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-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-139917	ENR	Hannah L Oliver	2001-02-16	UHC-68626-53	6804366562	178 Canyon Rd # 242, Orlando, FL, 32808	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-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-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+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-127321	ENR	John Reed	1967-06-05	UHC-90703-84	2846246591	7091 Washington St, Glendale, AZ, 85348	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth 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-100802	ENR	Harold X West	2003-10-12	UHC-76560-14	3109956201	9739 Pine Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-101390	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109679	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-109678	ENR	Dinaa Griffin	—	UHC-20806-76	—	8389 Valley View Dr, Fresno, CA, 93727	0.64	Date of birth unreadable Street suffix standardised Address re-cased City 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-137680	ENR	Joyce T Johnson	1994-08-04	UHC-57438-80	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.64	Name split from “Last, First”Date of birth 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
ENR-110196	ENR	Betty D George	1967-06-19	UHC-66335-22	4162449797	3006 Cedar Ln, Seattle, WA, 98164	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101901	ENR	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128907	ENR	—Junk	1994-04-06	UHC-74547-81	2939788894	2845 Market St, Columbus, OH, 43257	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132179	ENR	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX, 77018	0.64	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-105482	ENR	Lauren I McCoy	1957-08-15	UHC-30980-54	5068369998	3082 Church St, San Diego, CA, 92190	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141269	ENR	Christina T Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131442	ENR	Michael Foster	1981-03-22	UHC-37751-91	9536475497	208 Valley View Dr Apt 40, Miami, FL, 33144	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133630	ENR	Elizabeth Q Soto	2003-08-26	UHC-13349-43	3433858673	2261 Bayshore Dr # 611, Atlanta, GA, 30303	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135865	ENR	Brittany Henry	2006-05-01	UHC-69980-47	2609497641	677 Highland Ave, Atlanta, GA, 30387	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101565	ENR	Gabriel E Perkins	1990-03-25	UHC-13630-01	4299666485	6444 River Rd, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139893	ENR	Sophia H Richardson	2005-02-11	UHC-03647-35	8853160073	8204 Meadow Ln, San Diego, CA, 92131	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-136263	ENR	Aisha Burns	1974-10-07	UHC-01658-44	2809277236	4453 Forest Ave, Dallas, TX, 75244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116922	ENR	Robert M Hall	1946-03-22	UHC-74797-86	6119143956	1833 Oak St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109748	ENR	Patricia R Hayes	2000-07-03	UHC-59679-50	—	5615 Grand Ave, Jacksonville, FL, 32275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102932	ENR	Ethan Q Andrews	1962-12-17	UHC-26691-89	6802150407	5100 Grand Ave, Miami, FL, 33101	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105221	ENR	Arjun Rodriguez	1966-09-20	UHC-64629-90	3273401339	6417 Sunset Blvd, Tempe, AZ, 85251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 175 of 532Previous Next