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-140680	ENR	Richard T Wells	1947-06-08	UHC-81803-04	3956808131	6092 Camelback Rd, Fresno, CA	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-407333	CLM	Julie Carroll	1974-10-14	UHC-17928-78	5768387250	456 Pine Dr # 471, Glendale, AZ, 85388	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-112866	ENR	Christina Pena	1941-07-20	UHC-98004-36	7193359166	4121 Meadow Ln, San Diego, CA, 92127	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-142814	ENR	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	3585 Jefferson Ave, Dallas, TX, 75210	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-29432	PRV	Stephen D Bowman	—	—	6836009142	4750 Indian School Rd # 414, Jacksonville, FL, 32248	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
CLM-405802	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-124509	ENR	Ronald Ortiz	1969-08-20	UHC-32773-67	9379317958	3344 Harbor Blvd # 607, Eden Prairie, MN, 55337	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-139797	ENR	Sofia Y Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-124447	ENR	Terry J Tran	—	—	6984741248	3734 Church St, Atlanta, GA, 30331	0.34	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-135783	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St # 673, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407124	CLM	Sandra Guzman	2007-11-26	UHC-35500-64	—	7954 Desert Sky Blvd, Houston, TX, 77083	0.34	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
PRV-28823	PRV	Zachary Harvey	1982-02-22	—	9485635188	9098 Oak St Apt 16, Dallas, TX, 75260	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-419511	CLM	Katherine Black	1963-12-18	UHC-81943-57	—	6907 Elm St, Eden Prairie, MN	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
ENR-104744	ENR	Christian Perez	—	UHC-47113-40	7507598645	9660 Grand Ave Apt 2, Tempe, AZ	0.34	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103977	ENR	Kathleen O Gibson	—	UHC-89929-38	3352473029	4256 Washington St Apt 2, Seattle, WA, 98147	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-418159	CLM	Valentina Olson	1955-12-12	—	4943939026	5864 Highland Ave, Houston, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60788	TPA	Christine Hnut	1990-01-18	UHC-64394-43	—	81 Palm Dr, Houston, TX, 77053	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
ENR-123663	ENR	Scott E Scott	—	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.36	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
CLM-409953	CLM	Aaron Hicks	1974-03-26	UHC-68928-73	—	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-125645	ENR	Kimberly Simmons	1997-02-12	UHC-05418-33	—	5330 Park Pl, Miami, FL, 33186	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-111504	ENR	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136304	ENR	Barb Z Barnes	2006-09-12	UHC-95085-67	4883656405	9453 Park Pl, Austin, TX, 78780	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-113028	ENR	Gabriel Stephens	—	UHC-20708-93	9687068534	767 Ridge Rd # 547, Austin, TX, 78712	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-419499	CLM	Mason I Bowman	1979-05-22	—	—	5011 Spring St, Fresno, CA	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-137406	ENR	Hannah Q Nelson	1987-03-10	UHC-54516-18	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55466	TPA	Bruce Webb	1941-04-24	—	9616854947	8500 Elm St Apt 16, Tampa, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-103867	ENR	Joan Mason	1986-06-01	UHC-52113-23	2026648412	3372 Hillcrest Rd, Gilbert, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118298	ENR	Logan S Ortiz	1979-09-01	UHC-82763-27	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419956	CLM	Joshua F Jenkins	1989-04-19	UHC-51257-13	3484544578	7462 Maple Ave # 588, Gilbert, AZ, 85241	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-124615	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St Apt 35, Columbus, OH, 43218	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-21045	PRV	Keiith I Vazquez	—	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.36	Middle initial moved out of first name Name re-cased Date of birth missing Street suffix standardised+4 more
PRV-25630	PRV	Priya Moreno	1991-08-06	UHC-96157-92	5498854889	8560 Palm Dr # 490, Charlotte, NC, 28296	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-63990	TPA	Jason Bailey	1938-02-16	—	—	3807 Sage Ct, Seattle, WA, 98116	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more

39,996 rows, page 5 of 800Previous Next