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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113496	ENR	Danielle Jenkins	1949-07-28	UHC-41018-56	5528471477	3093 Lake View Rd, Plano, TX, 75078	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-111782	ENR	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-135111	ENR	Karn Y Herrera	1997-06-10	UHC-95414-09	2147897640	6511 Church St, Plano, TX, 75009	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-130347	ENR	Barbara T Simmons	1958-11-02	UHC-80555-20	6637665646	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105514	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135045	ENR	Theresa L Chavez	1978-03-09	UHC-34141-14	4145226938	2365 Palm Dr, Chandler, AZ, 85287	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-110985	ENR	Katherine U Black	1972-06-08	UHC-24121-40	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129302	ENR	Peter O Butler	1939-06-14	UHC-81724-28	—	7119 Canyon Rd, Los Angeles, CA, 90038	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-127370	ENR	Sean N Chapman	2002-02-14	UHC-35561-40	—	6702 Church St, Minneapolis, MN, 55483	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-119963	ENR	Jean J Carpenter	1967-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138393	ENR	Frank E Evans	1968-12-05	UHC-28029-33	8125078641	8664 Ridge Rd, Atlanta, GA, 30363	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129289	ENR	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126355	ENR	Alexis Espinoza	1951-12-18	UHC-75348-82	3725573231	9831 Union St, Nashville, TN, 37217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119330	ENR	Eugene X Baker	1971-09-16	UHC-10971-56	6924903266	1833 Meadow Ln, Mesa, AZ, 85291	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-134408	ENR	Alexander Fields	1963-11-03	UHC-95629-30	4019110975	3548 Washington St, Los Angeles, CA, 90002	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112610	ENR	Dylan C Chavez	2008-12-20	UHC-14686-27	2919792579	816 Broadway, Plano, TX, 75096	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-110586	ENR	Angela Salazar	1979-06-05	UHC-63436-64	6996412968	5809 Mountain View Dr, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-127679	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127680	ENR	Joyce R Olson	1996-10-10	UHC-61535-21	9624118270	4027 Mountain View Dr, Houston, TX, 77042	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137570	ENR	Juhn O Kim	1954-10-21	UHC-18603-27	2599336107	5078 Broadway, Las Vegas, NV, 89102	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-126076	ENR	Lauren Vasquez	1966-08-26	UHC-24175-19	2868492167	7678 Grand Ave, Tempe, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103345	ENR	Joe Q Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114799	ENR	Jaack V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct Apt 25, Chandler, AZ, 85226	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-117001	ENR	Emma L Dunn	1942-06-10	UHC-56397-77	7648607554	9660 Meadow Ln # 505, San Diego, CA, 92122	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-105316	ENR	Danielle P Lynch	2000-02-09	UHC-65454-97	3177249878	1905 Elm St, Minneapolis, MN, 55432	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-112921	ENR	Alan N Dixon	1969-05-01	UHC-93773-21	5022758438	1795 Indian School Rd, Tucson, AZ, 85724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119268	ENR	Doris Adams	1940-11-18	UHC-18964-47	9415550683	117 Mesa Dr, San Antonio, TX, 78236	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-112700	ENR	Nathan D Le	1939-01-27	UHC-46456-17	4853381706	3318 Canyon Rd, Tampa, FL, 33616	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-100891	ENR	Margaret H Foster	1947-04-01	UHC-49481-03	8026717844	6182 Meadow Ln, Denver, CO	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-127582	ENR	Doris Gilbert	1945-07-11	UHC-96647-42	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-118540	ENR	Dennis Contreras	1998-08-27	UHC-23357-72	2344197421	1344 Mountain View Dr, Orlando, FL, 32830	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129871	ENR	Timothy U Carpenter	1970-04-07	UHC-24778-33	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-119198	ENR	Douglas Z Duncan	1972-11-26	UHC-48753-15	5616492070	4993 Jefferson Ave, Gilbert, AZ, 85205	0.68	Street suffix standardised Address re-cased Gender normalised 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-111393	ENR	Cole Amanda	1965-07-03	UHC-99435-72	2735283878	4164 Broadway, Sacramento, CA, 95819	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-141084	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd Apt 1, Jacksonville, FL, 32297	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-107195	ENR	Steven Weer	1994-06-16	UHC-54394-70	5059510649	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-126532	ENR	Hiroshi S Chavez	2002-04-28	UHC-86634-86	—	8268 Meadow Ln, Los Angeles, CA, 90020	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107153	ENR	Denise S Henderson	1962-12-28	UHC-25947-59	8855813464	7891 Harbor Blvd, Dallas, TX, 75294	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
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-100918	ENR	Tny Q Kelly	2000-12-23	UHC-84357-74	5628479738	5361 Sunset Blvd, Eden Prairie, MN, 55325	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-123945	ENR	Juan Tucker	1956-04-19	UHC-20590-80	—	732 Valley View Dr, Atlanta, GA, 30361	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128772	ENR	Jonathan Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA, 98175	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128381	ENR	Patrcik L Mendez	1963-09-16	UHC-21816-72	—	7981 Main St, Tampa, FL, 33652	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110128	ENR	Thomas Castillo	1999-11-27	UHC-59369-24	7952380622	1583 Forest Ave, Eden Prairie, MN, 55340	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-114648	ENR	Dennis L Gilbert	1938-11-10	UHC-85450-66	5999557223	3653 Washington St, Jacksonville, FL, 32271	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-103714	ENR	Linda E Dominguez	2004-05-27	UHC-81654-26	9055530527	3161 Willow Ct, Phoenix, AZ, 85030	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-122006	ENR	Dorothy I Johnson	1991-08-11	UHC-06781-18	8607410124	2664 Elm St, Orlando, FL, 32880	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-122252	ENR	Donna Herrera	1972-01-05	UHC-16144-24	5525721250	9065 Grand Ave, Nashville, TN	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared

7,326 rows, page 105 of 147Previous Next