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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123418	ENR	Andrew X Arnold	1963-10-09	UHC-61812-60	3578557360	6581 Jefferson Ave Apt 24, Jacksonville, FL, 32233	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-410246	CLM	Bradley Hall	1978-05-24	—	—	1877 Lincoln Way Apt 39, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-137857	ENR	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave # 552, Orlando, FL, 32826	0.66	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-130415	ENR	Stephen Gonzales	1985-05-06	UHC-33555-92	8149983344	789 Highland Ave Apt 30, Tucson, AZ, 85780	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-110440	ENR	Donald M Aguilar	1950-07-15	UHC-95936-49	7838169080	3963 Mesa Dr # 938, Austin, TX, 78726	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-132243	ENR	Daniel J Alvarado	1981-10-10	UHC-17463-38	9713451231	144 Harbor Blvd # 495, Sacramento, CA, 95899	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-101067	ENR	Lori Q Warren	1976-12-09	UHC-11712-58	3949103879	4758 Highland Ave Apt 7, Los Angeles, CA, 90065	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134749	ENR	Paul Marshall	1962-10-12	UHC-10623-89	5663160388	980 Central Ave Apt 9, Atlanta, GA, 30388	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411032	CLM	Adam Mendez	1974-12-26	UHC-06210-34	—	2377 Ridge Rd # 194, Orlando, FL, 32864	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104472	ENR	Roy Miller	2005-01-17	UHC-04040-73	6678807547	7067 Church St # 207, Sacramento, CA, 95841	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121342	ENR	Victoria E Dixon	1943-04-03	UHC-43667-50	2493842228	1154 Maple Ave # 117, Los Angeles, CA, 90028	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430935	CLM	Kenneth Garrett	1999-04-11	UHC-93400-76	—	4405 Willow Ct # 235, Chandler, AZ, 85277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137728	ENR	Mason U Flores	1946-01-06	UHC-05511-99	8052063667	4535 Willow Ct Apt 3, Austin, TX, 78736	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141133	ENR	Raymond Y Chapman	1975-12-27	UHC-57667-96	2023467133	739 River Rd Apt 39, Nashville, TN, 37239	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
PRV-21222	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	—	7066 Highland Ave Apt 4, Orlando, FL, 32875	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108400	ENR	Lauren D Fisher	1997-07-20	UHC-67132-83	4735850194	5090 Mountain View Dr # 925, Minneapolis, MN, 55484	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-128419	ENR	Laura J Ellis	1991-10-28	UHC-84006-39	2612654691	145 River Rd Apt 33, Gilbert, AZ, 85254	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50714	TPA	Judy Schultz	1971-11-05	—	—	4311 Sage Ct # 928, Mesa, AZ, 85235	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-134912	ENR	Jeffrey T Gordon	1944-07-06	UHC-83442-79	9897992138	7623 Spring St # 970, Sacramento, CA, 95836	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-139935	ENR	Valentina T Guerrero	1977-09-18	UHC-71193-02	5686668856	7765 Grand Ave # 115, Columbus, OH, 43232	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56472	TPA	Rachel Ray	1956-09-26	—	—	4441 Palm Dr # 535, Fresno, CA, 93791	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25491	PRV	Megan Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave Apt 23, Nashville, TN, 37276	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124074	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd # 294, Sacramento, CA, 95824	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-120759	ENR	George F Salazar	1959-01-03	UHC-05285-32	7794058397	1928 Palm Dr Apt 9, San Antonio, TX, 78272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411649	CLM	Cynthia Baker	1940-05-26	UHC-09215-77	—	2238 Grand Ave # 807, Nashville, TN, 37263	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-58923	TPA	Beverly Chen	1946-04-03	—	—	3317 Park Pl # 825, Las Vegas, NV, 89155	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121978	ENR	Joseph G Stephens	1976-06-10	UHC-41715-69	4562269095	4627 Lake View Rd Apt 16, Dallas, TX, 75250	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103303	ENR	Harold Medina	1948-11-04	UHC-64245-47	6364322939	4445 Ocean Ave Apt 37, Fresno, CA, 93749	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-413157	CLM	Zachary Morales	1995-08-08	—	—	9060 Washington St Apt 24, Tampa, FL, 33656	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406210	CLM	Kathryn Ramirez	1944-05-02	—	—	9294 Park Pl # 734, Gilbert, AZ, 85281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418894	CLM	Aisha Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave # 540, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-55941	TPA	Scott Fuller	1965-02-05	—	8076727536	7273 Mountain View Dr # 675, Miami, FL, 33115	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52507	TPA	Jonathan Foster	1953-09-06	—	—	7387 Lake View Rd Apt 37, Charlotte, NC, 28284	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113698	ENR	Sara Campbell	1942-12-26	UHC-92906-33	—	5159 Desert Sky Blvd Apt 24, Gilbert, AZ, 85261	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57898	TPA	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr # 433, Eden Prairie, MN, 55323	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129933	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St Apt 20, Dallas, TX, 75234	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23428	PRV	Keith Mills	1969-12-07	—	8646607825	278 Hillcrest Rd # 759, Seattle, WA, 98106	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129438	ENR	Joshua R Brown	1941-01-13	UHC-44263-86	8452489238	5027 Mountain View Dr Apt 10, Tempe, AZ, 85246	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128359	ENR	Pmaela I Rios	1982-09-04	UHC-19553-68	9218350485	1762 Pine Dr Apt 17, Eden Prairie, MN, 55306	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58302	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58303	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27415	PRV	David Nguyen	1992-12-28	—	5965836704	7691 Washington St Apt 5, Jacksonville, FL, 32288	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 95 of 140Previous Next