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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55754	TPA	Charlotte Payne	1980-02-28	UHC-82916-23	—	421 Main St, Tampa, FL, 33669	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62006	TPA	Jeffrey Lawrence	1977-08-09	—	—	2828 Highland Ave, Dallas, TX, 75212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57871	TPA	Alexander Wood	1960-12-15	—	—	5121 Jefferson Ave, Scottsdale, AZ, 85212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53676	TPA	Arthur Cooper	1979-03-09	—	—	1558 Valley View Dr, San Diego, CA, 92129	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60159	TPA	Aanda Cole	2005-10-28	—	—	593 Cedar Ln, Seattle, WA, 98142	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53837	TPA	Richard Q Perkins	1996-10-09	UHC-20022-04	—	5545 Grand Ave, Jacksonville, FL, 32224	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55362	TPA	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60778	TPA	Olivia Wheeler	1965-10-28	—	—	8573 Ridge Rd, Mesa, AZ, 85217	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57643	TPA	Isabella Cook	2003-12-09	—	—	1808 Elm St, Eden Prairie, MN, 55386	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53412	TPA	Kelly Scott	1976-02-12	—	2319954014	3517 River Rd, Columbus, OH, 43232	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61382	TPA	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50806	TPA	Lucia Turner	2001-01-12	—	—	7359 Willow Ct, Charlotte, NC, 28240	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63301	TPA	Zachary Harvy	1982-02-22	UHC-43673-22	—	7636 Canyon Rd, Miami, FL, 33176	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58330	TPA	Wei Bradley	1967-03-01	—	—	1936 Jefferson Ave, Austin, TX, 78780	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64438	TPA	Ana Adams	1999-09-22	—	—	8157 Harbor Blvd, Orlando, FL, 32887	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52129	TPA	Marcus Payne	1962-12-06	UHC-10387-43	—	8525 Main St, Austin, TX, 78749	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58537	TPA	Priya Murrya	1978-02-02	—	—	995 Washington St, Miami, FL, 33156	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55521	TPA	Karen Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54977	TPA	Melissa U Wong	2007-04-25	—	4524720809	4112 Park Pl, Las Vegas, NV, 89145	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-54139	TPA	Angela Wang	1967-03-01	—	—	8641 Valley View Dr, Orlando, FL, 32887	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62100	TPA	Madison Reyes	1946-04-18	—	—	6130 Elm St, Orlando, FL, 32897	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59653	TPA	Priya Lynch	1982-09-24	—	—	3494 Baseline Rd, Minneapolis, MN, 55410	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56234	TPA	Kathleen Morris	1962-10-27	—	—	3402 Highland Ave, Dallas, TX, 75236	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51662	TPA	Mason Marquez	1998-12-04	—	—	3220 Maple Ave, Sacramento, CA, 95843	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59342	TPA	Judy Santiago	1999-05-13	—	—	132 Pine Dr, Tempe, AZ, 85248	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55846	TPA	Maria Dean	2007-10-07	—	—	6450 Lincoln Way, Tempe, AZ, 85296	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58565	TPA	Jerry Lane	1949-10-23	—	—	2060 Ocean Ave, Orlando, FL, 32820	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50064	TPA	Jennifer Cole	1962-10-12	—	6396572717	5396 Elm St, Charlotte, NC, 28231	0.82	Date of birth reformatted Street suffix standardised Address re-cased
TPA-51490	TPA	Carlos Hanson	1971-09-03	—	—	4864 Indian School Rd, Houston, TX, 77037	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53705	TPA	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50562	TPA	Christoppher Espinoza	1994-09-18	—	—	5093 Lake View Rd, Eden Prairie, MN, 55378	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54023	TPA	Shirley McDonald	1949-08-25	—	—	3937 Church St, San Diego, CA, 92164	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51999	TPA	Susan R Perz	1949-07-28	—	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51998	TPA	Susan R Perz	1949-07-28	—	7632615146	4019 Sage Ct, Nashville, TN, 37255	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61865	TPA	Aaron Scott	1982-12-27	—	—	4438 Lincoln Way, Seattle, WA, 98129	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53035	TPA	Samuel Williamson	2003-01-11	—	—	8488 Valley View Dr, Austin, TX, 78798	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52971	TPA	Bruce Robinson	1945-08-13	—	7333020034	2956 Spring St, Charlotte, NC, 28208	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63113	TPA	Shirley Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61540	TPA	Hiroshi Garza	2006-11-05	—	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62807	TPA	Carol O Bryant	1951-09-03	—	—	2505 Meadow Ln, Jacksonville, FL, 32292	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59814	TPA	Lawrence Fox	1941-09-28	—	—	4708 Park Pl, Mesa, AZ, 85233	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50083	TPA	George Knight	1976-08-20	—	—	5156 Palm Dr, Gilbert, AZ, 85292	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52012	TPA	Hannah Hunter	1956-12-07	—	6405321221	8685 Market St, Los Angeles, CA, 90072	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51782	TPA	Zachary R Carpenter	1946-09-12	—	—	4234 Central Ave, Phoenix, AZ, 85025	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62089	TPA	Stephanie Bnnett	1990-02-04	—	—	9669 Maple Ave, Glendale, AZ, 85301	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55683	TPA	Willie Guuzman	1959-02-17	—	6242338554	8300 Hillcrest Rd, Atlanta, GA, 30334	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55137	TPA	Marilyn Q Marshall	1942-03-23	—	—	8369 Hillcrest Rd, Chandler, AZ, 85226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51688	TPA	Maria Munoz	1974-05-22	—	—	7712 Cedar Ln, Tempe, AZ, 85257	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56707	TPA	Tyler L Chapman	2005-02-26	—	—	6201 Mountain View Dr, Sacramento, CA, 95811	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62702	TPA	Patricia Coleman	1958-05-18	—	—	6613 Apache Blvd, Atlanta, GA, 30344	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 153 of 156Previous Next