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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102490	ENR	Camila F Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-119579	ENR	Brenda Wood	1976-07-03	UHC-45323-67	—	47 Maple Ave, Glendale, AZ, 85320	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-122723	ENR	Alexander N Cruz	1939-10-24	UHC-37791-88	6322530751	3701 Sage Ct, Plano, TX	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-138065	ENR	Marilyn Matthews	1961-05-19	UHC-75503-07	5332114737	6552 Canyon Rd, Atlanta, GA, 30352	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-122278	ENR	Michael I Fisher	2008-03-22	UHC-99907-59	8183022977	1291 Bayshore Dr, Miami, FL, 33109	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-141535	ENR	Isabella Franklin	1973-04-07	UHC-14942-32	3435136420	3386 Elm St, Jacksonville, FL, 32258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-122211	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	6739321900	7086 Cedar Ln, San Antonio, TX, 78281	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-109358	ENR	Isabella L Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.70	Name split from “Last, First”State name converted to code Email lower-cased
ENR-123904	ENR	Gregory F Perez	1948-09-26	UHC-88894-40	5003039249	3026 Valley View Dr, Charlotte, NC, 28285	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-108516	ENR	Heather I Roze	1982-05-02	UHC-34695-21	—	8623 Sage Ct, Houston, TX, 77089	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
ENR-102005	ENR	Sophia Knight	1952-06-02	UHC-81254-07	—	6841 Bayshore Dr, Tampa, FL, 33637	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-119182	ENR	Lisa Fuller	2006-05-09	UHC-66030-92	—	3202 Jefferson Ave # 323, Mesa, AZ, 85249	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
ENR-112350	ENR	Cynthia Morgan	1985-01-11	UHC-29035-01	8834590193	1084 Canyon Rd, Charlotte, NC, 28271	0.70	Name split from “Last, First”State code upper-cased Gender normalised
ENR-141032	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ, 85211	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-131936	ENR	Carlos Santos	2002-10-11	UHC-61500-50	2836004760	5866 Main St, Tempe, AZ, 85262	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-118445	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-118446	ENR	Roy Vega	1970-07-13	UHC-75367-91	6222301453	301 Oak St, Tampa, FL, 33678	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-119800	ENR	Christine D Mejia	1945-11-20	UHC-22167-31	8785758153	6041 Lincoln Way, Orlando, FL, 32808	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-118863	ENR	Bobby Q Evans	1976-07-03	UHC-75183-23	3658364507	6622 Maple Ave, Sacramento, CA, 95876	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-142842	ENR	Jyoce U Vazuqez	2005-12-23	UHC-80751-33	5914665163	2913 Lake View Rd, Eden Prairie, MN, 55309	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-125363	ENR	Margaret M Chen	2006-03-02	UHC-30588-83	9397831372	5495 River Rd, Seattle, WA, 98135	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-141019	ENR	Martha P Riec	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-135502	ENR	Teresa X Lewis	1966-01-18	UHC-51552-04	—	3555 Mesa Dr, Miami, FL, 33163	0.70	Name split from “Last, First”Phone missing area code Email lower-cased
ENR-137713	ENR	Diego Hart	1945-05-14	UHC-89165-05	3394544114	6882 Indian School Rd, Denver, CO, 80225	0.70	Name split from “Last, First”Phone reformatted SSN last four extracted
ENR-136163	ENR	Alexis A Salazar	2003-10-05	UHC-58806-09	—	—	0.70	Name split from “Last, First”Email lower-cased Gender normalised
ENR-123905	ENR	Janet Sullivan	2006-09-09	UHC-30448-70	—	9801 Desert Sky Blvd, Austin, TX, 78760	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
ENR-114500	ENR	Mei Hudson	1961-05-03	UHC-21510-91	2546809363	6252 Ocean Ave, Tampa, FL, 33610	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-103751	ENR	Jerry B Murray	1986-02-06	UHC-55351-47	6213996616	7532 Cedar Ln # 796, Nashville, TN, 37277	0.70	Name split from “Last, First”Unit split from street Whitespace trimmed
ENR-113273	ENR	Brenda I Watkins	1970-04-22	UHC-95987-55	3154705866	5769 Camelback Rd, Atlanta, GA, 30317	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-134214	ENR	Alan J Mendez	1989-12-20	UHC-58994-94	8988638887	3528 Meadow Ln, Scottsdale, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
ENR-105176	ENR	Mark I Espinoza	1973-01-15	UHC-15956-12	—	3873 Bayshore Dr, Tucson, AZ, 85791	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-129253	ENR	Omar G Myers	1982-12-01	UHC-34991-32	—	7679 Maple Ave, Orlando, FL, 32865	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-104822	ENR	Jason Kim	1986-12-17	UHC-17134-05	3477553904	2789 River Rd, Sacramento, CA, 95857	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-114259	ENR	Willie B Gonzales	2008-09-23	UHC-76085-13	8395498872	4425 Indian School Rd, Austin, TX, 78795	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
ENR-129310	ENR	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.70	Name split from “Last, First”ZIP+4 trimmed Email lower-cased
ENR-119906	ENR	Omar Z Richardson	1973-05-16	UHC-04522-73	3039425383	903 Broadway, Tampa, FL, 33633	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-129529	ENR	Valentina A Bishop	2000-02-12	UHC-57008-16	9685284446	3270 Central Ave, Fresno, CA	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-130790	ENR	Theresa Z Reyes	1943-03-20	UHC-09610-32	7475736121	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-124148	ENR	Dot W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.72	Name split from “Last, First”Gender normalised
ENR-100295	ENR	Isabella N Fernandez	1959-07-24	UHC-84816-78	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.72	Name split from “Last, First”State name converted to code
ENR-113127	ENR	Janet McCoy	1976-12-24	UHC-37710-07	—	1573 Grand Ave, Scottsdale, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-114268	ENR	Hannah Dixon	1984-01-07	UHC-63529-48	6799192947	2538 Union St Apt 29, Nashville, TN, 37268	0.72	Name split from “Last, First”Unit split from street
ENR-133994	ENR	Douglas James	1988-04-13	UHC-97790-97	—	1982 Church St, Minneapolis, MN, 55466	0.72	Name split from “Last, First”Two-digit birth year
ENR-130986	ENR	Priya Reid	2007-06-19	UHC-78064-90	4934929967	9104 Ridge Rd, Chandler, AZ	0.72	Name split from “Last, First”ZIP missing
ENR-111251	ENR	Kathy Matthews	1998-02-01	UHC-70356-45	5295022379	5746 Church St # 868, Fresno, CA, 93731	0.72	Name split from “Last, First”Unit split from street
ENR-132883	ENR	Amanda A Simmons	1945-02-14	UHC-72306-59	2098525970	4107 Indian School Rd, San Diego, CA, 92111	0.72	Name split from “Last, First”State name converted to code
ENR-113261	ENR	Randy Mason	1959-10-09	UHC-99251-17	—	3911 Lincoln Way, Scottsdale, AZ, 85205	0.72	Name split from “Last, First”State name converted to code
ENR-122758	ENR	Rebecca X Chavez	1986-12-03	UHC-60022-24	3557102982	6705 Cedar Ln, Miami, FL, 33175	0.72	Name split from “Last, First”State name converted to code
ENR-131540	ENR	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140419	ENR	Carolyn Simmons	1960-04-05	UHC-93810-96	8766516529	—	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more

4,309 rows, page 70 of 87Previous Next