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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403481	CLM	Hiroshi Wood	1960-10-20	—	—	8320 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414363	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406224	CLM	Jessica C Menndez	1958-11-24	UHC-94335-21	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405599	CLM	Madison Simmons	1970-06-11	UHC-47808-51	6113802927	1841 Lake View Rd, Sacramento, CA, 95862	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402262	CLM	Sofia Day	1938-07-28	—	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-406108	CLM	Linda Gomez	2002-12-22	UHC-79026-95	8369190647	4100 Lincoln Way, Las Vegas, NV, 89109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411130	CLM	Nicole Hughes	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-407540	CLM	Diana X Murphy	1963-09-13	UHC-35658-26	7635285128	800 Market St, Mesa, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407893	CLM	Alexis Olson	1974-03-23	—	—	2050 River Rd, Charlotte, NC, 28221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+2 more
CLM-420807	CLM	Jordan Rose	1980-10-09	—	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-419631	CLM	Shirley Torres	1992-01-21	UHC-32432-85	—	5278 Harbor Blvd, San Diego, CA, 92112	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-430531	CLM	Christian Thomas	2005-10-19	—	—	4914 Market St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-407901	CLM	Bradley X Robinson	1985-07-17	—	—	8938 Grand Ave, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410869	CLM	Frakn Gomez	1940-12-15	—	5378475354	2750 Mesa Dr # 635, Austin, TX, 78787	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427055	CLM	Sarah Millar	1953-10-07	UHC-52058-49	4366666315	5539 Desert Sky Blvd Apt 10, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408985	CLM	Joyce Bowman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427342	CLM	Brian Jacobs	2001-11-04	UHC-22822-80	—	6051 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406179	CLM	Ronald U Reed	1947-10-26	—	7372074862	9356 Forest Ave Apt 8, Jacksonville, FL, 32254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403356	CLM	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd Apt 4, Houston, TX, 77055	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402722	CLM	Gerald C Jonees	1951-11-21	UHC-35765-08	5804221517	5976 Harbor Blvd, Atlanta, GA, 30337	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400006	CLM	Jsse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421594	CLM	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-429238	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414336	CLM	Lucia V Welch	1983-09-18	—	5945630677	1802 Spring St, Mesa, AZ, 85213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410215	CLM	Gary West	1940-04-16	—	—	5456 Cedar Ln, Eden Prairie, MN, 55398	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414756	CLM	Sandra Simmons	1967-02-27	—	—	469 Elm St, Seattle, WA, 98181	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431938	CLM	Natalie Nguyen	1999-08-14	UHC-95171-02	3027117996	391 Willow Ct, Nashville, TN, 37267	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432367	CLM	Teresa Woods	1968-09-17	UHC-42550-05	7654510728	4912 Hillcrest Rd, Chandler, AZ, 85221	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426953	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400647	CLM	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St Apt 32, Denver, CO, 80237	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407582	CLM	Robert Obrien	1956-09-11	—	4168632056	2522 Bayshore Dr Apt 32, Phoenix, AZ, 85027	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431964	CLM	Frances E Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418256	CLM	Mark Y Green	—	UHC-96867-75	—	9414 Pine Dr, Sacramento, CA, 95881	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418182	CLM	Maria Q Medina	1938-06-17	—	—	6083 Baseline Rd, San Antonio, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-430377	CLM	Parker Brenda	1959-12-24	UHC-50412-36	—	6506 Elm St Apt 21, Austin, TX, 78775	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404814	CLM	Bobby Z Rivera	1978-07-28	—	—	6527 Washington St, Scottsdale, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423224	CLM	Sharon Dean	2005-09-11	—	—	1782 Valley View Dr, Charlotte, NC, 28202	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408701	CLM	Jacqueline Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432375	CLM	Debra Aguilar	1995-07-07	UHC-12963-51	—	6008 Sage Ct Apt 24, Gilbert, AZ, 85294	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401774	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

30,862 rows, page 127 of 618Previous Next