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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
TPA-54380	TPA	Debra Rojas	1942-07-15	UHC-41714-20	—	2800 Sage Ct # 427, Las Vegas, NV, 89182	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57885	TPA	Catherine Guzman	1981-08-04	—	—	7276 Elm St # 947, Tempe, AZ, 85295	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54824	TPA	Joshua Brown	1974-08-18	—	—	6299 Meadow Ln Apt 27, Glendale, AZ, 85311	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60328	TPA	Ana Thomas	1983-07-19	—	—	8738 Camelback Rd Apt 36, Scottsdale, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61922	TPA	Evelyn P Bakker	1944-08-11	—	—	2191 Desert Sky Blvd # 394, Eden Prairie, MN, 55302	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59264	TPA	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr # 252, Orlando, FL, 32861	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55827	TPA	Lisa Mendez	1953-09-05	—	5005642611	9253 Jefferson Ave Apt 12, San Diego, CA, 92186	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-55421	TPA	Lawrence Watson	1995-10-04	—	—	9551 Camelback Rd # 710, Minneapolis, MN, 55483	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57499	TPA	Charles Porter	2004-04-09	—	—	9313 Forest Ave Apt 22, Sacramento, CA, 95829	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
TPA-51454	TPA	Roger L Ryan	1975-08-28	UHC-35596-61	—	5731 Ridge Rd # 723, Minneapolis, MN, 55463	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61994	TPA	Grace Davis	2000-05-18	—	—	436 Spring St Apt 1, Denver, CO, 80285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-59101	TPA	Laura Little	2001-07-05	—	8324771227	5519 Willow Ct Apt 33, Chandler, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53252	TPA	George Morrison	1981-02-22	—	6016341074	5509 Ridge Rd Apt 32, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61723	TPA	Susan Harris	1979-02-09	UHC-09269-29	—	7073 Willow Ct # 317, Scottsdale, AZ, 85247	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-51319	TPA	Kimberly Parker	2002-12-14	—	—	7164 Elm St Apt 11, Chandler, AZ, 85227	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54062	TPA	Bradley Reynolds	1960-03-11	—	7287981520	3365 Elm St # 847, San Antonio, TX, 78211	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59245	TPA	Mari X Rivera	1989-09-25	—	—	6492 River Rd # 541, Glendale, AZ, 85353	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55617	TPA	Emily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St # 750, Charlotte, NC, 28293	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-50928	TPA	Katherine H Bowman	1957-01-08	—	7706308355	5388 Palm Dr Apt 10, Atlanta, GA, 30316	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51499	TPA	Ethan Arnold	2005-02-01	—	6176874926	1015 Oak St Apt 21, Gilbert, AZ, 85286	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56383	TPA	David Simmons	1959-08-06	—	6152117638	1491 Lake View Rd # 546, Fresno, CA, 93713	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53344	TPA	Bradley Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd Apt 30, Scottsdale, AZ, 85231	0.64	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-55171	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave Apt 9, Mesa, AZ, 85235	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-64162	TPA	Jeff Warren	2001-02-27	—	6464297828	5097 Mountain View Dr Apt 1, Minneapolis, MN, 55464	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52734	TPA	Jennifer S Cook	1997-09-14	—	—	4635 Camelback Rd # 957, Orlando, FL, 32860	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54878	TPA	David Harvey	1944-12-03	—	—	9718 Harbor Blvd # 891, Denver, CO, 80218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54927	TPA	Isabella Jimenez	1993-02-04	—	3736267813	6914 Mesa Dr # 405, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-51880	TPA	Garald Robertson	—	—	6175138326	4482 Grand Ave # 370, San Antonio, TX, 78251	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60216	TPA	Lia Andesron	1951-12-09	—	8696558856	2347 Market St # 993, Jacksonville, FL, 32216	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-59345	TPA	Michael Simmons	1978-04-13	—	—	7323 Park Pl # 618, Dallas, TX, 75206	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54792	TPA	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave # 478, Denver, CO	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-56530	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr # 677, San Antonio, TX, 78280	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56571	TPA	Gloria Nguyen	1948-12-13	—	—	242 Desert Sky Blvd # 869, Denver, CO, 80223	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55527	TPA	Gerald T Valdez	1959-02-26	—	—	5482 Jefferson Ave Apt 13, Minneapolis, MN, 55403	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-58600	TPA	Mark Smith	1999-12-23	—	—	9291 Elm St # 521, Seattle, WA, 98108	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63164	TPA	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd Apt 31, San Diego, CA, 92121	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50400	TPA	Ralph Kim	1948-04-13	—	9553591842	6508 Church St # 602, Sacramento, CA, 95893	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-51242	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St # 748, Seattle, WA, 98164	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-52887	TPA	Evelyn Green	2006-05-03	—	—	5420 Jefferson Ave Apt 22, Los Angeles, CA, 90036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63900	TPA	Henry Jacobs	1962-05-18	—	—	6411 Forest Ave # 557, Las Vegas, NV, 89188	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51724	TPA	Sharon Mason	1939-03-23	—	—	6653 Park Pl # 183, Chandler, AZ, 85209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

912 rows, page 11 of 19Previous Next