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-120965	ENR	Diane Lewis	1952-01-14	UHC-42576-07	—	7809 Broadway, Dallas, TX	0.50	Two-digit birth year Address re-cased City re-cased ZIP missing+3 more
ENR-115733	ENR	Sandra Reyes	—	UHC-77075-98	8249183594	8178 Market St, Dallas, TX, 75230	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128506	ENR	Valentina Jackson	1965-01-20	UHC-77916-69	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100424	ENR	Douglas W George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113569	ENR	Teresa V Jensen	1969-05-24	UHC-06673-31	—	7399 Forest Ave, Los Angeles, CA, 90057	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-117611	ENR	Bradley Peterson	—	UHC-57031-71	4137750791	7298 Washington St, Miami, FL	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139060	ENR	Jeremy K Moore	1995-09-27	UHC-26263-45	9455731222	7041 Willow Ct, Mesa, AZ, 85262	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134430	ENR	Olivia G Johnson	1971-01-09	UHC-35132-04	7387829918	8638 Washington St, Seattle, WA, 98181	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-112216	ENR	Lane S Carol	1956-06-01	UHC-14000-02	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128573	ENR	Kathryn Sanders	1984-05-23	UHC-07424-63	4855737664	452 Bayshore Dr # 126, Las Vegas, NV, 89106	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-142347	ENR	Gary B Hughes	1979-03-22	UHC-28631-85	—	3338 Willow Ct, Orlando, FL, 32826	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132288	ENR	Daniel U Jordan	1970-02-07	UHC-15360-01	5556959470	2166 Mountain View Dr # 335, Plano, TX, 75015	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116899	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116898	ENR	Joshua Santiago	2006-03-26	UHC-23843-59	—	8004 Mountain View Dr, Charlotte, NC, 28257	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-126510	ENR	Marcus X Bishop	2007-09-13	UHC-31910-58	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109220	ENR	Sofia Kim	2007-02-04	UHC-90210-54	5972403708	8467 Elm St, Gilbert, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137156	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave Apt 7, Plano, TX, 75011	0.50	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-121303	ENR	Aisha Bryant	1957-04-26	UHC-82316-02	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
ENR-129432	ENR	Michael Grant	1978-08-20	UHC-99299-03	6094451870	5329 Palm Dr, Las Vegas, NV, 89104	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117151	ENR	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	6266 Cedar Ln, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126673	ENR	Laura Walsh	1952-02-18	UHC-49583-56	—	7897 Palm Dr, Plano, TX, 75011	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121845	ENR	Christopher RJunk	1963-03-15	UHC-54205-35	—	5048 Indian School Rd, Las Vegas, NV	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117600	ENR	Doris Mendoza	1955-09-11	UHC-31677-40	—	1438 Spring St, Houston, TX, 77023	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138347	ENR	Alan E Nelson	1946-12-20	UHC-18575-50	8652042292	5466 Canyon Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133715	ENR	Billy L Nuunez	2002-05-24	UHC-37928-09	—	3112 Desert Sky Blvd, Miami, FL, 33196	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112021	ENR	Ana Jackson	1950-11-11	UHC-49207-26	5348613124	9519 Indian School Rd, Tucson, AZ, 85768	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-135369	ENR	Sophia Rojas	1998-05-10	UHC-55388-52	3722518134	7059 Mesa Dr, Tempe, AZ, 85239	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-132083	ENR	William Allen	2006-07-18	—	8033117613	9630 Mountain View Dr, Miami, FL, 33163	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123963	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	—	6566 Cedar Ln Apt 35, Las Vegas, NV, 89133	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126462	ENR	Isabella Barnes	2006-03-11	UHC-66242-93	4086715531	1853 Oak St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-134514	ENR	Bradley T Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130800	ENR	Jerry Webb	1992-10-06	UHC-72023-82	6563385071	6340 Apache Blvd, Charlotte, NC, 28259	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128282	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
ENR-123351	ENR	Thomas Larson	1946-11-19	UHC-97162-26	3114547369	8467 Mesa Dr Apt 11, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139905	ENR	Catherine J George	1998-04-25	UHC-90701-57	6532199948	5642 Church St Apt 28, Austin, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129963	ENR	Angela D Carlson	1968-09-22	UHC-78453-72	7955642339	4333 Church St # 900, Seattle, WA, 98134	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135110	ENR	Debra A Andrews	1971-11-10	UHC-51903-21	8489119182	9658 River Rd, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-125215	ENR	Angela E Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-136884	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.50	Two-digit birth year Phone reformatted City re-cased State name converted to code+3 more
ENR-110791	ENR	MJunk	1993-04-16	UHC-59220-89	5092409310	2179 Pine Dr, Los Angeles, CA, 90073	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105619	ENR	Gary Welch	1940-12-20	UHC-29174-76	2667960060	2977 Main St # 237, Seattle, WA, 98151	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138061	ENR	Sophia F Carroll	1994-02-22	UHC-95494-80	6867873544	1654 Highland Ave, Miami, FL, 33187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 24 of 339Previous Next