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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-122942	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	4519807431	4747 Church St # 907, Miami, FL, 33141	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-115756	ENR	Wang Jose	1988-02-03	UHC-58676-07	5579344867	3956 Indian School Rd, Atlanta, GA, 30308	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103130	ENR	Camila Spencer	2008-06-20	UHC-06958-03	—	730 Lake View Rd, Fresno, CA, 93736	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-102622	ENR	Yuki Weber	2002-03-09	UHC-48105-66	5746795371	4223 Harbor Blvd, Los Angeles, CA, 90071	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117060	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ	0.54	Name re-cased Two-digit birth year SSN last four extracted ZIP missing+1 more
ENR-129356	ENR	Isabella K Romero	2004-05-20	UHC-15177-67	4073669981	9224 Apache Blvd, Minneapolis, MN, 55481	0.54	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-129633	ENR	Nancy Myers	1979-02-15	UHC-89328-39	8819443602	667 Sunset Blvd, Nashville, TN, 37285	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107618	ENR	Aisha Austin	1967-10-16	UHC-45784-26	2075844497	8211 Willow Ct, Charlotte, NC, 28295	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-113202	ENR	PJunk	1985-01-23	UHC-31708-64	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.54	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107351	ENR	Rachel Hansen	1985-08-15	UHC-39876-62	4044718557	2713 Sunset Blvd, Gilbert, AZ, 85244	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted SSN last four extracted+1 more
ENR-113123	ENR	Ahmed West	1998-02-07	UHC-52082-68	9032286384	6585 Mountain View Dr, Eden Prairie, MN	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-117409	ENR	Joan A Hamilton	2005-09-16	UHC-96999-97	—	9063 Central Ave, Columbus, OH, 43210	0.54	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+1 more
ENR-102250	ENR	Patricia N Price	1985-05-18	UHC-93968-03	6078748526	8942 Apache Blvd, Phoenix, AZ, 85097	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-110475	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110476	ENR	Willie Q Robertson	1995-12-22	UHC-50774-33	8107844302	7551 Bayshore Dr, Phoenix, AZ, 85026	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-141190	ENR	Christna Bowman	1990-10-08	UHC-26516-08	5475891740	722 Cedar Ln, Austin, TX, 78724	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-140220	ENR	Frances L Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd, Mesa, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141497	ENR	Laura J Nichols	—	UHC-18482-51	5193302410	6981 Willow Ct, Denver, CO, 80281	0.54	Name re-cased Date of birth missing Member ID reformatted SSN last four extracted+1 more
ENR-142181	ENR	Jesse Vasquez	—	UHC-78649-54	5498968259	6969 Indian School Rd, Atlanta, GA, 30331	0.54	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136826	ENR	Kimberly Z Moreno	1979-07-04	UHC-01332-33	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-125818	ENR	Frances I George	1939-02-15	UHC-23464-33	8102616775	4849 Lincoln Way, Minneapolis, MN	0.54	SSN last four extracted State name converted to code ZIP missing Email lower-cased+1 more
ENR-135730	ENR	Catherine R Payne	1963-09-07	UHC-51686-10	6718456954	1795 Central Ave Apt 40, San Antonio, TX, 78229	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-103252	ENR	Peter Scott	1950-11-02	UHC-43722-10	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-104415	ENR	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.54	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111290	ENR	Patricia X Mills	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.54	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109688	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109689	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-138723	ENR	Willis U Jason	1994-01-20	UHC-47418-08	6305161918	5423 Meadow Ln, Gilbert, AZ, 85294	0.56	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased
ENR-129975	ENR	Harris Charlotte	1983-09-03	UHC-33150-54	8834642315	8326 Lake View Rd, Miami, FL, 33190	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised

1,767 rows, page 14 of 36Previous Next