03-16	UHC-28425-96	—	1089 Bayshore Dr, Jacksonville, FL, 32269	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-105985	ENR	Kevin A George	1986-09-20	—	—	7030 Palm Dr, Chandler, AZ, 85288	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-128179	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-103909	ENR	Aaron Hernandez	1909-03-28	UHC-93845-73	—	4042 Forest Ave, Columbus, OH, 43293	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
ENR-126797	ENR	Kelly Phillips	1999-06-03	UHC-92671-52	—	7460 Sunset Blvd, Jacksonville, FL, 32292	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-142587	ENR	Timothy Ruiz	1954-03-13	UHC-03420-49	—	5283 Bayshore Dr, Gilbert, AZ, 85274	0.82	Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-105388	ENR	Kathryn Diaz	1991-05-13	UHC-61746-34	—	5960 Palm Dr, Glendale, AZ, 85310	0.82	Phone missing area code City re-cased Placeholder values cleared
ENR-115589	ENR	Luis Freeman	1971-07-10	UHC-37508-05	—	1083 Main St, Los Angeles, CA, 90007	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-115590	ENR	Luis Freeman	1971-07-10	UHC-37508-05	—	1083 Main St, Los Angeles, CA, 90007	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-132715	ENR	Heather D Oliver	1949-11-15	UHC-22718-53	—	8051 Ridge Rd, Miami, FL, 33141	0.82	Name re-cased Phone missing area code Whitespace trimmed
ENR-111398	ENR	Roy L Haall	1993-08-25	UHC-96263-41	—	9106 Harbor Blvd, Los Angeles, CA, 90083	0.82	Date of birth reformatted Phone missing area code City re-cased
ENR-117055	ENR	Julia Howard	1997-04-16	UHC-38752-90	—	2349 Union St, Atlanta, GA, 30325	0.82	Name re-cased Phone missing area code Member ID reformatted
ENR-132646	ENR	Julia Snyder	2006-07-18	UHC-13287-87	—	9086 Canyon Rd, Los Angeles, CA, 90003	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-109643	ENR	Edward Yang	1964-08-08	UHC-16015-60	—	4624 Lincoln Way, Jacksonville, FL, 32232	0.82	Name re-cased Phone missing area code Placeholder values cleared
ENR-112088	ENR	Anthony Z Herrera	1955-09-22	UHC-04422-46	—	8996 Apache Blvd, Columbus, OH, 43282	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-116781	ENR	Walter Ward	1961-05-09	UHC-00600-28	—	8712 Main St, Sacramento, CA, 95896	0.82	Phone missing area code City re-cased Whitespace trimmed
ENR-112958	ENR	Amber Green	1976-03-15	UHC-30412-77	—	2929 Maple Ave, Seattle, WA, 98104	0.82	Name re-cased Phone missing area code Placeholder values cleared
ENR-100483	ENR	Ahmed R Snyder	1969-09-21	UHC-62347-03	—	5963 Baseline Rd, Minneapolis, MN, 55463	0.82	Name re-cased Phone missing area code Whitespace trimmed
ENR-132054	ENR	Jordan A Guerrero	2008-02-22	UHC-48042-97	—	8988 Cedar Ln, Los Angeles, CA, 90008	0.82	Name re-cased Phone missing area code Placeholder values cleared
ENR-113592	ENR	Angela Moreno	1984-07-14	UHC-73326-27	—	5944 Park Pl, Houston, TX, 77001	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-100815	ENR	Abigail H Hyaes	2004-06-12	UHC-91200-52	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-134444	ENR	Andrea H Brooks	1973-01-04	UHC-40468-34	—	1582 Hillcrest Rd, Fresno, CA, 93745	0.82	Name re-cased Phone missing area code Whitespace trimmed
ENR-140135	ENR	Brandon U Bailey	2006-07-05	UHC-55395-79	—	7446 Market St, Tempe, AZ, 85283	0.82	Phone missing area code State code upper-cased Whitespace trimmed
ENR-112272	ENR	Anna Thompson	1973-04-05	UHC-22617-58	—	3663 Willow Ct, Sacramento, CA, 95859	0.82	Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-109611	ENR	Robert P Boyd	1997-10-27	UHC-67639-87	—	8420 Central Ave, Gilbert, AZ, 85277	0.82	Date of birth reformatted Phone missing area code City re-cased
ENR-134477	ENR	Ruth K Collins	1938-02-06	UHC-81446-80	—	4725 Harbor Blvd, Charlotte, NC, 28279	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-105645	ENR	Amy Marshall	1994-10-07	UHC-80245-87	—	555 Main St, Eden Prairie, MN, 55344	0.82	Name re-cased Phone missing area code Email lower-cased
ENR-118476	ENR	Marilyn M Welch	1939-07-14	UHC-00229-54	—	1926 Harbor Blvd, Glendale, AZ, 85334	0.82	Phone missing area code Email lower-cased Placeholder values cleared
ENR-132580	ENR	Bradley P Martinez	1970-07-23	UHC-09904-12	—	6301 Park Pl, Minneapolis, MN, 55404	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-124747	ENR	Arthur W Morgan	1960-10-08	UHC-67883-75	—	166 Broadway, Houston, TX, 77045	0.82	Phone missing area code Member ID reformatted Whitespace trimmed
ENR-111229	ENR	Larry Spencer	1961-04-01	UHC-08518-76	—	3145 Sunset Blvd, Austin, TX, 78795	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-130821	ENR	Janet Bradley	1942-06-19	UHC-27276-25	—	5772 Harbor Blvd, Tucson, AZ, 85791	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-106220	ENR	Kathy Wilson	1996-07-18	UHC-91837-53	—	5507 Pine Dr, Tampa, FL, 33611	0.82	Name re-cased Phone missing area code Placeholder values cleared
ENR-100102	ENR	Joseph R Williamson	1987-02-24	UHC-66377-79	—	5362 Union St, Houston, TX, 77041	0.82	Name re-cased Phone missing area code Email lower-cased
ENR-141184	ENR	Bruce Powell	1978-03-31	UHC-34913-07	—	5287 Broadway, Phoenix, AZ, 85045	0.82	Phone missing area code Address re-cased Whitespace trimmed
ENR-115312	ENR	Larry Q Morrison	1999-12-14	UHC-07583-42	—	1961 Lincoln Way, Sacramento, CA, 95856	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-119073	ENR	Diane Sims	1961-03-12	UHC-36638-27	—	7991 Central Ave, Orlando, FL, 32836	0.82	Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-122727	ENR	Kimberly A Flores	1976-05-10	UHC-66093-90	—	4412 Desert Sky Blvd, Columbus, OH, 43259	0.82	Phone missing area code City re-cased Whitespace trimmed
ENR-106671	ENR	Dorothy X Hicks	1941-08-16	UHC-59594-14	—	4823 Main St, Minneapolis, MN, 55435	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-106146	ENR	Albert Ray	1963-01-25	UHC-24942-04	—	4063 Elm St, Denver, CO, 80232	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-101498	ENR	Bryan Hansen	1945-11-13	UHC-58991-88	—	8403 Palm Dr, Scottsdale, AZ, 85226	0.82	Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-136720	ENR	Amy Carter	1974-11-08	UHC-60876-16	—	5782 Jefferson Ave, Seattle, WA, 98132	0.82	Phone missing area code City re-cased Email lower-cased
ENR-117344	ENR	Deborah J Garza	1955-12-05	UHC-75382-34	—	8782 Indian School Rd, Phoenix, AZ, 85078	0.82	Name re-cased Phone missing area code Whitespace trimmed
ENR-122094	ENR	Arjun R Powell	1962-04-16	UHC-79018-17	—	3746 Spring St, Atlanta, GA, 30369	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-113636	ENR	Aaron M Larson	1995-06-15	UHC-25525-72	—	7090 Union St, Minneapolis, MN, 55418	0.82	Name re-cased Phone missing area code Email lower-cased
ENR-115045	ENR	Andrew Edwards	1957-06-19	UHC-43496-82	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared

1,095 rows, page 21 of 22Previous Next