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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425021	CLM	Maria Henry	1981-02-04	—	—	4187 Central Ave, Plano, TX, 75053	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426083	CLM	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH, 43293	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-422177	CLM	Austin Tucker	1954-08-12	—	—	2721 Camelback Rd, Nashville, TN, 37206	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409329	CLM	Charlotte Nunez	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417026	CLM	Gerald Hamilton	1986-10-02	—	—	6006 Spring St, San Antonio, TX, 78237	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
CLM-425078	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-418057	CLM	Nunez Brittany	2006-06-06	—	—	2966 Cedar Ln, Seattle, WA, 98195	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414670	CLM	Brenda Sullivan	1992-01-01	—	—	1728 Highland Ave, Orlando, FL, 32890	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-424840	CLM	Alan Dean	1956-02-21	—	—	5565 Central Ave, Miami, FL, 33138	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400109	CLM	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405830	CLM	Barbara Wallace	1984-12-25	UHC-80497-35	7807297947	3506 Willow Ct, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422289	CLM	Danielle Kennedy	1951-09-09	UHC-96120-70	7155947020	3051 Camelback Rd, Tampa, FL, 33601	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-420952	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405343	CLM	Valentina Montgomery	1983-04-19	UHC-94649-40	—	9150 Forest Ave, Nashville, TN, 37238	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402504	CLM	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave, Houston, TX, 77048	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413075	CLM	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL, 33138	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421047	CLM	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407034	CLM	Eugene Porter	1966-07-22	UHC-60023-22	—	4072 Maple Ave, Nashville, TN, 37291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426596	CLM	Judy Robinson	1984-04-18	—	2125819328	1766 Maple Ave, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422302	CLM	Frank A Payne	1995-07-16	UHC-69731-21	—	7646 Washington St, Phoenix, AZ, 85070	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426659	CLM	Laura Q Collins	1953-05-24	UHC-74766-94	—	9697 Ridge Rd, Scottsdale, AZ, 85292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418091	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	—	8242 Union St, Tempe, AZ, 85238	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405320	CLM	Amy Washington	1964-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408187	CLM	Abigail Woods	1967-06-22	—	—	8938 Camelback Rd, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401712	CLM	Nanncy Hall	1945-10-06	UHC-34097-24	—	4636 Harbor Blvd, Atlanta, GA, 30388	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401976	CLM	Evelyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407017	CLM	David G Henry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427796	CLM	Christina Estarda	1969-02-07	—	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-407214	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432698	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432699	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432691	CLM	Sue Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431814	CLM	Diana Salazar	2001-02-17	UHC-69415-54	9375574820	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419913	CLM	Cynthia Jimenez	1989-07-14	—	—	7864 Market St, Columbus, OH, 43222	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404945	CLM	Joe Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401285	CLM	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413796	CLM	Matthew Hall	1983-03-09	UHC-86977-16	—	6673 Harbor Blvd, Fresno, CA, 93779	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412570	CLM	Noah Sims	2002-05-14	—	4558356842	7793 Harbor Blvd, Chandler, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406521	CLM	Bobby Matthews	1973-05-04	UHC-97499-90	8667454117	5402 Grand Ave, Tempe, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404157	CLM	Raymnd Castro	1997-10-20	UHC-84200-38	—	6647 Harbor Blvd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-432745	CLM	Rachel S Young	1961-08-26	UHC-25987-45	4184344851	8725 Cedar Ln, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

2,352 rows, page 27 of 48Previous Next