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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-62732	TPA	Keith Miller	1959-07-13	—	—	355 Meadow Ln, Miami, FL, 33125	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-55977	TPA	Heather Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX, 75050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58451	TPA	Timothy O Clark	1959-09-22	—	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55273	TPA	Diane D Gibson	1946-05-12	—	—	8335 Mesa Dr, Eden Prairie, MN, 55387	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-52956	TPA	Anna Adams	2003-09-24	—	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59833	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-58368	TPA	Joe Webb	2008-01-15	UHC-44238-24	—	838 Washington St, Minneapolis, MN, 55477	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57127	TPA	Christina Rodriguez	1942-05-15	—	—	6388 Cedar Ln, Austin, TX, 78770	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63959	TPA	Grace Williamson	1997-09-17	—	—	9267 Mesa Dr, Miami, FL, 33131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-55415	TPA	Natalie Reid	1974-05-23	—	—	8152 Meadow Ln, Orlando, FL, 32822	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59507	TPA	Brian O Watkins	1956-08-02	—	—	3908 Forest Ave, Chandler, AZ, 85200	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-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-52032	TPA	Sofia V Lane	1964-08-03	UHC-15778-92	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace 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-57285	TPA	Stephen Meyyer	1994-05-10	—	—	3258 Ridge Rd, San Diego, CA, 92100	0.78	Date of birth reformatted 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-55014	TPA	Billy H Alexander	1946-04-05	—	4814817040	1182 Central Ave, Tampa, FL, 33694	0.78	Phone reformatted 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-53795	TPA	Debra S Chavez	1977-11-01	—	—	1967 Highland Ave, Sacramento, CA, 95831	0.78	Street suffix standardised Address re-cased Plan code upper-cased 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-51135	TPA	Amy Murray	1952-03-15	—	—	5657 Central Ave, San Diego, CA, 92144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58197	TPA	Becky Jordan	1941-10-12	—	8646408446	277 Forest Ave, Chandler, AZ, 85278	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-51883	TPA	Ana R Banks	1968-01-12	UHC-34703-52	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55122	TPA	Kimberly Webb	2001-10-11	—	—	1437 Grand Ave, Nashville, TN, 37292	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62572	TPA	Camila Ortiz	1975-03-25	—	—	2942 Lake View Rd, Columbus, OH, 43224	0.78	Street suffix standardised Address re-cased Email lower-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
TPA-61228	TPA	Eriic Wang	1975-11-25	—	5675630413	9887 Mountain View Dr, Austin, TX, 78797	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50613	TPA	Nathan Medina	1982-10-28	—	5199147895	7987 Ridge Rd, Glendale, AZ, 85362	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61694	TPA	Michael Schmidt	2004-10-28	—	—	7258 Harbor Blvd, Dallas, TX, 75268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50786	TPA	James Thomas	1994-11-16	UHC-33106-13	2266784450	8806 Desert Sky Blvd, Atlanta, GA, 30324	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62374	TPA	Bruce Price	1966-11-23	—	—	1066 Sunset Blvd, Sacramento, CA, 95844	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59460	TPA	Anna Greene	1986-02-14	—	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51044	TPA	Sandra Smith	1967-08-12	—	—	2812 Maple Ave, Denver, CO, 80280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53926	TPA	Arjun Rios	1960-01-03	—	—	5434 Union St, Chandler, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57653	TPA	Keith G Ford	1947-04-21	—	—	6215 Central Ave, Orlando, FL, 32811	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52259	TPA	Charlotte D Pierce	1952-11-13	—	6294984862	6045 Meadow Ln, San Antonio, TX, 78265	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58828	TPA	Terry Cooper	1960-07-24	—	—	6679 Sunset Blvd, Fresno, CA, 93752	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59900	TPA	Willie Myers	1941-07-13	—	—	283 Lake View Rd, Las Vegas, NV, 89189	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55042	TPA	Mateo Harrison	1960-10-10	—	—	7955 Maple Ave, Scottsdale, AZ, 85231	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 111 of 158Previous Next