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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

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
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
CLM-414257	CLM	Ralph Z Green	1993-05-05	—	—	6872 Main St, Dallas, TX	0.10	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-112893	ENR	Jordan Jordan	1940-04-04	UHC-52030-27	—	4162 Desert Sky Blvd # 622, Columbus, OH, 43234	0.10	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+5 more
TPA-53711	TPA	Stephen Hansen	1976-07-12	UHC-99306-74	7442354306	3572 Main St Apt 10, Glendale, AZ	0.18	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
CLM-413386	CLM	Elijah Boyd	—	UHC-80648-57	6663958132	5611 Hillcrest Rd, San Diego, CA	0.20	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+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
ENR-140634	ENR	Deborah B Hughes	1956-01-10	UHC-56499-04	8689929527	7923 Lake View Rd # 360, San Antonio, TX, 78224	0.20	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-108536	ENR	Joe G Wong	1984-10-19	UHC-70034-25	4669484278	7380 Bayshore Dr, Sacramento, CA, 95806	0.20	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-132849	ENR	Amanda Richards	—	UHC-51387-40	6545023050	7205 Cedar Ln # 712, Tempe, AZ, 85228	0.20	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
TPA-51065	TPA	Richard Lawson	1947-05-12	UHC-60766-62	—	560 Maple Ave Apt 23, Dallas, TX, 75294	0.20	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
ENR-109410	ENR	Grece Philllips	1939-01-26	UHC-41031-01	—	7250 Pine Dr, Houston, TX, 77002	0.20	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-105494	ENR	Kevin T Nelsson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.20	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+6 more
ENR-111270	ENR	Lori Griffin	1993-03-23	UHC-85108-34	—	6431 Harbor Blvd Apt 22, Las Vegas, NV, 89122	0.20	Date of birth reformatted Phone missing area code SSN last four extracted Unit split from street+6 more
TPA-57407	TPA	Michelle P Reed	1962-08-23	UHC-33270-80	—	8956 Central Ave, San Diego, CA, 92173	0.22	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-108109	ENR	Nicole H Walker	1973-11-07	UHC-98415-20	8777034317	1256 Indian School Rd # 357, Austin, TX, 78715	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Unit split from street+5 more
ENR-117221	ENR	Sophia H Ferguson	—	UHC-38535-74	6188715819	5698 Baseline Rd # 435, San Antonio, TX, 78225	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-405377	CLM	Mary Ramirez	1960-03-28	—	—	1794 Cedar Ln, Jacksonville, FL	0.22	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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
ENR-127117	ENR	Logan E Dominguez	1955-08-15	UHC-56133-86	2712191081	7287 Pine Dr, Gilbert, AZ	0.22	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-404976	CLM	Jack Marshall	—	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ	0.22	Name split from “Last, First”Date of birth missing Phone reformatted 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
PRV-27090	PRV	Laura Nunez	1969-01-27	—	8584732755	3323 Harbor Blvd Apt 1, Fresno, CA, 93704	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
CLM-403925	CLM	Martha Jimenez	1966-11-05	UHC-80991-11	—	6213 Oak St # 872, Fresno, CA	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+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-107622	ENR	Jake J Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln # 132, Columbus, OH, 43261	0.22	Middle initial moved out of first name Date of birth reformatted Phone missing area code Unit split from street+5 more
CLM-412338	CLM	Shirley Harris	1994-07-02	UHC-79852-31	—	3593 Grand Ave, Plano, TX, 75006	0.22	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 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-22154	PRV	Amber Green	1981-11-20	UHC-91347-12	—	6965 Baseline Rd, Charlotte, NC, 28269	0.24	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-425685	CLM	Alexander G Mason	—	UHC-72900-81	—	1686 Oak St, Mesa, AZ	0.24	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-130028	ENR	Laura Anderson	—	UHC-17588-71	6426907616	3129 Sage Ct # 297, Nashville, TN, 37292	0.24	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+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
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
CLM-422449	CLM	Jerry Morrison	2001-04-26	UHC-26911-50	5767986753	4585 Ridge Rd, Sacramento, CA	0.30	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 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
PRV-26478	PRV	Wheeler Thomas	1951-03-02	—	6272382541	5073 Market St # 626, Chandler, AZ, 85280	0.30	Name re-cased Two-digit birth year Phone reformatted Unit split from street+7 more
CLM-416822	CLM	Nancy Hnsen	1975-08-24	—	5874052485	8671 Harbor Blvd # 965, Charlotte, NC, 28282	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-104614	ENR	Ahmed Moore	—	UHC-96359-72	4727963380	376 Palm Dr # 943, Las Vegas, NV, 89164	0.32	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+6 more

17,850 rows, page 1 of 357Previous Next