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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-52179	TPA	Charles Lane	1953-12-13	—	8327244393	2643 Washington St, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125551	ENR	Ethan A Wilson	2008-04-09	UHC-71543-29	6583609723	9614 Sunset Blvd, Austin, TX, 78714	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408489	CLM	Madison X Patel	2000-01-10	—	8457345964	4495 Union St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
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
ENR-142111	ENR	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd Apt 24, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-53153	TPA	Pamela Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave Apt 37, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Unit split from street 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-62433	TPA	Judith Espiinoza	1987-06-10	—	6165697187	403 Spring St Apt 22, Mesa, AZ, 85249	0.48	Name re-cased Phone reformatted Unit split from street 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
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
PRV-28457	PRV	Michael T Contreras	1974-09-07	UHC-41501-29	4229208685	5364 Pine Dr, Houston, TX, 77058	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-136561	ENR	Charlotte B Riley	2007-01-23	UHC-92624-92	6864994338	355 Valley View Dr, Tucson, AZ, 85782	0.48	Middle initial moved out of first name Name re-cased Member ID 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
TPA-61316	TPA	Christine Broooks	1953-12-25	—	7432386989	3231 Cedar Ln, Seattle, WA, 98191	0.48	Name re-cased Two-digit birth year Phone reformatted 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
ENR-132449	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132448	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124450	ENR	Gloria T Berry	2008-08-04	UHC-91554-58	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+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-133012	ENR	Scott R Griffin	1945-02-21	UHC-41956-45	—	7211 Main St, Tempe, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120430	ENR	CJunk	—	UHC-84757-69	5728034951	7108 Park Pl, Gilbert, AZ, 85204	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142457	ENR	Peter Taylor	1950-09-15	UHC-71038-41	7474108829	7689 Jefferson Ave # 374, Austin, TX, 78739	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
ENR-124525	ENR	James Ford	1987-08-05	UHC-80014-49	9278219832	5669 Elm St # 263, San Antonio, TX, 78233	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+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
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-102350	ENR	Matthew Y Gbison	1973-03-05	UHC-41424-77	3612678988	7642 Market St, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410971	CLM	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA, 90097	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street 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-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-120111	ENR	Keith J Scott	1999-07-09	UHC-99761-49	9847610668	9133 Canyon Rd, San Antonio, TX	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124811	ENR	Donna C Kelley	1998-05-24	UHC-99118-77	7537095343	719 Highland Ave Apt 28, Fresno, CA	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118230	ENR	Christian R Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ, 85781	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-425809	CLM	Gary Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109839	ENR	Donald D Watkins	1974-01-14	UHC-53110-97	2365744188	7620 Main St # 488, Houston, TX, 77082	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103580	ENR	Ashley Morrison	1978-09-28	UHC-52293-35	4759023644	3220 River Rd Apt 19, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-121422	ENR	Maria EJunk	2006-10-09	UHC-06607-37	4432473553	5649 Elm St # 350, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410013	CLM	Teresa Santos	1959-12-22	UHC-28319-23	—	194 Oak St, Dallas, TX, 75256	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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

71,257 rows, page 41 of 1,426Previous Next