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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132519	ENR	Henry F Brooks	1958-12-21	UHC-71727-36	4323834999	562 Sage Ct, Chandler, AZ, 85215	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116346	ENR	Jason S Wang	1998-11-22	UHC-62361-29	8538654878	6287 Washington St, Houston, TX, 77024	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-131786	ENR	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	397 Camelback Rd, Columbus, OH	0.66	Middle initial moved out of first name Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-132045	ENR	Elijah G Payne	1957-04-18	UHC-71644-53	4104733396	7432 Oak St, Miami, FL, 33160	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141492	ENR	Hiroshi C Marshall	1984-03-07	UHC-00465-86	7419837417	6890 Park Pl, Eden Prairie, MN, 55388	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116121	ENR	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	423 Maple Ave, Tampa, FL, 33667	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107904	ENR	Gary R Daniels	1979-10-23	UHC-32904-97	3065197364	5753 Pine Dr, Orlando, FL, 32801	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134172	ENR	Stephen X Nichols	1963-04-21	UHC-02707-02	3743127050	3131 Willow Ct, Glendale, AZ, 85389	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138889	ENR	Santiago I Sanchez	1984-05-28	UHC-26057-10	6155257468	4447 Canyon Rd, San Diego, CA, 92171	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125282	ENR	Marilyn P Barns	1957-12-23	UHC-48806-49	6253821548	4785 Apache Blvd, San Diego, CA, 92164	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-117931	ENR	Beverly V Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108887	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-108888	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-106086	ENR	Linda E Burton	1988-11-06	UHC-38270-36	2129682476	3172 Baseline Rd, Phoenix, AZ, 85002	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116428	ENR	Kathleen T Salazar	—	UHC-62432-29	5826762980	—	0.66	Middle initial moved out of first name Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-120649	ENR	Lisa R Warren	1987-03-08	UHC-67026-75	6814286068	1800 Lincoln Way, Austin, TX, 78786	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114406	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-139403	ENR	Sarah Z Chpman	1987-01-17	UHC-78688-10	5845740600	3127 Main St, Fresno, CA, 93755	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-113043	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	3212822059	2502 Jefferson Ave, Charlotte, NC, 28238	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-125353	ENR	Wayne K Collins	1983-12-03	UHC-90077-22	4425993236	73 Union St, Seattle, WA, 98188	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111161	ENR	Brandon V Rose	1970-04-09	UHC-01568-51	9489835891	202 Ridge Rd, Seattle, WA, 98103	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
ENR-107647	ENR	Yuki G Matthews	2007-10-17	UHC-08555-30	9488753793	9387 Sage Ct, Houston, TX, 77067	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-128487	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-109631	ENR	Benjamin Z Webb	1961-05-07	UHC-25854-29	2114613491	2520 Market St, Charlotte, NC, 28216	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-112328	ENR	Heather S Wood	1960-05-18	UHC-98056-68	7263988696	279 Spring St, Las Vegas, NV, 89114	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134266	ENR	Frank L Turner	1989-06-15	UHC-62017-64	3627447334	9015 Market St, Sacramento, CA, 95801	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-131258	ENR	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	3570 Indian School Rd, Houston, TX, 77073	0.66	Middle initial moved out of first name Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107903	ENR	Juan Z Collins	1946-10-06	UHC-56137-29	5989269549	7513 Ridge Rd, Denver, CO, 80256	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-121394	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	2945384752	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-112017	ENR	Sarah F Ward	1954-02-01	UHC-85737-85	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-131621	ENR	Anthony F Gutierrez	1986-06-16	UHC-85172-66	2296409013	7152 Sage Ct, Chandler, AZ, 85267	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
ENR-110827	ENR	Hiroshi B Warren	2006-07-08	UHC-03233-42	8373700145	1255 Highland Ave, San Diego, CA, 92141	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-139505	ENR	Isabella L Gardner	1997-09-23	UHC-11860-11	7438452183	—	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-119982	ENR	Alexis H Litttle	2000-09-03	UHC-59976-86	6465861862	4412 Camelback Rd, Plano, TX, 75016	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130961	ENR	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
ENR-136084	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted City re-cased+1 more
ENR-119311	ENR	Frank Q Walker	1952-01-25	UHC-33096-95	7333134220	9876 Spring St, Mesa, AZ, 85228	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-120247	ENR	Melissa E Deelgado	1976-06-01	UHC-32529-49	2166353244	2076 Camelback Rd, Tampa, FL, 33621	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-122109	ENR	Santiago D James	2005-11-18	UHC-97862-97	5478943567	2035 Indian School Rd, Glendale, AZ, 85338	0.68	Middle initial moved out of first name Two-digit birth year Phone reformatted Placeholder values cleared
ENR-141503	ENR	Heather H Cruz	1979-04-21	UHC-18089-98	2159256455	—	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
ENR-139909	ENR	Jessica A George	1949-12-04	UHC-93474-84	7059467008	5100 Valley View Dr, Seattle, WA, 98142	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code
ENR-113746	ENR	Jerry J Alexander	1964-01-13	UHC-45980-38	3143674702	4329 Cedar Ln, Phoenix, AZ	0.68	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing
ENR-110316	ENR	Rebecca D Duncan	1976-10-21	UHC-15711-81	8854844079	1670 Broadway, Gilbert, AZ, 85247	0.68	Middle initial moved out of first name Address re-cased State name converted to code Whitespace trimmed

756 rows, page 11 of 16Previous Next