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-422161	CLM	Paul Rommero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL, 33132	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416156	CLM	Priya Welch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422480	CLM	Zachary Gaorge	1982-02-19	—	—	8626 Ridge Rd, Seattle, WA, 98123	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414634	CLM	Rebecca Bennnett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407310	CLM	Christopher B Cooper	1968-04-23	UHC-06864-83	2415390900	3094 Willow Ct, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405728	CLM	Bradley Carroll	1978-04-11	UHC-55821-47	8897810735	9524 Palm Dr, Eden Prairie, MN, 55384	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412015	CLM	Jerry Price	1957-10-17	UHC-62204-46	—	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-416115	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412990	CLM	Jeremy Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411744	CLM	Ashley U Perry	1987-02-07	UHC-75552-09	—	3205 Ridge Rd, Atlanta, GA, 30359	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429566	CLM	Alexis Armsrtong	2004-09-05	UHC-43400-99	4566033923	9668 Lincoln Way, Scottsdale, AZ, 85212	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419773	CLM	Deborah Sanders	1957-09-13	UHC-37538-29	7423787788	3107 Market St, Atlanta, GA, 30377	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-427767	CLM	Anthony Harris	2002-11-20	UHC-93261-88	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423117	CLM	Sam Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400237	CLM	Angela Espinooza	1979-07-09	—	2506932916	6531 Ocean Ave, Fresno, CA, 93743	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416817	CLM	Sara Ramos	2008-11-19	—	4216854586	2967 Highland Ave, San Diego, CA, 92123	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418128	CLM	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409226	CLM	Megan Meyer	1945-04-12	UHC-75159-75	7098695661	4769 Park Pl, Atlanta, GA, 30330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
CLM-426435	CLM	Jennifer Carroll	1946-04-23	UHC-60488-61	7942064822	4830 River Rd, Las Vegas, NV, 89128	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411841	CLM	Richards Theresa	1968-04-08	UHC-25205-29	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422359	CLM	Nancy G Williamson	1962-04-06	—	—	1452 Cedar Ln, Glendale, AZ, 85379	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417713	CLM	Lori Contreras	1964-02-14	—	8594720235	5981 Maple Ave, Dallas, TX, 75273	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425942	CLM	Ralph Andrews	1953-09-20	UHC-85599-20	2122278055	8747 Desert Sky Blvd, Miami, FL, 33144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414715	CLM	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd, Atlanta, GA, 30385	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421186	CLM	Donald Morrison	1991-05-19	UHC-76798-71	4586119045	632 Central Ave, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401744	CLM	Bradley Rice	1983-03-12	—	2807381003	4855 Bayshore Dr, Atlanta, GA, 30350	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427504	CLM	Eric Schmidt	2004-05-04	UHC-31138-83	4863896059	311 Meadow Ln, Mesa, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411776	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave, Las Vegas, NV, 89146	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417839	CLM	Nathan Prker	1951-06-24	UHC-11779-61	—	2088 Desert Sky Blvd, Chandler, AZ, 85288	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410489	CLM	Nathan M Hall	1939-08-26	UHC-65209-99	3466115388	7748 Bayshore Dr, Austin, TX, 78735	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418994	CLM	Aisha Stone	1984-07-07	—	7474481889	905 Main St, Houston, TX, 77055	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430961	CLM	Dennis Mendez	1943-04-26	UHC-45203-64	8657897986	1631 Canyon Rd, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408697	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423390	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428721	CLM	Tim Silva	1948-10-12	UHC-09253-40	7557710982	5738 Forest Ave, Tampa, FL, 33607	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404046	CLM	Alaan M Diaz	1979-12-10	—	7437566377	9173 Sunset Blvd, Las Vegas, NV, 89110	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416134	CLM	Emma N Pakr	1952-09-22	—	2927787786	2157 Ridge Rd, Fresno, CA, 93791	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425228	CLM	Jesse Lopez	1960-09-09	UHC-89310-86	3723672299	3141 Apache Blvd, Las Vegas, NV, 89123	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411245	CLM	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427587	CLM	Bruce C Vazquez	1951-05-17	UHC-72856-87	8319669136	504 Elm St, Las Vegas, NV, 89169	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421566	CLM	Julie Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-415758	CLM	Michael Schultz	1979-10-28	—	6102669522	8381 Park Pl, Tucson, AZ, 85795	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424066	CLM	Patricia Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd, Glendale, AZ, 85394	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409854	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427402	CLM	Amy Gonzalez	1985-04-03	UHC-77693-65	4562595912	6841 River Rd, San Diego, CA, 92119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412829	CLM	Megan Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412456	CLM	Wayne L Jimenez	1947-09-19	—	9835907461	6566 Pine Dr, Nashville, TN, 37257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415046	CLM	Natalie Cox	1970-06-19	—	9654732504	6215 Baseline Rd, Glendale, AZ, 85397	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,120 rows, page 86 of 263Previous Next