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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101621	ENR	Hiroshi Wang	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109725	ENR	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117472	ENR	Kenneth K Fowler	1956-12-11	UHC-86489-42	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141727	ENR	Nathan Day	2004-03-20	UHC-18540-15	6145625518	4425 Broadway Apt 22, Dallas, TX	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-113544	ENR	Frances V Morales	1981-06-25	UHC-94910-11	7198143872	4633 Sage Ct, Atlanta, GA, 30336	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-139861	ENR	Kathryn Obrien	1987-09-23	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-128478	ENR	Linda Johnson	1994-09-18	UHC-84718-34	8787245719	3980 Baseline Rd, Columbus, OH	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128928	ENR	Amanda Espinoza	2006-08-13	UHC-65635-71	9708637503	6442 Maple Ave, Nashville, TN, 37281	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100071	ENR	Laura Hamilton	1956-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132728	ENR	Brittany Alvaredo	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd # 601, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-125147	ENR	Linda Guerrero	1974-03-06	UHC-56786-63	7969125976	1155 Cedar Ln, Gilbert, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134622	ENR	Noah Q Lee	2005-12-17	UHC-90337-32	3237919546	9849 Highland Ave, Fresno, CA, 93781	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123633	ENR	Jackie N Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108291	ENR	Bobby M Jimenez	1963-03-15	UHC-23688-88	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110629	ENR	Aisha Myers	1995-02-19	UHC-16370-77	—	5623 Sage Ct, Fresno, CA, 93744	0.60	Street suffix standardised Address re-cased City re-cased Email lower-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127665	ENR	Dick Lucas	1961-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130691	ENR	Teresa Simmons	1949-01-11	UHC-70791-29	8949190292	2740 Mesa Dr, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103665	ENR	Billy Nunez	2006-01-11	UHC-35702-03	2149933735	4262 Washington St # 384, Eden Prairie, MN, 55385	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122316	ENR	Shirley Q Wang	1946-08-25	UHC-63251-28	5007218109	9684 Ridge Rd, Mesa, AZ, 85244	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120946	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-118783	ENR	Ray Q Lawrence	1949-08-08	UHC-59874-28	—	9838 Canyon Rd, Seattle, WA, 98109	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112755	ENR	Carlos R Chaevz	1943-08-28	UHC-88199-27	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115135	ENR	Steven N Harrison	1963-10-16	UHC-95603-45	—	5754 Church St, Chandler, AZ, 85237	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105401	ENR	Anthhony M Perkins	1961-05-03	UHC-47503-40	6777248181	1854 Ocean Ave, Glendale, AZ, 85339	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114036	ENR	Emily A Anderson	1953-02-16	UHC-77460-19	5059545342	3066 Sage Ct, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142578	ENR	Timothy Stone	1960-01-08	UHC-53904-97	7243474412	8244 Jefferson Ave, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128731	ENR	Sarah Wilson	1957-02-01	UHC-97990-06	3252732920	1295 Pine Dr, Dallas, TX, 75257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106262	ENR	Pamela U Rychardson	1941-03-21	UHC-65975-52	7633791900	7954 Spring St, Las Vegas, NV, 89173	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104808	ENR	Billy Weber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127647	ENR	Deborah Sandoval	—	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-136396	ENR	Jordan E Flores	1944-07-12	UHC-62790-30	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103413	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-128287	ENR	Joe F Lucas	1988-09-18	UHC-29310-40	2633564464	8962 Main St, Tempe, AZ, 85259	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-124953	ENR	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-126759	ENR	Zachary Hicks	1939-09-26	UHC-79456-85	3813970857	4637 Maple Ave, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130945	ENR	Jonathan Castillo	1970-02-18	UHC-98958-75	9342811565	8032 Camelback Rd, Fresno, CA, 93730	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126519	ENR	Julia I Snyder	1946-10-05	UHC-96900-09	7862064638	512 Willow Ct # 648, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111238	ENR	Gabriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-131060	ENR	Justin W Garrett	1988-09-04	—	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130745	ENR	Rebecca S Butler	1972-12-26	UHC-82111-65	—	6189 Desert Sky Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136898	ENR	Douglas F Li	—	UHC-11021-38	3665457281	7472 Pine Dr, Nashville, TN, 37291	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more

16,916 rows, page 43 of 339Previous Next