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

Enrollment, 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-126327	ENR	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct # 235, Columbus, OH, 43260	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-116144	ENR	Brittany G Hamilton	1998-02-24	UHC-52626-42	5899508349	6143 Lake View Rd # 728, San Diego, CA, 92135	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142463	ENR	Isabella J Flores	1943-12-17	UHC-67450-83	6119822612	7274 Indian School Rd # 595, Charlotte, NC, 28247	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131159	ENR	Larry F Reed	1939-03-11	UHC-86408-56	6548008787	4127 Camelback Rd Apt 2, Miami, FL, 33162	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138999	ENR	Ronald Daniels	1967-06-11	UHC-10524-07	9574886605	8619 Central Ave # 447, San Diego, CA, 92134	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117417	ENR	Julia Patel	1979-04-13	UHC-36541-24	6235469459	531 Mountain View Dr Apt 14, Minneapolis, MN, 55408	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
ENR-123298	ENR	Eugene Graham	2004-10-26	UHC-44398-20	2742530457	1088 Maple Ave Apt 7, Fresno, CA, 93725	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124545	ENR	Gary A Tucker	2000-06-04	UHC-38611-50	4186964420	5434 Desert Sky Blvd Apt 32, Orlando, FL, 32853	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-129576	ENR	Brittany X Nguyen	1987-11-25	UHC-27706-91	2195887267	579 Harbor Blvd Apt 36, Tucson, AZ, 85760	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138082	ENR	Cheryl N Moore	1957-04-19	UHC-72510-49	2459032972	3689 Oak St # 546, Jacksonville, FL, 32284	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134629	ENR	Alan Ryan	1940-06-15	UHC-68642-08	7223484375	5901 Grand Ave # 845, San Diego, CA, 92174	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126341	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 618, Orlando, FL, 32834	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114107	ENR	Joan P Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 13, Glendale, AZ, 85331	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106076	ENR	Roy K Williams	1973-08-26	UHC-46275-41	6877334272	3301 Willow Ct # 286, Columbus, OH, 43257	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-112749	ENR	Amanda R Nichols	1945-12-11	UHC-21290-01	5112281946	2791 Grand Ave # 917, Plano, TX, 75089	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-117760	ENR	Randy L Gilbert	1989-12-12	UHC-77868-74	3037153012	8588 Grand Ave Apt 35, Nashville, TN, 37289	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123614	ENR	Andrew Lawrence	1977-02-26	UHC-57381-90	3749830436	2137 Forest Ave # 848, Austin, TX, 78712	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125673	ENR	Jeffrey Z Evans	1962-04-10	—	5099098857	207 Valley View Dr Apt 38, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Plan code upper-cased+1 more
ENR-126040	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr # 815, Minneapolis, MN, 55427	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104784	ENR	Sean U Watkins	2006-06-01	—	2899082366	2957 Valley View Dr # 656, Miami, FL, 33183	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-102365	ENR	Maria P Myers	1998-02-16	UHC-78259-73	8343850501	7724 Sage Ct Apt 28, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-138650	ENR	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd Apt 11, Tampa, FL, 33657	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123521	ENR	Benjamin Taylor	2001-12-08	UHC-67866-65	—	6565 Cedar Ln Apt 23, Las Vegas, NV, 89175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104316	ENR	Gerald Q Anderson	1983-03-15	UHC-62113-50	4298781475	9159 Jefferson Ave Apt 3, Tucson, AZ, 85757	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-129137	ENR	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St # 658, Orlando, FL, 32824	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-142028	ENR	Omar Daniels	1945-12-06	UHC-02028-90	4847064144	802 Spring St Apt 17, Scottsdale, AZ, 85223	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115361	ENR	Arthur L Rice	1999-05-20	UHC-25386-54	5812371863	4090 Market St Apt 15, Los Angeles, CA, 90002	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132643	ENR	Teresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St Apt 20, Tampa, FL, 33601	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-108742	ENR	Laura X Murray	1945-05-02	UHC-66427-98	3324067182	5256 Cedar Ln Apt 15, Austin, TX, 78723	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
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
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
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
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
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
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
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

3,345 rows, page 45 of 67Previous Next