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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117195	ENR	James Greene	1990-01-18	UHC-27397-40	6919629155	1148 Main St, Columbus, OH, 43218	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-420821	CLM	Ralph Andrews	1946-09-20	UHC-36948-36	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-431486	CLM	Deborah S Sullivan	1976-10-27	UHC-79813-87	9393637306	6154 Sage Ct, Orlando, FL, 32871	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125894	ENR	Bryan Jenkins	1945-05-18	UHC-40066-17	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-120369	ENR	Anthony Y Lee	1964-05-27	UHC-74962-92	6876201169	2628 Central Ave, Scottsdale, AZ, 85259	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-103857	ENR	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd # 678, Glendale, AZ, 85385	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-59922	TPA	Kayla B Contreras	1996-11-11	—	—	1305 Sunset Blvd, Scottsdale, AZ, 85281	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427412	CLM	Raymond Fox	2005-05-06	—	—	9046 Desert Sky Blvd, Minneapolis, MN, 55484	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-141110	ENR	Diana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-109531	ENR	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53093	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53092	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-412549	CLM	Rachel Coleman	1949-10-19	UHC-34040-77	—	935 Meadow Ln, Atlanta, GA, 30376	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-55663	TPA	Judy Ortega	1963-10-09	—	9313430829	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424990	CLM	Denise T Alexander	1954-06-06	UHC-25357-86	—	1316 Sunset Blvd, Nashville, TN, 37233	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-21831	PRV	Billy N Austin	1944-10-09	—	7098406444	386 Ocean Ave, San Diego, CA, 92171	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
ENR-106057	ENR	Lawrence C Ray	2003-02-01	UHC-13779-44	3947482986	2388 Oak St, Houston, TX, 77047	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-406010	CLM	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-130027	ENR	Arthur Q Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
CLM-406958	CLM	Jean Hudson	1964-09-02	UHC-23947-41	—	2624 Elm St, Eden Prairie, MN, 55365	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-406620	CLM	Brenda T Porter	—	—	4488079590	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-125760	ENR	Sarah S Hawkins	1991-12-19	UHC-51608-50	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-125759	ENR	Sarah S Hawkins	1991-12-19	UHC-51608-50	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-52788	TPA	Ryan Rios	—	—	—	4656 Maple Ave, Miami, FL, 33173	0.68	Date of birth unreadable State code upper-cased Gender normalised Placeholder values cleared
ENR-103942	ENR	Mason R Lawrence	1980-03-04	UHC-24473-72	—	7666 Baseline Rd, Scottsdale, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised
CLM-427784	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
TPA-53256	TPA	Emma West	2000-10-12	—	4016245574	4639 Highland Ave, Columbus, OH, 43220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
TPA-53574	TPA	Charlotte Simmons	1961-05-14	UHC-98486-13	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121668	ENR	Emily Watkins	1958-03-17	UHC-53607-54	7596659879	9342 Union St, Chandler, AZ, 85295	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
CLM-416420	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-117202	ENR	Joseph Luna	1959-11-09	UHC-21634-20	3465620887	8919 Mountain View Dr, Austin, TX, 78780	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-417188	CLM	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-400784	CLM	Debra Bishop	1953-03-26	UHC-74782-94	3157943023	6435 Pine Dr, Orlando, FL, 32836	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-422466	CLM	Joshua Brown	1941-01-13	UHC-44263-86	8452489238	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-109325	ENR	Mariana Jenkins	1953-01-10	UHC-08544-23	9057816487	5491 Main St, Scottsdale, AZ, 85293	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-138734	ENR	Julia D Luna	1971-02-15	UHC-80595-34	4034715948	8584 Main St, Tampa, FL	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
TPA-52393	TPA	Cynthia Tucker	—	—	9889590428	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56440	TPA	Nicole Long	1966-04-13	—	—	200 Grand Ave, Chandler, AZ, 85203	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403236	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123195	ENR	Alan Z Jimenez	2004-10-07	UHC-80729-25	6612795760	38 Church St, Las Vegas, NV, 89189	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-117818	ENR	Eric O Sullivan	1963-09-08	UHC-21997-61	4495005274	209 Mountain View Dr, Sacramento, CA	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised
ENR-108588	ENR	Angela T Marshall	1942-12-24	UHC-17590-83	4819219495	9363 Oak St, Tampa, FL, 33643	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-422710	CLM	Jenny Fisheer	1979-08-18	UHC-09837-45	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415032	CLM	Brandon Masun	1943-03-06	UHC-06018-39	5088505003	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-128370	ENR	Barbara Griffin	1955-06-05	UHC-86463-79	9136986265	9207 Oak St, Charlotte, NC, 28202	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-128585	ENR	Matthew R Barnes	2004-04-04	UHC-95482-22	6406141421	5668 Jefferson Ave, Miami, FL, 33191	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-432400	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd, Scottsdale, AZ, 85231	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

16,828 rows, page 226 of 337Previous Next