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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-413158	CLM	Jesse Webb	1946-04-25	UHC-26449-28	—	4994 Lincoln Way # 382, Eden Prairie, MN, 55396	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-100149	ENR	Ahmed W Stevens	—	UHC-43336-16	5772757750	7085 Union St, Denver, CO, 80231	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406020	CLM	Jack Richerds	1960-01-18	UHC-96441-75	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-432527	CLM	—Junk	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave, Atlanta, GA, 30368	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-427472	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138856	ENR	Dylan Ford	1972-06-04	UHC-15943-69	6816045407	5936 Union St, Dallas, TX, 75255	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-121029	ENR	Wayne X Robertson	1965-06-04	UHC-05398-93	2534558038	7060 Hillcrest Rd, Nashville, TN, 37202	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-429276	CLM	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH, 43244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140209	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-108383	ENR	Wei Mejia	1960-05-08	UHC-25353-07	—	5907 Canyon Rd, Eden Prairie, MN, 55330	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-104568	ENR	Sam Z Bowman	1945-07-09	UHC-16338-08	6874062557	6349 Spring St, Gilbert, AZ, 85276	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-127621	ENR	Evelyn X Gray	1968-09-15	UHC-85134-32	7259017365	5902 Canyon Rd, Denver, CO, 80284	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-422777	CLM	Michelle Burns	1938-06-03	UHC-94933-30	3189326726	4095 Park Pl, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123231	ENR	Carolyn E Campbell	1950-02-15	UHC-91732-23	8255973022	7292 Broadway, Denver, CO	0.60	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-127107	ENR	Melissa Raed	1984-05-20	UHC-64718-84	3694919865	3282 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142330	ENR	Danielle X Simpson	1995-03-09	UHC-91877-58	—	5969 Church St, Chandler, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-109909	ENR	Bell Melissa	1952-08-08	UHC-91197-58	5804404043	4418 Canyon Rd # 223, Las Vegas, NV, 89170	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-128967	ENR	Julie T Wilson	1948-03-27	UHC-63663-31	7046450516	9556 Ocean Ave, Minneapolis, MN, 55416	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119139	ENR	Isabella A Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102374	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	—	728 Central Ave, Chandler, AZ, 85268	0.60	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-120136	ENR	Danielle L Banks	1942-10-19	UHC-15373-58	7158864057	38 Forest Ave, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127979	ENR	Eugene T Spencer	1980-09-06	UHC-72821-85	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136244	ENR	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102393	ENR	Hyroshi I Reynolds	1965-06-21	UHC-14204-71	3935296025	2054 Sunset Blvd Apt 28, Sacramento, CA, 95897	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25980	PRV	Grace Shaw	1961-11-20	UHC-49338-06	3388619459	3793 Market St, Seattle, WA, 98139	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142499	ENR	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142136	ENR	Rachel O Vazuez	1983-01-11	UHC-21397-33	3859729498	7668 Central Ave, Atlanta, GA, 30327	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411340	CLM	Anthony Hiill	2003-07-19	UHC-15437-91	4644284895	7834 Palm Dr # 320, Mesa, AZ, 85266	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-114059	ENR	Diana Reynolds	1970-07-19	UHC-32272-44	9379063652	6536 Lake View Rd, Fresno, CA, 93700	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138855	ENR	Dylan Davis	2006-03-05	UHC-30152-47	4057894702	6903 Forest Ave, Tampa, FL	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135923	ENR	Russell E Murray	1946-06-02	UHC-60882-05	—	2644 Ridge Rd, Phoenix, AZ, 85034	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137594	ENR	Mason Arnold	1955-06-19	UHC-61970-31	6517860078	5848 Sage Ct, Fresno, CA, 93716	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425350	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405785	CLM	Pamela Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111585	ENR	Elizabeth Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd Apt 11, Dallas, TX, 75249	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more

7,723 rows, page 29 of 155Previous Next