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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137765	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137766	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101486	ENR	Deborah Domynguez	1997-08-06	UHC-62481-83	9765930012	8593 Canyon Rd, Phoenix, AZ, 85049	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112585	ENR	Roy Crawford	1991-07-27	UHC-84794-41	3048425311	6673 Oak St, Seattle, WA, 98175	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121594	ENR	Ronald M Day	1999-11-18	UHC-48673-84	2819495875	3077 Sage Ct, San Antonio, TX, 78276	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115060	ENR	Ashley Wood	1983-06-10	UHC-93437-42	8926553261	1215 Cedar Ln, Tempe, AZ, 85276	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138631	ENR	Julia A Payne	1950-07-19	UHC-99601-39	3398610516	2773 Elm St, Jacksonville, FL, 32282	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106920	ENR	Martha Harvey	1986-09-25	UHC-63866-80	5843573713	7139 Market St, Nashville, TN, 37202	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118898	ENR	Frank C Garrett	1994-06-20	UHC-96202-03	3677844030	9348 Mesa Dr, Charlotte, NC, 28264	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131189	ENR	Wayne M Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA, 98156	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134834	ENR	Russell Jenkins	1965-02-11	UHC-31854-52	3144286876	7939 Park Pl, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-109934	ENR	Isabella A Mitchell	1982-12-01	UHC-75813-49	9508337065	1147 Canyon Rd, Chandler, AZ, 85200	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139594	ENR	Melissa Sims	1975-02-17	UHC-56605-33	—	5162 Willow Ct, Columbus, OH, 43277	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123011	ENR	Tyler D Henry	1986-08-10	UHC-53217-87	3593718694	3742 Palm Dr, Nashville, TN, 37277	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126907	ENR	Tom C Franlin	1966-11-13	UHC-69821-97	4464158695	3502 Maple Ave, Jacksonville, FL, 32262	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109668	ENR	Katherine N James	2001-09-14	UHC-01774-66	4465816841	6636 Highland Ave, Miami, FL, 33180	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122087	ENR	Kevin A Marshall	1962-04-05	UHC-42645-56	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123038	ENR	Betty I Watson	1941-07-12	UHC-53708-85	3894433016	9629 Broadway, Phoenix, AZ, 85080	0.72	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+4 more
ENR-105512	ENR	Doris Welch	1950-07-19	UHC-37433-50	4428915456	2676 Forest Ave, Houston, TX, 77070	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105088	ENR	Cheryl W Thompson	1959-10-20	UHC-88060-98	6019512107	5892 Camelback Rd, Sacramento, CA, 95895	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116669	ENR	Dorothy Hanson	1958-12-09	UHC-56345-74	6248116866	4903 Meadow Ln, Eden Prairie, MN, 55335	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116619	ENR	Charlotte Fox	1978-03-10	UHC-60940-57	4337541715	657 Jefferson Ave, San Antonio, TX, 78201	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106539	ENR	Kelly J Wright	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX, 78282	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104670	ENR	Kevin Stevens	1947-11-12	UHC-74291-02	8237901554	2398 River Rd, San Antonio, TX, 78255	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142907	ENR	Thomas Harper	1974-08-03	UHC-43283-39	9528903409	973 Market St, Tucson, AZ, 85766	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104582	ENR	Gloria Dominguez	1943-03-11	UHC-76111-65	8795062933	9701 Sunset Blvd, Las Vegas, NV, 89158	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113264	ENR	Michelle O Owens	2006-04-18	UHC-86216-33	6466412475	3887 Church St, Atlanta, GA, 30389	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121402	ENR	Andrea Collins	1995-03-03	UHC-48003-04	—	4578 Market St, Sacramento, CA, 95812	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104099	ENR	Rachel D Ortega	2002-11-23	—	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125969	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-139466	ENR	Teresa Gray	1993-05-26	UHC-17407-24	2415230181	5597 Main St, Tempe, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128737	ENR	Wei P Feilds	1959-12-24	UHC-62961-20	2186784775	5344 Church St, Los Angeles, CA, 90051	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122260	ENR	Donna Reynolds	1990-12-09	UHC-53206-63	8698146833	3975 Ridge Rd, Charlotte, NC, 28271	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110911	ENR	Jerry King	1983-09-23	UHC-99995-34	6507469213	2993 Ocean Ave, Tampa, FL, 33632	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140449	ENR	Jason N Mejia	1973-01-28	UHC-68953-11	4812960187	4774 River Rd, Dallas, TX, 75261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130968	ENR	Grace Williams	1976-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131671	ENR	Lucia L Baker	2008-04-25	UHC-00790-82	9116163899	6471 Cedar Ln, Dallas, TX, 75216	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130319	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134809	ENR	Evelyn Graham	1973-05-13	UHC-11403-48	4372289076	8861 Mountain View Dr, Fresno, CA, 93776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117014	ENR	Harold Nguyen	1948-03-27	UHC-34681-89	9408992139	3845 Valley View Dr, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123856	ENR	Carlos Buton	1994-11-27	UHC-79729-62	8217014596	773 Lincoln Way, Orlando, FL, 32835	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141443	ENR	Margaret Y Alvarado	1977-02-02	UHC-49401-16	6243906462	9473 Mesa Dr, Austin, TX, 78760	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141593	ENR	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA, 90040	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

8,423 rows, page 77 of 169Previous Next