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 “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-105024	ENR	Raymond W Ramos	2003-12-14	UHC-67665-29	5749491412	2185 Church St, Minneapolis, MN, 55488	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-100745	ENR	Catherine Hill	1964-12-24	UHC-14417-58	—	3566 Sage Ct, Las Vegas, NV, 89176	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-119814	ENR	Nataliie Cox	1970-06-19	UHC-74879-57	—	6215 Baseline Rd, Glendale, AZ, 85397	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117363	ENR	Arjun C Cruz	2002-01-18	UHC-63818-91	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117364	ENR	Arjun C Cruz	2002-01-18	UHC-63818-91	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129225	ENR	Jacob C Anderson	1939-07-06	UHC-85935-92	5025547768	2590 Maple Ave, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-100108	ENR	Patricia N Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-104329	ENR	Alexis Garcia	1951-06-27	UHC-88771-94	7847261760	9065 Desert Sky Blvd, Charlotte, NC, 28215	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137677	ENR	Danielel Chapman	1999-07-14	UHC-95208-34	8683447811	611 Mesa Dr, Los Angeles, CA, 90051	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115613	ENR	Carolyn A King	1965-06-16	UHC-10826-38	9654440229	3074 River Rd, Las Vegas, NV, 89111	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116631	ENR	George P Vasquez	2007-11-14	UHC-45591-16	2568951862	7870 River Rd, Plano, TX, 75085	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-127439	ENR	William C Castro	1978-03-24	UHC-34758-35	8628238259	5084 Park Pl, Eden Prairie, MN, 55342	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-129593	ENR	Jerry V Howward	1964-11-01	UHC-23716-07	7605309171	7324 Meadow Ln # 345, Los Angeles, CA, 90066	0.78	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-142642	ENR	Dylan Hansen	2006-12-04	UHC-66853-55	4332691893	4894 Union St Apt 37, Tempe, AZ, 85246	0.78	Date of birth reformatted Unit split from street State code upper-cased Email lower-cased+1 more
ENR-105130	ENR	Jennifer A Jonees	1940-12-22	UHC-53450-73	—	3202 Highland Ave, Jacksonville, FL, 32271	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134284	ENR	Lori P Daniels	1983-08-06	UHC-46838-73	—	5843 Baseline Rd, Fresno, CA, 93704	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-142301	ENR	Kathryn V Bryant	1968-01-25	UHC-78247-83	3027216377	4127 Pine Dr, Plano, TX, 75066	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-106668	ENR	Alan Aguilar	1941-11-05	UHC-72077-72	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-108057	ENR	Beverly H Castro	1979-07-15	UHC-58154-60	3343950262	7982 Willow Ct, Nashville, TN, 37256	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110776	ENR	Denise Thomas	1986-06-26	—	3374672726	9077 Mesa Dr, Atlanta, GA, 30387	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-106793	ENR	Lisa Gilbert	1950-09-21	UHC-20142-82	—	8003 Highland Ave, Eden Prairie, MN, 55386	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-108229	ENR	Sean R Nunez	1946-12-24	UHC-79276-66	2597355649	2767 Ridge Rd, San Diego, CA, 92126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136362	ENR	Bobby I Wheeler	1938-08-22	UHC-95914-31	9303580117	8604 Camelback Rd, Plano, TX, 75018	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104589	ENR	Pamela Thompson	1981-12-15	UHC-13349-08	4836831585	99 Valley View Dr, Glendale, AZ, 85374	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112437	ENR	Sandra X Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct, Chandler, AZ, 85292	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118055	ENR	Jerry I Vasquez	1939-08-13	UHC-41128-37	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
ENR-132247	ENR	Andrea Johnson	1953-11-07	UHC-99721-23	4137705151	7266 Highland Ave, Glendale, AZ, 85332	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-117624	ENR	Valentina Rice	1956-06-23	UHC-63637-02	4996159647	5500 Broadway, Dallas, TX, 75282	0.78	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-108082	ENR	Pat Diaz	1988-12-12	UHC-24304-39	2249143798	1160 Washington St, Minneapolis, MN, 55427	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-112338	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-101878	ENR	Christine L Jonhson	1998-02-17	UHC-44743-23	2878155368	7016 Church St, Sacramento, CA, 95858	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137150	ENR	Bradley Reid	1942-07-17	UHC-47427-04	8359743704	9195 Meadow Ln, Jacksonville, FL, 32243	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124904	ENR	Aaron Garza	2001-11-06	UHC-85827-34	4669492728	9629 Central Ave, Glendale, AZ, 85311	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133634	ENR	Richard Montgomery	1971-02-03	UHC-26592-48	8363666639	1231 Market St, Nashville, TN, 37293	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138935	ENR	Julie Z Patel	1978-02-18	UHC-60673-74	7727632573	5216 Central Ave, San Antonio, TX	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+1 more
ENR-128485	ENR	Isabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103831	ENR	Kayla G Romero	1997-06-11	UHC-53695-41	5576177259	18 Central Ave, Glendale, AZ	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-133129	ENR	Ben M Knight	1947-07-01	UHC-82305-91	—	5766 Sunset Blvd, Atlanta, GA, 30341	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-121779	ENR	Bradley I Santiago	1955-10-16	UHC-33469-09	5278922307	9837 Palm Dr, San Antonio, TX, 78201	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136472	ENR	John Z Phillips	1968-05-03	UHC-80528-22	5335792886	7931 Highland Ave, Denver, CO, 80265	0.78	Two-digit birth year Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-135794	ENR	Walter G Ramirez	—	UHC-14008-83	7755666035	217 Park Pl, Miami, FL, 33105	0.78	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+1 more
ENR-121246	ENR	Kayla S Riley	2004-02-12	UHC-19964-66	5012211052	2261 River Rd, Dallas, TX, 75285	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117566	ENR	Lauren Grant	2004-10-28	UHC-01346-09	8502877272	7880 Ridge Rd, Miami, FL, 33125	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-119555	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	7657 Canyon Rd, Denver, CO, 80285	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-119647	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-119646	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-109215	ENR	Ann U Jensen	1970-07-14	UHC-97263-25	5404314712	6086 Union St, Los Angeles, CA, 90092	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102359	ENR	Isabella F Payne	1968-08-14	UHC-31430-96	—	4932 Highland Ave, Jacksonville, FL, 32266	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-109789	ENR	Edward M Mreno	1994-11-20	—	4806532070	1636 Lake View Rd, Gilbert, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-123803	ENR	Logan Z Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more

1,918 rows, page 25 of 39Previous Next