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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137840	ENR	Arthur R Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St # 837, Houston, TX	0.08	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-119405	ENR	Amber P Meyer	1970-04-13	UHC-41600-72	3285644024	3676 Spring St # 765, Glendale, AZ, 85356	0.08	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-100357	ENR	Mateo T Perez	1987-01-11	UHC-84161-20	2288512438	3898 Palm Dr, Dallas, TX, 75288	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-108630	ENR	Maria Dean	1956-04-23	UHC-74698-76	6763876139	7608 Washington St Apt 1, Seattle, WA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-132732	ENR	Martha U Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX	0.18	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-103386	ENR	Gregory H Richardson	1960-04-11	UHC-32697-71	2909667947	1687 Palm Dr Apt 34, Dallas, TX, 75271	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-135108	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd # 632, Tempe, AZ, 85294	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-112759	ENR	William A Walsh	1983-03-25	UHC-07070-34	5725663894	8684 Spring St Apt 34, Mesa, AZ, 85296	0.20	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-120779	ENR	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln Apt 5, Atlanta, GA	0.20	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+6 more
ENR-129556	ENR	Margaret C Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+5 more
ENR-141200	ENR	Denny E Nelson	1961-03-27	UHC-29756-86	4592318902	4709 Ridge Rd, Tampa, FL	0.22	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-118924	ENR	Megan B Sims	1954-12-24	UHC-08660-21	6754320626	3383 Sunset Blvd, Orlando, FL, 32800	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-104447	ENR	Jessica Bennett	1957-09-24	—	4998457419	41 Indian School Rd # 527, Mesa, AZ, 85227	0.22	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-109289	ENR	Hannah Q Tuckre	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.22	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-118357	ENR	FatimaJunk	1985-07-28	UHC-18372-48	—	7311 Sage Ct Apt 9, Fresno, CA, 93791	0.22	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129211	ENR	Dorothy P Kennedy	2007-11-23	UHC-82927-77	—	5085 Willow Ct, Phoenix, AZ, 85042	0.22	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-114588	ENR	Nancy X Evans	1955-07-19	UHC-89861-37	8429234003	7985 Market St, Dallas, TX, 75283	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-118175	ENR	Mason Vasquez	1967-05-27	UHC-71588-63	6416859176	3053 Central Ave # 496, Los Angeles, CA, 90066	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-133717	ENR	Jonathan M Reed	2006-09-05	UHC-76563-94	—	1453 Valley View Dr, Dallas, TX, 75208	0.24	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+4 more
ENR-124066	ENR	Billy K Gardner	1991-12-14	UHC-78599-36	3958816545	4565 Ocean Ave, San Antonio, TX, 78286	0.24	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129206	ENR	Maria I Jones	1981-12-28	UHC-59633-24	6089785312	5204 Spring St, Chandler, AZ	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-134720	ENR	Gloria E Burtton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd # 865, Glendale, AZ, 85362	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-136455	ENR	Benjamin M Ward	1965-07-26	UHC-26457-96	—	4093 Broadway, Charlotte, NC	0.24	Name split from “Last, First”Two-digit birth year SSN last four extracted City re-cased+4 more
ENR-137395	ENR	Bryan Q Espinoza	2007-05-17	UHC-24021-41	6769467110	5562 Grand Ave # 643, Scottsdale, AZ, 85231	0.24	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130290	ENR	Jonathan L Green	1964-07-25	UHC-91476-16	2067330935	4983 Ocean Ave, Jacksonville, FL, 32246	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125754	ENR	Vicky X Howard	1961-09-20	UHC-87606-64	5888107099	8016 Washington St, Atlanta, GA, 30351	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-131483	ENR	Sharon W Day	1951-03-25	—	—	2905 Church St, Plano, TX, 75072	0.24	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-128204	ENR	Julie Hoffman	1940-03-12	UHC-83320-02	6476584349	5665 Park Pl, Eden Prairie, MN, 55392	0.26	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138814	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138815	ENR	Grace U Collins	1955-07-24	UHC-00939-39	8474804969	2978 Elm St, Los Angeles, CA, 90040	0.26	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111898	ENR	Paul Moore	1987-03-21	—	—	9444 Lincoln Way, Tempe, AZ, 85231	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code State name converted to code+3 more
ENR-141948	ENR	Mei Cook	1998-01-24	UHC-46902-57	2962585353	8682 Indian School Rd, Tampa, FL, 33602	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105523	ENR	Marcus T Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.26	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121852	ENR	Ralph Q Ruiz	1954-06-03	UHC-43941-81	3688264206	777 Lake View Rd, Fresno, CA	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126098	ENR	Mari X Edwards	1962-04-03	UHC-26590-54	—	7451 Baseline Rd # 457, Jacksonville, FL, 32232	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Unit split from street+3 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-118896	ENR	Barbara Oliver	1976-07-15	UHC-71536-77	—	2343 Sunset Blvd Apt 6, Austin, TX, 78778	0.26	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
ENR-140075	ENR	Susan K Wheeler	1947-05-28	UHC-05761-35	—	6416 Forest Ave, Denver, CO, 80252	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-116130	ENR	Karen C Young	2008-03-15	UHC-48759-81	2904451047	7441 Bayshore Dr, Glendale, AZ, 85324	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120582	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.26	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132669	ENR	Marilyn Berry	1982-05-02	UHC-72413-38	—	3353 Mesa Dr, Sacramento, CA, 95860	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-139415	ENR	Brandon E Hamilton	1967-06-16	UHC-55103-74	7869250713	2917 Main St, San Antonio, TX, 78219	0.28	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-117613	ENR	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ	0.28	Name split from “Last, First”Two-digit birth year Phone missing area code SSN last four extracted+2 more
ENR-122153	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-122152	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-109206	ENR	Joshua Q Munoz	1994-01-20	UHC-32257-80	2214594792	4852 Washington St, Dallas, TX, 75237	0.32	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-139694	ENR	James Z Flores	1980-04-23	UHC-02712-54	4692469029	9767 Sage Ct, Tucson, AZ, 85743	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-133065	ENR	Roger Myers	2003-10-14	UHC-73410-29	4393178958	4575 Cedar Ln, Charlotte, NC	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more

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