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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27275	PRV	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121233	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX, 75258	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128068	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128069	ENR	Aisha U Bowman	1951-03-06	UHC-79685-07	4402392319	5287 Sage Ct, Miami, FL, 33161	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-122306	ENR	Aaron Kelly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25273	PRV	Brandon Harper	1987-08-21	—	2909477843	6652 Highland Ave, Chandler, AZ, 85297	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417650	CLM	Jacob Walker	1998-02-27	UHC-50958-96	—	2767 Highland Ave, Scottsdale, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22174	PRV	Jason Fowler	1941-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22986	PRV	Angela Moreno	1984-07-14	UHC-73326-27	9135859151	5944 Park Pl, Houston, TX, 77001	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-118197	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118198	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-409038	CLM	Albert Hicks	2008-09-12	—	8072677151	6396 Sage Ct, Sacramento, CA, 95898	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408585	CLM	Doris West	1939-12-09	—	—	9597 Camelback Rd, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21554	PRV	Ana Mendoza	2004-10-14	—	3029772758	7371 Market St, Houston, TX, 77080	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59489	TPA	Li Terry	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27163	PRV	Alan Powell	—	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-400929	CLM	John Taylor	1971-08-28	UHC-19378-10	—	8613 Washington St, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-116400	ENR	Amy Williiamson	1988-06-15	UHC-93376-76	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426483	CLM	Jennifer Z Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd, Denver, CO, 80290	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-411804	CLM	Keith Bll	1942-12-10	UHC-34516-56	—	2197 Oak St, Eden Prairie, MN, 55370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109717	ENR	Carolyn Jimenez	1947-10-28	UHC-43087-38	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-63250	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403592	CLM	Stevens H Kevin	1947-11-12	UHC-74291-02	—	2398 River Rd, San Antonio, TX, 78255	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119774	ENR	Joyce N Robertson	1968-07-26	UHC-92098-81	6637673916	174 Canyon Rd, Charlotte, NC, 28208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424643	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423995	CLM	Karn Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120536	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120535	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24522	PRV	Wayne Jackson	1951-12-22	—	2844921848	4411 Willow Ct, Dallas, TX, 75290	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112565	ENR	Brandon Murphy	1938-10-26	UHC-22146-50	5744991514	2711 Main St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130172	ENR	Gregory Moreno	1952-02-15	UHC-73677-65	—	768 Willow Ct, Houston, TX, 77015	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108585	ENR	Mason Trres	1982-07-15	UHC-62430-85	3144807127	6111 Church St, Orlando, FL, 32875	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422799	CLM	Terry Duncan	—	UHC-48122-41	4503059619	3045 Highland Ave, Plano, TX, 75088	0.64	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-139436	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139435	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 85 of 200Previous Next