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 “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-124637	ENR	Ralph Z Bell	1976-11-03	UHC-11833-22	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-139075	ENR	Charles X Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-117064	ENR	Benjamin X Chen	1976-09-15	UHC-26104-20	6567646035	1923 River Rd, Seattle, WA, 98142	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-115167	ENR	Jacqueline T Gordon	1998-12-27	UHC-92157-39	5558135341	4678 Lake View Rd, Denver, CO, 80297	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-132605	ENR	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-124998	ENR	Paul Day	1964-04-04	UHC-00815-96	8349592336	6952 Bayshore Dr, Minneapolis, MN, 55433	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-106373	ENR	Margaret L Little	1946-07-05	UHC-72661-22	2825066976	7966 Elm St Apt 13, Sacramento, CA, 95895	0.68	Phone reformatted Unit split from street City re-cased Gender normalised
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-127801	ENR	Brittany Sims	2005-12-05	UHC-14515-15	5859619603	4847 Spring St, Mesa, AZ, 85226	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-142959	ENR	Randy M Riely	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-133148	ENR	Samantha D Valdez	1973-04-02	UHC-63204-93	8598316933	7008 Washington St, Denver, CO, 80273	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-104404	ENR	Emily A Taylor	1973-05-08	UHC-04283-86	7697849269	3820 Forest Ave, Sacramento, CA, 95885	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-115336	ENR	Adam P Alvarado	1941-02-23	UHC-25176-33	5938996010	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-139969	ENR	Mariana T Cook	1990-12-09	UHC-97803-20	5075454453	7964 Bayshore Dr, Columbus, OH	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
ENR-105082	ENR	Linda McCoy	1948-12-02	UHC-27992-22	3624671261	69 Sunset Blvd, Tempe, AZ, 85291	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-126176	ENR	Wayne Campbell	—	UHC-79401-10	7167177070	8279 Desert Sky Blvd, Columbus, OH, 43231	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
ENR-121167	ENR	Hannah Simpson	1995-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 733, Tucson, AZ, 85725	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-126257	ENR	Sofia Q Mitchell	1977-09-28	UHC-13416-69	8074934978	4159 Baseline Rd, Mesa, AZ, 85289	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-112410	ENR	Sophia I Jenkins	1960-06-23	—	6293895354	1604 River Rd, Orlando, FL, 32822	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-108682	ENR	Roger B Patel	1944-11-04	UHC-80721-12	6635326181	4678 Lincoln Way, Plano, TX, 75074	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115528	ENR	Gary V Espynoza	1948-04-18	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-138977	ENR	Mark Li	1996-11-20	UHC-93308-91	3043246343	4867 Baseline Rd, Miami, FL, 33136	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-114740	ENR	Gabriel Castillo	1990-10-01	UHC-46808-96	3968841043	1163 Church St Apt 2, Plano, TX, 75066	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-112186	ENR	Douglas Harris	1941-12-09	UHC-15357-52	9069937845	5994 Church St, Fresno, CA, 93781	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129292	ENR	Scott M Rogers	1988-08-13	UHC-29100-74	—	8882 Baseline Rd, Eden Prairie, MN, 55385	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-104975	ENR	Lucia Q Hensen	1978-08-27	UHC-11890-19	—	3199 Elm St, Phoenix, AZ, 85075	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-140820	ENR	George Jones	2006-12-09	UHC-24975-70	8888782530	3287 Lincoln Way, Atlanta, GA, 30333	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-140821	ENR	George Jones	2006-12-09	UHC-24975-70	8888782530	3287 Lincoln Way, Atlanta, GA, 30333	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-122276	ENR	Janice K Johnson	1970-03-24	UHC-67461-55	7298743832	1070 Apache Blvd, San Diego, CA, 92198	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-124387	ENR	Santiago S Miller	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.68	Phone reformatted State name converted to code Gender normalised Plan code upper-cased
ENR-129274	ENR	Ethan Oliver	1938-11-05	UHC-62085-27	2193289700	646 Ridge Rd, Sacramento, CA	0.68	Phone reformatted City re-cased ZIP missing Gender normalised
ENR-126771	ENR	Cynthia Z Silva	1957-06-20	UHC-94337-87	7168928634	434 Highland Ave, Nashville, TN, 37233	0.68	Middle initial moved out of first name Name re-cased Date of birth reformatted Gender normalised
ENR-108338	ENR	Joyce S Ray	1942-05-09	UHC-45796-43	3475552834	80 Meadow Ln, Columbus, OH, 43259	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-141162	ENR	Carl T Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-101929	ENR	Martha Carter	1989-09-22	UHC-40028-30	—	8319 Lake View Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-128300	ENR	Paul X Jordan	1958-10-24	UHC-04379-22	7983518967	3424 Apache Blvd, Los Angeles, CA, 90020	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-133474	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-137690	ENR	Joan Waber	1956-02-06	UHC-81180-90	8395974612	1837 Sunset Blvd, Atlanta, GA, 30394	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-141724	ENR	Alan Lawson	1984-02-08	UHC-13188-22	7385053770	3209 Lincoln Way Apt 30, Glendale, AZ, 85315	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-131263	ENR	Larry J Medina	1993-12-02	UHC-84410-11	6682384028	9134 Desert Sky Blvd, San Antonio, TX, 78211	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-130760	ENR	Ruth Clark	1982-10-24	UHC-55596-08	9542127533	2811 Apache Blvd, Nashville, TN, 37260	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-108786	ENR	Kathryn Hanson	1993-08-09	UHC-15065-80	7929595332	7880 Main St, Denver, CO, 80258	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
ENR-131323	ENR	Tyler O Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St, Los Angeles, CA, 90056	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-126951	ENR	Martha D Gardner	1944-05-13	UHC-33697-52	2579837123	3192 Sunset Blvd, Gilbert, AZ, 85215	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-108079	ENR	Austin Robertson	1968-04-21	UHC-38894-44	2078587613	8721 Palm Dr, Las Vegas, NV, 89127	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-119737	ENR	Arjun P Knight	1947-05-20	UHC-49813-17	9459840769	5006 Palm Dr, Eden Prairie, MN	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-125723	ENR	Terry Y Banks	1947-12-03	UHC-30407-95	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-134544	ENR	Christian J Jenkins	—	UHC-54136-63	9337836522	5840 Broadway, Mesa, AZ, 85256	0.68	Date of birth missing Phone reformatted City re-cased Gender normalised

7,326 rows, page 111 of 147Previous Next