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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134683	ENR	Zachary Singh	1990-02-18	UHC-98925-66	8158601031	3965 Park Pl, Mesa, AZ, 85221	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-115052	ENR	Danielle D Vega	1984-02-13	UHC-85739-49	7906443982	3233 Jefferson Ave, San Antonio, TX, 78295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107709	ENR	Gary Y Garrett	2004-12-26	UHC-54493-06	8283124416	3184 Broadway, Tempe, AZ, 85255	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-128172	ENR	Maria Q Garcia	1981-09-10	UHC-26872-43	6287714238	3787 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-118027	ENR	Gerald W Scott	1942-08-24	UHC-63185-93	3964549640	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-114662	ENR	Dyylan Palmer	2003-10-15	UHC-54824-76	8592910532	2321 Mesa Dr, Chandler, AZ, 85278	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-112162	ENR	Olivia G Ramos	1998-07-18	UHC-74736-34	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109538	ENR	Samuel Rojas	1980-08-07	UHC-84537-44	9248834409	4200 Central Ave, Tampa, FL, 33698	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133602	ENR	Arjun O Jensen	1978-03-02	UHC-55251-35	3204151379	7875 River Rd, Las Vegas, NV, 89115	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106631	ENR	Billy Patterson	2002-12-19	UHC-96702-84	2697579408	6775 Willow Ct, Houston, TX, 77019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111087	ENR	Patricia H Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd, Denver, CO, 80237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101255	ENR	Aaron Parker	1978-02-21	UHC-40195-45	—	4641 Palm Dr, Denver, CO	0.76	Member ID reformatted City re-cased ZIP missing Plan code upper-cased+2 more
ENR-129571	ENR	Patrick P Reies	1964-02-17	UHC-07772-72	4496561434	2939 Mesa Dr, Plano, TX, 75060	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118709	ENR	Jason Stephens	1988-09-23	UHC-81155-29	4782435297	4786 Union St, Fresno, CA, 93780	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120897	ENR	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126501	ENR	Adam Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114148	ENR	William Dominguez	1944-02-21	UHC-29789-20	8795196575	716 Maple Ave, Fresno, CA, 93759	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-141481	ENR	Ethan V Kim	1972-01-09	UHC-19660-26	4367579202	3734 Grand Ave, Gilbert, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122576	ENR	Tim Wogn	1965-08-08	UHC-78337-47	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110880	ENR	Helen S Miller	1947-08-21	UHC-02371-93	4167295976	999 Willow Ct, Tampa, FL, 33695	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111744	ENR	Tyler Y Nguyne	1992-11-10	UHC-08002-13	2512665547	857 Cedar Ln, Scottsdale, AZ, 85266	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131177	ENR	Marc O Baarnes	1976-12-18	UHC-28940-99	2998604333	5166 Indian School Rd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102413	ENR	Sandra Hughes	1952-01-10	UHC-80842-64	7793805453	5269 Grand Ave, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110387	ENR	Amber Smith	1988-08-06	UHC-70500-58	—	5727 Market St, Las Vegas, NV, 89193	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-132261	ENR	Moreno G Timothy	1950-01-12	UHC-33145-37	—	3220 Baseline Rd, Houston, TX, 77041	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106622	ENR	George Jensen	1941-11-06	UHC-11856-62	—	5394 Forest Ave, Plano, TX, 75074	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113050	ENR	Martha G Gonzales	1941-04-22	UHC-09453-25	4919825842	1995 Church St, Atlanta, GA	0.76	Name re-cased City re-cased ZIP missing Plan code upper-cased+2 more
ENR-102110	ENR	Ralph C Harper	1950-06-14	UHC-37758-70	8224266008	712 Elm St, Plano, TX, 75055	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121176	ENR	Austin A Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-107084	ENR	Rachel U Reyes	1983-10-25	UHC-60809-53	9707026382	8901 Union St, Minneapolis, MN, 55499	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-129296	ENR	Martha I Dixon	1980-12-27	UHC-22273-83	7392825747	1052 Ocean Ave, Chandler, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-137925	ENR	Shirley P Sims	1955-10-16	UHC-17492-34	—	6513 Sunset Blvd, Gilbert, AZ, 85201	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121727	ENR	Aisha O Rogers	1957-09-18	UHC-32190-46	9487764138	3115 Mountain View Dr, Sacramento, CA, 95801	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124918	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122623	ENR	Mari N Hughes	1996-07-12	UHC-57720-47	5718897528	4875 Spring St, Los Angeles, CA, 90096	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109788	ENR	Ed M Moreno	1994-11-20	UHC-32630-39	4806532070	1636 Lake View Rd, Gilbert, AZ, 85233	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112146	ENR	Jeffrey Clark	1962-10-22	UHC-45965-92	9453380672	353 Elm St, Sacramento, CA, 95821	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140110	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-140109	ENR	Alexander J Lawrence	1974-03-07	UHC-18319-88	—	4292 Grand Ave, Jacksonville, FL, 32279	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-127802	ENR	Sofia A Thompson	1987-07-21	UHC-17637-54	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
ENR-130594	ENR	Charlotte Lawrence	1946-05-15	UHC-14351-68	9099607677	8224 Valley View Dr, Minneapolis, MN, 55457	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135025	ENR	Gregory Palmer	1975-11-04	UHC-49414-59	5074463276	7816 Apache Blvd, Chandler, AZ, 85209	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133239	ENR	Jaacqueline N Bnnett	1968-07-17	UHC-17971-89	7242392930	6998 Ocean Ave, Los Angeles, CA, 90070	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134209	ENR	Amber Schmidt	1967-01-12	UHC-47286-56	—	1386 Elm St, Las Vegas, NV, 89186	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135100	ENR	Bradley Bishop	2001-09-22	UHC-02311-67	3503625688	3761 Oak St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-118930	ENR	Bryan Flores	1958-05-09	UHC-55790-56	5196355859	8892 River Rd, Mesa, AZ, 85222	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-104481	ENR	Kenneth Kim	1955-01-24	UHC-27807-22	4336800687	4182 Sage Ct, Minneapolis, MN, 55420	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117340	ENR	Brian B King	2008-02-14	—	7334316633	6836 Broadway, Sacramento, CA, 95883	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
ENR-110663	ENR	Gregory Guerrero	1967-09-14	UHC-16053-08	4484158094	6620 Mountain View Dr, Phoenix, AZ, 85001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

2,126 rows, page 26 of 43Previous Next