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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429646	CLM	Megan Garrett	1944-02-14	UHC-79469-26	—	3207 Cedar Ln, Los Angeles, CA, 90037	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
CLM-422545	CLM	Edward Dunn	—	UHC-83791-65	—	4734 Cedar Ln, Los Angeles, CA, 90061	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-424393	CLM	Joyce Sandoval	1952-02-20	—	—	8989 Spring St, Chandler, AZ, 85224	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
CLM-413028	CLM	Peterson Marilyn	1942-12-11	UHC-78588-21	—	2853 River Rd, Phoenix, AZ, 85070	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-407083	CLM	Bryan Carter	1973-11-26	—	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.56	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-426616	CLM	Beverly Morris	1960-03-26	—	4229718925	502 Mesa Dr, Mesa, AZ, 85220	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
CLM-409097	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St, Eden Prairie, MN, 55340	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-406099	CLM	Evelyn Jensen	1954-02-11	UHC-28520-62	—	640 Central Ave, Dallas, TX, 75228	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
CLM-403071	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-424972	CLM	Luis Cole	1976-05-18	UHC-54865-68	—	1216 Grand Ave, Charlotte, NC	0.56	State name converted to code ZIP missing Gender normalised Placeholder values cleared
CLM-420465	CLM	Shirley Washington	—	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA	0.56	Date of birth unreadable ZIP missing Gender normalised Placeholder values cleared
CLM-422635	CLM	Juan Banks	1967-11-12	UHC-97584-08	—	9425 Mesa Dr, Fresno, CA, 93762	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-427661	CLM	Mason Hamilton	1988-11-25	UHC-38301-28	—	3651 Ocean Ave, Gilbert, AZ	0.56	Name split from “Last, First”ZIP missing Gender normalised Placeholder values cleared
CLM-402618	CLM	—Junk	1972-11-08	UHC-69723-76	—	2676 Hillcrest Rd, Jacksonville, FL, 32251	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
CLM-428824	CLM	Dennis J Hoffman	—	UHC-46207-75	4645087927	1521 Market St, Los Angeles, CA, 90089	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-419048	CLM	David Yang	1991-09-02	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-419422	CLM	Sharon Sanchez	1996-03-09	UHC-45305-19	—	6949 Canyon Rd, Tempe, AZ, 85271	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-404098	CLM	VirginiaJunk	1981-04-11	—	—	8224 Maple Ave Apt 17, Fresno, CA, 93751	0.56	Unit split from street Gender normalised Placeholder values cleared No usable name (quarantined)
CLM-420676	CLM	BJunk	1941-11-04	UHC-90971-37	—	3733 Forest Ave, Tempe, AZ, 85240	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
CLM-409847	CLM	Priya Montgomery	1942-05-27	UHC-56767-57	—	2829 Ocean Ave Apt 18, Seattle, WA, 98152	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
CLM-414907	CLM	Emma Weaver	1980-08-25	UHC-92616-38	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.56	Name split from “Last, First”State name converted to code Gender normalised Plan code upper-cased
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-423308	CLM	Justin S Tucker	1968-12-26	—	—	7759 Forest Ave, Denver, CO, 80231	0.56	Two-digit birth year State name converted to code Gender normalised Placeholder values cleared
CLM-419354	CLM	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX, 78761	0.56	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
CLM-427769	CLM	Madison Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412850	CLM	Kathleen Butler	1997-07-03	—	5743413084	7271 Jefferson Ave, Jacksonville, FL, 32263	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416886	CLM	Gregory Young	1988-10-01	—	6574684359	7653 Baseline Rd, Houston, TX, 77022	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-412821	CLM	Teresa Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403603	CLM	Peter Rose	1939-04-16	—	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411321	CLM	Roy Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412953	CLM	Rachel Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-425522	CLM	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ, 85033	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406948	CLM	Vincent Torres	1943-05-28	—	9349163273	867 Spring St, Minneapolis, MN, 55437	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-411313	CLM	Judy Rivera	1960-05-09	—	—	6789 Main St, Charlotte, NC, 28209	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-422086	CLM	Joyce I Duncan	1994-06-08	UHC-27486-99	8044194490	1676 Baseline Rd, Seattle, WA, 98139	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401918	CLM	Mary Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-404495	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427051	CLM	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-425705	CLM	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-410160	CLM	Austin Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr, Gilbert, AZ, 85286	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-416974	CLM	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-409852	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more

5,465 rows, page 30 of 110Previous Next