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-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122994	ENR	Aaaron W Hicks	1940-12-23	UHC-07186-53	8619915980	1876 Mountain View Dr, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119050	ENR	David Simmons	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126619	ENR	Andrew McCoy	1999-11-03	UHC-29060-53	7896464296	184 Broadway, Houston, TX, 77031	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-129409	ENR	Mariana O Reed	1976-10-06	UHC-13418-34	2497719376	3518 Valley View Dr, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115460	ENR	MJunk	1941-03-04	UHC-03418-84	4073752239	6424 Market St, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-102964	ENR	Lucia U Espinoza	1971-11-16	UHC-13836-28	7917204690	2739 Union St, Columbus, OH, 43207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135475	ENR	Lisa P Hayes	1960-01-23	UHC-24751-76	2847362800	4375 Harbor Blvd, Tempe, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142480	ENR	Terry O Silva	1957-04-21	UHC-77066-08	5286699634	5292 Jefferson Ave, Denver, CO, 80227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139178	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139177	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-141567	ENR	Sophia Hall	—	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100414	ENR	Debra V Ford	2000-07-27	UHC-59451-52	3486959744	7984 Union St Apt 11, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138835	ENR	Eugene Crawford	1951-11-09	UHC-64523-80	8345504125	1638 Oak St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110094	ENR	Arthur D Espinoza	2003-07-16	UHC-87366-53	4533570846	9292 Indian School Rd, Tampa, FL, 33690	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123462	ENR	Sean L Castro	1973-07-25	UHC-78224-40	9756356992	9846 Bayshore Dr, Tampa, FL, 33672	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131310	ENR	Abigail R Gutierez	1951-05-02	UHC-54068-46	7536261696	5075 Sage Ct, Plano, TX, 75062	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136844	ENR	Valentina Z Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141220	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	8655014135	7519 Elm St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121761	ENR	Jean Richardson	1970-11-07	UHC-82446-21	8238945515	8419 Desert Sky Blvd, Atlanta, GA, 30334	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125443	ENR	Theresa Carroll	2008-02-25	UHC-53618-98	6303269239	1156 Harbor Blvd, Seattle, WA, 98116	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139378	ENR	Sharon B Diaz	1957-07-25	UHC-05198-84	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114748	ENR	Eric Rios	1966-11-30	UHC-71144-96	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124851	ENR	Jfef X Matthews	1981-01-03	UHC-22665-19	6698346249	2008 Market St, Gilbert, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130520	ENR	Robert O Watkins	2001-07-07	UHC-29270-37	6409870505	8144 Grand Ave Apt 4, Dallas, TX, 75245	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136802	ENR	Richard Day	1996-05-28	UHC-92078-99	4237859150	4851 Ridge Rd # 811, Tempe, AZ, 85292	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111650	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St, Phoenix, AZ, 85061	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126198	ENR	Elizabeth Dunn	2003-09-28	UHC-59946-17	8583806399	6988 Mesa Dr, Seattle, WA, 98197	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135205	ENR	Marilyn J Sandoval	—	UHC-97540-47	3028624606	7421 Ocean Ave, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-104509	ENR	Nancy B Tran	1968-11-02	UHC-89471-33	7687833624	8721 Pine Dr, Denver, CO, 80218	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132511	ENR	Willie Jensen	1943-06-26	UHC-76046-12	2523877125	3180 Market St Apt 3, San Antonio, TX, 78283	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113143	ENR	Ethan Q Hill	1944-05-11	UHC-60191-91	2225407877	3252 Main St, Austin, TX, 78790	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123997	ENR	Carolyn Q Arnold	1948-10-11	UHC-37886-84	4446780495	9558 Union St, Houston, TX, 77098	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101962	ENR	Hannah U Chapman	1979-11-04	UHC-28347-29	6002456796	3639 Ocean Ave, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112383	ENR	Kathleen Watson	—	UHC-89150-20	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more

28,181 rows, page 133 of 564Previous Next