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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134275	ENR	Rick Ray	1989-11-19	UHC-30240-07	6454451229	2365 Mountain View Dr, Sacramento, CA, 95852	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427578	CLM	Dane Ortega	2003-07-13	—	—	913 Valley View Dr, Chandler, AZ, 85233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50380	TPA	Brandon W Russell	1945-07-24	—	—	7081 Main St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105003	ENR	Yuki E Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134978	ENR	Abigail X Santiago	1947-05-18	UHC-93295-36	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53293	TPA	Evelyn Aguilar	1950-07-13	—	—	2316 Ridge Rd, Tampa, FL, 33637	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114852	ENR	Caimla Perkins	1986-01-14	UHC-44220-72	8607602076	3532 Canyon Rd, Scottsdale, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426594	CLM	Keith Dixon	1996-03-02	—	6258133814	6543 Indian School Rd, Mesa, AZ, 85204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412897	CLM	Gregory Delgado	1968-04-21	—	—	4695 Lincoln Way, Austin, TX, 78742	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-134353	ENR	Ahmed B Jones	1950-12-10	UHC-24255-88	6799133691	8576 Valley View Dr, Jacksonville, FL, 32293	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138951	ENR	Mary Welch	1952-07-09	UHC-11680-35	4967713497	5762 Lake View Rd, Miami, FL, 33140	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-141112	ENR	Emma N Fields	1984-01-12	UHC-62616-12	—	5196 Central Ave, Chandler, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53806	TPA	Grace Padilla	1956-02-27	—	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63838	TPA	Dorothy Sandoval	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428366	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23447	PRV	Arthur Chen	—	UHC-64162-33	4968146384	2514 Apache Blvd, Dallas, TX, 75268	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
TPA-53143	TPA	Diaane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29188	PRV	Wei S Cooper	1953-10-25	—	7056088883	5751 River Rd, Chandler, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137991	ENR	Anna Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25417	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25418	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430005	CLM	Yuki F Vasquez	1976-10-23	UHC-11306-08	5813635194	6384 Willow Ct, Denver, CO, 80217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117570	ENR	Paul C Li	2002-09-16	UHC-71953-24	7343084534	1720 Market St, Seattle, WA, 98123	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126226	ENR	Judy Vasquez	—	UHC-36852-38	2642576583	1883 Mountain View Dr, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth missing Phone reformatted Gender normalised+2 more
ENR-105496	ENR	Ronald E Wagner	1982-09-03	UHC-58418-98	8454980399	6787 River Rd, Plano, TX, 75006	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54175	TPA	Victoria Cruz	1988-11-01	—	—	2669 Forest Ave, Glendale, AZ, 85314	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-124347	ENR	Alexander Porter	1964-05-26	UHC-44883-09	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20446	PRV	Stephan Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN, 55392	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415871	CLM	Jose Black	1963-09-14	UHC-66821-16	—	4276 Cedar Ln, Fresno, CA, 93707	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121067	ENR	Amanda Mendoza	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134640	ENR	Fatima P Munoz	1948-01-18	UHC-81574-44	8912550905	295 Harbor Blvd, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121591	ENR	Laura A Blakk	1958-12-07	UHC-92939-08	3702006820	3594 Washington St, Houston, TX, 77092	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51144	TPA	Samuel Gordon	1999-08-21	—	8877886818	906 Church St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-411433	CLM	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	8987 Central Ave, Los Angeles, CA, 90050	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21734	PRV	Walter Rivera	1994-12-28	—	—	2298 Main St, Minneapolis, MN, 55425	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28767	PRV	Betty Hicks	1974-12-13	UHC-35810-71	6556029001	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-130554	ENR	Yang Z Hannah	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more

16,828 rows, page 147 of 337Previous Next