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 “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-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-111298	ENR	Carol M Espinoza	1980-12-21	UHC-76825-64	4456053508	6265 Palm Dr, Tempe, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139419	ENR	Patricia E Foster	1974-04-19	UHC-51732-04	7083802843	2238 Spring St, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-116358	ENR	Joshua Hughes	1955-03-25	UHC-99643-14	2894041816	8245 Spring St, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128136	ENR	John Andrews	2005-10-17	UHC-79943-13	6433839122	8205 Mesa Dr, Orlando, FL	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129631	ENR	Megan V Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119741	ENR	Eugene Moreno	1942-03-06	UHC-59661-81	2469720952	8528 Maple Ave # 368, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128416	ENR	Emma L Vega	1940-08-26	UHC-61278-63	4944118245	6288 Main St, Seattle, WA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138097	ENR	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105315	ENR	Nicole Harris	1955-08-04	UHC-21324-90	8129815976	3260 Cedar Ln, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133166	ENR	Lawrence U Gutierrez	1960-06-19	UHC-20067-85	8499569159	7369 Forest Ave, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111111	ENR	Michael Alvarado	1981-06-25	UHC-14405-57	—	3038 Baseline Rd # 899, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116602	ENR	Andrea T Sanders	1976-03-15	UHC-23556-43	8756613660	6103 Market St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131605	ENR	Priya Ford	1969-05-03	UHC-66719-80	2363044814	6295 Indian School Rd, Denver, CO	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-124621	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-124622	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-119305	ENR	Terry X Cook	1972-05-04	UHC-61203-53	2768174444	1367 Forest Ave, Fresno, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104584	ENR	Cynhtia E Gardner	1988-06-20	UHC-10851-35	3278814233	3740 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107885	ENR	Abigail George	1993-07-19	UHC-48841-18	8823971842	5368 Lincoln Way, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131357	ENR	Scott I Tran	1946-11-08	UHC-41541-25	6459847168	1906 Sage Ct, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121721	ENR	William Dixon	1965-10-14	UHC-96330-91	4393239148	9245 Pine Dr, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136489	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136490	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-141928	ENR	Stephanie Elliott	1957-09-15	UHC-77580-07	3688106511	2713 Bayshore Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132237	ENR	Randy U Fox	1941-10-24	UHC-87702-57	4125287256	8737 Valley View Dr, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137796	ENR	Hannah Howard	1942-09-21	UHC-78722-81	4659046325	5163 Apache Blvd, Miami, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-101769	ENR	Jose B Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108697	ENR	Gerrald Banks	2008-05-13	UHC-39464-74	2188807953	8023 Oak St, Chandler, AZ	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133091	ENR	Patrick S Parker	1986-09-01	UHC-14708-32	—	5982 Bayshore Dr, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-136358	ENR	Elizabeth D Watson	1978-02-03	UHC-04911-99	6197549338	6379 Washington St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-136773	ENR	Roger R Arnold	1998-06-21	UHC-95060-50	7818441030	1890 Meadow Ln, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126261	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103048	ENR	Karen C Silva	1950-07-12	UHC-48582-84	9803326567	1395 Maple Ave, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122449	ENR	Thomas H Chen	2004-08-09	UHC-89520-20	2769787965	5392 Jefferson Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116433	ENR	Wayne A Sanchez	—	—	2393987526	3186 Harbor Blvd, Los Angeles, CA	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

3,340 rows, page 13 of 67Previous Next