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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420471	CLM	Philip Warrd	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429514	CLM	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-401870	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	4423 Lincoln Way, Scottsdale, AZ, 85275	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430196	CLM	Jennifer X Young	1969-04-01	UHC-35867-87	6323518064	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423794	CLM	Samantha Reid	1977-02-22	—	6452977729	5376 Canyon Rd, Los Angeles, CA, 90092	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429500	CLM	Jonathan Long	2000-02-25	—	6754737058	7989 Market St, Nashville, TN, 37242	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427904	CLM	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404827	CLM	Robert S Dunn	1951-07-20	UHC-95326-41	3987553995	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424683	CLM	William Rivera	1971-03-13	UHC-47674-88	5122810729	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422103	CLM	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408295	CLM	Grace Cox	1962-03-19	UHC-73907-70	8353519760	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412246	CLM	Doris Mills	2004-03-08	—	8485147047	4034 Palm Dr, Tempe, AZ, 85225	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-406500	CLM	Barb Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
CLM-421148	CLM	Maria Hoffman	2000-05-27	—	5308692265	6203 Indian School Rd, Tampa, FL, 33658	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-410873	CLM	Thomas Luna	1987-04-10	UHC-64102-71	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402824	CLM	Theresa Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420505	CLM	Valentina E Hawkins	1977-12-04	UHC-08903-57	3956797659	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412586	CLM	Omar Wilson	1957-04-17	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420660	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-420232	CLM	Theresa Meyer	1970-02-18	UHC-06837-05	6277376605	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-419134	CLM	Jonathan W McDnald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd, Gilbert, AZ, 85275	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-403681	CLM	Sarah M Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418827	CLM	Tran Natalie	1970-05-17	UHC-79922-12	4223195655	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429539	CLM	Ahmed Sanders	1969-10-02	UHC-18360-29	7449930595	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-403042	CLM	Nick J Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA, 92166	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403041	CLM	Nick J Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA, 92166	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411581	CLM	Samuel Williamson	1960-08-28	UHC-39070-93	8539419914	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431822	CLM	Jesisca Henderson	1995-05-23	—	6377970541	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-400840	CLM	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St, Plano, TX, 75051	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407036	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407035	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-420332	CLM	Willie Carlson	1985-10-01	UHC-17692-67	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-422711	CLM	Jonathan Alexander	2001-11-14	UHC-58577-16	7912151699	1803 Willow Ct, Las Vegas, NV, 89134	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400649	CLM	Omar L Gomez	1970-11-07	UHC-29920-70	3043399435	1315 Hillcrest Rd, Orlando, FL, 32887	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-423813	CLM	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422970	CLM	Carol Pierce	1957-02-09	—	8215122517	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408852	CLM	Alex Kennedy	1979-10-05	UHC-14141-31	6597433287	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404439	CLM	Greg Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408586	CLM	Dennis Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ, 85287	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412417	CLM	Ethan Stone	2001-09-01	UHC-67874-86	5526111376	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416691	CLM	Brian Morales	1956-07-09	UHC-33115-57	9572511042	2056 Lincoln Way, Columbus, OH, 43288	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-418345	CLM	Carol Kelly	1939-10-17	UHC-09522-48	3018346050	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408250	CLM	Mateo Clark	2006-01-06	UHC-38810-30	8574659904	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417186	CLM	Julia Jackson	2004-09-26	—	9474176512	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405678	CLM	Cheryl Lane	1976-02-23	UHC-82490-30	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403893	CLM	Betty Y Willis	2006-05-12	UHC-26725-43	9413319643	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429919	CLM	Terry Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-425530	CLM	Judy Hawkins	1997-01-20	UHC-29542-31	8818646037	5530 Hillcrest Rd, Las Vegas, NV, 89187	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417027	CLM	Gerald Hamilton	1986-10-02	UHC-33520-63	4428469240	6006 Spring St, San Antonio, TX, 78237	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429908	CLM	Babara Carroll	1966-01-23	—	5239637570	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 178 of 240Previous Next