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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427380	CLM	Dennis Dean	1939-08-27	UHC-16691-43	—	7382 River Rd, Tampa, FL, 33684	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-408813	CLM	Henderson Sarah	1972-04-16	UHC-24133-93	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-421603	CLM	Elijah Simpson	1966-08-23	UHC-27833-58	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-431929	CLM	Patrick W Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
CLM-421449	CLM	Emma Carroll	1984-04-25	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-408560	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.80	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed
CLM-417408	CLM	Shirley Larson	2002-03-01	UHC-40728-43	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-430355	CLM	Emiy A Howard	1966-06-04	UHC-32460-21	—	—	0.80	Name re-cased Phone missing area code Member ID reformatted Placeholder values cleared
CLM-402165	CLM	Bobby Howell	1958-12-16	UHC-79796-62	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426577	CLM	Ralph Kelley	1975-09-22	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-432417	CLM	Jacob Rojsa	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-421610	CLM	Peter Z Ford	1991-10-23	UHC-45344-03	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-400271	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
CLM-427931	CLM	Jack J Taylor	1971-03-07	UHC-47608-49	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-419061	CLM	Donna Stone	1996-11-08	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-431671	CLM	Jacqueline Singh	2006-02-07	UHC-97988-09	—	4215 Church St, Tampa, FL, 33693	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408798	CLM	Carlos Jenkins	1959-08-07	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426512	CLM	Brian Carpenter	1975-09-10	UHC-74079-84	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-427355	CLM	Sarah Freeman	2008-03-23	UHC-43778-26	—	4010 Meadow Ln, Seattle, WA, 98149	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-421863	CLM	Walter H Brooks	1951-10-09	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406269	CLM	Nancy Hoffman	1945-06-23	—	—	1994 Maple Ave, Dallas, TX, 75217	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-418249	CLM	Doris Fowler	1962-01-28	UHC-17176-28	—	6725 Lake View Rd, Las Vegas, NV, 89192	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-419895	CLM	Susan Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420072	CLM	Christine Olson	1984-12-03	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-427271	CLM	Kyle Myers	1982-01-21	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-427716	CLM	David Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-426903	CLM	Philip M Thomas	1993-02-09	UHC-59106-02	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-411428	CLM	Tyler Rojas	1966-04-24	—	—	2978 Baseline Rd, Mesa, AZ, 85277	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-416004	CLM	Amanda Mnedoza	1941-02-24	—	—	11 Bayshore Dr, Gilbert, AZ, 85248	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-414690	CLM	Megan Burke	1979-12-16	UHC-39787-28	—	6849 Ocean Ave, Mesa, AZ, 85293	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-413543	CLM	Jaanet Valdez	1943-04-01	UHC-35323-58	—	7016 Ridge Rd, Chandler, AZ, 85226	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-428128	CLM	Ruth M Meyer	2004-06-19	UHC-88349-27	—	8704 Central Ave, Glendale, AZ, 85341	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-422041	CLM	Patrick Nichhols	1945-08-01	UHC-30949-43	—	6749 Hillcrest Rd, Sacramento, CA, 95837	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-425722	CLM	Kathryn A Jordan	1963-06-15	UHC-11277-48	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400558	CLM	Mateo B Espinoza	1979-03-21	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424960	CLM	Jesse Weaver	1958-11-12	UHC-76848-80	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-431400	CLM	Matthew Bailey	2003-08-08	UHC-60063-87	—	—	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-421801	CLM	Harold P Morales	1949-11-28	—	—	7282 Lake View Rd, Miami, FL, 33159	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406364	CLM	Jordan K Richards	1964-04-15	—	—	4417 Market St, Charlotte, NC, 28204	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-432235	CLM	Aisha Gardner	1969-09-06	UHC-26182-08	—	8538 Hillcrest Rd, Sacramento, CA, 95884	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
CLM-407889	CLM	Vincent V Palmer	1969-09-01	—	—	6694 Market St, Seattle, WA, 98173	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400641	CLM	Billy Jacobs	1959-06-28	UHC-33970-88	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-428699	CLM	Bobby Thomas	1951-10-17	—	—	8893 Baseline Rd, Minneapolis, MN, 55437	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-426294	CLM	Diane C Cox	1947-05-26	UHC-99365-35	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420216	CLM	Gary Arnold	1996-02-18	UHC-03152-96	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424506	CLM	Joey Owens	1949-05-26	UHC-88512-73	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-400605	CLM	Marcus Hall	1947-12-15	—	—	—	0.82	Phone missing area code Email lower-cased Placeholder values cleared
CLM-406918	CLM	Gerald Davis	1959-07-13	UHC-68736-64	—	7154 Pine Dr, Tempe, AZ, 85215	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-415573	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412551	CLM	Diane Chen	1996-04-06	UHC-02758-88	—	1889 Sunset Blvd, Orlando, FL, 32827	0.82	Phone missing area code Plan code upper-cased Placeholder values cleared

505 rows, page 9 of 11Previous Next