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 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
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57781	TPA	Keith Bell	1989-12-22	—	—	9563 Willow Ct Apt 15, Tempe, AZ, 85268	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121111	ENR	Eugene E Hall	1955-04-03	UHC-55249-21	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21266	PRV	Gloria Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28419	PRV	Patricia S Davis	2002-01-17	—	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135480	ENR	Sharon Morris	1975-10-17	UHC-84047-90	3275772163	2447 Baseline Rd, Denver, CO, 80219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410582	CLM	Walter S Griffin	1960-02-26	—	—	6093 Hillcrest Rd, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425465	CLM	Andrew Soto	1961-11-26	—	6005835565	7349 River Rd, Los Angeles, CA, 90043	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118424	ENR	Arrjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55136	TPA	Nancy Clark	1938-12-27	—	7958128966	5468 Ocean Ave, Seattle, WA, 98114	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105295	ENR	Yuki F Griffin	1995-09-12	—	9762741990	2759 Washington St, Sacramento, CA, 95805	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59009	TPA	Christina Armstrong	1977-06-05	—	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408217	CLM	Maria A Valdez	1942-10-01	—	—	7473 Central Ave, Gilbert, AZ, 85236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419565	CLM	Andrea Russell	1944-08-16	UHC-54510-32	—	8847 Apache Blvd # 841, Plano, TX, 75059	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-62835	TPA	Joe Ricce	1994-06-12	—	—	1843 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-26199	PRV	Santiago Patterson	1978-05-19	—	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52790	TPA	Albert Owens	1942-03-01	—	—	367 Central Ave, Charlotte, NC, 28236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117533	ENR	Paul O Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137339	ENR	Megan Y Edwards	2006-06-04	UHC-52947-73	—	4207 Spring St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62254	TPA	Tom Y Moore	1980-09-27	—	—	8891 Elm St, Miami, FL, 33194	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105745	ENR	Rachel Payne	1957-01-22	UHC-90679-12	9846895957	6941 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25602	PRV	Dorothy Hughes	1980-03-27	—	7649083664	7079 Main St, Atlanta, GA, 30332	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134904	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134903	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22636	PRV	Miike S Murphy	1985-10-03	UHC-63081-80	2512166136	4930 Central Ave, Plano, TX, 75039	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110315	ENR	Jerry D Jackson	1983-02-25	UHC-10365-62	8004034043	5203 Elm St Apt 26, Los Angeles, CA, 90082	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410403	CLM	Michael Willis	1983-03-07	—	9113124229	6056 Lake View Rd # 511, Las Vegas, NV, 89157	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112492	ENR	Scott Lawson	1995-05-11	UHC-44563-73	9052441511	8458 Baseline Rd Apt 12, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-407682	CLM	Megan Z Carr	1926-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26222	PRV	Laura White	1957-09-20	—	4803539112	693 Lincoln Way, Houston, TX, 77007	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121688	ENR	Logan Jordan	1963-01-14	UHC-31361-69	—	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-53267	TPA	Patricia Hayes	2000-07-03	—	—	5615 Grand Ave, Jacksonville, FL, 32275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27783	PRV	Anna F Murray	1999-08-04	—	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22101	PRV	Alice N Spencer	1967-03-01	UHC-71190-27	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 146 of 800Previous Next