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

Third-party administrator, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55229	TPA	Aisha Kelley	1946-11-03	—	—	5803 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50360	TPA	Billy Medina	1989-09-14	UHC-16597-76	—	810 Washington St, Sacramento, CA, 95868	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-58769	TPA	Peter Duncan	1950-04-19	—	—	445 Elm St, Gilbert, AZ, 85225	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-52269	TPA	Anna Luna	1999-08-19	—	—	5012 Oak St, Jacksonville, FL, 32213	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53960	TPA	Kathryn Morris	1945-11-03	—	—	2221 Forest Ave, Jacksonville, FL, 32234	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61720	TPA	Brenda Hughes	1948-10-21	—	—	8393 Market St, Scottsdale, AZ, 85260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
TPA-56263	TPA	Gregory F Jimenez	1938-02-23	—	—	8862 Sunset Blvd, Plano, TX, 75004	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62716	TPA	Jacob Grant	1969-10-22	—	—	3053 Harbor Blvd, Tucson, AZ, 85724	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-57708	TPA	Shaw Brandon	1960-11-07	—	—	7007 Oak St, Denver, CO, 80237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61791	TPA	Jose Harvey	1991-04-12	—	—	8461 Elm St, San Diego, CA, 92136	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-54967	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.66	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-55108	TPA	Gabirel Hunter	1960-02-28	—	—	7884 Pine Dr, San Diego, CA, 92168	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61009	TPA	Barbara Ruiz	1977-06-24	—	—	695 Willow Ct, Tempe, AZ, 85228	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-63719	TPA	Wang Sophia	1950-01-28	—	—	6636 Spring St, Jacksonville, FL, 32277	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51913	TPA	Alexis Edawrds	1976-03-25	—	—	561 Indian School Rd, San Antonio, TX, 78201	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59622	TPA	Tyler Morris	1966-01-12	—	—	133 Washington St, Atlanta, GA, 30300	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63136	TPA	Karen Nichols	1995-12-25	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Email lower-cased+1 more
TPA-58910	TPA	Joe Oslon	1986-02-15	—	—	8847 Market St, Scottsdale, AZ, 85245	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-52404	TPA	Keith Hayes	2007-06-13	—	—	6904 Indian School Rd, Dallas, TX, 75283	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59937	TPA	Tommy Day	1944-02-21	UHC-61347-18	—	1025 Mesa Dr, Miami, FL, 33171	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-64265	TPA	Tyler Daniels	1980-04-06	—	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52365	TPA	Timothy Rice	—	—	—	7784 Canyon Rd, Fresno, CA, 93714	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-58566	TPA	Jerry Lane	1949-10-23	—	—	2060 Ocean Ave, Orlando, FL, 32820	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-58134	TPA	Hunter Carolyn	1944-06-06	—	—	2682 Willow Ct, Jacksonville, FL, 32284	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55116	TPA	Frank Moreno	1941-03-07	—	—	2391 Lincoln Way # 874, Sacramento, CA, 95806	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
TPA-52002	TPA	Scott Richardson	—	—	—	5331 Highland Ave, Gilbert, AZ, 85297	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-62075	TPA	Nicholas Kim	1960-03-04	—	—	3831 Grand Ave, Miami, FL, 33119	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-50104	TPA	Jonathan Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-51981	TPA	Richard Little	1942-10-15	—	—	2180 Baseline Rd Apt 37, San Antonio, TX, 78230	0.68	Phone missing area code Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50594	TPA	Cynthia Hansen	1971-01-22	UHC-95339-89	—	388 Cedar Ln, Tucson, AZ, 85748	0.68	Date of birth reformatted Phone missing area code Gender normalised Plan code upper-cased
TPA-52260	TPA	Billy Morgan	1977-10-28	—	—	2010 Union St, Denver, CO, 80224	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-61895	TPA	Elijah Campbell	1959-10-22	—	—	—	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62160	TPA	Elizabeth Taylor	1988-03-18	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-57421	TPA	Kathleen Howard	1986-01-21	—	—	3370 Oak St, Houston, TX, 77060	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-55578	TPA	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
TPA-57636	TPA	Jacob Russell	1961-03-27	—	—	2233 Broadway, Dallas, TX, 75284	0.76	Date of birth reformatted Phone missing area code Address re-cased State code upper-cased+2 more
TPA-59663	TPA	Gary Hill	1955-03-23	—	—	1930 Apache Blvd, Seattle, WA, 98148	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
TPA-58645	TPA	Rodriguez Emma	2006-11-25	—	—	894 River Rd, Phoenix, AZ, 85000	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-52429	TPA	Bruce Ramos	1984-03-06	—	—	6296 Main St, Glendale, AZ, 85347	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-54330	TPA	Kyle U Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
TPA-50957	TPA	Kimberly West	1987-09-24	—	—	1188 Pine Dr, Los Angeles, CA, 90005	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-56072	TPA	Vincent H Mills	1977-06-11	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-61019	TPA	Carol C Meyer	1979-07-21	—	—	3897 Camelback Rd, Nashville, TN, 37265	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
TPA-57269	TPA	Madison Meyer	1954-09-22	—	—	6065 Ridge Rd, Tampa, FL, 33615	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63980	TPA	Roger Luna	1960-10-11	UHC-68542-23	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-52694	TPA	Sara Burton	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-56358	TPA	Julie Ellis	1997-11-19	UHC-11000-88	—	444 Baseline Rd, Charlotte, NC, 28247	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
TPA-51605	TPA	Victoria Moore	2003-01-28	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared

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