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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22922	PRV	Sharon Ellis	1982-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
TPA-63744	TPA	Sandra Richardson	2008-03-12	—	9109637712	3793 Canyon Rd, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413990	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	—	3187 Oak St, San Antonio, TX, 78278	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-51244	TPA	Eugene Chavez	1944-12-06	—	5333810895	3313 Ocean Ave, Minneapolis, MN, 55443	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104396	ENR	Brian Vazquez	1997-04-17	UHC-47957-28	2274042354	700 Willow Ct, Houston, TX, 77034	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24867	PRV	Kimberly Ramirez	1961-09-17	UHC-25631-35	9424437075	8356 Park Pl, Dallas, TX, 75263	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55431	TPA	Juan Santiago	1988-05-17	—	8593034625	166 Union St, Plano, TX, 75037	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121607	ENR	Terry Nunez	1975-12-04	UHC-45934-01	3813945129	4095 Main St, Phoenix, AZ, 85099	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-141779	ENR	Sara McCoy	1938-02-24	UHC-49462-80	8255562765	7050 Forest Ave Apt 25, Charlotte, NC, 28281	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103192	ENR	Deborah D Lopez	1956-08-23	UHC-90944-87	3793733950	8762 Ridge Rd, Austin, TX, 78791	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-429382	CLM	Cheryl Robertson	1960-03-26	UHC-65707-93	4433182932	2346 Lincoln Way, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127492	ENR	Chris L Castro	2005-02-27	UHC-53454-40	—	1841 Maple Ave, Las Vegas, NV, 89108	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-117891	ENR	Ralph B Freeman	1952-05-12	UHC-01462-05	7995338931	4907 Mesa Dr, San Antonio, TX, 78269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115202	ENR	Danielle Tucker	—	UHC-36926-50	9653882432	5004 Church St, San Antonio, TX, 78223	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-402206	CLM	Julie Hansen	1973-09-25	UHC-11629-44	—	667 Oak St, Eden Prairie, MN	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128745	ENR	Douglas G Soto	1984-12-21	UHC-83412-14	3118176795	5646 Canyon Rd, Fresno, CA, 93708	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407766	CLM	Kimberly Robinson	2008-05-16	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127187	ENR	Anna H Santos	1975-12-04	UHC-15152-91	8695710303	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-110310	ENR	Roger X Stephens	1991-01-11	UHC-94066-98	9248808854	8151 Indian School Rd, Jacksonville, FL, 32282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133825	ENR	Richard Alvarez	1952-08-20	—	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104090	ENR	Isabella Webbb	—	UHC-38239-88	7976626723	2462 Spring St, Phoenix, AZ, 85039	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-117019	ENR	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	546 Forest Ave, Denver, CO, 80252	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50940	TPA	Kimberly Q Morris	—	UHC-70976-57	5087299329	3790 River Rd, Tucson, AZ, 85792	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-50284	TPA	Sarah Howell	1966-05-27	—	2373550725	320 Main St, Austin, TX	0.48	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
ENR-116515	ENR	Ronald L Sanders	1984-07-24	UHC-95380-54	2254638035	4342 Church St # 667, Minneapolis, MN, 55407	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-131233	ENR	Jose Nelon	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-113895	ENR	Randy Daniels	1944-06-11	UHC-90910-84	3882163376	4653 Highland Ave, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-105438	ENR	Kenneth I Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122906	ENR	Danielle D Ramirez	1949-12-02	UHC-85416-89	8719596553	8096 Harbor Blvd, Tampa, FL, 33638	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135401	ENR	Ruth Young	2000-10-28	UHC-70377-81	6558933083	335 Desert Sky Blvd, Gilbert, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21100	PRV	Sofia Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln, Las Vegas, NV, 89149	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-430459	CLM	Ben Ferguson	1947-02-20	—	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59961	TPA	Noah Sanchez	1989-10-24	—	6324798982	8247 Ridge Rd, Los Angeles, CA, 90056	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50478	TPA	Hiroshi Hernandez	1961-11-21	—	—	1528 Central Ave, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405287	CLM	Patrick V Armstrong	1982-03-02	UHC-19406-81	5604641786	2334 Jefferson Ave Apt 15, Nashville, TN, 37231	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124290	ENR	Patricia P Bennett	1940-07-21	UHC-77422-61	4983143138	8570 Valley View Dr, San Diego, CA, 92131	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63458	TPA	Diane Le	1952-09-26	—	—	4863 River Rd, Gilbert, AZ, 85227	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55871	TPA	Paul Patel	1942-11-22	—	6717233707	8622 Bayshore Dr, Tucson, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-406560	CLM	Ashley Hernandez	1948-03-21	—	3319189330	3595 Forest Ave # 358, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137803	ENR	Jonathan Z Ramirez	1962-03-14	UHC-25636-58	2168636861	995 Spring St, Columbus, OH, 43276	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-405963	CLM	Shirley Hall	1944-03-18	UHC-69762-72	2545612853	3326 Baseline Rd, Charlotte, NC, 28283	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

16,828 rows, page 35 of 337Previous Next