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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114353	ENR	Carl N Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-104470	ENR	Janice Little	1980-06-04	UHC-10517-84	2215710456	1594 Indian School Rd, Las Vegas, NV, 89199	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430502	CLM	Pamela Guzman	1982-06-11	—	4095881018	9168 Mountain View Dr, Tempe, AZ, 85257	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-100847	ENR	Sarah D Howell	1966-05-27	UHC-08662-71	2373550725	320 Main St, Austin, TX, 78751	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109824	ENR	Juan J Wong	1992-03-15	UHC-16504-57	7986465537	5751 Union St, Los Angeles, CA, 90043	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123991	ENR	Alan F Ward	1981-08-20	UHC-36246-03	9299486177	117 Mesa Dr, Dallas, TX, 75213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418153	CLM	Hrold K Mejia	1969-10-17	—	—	1262 Willow Ct, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-429557	CLM	Alexis Elliott	1987-05-15	UHC-17159-14	—	1711 Canyon Rd Apt 33, Tempe, AZ, 85260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105125	ENR	Anthony X Jensen	—	UHC-85828-85	8413906782	4054 Church St, Tampa, FL, 33636	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142137	ENR	Barbara Hernandez	1942-08-22	UHC-51058-65	8998436564	7256 River Rd, Glendale, AZ, 85347	0.52	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57860	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128107	ENR	Jack Chavez	1984-03-24	UHC-35215-81	6542024061	2789 Baseline Rd, Eden Prairie, MN, 55379	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140984	ENR	Carlos Thomas	1984-08-16	UHC-19784-35	3103077383	9622 Washington St, Charlotte, NC, 28270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-138991	ENR	Tim Simmons	1957-09-16	UHC-07596-21	6864441659	4725 Ocean Ave, Orlando, FL, 32872	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117899	ENR	Ruth Brooks	1962-11-18	UHC-73684-25	4472187387	298 Church St, Denver, CO, 80237	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138740	ENR	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct # 833, Orlando, FL, 32826	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51624	TPA	Kathryn Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-25025	PRV	Gregory U Woods	1998-03-11	UHC-74086-93	—	2736 Oak St, San Diego, CA, 92136	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-27893	PRV	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-124107	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	3017906448	1996 Elm St, Tampa, FL, 33661	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422762	CLM	Omar Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118590	ENR	Emma Hudson	1975-12-12	UHC-78903-55	9622691542	5153 Sunset Blvd, Phoenix, AZ, 85085	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-56601	TPA	Laura Watkins	1961-02-15	—	—	2762 Willow Ct, Mesa, AZ, 85231	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-27636	PRV	Kathryn Warren	1959-03-12	—	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424167	CLM	Mark Reyes	1985-09-11	—	—	5171 Sage Ct, Gilbert, AZ, 85204	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404337	CLM	Ruth Q Hamilton	1955-10-14	UHC-05019-35	—	8217 Oak St, Phoenix, AZ, 85095	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-58542	TPA	Wei Fisher	2004-10-11	—	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-417231	CLM	Hiroshi Vazquez	1939-07-09	UHC-36775-70	—	1689 Grand Ave, Dallas, TX, 75258	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410694	CLM	David Woods	2007-12-12	—	5716753261	9773 Washington St Apt 24, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127143	ENR	Jack X Alvarez	1998-07-06	UHC-88924-15	3919448494	8357 Cedar Ln, Charlotte, NC, 28268	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 45 of 166Previous Next