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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56253	TPA	MasonJunk	1938-11-23	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.80	Phone reformatted City re-cased Placeholder values cleared No usable name (quarantined)
TPA-64364	TPA	Mariana Henderson	1986-11-02	—	—	8672 Highland Ave, Orlando, FL, 32884	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58182	TPA	Mei Cunningham	1985-07-19	—	—	6528 Meadow Ln, Charlotte, NC, 28215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56678	TPA	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-57797	TPA	Danielle Ferguson	1945-04-19	—	—	3567 Elm St, San Antonio, TX, 78209	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52289	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50227	TPA	Catherine S Gomez	1944-12-26	—	—	790 Meadow Ln, Sacramento, CA, 95805	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58176	TPA	Camila Howell	1993-08-02	UHC-03133-67	2122468677	882 Harbor Blvd, Phoenix, AZ, 85036	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60116	TPA	Santiago Allen	1975-09-04	—	—	2932 Ocean Ave, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55214	TPA	Sean Campblel	1961-07-27	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-52744	TPA	Nancy Mendoza	1988-03-18	UHC-66651-92	—	7989 River Rd, Gilbert, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54563	TPA	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL, 32854	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53824	TPA	Jerry Scott	2004-10-26	—	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61460	TPA	Ruth Z Ross	1970-04-21	—	5392567651	3071 Canyon Rd, Phoenix, AZ, 85096	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51579	TPA	Tony Wells	1940-09-03	—	8827842929	6559 Mesa Dr, Gilbert, AZ, 85272	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57894	TPA	Ryan Wright	1953-03-20	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62499	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62500	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50212	TPA	Fatima Kim	1976-08-22	—	—	6634 Baseline Rd, Charlotte, NC, 28222	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54432	TPA	Steven Ward	1974-11-26	—	—	6742 Elm St, Las Vegas, NV, 89134	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64390	TPA	Mateo Black	1994-09-12	UHC-06260-45	—	1266 Jefferson Ave, Tucson, AZ, 85722	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54370	TPA	Noah Reid	1965-08-22	—	—	360 Sage Ct, Charlotte, NC, 28208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62096	TPA	Mei Vasquez	1958-03-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57621	TPA	James Soto	2002-03-26	—	5302381197	7915 Meadow Ln, Atlanta, GA, 30342	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60407	TPA	Virginia Burton	1994-09-10	—	—	210 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-57441	TPA	Jacob Little	1974-07-12	—	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57296	TPA	Shirley Rogers	1971-12-14	—	2304269274	5718 Lake View Rd, Columbus, OH, 43203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60733	TPA	Joseph Johnston	1950-10-17	—	—	1263 Central Ave, Scottsdale, AZ, 85273	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51460	TPA	Grace Bell	1995-11-19	—	—	6185 River Rd, San Antonio, TX, 78256	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57657	TPA	Jerry Ramos	1974-10-07	—	3894092273	5136 Elm St, Sacramento, CA, 95880	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-55789	TPA	Diiana Jacobs	1955-07-17	—	2874254739	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60638	TPA	Walter Nelson	2000-07-28	—	—	4332 Oak St, Phoenix, AZ, 85010	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63496	TPA	Albert Stephens	1990-04-16	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57806	TPA	Christopher Johnson	1938-01-19	—	9517842787	8530 Cedar Ln, Minneapolis, MN, 55412	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56219	TPA	Christian UJunk	1942-03-18	—	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
TPA-50983	TPA	Noah Cox	1963-08-03	UHC-36111-12	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57111	TPA	Lisa Mills	1942-08-12	UHC-79129-20	—	4582 Pine Dr, Las Vegas, NV, 89107	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64445	TPA	Joan Wbeer	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-55043	TPA	Theresa Jimenez	1971-10-04	—	—	3652 River Rd, Fresno, CA, 93777	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60491	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60492	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53970	TPA	Adam Mejia	1987-08-25	—	7518455511	7973 Baseline Rd # 462, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51558	TPA	Daniel Dean	1950-10-04	—	—	3184 Spring St, Austin, TX, 78776	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61425	TPA	Scott Ducan	1970-06-06	UHC-34340-60	—	71 Bayshore Dr, Los Angeles, CA, 90071	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58115	TPA	Jack Williamson	1973-01-11	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53672	TPA	Gloria Ferguson	1941-07-02	UHC-59505-65	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54721	TPA	Lauren Perry	1954-10-27	—	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54038	TPA	Cynthia B Elliott	2007-09-02	—	—	9248 Sage Ct, San Antonio, TX, 78200	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-59550	TPA	Helen Santiago	1959-06-06	—	—	9467 Spring St, Houston, TX, 77085	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61409	TPA	Alexnder Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX, 75278	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 170 of 283Previous Next