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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134760	ENR	Jordan Walker	1988-02-19	UHC-96381-04	—	3465 Union St, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-130563	ENR	Amber N Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113924	ENR	Gregory Marquez	2005-03-18	UHC-19999-31	8656524871	7419 Oak St, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-143006	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-104735	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126661	ENR	Jaent Brown	—	UHC-22090-70	—	4416 Desert Sky Blvd, Austin, TX, 78726	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119126	ENR	Janice Fernandez	1999-07-25	UHC-10721-20	4104825248	8891 Ridge Rd, Orlando, FL, 32814	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137578	ENR	Allen Auztin	1939-03-24	—	3993604770	2083 Cedar Ln, Phoenix, AZ, 85079	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-140014	ENR	Goerge S Nelsson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139488	ENR	Alyce H Davis	1959-10-17	UHC-89086-36	9497360090	3070 Lake View Rd, Charlotte, NC, 28288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121602	ENR	Patricia Le	1962-10-07	UHC-67782-25	4914532104	2990 Pine Dr, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128652	ENR	Christine E Warrren	1977-02-08	UHC-91442-06	3236509680	2302 Oak St, Sacramento, CA, 95816	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106961	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106960	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129294	ENR	Albert H Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126609	ENR	Samantha King	1995-06-21	UHC-02059-92	6889763107	8728 Hillcrest Rd, San Diego, CA, 92102	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130772	ENR	Eric Lawrence	—	UHC-14851-25	5152902021	9404 Baseline Rd, Atlanta, GA, 30304	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121445	ENR	Dylan Rogers	1953-07-20	UHC-82066-02	8109434477	9893 Sunset Blvd, Denver, CO, 80246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-135324	ENR	Mark J Porter	1946-06-24	UHC-03643-62	2296237132	2738 Canyon Rd, Atlanta, GA, 30314	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-130674	ENR	Edward Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave Apt 18, Austin, TX, 78734	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114225	ENR	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave # 745, Austin, TX, 78705	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119691	ENR	Dorothy J Howard	2004-01-24	UHC-57229-61	—	7635 Pine Dr, Tempe, AZ, 85233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127632	ENR	Sharon Y Burton	1955-05-27	UHC-21748-50	6674613291	5914 Baseline Rd, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109445	ENR	Bruce Wagner	1982-02-16	UHC-90026-30	4659720442	7740 Palm Dr, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-126902	ENR	Noah Cook	1982-04-09	UHC-47414-31	—	3312 Oak St, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119604	ENR	Gloria A Nguyeen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115555	ENR	Gloria George	—	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116017	ENR	Benjamin S Rice	2001-11-22	UHC-00900-40	—	5390 Baseline Rd, Los Angeles, CA, 90059	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-122171	ENR	Jacob Y Little	1974-07-12	UHC-14867-13	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111566	ENR	Amy I Young	1955-08-07	UHC-60553-01	—	1598 Pine Dr, Tucson, AZ, 85784	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134785	ENR	Ann Z Burns	1975-05-03	UHC-51136-97	3312213899	8478 Central Ave, Plano, TX, 75003	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116527	ENR	Gregory Medina	2004-10-07	UHC-24008-95	3777028920	294 Maple Ave, Plano, TX, 75042	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123683	ENR	Linda Lucas	1951-03-06	UHC-20791-83	4002711136	592 Jefferson Ave Apt 17, Tucson, AZ, 85761	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108995	ENR	Ana D Gibson	1998-12-05	UHC-12515-95	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 80 of 339Previous Next