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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418720	CLM	Ralph Bell	1976-11-03	—	—	8457 Apache Blvd, Tempe, AZ, 85201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408810	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-401170	CLM	Anna Lawrence	—	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV, 89112	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421988	CLM	Janice Riley	2007-10-04	—	2013264299	7419 Spring St, San Antonio, TX, 78228	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-406219	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411625	CLM	Sofia Diaz	1946-07-22	UHC-68006-93	—	5821 Church St, San Antonio, TX, 78246	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421701	CLM	Albert K Gonzalez	1968-09-15	UHC-36932-95	—	9216 Indian School Rd, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422478	CLM	Teresa Fox	1981-12-23	UHC-90462-01	—	4557 Palm Dr, Orlando, FL, 32865	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402274	CLM	Adam Collyns	1979-12-23	UHC-52575-77	4665721146	4869 Willow Ct # 683, Columbus, OH, 43290	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-410612	CLM	Mei Weber	2005-05-07	UHC-36230-97	—	7138 Indian School Rd, Eden Prairie, MN, 55310	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411085	CLM	Jeffrey Green	1976-05-21	—	—	1429 Spring St Apt 25, Denver, CO, 80299	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428119	CLM	Shirely Ellis	1975-01-21	UHC-40576-59	—	7905 Church St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415536	CLM	Charles Kelly	2006-07-14	—	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415977	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431854	CLM	Mateo Q Ortiz	1968-01-20	—	7104053784	9079 Grand Ave # 589, Austin, TX, 78791	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-419331	CLM	Samuel Washington	1976-07-18	UHC-41066-05	—	8443 Spring St, Atlanta, GA, 30357	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426109	CLM	Marcus D Gilbert	1994-03-03	—	—	6817 Forest Ave, Glendale, AZ, 85358	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-431511	CLM	Lisa H Catro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd, San Diego, CA, 92118	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
CLM-418188	CLM	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ, 85250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405659	CLM	Robert Z Tucker	1945-03-04	UHC-80868-20	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405817	CLM	David Lewis	1981-04-09	UHC-05353-85	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416498	CLM	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417718	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417719	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414543	CLM	Sharon Z Walsh	1952-05-11	—	—	9734 Union St, Tampa, FL, 33643	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400421	CLM	Sophia Evans	1952-02-02	—	—	5011 Maple Ave, Las Vegas, NV, 89199	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426255	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429954	CLM	Terry Cunningham	2007-03-21	UHC-10855-14	—	7889 Lake View Rd, Jacksonville, FL, 32279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429463	CLM	Rebecca Cox	1997-02-09	—	—	8322 Sage Ct, Orlando, FL, 32858	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-412574	CLM	Nunez N Douglas	1959-01-02	UHC-04096-41	8067198149	4598 Spring St Apt 13, Dallas, TX, 75262	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-422265	CLM	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd Apt 23, Plano, TX, 75087	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406694	CLM	Arjun Hunt	—	—	—	3349 Spring St, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404263	CLM	Lucia Hoffman	1940-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-419797	CLM	Tyler I Rice	1994-08-12	UHC-71226-29	—	9763 Spring St, Orlando, FL, 32855	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429341	CLM	Eric Gonzales	2001-08-13	UHC-63564-60	—	2240 Park Pl, Mesa, AZ, 85226	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-415296	CLM	Brandon Watson	1999-08-03	UHC-65481-98	—	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401464	CLM	Lawrence Tucker	1983-12-11	—	—	1664 Valley View Dr Apt 37, Plano, TX, 75024	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406147	CLM	Joyce Griffin	1968-07-25	UHC-02702-65	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415817	CLM	Patricia Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421970	CLM	Jonathan M Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-415424	CLM	Ahmed Hernandez	1942-04-15	—	8757447817	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417568	CLM	Don Richardson	2000-06-11	UHC-97967-62	8257048794	3305 Valley View Dr, Tampa, FL, 33682	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418168	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	—	5161 Elm St, Scottsdale, AZ, 85215	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405961	CLM	Judy Wells	1938-01-11	UHC-84471-03	—	9036 Valley View Dr, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more

18,771 rows, page 120 of 376Previous Next