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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117623	ENR	Robert Li	1958-02-14	UHC-01999-78	—	9518 Desert Sky Blvd, Chandler, AZ, 85280	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
TPA-64065	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64066	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114402	ENR	Gerald Wright	1998-09-24	UHC-16903-15	—	223 Church St, Miami, FL, 33114	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425423	CLM	Barbara S Park	1982-05-01	UHC-16638-84	3326972621	4177 Pine Dr, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407520	CLM	Patricia Grant	1978-09-07	—	7485931064	6500 Ridge Rd Apt 27, Miami, FL, 33172	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107964	ENR	Nicole Sullivan	2005-09-21	UHC-05239-58	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125967	ENR	Mariana Guzamn	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60849	TPA	Amy Collins	1970-09-28	—	—	4997 Maple Ave # 315, Minneapolis, MN, 55493	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429355	CLM	Isabella Shaw	1942-11-09	—	—	1072 Maple Ave, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133159	ENR	Liz Z Pierce	1965-07-21	UHC-28078-48	4284330934	3566 Central Ave, San Antonio, TX, 78213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142710	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117520	ENR	Logan U Gibson	1999-08-16	UHC-61944-97	4448220382	1387 Lake View Rd, Miami, FL, 33127	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115706	ENR	Ana X Scott	1990-09-23	UHC-07807-14	5164151717	569 Hillcrest Rd, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117397	ENR	Marilyn Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-431415	CLM	Carolyn Richards	1955-06-02	—	4537340861	7689 Market St, Columbus, OH, 43266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139599	ENR	Alice I Lopez	1993-01-01	UHC-78452-10	8373380794	7408 Mesa Dr, Jacksonville, FL, 32248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425878	CLM	Chavez Ethan	1989-09-10	—	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117466	ENR	Brian H Ford	1998-09-28	UHC-83014-83	6316478969	3178 Harbor Blvd, Houston, TX, 77071	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-137039	ENR	Gary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr # 352, Plano, TX, 75017	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52041	TPA	Keith Hall	1966-04-03	—	—	1725 Cedar Ln # 423, Dallas, TX, 75243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424429	CLM	Daniel Dean	1952-03-07	—	—	497 Camelback Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137918	ENR	Kaayla Lucas	1977-08-04	UHC-47421-09	6537973895	8456 Valley View Dr, Eden Prairie, MN, 55377	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
PRV-20123	PRV	Jacqueline Chen	1997-08-07	—	—	5143 Grand Ave, Los Angeles, CA, 90011	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55047	TPA	Terry N Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63449	TPA	Ralph Phillips	1983-08-09	—	—	6178 Park Pl, Austin, TX, 78712	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425297	CLM	Roger Le	1987-12-14	UHC-84334-48	—	9800 Cedar Ln, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418819	CLM	Beverly Martinez	1985-09-20	UHC-52759-66	—	127 Valley View Dr, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133001	ENR	Scott T Welch	1959-08-19	UHC-58824-47	9268572477	3195 Baseline Rd, Atlanta, GA, 30389	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-121296	ENR	Brittany K Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403375	CLM	Emma Castillo	—	UHC-27180-71	—	382 Highland Ave, San Diego, CA, 92131	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-410977	CLM	Dennis Hamilton	1990-08-17	UHC-00203-27	—	4256 Ocean Ave, Columbus, OH, 43270	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102791	ENR	Stephanie Allen	1994-06-12	UHC-95154-65	3008866836	6831 Oak St, Dallas, TX, 75259	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107039	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117842	ENR	Alice P Bowman	1941-10-04	UHC-07682-18	7879353391	6661 Main St, Houston, TX, 77040	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
TPA-57171	TPA	Valentina Harvey	1979-04-11	—	—	3650 River Rd, Austin, TX, 78759	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63705	TPA	Madison Spencer	1973-01-18	—	9489971918	8387 River Rd, Denver, CO	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62607	TPA	Michael Johnston	1994-08-25	—	—	9651 Ocean Ave, Charlotte, NC, 28251	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51736	TPA	Diana Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142483	ENR	Charlie A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423827	CLM	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct, Tucson, AZ, 85773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+2 more

9,980 rows, page 50 of 200Previous Next