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-56518	TPA	Billy Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60226	TPA	Cynthia H Jenkins	1950-04-28	UHC-09930-93	8026603486	1893 Ridge Rd, San Antonio, TX, 78275	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
TPA-53250	TPA	Bobby Alexander	2003-03-28	—	—	711 Mountain View Dr, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62962	TPA	Valentina Stevens	1943-01-26	—	—	5643 Meadow Ln, Eden Prairie, MN, 55358	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52542	TPA	Dennis Harris	1939-08-08	—	—	5864 Main St, San Antonio, TX, 78262	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54319	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-54320	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-60616	TPA	Russell Barnes	2003-02-11	—	—	2745 Sunset Blvd, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52876	TPA	Evelyn Kenndy	2008-02-27	—	—	2565 Willow Ct, Chandler, AZ, 85287	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60945	TPA	Jose T Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58820	TPA	Martha Castro	1946-08-12	—	5138028963	8370 Mountain View Dr, Houston, TX, 77097	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56902	TPA	Pamela Lucas	1941-05-22	—	—	1250 Church St, Mesa, AZ, 85275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62601	TPA	Victoria Hart	1977-07-08	—	8102738134	660 Union St, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55786	TPA	Samuel Lynch	1981-12-12	—	—	689 Market St, Plano, TX, 75095	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-60310	TPA	Hannah Vazquez	2008-07-21	—	4685775622	5714 River Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60311	TPA	Hannah Vazquez	2008-07-21	—	4685775622	5714 River Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62342	TPA	Zachary Hudson	1945-10-16	UHC-02373-58	—	7794 Valley View Dr, Las Vegas, NV, 89167	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63116	TPA	Rachel U Baker	2006-10-24	—	—	4703 Ocean Ave, Tucson, AZ, 85707	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61308	TPA	Ahmed Li	1952-05-11	—	8079369613	9424 Park Pl, Eden Prairie, MN, 55361	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56887	TPA	Joan Thompson	1941-10-28	—	—	9680 Hillcrest Rd, Scottsdale, AZ, 85225	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62669	TPA	Jacqueline Reid	2004-11-04	UHC-57895-23	7719343517	8207 Cedar Ln, Sacramento, CA, 95880	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60595	TPA	Carl U Bennett	1968-11-07	—	—	9430 Sage Ct, San Antonio, TX, 78267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53906	TPA	Brittany Shaw	1945-07-24	—	—	3694 Church St, Las Vegas, NV, 89127	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63965	TPA	Kathleen Duncan	1977-11-23	—	—	8069 Union St, Tempe, AZ, 85237	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63282	TPA	Frances Ward	1952-09-13	—	9484447029	5381 Lincoln Way, Fresno, CA, 93702	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55365	TPA	Evelyn Gonzales	1962-02-20	—	—	942 Valley View Dr, San Antonio, TX, 78274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55366	TPA	Evelyn Gonzales	1962-02-20	—	—	942 Valley View Dr, San Antonio, TX, 78274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56420	TPA	Gloria X Bailey	1959-02-20	—	—	8919 Indian School Rd, Los Angeles, CA, 90030	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60200	TPA	Ana Nunez	2003-12-07	—	—	183 Main St, Orlando, FL, 32840	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52464	TPA	Dennis Lawson	1939-01-09	—	—	7739 Desert Sky Blvd, Glendale, AZ, 85311	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60737	TPA	Lucia Peters	1947-02-01	—	—	8035 Canyon Rd, Houston, TX, 77032	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58657	TPA	David Hoffman	1974-11-01	—	7686178513	9643 Camelback Rd, Nashville, TN, 37298	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62384	TPA	Benjamin Simmons	1971-06-14	UHC-86087-23	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51436	TPA	Beverly Flores	1948-09-02	—	—	107 Pine Dr, Las Vegas, NV, 89148	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53428	TPA	Henry Cruz	1938-06-10	—	—	8192 Apache Blvd, Los Angeles, CA, 90080	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60988	TPA	Mei Alvarado	1943-12-01	UHC-70588-83	—	6950 Elm St, Fresno, CA, 93701	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63393	TPA	Ann Williamson	1963-02-12	—	—	567 Meadow Ln, Atlanta, GA, 30322	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57118	TPA	Walter Garcia	1973-08-07	—	—	723 Maple Ave, Miami, FL, 33117	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55851	TPA	Frank F Alexander	1999-12-26	—	—	2263 Washington St, Phoenix, AZ, 85022	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53977	TPA	Ana D Jackson	1950-11-11	—	—	9519 Indian School Rd, Tucson, AZ, 85768	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57069	TPA	Michelle Taylor	2003-11-02	—	—	9367 Park Pl, Tucson, AZ, 85790	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55699	TPA	Sandra Ngyen	1962-09-03	—	—	7065 Sunset Blvd, Columbus, OH, 43220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52508	TPA	Jon Foster	1953-09-06	—	9493297184	7387 Lake View Rd, Charlotte, NC, 28284	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63928	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63927	TPA	Ahmed Young	1946-04-02	—	—	1525 Pine Dr, Scottsdale, AZ, 85226	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62402	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62403	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55515	TPA	Amber Castro	1997-08-04	—	—	6391 Elm St, Atlanta, GA, 30358	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56955	TPA	Amber Jones	1998-10-18	UHC-67006-65	—	8598 Sage Ct, Nashville, TN, 37223	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-63747	TPA	Jesse Z Allen	1954-12-09	—	—	9067 Willow Ct, San Antonio, TX, 78228	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 132 of 156Previous Next