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-134639	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	2482016127	6283 Desert Sky Blvd Apt 38, Houston, TX	0.32	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-112597	ENR	Priya Weest	—	UHC-77568-76	2489756166	1090 Broadway # 683, Eden Prairie, MN, 55382	0.32	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-132275	ENR	Diane P Moraales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave # 475, Seattle, WA	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-110433	ENR	Turnr V Debra	1994-08-06	UHC-81707-43	9608570465	906 Church St, Nashville, TN	0.32	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-109942	ENR	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	7113 Harbor Blvd Apt 4, Eden Prairie, MN	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-131493	ENR	Brian Oliver	1950-01-27	UHC-86629-37	4297986364	6033 Bayshore Dr, Glendale, AZ	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-131667	ENR	Margaret L Jacobs	1946-05-10	UHC-32530-76	8499700999	1750 Market St, Los Angeles, CA, 90036	0.32	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-141058	ENR	Priya Fernandez	2007-10-11	UHC-89349-54	9449883064	2234 Ocean Ave Apt 31, Nashville, TN, 37285	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-139254	ENR	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA	0.32	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-122309	ENR	Walter C Robinson	1960-09-03	UHC-90085-12	9549888327	9442 Jefferson Ave Apt 28, Tampa, FL, 33652	0.32	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-141512	ENR	Danieel Holmes	1953-11-18	UHC-72010-71	5688750535	4543 Indian School Rd, Plano, TX, 75046	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113724	ENR	Nathan S Sanchez	1949-11-13	UHC-34921-74	9796243503	4029 Pine Dr Apt 11, Houston, TX, 77093	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-119540	ENR	Shirley Z Russell	1975-04-25	UHC-17459-89	7229581430	6139 Spring St # 518, Miami, FL, 33191	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-132033	ENR	Douglas Shaw	2003-06-09	UHC-63265-53	7303602095	7808 Union St, San Diego, CA, 92129	0.32	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-100543	ENR	Douglas E Reyes	1968-09-09	UHC-89598-42	2962106401	7814 Central Ave, Scottsdale, AZ, 85284	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119894	ENR	Laura R Stevens	1994-12-28	UHC-21915-73	4183368944	4388 Jefferson Ave, Chandler, AZ	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-106071	ENR	Priya M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-128034	ENR	Santiago Green	1998-04-02	UHC-12115-24	8138824526	6800 Canyon Rd # 512, Columbus, OH	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-115013	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115014	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117025	ENR	David L Herrera	1981-04-04	UHC-41384-51	4899325794	3549 Palm Dr Apt 2, Las Vegas, NV	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-117394	ENR	Frank Q Bailey	1949-06-25	UHC-20314-33	4125996955	7687 Indian School Rd, Las Vegas, NV, 89150	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-119644	ENR	Marcus Carlson	1952-10-07	UHC-22047-61	5296521919	4973 Spring St # 808, Orlando, FL, 32876	0.34	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-122845	ENR	Ruth E Patterson	1998-03-24	UHC-86334-25	8253290339	8110 Oak St, Mesa, AZ	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103015	ENR	Angela Williams	1995-05-28	UHC-24589-90	4398150372	7312 Meadow Ln Apt 38, Jacksonville, FL	0.34	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-139968	ENR	Bradley Padilla	1960-11-01	UHC-20978-25	9146679296	863 Indian School Rd, Tampa, FL, 33610	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-138491	ENR	Carl Yang	1971-09-16	UHC-09711-54	5732709126	7828 Central Ave, Plano, TX, 75017	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115626	ENR	Natalie Z Garza	—	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.34	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-107309	ENR	Jun R Simpson	1953-03-05	UHC-71857-24	7093397427	4156 Sunset Blvd, Jacksonville, FL, 32211	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134009	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ, 85754	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-141072	ENR	Kelly Foowler	—	UHC-70294-56	8219749261	4775 Washington St # 735, Mesa, AZ, 85242	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
ENR-122897	ENR	Melissa K Edwards	1984-06-22	UHC-63985-13	3935653967	8770 River Rd, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103649	ENR	Bruce Marshall	1955-08-22	—	3266026105	14 Meadow Ln, Charlotte, NC, 28202	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140127	ENR	Lori W Lewis	1982-02-04	UHC-97739-09	4509142015	7050 Willow Ct, Glendale, AZ	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114636	ENR	Lori T Garcia	1993-06-24	UHC-39221-56	6352896653	975 Baseline Rd # 661, Nashville, TN	0.34	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-134960	ENR	Michelle J Snyder	2004-04-04	UHC-56676-15	5236660987	3479 Oak St Apt 17, Austin, TX	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-125989	ENR	Tyler O Grant	1949-11-28	UHC-48953-93	3597067427	3984 Harbor Blvd, Charlotte, NC, 28289	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107052	ENR	Wayen Cunningham	1948-05-12	UHC-85486-78	7164198484	6837 Cedar Ln, San Antonio, TX	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138895	ENR	Margaret Rivera	1955-07-05	UHC-82908-05	3086165147	817 Central Ave, Tempe, AZ, 85268	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114934	ENR	Jennifer K Alexander	1938-11-04	UHC-67535-84	7382592925	3130 Ocean Ave, Tucson, AZ, 85799	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-115244	ENR	Kevyn R Nguyen	1960-09-17	UHC-91720-45	8869816826	7436 Cedar Ln, Nashville, TN	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105923	ENR	Judith U George	2001-02-12	UHC-69025-07	9134635923	4346 Bayshore Dr, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-110818	ENR	Mason Brown	2006-09-20	UHC-44719-67	7903257720	3815 Main St, Mesa, AZ, 85204	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-135156	ENR	Elijah L Montgomery	—	UHC-34909-33	2499077765	7134 Jefferson Ave Apt 24, Nashville, TN, 37234	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-106651	ENR	Jonathan Dunn	1982-02-24	UHC-83711-02	4229794342	6904 Forest Ave, Miami, FL, 33149	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-130102	ENR	Betty G Gomez	1977-06-09	UHC-79259-25	3774138090	347 Main St, Tampa, FL, 33632	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129640	ENR	Isbaella Brooks	1939-11-07	UHC-72092-04	7987376320	499 Lake View Rd, Fresno, CA	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-137004	ENR	Jacqueline M Jackson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd Apt 34, Jacksonville, FL, 32219	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more

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