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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418690	CLM	Billy Anderson	1984-05-10	—	7867473559	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-427240	CLM	Juan Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416406	CLM	Heather Hill	—	UHC-75926-35	3409033399	8353 Washington St # 185, Atlanta, GA, 30384	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429138	CLM	Roger Lawrence	—	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414648	CLM	Philip Shaw	—	UHC-81336-84	9492235526	5551 Willow Ct Apt 26, Nashville, TN, 37243	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417866	CLM	Jacqueline Maldonado	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428014	CLM	Terry Z Perkins	1970-06-03	—	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414091	CLM	Natalie Collins	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420883	CLM	Paul Bennett	1970-06-17	UHC-74898-50	9694094238	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431174	CLM	Virginia Fernandez	1973-06-03	UHC-33328-14	8542792861	—	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-430864	CLM	Donna Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420489	CLM	Abigail Peters	—	—	4145309293	8838 Elm St, Atlanta, GA, 30373	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426785	CLM	Angela Ellis	1949-03-02	UHC-75200-93	4463762583	2733 Baseline Rd # 743, Tampa, FL, 33690	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419717	CLM	Amber Bradlye	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413431	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424266	CLM	Jess Dominguez	1987-06-07	UHC-00531-60	7186510001	6559 Indian School Rd, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411506	CLM	Elijah Hudson	1984-08-09	UHC-86992-55	9405149175	7178 Desert Sky Blvd, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400384	CLM	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410062	CLM	Jerry Flores	1995-09-19	—	3986094329	9045 Indian School Rd, Glendale, AZ, 85390	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413010	CLM	Mary Y Powell	—	UHC-10162-80	3326072968	2667 Indian School Rd Apt 37, Atlanta, GA, 30336	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-421114	CLM	Kathryn Gutierrez	2000-11-17	UHC-77738-19	2853333842	1505 Palm Dr # 577, Austin, TX, 78744	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420525	CLM	Denise Ramos	1960-12-10	UHC-80996-85	5257937763	899 Forest Ave # 582, Denver, CO, 80256	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-415030	CLM	Lori Campbell	1985-03-01	UHC-11917-91	4934477166	3207 Valley View Dr, Orlando, FL, 32890	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429085	CLM	Thomas Snyder	1999-07-18	—	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419850	CLM	McDonald Eric	2006-08-23	—	7502790087	4372 Central Ave, Minneapolis, MN, 55464	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403187	CLM	Yuki A Herrera	2004-09-05	—	2209178255	1268 Palm Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429160	CLM	Jason Z Thompson	1994-08-22	—	5913030233	1783 Indian School Rd, Nashville, TN, 37241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400052	CLM	Diane Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400574	CLM	Kyle Williams	—	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403408	CLM	Virginia Nelson	1942-06-13	—	3379033483	5994 Ridge Rd # 606, Tempe, AZ, 85283	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416222	CLM	Donna Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-411601	CLM	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-404506	CLM	Nathan W Clark	1967-04-01	UHC-59130-67	5022298147	9074 Hillcrest Rd, Denver, CO, 80202	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412142	CLM	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-429211	CLM	Ronald Henry	—	UHC-15188-94	6573050700	8751 Park Pl, Chandler, AZ	0.52	Date of birth unreadable Phone reformatted Member ID reformatted ZIP missing+2 more

11,960 rows, page 19 of 240Previous Next