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 “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
TPA-54530	TPA	Janice Dunn	1953-04-18	—	—	3591 Oak St # 418, Denver, CO, 80249	0.06	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+7 more
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
PRV-23021	PRV	Cheryl Collins	1992-04-14	—	4783251355	5401 Church St # 246, Los Angeles, CA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+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
CLM-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-428349	CLM	Frances Berry	1968-02-08	—	2047033326	384 Highland Ave # 681, Minneapolis, MN, 55406	0.20	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+6 more
PRV-22700	PRV	Janice Mendoza	1998-10-04	—	4709141900	8684 Main St Apt 23, Scottsdale, AZ, 85226	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
CLM-405399	CLM	Virginia Smith	2001-07-22	UHC-62024-73	—	9017 Palm Dr Apt 40, Atlanta, GA	0.20	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
CLM-403902	CLM	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ, 85205	0.22	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 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
TPA-64342	TPA	Austin George	1943-06-14	—	—	8288 Apache Blvd # 908, Eden Prairie, MN	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+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
CLM-419620	CLM	Debra Ray	1970-06-16	UHC-95973-52	7129549165	9349 Meadow Ln # 709, San Diego, CA, 92106	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403623	CLM	Jack Knight	1955-10-20	UHC-49193-58	—	252 Sage Ct Apt 17, Nashville, TN, 37219	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+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
PRV-20511	PRV	Andrew Thomas	1938-06-26	—	6132471757	3126 Indian School Rd Apt 17, Tampa, FL, 33694	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
TPA-57753	TPA	Sara Allen	2001-11-27	—	—	5893 Indian School Rd, Tucson, AZ	0.22	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
CLM-425440	CLM	Donald Y Lane	1974-01-25	—	9223675811	4221 Cedar Ln # 242, Denver, CO, 80291	0.22	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+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
TPA-62821	TPA	Denise Tran	1994-09-08	—	8364470391	7545 Spring St, San Antonio, TX, 78264	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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
CLM-409894	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.22	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
PRV-20560	PRV	Evelyn Johnston	1940-12-09	—	5663803555	5408 Willow Ct # 165, Plano, TX	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+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
TPA-53157	TPA	Billy Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd # 914, Seattle, WA, 98179	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+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
PRV-26752	PRV	Benjamin H Brooks	2008-12-09	UHC-58222-55	—	9416 Desert Sky Blvd Apt 17, San Diego, CA, 92148	0.24	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+4 more
TPA-63076	TPA	Dorothy Gray	2001-09-19	—	—	1611 Market St # 488, Denver, CO	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+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
CLM-409449	CLM	Bobby Hernandez	1974-07-03	—	—	6500 Harbor Blvd, Orlando, FL, 32849	0.24	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-405374	CLM	Sara Ray	1970-06-23	—	—	2228 Jefferson Ave, Las Vegas, NV	0.24	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
CLM-423736	CLM	AlanJunk	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN	0.24	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+4 more
CLM-404452	CLM	Russell Davis	1962-06-08	UHC-21001-65	—	1029 Spring St, Columbus, OH, 43202	0.24	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-424881	CLM	Mitchell Sarah	1992-09-26	UHC-43687-13	—	8532 Oak St # 782, Eden Prairie, MN	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+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
CLM-421529	CLM	Omar Webb	1939-05-23	—	—	127 Church St Apt 11, San Antonio, TX, 78272	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more

6,661 rows, page 1 of 134Previous Next