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 “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
CLM-413069	CLM	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400374	CLM	Gloria U Woods	1998-09-16	—	—	6142 Jefferson Ave, San Antonio, TX, 78246	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418455	CLM	Lawrence Morris	1965-03-05	—	—	6621 Central Ave, Jacksonville, FL, 32258	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-406815	CLM	Sara Aguilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-428768	CLM	Kyle Delagdo	1997-02-18	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50170	TPA	Sean Rogers	1972-01-26	—	2185938625	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-117130	ENR	Charles Parker	2003-04-07	UHC-63803-40	2482209365	2352 Oak St, San Diego, CA, 92152	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-417990	CLM	Jennifer West	1962-05-28	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-130841	ENR	Cheryl H Butler	1945-11-14	UHC-34460-27	6763001291	6585 Bayshore Dr, Plano, TX, 75038	0.82	Name split from “Last, First”Date of birth reformatted City re-cased
ENR-122952	ENR	Priya D Carter	1997-03-24	UHC-13058-44	—	6305 Main St, Houston, TX, 77094	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-58785	TPA	Ralph Fernandez	1943-07-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415416	CLM	Bryan Hrrison	2007-11-10	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54755	TPA	Amanda A Rice	1940-05-10	—	—	8763 Spring St, Fresno, CA, 93709	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-135124	ENR	Karen V Nichols	1984-12-15	UHC-53354-14	—	2612 Ocean Ave, Orlando, FL, 32886	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-114687	ENR	Jesse N Cole	1944-03-25	UHC-05023-63	6638413332	8280 Indian School Rd, Mesa, AZ, 85215	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-140933	ENR	Paul X Valdez	1957-11-17	UHC-95327-83	3718373781	3442 Highland Ave, Sacramento, CA, 95898	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-63358	TPA	Jesse Flores	2008-11-16	—	—	7763 Hillcrest Rd, Nashville, TN, 37275	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26687	PRV	Marilyn Yang	1980-11-06	—	—	7292 River Rd, Charlotte, NC, 28209	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61503	TPA	Evelyn Yang	1985-12-24	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-121368	ENR	Adam V Duncan	1983-02-21	UHC-69746-13	3188727945	9621 Ocean Ave, Austin, TX, 78797	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-421686	CLM	Jonathan Murphy	1988-04-25	UHC-59517-51	6044703811	1540 Canyon Rd, Mesa, AZ, 85299	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-431911	CLM	Ethan Gurdon	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way, Dallas, TX, 75288	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-427564	CLM	Diane Willis	1941-02-08	UHC-21362-15	—	4367 Park Pl, Gilbert, AZ, 85265	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424938	CLM	Wayne Ward	1940-05-22	UHC-86507-79	—	8946 Apache Blvd, Plano, TX, 75025	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
CLM-400143	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52727	TPA	Samantha Crawford	1985-10-16	—	—	4309 Main St, Tampa, FL, 33607	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-109662	ENR	Bruce Alvarez	2009-06-25	UHC-37901-97	5866137515	1038 Union St, Mesa, AZ, 85205	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-412415	CLM	Virginia Smith	1963-08-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-126356	ENR	Christina S Butler	1945-03-13	UHC-65441-35	3592576327	5040 Lincoln Way, Tampa, FL, 33644	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-56692	TPA	Brittany Mrris	2001-01-10	—	4673404072	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-63247	TPA	Denise Knight	2005-03-02	—	—	7847 Central Ave, San Antonio, TX, 78282	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-106111	ENR	David X George	1988-06-24	UHC-38152-74	4229558906	5900 Sage Ct, San Antonio, TX, 78263	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed
TPA-62076	TPA	Karen Lopez	1992-01-05	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-408690	CLM	Eugeen Watkins	1997-10-17	UHC-86450-26	7018293443	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-415628	CLM	Martha R Campbell	2007-12-27	—	—	2352 Broadway, Mesa, AZ, 85287	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-55551	TPA	Pat Welch	1952-01-17	UHC-32323-36	—	8468 Indian School Rd, Tampa, FL, 33691	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52466	TPA	Roger Dominguez	1946-05-18	—	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-401953	CLM	Justin Cooper	1943-04-08	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-422206	CLM	Jonathan B Alvarado	1956-01-03	UHC-88343-03	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-116889	ENR	Judith R Vasquez	1995-12-01	UHC-02361-56	3592911890	3739 Lake View Rd, Austin, TX, 78717	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-122531	ENR	Terry C Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-421281	CLM	Terry Hall	1988-07-22	UHC-83199-44	7614796806	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-100643	ENR	Davd Fernandez	1972-11-08	UHC-31291-31	9153889581	6730 Sage Ct, Sacramento, CA, 95835	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26102	PRV	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA, 93739	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-413652	CLM	Sharon Jacobs	1947-12-18	UHC-99106-80	2762082166	9453 Desert Sky Blvd, Los Angeles, CA, 90091	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-52578	TPA	Mary Fields	1988-03-05	UHC-83147-55	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60926	TPA	Keith Silva	1987-02-11	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-121891	ENR	Camila S Henry	1976-01-21	UHC-76609-11	—	979 Hillcrest Rd, Los Angeles, CA, 90098	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-431630	CLM	Samantha Meyer	1994-09-03	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-135789	ENR	Santiago Gardner	2002-05-23	UHC-38477-59	—	1820 Spring St, Las Vegas, NV, 89113	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 180 of 200Previous Next