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-415924	CLM	Marcus Alexander	1987-11-15	UHC-89293-82	4999021320	1390 Valley View Dr, Tempe, AZ, 85294	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-409538	CLM	Maria Park	1979-04-01	UHC-74024-31	3945588640	1510 Grand Ave, Phoenix, AZ, 85034	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432255	CLM	Harold W Delgado	1989-07-19	UHC-55070-03	7113132644	7685 Ridge Rd, San Diego, CA, 92160	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403667	CLM	Ken Schultz	1944-12-20	UHC-13416-25	2282432552	455 Washington St, Nashville, TN, 37280	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429177	CLM	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410556	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413066	CLM	Stephen Y Montgomery	1975-11-13	UHC-57923-64	5164584594	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428882	CLM	Kyle Kelly	1961-11-14	UHC-76124-01	4133906145	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400176	CLM	Tony Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct, Dallas, TX, 75246	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428513	CLM	Hannah Nelson	1987-03-10	—	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427428	CLM	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408914	CLM	Peter Hart	1968-07-14	UHC-61611-95	6354902797	7329 River Rd, Chandler, AZ, 85233	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-412202	CLM	Frances Harrrison	1988-08-03	UHC-07662-30	2027216922	5983 Apache Blvd, Dallas, TX, 75292	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419856	CLM	Rechel Dunn	1979-12-14	UHC-82112-42	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-426533	CLM	Catherine Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.88	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-431098	CLM	Julia Roberts	1944-04-19	UHC-00443-94	8448149697	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-425405	CLM	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd, Orlando, FL, 32829	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-415771	CLM	William Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422907	CLM	Laura Weber	1941-09-14	UHC-70400-26	3908170764	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407829	CLM	Mark Moore	1944-12-06	UHC-67771-87	6105689554	8179 Ridge Rd, Columbus, OH, 43210	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428885	CLM	Aisha Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-420432	CLM	Charles Little	1962-09-11	—	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-401877	CLM	Isabella Bowman	1953-10-22	—	2488754259	1711 Union St, Chandler, AZ, 85238	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405888	CLM	Larry Herrera	1954-02-16	UHC-34195-55	—	3663 Mountain View Dr, Austin, TX, 78779	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-402683	CLM	Alan Jacobs	1988-10-28	—	3645787610	7390 Desert Sky Blvd, Eden Prairie, MN, 55388	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-407759	CLM	Daniel Wang	1963-08-01	UHC-30615-60	2123718667	1901 Valley View Dr, Denver, CO, 80235	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-415983	CLM	Christine Harvey	1997-03-09	UHC-40603-08	—	141 Apache Blvd, Tucson, AZ, 85753	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-414122	CLM	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-414507	CLM	Wei Willis	1998-11-23	—	8846613508	107 Meadow Ln, Dallas, TX, 75249	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405244	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	5243308879	6290 Broadway, Gilbert, AZ, 85290	0.88	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
CLM-430010	CLM	Tyler Moreno	1993-10-28	UHC-67882-42	2823271925	8882 Maple Ave, Orlando, FL, 32814	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-423137	CLM	Dylan Marrtin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd, Tampa, FL, 33622	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431585	CLM	Marilyn Dominguez	1991-04-14	UHC-83227-42	4116909711	6157 Camelback Rd, Fresno, CA, 93745	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-431704	CLM	Chris Wallace	1962-08-25	UHC-56875-41	—	8665 Camelback Rd, Eden Prairie, MN, 55309	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-411656	CLM	Ann Williamson	1963-04-10	UHC-19399-24	5353523822	402 Elm St, Miami, FL, 33107	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412384	CLM	Mariana U Wagner	1966-02-27	UHC-61747-82	—	—	0.88	Name re-cased Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-429210	CLM	Janice Guzman	1946-08-08	UHC-17068-79	2892855655	6966 Maple Ave, San Antonio, TX, 78208	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419603	CLM	Frances George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN, 55483	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405542	CLM	Alexis Johnson	1980-05-11	UHC-95918-59	5064211424	6585 Church St, Dallas, TX, 75230	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422370	CLM	Bradley Perez	1973-11-13	UHC-66369-60	5096169459	3090 Central Ave, Tucson, AZ, 85765	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403194	CLM	Dennis Hunt	1993-03-07	—	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405474	CLM	Albert Olson	1947-11-08	—	8178794171	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-417792	CLM	Roger Nelson	1989-06-14	UHC-31937-38	9684758967	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410065	CLM	Brenda Watkins	1969-04-22	UHC-95987-55	3154705866	5769 Camelback Rd, Atlanta, GA, 30317	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-426878	CLM	Ahmed Willis	2007-08-11	—	9683589025	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426879	CLM	Ahmed Willis	2007-08-11	—	9683589025	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430313	CLM	Sofia Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406657	CLM	Alexander Rose	1978-06-08	UHC-33854-74	7467454489	2877 Washington St, Austin, TX, 78758	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417860	CLM	Kevin Walker	1985-12-27	—	2626768000	8453 Washington St, Los Angeles, CA, 90085	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more

10,559 rows, page 152 of 212Previous Next