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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132454	ENR	Lwarence U Ramirez	1971-02-09	UHC-73167-84	7125755715	863 Bayshore Dr, Los Angeles, CA, 90061	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-419978	CLM	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St, Las Vegas, NV, 89106	0.82	Member ID reformatted State name converted to code Whitespace trimmed
TPA-57578	TPA	Amber Harvey	1998-10-18	UHC-45573-36	7266256662	6154 Main St, Dallas, TX	0.82	Date of birth reformatted Member ID reformatted ZIP missing
ENR-130025	ENR	Ruth Jackson	2003-08-16	UHC-45883-35	7248121502	8808 Camelback Rd, Las Vegas, NV, 89110	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-411405	CLM	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432582	CLM	Charlotte Ross	2004-10-21	UHC-74607-96	—	3803 Willow Ct Apt 38, Houston, TX, 77017	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-411868	CLM	Ronald P Vasquez	1941-12-01	UHC-38639-35	—	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-102714	ENR	Aaron F Reyes	1978-03-17	UHC-11041-58	5257134253	8629 Indian School Rd, Denver, CO, 80225	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-135868	ENR	Keith L Wheeler	1952-02-22	UHC-48227-16	9336086302	1930 Park Pl, Scottsdale, AZ, 85289	0.82	Member ID reformatted City re-cased Gender normalised
CLM-402052	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-411479	CLM	Margaret Cruz	2001-01-09	UHC-61807-71	7919638151	—	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-141813	ENR	Natalie K Daniels	1951-11-18	UHC-67354-43	6543049510	1690 Pine Dr, Eden Prairie, MN, 55375	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
ENR-138428	ENR	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr, Gilbert, AZ	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-129135	ENR	Dorothy Torres	2001-10-01	UHC-96126-68	3355042668	8557 Washington St, Dallas, TX, 75287	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-107054	ENR	Wayne O Hicks	1976-11-16	UHC-66551-72	3856043701	7925 Canyon Rd, Las Vegas, NV, 89126	0.82	Member ID reformatted Street suffix standardised Address re-cased
TPA-60494	TPA	Kevin G Fwler	1963-10-01	UHC-05853-80	—	—	0.82	Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-410865	CLM	Jacqueline Flores	1939-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.82	Two-digit birth year Member ID reformatted Email lower-cased
ENR-112705	ENR	Aisha Stephens	1996-04-17	UHC-23263-89	7065044094	8800 Grand Ave, Dallas, TX, 75255	0.82	Two-digit birth year Phone reformatted Member ID reformatted
PRV-27618	PRV	Matt Morrison	1950-04-22	UHC-11689-47	4068912755	9655 Sunset Blvd, Eden Prairie, MN	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-125871	ENR	Stephanie V Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.82	Name split from “Last, First”Member ID reformatted Whitespace trimmed
CLM-419223	CLM	Amy Carroll	1993-12-13	UHC-63613-61	—	3972 River Rd, Atlanta, GA, 30398	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-421678	CLM	Yuki Gonzales	1983-06-23	UHC-45856-82	—	7979 Pine Dr, Charlotte, NC, 28244	0.82	Member ID reformatted State name converted to code Placeholder values cleared
ENR-109405	ENR	Ana I Price	1949-12-07	UHC-64901-14	5512031933	605 Broadway, Jacksonville, FL, 32257	0.82	Phone reformatted Member ID reformatted Gender normalised
CLM-429332	CLM	Maria Carlson	1955-09-12	UHC-01702-71	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-122637	ENR	Luis G Johnson	1965-07-02	UHC-05639-79	4345598784	6988 Valley View Dr, Jacksonville, FL	0.82	Date of birth reformatted Member ID reformatted ZIP missing
ENR-118943	ENR	Ahmed Jones	1943-03-22	UHC-81105-23	3932081531	2851 Indian School Rd, Miami, FL, 33127	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-126943	ENR	Philip L Holmes	1963-12-14	UHC-83762-30	5527026796	9662 Indian School Rd, Gilbert, AZ, 85255	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-417816	CLM	Karen H Bisop	1939-10-24	UHC-65250-19	—	1677 Lincoln Way, Atlanta, GA, 30360	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-103350	ENR	Martha X Hamilton	1972-02-23	UHC-32440-74	4747774134	8699 Lincoln Way, Charlotte, NC, 28295	0.82	Date of birth reformatted Member ID reformatted Gender normalised
CLM-404726	CLM	—Junk	1993-10-09	UHC-57400-21	—	509 Sunset Blvd, Tucson, AZ, 85751	0.82	Member ID reformatted Placeholder values cleared No usable name (quarantined)
ENR-119547	ENR	Abigail Z Brooks	1992-04-21	UHC-31101-36	5104388223	3405 Harbor Blvd, Orlando, FL, 32801	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-142685	ENR	Jerry Marquez	1946-08-18	UHC-22532-24	2458358922	5862 Highland Ave, Fresno, CA, 93756	0.82	Date of birth reformatted Member ID reformatted ZIP+4 trimmed
ENR-113190	ENR	Pamela P Hciks	1990-09-04	UHC-20829-55	2336900495	406 Cedar Ln # 228, Jacksonville, FL, 32264	0.82	Date of birth reformatted Member ID reformatted Unit split from street
PRV-25952	PRV	Christina Hunter	—	UHC-22457-29	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.82	Date of birth unreadable Member ID reformatted Placeholder values cleared
ENR-142069	ENR	Nicholas Hill	—	UHC-19819-24	5237625924	7755 Canyon Rd, Los Angeles, CA, 90089	0.82	Date of birth missing Member ID reformatted Whitespace trimmed
ENR-113882	ENR	Camila V Hayes	1982-03-02	UHC-61795-18	8904714263	2645 Willow Ct, Chandler, AZ, 85232	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-124817	ENR	Douglas McDonald	1959-11-11	UHC-18708-72	—	6907 Valley View Dr, Austin, TX, 78704	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-101099	ENR	Yuki S Fernandez	1966-03-28	UHC-74167-37	7228011236	9530 Indian School Rd, Mesa, AZ, 85291	0.82	Member ID reformatted Email lower-cased Gender normalised
ENR-115831	ENR	Samantha M Jimenez	2002-10-04	UHC-45609-04	9484296920	8491 Indian School Rd, Tempe, AZ, 85296	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
ENR-103523	ENR	Emily F Rose	1979-09-06	UHC-71747-37	4764805595	887 Oak St, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
TPA-62327	TPA	Larson Keith	1994-01-19	UHC-83530-31	—	6408 Lincoln Way, Los Angeles, CA, 90046	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-142703	ENR	Janet Hernandez	1973-05-06	UHC-29418-37	—	37 Oak St Apt 25, Orlando, FL, 32823	0.84	Member ID reformatted Unit split from street
ENR-131104	ENR	Diana Taylor	1944-11-15	UHC-62606-84	5392981386	1016 Lincoln Way, Columbus, OH, 43208	0.84	Member ID reformatted Gender normalised
ENR-120894	ENR	Amber Jones	1998-10-18	UHC-67006-65	—	8598 Sage Ct, Nashville, TN, 37223	0.84	Two-digit birth year Member ID reformatted
ENR-122061	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
ENR-122062	ENR	Logan Taylor	1982-08-28	UHC-41442-10	4464912602	1147 Valley View Dr, Austin, TX, 78749	0.84	Name split from “Last, First”Member ID reformatted
CLM-400230	CLM	Austin Stone	1949-11-17	UHC-55219-48	—	4169 Jefferson Ave, Chandler, AZ, 85252	0.84	Member ID reformatted ZIP+4 trimmed
ENR-100604	ENR	Austin P Fernandez	2005-10-03	UHC-56488-11	7618706180	—	0.84	Member ID reformatted Gender normalised
ENR-130260	ENR	Scott Shaw	1980-08-26	UHC-01070-50	9047442603	6262 Highland Ave, Atlanta, GA, 30393	0.84	Two-digit birth year Member ID reformatted
ENR-138277	ENR	Ashley J Hall	1959-07-24	UHC-37221-22	3874342858	4977 Maple Ave, Los Angeles, CA, 90038	0.84	Member ID reformatted ZIP+4 trimmed

7,723 rows, page 123 of 155Previous Next