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

Claims, 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
CLM-401000	CLM	Diana Stevens	1981-11-16	UHC-59010-76	—	7736 Valley View Dr, Nashville, TN, 37249	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-411000	CLM	Scott Kennedy	1993-02-22	—	—	7062 Market St, Plano, TX, 75099	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-422181	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	—	2066 Main St, Atlanta, GA, 30343	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-430764	CLM	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	7621 Camelback Rd, Jacksonville, FL, 32270	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
CLM-415264	CLM	Richard V Kelley	1957-06-25	—	—	6004 Sunset Blvd, Orlando, FL, 32856	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-430921	CLM	Betty X Perez	1997-03-07	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-420110	CLM	Randy Medina	1973-05-25	UHC-46897-05	—	2559 Washington St, San Antonio, TX, 78292	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-410452	CLM	Charlotte Warren	1953-12-28	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-403693	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave Apt 19, Seattle, WA, 98100	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-404515	CLM	Deborah Munoz	1989-05-06	—	—	5131 Apache Blvd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-422953	CLM	Nancy Soto	1954-12-24	—	—	437 Maple Ave, Los Angeles, CA, 90039	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-402833	CLM	Martha Chapman	1947-11-06	—	5645129782	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-415215	CLM	Jerry Armstrong	1940-04-10	UHC-40480-51	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-421428	CLM	Mason Chapman	1978-07-24	UHC-97175-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-416165	CLM	Ralph Simmons	—	—	3536288229	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-429003	CLM	Eugene V Davis	1996-04-01	UHC-67371-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-408417	CLM	James Burke	1947-01-12	UHC-47425-07	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-429876	CLM	Ralph G Wagner	1987-05-28	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-405060	CLM	Bryan T Marshall	1959-12-05	UHC-99023-50	—	4458 Spring St, Houston, TX, 77077	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-400557	CLM	Amy Hudson	1994-02-15	—	—	8671 Willow Ct, Denver, CO, 80271	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418045	CLM	Jennifer Lewis	1973-02-23	UHC-67406-74	—	3020 Washington St, Houston, TX, 77090	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418991	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-418990	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-417314	CLM	Jason Wheeler	1954-08-10	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-416224	CLM	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-428412	CLM	William Bradley	1938-04-02	—	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-410135	CLM	Andy Little	1972-07-06	UHC-11547-97	—	7344 Oak St, Chandler, AZ, 85276	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-402242	CLM	Jesse Stewart	—	—	—	6125 Oak St, Gilbert, AZ, 85258	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-413271	CLM	Grace Maldonado	1945-01-19	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-418653	CLM	Ronald Schultz	1972-12-11	UHC-86558-91	—	8492 Forest Ave, Los Angeles, CA, 90046	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-409037	CLM	Donna Schmidt	1983-02-23	UHC-88832-04	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-420199	CLM	Carlos Wells	2000-05-14	UHC-40662-02	8239587856	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-429515	CLM	Alice Maldonado	1968-07-03	UHC-09345-46	6443068747	8532 Valley View Dr, Los Angeles, CA, 90086	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-405537	CLM	Wayne Gutierrez	1982-11-31	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-417162	CLM	Jacob Rayes	1998-07-28	UHC-39351-80	6537723905	2180 River Rd, Tucson, AZ, 85764	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
CLM-422805	CLM	Betty Santiago	1938-02-07	UHC-84720-46	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-419998	CLM	Steven Turner	1940-04-27	UHC-95158-61	5749051761	7023 River Rd, Gilbert, AZ, 85239	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
CLM-419456	CLM	Sofia U Matthews	1948-02-23	UHC-59775-17	7109726382	6116 Harbor Blvd, Scottsdale, AZ, 85244	0.70	Name split from “Last, First”Middle initial moved out of first name Phone reformatted
CLM-431966	CLM	Carlos Weber	—	UHC-41704-07	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-422087	CLM	Amanda Espinoza	2006-08-13	UHC-65635-71	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-425991	CLM	Carl Clark	1964-10-03	UHC-07708-62	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-411935	CLM	Samantha Welch	1970-08-20	UHC-81164-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-405203	CLM	Frances Jenkins	1987-09-19	UHC-08557-87	4962380041	5036 Broadway, Miami, FL, 33149	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-418364	CLM	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-413130	CLM	Sarah Hansen	1960-08-17	—	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.72	Name split from “Last, First”ZIP+4 trimmed
CLM-405342	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	—	4496 Willow Ct, Tampa, FL, 33655	0.72	Name split from “Last, First”Gender normalised
CLM-416059	CLM	Sandra Campbell	1965-04-19	UHC-19891-88	—	2046 Central Ave, Mesa, AZ	0.72	Name split from “Last, First”ZIP missing
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more

3,226 rows, page 46 of 65Previous Next