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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400474	CLM	Jonh Q Contreras	1974-04-23	—	—	5777 Bayshore Dr, Denver, CO, 80279	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-120595	ENR	Martha R Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway, Mesa, AZ, 85287	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-117572	ENR	Sara Hicks	1993-01-17	UHC-61863-88	8347243767	9732 Forest Ave, Minneapolis, MN, 55485	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-403952	CLM	Bobby Cooper	1998-12-01	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-109478	ENR	Roger Lewis	1956-02-03	UHC-29701-15	8614905018	5339 Ridge Rd, Dallas, TX, 75210	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-409702	CLM	Shirley P Aguilar	2000-10-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-411750	CLM	Jessica Jones	1976-11-17	—	—	371 Meadow Ln, Glendale, AZ, 85346	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-109836	ENR	Hannah H Dean	1988-08-19	UHC-24263-66	3712832774	9624 Maple Ave, Dallas, TX, 75217	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
CLM-421521	CLM	Maria Garcia	1981-09-10	UHC-26872-43	—	3787 Mountain View Dr, Houston, TX, 77048	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-123722	ENR	William Williams	1953-12-19	UHC-77509-21	—	6941 Elm St, Scottsdale, AZ, 85239	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
CLM-416849	CLM	Debra Elliott	—	UHC-39687-17	—	2215 Valley View Dr, Orlando, FL, 32858	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-62055	TPA	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-133851	ENR	Robert S Nichols	1989-09-18	UHC-85627-10	3325387382	8307 Sunset Blvd, Las Vegas, NV	0.70	Name split from “Last, First”Date of birth reformatted ZIP missing
ENR-128122	ENR	Lauren Contreras	1939-12-12	UHC-26709-23	8176600218	1656 Sage Ct, Eden Prairie, MN, 55363	0.70	Name split from “Last, First”City re-cased ZIP+4 trimmed
CLM-400989	CLM	Amber Greene	1942-05-19	UHC-79174-43	—	7738 Market St, Denver, CO	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-412122	CLM	Shirley Gibson	—	UHC-25275-60	—	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-431652	CLM	Valentina Simmons	1940-12-10	UHC-46999-92	—	5097 Desert Sky Blvd, Tucson, AZ, 85750	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-432469	CLM	Aaron D Salazar	1990-08-04	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-56035	TPA	Christian Y Burton	1976-03-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-58488	TPA	Michelle Jenkins	1979-10-13	UHC-18507-38	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-138988	ENR	Gerald P Yang	1992-02-21	UHC-93674-92	6988353052	6998 Harbor Blvd, Columbus, OH, 43294	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
PRV-22810	PRV	Shirley P Aguilar	2000-10-16	UHC-87167-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-425744	CLM	Martha Willis	1998-08-07	—	5066852309	6574 Main St, Plano, TX, 75020	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-411657	CLM	Pamela Jones	1949-04-26	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61615	TPA	Marc X Herrera	1956-12-27	—	—	9213 Cedar Ln, Denver, CO, 80209	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-137064	ENR	Jacqueline Miller	1946-08-15	UHC-84568-24	5372023901	446 Sunset Blvd, Orlando, FL, 32889	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-400078	CLM	Nancy Vega	1974-03-24	UHC-26451-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428797	CLM	Russell Weaver	1962-04-14	UHC-60979-31	8425905281	3160 Pine Dr # 798, Phoenix, AZ, 85016	0.70	Name split from “Last, First”Phone reformatted Unit split from street
TPA-54456	TPA	Nancy Lynch	1970-02-10	—	—	1365 Spring St, Denver, CO, 80289	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-431954	CLM	Maria Davis	1980-04-07	UHC-91962-84	—	7357 Apache Blvd, Mesa, AZ, 85275	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
ENR-141233	ENR	Gabriel Y Arnold	1960-03-04	UHC-31163-02	—	1148 Canyon Rd, San Antonio, TX, 78263	0.70	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed
ENR-115330	ENR	Jason M Moreno	1977-12-24	UHC-09388-80	7708438637	7109 Pine Dr, Mesa, AZ, 85270	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-408837	CLM	Lawrence Gutierrez	1943-12-13	UHC-49649-11	—	3482 Jefferson Ave, Columbus, OH	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-407623	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-407622	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-131174	ENR	Janice Alllen	1969-04-25	UHC-89622-69	7368614572	948 Union St, Nashville, TN, 37289	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
CLM-401558	CLM	Roger R George	—	UHC-68033-85	—	6203 Maple Ave, Minneapolis, MN, 55427	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-59963	TPA	Wei Morris	1970-02-14	—	—	9555 Central Ave, Mesa, AZ, 85253	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-415257	CLM	Janet Y Reynolds	1948-12-05	—	—	2594 Cedar Ln # 778, Nashville, TN, 37225	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
CLM-407610	CLM	Christina Perez	1944-11-01	UHC-42737-44	9453053626	—	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-401939	CLM	Emma Munoz	1994-09-16	UHC-82412-81	—	2062 Jefferson Ave, Dallas, TX, 75213	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-62160	TPA	Elizabeth Taylor	1988-03-18	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
ENR-139169	ENR	Lauren K Sullivan	1938-07-08	UHC-65196-52	—	6489 Oak St, Seattle, WA, 98189	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-410186	CLM	Ronald Cox	1980-08-09	UHC-19931-06	—	6564 Camelback Rd, Charlotte, NC, 28270	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-429431	CLM	Dorothy Collins	2002-11-16	UHC-40897-12	7483866583	7220 Forest Ave, Mesa, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-417909	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	—	3645 Mountain View Dr, Scottsdale, AZ	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-416859	CLM	Amber Jackson	1940-04-15	UHC-61032-14	—	5632 Pine Dr, Columbus, OH, 43216	0.70	Name split from “Last, First”Date of birth reformatted SSN last four extracted
CLM-432328	CLM	Bobby Walsh	1990-07-09	UHC-84978-59	—	5742 Oak St Apt 33, Las Vegas, NV, 89158	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-122850	ENR	Lawrence Q Wong	2006-06-14	UHC-62307-74	—	6041 Sage Ct, Tucson, AZ, 85787	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-112515	ENR	Adam Garrett	1986-12-01	UHC-27878-40	—	1633 Palm Dr, Los Angeles, CA, 90078	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed

9,980 rows, page 149 of 200Previous Next