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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110563	ENR	Jean Watkins	1990-03-21	UHC-72810-50	4089419471	5101 Mountain View Dr, Seattle, WA, 98153	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135637	ENR	Samantha N Spencer	1998-11-24	UHC-00058-48	6109724442	6140 Grand Ave, Eden Prairie, MN, 55307	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106100	ENR	Vicyk Howell	1975-03-19	UHC-24098-48	5148923606	6828 Spring St, Las Vegas, NV, 89112	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137155	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave, Plano, TX, 75011	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103919	ENR	Emily N Perkins	1988-03-16	UHC-46822-89	8845902415	8902 Union St, San Antonio, TX, 78206	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121603	ENR	Christine Castro	1978-11-14	UHC-06642-16	3399651879	4940 Lake View Rd, Los Angeles, CA, 90081	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136392	ENR	Nancy Myers	1999-06-15	UHC-26902-60	7815824969	1604 Sunset Blvd, Austin, TX, 78771	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127682	ENR	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr, Chandler, AZ, 85242	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-117443	ENR	Kim M Margaret	1992-02-11	UHC-98896-19	5956287335	4922 Lake View Rd Apt 4, Mesa, AZ, 85241	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130146	ENR	Kelly P Martinez	1990-06-13	UHC-07938-36	8199160639	8023 Canyon Rd, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-110295	ENR	Nicholas B Adams	1963-03-13	UHC-85219-32	5855654942	1525 Central Ave, Las Vegas, NV, 89152	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116671	ENR	Maria T Schmidt	2002-05-17	UHC-09093-90	3618646924	4327 River Rd, Los Angeles, CA, 90070	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135616	ENR	Santiago Gilbert	2003-11-21	UHC-00968-50	4299295907	7534 Valley View Dr, Las Vegas, NV, 89165	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117543	ENR	Victoria Ryan	2008-03-19	—	8175389489	6050 Union St, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109238	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-103043	ENR	Harolld E Jenkins	1990-12-27	UHC-71606-50	6582452923	971 Oak St, Minneapolis, MN, 55467	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-122459	ENR	Scott H Edwards	1971-04-11	UHC-59117-62	2598129744	7568 Valley View Dr, Gilbert, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-127373	ENR	Brandon Johnson	1979-09-16	UHC-91825-79	3026136494	9503 Lake View Rd, Seattle, WA, 98108	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102123	ENR	Helen X Carr	1954-11-27	UHC-43308-84	5579951044	9596 Highland Ave, Plano, TX, 75094	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137580	ENR	Carlos Henry	1980-07-13	UHC-01106-07	—	1706 Jefferson Ave, Minneapolis, MN, 55419	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121363	ENR	Gabriel Z Jenkkins	2006-12-21	UHC-85992-41	9147959041	3483 Willow Ct, Plano, TX, 75041	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132992	ENR	Paul Lee	1963-01-17	UHC-95741-07	7956322109	129 Canyon Rd, Dallas, TX, 75244	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-110839	ENR	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA, 30397	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121876	ENR	Isabella Wallace	1940-01-09	UHC-21839-17	9137400231	2483 Bayshore Dr, Dallas, TX, 75253	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-129186	ENR	Shilrey Collins	1970-10-13	UHC-51528-96	7308796264	7736 Oak St, Seattle, WA, 98127	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141587	ENR	Jacqueline V Richards	2004-09-10	UHC-71794-17	3352060718	2754 Main St, Dallas, TX, 75298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137325	ENR	Heather F Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN, 55466	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104919	ENR	Mateo Wallace	1968-04-26	UHC-02296-86	8318233647	5689 Sage Ct, Minneapolis, MN, 55498	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115564	ENR	Donald Soto	1959-11-02	UHC-45288-97	6379378398	5142 Union St, Atlanta, GA, 30385	0.76	Name re-cased City re-cased State code upper-cased Gender normalised+2 more
ENR-111827	ENR	Nicole Perry	1983-02-16	UHC-59844-57	6065518728	8679 Jefferson Ave, Phoenix, AZ, 85068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114858	ENR	Kathryn B Ross	1981-02-11	UHC-38480-02	2692031668	9505 Harbor Blvd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129622	ENR	Eric Q Clrk	1947-12-27	UHC-91237-25	3856868830	7672 Market St, Tempe, AZ, 85278	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133170	ENR	Carl Hunt	1952-07-25	UHC-78785-52	3473035200	8099 Spring St, San Antonio, TX, 78203	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113968	ENR	Christian Valdez	1953-10-13	UHC-68399-45	3939100553	3007 Ridge Rd, Gilbert, AZ, 85212	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101595	ENR	Jordan G Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130641	ENR	Christian A Kelley	2008-11-28	UHC-69731-27	9527336216	2826 Union St, Columbus, OH, 43245	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-125948	ENR	Virginia Delgado	1965-02-23	UHC-45926-80	6779327801	7260 Union St, Sacramento, CA, 95836	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132159	ENR	Margaret Ford	2008-01-08	UHC-83967-28	3727764500	7510 Washington St, Miami, FL, 33131	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119231	ENR	Tyler L Burke	1956-11-01	UHC-27256-39	7277823447	4247 Cedar Ln, Sacramento, CA, 95892	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-115924	ENR	Mark Q Phillips	1982-04-25	UHC-03419-52	5724727648	2552 Willow Ct, Minneapolis, MN, 55468	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136454	ENR	Juan Peterson	1957-10-21	UHC-27316-33	6854464607	8556 Desert Sky Blvd, Eden Prairie, MN, 55301	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-106764	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct, Houston, TX, 77074	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131975	ENR	Murray Pamela	1984-10-15	UHC-21642-27	9466826269	4231 Ocean Ave, San Diego, CA, 92106	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112090	ENR	Mary O Ellis	1946-12-19	UHC-30307-95	2448158486	6195 Desert Sky Blvd, Chandler, AZ, 85209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130474	ENR	Timothy D Walker	1974-09-18	UHC-38542-88	2157255463	290 Mesa Dr, Charlotte, NC, 28230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114052	ENR	Espinoza P Dylan	1955-06-26	UHC-01683-02	2739147317	2999 Lincoln Way, Denver, CO, 80210	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-103856	ENR	Zachary Torres	1984-04-20	UHC-93213-04	—	9727 Mesa Dr, Seattle, WA, 98194	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101441	ENR	Kathryn W Holmes	1939-02-10	UHC-21580-23	2069501377	1223 Canyon Rd, Austin, TX, 78717	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114736	ENR	David Guerrero	1982-06-12	UHC-69352-30	4496359369	4573 Main St, Scottsdale, AZ, 85289	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141782	ENR	Doris K Martinez	1969-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 95 of 169Previous Next