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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
CLM-403408	CLM	Virginia Nelson	1942-06-13	—	3379033483	5994 Ridge Rd # 606, Tempe, AZ, 85283	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104853	ENR	Cole Jack	1966-03-02	UHC-23453-26	3343729745	3178 Desert Sky Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52827	TPA	Mason Litle	1947-02-26	—	—	840 Market St, Gilbert, AZ, 85204	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411601	CLM	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102391	ENR	Carolyn Jimenez	1943-02-17	UHC-13964-61	4418228348	7201 Meadow Ln # 227, Houston, TX, 77054	0.52	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
PRV-23666	PRV	Dennis Castro	2000-05-06	—	3268442329	5520 Washington St Apt 16, Miami, FL, 33174	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424089	CLM	Jack Franklin	1968-02-01	—	2224380255	3069 Mountain View Dr, Tampa, FL, 33640	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-105853	ENR	Joshua Crawford	2001-05-16	UHC-10821-88	7139517989	1998 Sage Ct, Chandler, AZ, 85201	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-62723	TPA	Isabella Hall	1948-03-05	—	2195570261	9712 Washington St, Houston, TX, 77040	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139284	ENR	Michelle F Harvye	1950-05-22	UHC-63801-84	6442661684	2326 Oak St, San Antonio, TX, 78200	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118489	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118490	ENR	Isabella N Lynch	—	UHC-07898-24	—	630 Church St, Phoenix, AZ, 85099	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106821	ENR	Beverly Montgomery	—	UHC-55657-24	7337623845	820 Lake View Rd, Tempe, AZ, 85200	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422002	CLM	Sara J Garcia	1995-02-24	—	7497694651	107 Maple Ave, Orlando, FL, 32862	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
CLM-404506	CLM	Nathan W Clark	1967-04-01	UHC-59130-67	5022298147	9074 Hillcrest Rd, Denver, CO, 80202	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104750	ENR	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424783	CLM	Carolyn Price	—	UHC-44884-39	—	524 Broadway, Nashville, TN, 37252	0.52	Date of birth unreadable Address re-cased State name converted to code Gender normalised+2 more
ENR-133008	ENR	Peter L Rios	1957-09-19	UHC-05397-97	6882295905	4756 Mesa Dr Apt 26, Plano, TX, 75043	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58990	TPA	Yuki Elliott	2007-03-18	—	—	6045 Oak St, Austin, TX, 78764	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
ENR-107494	ENR	Frank Alvarado	1968-11-17	UHC-72561-53	—	9413 Central Ave, Glendale, AZ, 85378	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111515	ENR	Cruz O Larry	1999-07-15	UHC-19187-56	6252498024	1872 Elm St, Seattle, WA, 98128	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127152	ENR	Daniel G Carroll	1970-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121484	ENR	DylanJunk	1959-09-19	UHC-37245-67	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62912	TPA	David Mason	1997-04-19	—	4716776072	8973 Cedar Ln, Seattle, WA, 98181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139240	ENR	Sophia Riley	1981-12-20	UHC-88399-89	4563981142	6152 Washington St, San Diego, CA, 92173	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22106	PRV	Dylan Watkins	2007-10-27	—	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60968	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60967	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-405600	CLM	James Day	1956-11-11	UHC-69120-92	6699376488	5159 Maple Ave # 115, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432475	CLM	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61958	TPA	Sofia U Andrews	1996-02-17	—	—	377 Spring St # 447, Charlotte, NC, 28218	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134984	ENR	Katherine G King	1976-10-05	UHC-75429-97	6082717320	7807 Baseline Rd, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117520	ENR	Logan U Gibson	1999-08-16	UHC-61944-97	4448220382	1387 Lake View Rd, Miami, FL, 33127	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55086	TPA	Rachel Harrison	1956-09-25	—	—	5938 Cedar Ln, Eden Prairie, MN, 55366	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-407734	CLM	Vincent Maldonado	1997-04-01	UHC-63268-01	—	8069 Spring St, Nashville, TN, 37205	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-419315	CLM	Priya Murray	1978-02-02	UHC-60074-18	—	995 Washington St, Miami, FL, 33156	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-426946	CLM	Vega Ahmed	1953-09-25	UHC-03347-26	9773600860	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56485	TPA	Tyler Jones	1946-04-21	—	—	4500 Indian School Rd, Phoenix, AZ, 85069	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-432708	CLM	Jeremy Sims	—	UHC-18079-22	—	3402 Washington St, Chandler, AZ, 85238	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-107611	ENR	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133721	ENR	Daniele Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-26360	PRV	Helen Williams	1996-06-22	—	7898098614	6789 Canyon Rd, Houston, TX, 77046	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404497	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58258	TPA	Aisha Snyder	1967-03-11	—	—	7756 Hillcrest Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-119363	ENR	Teresa J Jimenez	1989-01-10	UHC-32575-99	6633116374	3894 Meadow Ln, Fresno, CA, 93770	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 54 of 182Previous Next