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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-137634	ENR	Andrew J Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-124995	ENR	Debra W Sinhg	—	UHC-05447-84	4967867869	887 Harbor Blvd, San Antonio, TX	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-109119	ENR	Douglas R Peterson	1980-05-13	UHC-56966-41	—	991 Mountain View Dr, Fresno, CA, 93793	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-411492	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
ENR-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
TPA-52683	TPA	Gary Hernandez	—	UHC-48744-09	—	8374 Central Ave # 180, Tempe, AZ, 85208	0.54	Name re-cased Date of birth unreadable Unit split from street Gender normalised+1 more
ENR-138504	ENR	Jason P Herrera	—	UHC-70832-19	5372279934	4295 Oak St, Sacramento, CA, 95862	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-58670	TPA	Sarah Nelson	—	—	—	2553 Canyon Rd Apt 19, Eden Prairie, MN, 55345	0.54	Name re-cased Date of birth unreadable Unit split from street State name converted to code+1 more
CLM-404685	CLM	Pat Castillo	—	UHC-12275-94	8154560222	106 Ridge Rd, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
CLM-421977	CLM	Kathy Garrett	—	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.54	Name re-cased Date of birth unreadable State name converted to code Gender normalised+1 more
ENR-114108	ENR	Hannah R Rivera	1967-09-15	UHC-32282-46	—	3233 Central Ave, Atlanta, GA, 30309	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
ENR-104008	ENR	Ruth Black	1963-11-09	UHC-63053-46	2228050783	3100 Washington St, Plano, TX	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27140	PRV	Jerry O Jenkins	—	—	—	5012 Broadway, Houston, TX	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-129488	ENR	Jose Vargas	1990-12-04	UHC-62704-97	3395989886	8971 Main St, Tempe, AZ, 85203	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-125874	ENR	Kim Franklin	—	UHC-00943-54	—	8818 Elm St # 133, Atlanta, GA, 30352	0.54	Name re-cased Date of birth unreadable Phone missing area code Unit split from street+1 more
TPA-51711	TPA	Brayn Saners	1968-09-27	—	4757742185	4575 Broadway # 865, Los Angeles, CA, 90013	0.54	Name re-cased Unit split from street State name converted to code Gender normalised+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
ENR-133973	ENR	Robert Hill	—	UHC-09753-41	2396511620	1360 Mountain View Dr, San Diego, CA	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-106374	ENR	Linda Padilla	1947-02-20	UHC-69153-86	—	7195 Cedar Ln Apt 10, Gilbert, AZ, 85269	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
ENR-109887	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	—	7917 Central Ave, Tampa, FL, 33653	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-103147	ENR	Stephanie R Ruiz	1962-03-01	UHC-84863-70	—	8449 Ridge Rd Apt 39, Las Vegas, NV, 89132	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109998	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-109997	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-52771	TPA	Michelle Garza	1964-01-08	UHC-34895-65	—	6394 Indian School Rd, Tucson, AZ	0.54	Name re-cased Phone missing area code ZIP missing Gender normalised+1 more
TPA-53971	TPA	Carlos Nguyen	1985-03-23	UHC-33573-55	—	4442 Desert Sky Blvd Apt 30, San Antonio, TX, 78285	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425112	CLM	Richard West	1945-06-02	UHC-77633-09	—	7522 Desert Sky Blvd, Glendale, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
ENR-117574	ENR	Priya Hamilton	1971-06-27	UHC-51752-38	4177490637	5118 Apache Blvd, Atlanta, GA, 30381	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-108261	ENR	Stephanie Q Crawford	1961-05-03	UHC-48820-47	9725849053	19 Pine Dr Apt 21, Nashville, TN, 37201	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141437	ENR	Joyce Contreras	1938-04-24	UHC-80912-70	—	675 Church St, Eden Prairie, MN, 55399	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-100768	ENR	Janicce Kelley	1960-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27821	PRV	Stephanei J Moore	1978-07-04	UHC-96480-12	5987382091	4646 Ridge Rd, San Antonio, TX, 78256	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
TPA-52932	TPA	Bradley Rodriguez	1959-01-01	—	—	682 Pine Dr, Las Vegas, NV, 89194	0.54	Name re-cased Two-digit birth year Phone missing area code State name converted to code+1 more
ENR-107729	ENR	John P Herrera	1968-03-13	UHC-51994-47	7694802111	5996 Oak St, Plano, TX, 75086	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117409	ENR	Joan A Hamilton	2005-09-16	UHC-96999-97	—	9063 Central Ave, Columbus, OH, 43210	0.54	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+1 more
ENR-122673	ENR	Amanda Colle	1962-01-02	UHC-85854-04	3654757010	7895 Camelback Rd, Charlotte, NC, 28270	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

39,996 rows, page 68 of 800Previous Next