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

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102315	ENR	Susan Q Perkins	1949-04-14	UHC-42064-44	3207650907	6181 Sunset Blvd, San Diego, CA, 92138	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-135517	ENR	Sarah Garcia	1948-11-24	UHC-21658-64	3949503282	4211 Market St, Eden Prairie, MN, 55326	0.92	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed
ENR-107011	ENR	Barbara Simmons	1966-11-20	UHC-72880-67	9159561852	3632 Sunset Blvd, Houston, TX, 77080	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-120297	ENR	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-119688	ENR	Drew Morris	1975-07-12	—	7305586492	7043 Central Ave, Fresno, CA, 93713	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-129100	ENR	Joyce K Reynnolds	1963-10-28	UHC-87463-27	4222081837	3813 Harbor Blvd, Sacramento, CA, 95891	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-135912	ENR	Karen Lne	1961-03-24	UHC-82536-31	—	2769 River Rd, Nashville, TN, 37228	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-127569	ENR	Donna Woods	1993-02-11	UHC-78088-90	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131371	ENR	Victoria D Schmidt	1993-04-02	UHC-78530-25	2554482929	82 Canyon Rd, Orlando, FL, 32861	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-121466	ENR	Sandra Ortega	1980-12-26	UHC-68680-76	8608262700	7314 Hillcrest Rd, Tucson, AZ, 85779	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
ENR-140939	ENR	Priya Matthews	1962-05-08	UHC-39612-05	7805368504	1255 Grand Ave, Gilbert, AZ, 85244	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-119259	ENR	Alan J Ellis	1946-01-13	UHC-70988-35	9427220019	491 Mesa Dr, Gilbert, AZ, 85284	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-103578	ENR	Carol Y Johnston	1943-08-12	UHC-93026-58	5617775468	130 Elm St, Seattle, WA, 98143	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-103682	ENR	Alexander Payne	1942-05-02	UHC-97475-62	5669779485	3178 Cedar Ln, Scottsdale, AZ, 85230	0.92	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed
ENR-113332	ENR	Cheryl E Vazquez	1985-11-15	UHC-23636-43	6724130143	8857 Mountain View Dr, Gilbert, AZ, 85239	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
ENR-131269	ENR	Maria A Nguyen	2004-10-13	UHC-52881-07	—	5263 Lincoln Way, San Antonio, TX, 78236	0.92	City re-cased State code upper-cased Email lower-cased Placeholder values cleared
ENR-130093	ENR	Joe Kennedy	1960-08-10	UHC-16753-86	5083071820	9326 Spring St, Denver, CO, 80262	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-130094	ENR	Joe Kennedy	1960-08-10	UHC-16753-86	5083071820	9326 Spring St, Denver, CO, 80262	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-125864	ENR	Elizabeth U Moreno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.92	Name re-cased Phone reformatted City re-cased State code upper-cased
ENR-118993	ENR	Katherine P Hamilton	1972-08-14	UHC-31549-54	4827739947	3029 Maple Ave, Austin, TX, 78711	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-128211	ENR	Debra U Wells	2008-11-18	UHC-67715-92	9755265061	3738 Lake View Rd, San Diego, CA, 92122	0.92	Date of birth reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-136499	ENR	Ryan Z Williamson	1945-11-13	UHC-58370-80	9318938953	2884 Indian School Rd, Orlando, FL, 32824	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased
ENR-100471	ENR	Danielle Turner	2001-03-28	UHC-41679-22	4216491332	9206 Pine Dr, Columbus, OH, 43226	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-141075	ENR	Matthew Bell	2001-04-16	UHC-24569-46	6264704299	903 Jefferson Ave, Scottsdale, AZ, 85281	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-139621	ENR	Hannah Flores	1954-07-12	UHC-13128-47	5977160199	7702 Main St, Minneapolis, MN, 55432	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
ENR-136333	ENR	Gerald J Cole	1991-12-21	UHC-56705-90	3633755047	3808 Highland Ave, Houston, TX, 77030	0.92	Phone reformatted Member ID reformatted City re-cased State code upper-cased
ENR-139961	ENR	Heather Richards	1941-11-18	UHC-88096-44	6164691563	6390 Broadway, San Antonio, TX, 78292	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122021	ENR	Karen Y Mitchell	1996-06-04	UHC-88403-77	9339211041	4950 Ridge Rd, Orlando, FL, 32831	0.92	Name re-cased State code upper-cased Email lower-cased Whitespace trimmed
ENR-105505	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-106396	ENR	Frank Richards	1949-06-20	UHC-87366-39	—	7427 Union St, Chandler, AZ, 85261	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-127583	ENR	Ruth D Mills	2005-05-13	UHC-50500-21	—	6713 Market St, Tampa, FL, 33618	0.92	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-105213	ENR	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-135482	ENR	Bryan Santiago	2003-02-27	UHC-24972-80	—	6211 Highland Ave, Tempe, AZ, 85258	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-121489	ENR	Naancy M Pierce	1952-06-26	—	6417254685	6321 Willow Ct, Nashville, TN, 37226	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-119245	ENR	Mrilyn Hansen	1962-11-20	UHC-87902-53	4628947106	659 Broadway, Jacksonville, FL, 32295	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-113439	ENR	Teresa T Yang	1939-07-03	UHC-95957-35	5948036884	1298 River Rd, Tempe, AZ, 85245	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118253	ENR	Maria Z Yang	2007-10-28	UHC-66599-90	6939148689	5815 Hillcrest Rd, Los Angeles, CA, 90047	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-139702	ENR	Sharon S Brooks	1973-01-21	UHC-47249-88	4472184819	7716 Church St, Scottsdale, AZ, 85212	0.92	Phone reformatted City re-cased State code upper-cased Plan code upper-cased
ENR-139923	ENR	Luis G Watson	1974-09-26	UHC-67075-45	4788053781	844 Washington St, Gilbert, AZ, 85232	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113859	ENR	Sean Silva	1959-05-03	UHC-15160-88	7673356525	7819 Church St, Chandler, AZ, 85221	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-139628	ENR	Nancy Patel	1973-07-10	UHC-46379-42	—	6370 Mesa Dr, San Antonio, TX, 78209	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased
ENR-139627	ENR	Nancy Patel	1973-07-10	UHC-46379-42	—	6370 Mesa Dr, San Antonio, TX, 78209	0.92	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased
ENR-111214	ENR	Samuel A Payne	1976-12-25	UHC-26523-27	2856540118	3658 Highland Ave, Plano, TX, 75059	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-139713	ENR	Matt Jones	1997-02-25	UHC-15208-83	—	128 Highland Ave, Tucson, AZ, 85787	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-114113	ENR	Zachary Shaw	1965-07-13	UHC-32514-98	7376121456	6728 Market St, Mesa, AZ, 85283	0.92	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed
ENR-124613	ENR	Pal A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA, 93739	0.92	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased
ENR-109283	ENR	Cheryl L Washington	1989-07-02	UHC-88620-10	2015549414	3666 Ridge Rd, Chandler, AZ, 85233	0.92	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed
ENR-101286	ENR	Roy F Stewart	1994-11-02	UHC-89689-30	—	5602 Forest Ave, Jacksonville, FL, 32286	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102836	ENR	Rebbecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-129319	ENR	Brian O Barnes	1984-01-09	UHC-48426-89	—	1011 Meadow Ln, San Antonio, TX, 78281	0.94	City re-cased State code upper-cased Placeholder values cleared

1,918 rows, page 36 of 39Previous Next