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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413564	CLM	Sophia V Roberts	1977-02-18	—	6162537893	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-414580	CLM	Kayla Thompson	1966-10-13	—	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
CLM-421856	CLM	Natalie Taylor	1990-05-01	—	—	3265 Main St, Atlanta, GA, 30372	0.70	SSN last four extracted State name converted to code Placeholder values cleared
CLM-412177	CLM	Albert J Smith	1976-12-05	UHC-58594-50	—	2107 Harbor Blvd, Mesa, AZ, 85213	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-409676	CLM	Margaret Hernandez	2008-07-14	—	—	7702 Main St, Miami, FL, 33128	0.70	SSN last four extracted Gender normalised Placeholder values cleared
CLM-403780	CLM	Dylan D Arnold	1964-03-17	UHC-34868-16	—	7544 Pine Dr, Jacksonville, FL, 32225	0.70	Date of birth reformatted SSN last four extracted Gender normalised
CLM-407610	CLM	Christina Perez	1944-11-01	UHC-42737-44	9453053626	—	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-416859	CLM	Amber Jackson	1940-04-15	UHC-61032-14	—	5632 Pine Dr, Columbus, OH, 43216	0.70	Name split from “Last, First”Date of birth reformatted SSN last four extracted
CLM-410121	CLM	Dyaln Oliver	1958-01-17	—	—	53 Central Ave, Scottsdale, AZ, 85280	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-431446	CLM	Benjamin Parker	1988-03-13	—	—	1109 Grand Ave, Chandler, AZ, 85226	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
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-401353	CLM	Julia Ortega	1975-07-12	UHC-75167-48	—	—	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-427030	CLM	Christopher Perkins	1990-02-26	—	5963222763	1551 Sage Ct, Austin, TX, 78752	0.70	SSN last four extracted Street suffix standardised Address re-cased
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-417421	CLM	Juan Chen	1982-01-27	—	—	9807 Church St # 941, Nashville, TN, 37266	0.70	SSN last four extracted Unit split from street 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-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-415548	CLM	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St, Austin, TX, 78728	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-429918	CLM	Ana Y McCuy	1965-09-24	—	8345774490	2208 Highland Ave, San Diego, CA, 92192	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-423242	CLM	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-430072	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-421894	CLM	Ethan L Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-404877	CLM	Gary P Burton	1988-01-22	UHC-41264-81	3255307505	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-403808	CLM	Vincent Espinoza	1980-01-11	UHC-29654-36	—	3999 Church St, Las Vegas, NV, 89101	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-414409	CLM	Philip Rivera	1993-06-03	UHC-89285-29	7729574457	—	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
CLM-412636	CLM	Mateo Estrada	1981-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-408347	CLM	Brenda Stephens	1963-11-26	—	8336563455	6011 Grand Ave, Orlando, FL, 32849	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-427631	CLM	Jose Carr	1967-06-15	—	6936511154	3553 Mesa Dr, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-426381	CLM	Janet Weber	1949-10-25	UHC-67261-22	9869986387	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-407363	CLM	Arthur Gilbert	1963-09-27	—	4344045344	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-408835	CLM	Kayla Hnsen	1950-12-08	UHC-30978-47	3135730845	5023 Church St, Charlotte, NC, 28229	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-421312	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-406495	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406496	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-403386	CLM	Margaret G Daniels	1967-05-01	—	9134685584	6083 Canyon Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-431258	CLM	Park Evelyn	1965-01-24	UHC-44290-82	—	732 Hillcrest Rd, Scottsdale, AZ, 85236	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-416775	CLM	Bryan Stevens	1997-05-16	UHC-77358-20	6423989218	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-424674	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-405711	CLM	Luis Richardson	1990-06-10	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-428237	CLM	Bruce G Evans	1965-11-07	—	4592710513	6479 River Rd, Denver, CO, 80250	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-405912	CLM	Becky Robinson	1980-09-09	UHC-71751-18	2422418592	3054 Broadway, Denver, CO, 80206	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-409711	CLM	Jean Woods	1947-10-25	UHC-60893-87	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-425737	CLM	Arjun F Marshall	1974-03-22	—	—	4070 Willow Ct, Tampa, FL, 33617	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-410552	CLM	Vincent Day	1994-01-23	UHC-43106-96	—	815 Highland Ave, Eden Prairie, MN, 55386	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more

709 rows, page 11 of 15Previous Next