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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29594	PRV	Eugene V Daniels	1994-02-05	—	6908189684	9891 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22389	PRV	Shirley H Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
PRV-29498	PRV	Hiroshi Williams	1950-01-04	—	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24135	PRV	Bryant Cynthia	1971-11-16	—	3774682174	5310 Washington St, Los Angeles, CA, 90011	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21626	PRV	Mark Vargas	1982-06-13	—	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28682	PRV	Aisha McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
PRV-20003	PRV	Shirley Hernandez	—	—	4607738796	1513 Baseline Rd, Eden Prairie, MN, 55341	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25342	PRV	Lisa Q Lee	1970-07-14	—	5949070880	589 Elm St, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21400	PRV	Heather Myers	1958-01-04	UHC-23811-98	4379955558	5967 Ridge Rd # 439, Phoenix, AZ, 85039	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22860	PRV	Albert O Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave, Austin, TX, 78727	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24195	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24194	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20722	PRV	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St # 422, Gilbert, AZ, 85272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23749	PRV	Jennifer E Wattson	—	—	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
PRV-27109	PRV	Donald Hudson	1976-01-19	UHC-43303-53	7017474994	6764 Baseline Rd, Charlotte, NC, 28284	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25406	PRV	Sharon Cole	—	—	7412675111	3762 Cedar Ln, Tempe, AZ, 85229	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20278	PRV	Helen Holmes	1978-08-01	UHC-13051-27	2347574996	2988 Elm St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28070	PRV	Donald Mendez	1996-11-14	—	9084065895	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-25704	PRV	Marilyn Barnes	1957-12-23	—	6253821548	4785 Apache Blvd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20865	PRV	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21025	PRV	Megan Little	1998-09-25	UHC-03625-82	7064299237	2116 Washington St, Dallas, TX, 75200	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23417	PRV	Jusitn Miller	1980-01-22	—	2563126286	7254 Harbor Blvd, Houston, TX, 77097	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-22156	PRV	Billy X Diaz	1969-05-21	—	7162139220	9501 Meadow Ln, San Antonio, TX, 78201	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-23587	PRV	Shirley R Howard	—	—	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.66	Date of birth missing Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23565	PRV	Frances Harvey	1985-03-28	—	7026477439	3719 Mesa Dr, Minneapolis, MN, 55414	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27939	PRV	Benjamin F Jones	2000-11-10	—	4176285515	3840 Palm Dr, Nashville, TN, 37240	0.66	Middle initial moved out of first name Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-27881	PRV	Roy Elis	2006-02-21	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21239	PRV	Roy C Olson	1967-08-06	UHC-36243-10	5185483978	6622 Bayshore Dr, Chandler, AZ, 85200	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27583	PRV	Abigail Morrison	1950-04-01	—	3974204494	928 Bayshore Dr, Minneapolis, MN, 55448	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25336	PRV	Frances Hanson	1989-05-10	—	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25935	PRV	Priya H McDonald	1965-08-04	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26666	PRV	Bruce Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21897	PRV	Virginia Greeene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-28280	PRV	Lisa J Vega	1965-03-05	UHC-36382-30	9399589061	9673 Indian School Rd, Houston, TX, 77014	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
PRV-28444	PRV	Daina M Maldonado	1979-10-19	—	6018294529	5458 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25673	PRV	Arjun Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21199	PRV	Julia Hunt	1965-02-23	—	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27080	PRV	Susan Salazar	1966-12-23	—	7436860152	1616 Sunset Blvd, Glendale, AZ, 85383	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26529	PRV	Eric Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

5,906 rows, page 43 of 119Previous Next