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 unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51486	TPA	Dylan Dominguez	—	—	—	3895 Palm Dr, Gilbert, AZ, 85279	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-62157	TPA	Linda Smith	—	—	—	6026 Indian School Rd, Tampa, FL, 33609	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-58242	TPA	Carol Siingh	—	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-50381	TPA	Sandra Medina	—	—	3678336241	2837 Willow Ct, Las Vegas, NV, 89158	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-60612	TPA	Sofia Barnes	—	—	4165047234	2982 Highland Ave Apt 36, Eden Prairie, MN, 55346	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
TPA-56810	TPA	Day Q Denny	—	—	—	2557 Bayshore Dr, Tempe, AZ, 85225	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59450	TPA	Jesse Cunningham	—	—	8137064995	7036 Grand Ave, Tampa, FL	0.52	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
TPA-59999	TPA	Joe Obrrien	—	—	—	832 Oak St, Jacksonville, FL, 32288	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61700	TPA	Jordan Greene	—	—	2329202495	2298 Camelback Rd # 808, Scottsdale, AZ, 85255	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-56478	TPA	Steven George	—	UHC-39607-73	—	3251 Desert Sky Blvd, Charlotte, NC	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62684	TPA	Lauren Reid	—	—	—	4573 Willow Ct, Los Angeles, CA, 90021	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-61401	TPA	Raymond Carlson	—	UHC-95664-26	—	9151 Church St, Houston, TX, 77059	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-58244	TPA	Maia B Gonzales	—	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.52	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62013	TPA	Isabella H Shaw	—	—	—	9248 Park Pl, Las Vegas, NV, 89139	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59147	TPA	Jacob Jensen	—	—	—	5608 Meadow Ln, Denver, CO, 80260	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57596	TPA	Charlotte M Haansen	—	—	—	2692 Palm Dr, Scottsdale, AZ, 85271	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-57252	TPA	Janet U Dean	—	—	—	8717 Palm Dr # 330, Phoenix, AZ, 85037	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52683	TPA	Gary Hernandez	—	UHC-48744-09	—	8374 Central Ave # 180, Tempe, AZ, 85208	0.54	Name re-cased Date of birth unreadable Unit split from street Gender normalised+1 more
TPA-58670	TPA	Sarah Nelson	—	—	—	2553 Canyon Rd Apt 19, Eden Prairie, MN, 55345	0.54	Name re-cased Date of birth unreadable Unit split from street State name converted to code+1 more
TPA-52141	TPA	Diana Henry	—	—	—	9167 Camelback Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Date of birth unreadable State code upper-cased ZIP missing+1 more
TPA-58530	TPA	Ortega Raymond	—	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54273	TPA	Hiroshi Rice	—	—	—	5783 Oak St, Jacksonville, FL, 32271	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63133	TPA	Timothy Simmons	—	—	—	4725 Ocean Ave # 843, Orlando, FL, 32872	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51202	TPA	Luis W Wallace	—	—	—	6713 Main St, Columbus, OH, 43232	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
TPA-59204	TPA	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-51068	TPA	Ethan K Estrada	—	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-53324	TPA	Judith O Boyd	—	—	7178099671	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
TPA-50898	TPA	Daniel Lawrence	—	—	8726698499	8162 Spring St, Plano, TX, 75004	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54116	TPA	Brian Hawkins	—	—	—	9646 Spring St, Nashville, TN, 37275	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50886	TPA	Bryan Harrison	—	—	8032136535	6618 Oak St, Austin, TX, 78713	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-52156	TPA	Amy McDonald	—	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-62142	TPA	Julia Walsh	—	—	—	4421 Park Pl, Fresno, CA, 93798	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
TPA-55413	TPA	Samuel Hoffman	—	—	3636243972	4480 Sunset Blvd, San Antonio, TX, 78279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-64155	TPA	Cox I Edward	—	—	9136489708	3714 Meadow Ln, Tucson, AZ, 85712	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

317 rows, page 2 of 7Previous Next