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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134167	ENR	Anthony Y Morgan	2001-09-05	UHC-23469-62	2662700298	5791 Indian School Rd, Scottsdale, AZ	0.58	Name split from “Last, First”State name converted to code ZIP missing
ENR-108395	ENR	Linda U Harvey	1965-12-27	UHC-26634-20	4903402913	8129 Central Ave, Denver, CO	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22963	PRV	Zachary K Long	1957-09-19	UHC-67657-07	7914758992	8115 Spring St, Tempe, AZ	0.58	Name re-cased 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-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-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
CLM-413737	CLM	Jonathan Marquez	1967-09-02	—	2716147183	6239 Canyon Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127262	ENR	Rebecca D Henry	1995-05-02	UHC-09021-94	9679670897	8916 Spring St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107584	ENR	Heather T Weaver	2004-10-18	UHC-86273-12	2683872564	1990 Highland Ave, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
CLM-421264	CLM	Christian Hayes	1963-03-14	UHC-86167-37	9628231378	957 Camelback Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109090	ENR	David Lee	1962-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd, Mesa, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102879	ENR	Andrew Anderson	2002-11-16	UHC-32112-15	5227422366	7051 Valley View Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432197	CLM	Mary Masoon	1942-05-25	UHC-32557-02	4494413410	3145 Main St, Fresno, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132376	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423118	CLM	Barbara Reed	1968-01-07	—	4662319638	3533 Ridge Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139260	ENR	Bruce Garza	1948-11-15	UHC-00733-12	7333245407	3302 Jefferson Ave, Plano, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62209	TPA	Alan Evans	1941-03-07	—	—	7622 Washington St, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407358	CLM	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	7424 Palm Dr, Los Angeles, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112922	ENR	Danielle U Ryan	1999-03-06	UHC-83966-96	4269041568	7283 Ocean Ave, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409346	CLM	Timothy X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122014	ENR	Aisha P Biley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29568	PRV	Rebekca Salazar	1944-09-24	—	7017061648	5115 Grand Ave, Glendale, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23709	PRV	Abby Johnson	1969-11-17	—	7167919653	658 Elm St, Charlotte, NC	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420758	CLM	Mark Chen	1961-09-23	—	3624185539	5207 Maple Ave, Dallas, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133005	ENR	Charles Chan	1978-06-13	UHC-57012-54	8274940267	2023 Meadow Ln, Tucson, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114929	ENR	Marcus Campbell	1994-03-25	—	4334968311	5934 Canyon Rd, Seattle, WA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123047	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111378	ENR	Brenda M Patel	1995-12-09	UHC-73125-94	5034557537	7529 Union St, Eden Prairie, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404600	CLM	Deborah Vazquez	2002-04-08	—	—	7172 Bayshore Dr, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112652	ENR	Ralph Chavez	1988-12-07	UHC-46584-60	8275916623	8378 Ridge Rd, Denver, CO	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122208	ENR	Priya Thomas	2007-07-14	UHC-93116-67	8102713142	5410 Mesa Dr, San Antonio, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-412302	CLM	Mei Flores	1961-10-21	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113697	ENR	Alexis Jensen	1957-11-16	UHC-14285-46	7613710994	6234 Camelback Rd, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50450	TPA	Bobby O Garcia	1940-10-09	—	3767933181	3222 Valley View Dr, Minneapolis, MN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100747	ENR	Wei James	1989-10-21	UHC-07762-99	7639326225	6537 Hillcrest Rd, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102918	ENR	John Anderson	1977-07-25	UHC-51700-83	5946285066	7953 Baseline Rd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106377	ENR	Ahmed Bell	1976-05-27	UHC-08647-31	4909433358	142 Willow Ct, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136270	ENR	Ann Salazar	1960-10-10	UHC-08234-84	3008605229	2390 Forest Ave, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-57640	TPA	James D Garrett	1961-02-17	—	5889031339	7858 Spring St, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60102	TPA	Aaron Chapman	1951-03-18	—	9443251306	8759 Lake View Rd, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51351	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51352	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-110110	ENR	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	6228 Mountain View Dr, Gilbert, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140835	ENR	Julia M Roberts	1944-04-19	UHC-00443-94	8448149697	5684 Mesa Dr, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

7,146 rows, page 51 of 143Previous Next