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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136821	ENR	Arthur Kelley	—	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.68	Date of birth unreadable State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed
ENR-138553	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave Apt 26, Fresno, CA, 93769	0.68	Unit split from street State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-100948	ENR	Mateo Q Duncan	—	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.68	Name split from “Last, First”Date of birth missing State code upper-cased Whitespace trimmed
ENR-131840	ENR	Logan Young	1962-05-02	UHC-67733-21	4048507011	7731 Main St, Dallas, TX, 75285	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-114738	ENR	Melissa Howell	1944-05-05	UHC-25869-95	—	1489 Apache Blvd, Seattle, WA, 98154	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-120899	ENR	George S Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Phone missing area code State code upper-cased Gender normalised Whitespace trimmed
ENR-105147	ENR	Eric L Myers	1978-08-04	UHC-64051-96	—	4858 Washington St, Glendale, AZ, 85394	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
ENR-115355	ENR	Rachel J Rivera	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.68	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
ENR-108786	ENR	Kathryn Hanson	1993-08-09	UHC-15065-80	7929595332	7880 Main St, Denver, CO, 80258	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-105262	ENR	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-124769	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-124770	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-123214	ENR	Wei Y Ramirez	1996-11-03	UHC-87300-12	7095017379	3699 Mesa Dr, Seattle, WA, 98124	0.68	Street suffix standardised Address re-cased State code upper-cased Gender normalised
ENR-121838	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	—	7266 Union St, Minneapolis, MN, 55464	0.70	Phone missing area code State code upper-cased ZIP+4 trimmed
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-116417	ENR	Jake J Tran	1948-02-01	UHC-65412-57	7828222632	6797 Highland Ave, Seattle, WA, 98133	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112350	ENR	Cynthia Morgan	1985-01-11	UHC-29035-01	8834590193	1084 Canyon Rd, Charlotte, NC, 28271	0.70	Name split from “Last, First”State code upper-cased Gender normalised
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142591	ENR	Kayla Y James	1961-06-15	UHC-27390-20	6164409509	3880 Park Pl, Minneapolis, MN, 55421	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-107678	ENR	Shirley Holmes	1961-04-17	UHC-39460-01	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102746	ENR	Isabella W Kelly	1974-01-12	UHC-14976-42	2429136605	4031 Church St, Sacramento, CA, 95891	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140920	ENR	Timothy H Payne	1958-07-01	UHC-91578-40	7537131376	4969 Harbor Blvd, Scottsdale, AZ, 85275	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128186	ENR	Isabella Martinez	1976-07-13	UHC-60504-53	8144638820	7532 Apache Blvd, Jacksonville, FL, 32232	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138140	ENR	Jesse Bell	1983-01-06	UHC-53324-40	3282075003	6700 Spring St, Orlando, FL, 32859	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130805	ENR	Mary D Andrews	1967-06-01	UHC-13626-54	6094755452	7578 Grand Ave, Seattle, WA, 98128	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100400	ENR	Scoott Foster	1956-09-03	UHC-91525-62	3455571609	4415 Baseline Rd, Scottsdale, AZ, 85273	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139234	ENR	Nicole T Kennedy	2000-06-05	UHC-01061-12	8018486283	52 Valley View Dr, Orlando, FL, 32800	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107994	ENR	Michelle M Matthews	1958-12-03	UHC-85785-52	7125860459	4707 Central Ave, Eden Prairie, MN, 55391	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117023	ENR	John G Ricchards	1960-04-21	UHC-18909-52	2303161535	821 Canyon Rd, Scottsdale, AZ, 85202	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116120	ENR	Yuki D Booyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St, Scottsdale, AZ, 85262	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-122776	ENR	Robert Jacobs	1957-03-14	UHC-25481-39	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136668	ENR	Beverly Williams	1987-03-25	UHC-44962-81	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138067	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA, 95877	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115550	ENR	Donald Vazquez	2006-12-21	UHC-90411-84	4253503136	4164 Palm Dr, Chandler, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105951	ENR	Michelle O Meyer	1998-01-06	UHC-39145-83	3293408653	5308 Harbor Blvd, Charlotte, NC, 28291	0.72	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-120978	ENR	Bobby Lewson	2000-10-03	UHC-97705-34	5619645417	6627 Pine Dr, Scottsdale, AZ, 85258	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130480	ENR	Vincent H Evans	2007-02-09	UHC-91535-79	9343006985	5354 Forest Ave, Austin, TX, 78705	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123007	ENR	Amber Herrera	1947-02-10	UHC-27771-73	2655807774	9718 Palm Dr, Phoenix, AZ, 85050	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104332	ENR	Alexis Greene	1959-09-07	UHC-47378-74	8075355749	8973 Central Ave, San Antonio, TX, 78255	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108245	ENR	Andrea Morgan	1963-02-21	UHC-95133-83	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141877	ENR	Joyce F Dunn	2005-01-27	UHC-33907-11	7365518835	7165 Camelback Rd, Chandler, AZ, 85241	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131208	ENR	Lawrence Bryant	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

1,918 rows, page 15 of 39Previous Next