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
ENR-131545	ENR	Philip Z Sullivvan	1917-02-07	UHC-73279-50	6656348868	8009 Spring St, Charlotte, NC, 28236	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
TPA-52359	TPA	Wayne Cunningham	1948-05-12	—	7164198484	6837 Cedar Ln, San Antonio, TX, 78261	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419405	CLM	Cheryl Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415882	CLM	Scott Reed	1984-08-28	UHC-10537-89	7946055652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424933	CLM	Tyler Wells	1942-08-07	—	5105277636	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21667	PRV	Daniel Herrera	1975-02-05	—	5087202685	8261 Broadway, Gilbert, AZ, 85219	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-140643	ENR	Michelle C Bowman	1971-10-24	UHC-64949-34	3967406707	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-101544	ENR	Carolyn L Bell	1969-03-05	UHC-32776-84	4494201473	2347 Mesa Dr, Charlotte, NC, 28243	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26584	PRV	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-118686	ENR	Scott T Moore	1998-08-28	UHC-13818-41	4862208580	4379 Valley View Dr, Mesa, AZ, 85225	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-411911	CLM	Bruce Sanots	1938-03-13	UHC-76917-53	3278008470	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-141883	ENR	Melissa B Hudson	2007-09-06	UHC-49229-90	5138367797	5183 Bayshore Dr, Orlando, FL, 32837	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-420149	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420150	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421050	CLM	Jessica Carter	1977-08-02	—	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-112979	ENR	Ammber Li	1944-02-26	UHC-49748-88	6547928037	2607 Apache Blvd, Eden Prairie, MN, 55397	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-420657	CLM	Michhael Pyerce	1992-03-04	UHC-60874-56	3454479000	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-426306	CLM	Gerald Harrison	1965-08-14	UHC-11890-86	6143571662	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412857	CLM	Barbara Fox	1964-06-23	—	9595297462	2295 Jefferson Ave, Tempe, AZ, 85225	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-139657	ENR	Priya Richardson	1951-06-08	UHC-98776-64	2782044641	3468 Meadow Ln, Atlanta, GA, 30345	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101043	ENR	Mark Y Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
TPA-56471	TPA	Mariana Luna	1951-12-20	—	9105622104	9580 Bayshore Dr, Minneapolis, MN, 55438	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412109	CLM	Mrailyn Nunez	1974-08-16	—	4897164544	4466 Broadway, Jacksonville, FL, 32235	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426889	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-20122	PRV	Valentina S Gomez	1980-09-13	UHC-76561-42	3232465980	5672 Church St, Mesa, AZ, 85253	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-119144	ENR	Carlos K Sanders	1989-03-25	UHC-40354-50	4136950647	—	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133747	ENR	Alice Bryant	1946-01-19	UHC-87701-23	—	9633 Apache Blvd, Las Vegas, NV, 89174	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-63244	TPA	Timothy Gilbert	1968-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-27268	PRV	Nathan E Yang	1957-05-21	—	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-111357	ENR	Daniel A Alvarado	1966-11-03	UHC-97254-55	9399303761	4108 Hillcrest Rd, Nashville, TN, 37234	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-410168	CLM	Bobby Robertson	1965-08-20	UHC-81310-51	5643771828	8300 River Rd, Mesa, AZ, 85293	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-418902	CLM	Heather Vazquez	1986-11-05	UHC-80866-77	8963722273	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429950	CLM	Frances Hansen	1958-11-10	UHC-28727-85	7442864153	8848 Lincoln Way, San Diego, CA, 92179	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-411053	CLM	Bob Collins	1952-01-11	UHC-33675-90	—	626 Spring St, Sacramento, CA, 95859	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-411150	CLM	Austin Park	1987-07-24	UHC-57701-65	9768703257	8843 Forest Ave, Seattle, WA, 98131	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25265	PRV	Christina Howard	1958-07-15	—	5656436864	5406 Main St, Columbus, OH, 43209	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-111048	ENR	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-402075	CLM	Michael Z Buyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430155	CLM	Rachel S Taylor	2004-08-20	UHC-30724-46	—	391 Broadway, Houston, TX, 77023	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-20559	PRV	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-429826	CLM	Yuki Ruiz	1972-03-21	UHC-19041-11	5823605516	6056 Ridge Rd, Nashville, TN, 37257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-106465	ENR	Donald McCoy	1985-02-12	UHC-68419-52	9489571520	2011 Mountain View Dr, Dallas, TX, 75211	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-106207	ENR	Mary G Holmes	1997-06-25	UHC-79180-77	2333975812	3467 Sunset Blvd, Las Vegas, NV, 89197	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-107074	ENR	Bradley L Carroll	1942-03-11	UHC-47541-85	7326664957	8070 Meadow Ln, Minneapolis, MN, 55408	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400238	CLM	Emma Cruz	1980-09-20	UHC-00972-88	4474186681	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23363	PRV	Melissa Coper	1938-05-15	UHC-12129-19	8885355416	2787 Broadway, Denver, CO, 80277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26712	PRV	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421591	CLM	Natalie Johnson	1968-10-03	—	4204837222	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-59302	TPA	Dorothy Riley	1986-06-31	—	8559264082	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-120801	ENR	Joyce Rios	1961-09-28	UHC-52941-48	2059050296	1857 Sage Ct, Las Vegas, NV, 89104	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more

9,980 rows, page 159 of 200Previous Next