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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61631	TPA	Brittany Walsh	1984-05-09	UHC-72666-02	—	6263 Forest Ave, Denver, CO, 80220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409651	CLM	Wei Jenkins	1985-01-01	UHC-07937-89	6257616400	2854 Elm St, Nashville, TN, 37253	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400941	CLM	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420140	CLM	Diane Hughes	2002-11-27	UHC-73105-62	—	5255 River Rd, Seattle, WA, 98134	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420715	CLM	Dennis N Ray	1961-07-12	UHC-11585-25	—	959 Sunset Blvd, Atlanta, GA	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+2 more
ENR-114496	ENR	Charlotte I Payne	2005-01-13	UHC-71249-10	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59377	TPA	Paul Payne	1949-06-04	—	3815352733	1440 Mesa Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112881	ENR	Joshua M Diaz	1983-01-17	UHC-62814-55	5379681224	5351 Lake View Rd, Chandler, AZ, 85271	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22738	PRV	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100704	ENR	Kimberly S Henry	1947-09-26	UHC-27977-55	7369375607	5008 Desert Sky Blvd, Miami, FL, 33129	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53820	TPA	Judith I Black	1993-05-25	—	—	198 Ridge Rd, Seattle, WA, 98182	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-420114	CLM	Roger Wang	1971-06-16	UHC-11203-29	—	932 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400681	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110394	ENR	Joe Gardner	2002-05-07	UHC-79742-33	9053153067	520 Ocean Ave, San Diego, CA, 92120	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121563	ENR	Amber Bryant	1989-11-09	UHC-16604-78	2627273020	2103 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401112	CLM	Jeffrey Garrett	1942-07-10	—	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59362	TPA	Helen Guerrero	1991-08-23	—	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412866	CLM	Steven Clark	1959-12-17	—	—	9021 Sage Ct, Denver, CO, 80268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417092	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102959	ENR	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-113666	ENR	Patrick Hlil	1944-02-18	UHC-12559-16	6039784586	2042 Central Ave, Atlanta, GA, 30355	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407393	CLM	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
ENR-133330	ENR	Omar I Hernandez	2006-04-17	UHC-76794-85	—	3106 Willow Ct, Phoenix, AZ, 85019	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427389	CLM	Elijah Y Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134473	ENR	Christina XJunk	1980-06-05	UHC-44252-83	—	9715 Meadow Ln, Scottsdale, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422243	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-422242	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
PRV-28743	PRV	Alan Olson	1953-01-19	UHC-34288-51	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110228	ENR	Cruz U Henry	1938-06-10	UHC-97882-70	6047979635	8192 Apache Blvd, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-115369	ENR	Karen Q Washington	2004-05-26	UHC-03563-30	4018376736	5165 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112086	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112087	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-415946	CLM	Jean Wilson	1943-03-02	UHC-50761-37	—	3814 Apache Blvd, Jacksonville, FL, 32275	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53151	TPA	Ralph Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420062	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420061	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400679	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104814	ENR	Raymond K Young	1965-05-13	UHC-75134-62	4598987820	1448 Grand Ave, Phoenix, AZ, 85015	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124556	ENR	Ralph T Marshall	1975-02-01	UHC-99444-67	5037124888	2360 Park Pl, Eden Prairie, MN	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-120658	ENR	Michelle King	1974-07-25	UHC-13873-93	—	1773 Indian School Rd, Eden Prairie, MN, 55331	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more

32,400 rows, page 166 of 648Previous Next