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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-123761	ENR	Donna Q Marquez	1942-02-24	UHC-23095-78	3948879379	6518 Cedar Ln, Miami, FL, 33163	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108818	ENR	Maria Robinson	1962-12-03	UHC-39058-94	2829200240	717 Grand Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-117404	ENR	Keren Morrison	2000-06-28	UHC-23765-47	4764116775	5196 Cedar Ln, Miami, FL, 33141	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102122	ENR	Lori E Carlson	1945-09-28	UHC-83409-06	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-110822	ENR	Tony L Torres	1940-10-14	UHC-59591-76	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117347	ENR	Ann X Fields	1946-01-03	UHC-32591-81	2802824556	5259 Valley View Dr Apt 22, Tempe, AZ, 85241	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-100995	ENR	Shirley Q Wiliamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121280	ENR	Thomas E Harvey	1977-10-25	UHC-55914-02	9672293694	6330 Cedar Ln, Plano, TX, 75096	0.50	Phone reformatted SSN last four extracted 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-106670	ENR	Sarah E Park	1964-06-27	UHC-57297-32	2248538438	1654 Church St, Atlanta, GA, 30343	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-139046	ENR	Kathryn I Wallace	1991-04-10	UHC-49905-75	6103310650	8278 Canyon Rd # 197, Jacksonville, FL, 32271	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-136587	ENR	Kyle L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135532	ENR	Priya Little	1949-11-22	UHC-53505-69	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129025	ENR	Kenneth H Kelley	2002-12-13	UHC-23045-77	9177800729	6639 Harbor Blvd, Tempe, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-128976	ENR	Lucia Stone	1995-04-04	UHC-78323-14	8965624143	2092 Bayshore Dr, Tempe, AZ, 85240	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113426	ENR	Jennifer J Nunez	1981-07-17	UHC-84002-20	4029078641	2821 Grand Ave, Eden Prairie, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111837	ENR	Walter O Peterson	1965-10-07	UHC-30055-98	7395661763	4110 Spring St, Seattle, WA, 98144	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127659	ENR	Billy O Morris	2002-09-27	UHC-18091-66	8985323762	4614 Jefferson Ave, Denver, CO, 80274	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121516	ENR	Gregory M Payne	1946-01-12	UHC-68898-10	2447502625	9887 Valley View Dr # 775, Los Angeles, CA, 90064	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-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
ENR-134152	ENR	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106293	ENR	Mateo V Perkins	2004-11-20	UHC-15495-94	3846192115	8531 Ridge Rd Apt 13, Nashville, TN, 37270	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141654	ENR	Ann Contreras	1970-02-27	UHC-63950-59	2697234445	7875 Willow Ct, Atlanta, GA	0.50	Phone reformatted City re-cased State name converted to code ZIP missing+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118827	ENR	Steve B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129652	ENR	Debra C Rose	1955-05-23	UHC-38793-80	7968564591	7416 Baseline Rd Apt 36, Mesa, AZ, 85276	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138234	ENR	Alice I Hart	1957-07-10	UHC-33459-59	7732208712	1510 Valley View Dr, Nashville, TN, 37218	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116175	ENR	Jennifer C Ryan	—	UHC-62129-57	5835253371	4040 Sunset Blvd, San Antonio, TX, 78250	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135527	ENR	Zachary M Watkins	1994-12-18	UHC-59413-90	6412762106	1963 Highland Ave, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105517	ENR	Jonatan F Wells	1997-04-19	UHC-50263-53	6818072026	9341 Church St, Seattle, WA, 98160	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134567	ENR	Carlos Clark	1975-12-08	UHC-35686-87	6917465857	3497 Church St, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133709	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
ENR-100514	ENR	Bobby C Gilbert	2001-02-27	UHC-67259-66	3642810070	6310 Grand Ave, Dallas, TX, 75253	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-101798	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106432	ENR	Mei A Mendez	1939-01-11	UHC-90033-13	8557633406	612 Hillcrest Rd Apt 11, Charlotte, NC, 28248	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116957	ENR	Amber E Reyes	—	UHC-63044-27	3525515883	6206 Ridge Rd, Minneapolis, MN, 55411	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109278	ENR	Pamela Mitchell	—	UHC-76970-81	7883541894	5418 River Rd, Phoenix, AZ, 85073	0.50	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124656	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct Apt 38, Orlando, FL, 32804	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128099	ENR	Ralph A Jimenez	1989-07-12	UHC-36480-49	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 41 of 564Previous Next