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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410438	CLM	Mertha Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-129277	ENR	Samantha F Peters	1997-12-01	UHC-59150-84	6303396349	4730 Mountain View Dr, Miami, FL, 33142	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-130871	ENR	Wayne Nelson	2003-08-18	UHC-16289-79	6403276604	4213 Spring St, Charlotte, NC, 28293	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110446	ENR	Beverly U Lewis	1979-09-21	UHC-51806-33	—	1731 Sunset Blvd, Tempe, AZ, 85252	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
PRV-21444	PRV	Emma L Carpenter	1987-06-28	—	4109002257	286 Market St, Jacksonville, FL, 32295	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-64411	TPA	Emily Stephens	1940-08-13	—	—	7973 Mesa Dr, Scottsdale, AZ, 85204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-21627	PRV	Kimberly Alexander	1955-06-01	—	6808536998	8543 Forest Ave, Chandler, AZ, 85243	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more
ENR-132500	ENR	Zachary Gibson	2001-08-24	UHC-91881-98	4965029512	1442 Maple Ave, Austin, TX, 78796	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419307	CLM	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St Apt 9, Mesa, AZ, 85216	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137595	ENR	Grace U Mendez	1962-06-05	UHC-83618-82	5597330883	4883 Apache Blvd Apt 18, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-125068	ENR	Heather V Berry	2004-06-17	UHC-78489-95	2218450099	4277 Spring St, San Antonio, TX, 78243	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114296	ENR	Laura W Jonson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-425633	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St Apt 36, Dallas, TX, 75243	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130047	ENR	Kathy J Fisher	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-137144	ENR	Denny O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123769	ENR	Rachel Murray	—	UHC-86163-90	6178472809	1127 River Rd, Tampa, FL, 33628	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-128085	ENR	Sofia Marin	1954-04-11	UHC-48966-84	9825973219	5715 Sunset Blvd Apt 33, Los Angeles, CA, 90024	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-21909	PRV	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101046	ENR	Deborah Butler	1994-02-19	UHC-90382-97	—	6452 Church St, San Antonio, TX, 78232	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
PRV-21880	PRV	Jean Davis	1979-12-02	—	7123828977	4831 Highland Ave # 411, Nashville, TN, 37203	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26003	PRV	Keith I Gordon	1965-09-11	—	3936293122	9536 Lake View Rd Apt 38, Dallas, TX, 75240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142426	ENR	George T Miller	1950-12-18	UHC-23025-90	2897008779	2078 Grand Ave, Columbus, OH, 43286	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-108023	ENR	Adam Contraras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128807	ENR	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21785	PRV	Luis Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106581	ENR	Andrew Woods	2001-06-02	UHC-24692-84	7913240164	4197 Union St, Eden Prairie, MN, 55336	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408132	CLM	Andrea Coleman	1998-03-17	UHC-21993-89	5059686150	7471 Washington St, Tempe, AZ, 85232	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414041	CLM	Daviid Hernandez	1987-06-28	UHC-79977-02	6913086821	1326 Washington St, Denver, CO, 80226	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126316	ENR	Bryan Fernandez	2000-03-06	UHC-35946-82	4945869374	1410 Jefferson Ave, Houston, TX, 77064	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113239	ENR	Joan Y Clark	1967-11-09	UHC-92120-58	2364835610	3163 Grand Ave, Atlanta, GA, 30308	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-58495	TPA	Alice Gordon	1961-02-17	—	—	9363 Lincoln Way, Seattle, WA, 98122	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100963	ENR	Albert Harrison	1944-03-24	UHC-16381-51	5139965012	5207 Valley View Dr, Scottsdale, AZ, 85231	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138788	ENR	Ethan Simmoons	1985-09-21	UHC-89876-67	7505270934	9378 Church St, Gilbert, AZ, 85295	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-421012	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417213	CLM	Omar Adams	1972-10-03	UHC-62737-71	6619210110	8093 Canyon Rd, San Antonio, TX, 78234	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108171	ENR	Jerry V Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104628	ENR	Marilyn Z Elliott	2008-05-15	UHC-08946-09	2128783719	1704 Union St, Atlanta, GA, 30342	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137559	ENR	Valentina Scott	1983-10-26	UHC-56762-01	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101839	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101840	ENR	Amanda M Daniels	1938-08-18	UHC-10897-78	5889986572	8322 Sage Ct, Nashville, TN, 37216	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136912	ENR	Aisha Moreno	1979-05-12	UHC-22386-72	—	8472 Mesa Dr, Phoenix, AZ, 85040	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55063	TPA	Lucia Bailey	1938-08-26	—	—	5146 Meadow Ln, Plano, TX, 75054	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
TPA-58929	TPA	Gerald Gardner	1952-06-01	—	3414882720	2245 Meadow Ln, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61639	TPA	Ahmed Carter	1980-10-01	—	8123256993	6189 Valley View Dr, Atlanta, GA, 30331	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406181	CLM	Arjun Wang	1953-11-17	—	3453024263	8871 Lincoln Way, Las Vegas, NV, 89161	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

9,084 rows, page 29 of 182Previous Next