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

Third-party administrator, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60427	TPA	Adam Griffin	1984-03-08	—	—	889 Oak St Apt 21, Glendale, AZ, 85370	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59469	TPA	Jon Woods	1970-07-25	—	9612302794	727 Church St # 855, Las Vegas, NV, 89156	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63687	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr # 409, San Diego, CA	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61253	TPA	Joe Bradley	2005-11-16	—	—	5348 Apache Blvd Apt 39, Denver, CO	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58266	TPA	Lewis Brenda	1941-12-12	UHC-46833-10	—	5805 Valley View Dr Apt 38, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+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
TPA-61958	TPA	Sofia U Andrews	1996-02-17	—	—	377 Spring St # 447, Charlotte, NC, 28218	0.52	Name re-cased 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
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
TPA-61374	TPA	Joan Soto	1981-05-17	—	—	1004 Apache Blvd Apt 14, Los Angeles, CA, 90000	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58643	TPA	Dennis Bowman	2001-08-12	UHC-53395-80	8766362245	4292 Market St Apt 8, Charlotte, NC, 28258	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-61700	TPA	Jordan Greene	—	—	2329202495	2298 Camelback Rd # 808, Scottsdale, AZ, 85255	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-62922	TPA	Thomas Jimenez	1993-09-18	—	—	7889 Forest Ave # 726, Gilbert, AZ, 85267	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63948	TPA	Natalie Ryan	2004-06-05	—	—	9790 Washington St # 404, Minneapolis, MN	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-59776	TPA	Nancy Austin	1950-10-02	—	—	3707 Valley View Dr # 833, Austin, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52099	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave Apt 6, Plano, TX, 75050	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54050	TPA	Joan Gilbert	1995-06-14	—	—	6266 Valley View Dr # 715, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60745	TPA	Danialle Pattersoon	1947-08-04	—	7465963510	5328 Elm St Apt 33, Fresno, CA, 93768	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
TPA-53372	TPA	Natalie Burton	1967-05-28	—	—	523 Main St Apt 11, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63491	TPA	Julie Wilson	1948-09-17	—	—	6180 Canyon Rd Apt 16, Orlando, FL, 32839	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60151	TPA	Tarry D Stone	1976-06-03	—	—	7619 Ridge Rd # 100, Charlotte, NC, 28260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57906	TPA	Emily Luna	1939-09-28	—	8089212340	4489 Market St Apt 36, Denver, CO, 80299	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50554	TPA	Joe Reid	1960-07-03	—	—	8020 Sunset Blvd Apt 22, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57264	TPA	Janet X Henderson	1976-07-16	—	9843086993	7039 Mountain View Dr Apt 28, Houston, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64272	TPA	Benjamin Walker	1995-12-12	—	—	4431 Union St Apt 10, Jacksonville, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56319	TPA	Elijah Stone	1944-04-03	—	—	250 Washington St # 471, Tempe, AZ, 85206	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56960	TPA	Noah Burton	1959-02-27	—	—	6852 Meadow Ln # 186, Jacksonville, FL, 32259	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-59955	TPA	Billy Bradley	1998-05-18	—	—	2621 Palm Dr Apt 25, Atlanta, GA, 30374	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57252	TPA	Janet U Dean	—	—	—	8717 Palm Dr # 330, Phoenix, AZ, 85037	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+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
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
TPA-51056	TPA	Mary Allen	1974-10-02	UHC-94733-16	—	4111 Grand Ave # 224, Eden Prairie, MN, 55368	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more

912 rows, page 6 of 19Previous Next