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 “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-132318	ENR	Julia Murphy	2005-01-03	UHC-12257-62	6847912313	752 Palm Dr, Scottsdale, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105908	ENR	Henry Anderson	1952-11-06	UHC-79339-20	5592831672	5226 Washington St, Charlotte, NC, 28246	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125531	ENR	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110432	ENR	Gabriel Y Csatro	1938-06-04	UHC-74491-09	8354630480	7898 Union St, Atlanta, GA, 30397	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119951	ENR	Deborah Baker	1968-08-22	UHC-51589-88	6883803339	8204 Sage Ct, Orlando, FL, 32887	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123555	ENR	Jonathan V Wang	1997-08-12	UHC-87057-53	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123556	ENR	Jonathan V Wang	1997-08-12	UHC-87057-53	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
ENR-127278	ENR	Laura Little	2001-07-05	UHC-72641-27	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108154	ENR	Gonzalez Ann	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-124956	ENR	Jesse Romero	1953-12-06	UHC-84323-55	6675944522	5910 Union St, Orlando, FL, 32831	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130894	ENR	Bryan Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-122302	ENR	Mei L Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111364	ENR	Carl J Butler	1996-12-15	UHC-90670-59	8725634420	1591 Lincoln Way, Chandler, AZ, 85242	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-125457	ENR	Walter Y Hoffman	1991-12-01	UHC-11147-16	6276133957	5494 Sage Ct, Glendale, AZ, 85323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-135166	ENR	Rebecca Q Stevens	1940-08-09	UHC-44482-71	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-120168	ENR	Marcus Fisher	1994-01-18	UHC-86068-78	9729750546	6193 Ridge Rd, Minneapolis, MN, 55458	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116725	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ, 85238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119069	ENR	Kelly U Patterson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140029	ENR	Evelyn F Hudson	1989-06-07	UHC-95299-09	4535633810	1021 Grand Ave, Plano, TX, 75034	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123638	ENR	Ana Phillips	1959-04-19	UHC-41264-27	—	6304 Meadow Ln, Tampa, FL, 33640	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-142432	ENR	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St # 439, Nashville, TN, 37275	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-118518	ENR	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-103563	ENR	Judith M Ramirez	1964-11-02	UHC-78656-78	8357923498	1023 Canyon Rd, Mesa, AZ, 85283	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-135933	ENR	Tler N Green	1993-10-21	UHC-43870-84	5073496946	5256 Elm St, Jacksonville, FL, 32212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126634	ENR	Adam Sandoval	1964-05-11	UHC-12411-34	5434941597	6129 Bayshore Dr, Mesa, AZ, 85250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-108667	ENR	Jacob Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-139246	ENR	Walter M Flores	1947-07-06	UHC-24155-05	4568713691	9510 Grand Ave, Los Angeles, CA, 90056	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104638	ENR	Martha Z Turner	1962-05-24	UHC-64123-35	3299565867	4111 Lake View Rd, Minneapolis, MN, 55432	0.66	Phone reformatted Street suffix standardised Address re-cased 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
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
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
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
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
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

7,326 rows, page 97 of 147Previous Next