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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60919	TPA	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56777	TPA	Betty Howell	1945-07-07	UHC-85571-97	—	7429 Canyon Rd, Fresno, CA, 93723	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50230	TPA	George Nichols	1992-08-10	—	—	6925 Harbor Blvd, Columbus, OH, 43234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64098	TPA	John T Snyder	1971-02-14	—	—	3129 Desert Sky Blvd, Austin, TX, 78787	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57200	TPA	Santiago Edwards	2001-03-24	—	3697242779	1283 Main St, Dallas, TX, 75248	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58192	TPA	Ruth Watson	1963-01-03	—	4468974507	2307 Sunset Blvd, Jacksonville, FL, 32283	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50508	TPA	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64441	TPA	Richard Lucas	1947-06-12	—	—	6760 Hillcrest Rd, Las Vegas, NV, 89143	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54981	TPA	Heather B Carr	1962-11-20	—	8508041045	3873 Mesa Dr, Scottsdale, AZ, 85220	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51248	TPA	Benjamin Greane	1994-06-08	—	—	1364 Oak St, Dallas, TX, 75286	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61237	TPA	Teresa Powell	1981-09-23	—	—	6134 Cedar Ln, Orlando, FL, 32863	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51979	TPA	Ahmed Hill	1939-10-14	—	—	6465 Spring St, Tempe, AZ, 85249	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61552	TPA	Kelly Carlson	1980-07-03	—	5609476747	4379 Palm Dr, Jacksonville, FL, 32281	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50793	TPA	Janet Johnson	1980-02-22	—	—	4171 Lincoln Way, Los Angeles, CA, 90036	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59211	TPA	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60107	TPA	Patricia Marshall	1981-06-08	—	—	7133 Cedar Ln, Houston, TX, 77072	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55135	TPA	Patick Santos	1980-05-01	—	—	2337 Lake View Rd, Tampa, FL, 33667	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62961	TPA	Stevens Valenitna	1943-01-26	—	—	8592 Mountain View Dr, Houston, TX, 77011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61831	TPA	Linda Marquez	1953-09-16	UHC-26316-13	—	7510 Grand Ave, Denver, CO, 80299	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53100	TPA	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55041	TPA	Olivia Cooleman	1967-06-19	UHC-80313-12	—	1107 Oak St, San Antonio, TX, 78250	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62942	TPA	Denny Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51398	TPA	Wood Gerald	1992-07-05	—	—	3824 Harbor Blvd, Jacksonville, FL, 32263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57397	TPA	Kim Morrison	1978-02-03	—	—	5491 Willow Ct, Plano, TX, 75030	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57817	TPA	Elizabeth Stephens	1968-07-05	—	—	5950 Elm St, Mesa, AZ, 85282	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58497	TPA	Maria Moore	1962-11-15	—	—	7527 Canyon Rd, Minneapolis, MN, 55472	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54140	TPA	Donald Jamas	1972-11-14	—	—	5823 Harbor Blvd, Austin, TX, 78769	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56830	TPA	Diane Morrison	1956-04-09	—	—	8104 Mountain View Dr, Gilbert, AZ, 85251	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59034	TPA	Dorothy Fowler	1990-02-06	—	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60652	TPA	Henry W Delgado	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60480	TPA	Justin Ryan	1974-11-04	—	—	1898 Camelback Rd, Plano, TX, 75018	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62438	TPA	Virginia Scott	2005-05-02	—	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
TPA-51868	TPA	Ross Virginia	1944-06-04	—	—	8604 Maple Ave, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63256	TPA	Sharon B Diaz	1957-07-25	—	—	4651 Sage Ct, Nashville, TN, 37266	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54901	TPA	Charles Maldonado	1949-05-15	—	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64141	TPA	Jackie Mitchell	1952-08-19	—	9025108443	4556 Grand Ave, Atlanta, GA, 30384	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52284	TPA	Scott U Gomez	1994-12-27	—	3048528575	4489 Union St, Las Vegas, NV, 89155	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50105	TPA	Sofia Woods	1961-10-28	—	—	6262 Forest Ave, Chandler, AZ, 85238	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58412	TPA	Elizabeth Simmons	1985-06-17	—	—	9041 Baseline Rd, Fresno, CA, 93797	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55249	TPA	Nathan Robertson	1995-01-26	—	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60352	TPA	Deborah A Hoffman	1955-12-20	—	—	551 Spring St, Chandler, AZ, 85202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59510	TPA	Melissa Roberts	2003-02-12	—	—	4456 Sage Ct, Fresno, CA, 93791	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51721	TPA	Bryan Moreno	1978-07-28	—	—	212 Washington St, San Diego, CA, 92115	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62219	TPA	Pat Cole	1969-11-13	—	—	6828 Meadow Ln, Minneapolis, MN, 55426	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55734	TPA	Marcus Gutierrez	1951-08-07	—	3683633570	1976 Church St, Plano, TX, 75033	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53944	TPA	Frances Schmidt	1966-09-23	—	—	1285 Bayshore Dr, Miami, FL, 33113	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50302	TPA	Ashley N Jones	1969-09-11	—	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52861	TPA	Cyynthia Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63635	TPA	Michael A Padilla	1982-03-20	—	—	8386 Pine Dr, Miami, FL, 33136	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52101	TPA	Nicole K Ortega	2005-09-13	—	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 133 of 156Previous Next