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

Enrollment, 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
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
ENR-105570	ENR	Helen A Reid	1977-12-18	UHC-20237-14	2815645615	1376 Mesa Dr Apt 10, Orlando, FL, 32851	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-138649	ENR	Melissa Burns	1981-06-05	UHC-05550-71	5948590409	5052 Willow Ct Apt 2, Gilbert, AZ, 85218	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-101986	ENR	Carol M Gibson	1938-09-06	UHC-84911-32	9166685987	2201 Market St # 944, Plano, TX, 75022	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-139228	ENR	Melissa Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave # 435, Fresno, CA, 93723	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-108702	ENR	Terry F Kelly	1981-02-01	UHC-39031-08	7678597949	2627 Highland Ave # 743, Phoenix, AZ, 85077	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-133333	ENR	Edward Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St # 474, San Antonio, TX, 78287	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-129527	ENR	Lori Wang	1973-04-24	UHC-32944-06	2679288761	3476 Park Pl Apt 30, Nashville, TN, 37295	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-118332	ENR	Marcus Cole	2006-08-10	UHC-24481-53	4087511612	6687 Canyon Rd # 946, Miami, FL, 33122	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
ENR-131868	ENR	Tricia F Mitchell	1952-07-05	UHC-13997-68	2745877970	7302 Palm Dr Apt 20, Fresno, CA, 93723	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
ENR-109545	ENR	Kim White	1944-07-03	UHC-64583-03	3988542727	6560 Camelback Rd Apt 10, San Antonio, TX, 78255	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-125916	ENR	Valentina B Ramirez	1985-01-05	UHC-86890-39	—	6966 Market St Apt 12, Las Vegas, NV, 89196	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-120736	ENR	Nicole Z Daniels	2002-09-27	UHC-34186-32	2206392988	6952 Central Ave Apt 38, Tampa, FL, 33627	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
ENR-138553	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave Apt 26, Fresno, CA, 93769	0.68	Unit split from street State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-130181	ENR	Ken Q Harvey	1943-05-16	UHC-16434-80	4087407028	7548 Ridge Rd Apt 2, Phoenix, AZ, 85041	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-129931	ENR	Ethan D Jimenez	1980-02-01	UHC-72455-81	4203885627	8963 Indian School Rd # 422, Tempe, AZ, 85205	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-129788	ENR	Ronald I Meyer	1969-12-15	UHC-34548-71	5765375264	9051 Desert Sky Blvd # 227, Austin, TX, 78796	0.68	Name re-cased Unit split from street Gender normalised Whitespace trimmed
ENR-111541	ENR	Timothy L Myers	1948-03-24	UHC-88645-59	3104737877	4105 Mesa Dr # 653, Eden Prairie, MN, 55382	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-120047	ENR	Elijah Hansen	1966-06-28	UHC-64874-13	5639294848	6700 Jefferson Ave # 240, Phoenix, AZ, 85037	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-126509	ENR	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl Apt 22, Eden Prairie, MN, 55347	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-136570	ENR	Laura Arnold	1982-09-24	UHC-85878-69	—	6320 Main St # 150, Scottsdale, AZ, 85283	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-113975	ENR	Kathryn Portr	1976-03-17	UHC-28907-23	6793382184	1943 Broadway Apt 2, Tucson, AZ, 85774	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-134439	ENR	Elijah I Carter	1950-12-19	UHC-89461-46	3656779079	9058 Church St # 188, Mesa, AZ, 85230	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-103085	ENR	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St Apt 4, San Diego, CA, 92101	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
ENR-133202	ENR	Sandra Knight	1956-08-03	UHC-03596-42	—	6368 Willow Ct Apt 24, Tucson, AZ, 85796	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-139158	ENR	Noah Tucker	1993-06-02	UHC-19864-11	6177491703	2659 Park Pl Apt 3, Columbus, OH, 43219	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-103485	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 7, Atlanta, GA, 30382	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-131446	ENR	Timothy Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd # 538, Austin, TX, 78761	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-115151	ENR	Bowman F Katherine	1973-12-10	UHC-03977-71	5567070955	4963 Central Ave # 345, Mesa, AZ, 85286	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-126736	ENR	Lawrence T Nichhols	1979-03-14	UHC-93718-40	9437191549	5355 Forest Ave Apt 13, Atlanta, GA, 30350	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
ENR-125518	ENR	Kathryn Q Riley	1973-02-12	UHC-37171-83	3385952273	9716 Market St # 960, Las Vegas, NV, 89143	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-102334	ENR	Ann S Ryes	1967-04-16	UHC-80982-32	—	10 Jefferson Ave # 851, Mesa, AZ, 85220	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-118850	ENR	Luis A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr Apt 24, Sacramento, CA, 95822	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-121377	ENR	Debra Ray	1978-06-08	UHC-45020-13	2713762726	5864 Sage Ct # 630, Minneapolis, MN, 55419	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-140575	ENR	Sofia C Owens	1972-08-15	UHC-02113-98	3235522546	3376 Central Ave # 749, Denver, CO, 80219	0.68	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased
ENR-115483	ENR	Juan F Kelly	2001-07-25	UHC-79297-20	2058588693	1899 Maple Ave Apt 20, Dallas, TX, 75268	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-122554	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122553	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-114317	ENR	Mary Morales	1998-04-27	UHC-10683-37	9196515365	2249 Broadway # 990, Eden Prairie, MN, 55323	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-111274	ENR	Andrea G Reyes	1948-07-24	UHC-51490-14	8715946856	7208 Elm St Apt 19, Phoenix, AZ, 85084	0.68	Middle initial moved out of first name Phone reformatted Unit split from street Whitespace trimmed
ENR-129337	ENR	Diane C Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St Apt 16, Austin, TX, 78731	0.68	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street
ENR-119776	ENR	Thomas Perez	1975-05-23	UHC-80680-30	—	2001 Park Pl # 105, Glendale, AZ, 85314	0.68	Name re-cased Date of birth reformatted Phone missing area code Unit split from street
ENR-105783	ENR	Billy Franklin	1995-01-24	UHC-14825-01	9498546327	1648 Pine Dr # 598, Nashville, TN, 37282	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-104792	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave Apt 36, Sacramento, CA	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-137831	ENR	Alan Z Nelson	1978-07-11	UHC-35440-27	7365152908	1155 Lincoln Way # 321, Charlotte, NC, 28209	0.68	Phone reformatted Member ID reformatted Unit split from street Gender normalised

3,345 rows, page 51 of 67Previous Next