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-142928	ENR	Suasn U Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29000	PRV	Brandon J Edwards	1948-04-23	UHC-65049-62	—	3531 Church St, Sacramento, CA, 95850	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132073	ENR	Mark E Scott	—	UHC-18709-47	7438397420	5120 Willow Ct, Gilbert, AZ, 85268	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
TPA-61915	TPA	Jordan Herrera	1994-01-02	—	—	8958 Indian School Rd, Phoenix, AZ, 85053	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-60845	TPA	Ashley Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-53794	TPA	Mateo Ortega	1956-01-09	UHC-99277-69	—	7123 Lincoln Way, Houston, TX, 77027	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134872	ENR	Julie Y Santos	2007-05-07	UHC-40432-33	5427846275	6524 Canyon Rd # 409, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-50988	TPA	Ann Perez	1999-12-05	—	—	352 Elm St, Denver, CO, 80229	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26847	PRV	Karen Campbell	—	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-105880	ENR	Kelly G Baker	—	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.54	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-103546	ENR	Gerald L Santiago	1972-10-13	UHC-21748-46	3454765761	743 Oak St, Houston, TX, 77077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102086	ENR	Tony E Munoz	1985-10-20	UHC-87343-86	7253249718	7270 Ridge Rd Apt 29, Nashville, TN, 37294	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-114832	ENR	Judy Nichols	1977-03-04	UHC-99799-36	—	468 Spring St, Phoenix, AZ, 85003	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408274	CLM	Nathan Olsoon	1977-08-18	UHC-73329-39	—	7553 Central Ave, Houston, TX, 77034	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64446	TPA	Sara Butron	1983-02-21	—	—	5709 Sage Ct, San Diego, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134211	ENR	Alexander T Cunningham	1961-02-02	UHC-18955-29	7624349080	4091 Market St, San Diego, CA, 92153	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421816	CLM	Willie Y Allen	1989-10-21	UHC-31609-15	—	4882 Highland Ave, Denver, CO, 80291	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108210	ENR	Harold H Gonzalez	1941-01-04	UHC-11640-03	8419183552	6036 Ridge Rd, Houston, TX, 77014	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130405	ENR	Frances D Guerrero	1985-09-19	UHC-77235-41	8577465785	5198 Main St, Mesa, AZ, 85261	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134597	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV, 89167	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-122927	ENR	Jeffrey Richards	1973-01-13	UHC-76290-57	4323574624	1712 Indian School Rd, Mesa, AZ, 85267	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133044	ENR	Kathy Guerrero	1991-06-07	UHC-45206-52	4987329186	787 Cedar Ln, Phoenix, AZ, 85037	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133218	ENR	Jeremy Cruz	1964-04-15	UHC-55958-79	5404480026	9297 Mountain View Dr # 878, Tempe, AZ, 85299	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109343	ENR	Sara Cooer	1938-07-03	UHC-45515-34	—	1053 Pine Dr Apt 28, Minneapolis, MN, 55402	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139582	ENR	Samuel Oliver	1955-11-01	UHC-84083-21	4236480086	9710 Meadow Ln, Austin, TX, 78763	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116545	ENR	Dnaiel Flores	1980-08-09	UHC-20989-27	3332359103	1785 Apache Blvd, Fresno, CA, 93727	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118753	ENR	Betty H Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted ZIP missing+1 more
PRV-20734	PRV	Julia Ortega	—	—	—	9413 Jefferson Ave, Denver, CO, 80281	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-52234	TPA	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-405048	CLM	Tim Lopez	1946-01-15	UHC-58975-81	—	9308 Meadow Ln # 186, Nashville, TN, 37271	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-21399	PRV	Diego Ramirez	1976-05-26	UHC-23908-84	7058086643	8373 Ridge Rd, Fresno, CA, 93734	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55752	TPA	Kathryn Moreno	1988-12-02	—	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-119253	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109373	ENR	Logan Marshall	1963-03-07	—	—	4254 Elm St, Tampa, FL, 33625	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425838	CLM	Evelyn Chavez	2007-03-15	UHC-98599-23	—	9644 River Rd, Nashville, TN, 37201	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414903	CLM	Doris Carroll	1985-10-24	UHC-14268-87	—	5143 Indian School Rd, Dallas, TX, 75295	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416503	CLM	Jesse R Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL, 33146	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134605	ENR	Elizabeth Turner	1995-08-17	UHC-28525-34	4923984918	5112 Ridge Rd # 265, Minneapolis, MN, 55461	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
PRV-21684	PRV	Eugene Foster	1959-03-24	—	6856886984	6273 Central Ave, Sacramento, CA	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422104	CLM	Jeff Dominguez	1962-05-18	UHC-23167-87	—	6186 Baseline Rd, Sacramento, CA, 95851	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-129321	ENR	Timothy U Harris	1961-04-21	UHC-78926-70	6314706432	533 Apache Blvd, Dallas, TX, 75290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137386	ENR	Joyce M Morgan	1996-04-09	UHC-80074-14	2672982962	9043 Sunset Blvd, San Diego, CA, 92155	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+1 more
ENR-137430	ENR	Ana Adams	1981-09-15	UHC-14475-86	—	3358 Palm Dr, Miami, FL, 33129	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115981	ENR	Santiago W Kelley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58810	TPA	Willie Lynch	1987-06-03	—	—	3720 Park Pl # 603, Glendale, AZ, 85380	0.54	Name split from “Last, First”Unit split from street City re-cased Gender normalised+1 more
CLM-412062	CLM	Emily Schuultz	1940-12-09	—	—	8124 Park Pl, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-426935	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more

9,980 rows, page 60 of 200Previous Next