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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400940	CLM	Douglas Hughes	1943-02-13	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Date of birth reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-425656	CLM	Jack Kennedy	1955-03-14	—	—	1930 Valley View Dr, Orlando, FL, 32880	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419742	CLM	Amanda Thompson	1959-01-02	—	6942535631	929 Maple Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400154	CLM	Joseph Ward	1982-07-04	UHC-50573-60	—	8400 Baseline Rd, Nashville, TN, 37202	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424857	CLM	Valentina Roberts	1941-02-27	—	3484015934	4518 Canyon Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-409271	CLM	Gabriel Murray	1953-06-20	UHC-77098-33	—	3949 Forest Ave, Mesa, AZ, 85235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-403591	CLM	Bradley J Freeman	1962-05-01	UHC-66492-18	8423257375	7726 Union St, Phoenix, AZ, 85034	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400882	CLM	Jessica F Wbb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
CLM-410057	CLM	Randy Mason	1959-10-09	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420526	CLM	George Lopez	1951-11-13	—	—	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408527	CLM	Cheryl Griffin	1971-06-03	UHC-95521-19	5197996313	9790 Grand Ave, Fresno, CA, 93705	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-408841	CLM	Carolyn Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-407114	CLM	Vincent Gaarza	2001-10-18	UHC-71824-31	2644367767	9084 Jefferson Ave, Phoenix, AZ, 85084	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427258	CLM	Jessica T Thompson	1967-03-15	UHC-22683-14	—	1744 Valley View Dr, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401467	CLM	Barbara Ruiz	1989-09-07	UHC-10719-99	6187903132	2288 River Rd, Chandler, AZ, 85237	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401983	CLM	Catherine Robinson	1945-09-28	UHC-29027-31	4729579668	1847 Willow Ct, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429471	CLM	Cynthia Rios	1996-08-17	UHC-75661-44	—	8149 Union St, Miami, FL, 33171	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405482	CLM	Megan Reynolds	1954-09-13	UHC-83388-10	—	9684 Highland Ave, Dallas, TX, 75253	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414540	CLM	Bobby Carroll	1998-09-03	—	—	8355 Palm Dr, Chandler, AZ, 85254	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418557	CLM	Lauren Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 33, Scottsdale, AZ, 85207	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
CLM-408110	CLM	Karen Lewis	1985-01-06	UHC-88238-91	8603072484	4594 Palm Dr, Orlando, FL, 32823	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-420321	CLM	Isabella Garza	1975-04-25	—	7746165671	1755 Mesa Dr, San Antonio, TX, 78281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413188	CLM	Melissa Rose	1954-07-10	UHC-51916-72	—	6028 Maple Ave, Phoenix, AZ, 85084	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412484	CLM	Emily Peterson	1996-08-21	UHC-82743-71	—	8912 Camelback Rd, Miami, FL, 33123	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417667	CLM	Sam Diaz	1978-07-15	—	8623853225	868 Cedar Ln, Seattle, WA, 98114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420609	CLM	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	7492 Lake View Rd, Phoenix, AZ, 85041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426426	CLM	Saar Kim	1961-11-19	UHC-68327-33	—	4384 Meadow Ln, Tempe, AZ, 85239	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404370	CLM	Anthony Kennedy	1982-05-09	UHC-68806-30	6745269662	621 Forest Ave, Fresno, CA, 93749	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428549	CLM	Shirley J Ortega	1987-10-14	—	8597371183	1843 Ocean Ave, Los Angeles, CA, 90091	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422317	CLM	Sandra B Grant	1979-05-21	UHC-89882-02	—	9883 Bayshore Dr, Phoenix, AZ, 85070	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405844	CLM	Randy Reid	1953-07-28	—	—	8551 Washington St, Las Vegas, NV, 89101	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413721	CLM	Alan S Bennett	1985-09-11	UHC-10761-18	—	2470 Lake View Rd, Charlotte, NC, 28209	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414655	CLM	Alan Z Washington	1947-10-05	UHC-41085-50	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421760	CLM	Isabella Kennedy	1951-08-10	—	—	2989 Ridge Rd, Chandler, AZ, 85217	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-425250	CLM	Ethan S Sims	1969-05-08	—	—	6288 Elm St # 903, Plano, TX, 75005	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-410845	CLM	Laura Powell	1969-05-21	UHC-45064-52	—	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405468	CLM	Melissa Thomas	1951-12-08	—	—	4896 Canyon Rd, Sacramento, CA, 95893	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405894	CLM	Debra J Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403737	CLM	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-414273	CLM	Fatima I Armstrong	1995-10-03	—	7906008312	790 Bayshore Dr, Austin, TX, 78706	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402505	CLM	Douglas Salazar	1999-09-04	UHC-82593-56	7145725493	147 Broadway, Plano, TX, 75050	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423905	CLM	Sandra Saniago	1951-04-21	UHC-18065-04	—	94 Maple Ave, Las Vegas, NV, 89172	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410269	CLM	Rebecca Elliott	1951-07-04	UHC-15131-53	—	1001 Lincoln Way, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-422380	CLM	Kyle Castillo	1959-12-21	UHC-18191-50	6406022389	4313 Grand Ave, Tempe, AZ, 85299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411900	CLM	Albert L Luna	1957-11-14	UHC-70680-68	—	908 Pine Dr, Columbus, OH, 43206	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400309	CLM	Martha Peters	1975-04-12	—	—	9204 Union St, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411521	CLM	Franklin Abigail	2001-09-17	—	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

10,559 rows, page 108 of 212Previous Next