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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117106	ENR	Joseph Mandoza	1958-05-14	UHC-63893-37	7138314811	7749 Cedar Ln, Orlando, FL, 32865	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427678	CLM	Ann Salazar	1960-10-10	—	—	288 Hillcrest Rd, Plano, TX, 75089	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-115516	ENR	Lauren N Crawford	2005-01-23	UHC-07528-59	5006338568	3185 Washington St, Miami, FL, 33164	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59935	TPA	Jonathan Garrett	1961-02-22	—	—	5631 Church St, Denver, CO, 80250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112226	ENR	Becky Stephens	1952-11-20	UHC-02357-21	2699305287	7713 Main St Apt 25, Plano, TX, 75037	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-426144	CLM	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-122043	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-122042	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-135376	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-135375	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-117659	ENR	Terry Gomez	1977-04-19	UHC-39043-39	9598951396	3153 Washington St, San Diego, CA, 92183	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425676	CLM	Bryan Ray	1958-11-20	UHC-15231-85	8976852507	—	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
ENR-104185	ENR	Ann Elliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway # 899, Glendale, AZ, 85361	0.66	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+1 more
ENR-119925	ENR	Doris J Wright	1960-06-27	UHC-04572-43	6364875230	5738 Lake View Rd, Orlando, FL, 32841	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411629	CLM	Helen West	1958-11-03	—	—	6857 Union St, Miami, FL, 33190	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419961	CLM	Teresa Stephens	1973-08-20	UHC-87322-48	—	604 Maple Ave, Chandler, AZ, 85202	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406191	CLM	Gabriel Brown	1995-05-27	—	—	3573 Forest Ave, Tampa, FL, 33681	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-27242	PRV	Bradley Morgan	1948-01-20	—	3844981300	6148 Cedar Ln, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414421	CLM	Carl C Mitchell	1939-12-08	—	—	1902 Mesa Dr, Minneapolis, MN, 55408	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
TPA-57900	TPA	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-405598	CLM	Mason P Herrera	1943-02-05	—	5424196196	182 Willow Ct, Charlotte, NC, 28299	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415947	CLM	Jean Wilson	1943-03-02	—	8927115598	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-411685	CLM	Catherine Collins	1952-01-23	—	—	8370 Sunset Blvd, Minneapolis, MN, 55490	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429793	CLM	Jeremy Moore	1995-09-27	—	—	7041 Willow Ct, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-402026	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119693	ENR	Dennis O Reyes	1993-07-19	UHC-08084-99	8143883081	6396 Ocean Ave Apt 28, Tempe, AZ, 85288	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-110392	ENR	George K Santos	1942-06-04	UHC-45616-92	9278110590	6304 Willow Ct, Columbus, OH, 43201	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404455	CLM	Larry F Martin	2001-01-13	UHC-92470-78	8743453111	4620 Valley View Dr, San Antonio, TX, 78256	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-401193	CLM	Kathleen Cox	—	—	3426041160	2530 Mountain View Dr, Jacksonville, FL, 32216	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100235	ENR	Maria Davis	2007-03-12	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-122192	ENR	Ruth Patterson	2001-08-13	UHC-86088-59	3524527959	9601 Sage Ct, Seattle, WA, 98123	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-408896	CLM	Sofia Vazquez	1971-05-03	UHC-95246-52	—	6152 Apache Blvd, Seattle, WA, 98197	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408155	CLM	Elijah Allen	1943-12-01	—	6168902010	425 Main St, Tucson, AZ, 85792	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-141613	ENR	Fatima Bishop	1959-09-04	UHC-22906-10	—	5867 Grand Ave, Scottsdale, AZ, 85238	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411306	CLM	Ronald Riec	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-142438	ENR	Susan U Richardson	1985-09-09	UHC-73739-77	6315870561	9879 Market St, Phoenix, AZ, 85033	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
TPA-57382	TPA	Aisha Bailey	1993-03-09	—	—	2687 Camelback Rd, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414939	CLM	William Warren	1983-04-21	UHC-39909-15	—	7504 Ocean Ave, San Diego, CA, 92151	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-129972	ENR	Carolyn Cole	1970-01-18	UHC-93389-67	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-403728	CLM	Karen Y Williamson	1989-01-28	UHC-19624-91	6128106648	6240 Elm St, Columbus, OH, 43239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102712	ENR	Theresa V Pierce	2001-09-12	UHC-22598-55	6627422690	4585 Park Pl, Seattle, WA, 98107	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432300	CLM	Lara Dunn	1946-12-16	UHC-26938-12	—	8726 Apache Blvd, Plano, TX, 75092	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-135030	ENR	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51914	TPA	Gregory Nichols	1965-12-14	—	7366872442	6469 Central Ave, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more

16,828 rows, page 210 of 337Previous Next