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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125068	ENR	Heather V Berry	2004-06-17	UHC-78489-95	2218450099	4277 Spring St, San Antonio, TX, 78243	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-105254	ENR	Ashley Hayes	1993-03-18	UHC-32375-64	4067729967	3942 Highland Ave, Plano, TX, 75009	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114251	ENR	Frank Q Gomez	1940-12-15	UHC-57895-27	5378475354	2750 Mesa Dr, Austin, TX, 78787	0.48	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-127422	ENR	Scott Hall	2003-02-18	UHC-57013-81	7217117160	2441 Maple Ave # 466, Jacksonville, FL, 32208	0.48	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-140491	ENR	Kimberly F Wang	1988-01-05	UHC-99271-57	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136931	ENR	Ana N Cook	—	UHC-77205-44	5818258142	8193 Ridge Rd, Tempe, AZ, 85251	0.48	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-138788	ENR	Ethan Simmoons	1985-09-21	UHC-89876-67	7505270934	9378 Church St, Gilbert, AZ, 85295	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-121156	ENR	Danielle G Fosetr	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL, 32804	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-101370	ENR	Sndra C Burtun	1954-10-04	UHC-31035-23	4115275035	6978 Willow Ct # 374, Tucson, AZ, 85790	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-140863	ENR	Philip H Bradley	1947-05-21	UHC-22562-15	9412965648	8709 Palm Dr, Jacksonville, FL, 32210	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-140092	ENR	Sandra Q White	2005-05-03	UHC-13421-40	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-106742	ENR	James Henderson	1975-12-19	UHC-00613-90	4786508381	6458 Meadow Ln # 469, Glendale, AZ, 85305	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-119730	ENR	Anthony Wilson	1939-06-01	UHC-13776-69	9828141368	2727 Ridge Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136852	ENR	Daid R Hawkins	1982-08-05	UHC-77123-33	5873923847	4607 Jefferson Ave, Fresno, CA, 93781	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-110727	ENR	Charlotte Simmons	1961-05-14	UHC-98486-13	7835153357	1245 Ridge Rd # 702, Fresno, CA, 93702	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-125049	ENR	Jack Mills	1971-05-18	UHC-22367-74	9017854312	9097 Pine Dr, Dallas, TX, 75276	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-120361	ENR	Frances V Roes	1991-03-14	UHC-35281-32	3646072891	7938 Church St, Gilbert, AZ, 85260	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-106399	ENR	Sofai R Phillips	1978-12-26	UHC-88188-92	7139869065	6707 Camelback Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138156	ENR	Luis P Powell	—	UHC-83291-95	4008420868	7966 Ridge Rd, San Diego, CA, 92115	0.48	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-131083	ENR	Brittany H Robertson	1974-04-20	UHC-97321-73	2553497492	4828 Union St, Sacramento, CA, 95893	0.48	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100964	ENR	Jon W Bryant	1980-03-06	UHC-60743-94	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-118511	ENR	Paul Gilbert	1952-08-21	UHC-18539-67	—	6577 Ridge Rd, Houston, TX, 77048	0.48	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-142862	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr, Seattle, WA, 98128	0.48	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-132937	ENR	Vincent Lee	1989-04-10	UHC-01286-91	—	6997 River Rd, Glendale, AZ, 85338	0.50	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-141688	ENR	Anna F Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-140462	ENR	Martha Z Ruiz	1948-04-01	UHC-79278-09	4729198527	5670 Main St, Eden Prairie, MN, 55372	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116180	ENR	Gregory U Campbell	1992-07-05	UHC-86806-04	9623334720	1084 Lake View Rd, Los Angeles, CA, 90033	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122653	ENR	Eugene J Johnson	1959-08-22	UHC-80550-84	8783399091	9294 Park Pl, Tucson, AZ, 85736	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-140800	ENR	Aleexander C Reed	2007-01-17	UHC-71496-81	6415556224	3769 Meadow Ln, Columbus, OH, 43221	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-127716	ENR	Amber Reed	1938-03-05	UHC-77622-29	8459438609	4076 Canyon Rd # 248, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-108433	ENR	Yuki B Stephens	1996-12-08	UHC-92550-71	7389308406	5123 Baseline Rd, Las Vegas, NV, 89163	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128644	ENR	Austin Y Porter	1973-04-05	UHC-87313-40	6196484977	690 Valley View Dr, Orlando, FL, 32894	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-100961	ENR	Mark G Hicks	1942-08-10	UHC-78075-81	7555104467	9003 Grand Ave, Nashville, TN, 37240	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113134	ENR	Philip U Montogmery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-123944	ENR	William Jones	2004-06-01	—	7995863731	4520 Canyon Rd, Atlanta, GA, 30349	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108469	ENR	Joan X Bryant	1976-01-01	UHC-90182-19	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120882	ENR	Samanha Crawford	2006-05-16	UHC-50412-88	5273036319	5510 Highland Ave, Tampa, FL, 33685	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121764	ENR	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.50	Two-digit birth year Member ID reformatted SSN last four extracted State code upper-cased+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105156	ENR	Willie Schmit	1946-01-03	UHC-97718-83	7539794678	7642 Forest Ave, Seattle, WA, 98118	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-114313	ENR	WJunk	1984-06-12	UHC-76015-46	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113302	ENR	Debra M Bradley	1971-01-11	UHC-29050-73	7545261287	1134 Maple Ave, Scottsdale, AZ, 85254	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more

1,767 rows, page 7 of 36Previous Next