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 “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-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-50992	TPA	Gibson Gabriel	1993-04-08	—	—	5197 Cedar Ln, Nashville, TN, 37295	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61977	TPA	Jezse Russell	1983-04-14	—	—	8446 Camelback Rd, Phoenix, AZ, 85088	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-54849	TPA	Scott Brown	1993-02-07	—	8308421400	5537 Main St, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-50924	TPA	Catherine Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St, Austin, TX, 78756	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51587	TPA	Olivia Cox	1964-01-06	UHC-84543-81	—	4346 Washington St, Jacksonville, FL, 32201	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-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-51540	TPA	Charlotte Lewis	1962-09-15	UHC-84126-96	3075157087	1093 Church St, Denver, CO, 80291	0.76	Date of birth reformatted 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-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-54837	TPA	Barbara R Espinosa	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-53942	TPA	Brittany Hawkins	1982-05-12	—	—	2844 Meadow Ln, Los Angeles, CA, 90098	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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
TPA-58805	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53813	TPA	Paul Holmes	1953-01-28	—	—	5401 Forest Ave, Scottsdale, AZ	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
TPA-62491	TPA	Bobby Gardner	1994-01-28	—	—	5754 Apache Blvd, Minneapolis, MN, 55491	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51918	TPA	Bradly Marquez	2003-05-02	—	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51911	TPA	Danielle Long	1998-01-10	—	—	105 Ocean Ave, Los Angeles, CA, 90077	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53741	TPA	Vincent J Stevens	1975-10-05	—	—	1528 Baseline Rd, Sacramento, CA, 95845	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59914	TPA	Ryan Harrison	1958-11-16	—	5703612668	2325 Washington St, Atlanta, GA, 30353	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-55821	TPA	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56778	TPA	Juan Franklin	1963-03-08	—	—	5848 Maple Ave, Sacramento, CA, 95870	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62991	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54480	TPA	Ahed X Diaz	1961-02-13	—	—	608 Main St, Fresno, CA, 93713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58516	TPA	Katherine M Lucas	1966-07-23	UHC-29115-96	—	6724 Market St, Austin, TX, 78706	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64317	TPA	Jennifer Hoffman	1972-11-17	—	—	6889 Elm St, Minneapolis, MN, 55475	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52366	TPA	Andrew Burke	1989-01-28	—	3718941853	7038 Bayshore Dr, Austin, TX, 78708	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59393	TPA	Robert Martinez	1988-09-05	—	2873450791	3358 Cedar Ln, Houston, TX, 77053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54817	TPA	Richard Vasquez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-50014	TPA	Maria S Herrera	1985-06-09	—	7449510445	7559 Pine Dr, Tampa, FL, 33615	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60901	TPA	Mara Robinson	1938-05-19	—	4207410329	7834 Apache Blvd, Plano, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-55444	TPA	Charles Soto	1980-10-08	—	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55801	TPA	Roy Smith	1945-01-07	—	—	5453 Market St, Scottsdale, AZ, 85283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53874	TPA	Gloria V King	1974-01-14	—	5122920811	9840 Spring St, Houston, TX, 77055	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61313	TPA	Priya Dean	1945-05-26	—	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 39 of 95Previous Next