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

Third-party administrator, 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
TPA-54284	TPA	Lucia Santos	2005-05-25	—	8768960897	1203 Baseline Rd, Tempe, AZ, 85211	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-52559	TPA	Matthew Ryan	1972-02-10	UHC-87039-03	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-64064	TPA	Jeremy Duncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51611	TPA	Michael Fields	1967-07-20	—	8716336458	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-61395	TPA	Jsse Fields	1948-08-24	—	—	2531 Mountain View Dr, Denver, CO, 80255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54484	TPA	Mtaeo Harris	—	—	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
TPA-56169	TPA	Gregory Hernandez	1963-06-25	—	—	1634 Park Pl, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63519	TPA	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63520	TPA	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51505	TPA	Dennis T Weber	1990-02-17	—	2712935696	4987 Camelback Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-64263	TPA	Cheryl Obrien	1938-08-14	UHC-58364-11	—	7836 Union St, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58591	TPA	Steven Holmes	1944-09-14	UHC-82541-14	—	554 Bayshore Dr, San Diego, CA, 92185	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59255	TPA	Samuel Bennett	1946-07-10	UHC-99610-72	—	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name re-cased Member ID reformatted City re-cased Gender normalised+1 more
TPA-61830	TPA	Wayne Miller	1938-11-24	—	5936845565	1462 Union St, Tucson, AZ, 85749	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59798	TPA	Kayla Walsh	1967-03-10	UHC-98490-89	—	8522 Lake View Rd, Tucson, AZ, 85705	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60769	TPA	Lawrence Ortiz	1977-03-25	UHC-54477-49	—	3355 Highland Ave, Dallas, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-59549	TPA	Randy Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63212	TPA	Michelle Oliver	1978-02-16	UHC-82552-09	—	8192 Indian School Rd, Sacramento, CA, 95899	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-63105	TPA	Jose Long	1944-05-15	—	4948987766	684 Park Pl, San Diego, CA, 92133	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52972	TPA	Lori Lucas	1953-12-09	UHC-00588-86	2448153512	9365 Palm Dr, Denver, CO, 80288	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61660	TPA	Alan Price	1973-10-17	—	—	1978 Cedar Ln, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-51751	TPA	McHael Marshall	1971-09-20	—	3857420765	5910 Main St, Denver, CO, 80250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58525	TPA	Madisn Rodriguez	1987-03-20	—	—	1469 Mountain View Dr, San Antonio, TX, 78215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57691	TPA	Dylan Harvey	1976-03-10	—	—	5090 Ridge Rd, Phoenix, AZ, 85057	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53228	TPA	Brenda Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA, 95894	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63829	TPA	Arthur Boyd	1978-06-22	—	—	6927 Lincoln Way, San Diego, CA, 92194	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-53885	TPA	Gregory Guerrero	1985-01-16	—	—	7166 Jefferson Ave, Phoenix, AZ, 85075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53884	TPA	Gregory Guerrero	1985-01-16	—	—	7166 Jefferson Ave, Phoenix, AZ, 85075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58645	TPA	Rodriguez Emma	2006-11-25	—	—	894 River Rd, Phoenix, AZ, 85000	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-58787	TPA	Kimberly Morrison	1990-05-06	—	—	6635 Palm Dr, Gilbert, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57632	TPA	Marilyn Holms	1944-08-12	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64199	TPA	Kenneth Gilbert	1970-06-12	—	—	3202 Canyon Rd, Glendale, AZ, 85367	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61412	TPA	Alexis Mitchell	1973-02-06	—	4337115977	1919 Park Pl Apt 13, Jacksonville, FL, 32209	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-53769	TPA	Cynthia Chen	2008-03-08	—	—	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57241	TPA	Bruce Hart	1941-09-14	—	—	1877 Ocean Ave, Charlotte, NC, 28291	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59771	TPA	Lucia Wood	1946-04-20	—	—	2088 Indian School Rd, Los Angeles, CA, 90016	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60564	TPA	Denise Jackson	1949-03-07	UHC-63308-42	—	3077 Valley View Dr, Tampa, FL	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-62196	TPA	Nathan Wong	2001-08-11	—	—	7166 Sage Ct, Phoenix, AZ, 85084	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50399	TPA	Nicholas P Coleman	1945-09-10	—	5545568420	5342 Elm St, Dallas, TX, 75272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57774	TPA	Frank Santos	1972-10-25	—	—	1611 Meadow Ln, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-55352	TPA	Joshua Jensen	2002-08-16	—	—	5857 Cedar Ln, Dallas, TX, 75252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55126	TPA	Andrea A Espinoza	1995-10-20	—	—	4990 Church St, Eden Prairie, MN, 55312	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59965	TPA	Hannah White	1953-06-08	UHC-97230-82	—	4277 Palm Dr, Eden Prairie, MN, 55368	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60688	TPA	Walter Carter	1998-01-14	—	3804759540	6131 Lincoln Way, Phoenix, AZ, 85076	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64384	TPA	Denise C Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way Apt 36, Chandler, AZ, 85272	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-51095	TPA	Diana Bennett	1964-09-14	—	—	7866 Sunset Blvd, Minneapolis, MN, 55487	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53397	TPA	Peter Ortiz	1975-01-03	—	9435059428	5318 Park Pl, Minneapolis, MN, 55465	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60395	TPA	Kathryn Butler	1961-10-11	—	—	1625 Forest Ave, Mesa, AZ, 85243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53710	TPA	Christine B Porter	1989-09-25	UHC-92458-92	—	426 Valley View Dr, Austin, TX, 78752	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64298	TPA	Marcus Roberts	1956-02-28	—	6663924690	8092 Oak St, Charlotte, NC, 28233	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more

5,750 rows, page 56 of 115Previous Next