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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117313	ENR	Christian Rogers	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137238	ENR	Amber Coleman	1946-07-28	UHC-27097-33	2513047629	1153 Lake View Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140631	ENR	Mateo R Harvey	1969-12-25	UHC-78172-12	5707919171	8811 Mountain View Dr, Las Vegas, NV, 89180	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-125593	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125594	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140973	ENR	Wayne V Romero	1945-03-26	UHC-14479-29	4467868191	7933 Maple Ave, Seattle, WA, 98153	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139105	ENR	Mateo Chen	1996-08-28	UHC-60396-08	7712915703	6374 Jefferson Ave, San Diego, CA, 92129	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118221	ENR	Timothy Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105734	ENR	Brenda Singh	1998-10-19	UHC-87927-23	4368901966	7889 Union St, Seattle, WA, 98138	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136470	ENR	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-110722	ENR	Brandon Ward	2000-06-13	UHC-18572-93	3497913571	1918 Main St, Austin, TX, 78793	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107479	ENR	Eugene G Contreras	1987-08-05	UHC-38123-34	2326752176	1731 Oak St, Eden Prairie, MN, 55377	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129540	ENR	Angela Elliott	1983-05-12	UHC-38998-38	6123315525	1490 Jefferson Ave, Phoenix, AZ, 85071	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104897	ENR	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128812	ENR	Gary V Hill	1955-03-23	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-135323	ENR	Michael Olson	1938-05-19	UHC-99283-82	—	995 Camelback Rd, Tucson, AZ, 85794	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-123903	ENR	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117586	ENR	Lori P Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131870	ENR	Nicholas Kelley	1975-12-01	UHC-74114-72	8367944475	6841 Main St, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101927	ENR	Kayla Peters	1998-02-02	UHC-70168-10	4735053946	7236 Ocean Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128904	ENR	Larry Vazquez	1959-03-18	UHC-08267-68	8523381378	4752 Mountain View Dr, Miami, FL, 33143	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100036	ENR	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	3121 Jefferson Ave, Austin, TX, 78777	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116402	ENR	Samuel V Wong	1946-11-23	UHC-13804-81	5925918015	3726 Hillcrest Rd, Fresno, CA, 93740	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107455	ENR	Barbara U Hanson	1969-12-18	UHC-36092-77	—	4769 Spring St, Austin, TX, 78752	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108194	ENR	Isabella G Howard	1999-03-14	UHC-57509-85	7338988494	8125 Mesa Dr, Eden Prairie, MN, 55326	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114409	ENR	Patrick P Henderson	1943-04-08	UHC-99656-49	—	7023 Lake View Rd, Tampa, FL, 33661	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138829	ENR	Priya F Garza	2001-10-23	UHC-03357-72	8125617921	396 Meadow Ln, Orlando, FL, 32864	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103582	ENR	Charles M Fernandez	1944-01-10	UHC-62270-60	3236828782	8171 Canyon Rd, Tampa, FL, 33653	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121565	ENR	Richard Wheeler	1994-02-10	UHC-23903-73	4053733770	5088 Baseline Rd, Las Vegas, NV, 89168	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111928	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142404	ENR	Amy Bowman	2001-08-19	UHC-43285-35	3054408132	6542 Valley View Dr, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115016	ENR	Carol C Ellis	1954-09-16	UHC-90522-90	7588088652	3810 Mountain View Dr, Dallas, TX, 75240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-139517	ENR	Ken H Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109340	ENR	Janice L Harvy	1968-12-21	UHC-19715-72	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104594	ENR	Betty J Jimennez	1944-05-06	UHC-61044-73	3315717754	5946 Mountain View Dr, Austin, TX, 78707	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120755	ENR	William Y Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-122447	ENR	Andrea E Beell	1940-01-26	UHC-37247-96	5179991466	9349 Lake View Rd, Gilbert, AZ, 85250	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-129751	ENR	Charlotte X Matthews	1971-06-22	UHC-36853-49	7967298025	4334 Pine Dr, Atlanta, GA, 30366	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137371	ENR	Wayne W Sullivan	1986-09-16	UHC-70561-67	7336574046	3620 Sage Ct, Gilbert, AZ, 85289	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-115176	ENR	George Bishop	1962-11-25	UHC-42128-42	5026511949	6104 Highland Ave, Columbus, OH, 43275	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142023	ENR	Ashley T Gordon	1943-03-21	UHC-37593-82	6533033312	478 Central Ave, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126384	ENR	Daniel Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-130243	ENR	Raymond Collins	1971-03-26	UHC-04176-72	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more

3,951 rows, page 48 of 80Previous Next