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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-418301	CLM	Donald Hayes	1949-04-16	—	—	5151 Jefferson Ave, Los Angeles, CA, 90006	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414525	CLM	Mariana Evans	1997-10-27	UHC-97361-74	—	9718 River Rd, Nashville, TN, 37251	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-422178	CLM	Austni Tucker	1954-08-12	UHC-47758-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+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-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-415150	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.90	Name re-cased Date of birth reformatted Member ID reformatted 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-427038	CLM	Russell Cook	1997-02-18	UHC-15449-74	—	3704 Oak St, San Antonio, TX, 78263	0.90	Name re-cased Date of birth reformatted City re-cased 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-417745	CLM	Ruth O Crawford	1964-12-23	—	—	4074 Palm Dr, Chandler, AZ, 85262	0.90	Name re-cased Date of birth reformatted Plan code upper-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-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-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
CLM-410821	CLM	Teresa Hudson	1994-02-16	—	3378304076	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408717	CLM	Yuki Miller	1954-04-26	UHC-08162-95	6075205023	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422437	CLM	Kayla Carroll	2000-10-24	UHC-38077-37	6455614059	8138 Canyon Rd, Tempe, AZ, 85298	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-412816	CLM	Ralph Campbell	1989-10-10	UHC-69425-15	5816600304	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414463	CLM	Linda Davis	1986-12-25	UHC-55392-40	5733761695	134 Harbor Blvd, Chandler, AZ, 85238	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408633	CLM	Valentina Mitchell	1995-06-21	UHC-63873-04	7586010060	9613 Lincoln Way, Miami, FL, 33130	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401106	CLM	Sara James	1964-06-24	UHC-16502-55	5152087217	2639 Sage Ct, Tempe, AZ, 85213	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431139	CLM	Karen Holmes	1997-05-28	UHC-14729-90	9308401468	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421735	CLM	Luis Singh	1964-03-23	—	5733563977	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417312	CLM	Jason Wheeler	1954-08-10	UHC-04921-58	7058205106	1833 Apache Blvd, Las Vegas, NV, 89113	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-429968	CLM	Arjun Jackson	1966-10-16	—	8917010579	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407364	CLM	Arthur Gilbert	1962-09-27	UHC-40689-89	4344045344	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422239	CLM	Ruth Olson	1960-10-19	—	6944136596	8833 Sage Ct, Seattle, WA, 98120	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-414082	CLM	Jimmy Price	1977-12-26	—	2988142676	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404714	CLM	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-406407	CLM	Joyce Vega	2003-11-25	UHC-52734-38	9609020251	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

13,120 rows, page 190 of 263Previous Next