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-56971	TPA	Virginia Bennett	2007-07-09	—	—	3368 Lincoln Way, San Antonio, TX, 78246	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57516	TPA	Angela Chapman	1946-03-12	—	—	8366 Bayshore Dr, Denver, CO, 80247	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60463	TPA	Patrick Ferguson	1970-05-01	—	—	3806 Valley View Dr # 577, Orlando, FL, 32810	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-61164	TPA	Eric Perry	1951-06-01	—	—	9175 Elm St, Dallas, TX, 75208	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51397	TPA	Rachel Washington	1965-11-02	—	5644745667	7169 Broadway, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-55556	TPA	Rebecca Andrews	1990-08-03	—	—	4917 Jefferson Ave, Dallas, TX, 75232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64184	TPA	Melissa Fox	1979-10-28	—	3326363708	7882 Baseline Rd Apt 33, Atlanta, GA, 30393	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-59958	TPA	Ed Duncan	1961-06-25	—	8545193167	619 Market St, Denver, CO, 80280	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60526	TPA	Albert Garrett	1983-08-01	—	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN, 55380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58262	TPA	Samuel Oliver	1968-03-01	—	5809294918	3743 Church St, Houston, TX, 77089	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52597	TPA	Deborah Baker	1994-06-22	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-59846	TPA	Joan Simmons	1939-09-06	—	9028903731	896 Bayshore Dr, Tempe, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52762	TPA	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50751	TPA	Samantha N Hughes	2003-06-15	—	6099989792	3646 Meadow Ln, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60599	TPA	Laura Nunez	1969-01-27	—	8584732755	3323 Harbor Blvd, Fresno, CA, 93704	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59562	TPA	Charlotte P Hayes	1991-10-15	—	—	7221 Bayshore Dr, Los Angeles, CA, 90097	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53940	TPA	Betty Fields	2006-08-24	UHC-24111-97	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53067	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53201	TPA	Paul B Foster	1983-02-05	—	—	4047 Washington St, San Antonio, TX, 78240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52386	TPA	Maria Johnston	1964-12-18	—	—	4950 Desert Sky Blvd, Eden Prairie, MN, 55369	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59515	TPA	Heather Duncan	1946-05-05	—	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58976	TPA	Jose Gibson	1990-06-22	—	3799991748	253 Oak St, San Diego, CA, 92194	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55641	TPA	Wayne Z Roberts	1945-06-20	—	—	9421 Oak St, Plano, TX, 75072	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50576	TPA	Andrew Fields	1995-03-23	—	8035777942	3129 Main St, Jacksonville, FL, 32261	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-59045	TPA	Wei Stephens	1953-07-07	—	4442442440	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52859	TPA	Cynthia Pirce	1941-10-01	—	—	2275 Mountain View Dr, Los Angeles, CA, 90063	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56184	TPA	Mark Garza	1946-07-07	—	5268755930	7320 Washington St, Charlotte, NC, 28201	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64039	TPA	Vincent Fernandez	1943-04-02	—	—	6169 Elm St, Denver, CO, 80211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55622	TPA	Keith Burns	1988-09-16	—	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-58487	TPA	Kevin Roberts	1962-03-24	—	—	4395 Maple Ave, Las Vegas, NV, 89156	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57142	TPA	Luis Gonzalez	1939-04-05	—	—	5883 Harbor Blvd, Mesa, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60588	TPA	Laura Jordan	1961-07-06	—	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50356	TPA	Wei Patterson	1949-07-04	UHC-24216-61	—	4830 Elm St, San Antonio, TX, 78235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56321	TPA	Angela Woods	1977-08-26	—	—	3702 Central Ave, Los Angeles, CA, 90047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57166	TPA	Mark Larson	1965-08-15	—	3962969270	2160 Hillcrest Rd, Denver, CO, 80245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57990	TPA	Emily Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-50993	TPA	Ann Alexander	1989-06-18	—	6435155275	8659 Ocean Ave, Columbus, OH, 43267	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52194	TPA	Alan Wagner	1970-03-01	—	5055128445	6466 Broadway, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
TPA-51634	TPA	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64236	TPA	Sara Warren	1960-10-23	—	7376697523	1795 Desert Sky Blvd, Dallas, TX, 75283	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52702	TPA	Stephen Maldonado	1941-06-16	—	—	5247 Hillcrest Rd, Sacramento, CA, 95839	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54602	TPA	Danyel Hawkinns	2006-06-15	—	—	6882 Harbor Blvd, Gilbert, AZ, 85221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54603	TPA	Danyel Hawkinns	2006-06-15	—	—	6882 Harbor Blvd, Gilbert, AZ, 85221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59672	TPA	Mason Sanchez	1944-03-26	—	8666826779	3167 Market St, Las Vegas, NV, 89174	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63032	TPA	Noah Kim	1957-04-28	—	—	4631 River Rd, Charlotte, NC, 28258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63921	TPA	Beverly Sullivan	1990-01-27	—	7508881312	6770 Ocean Ave, Sacramento, CA, 95803	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57450	TPA	Elijah Myers	1989-12-09	—	5506243373	3062 Highland Ave, Dallas, TX, 75233	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60600	TPA	Petar Chavez	1986-01-16	UHC-11335-20	3335878654	7706 Lake View Rd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50438	TPA	Patricia Le	1963-01-08	—	7436080593	9221 Sunset Blvd, Atlanta, GA, 30367	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63684	TPA	Simmons Jonathan	1988-05-11	—	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

5,750 rows, page 47 of 115Previous Next