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

All sources, 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-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
CLM-420182	CLM	Diana L Estrada	1987-06-14	UHC-43137-75	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-50707	TPA	Cynthia Perkins	1964-04-13	—	—	—	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
PRV-22037	PRV	Ralph Taylor	1985-07-21	UHC-07187-68	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-54833	TPA	Fatima Collins	1999-12-24	—	—	9073 Lincoln Way, Denver, CO, 80205	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
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
CLM-402604	CLM	Jim Pierce	1946-08-01	UHC-01552-36	—	9163 Canyon Rd, Phoenix, AZ, 85003	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-25963	PRV	Sandra G Schmidt	1954-01-18	UHC-39593-67	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
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
TPA-58224	TPA	Edward Russell	1991-02-21	—	—	7133 Meadow Ln, Tucson, AZ, 85795	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-415532	CLM	Laura Ramos	1995-07-22	UHC-35531-48	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
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
CLM-400518	CLM	Evelyn Rodriguez	1946-12-04	—	—	—	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
PRV-22979	PRV	Martha Wood	1995-08-28	UHC-81219-28	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-401481	CLM	Kayla Peters	1997-02-02	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400522	CLM	Cheryl Sanchez	1974-11-14	UHC-46229-99	—	3765 Union St, Austin, TX, 78773	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-416058	CLM	Grcae Burns	1977-04-13	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-62544	TPA	Arthur Rivera	1966-04-15	UHC-43347-56	—	8948 Apache Blvd, Houston, TX, 77054	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-58270	TPA	Martha R Bennett	1948-03-18	—	—	—	0.82	Date of birth reformatted Phone missing area code 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
CLM-403962	CLM	Brittany Maldonado	1960-07-22	UHC-58633-21	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
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
CLM-401425	CLM	Meria Singh	1983-05-20	—	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414231	CLM	Jason Greene	1940-04-15	—	—	—	0.82	Name re-cased Phone missing area code 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
PRV-28063	PRV	Brittany Murray	1994-03-07	UHC-32349-76	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-423775	CLM	Benjamin Stephens	2000-09-03	UHC-97938-47	—	—	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
TPA-62497	TPA	Ana Adams	1944-07-09	—	—	9369 Ocean Ave, Phoenix, AZ, 85085	0.82	Name re-cased Phone missing area code Placeholder values cleared
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
CLM-431237	CLM	Ashley Diaz	1976-12-18	UHC-49500-48	—	6737 Oak St, Minneapolis, MN, 55416	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-50448	TPA	Arjun McCoy	1954-10-07	—	—	2077 Spring St, Dallas, TX, 75247	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-414473	CLM	Donna Welch	1976-06-06	UHC-78754-72	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-430587	CLM	Ahmed Ford	1982-09-17	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
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
TPA-54261	TPA	Linda Matthews	2000-05-27	—	—	5828 Baseline Rd, Tampa, FL, 33693	0.82	Date of birth reformatted Phone missing area code 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
CLM-406650	CLM	Walter Patel	2005-07-01	—	—	6868 Maple Ave, Phoenix, AZ, 85063	0.82	Name re-cased Phone missing area code Placeholder values cleared
TPA-52046	TPA	Julia Pena	1937-11-13	—	—	8514 Indian School Rd, Phoenix, AZ, 85074	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared

2,021 rows, page 38 of 41Previous Next