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-122659	ENR	Marilyn J Ferguson	1960-04-08	UHC-33529-32	3033306160	8625 Camelback Rd, Charlotte, NC, 28279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123793	ENR	Judith Lawrence	1976-01-24	UHC-43217-77	3145426255	8822 Maple Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110248	ENR	Lisa J Berry	1993-11-04	UHC-31792-15	9032765988	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139596	ENR	Robert A Brooks	2008-09-06	UHC-09505-91	9147951971	7051 Ridge Rd, Nashville, TN, 37212	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126424	ENR	Christina Hunter	1958-08-07	UHC-22457-29	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123406	ENR	Logna King	1950-04-20	UHC-67632-43	5358279707	7641 Sage Ct, Glendale, AZ, 85316	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-114814	ENR	Charles Z White	1958-10-28	UHC-91542-57	7353052138	6356 Cedar Ln, Orlando, FL, 32869	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140655	ENR	Omar Moreno	1962-10-03	UHC-86667-03	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123624	ENR	Wayne Q Silva	2005-02-18	UHC-07518-90	2374504670	3386 Union St, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-115571	ENR	Doris Q Garza	1984-03-09	UHC-21021-96	9645202486	6498 Market St, Tempe, AZ, 85264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121729	ENR	Ehtan Thoomas	1943-01-15	UHC-05832-86	4376547322	2092 Jefferson Ave, San Antonio, TX, 78294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137935	ENR	Paul K Turner	1967-03-08	UHC-87005-81	7197864405	4191 Hillcrest Rd, Miami, FL, 33187	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112326	ENR	Tim C Crawford	1970-08-17	UHC-33870-20	2738922197	2957 Cedar Ln, Glendale, AZ, 85395	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104965	ENR	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106155	ENR	Sophia Hill	1960-12-15	UHC-87798-97	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-121214	ENR	George E Fisher	1961-03-23	UHC-84057-85	8336986277	1435 Grand Ave, Dallas, TX, 75251	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114915	ENR	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	3307 Apache Blvd, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141352	ENR	Tricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-118690	ENR	Adam Geen	2003-05-12	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129202	ENR	Richard N Castillo	1980-07-01	UHC-32013-85	2463512371	6073 Apache Blvd, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142951	ENR	Joseph T Payne	1971-07-21	UHC-40121-50	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103708	ENR	Stephen U Ray	1957-01-19	UHC-90976-19	8493777360	630 Lake View Rd, San Antonio, TX, 78228	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108276	ENR	Sarah TJunk	1944-05-16	UHC-34036-57	4464659395	9320 Maple Ave, Orlando, FL, 32813	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127204	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-127205	ENR	—Junk	1944-09-19	UHC-21412-48	6839920067	6531 Union St, Tampa, FL, 33699	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-102615	ENR	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140991	ENR	Matthew M Ford	1990-02-01	UHC-10639-59	5498932696	4359 Oak St, Plano, TX, 75087	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-116757	ENR	Sean Matthews	2008-04-28	UHC-14473-06	6868180716	7946 Central Ave, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101224	ENR	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109187	ENR	Heather P Wganer	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122286	ENR	Janice Carpenter	—	UHC-15695-65	7867775858	2154 Hillcrest Rd, Jacksonville, FL, 32213	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-109227	ENR	Timothy Brooks	2005-07-19	UHC-54562-02	8929034016	3289 Mountain View Dr, Dallas, TX, 75214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123193	ENR	Mark Ford	1956-12-04	UHC-08859-62	8387637311	2379 Lake View Rd, Eden Prairie, MN, 55352	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127956	ENR	Jimenez F Daniel	1960-07-15	UHC-95044-20	8566148732	9420 Park Pl, Las Vegas, NV, 89197	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135055	ENR	Braadley T Howard	1992-12-01	UHC-85451-99	2746184074	8403 Willow Ct, Atlanta, GA, 30310	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138568	ENR	Kyle A Diaz	1948-01-21	UHC-72638-46	2704282167	7281 Ridge Rd, Dallas, TX, 75274	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-129320	ENR	Brian O Barnes	1984-10-09	UHC-48426-89	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140300	ENR	Austin E Powell	1998-07-26	UHC-82867-57	7554915489	1772 Elm St, Jacksonville, FL, 32206	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114232	ENR	Laura W Powell	1969-05-21	UHC-45064-52	7687704513	3187 Harbor Blvd, Eden Prairie, MN, 55356	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135883	ENR	Mei V Vasquez	1958-03-22	UHC-37162-88	4444327533	1826 Lincoln Way, Glendale, AZ, 85365	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101639	ENR	Jack Thompson	1987-03-09	UHC-12606-35	6258159363	2302 Baseline Rd Apt 6, Tampa, FL, 33641	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

28,181 rows, page 149 of 564Previous Next