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
CLM-420741	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-113241	ENR	Karen E Murphy	1960-01-28	UHC-64792-24	3754695202	8224 Willow Ct, Seattle, WA, 98116	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406319	CLM	Alexis Wheeler	1957-05-26	UHC-74384-58	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25877	PRV	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd Apt 19, Houston, TX, 77011	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59544	TPA	Mason Garrett	2005-06-06	UHC-88787-58	—	6530 Bayshore Dr, Nashville, TN, 37281	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21342	PRV	Jordan Torres	1974-05-15	UHC-00744-80	8305021135	5082 Bayshore Dr, Phoenix, AZ, 85046	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-402053	CLM	Nancy Munoz	1947-05-03	—	9489508657	3307 Elm St, Plano, TX, 75094	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418556	CLM	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54757	TPA	Laura W Powell	1969-05-21	—	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117432	ENR	Jonathan I Pierce	—	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401992	CLM	Elizabeth Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave, Seattle, WA, 98196	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136493	ENR	Arthur N Santos	1994-07-02	UHC-64643-18	7043428300	9820 Market St, Fresno, CA, 93776	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-100538	ENR	David T Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
CLM-418726	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418727	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23342	PRV	Doris McCoy	1984-08-26	—	6644760105	7393 River Rd, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21435	PRV	Robert Crawford	2006-02-15	UHC-52692-57	5989324285	4891 Meadow Ln, Sacramento, CA, 95837	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420529	CLM	Diego Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423064	CLM	Hannah R Santos	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd, Eden Prairie, MN, 55382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409540	CLM	Mari Park	1979-04-01	UHC-74024-31	—	1510 Grand Ave, Phoenix, AZ, 85034	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106215	ENR	Harold B Ortega	1974-01-26	UHC-31718-01	5055759303	9698 Ridge Rd, San Diego, CA, 92118	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403719	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403720	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51225	TPA	Santiago Nunez	1954-08-27	—	—	8018 Union St, Chandler, AZ, 85236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-126447	ENR	Kimberly G Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28284	PRV	Sophia Morgan	1989-01-15	—	3636774936	504 River Rd, Houston, TX, 77048	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422581	CLM	Helen Sanders	1964-07-24	—	5823422381	5250 Oak St, San Antonio, TX, 78293	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427528	CLM	Aisha Martin	1972-02-24	UHC-24039-32	8456994850	449 Indian School Rd, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403858	CLM	Mei Rogers	1954-02-16	UHC-86487-52	5149794371	4173 Pine Dr, San Antonio, TX, 78273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120831	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23638	PRV	Hiroshi S Mason	1963-11-06	—	8542356009	4512 Willow Ct Apt 27, Columbus, OH, 43243	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125565	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406794	CLM	Julie Pena	—	—	—	59 Mountain View Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-139747	ENR	Cynthia C Williams	—	UHC-21317-72	4572067195	5152 Valley View Dr, Orlando, FL, 32896	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
TPA-53556	TPA	Melissa Gardner	1949-02-05	—	6383769295	778 Apache Blvd, Austin, TX, 78758	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142228	ENR	Diane Fowler	1962-09-21	UHC-21142-80	6362236489	2837 Park Pl, Tampa, FL, 33665	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423114	CLM	Jonathan V Santiago	1966-04-23	—	—	3230 Market St, San Diego, CA, 92185	0.50	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56364	TPA	Linda N Patterson	—	—	—	9882 Oak St, San Antonio, TX, 78260	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-20338	PRV	Carolyn Barnes	1978-04-07	—	6933852923	6013 Church St, Las Vegas, NV, 89151	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431491	CLM	Kimberly Little	1941-09-26	UHC-05525-16	8494375336	5743 Valley View Dr, Las Vegas, NV, 89140	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 28 of 200Previous Next