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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130534	ENR	Cynthia Luna	1962-05-06	UHC-52161-93	9673933823	8928 Oak St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116009	ENR	Nancy Lewis	1984-11-14	UHC-97623-93	2995272899	6223 Valley View Dr, Austin, TX, 78732	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120624	ENR	Vincent T Crawford	1963-08-06	UHC-57217-84	2935395650	2574 Oak St, Charlotte, NC, 28234	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-123469	ENR	Joseph V Singh	2004-02-27	UHC-18019-52	8848440562	6408 Market St, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104945	ENR	Willie Lewrence	1981-01-26	UHC-44326-19	4362489205	2641 Forest Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113518	ENR	Mark Owens	1946-08-06	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131401	ENR	Nick Vazquez	2005-01-20	UHC-34985-59	7379943526	9021 Valley View Dr, Columbus, OH, 43257	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113019	ENR	Ana Bryant	1953-06-02	UHC-45828-50	6166322980	2839 Lincoln Way # 328, Charlotte, NC, 28235	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-139137	ENR	Arthur K Rivera	1979-06-17	UHC-96827-66	7894735637	8110 Oak St Apt 10, Eden Prairie, MN, 55319	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114223	ENR	Emily Q Robnson	1943-07-14	UHC-82354-80	2897454739	4500 Mesa Dr, Tucson, AZ, 85737	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124429	ENR	Bryan H Bowman	1967-06-24	UHC-87473-19	—	2395 Lake View Rd, Seattle, WA, 98184	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131781	ENR	Phillips Judith	2007-06-26	UHC-30001-07	9382963912	8396 Oak St, Dallas, TX, 75284	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121224	ENR	Btety F McCoy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139133	ENR	Alexys M Lewis	1957-09-08	UHC-96321-26	9232407930	6090 Oak St # 550, Orlando, FL, 32839	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121944	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-121945	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117258	ENR	Zachary Davis	1966-03-11	UHC-82082-90	7477106789	7348 Mountain View Dr, Los Angeles, CA, 90045	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138798	ENR	Denise Gray	2001-03-07	UHC-88527-68	9734819759	6142 Indian School Rd, Columbus, OH, 43203	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134073	ENR	Cheryyl D Evans	1952-07-22	UHC-85677-77	7913998857	2276 Canyon Rd, Chandler, AZ, 85266	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107713	ENR	Randy I Hawkins	1963-06-06	UHC-99256-51	4508173685	8060 Central Ave Apt 30, Austin, TX, 78758	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123802	ENR	Melissa Padilla	1977-01-17	UHC-97545-77	2992239486	2592 Oak St # 207, Mesa, AZ, 85231	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128728	ENR	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	3695 Maple Ave Apt 33, Houston, TX, 77045	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111255	ENR	Lisa Rose	1979-12-07	UHC-08980-34	—	4673 Church St, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122248	ENR	Philip T Thomas	2003-05-05	UHC-21836-23	4322716466	7967 Meadow Ln, Mesa, AZ, 85248	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104030	ENR	Jesse B Webb	1952-05-09	UHC-06711-16	—	843 Central Ave, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-137961	ENR	Kevyn C Willis	1977-08-28	UHC-76668-92	—	8245 Valley View Dr # 827, San Diego, CA, 92101	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135835	ENR	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105806	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	6469786811	6283 Willow Ct # 499, Sacramento, CA, 95879	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141290	ENR	Michelle Pierce	1953-04-26	UHC-82505-34	4038304836	491 Hillcrest Rd, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130055	ENR	Barbarra X Brooks	1996-11-13	UHC-35893-48	7256006505	455 Main St, Tampa, FL, 33655	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137209	ENR	Waltr Wang	1979-05-02	UHC-11747-41	6956390188	2283 Meadow Ln Apt 25, Jacksonville, FL, 32220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122456	ENR	Roger Wagner	1959-01-11	UHC-33148-70	6535995616	4554 Cedar Ln, Houston, TX, 77062	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123302	ENR	Patricia Cooper	1972-01-15	UHC-47120-09	4425050577	2892 Pine Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132422	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139971	ENR	Arthur X Hall	2003-11-19	UHC-60721-03	—	8579 Camelback Rd, Chandler, AZ, 85245	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

26,564 rows, page 197 of 532Previous Next