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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28181	PRV	Stepen Holmes	1962-07-06	UHC-14308-30	6882860067	3832 Meadow Ln, Scottsdale, AZ, 85242	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-420247	CLM	Alexis Pierce	1993-07-12	UHC-68771-50	4446007236	4047 Spring St, Miami, FL, 33173	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
ENR-118554	ENR	Deise H Peters	1989-01-07	UHC-79017-66	2322649701	7113 Park Pl, Nashville, TN, 37252	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-112631	ENR	Adam Turner	1959-06-10	UHC-00556-15	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404270	CLM	Benjamin Romero	1978-11-02	UHC-88365-92	—	4858 Mountain View Dr, Houston, TX, 77089	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121381	ENR	Henry G Olson	1999-05-16	UHC-70655-47	3983088282	3416 Pine Dr, Miami, FL, 33112	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28733	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
ENR-108424	ENR	Christina Dominguez	1943-07-16	UHC-55108-53	2416336743	2619 Highland Ave, Phoenix, AZ, 85069	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134509	ENR	Roy R Cmapbell	1964-04-11	UHC-48894-76	9865391190	789 Apache Blvd, Tucson, AZ, 85741	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118998	ENR	Patricia L Garza	1949-02-25	UHC-24445-51	5262428703	3187 Jefferson Ave, Seattle, WA, 98187	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431709	CLM	Arjun Miller	1987-05-08	UHC-81052-83	—	2069 Washington St, Gilbert, AZ, 85222	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-128059	ENR	Jean J Jones	1941-09-09	UHC-18287-09	9642354663	1357 Union St, Tempe, AZ, 85249	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423383	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423382	CLM	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129839	ENR	Terry W Bakns	1941-08-25	UHC-16965-86	9348945014	9173 Lake View Rd, Plano, TX, 75064	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139314	ENR	Terry Henderson	1940-10-05	UHC-17287-55	4433182087	4042 Desert Sky Blvd, Los Angeles, CA, 90091	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423763	CLM	Alexander J Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-133037	ENR	Bruce Pena	1968-03-16	UHC-73590-43	3525052598	6188 River Rd, Orlando, FL, 32805	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-432433	CLM	Yuki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-119589	ENR	Lisa H Nunez	1998-11-13	UHC-01376-40	6524929615	1373 Lake View Rd, Charlotte, NC, 28214	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-138927	ENR	Donna Jenkins	1958-12-26	UHC-36805-79	9649802879	2650 Maple Ave, Charlotte, NC, 28253	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-414566	CLM	Arthur Murphy	1974-07-03	UHC-00948-82	—	5312 Sage Ct, Los Angeles, CA, 90083	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
PRV-26646	PRV	Meriana Rios	1962-04-19	UHC-75754-51	8695158736	9238 Washington St, Orlando, FL, 32816	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-127575	ENR	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116897	ENR	Jesse Lopez	1970-12-28	UHC-05354-37	9427697990	5274 Mountain View Dr, Tucson, AZ, 85737	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-109092	ENR	Scott Gilbert	1956-12-14	UHC-58142-35	4676722811	9301 Valley View Dr, Chandler, AZ, 85204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138526	ENR	Christian Q Lane	1977-09-16	UHC-80877-08	3742011782	4761 Ocean Ave, Scottsdale, AZ, 85270	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416042	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141307	ENR	Victoria P Bradley	1972-12-01	UHC-34699-64	9456121161	3251 Indian School Rd, San Diego, CA, 92159	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102081	ENR	Sophia Chavez	1947-09-28	UHC-76734-22	7273246642	9006 Lake View Rd, Atlanta, GA, 30302	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102082	ENR	Sophia Chavez	1947-09-28	UHC-76734-22	7273246642	9006 Lake View Rd, Atlanta, GA, 30302	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101856	ENR	Debra Lawson	2001-04-13	UHC-41075-73	2994987521	3889 Park Pl Apt 8, Atlanta, GA, 30308	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-404971	CLM	Catherine N Petarson	1975-01-12	UHC-39833-21	—	277 Main St, Miami, FL, 33121	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119344	ENR	Alexander C Washington	1959-07-09	UHC-78887-44	2614249268	5736 River Rd, San Antonio, TX, 78247	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102193	ENR	Danielle X Turner	1993-07-15	UHC-77234-39	—	1754 Market St, Tucson, AZ, 85738	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404993	CLM	Julie Alvarez	1972-11-17	UHC-05660-66	3706155951	5145 River Rd, San Antonio, TX, 78217	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136563	ENR	Mei V Barnes	1983-09-01	UHC-41645-34	7215193332	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-128735	ENR	Maria J Wellls	2005-07-01	UHC-83588-76	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416201	CLM	Betty T Green	1957-02-08	UHC-32468-84	6344023599	7997 Lake View Rd, Jacksonville, FL, 32235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418942	CLM	Emma O Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-50356	TPA	Wei Patterson	1949-07-04	UHC-24216-61	—	4830 Elm St, San Antonio, TX, 78235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416135	CLM	Emma Park	1952-09-22	UHC-67936-93	—	2157 Ridge Rd, Fresno, CA, 93791	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106193	ENR	Kayla Q Shaw	1974-05-11	UHC-01484-50	9503753618	9289 Central Ave, Fresno, CA, 93799	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-26624	PRV	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423318	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,723 rows, page 82 of 155Previous Next