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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405957	CLM	Rachel M West	1951-09-13	UHC-58253-49	2376717144	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-412785	CLM	Lawrence Griffin	1992-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-25867	PRV	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-111462	ENR	Natalie Ford	1963-01-25	UHC-54515-64	9242774288	1099 Sage Ct, Jacksonville, FL, 32288	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125333	ENR	Walter Y Richards	1971-02-20	UHC-22540-61	5676154464	1942 Highland Ave, Chandler, AZ, 85251	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413251	CLM	Ben Carpenter	1988-11-08	UHC-14500-07	5583911446	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-119458	ENR	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127248	ENR	Ruth Hernandez	1955-05-15	UHC-45614-74	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.78	Phone reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-422686	CLM	Maria Yang	1944-08-09	UHC-83885-20	9769464155	7807 Ridge Rd, Gilbert, AZ, 85279	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-101504	ENR	Maria Carroll	2000-04-04	UHC-62794-28	—	3988 Camelback Rd, Austin, TX, 78705	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125923	ENR	Gregory F Aguilar	1961-08-18	UHC-47637-38	9737066081	9706 Mountain View Dr, Columbus, OH, 43289	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-104981	ENR	Frank Bailey	1960-07-08	UHC-99304-17	8194378034	6013 Central Ave, Austin, TX, 78787	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-132259	ENR	Bradley T Chen	1993-05-27	UHC-77085-62	5717582303	285 Ridge Rd, Tucson, AZ, 85777	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-60735	TPA	Peter Alvarez	1972-06-19	UHC-28455-24	—	1142 Church St, Tempe, AZ, 85263	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425902	CLM	Megen Aguilar	1960-12-14	UHC-68242-45	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-103884	ENR	Bradley Peterson	1982-10-10	UHC-11426-78	7832789387	4833 Willow Ct, Glendale, AZ, 85354	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421875	CLM	Judy F Perkins	1981-12-19	UHC-49732-53	—	7070 Park Pl, Eden Prairie, MN, 55383	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
TPA-60583	TPA	Yuki Evans	1984-12-08	UHC-57726-03	8113363207	8031 Broadway, San Antonio, TX, 78227	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135077	ENR	Camila E Kim	1941-12-18	UHC-52496-34	6122740058	9411 Sunset Blvd, Columbus, OH, 43266	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142212	ENR	Olivia D Alvarado	1985-06-21	UHC-27105-07	6637622813	2345 Broadway, Atlanta, GA, 30390	0.78	Member ID reformatted Address re-cased Email lower-cased Gender normalised+1 more
CLM-411193	CLM	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127269	ENR	Patricia Russell	1942-07-08	UHC-42955-40	—	754 Mesa Dr, Columbus, OH, 43252	0.78	Name re-cased Two-digit birth year Member ID reformatted Email lower-cased+1 more
CLM-425876	CLM	Maria Green	1959-06-16	UHC-28618-76	—	5973 Meadow Ln, Nashville, TN, 37270	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-128437	ENR	Larry Y Mendez	1941-10-16	UHC-28324-36	6084636862	5087 Indian School Rd, Seattle, WA, 98139	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124721	ENR	Noah D Nichols	1970-03-19	UHC-91163-81	3595648784	2195 Highland Ave, Gilbert, AZ, 85283	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111807	ENR	Justin W Bradley	2005-11-10	UHC-61388-76	7337887129	7735 Elm St, Scottsdale, AZ, 85225	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23013	PRV	Michelle W Cunningham	2007-07-25	UHC-27388-13	8905956307	1038 Main St, Gilbert, AZ, 85250	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-114199	ENR	Linda Carter	1943-07-16	UHC-54798-57	8063434219	4169 Indian School Rd, Jacksonville, FL, 32277	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421231	CLM	Catherine Anderson	—	UHC-68010-04	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
ENR-124759	ENR	Henry Jordan	1968-05-02	UHC-15997-66	3612431772	948 Central Ave, Chandler, AZ, 85245	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405050	CLM	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl, Las Vegas, NV, 89152	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405051	CLM	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl, Las Vegas, NV, 89152	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136147	ENR	Donald Adams	1946-11-07	UHC-26650-54	—	—	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-54330	TPA	Kyle U Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
PRV-24872	PRV	Logan Kelly	1978-06-24	UHC-35916-53	8965104633	6858 Central Ave, Nashville, TN, 37221	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
ENR-140852	ENR	Shirley X Dunn	1981-10-17	UHC-78710-12	3653735494	3225 Forest Ave, Fresno, CA, 93701	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404899	CLM	Zachary Gibson	1955-12-07	UHC-27948-29	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-415664	CLM	Logan Yng	1968-12-06	UHC-63190-60	5575170109	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
ENR-139515	ENR	Peter G Green	1991-03-24	UHC-52096-05	6947461075	2022 Mountain View Dr, Austin, TX, 78737	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112052	ENR	Jullie K Hamlton	1976-02-10	UHC-15384-45	—	2564 Washington St, Chandler, AZ, 85242	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124763	ENR	Marcus O Carpenter	1959-05-08	UHC-47961-55	2928838056	4860 Ridge Rd, Phoenix, AZ, 85091	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137486	ENR	Luuis Hunter	1978-03-12	UHC-69182-70	7837368975	6530 Park Pl, Plano, TX, 75027	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431224	CLM	Christian U Lynch	1982-04-12	UHC-89218-09	4735622060	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-133704	ENR	Katherine Z Gutierrez	2002-05-19	UHC-53845-35	3466259693	3528 Market St, San Antonio, TX, 78217	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138603	ENR	Daniel U Green	1946-02-17	UHC-29070-58	3202522313	4763 Jefferson Ave, San Antonio, TX, 78260	0.78	Name re-cased Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-109637	ENR	Catherine U Gonzaes	1991-08-25	UHC-94180-96	6002165564	8898 Ocean Ave, Gilbert, AZ, 85251	0.78	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-116086	ENR	Natalie B Medina	1987-05-27	UHC-13431-91	5157806512	6608 Maple Ave, Charlotte, NC, 28262	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-123157	ENR	Jake K Fields	1996-01-20	UHC-76092-02	3187032904	4079 Pine Dr, Eden Prairie, MN, 55338	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 99 of 155Previous Next