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-431059	CLM	Jon Hunt	1991-05-28	—	2338932043	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-412971	CLM	Stephanie X Chavez	1946-04-09	UHC-88000-54	—	5606 Cedar Ln, Fresno, CA, 93729	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-24269	PRV	Mateo Elliott	1995-02-27	—	—	5947 Valley View Dr, Orlando, FL, 32817	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431155	CLM	Christopher Meyer	1997-06-28	UHC-42589-19	5812426596	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-131845	ENR	Roger B Sanders	1954-05-05	UHC-51097-26	2283317495	5786 Grand Ave, San Antonio, TX, 78242	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24711	PRV	Margaret Lane	1979-04-20	—	8725231524	2784 Spring St, Plano, TX, 75015	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-419986	CLM	Philip Williamson	1938-07-04	—	7783601032	4650 Elm St, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-136004	ENR	Priya Bowman	1985-06-27	UHC-20261-11	—	8188 Willow Ct, Nashville, TN, 37260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122142	ENR	Martha Perez	—	UHC-56874-42	9875251987	3011 Highland Ave, Miami, FL, 33161	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-417455	CLM	Pamela Chavez	1999-06-02	—	—	3249 Forest Ave, Dallas, TX, 75284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412727	CLM	Ann Welch	1990-11-23	UHC-96949-18	—	5773 Grand Ave, Seattle, WA, 98173	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
TPA-55127	TPA	Andrea Espinoza	1995-10-20	—	—	4990 Church St, Eden Prairie, MN, 55312	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421034	CLM	Braddley M Lane	1938-01-06	UHC-88564-99	9752565349	9269 Valley View Dr, Sacramento, CA, 95818	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-405403	CLM	Jerry X Franklin	1963-04-23	—	3975339901	2202 Apache Blvd, Houston, TX, 77032	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135647	ENR	Kayla Vazquez	1948-06-13	UHC-95608-45	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137298	ENR	Amber Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61189	TPA	Betty Watkins	1994-07-17	—	—	6891 Palm Dr, Tempe, AZ, 85286	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-116964	ENR	Virginia V Bennett	1991-06-27	UHC-72898-74	2683854487	493 Union St, Fresno, CA, 93730	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-111641	ENR	Harold I Sanchez	1953-01-19	UHC-46228-49	5868891581	1273 Ridge Rd, San Diego, CA, 92139	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108580	ENR	Ashley Owens	1946-12-05	UHC-03541-20	4588047603	8783 Broadway, Houston, TX, 77059	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-28239	PRV	Roy Gonzalez	1944-06-16	UHC-99240-65	9507968171	1918 Elm St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417907	CLM	Patricia V Bradley	2000-08-04	—	4878439996	5690 Forest Ave, Houston, TX, 77023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-128132	ENR	Bradley R Armstrong	1989-03-14	UHC-84578-81	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113306	ENR	Emily Nguyen	2005-12-28	UHC-56018-98	—	2586 Indian School Rd, Sacramento, CA, 95836	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-137972	ENR	Peter A Jensen	1942-04-01	UHC-82248-04	8827578622	9197 Spring St, Denver, CO, 80262	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-122074	ENR	Ana N Santiago	1989-10-10	UHC-27486-90	6547889967	7230 Indian School Rd, Tempe, AZ, 85276	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62263	TPA	Jason Harris	2004-06-27	—	—	8576 Lake View Rd, San Diego, CA, 92116	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-24346	PRV	John D Hery	1944-01-19	—	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-137623	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	—	5533 River Rd, Jacksonville, FL, 32240	0.66	Name re-cased Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-121220	ENR	Jerry I Murray	1948-04-17	UHC-40805-76	6562847915	3159 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61842	TPA	Rebecca Stevens	1940-08-09	—	2343656742	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-104104	ENR	Dyln Morris	1947-09-14	UHC-10956-50	—	3933 Camelback Rd, Seattle, WA, 98154	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
TPA-50533	TPA	Jennifer Brown	1944-11-06	UHC-69247-33	5643706462	5728 Lake View Rd, Chandler, AZ, 85258	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-141958	ENR	Rodriguez Ralph	1991-08-03	UHC-39276-85	2873964684	7263 Washington St, Plano, TX, 75098	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61009	TPA	Barbara Ruiz	1977-06-24	—	—	695 Willow Ct, Tempe, AZ, 85228	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-410213	CLM	Frances Diaz	1978-07-05	—	—	8921 River Rd # 970, Eden Prairie, MN, 55375	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-432676	CLM	Rachel Espinoza	1979-08-22	UHC-88110-90	—	7895 Park Pl, Gilbert, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-100129	ENR	Cheryl Chen	1993-08-01	UHC-69315-62	6509193438	1394 Highland Ave, Tucson, AZ, 85752	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110602	ENR	Scott B Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401280	CLM	Charlotte C Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119012	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	5826596695	8001 Pine Dr, San Diego, CA, 92158	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119211	ENR	Margaret Z Patterson	1977-09-12	UHC-31161-99	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106826	ENR	Maria Gibson	1985-05-25	UHC-55479-43	8528157153	9223 Cedar Ln, Plano, TX, 75080	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-420642	CLM	Crl Ross	1984-10-05	UHC-17816-38	—	9633 Pine Dr, Los Angeles, CA, 90083	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 207 of 337Previous Next