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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415301	CLM	Amy Lawrence	—	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51087	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419672	CLM	William Singh	1953-02-25	UHC-07485-72	6638347777	2604 Meadow Ln # 378, Dallas, TX, 75222	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407097	CLM	Gerald Y Wagner	1982-02-05	UHC-37501-46	—	9744 River Rd, Charlotte, NC, 28269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29099	PRV	Joe Vargas	1973-02-28	UHC-09497-55	7745175459	4634 Lake View Rd, Dallas, TX	0.52	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
CLM-423132	CLM	Cynthia King	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
TPA-63932	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126397	ENR	Abigail F Adams	—	UHC-47242-41	6588168171	9028 Spring St # 617, Glendale, AZ, 85370	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21059	PRV	Amber G Nichols	1993-03-03	UHC-10935-86	4625093460	1003 Sage Ct, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416180	CLM	Thomas Lawrence	—	—	—	5476 Mountain View Dr # 876, Charlotte, NC, 28276	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-138100	ENR	Mason F Porter	1965-02-15	UHC-54272-63	9097807963	6442 Apache Blvd # 590, San Diego, CA, 92148	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61589	TPA	Nicholas Arnold	1982-05-18	—	—	6306 Indian School Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400668	CLM	Ashley Jones	1969-09-11	UHC-95558-79	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-59450	TPA	Jesse Cunningham	—	—	8137064995	7036 Grand Ave, Tampa, FL	0.52	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
CLM-430817	CLM	Diego Montgomery	1950-06-08	UHC-56570-23	9429118311	2865 Main St, Columbus, OH, 43211	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132330	ENR	Shirley S Munooz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA, 93795	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110580	ENR	Cheryl Daniels	1966-01-28	UHC-21002-42	—	1820 Jefferson Ave, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27022	PRV	Justin Ryan	1975-11-04	—	2153826228	1898 Camelback Rd, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421447	CLM	Dylan Lewis	1941-12-03	UHC-60307-39	—	5083 Elm St Apt 37, Scottsdale, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59566	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59565	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62028	TPA	Lawrence Fuller	2000-12-09	—	—	6647 Church St, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-428418	CLM	Diana V Ellis	1985-05-03	—	3943315576	2713 Maple Ave Apt 25, Phoenix, AZ, 85047	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-63783	TPA	Jason Kelley	1949-01-20	—	—	4295 Palm Dr, Las Vegas, NV, 89140	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21379	PRV	Mateo Rivera	—	—	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62156	TPA	Linda Smith	1960-12-14	UHC-42244-14	9089252938	6026 Indian School Rd, Tampa, FL, 33609	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119066	ENR	Carlos F Perry	2003-05-14	—	5754178557	1213 Spring St Apt 1, San Antonio, TX, 78226	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64036	TPA	Evelyn Guzman	1990-07-11	—	—	5792 Bayshore Dr # 818, Seattle, WA, 98178	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431568	CLM	Jery Obrien	1955-01-20	UHC-15196-52	—	4060 Mesa Dr # 800, Jacksonville, FL, 32204	0.52	Name split from “Last, First”Name re-cased Unit split from street Street suffix standardised+2 more
ENR-127730	ENR	Kathryn L Gutierrez	—	UHC-77738-19	2853333842	1505 Palm Dr, Austin, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20299	PRV	Brenda Weaver	1950-07-25	—	9596460310	5530 Grand Ave Apt 35, Tampa, FL, 33617	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101680	ENR	Omar Diaz	—	UHC-01138-15	2885098407	5356 Harbor Blvd, Dallas, TX	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
CLM-414186	CLM	Carlos Daniels	1943-06-12	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430685	CLM	Sharn Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX, 77018	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-119097	ENR	Olivia R Hamilton	1948-01-01	UHC-98232-98	2349228912	1843 Main St, Las Vegas, NV, 89142	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58033	TPA	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-415759	CLM	Michael Anderson	1966-05-26	UHC-95902-85	—	8542 Willow Ct, Jacksonville, FL, 32260	0.52	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432114	CLM	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422371	CLM	Jess Q Sanchez	—	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424951	CLM	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

71,257 rows, page 99 of 1,426Previous Next