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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142667	ENR	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
TPA-64317	TPA	Jennifer Hoffman	1972-11-17	—	—	6889 Elm St, Minneapolis, MN, 55475	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22303	PRV	Bryan Lopez	1952-11-09	—	—	7665 Elm St, Denver, CO, 80287	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-110158	ENR	Emma W Walsh	2000-09-24	UHC-26913-22	5884167609	1229 Park Pl, Glendale, AZ, 85379	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414292	CLM	Robertson Kevin	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct, Eden Prairie, MN, 55337	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21049	PRV	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400886	CLM	Emily Hudson	1962-09-10	UHC-12967-87	7276465699	7372 Grand Ave, Fresno, CA, 93787	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25901	PRV	Bryan Banks	1985-07-06	—	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56566	TPA	Rebecca Bailey	1986-12-20	—	—	1884 Willow Ct, Jacksonville, FL, 32214	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401645	CLM	Donna Perez	2005-06-03	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105812	ENR	Joe M Floras	1977-12-18	UHC-45040-71	6988253862	8481 River Rd, Plano, TX, 75008	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-111108	ENR	Jeffrey Q Cole	1977-02-28	UHC-04748-44	9754180415	5125 Camelback Rd, Austin, TX, 78759	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100979	ENR	Wayne U Duncan	1946-04-15	UHC-81346-56	3663589837	7593 Market St, Mesa, AZ, 85293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57767	TPA	Mateo Willis	2002-03-22	—	—	9421 Mesa Dr, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134093	ENR	Billy Roberts	1987-12-26	UHC-41667-60	4443435571	8297 Willow Ct, Los Angeles, CA, 90022	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25603	PRV	Carolyn Pierce	1990-11-13	UHC-31172-20	8409420975	2381 Mountain View Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138883	ENR	Patrick Gutierrez	1945-07-15	UHC-23084-68	2734832484	7750 Camelback Rd, Austin, TX, 78726	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58273	TPA	Paul White	1995-03-22	—	—	3950 Elm St, Seattle, WA, 98132	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429741	CLM	Natalie Harris	1981-07-10	UHC-37941-06	—	6116 Forest Ave, Plano, TX, 75042	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139065	ENR	Bill Reid	1971-12-19	UHC-20802-41	6365664658	200 Maple Ave, Los Angeles, CA, 90068	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-405022	CLM	Willie Cole	1958-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406031	CLM	Gerald V Santos	1975-06-28	UHC-52170-31	—	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418764	CLM	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125865	ENR	Weber D Judy	1951-08-07	UHC-42362-55	6964537777	4384 Spring St, Los Angeles, CA, 90081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108256	ENR	Dougllas Hill	1959-03-08	UHC-75025-83	9306379041	2821 Jefferson Ave, Columbus, OH, 43254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117077	ENR	Camila E Weaver	1976-10-02	UHC-76555-39	5518171644	1120 Spring St, Tempe, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431456	CLM	Shaw R Nathan	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411674	CLM	Guzman Grace	1982-12-19	—	7566431855	3690 Central Ave, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128847	ENR	Lori H Taylor	1967-07-21	UHC-76648-46	3844298442	4299 Maple Ave, Nashville, TN, 37248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24791	PRV	Omar Williamson	1954-08-11	—	3753342692	3803 Willow Ct, Scottsdale, AZ, 85267	0.76	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-400771	CLM	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58666	TPA	Lisa Y Young	1964-10-21	—	—	2499 Elm St, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23621	PRV	Carlos Y Guerrro	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127917	ENR	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139772	ENR	Ann G Porter	1956-03-27	UHC-37079-31	8225937067	2857 Canyon Rd, Minneapolis, MN, 55485	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136824	ENR	Roy I Carlsoon	1946-04-13	UHC-25505-83	3555829114	2625 Union St, Phoenix, AZ, 85095	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-25494	PRV	Miller S Santiago	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
PRV-21727	PRV	Kathryn Harvey	1999-12-05	—	—	1314 Main St, Mesa, AZ, 85254	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418848	CLM	Jeremy Harvey	1996-07-23	—	—	8130 Jefferson Ave, Houston, TX, 77040	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-115894	ENR	Ruth G Dunn	2002-12-22	UHC-79382-41	2749477649	1310 Apache Blvd, Tampa, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-51890	TPA	Amy Hanson	1938-10-03	—	—	8796 Bayshore Dr, Columbus, OH, 43240	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141416	ENR	Mary M Freeman	1989-10-16	UHC-37577-98	8805001708	2156 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111219	ENR	Brenda Obrien	2004-09-12	UHC-84176-83	3253975238	2758 Jefferson Ave, Denver, CO, 80263	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409561	CLM	Elizabeth Olson	1982-01-28	—	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51944	TPA	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more

4,010 rows, page 45 of 81Previous Next