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
CLM-415031	CLM	Andrew Garza	1959-11-02	UHC-05082-55	—	6156 Lincoln Way, Orlando, FL, 32888	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55582	TPA	Maria T Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-114328	ENR	John F Weaver	1994-09-04	UHC-88583-41	—	3691 Elm St, Austin, TX, 78756	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-124228	ENR	Debra Watkins	1946-06-04	UHC-62544-73	6358888026	5346 Union St, Atlanta, GA, 30356	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111856	ENR	Cheryl Dunn	1987-12-14	UHC-78434-31	2756517999	6313 Highland Ave, Eden Prairie, MN, 55363	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-109350	ENR	Stephen Ortega	1981-12-09	UHC-46040-53	4724316137	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-104390	ENR	Justin Q Adams	2007-01-26	UHC-82504-93	5425361701	4773 Willow Ct, Nashville, TN, 37224	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61835	TPA	Susan Ward	1976-10-13	—	—	1262 Canyon Rd, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-102010	ENR	Keith L Ford	1979-12-04	UHC-86520-46	9156242211	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-60572	TPA	Kenneth B Pierce	1955-03-28	—	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135274	ENR	Amanda Santiago	1915-07-28	UHC-25419-96	8874936783	8739 Pine Dr, Miami, FL, 33164	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414059	CLM	Russell Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-127074	ENR	Samuel Franklin	1992-05-03	UHC-56314-59	5207116506	2707 Washington St, Gilbert, AZ, 85241	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-142557	ENR	Aaron X Willis	1983-11-14	UHC-80717-04	8352582906	7298 Palm Dr, Las Vegas, NV, 89122	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
ENR-115515	ENR	Alex P Gibson	1959-10-11	UHC-75982-61	5435696293	5157 Cedar Ln, Atlanta, GA, 30383	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124438	ENR	Vincent Y Lawson	1948-08-14	UHC-80113-26	4772633322	9354 Grand Ave, Austin, TX, 78737	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119680	ENR	Dennis Dunn	1984-08-27	UHC-10436-45	—	8612 Central Ave, Fresno, CA, 93783	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-413342	CLM	Samantha L Fowler	1956-09-06	—	—	2054 Valley View Dr, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-417801	CLM	Gloria Crawford	1997-12-04	UHC-50434-74	8296151569	69 Mesa Dr, Los Angeles, CA, 90061	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61036	TPA	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX, 78718	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415800	CLM	Alan Ramos	1999-04-02	—	7625368976	3586 Bayshore Dr, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-116932	ENR	James Cooper	1945-03-27	UHC-01923-32	4902984115	2166 Apache Blvd, San Antonio, TX, 78219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-24971	PRV	Carol Hansen	2000-06-19	UHC-25657-98	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-140096	ENR	Ricard Stevens	1990-10-09	—	8105775724	526 Apache Blvd, Columbus, OH, 43274	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110352	ENR	Sarah Hicks	1969-09-08	UHC-77647-80	—	5662 Mountain View Dr, Tempe, AZ, 85275	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-135423	ENR	Doris Delgado	2008-02-23	UHC-53156-32	8088131526	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-26673	PRV	Jonathan Garrett	1961-02-22	UHC-48138-96	—	5631 Church St, Denver, CO, 80250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-109213	ENR	Kayla U Lewis	1973-12-17	UHC-26683-74	2443804761	5612 Oak St, Charlotte, NC, 28219	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141340	ENR	Richard J Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27082	PRV	Jerry Martin	1994-11-16	—	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106880	ENR	Watkins M Megan	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-102502	ENR	Kyle Z Phillips	1946-08-19	UHC-74042-16	7132362744	4114 Cedar Ln, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-104591	ENR	Heather N Ross	1991-12-27	UHC-78235-70	9252842084	6031 Forest Ave, Plano, TX, 75048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112017	ENR	Sarah F Ward	1954-02-01	UHC-85737-85	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-132436	ENR	Sharon Davis	—	UHC-51717-75	3148206122	9100 Forest Ave, Los Angeles, CA, 90090	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-107240	ENR	Theresa Harvey	1953-09-10	UHC-27595-69	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-131621	ENR	Anthony F Gutierrez	1986-06-16	UHC-85172-66	2296409013	7152 Sage Ct, Chandler, AZ, 85267	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109381	ENR	Ahmed T Wallace	1970-07-11	UHC-37460-16	8474164648	4100 Cedar Ln, Scottsdale, AZ, 85220	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138054	ENR	Emily D Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23278	PRV	Nathan Gutierrez	1996-06-12	UHC-41662-03	—	4249 Canyon Rd, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-120691	ENR	Lucia G Bradley	1957-06-26	UHC-85888-70	7464049999	1292 Apache Blvd, Orlando, FL, 32828	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106410	ENR	Ryn T Rose	1940-10-15	UHC-20347-39	—	3781 Lake View Rd, Nashville, TN, 37221	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108935	ENR	Mary Cox	1963-06-09	UHC-99989-78	4465556536	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-53414	TPA	Jaince Moreno	1950-12-06	UHC-99841-47	—	4861 Grand Ave, Sacramento, CA, 95813	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-104277	ENR	Brenda Robertson	1943-11-07	UHC-15434-80	2882367132	8721 River Rd, Minneapolis, MN, 55402	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109591	ENR	Willie A Harrison	2004-02-21	UHC-05201-04	3058660067	8401 Indian School Rd, Mesa, AZ, 85208	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420469	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 219 of 337Previous Next