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-120227	ENR	Alice Patterson	—	UHC-05568-65	3976284792	9575 Washington St, Chandler, AZ	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-111680	ENR	Berb S Weaver	1958-06-24	UHC-62451-86	5819129100	4612 Cedar Ln, Phoenix, AZ, 85009	0.48	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-130287	ENR	Douglas Wallace	2001-08-24	UHC-52717-40	7335890995	6536 Lake View Rd, Glendale, AZ, 85379	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102963	ENR	Diego Carter	1966-08-09	UHC-45682-26	9796565703	1203 Mountain View Dr, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119224	ENR	Frances Z Luna	2001-12-16	UHC-25455-90	3867086336	2882 Canyon Rd, Gilbert, AZ, 85271	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-102066	ENR	Ronald R Howard	2000-04-14	UHC-79531-36	2446930748	4968 Valley View Dr, Jacksonville, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141580	ENR	Christian P Lee	1989-05-03	UHC-56820-66	6987080386	3985 Canyon Rd, Atlanta, GA	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more
ENR-115903	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	—	2817 Apache Blvd, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-102285	ENR	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St # 202, Eden Prairie, MN, 55323	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135250	ENR	Jordan Ferguson	—	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA, 98133	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
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-130047	ENR	Kathy J Fisher	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-107354	ENR	Catherine Hudson	2001-05-05	UHC-76200-83	5978103544	370 Harbor Blvd Apt 12, Miami, FL, 33129	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-128085	ENR	Sofia Marin	1954-04-11	UHC-48966-84	9825973219	5715 Sunset Blvd Apt 33, Los Angeles, CA, 90024	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-122212	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	—	7086 Cedar Ln, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101046	ENR	Deborah Butler	1994-02-19	UHC-90382-97	—	6452 Church St, San Antonio, TX, 78232	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-142426	ENR	George T Miller	1950-12-18	UHC-23025-90	2897008779	2078 Grand Ave, Columbus, OH, 43286	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-128807	ENR	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100794	ENR	Brandon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124395	ENR	Russell C Murphy	—	UHC-65080-58	7742284369	3490 Hillcrest Rd, Las Vegas, NV, 89141	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+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-106581	ENR	Andrew Woods	2001-06-02	UHC-24692-84	7913240164	4197 Union St, Eden Prairie, MN, 55336	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126316	ENR	Bryan Fernandez	2000-03-06	UHC-35946-82	4945869374	1410 Jefferson Ave, Houston, TX, 77064	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110118	ENR	Lynch Q Timothy	1944-09-12	UHC-82887-94	9687898570	689 Main St # 568, Columbus, OH, 43234	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-113239	ENR	Joan Y Clark	1967-11-09	UHC-92120-58	2364835610	3163 Grand Ave, Atlanta, GA, 30308	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-114297	ENR	Wei X Rios	1953-05-08	UHC-03294-76	—	9157 Bayshore Dr, Chandler, AZ, 85248	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-139853	ENR	Mariana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117854	ENR	Vincent A Wilson	1981-02-24	UHC-67482-99	2318412337	3708 Jefferson Ave Apt 27, Eden Prairie, MN, 55367	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108171	ENR	Jerry V Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-137559	ENR	Valentina Scott	1983-10-26	UHC-56762-01	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street 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-131463	ENR	Patricia C Lane	1953-09-16	UHC-02304-16	6766895026	7476 Main St, Eden Prairie, MN, 55332	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133835	ENR	Judy Rogers	—	UHC-61450-81	4593737143	1643 Bayshore Dr, Plano, TX, 75048	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135993	ENR	Maria Z Patterson	1984-10-12	UHC-97217-21	7977509352	2117 Lake View Rd, San Antonio, TX, 78236	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-109320	ENR	Linda Torres	1990-08-06	UHC-86330-69	—	6469 Palm Dr, Dallas, TX, 75200	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121423	ENR	Linda Berry	1952-07-22	UHC-94854-16	9085651714	5051 Sunset Blvd, Minneapolis, MN, 55413	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-136912	ENR	Aisha Moreno	1979-05-12	UHC-22386-72	—	8472 Mesa Dr, Phoenix, AZ, 85040	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102895	ENR	Dnenis C Sanders	—	UHC-72206-49	—	4095 Meadow Ln, Nashville, TN, 37259	0.48	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+4 more
ENR-140255	ENR	Judith Schultz	1988-10-24	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105516	ENR	Joyce I Ferguson	1979-11-03	UHC-67185-92	—	7688 Park Pl, Orlando, FL, 32809	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-107555	ENR	Nathan D Yang	1987-01-17	UHC-14113-01	4376206718	7782 Oak St, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133550	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133549	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-114362	ENR	Christine H Black	1998-05-15	UHC-98661-87	3202571623	6515 Central Ave, Gilbert, AZ, 85223	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

16,916 rows, page 18 of 339Previous Next