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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-55486	TPA	Gloria Meyer	1998-04-17	—	—	1137 Pine Dr, Houston, TX	0.80	Name re-cased ZIP missing 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-62910	TPA	Lisa Taylor	1983-09-14	UHC-20686-86	—	1069 Baseline Rd, Eden Prairie, MN, 55389	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53180	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50768	TPA	Samantha Contreras	1946-02-09	—	—	9591 Broadway, Glendale, AZ	0.80	Address re-cased ZIP missing Whitespace trimmed 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-61634	TPA	Eugene Grant	1972-01-10	—	2748187226	3969 Palm Dr, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57788	TPA	Nancy Williams	1983-09-13	—	—	4029 Harbor Blvd Apt 32, Dallas, TX, 75225	0.80	Unit split from street City re-cased Whitespace trimmed 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-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-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-60964	TPA	Maria Weaver	1980-05-17	—	4365975469	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed 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-54134	TPA	Jennifer Larson	1989-06-21	—	2655330194	4725 Elm St, Phoenix, AZ, 85048	0.80	Name re-cased Phone reformatted Gender normalised 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-53919	TPA	Samuel Jymenez	1953-04-02	UHC-67719-04	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64140	TPA	Dina Harris	1992-03-11	—	—	6494 Mesa Dr, Miami, FL, 33154	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-50961	TPA	Christina Bradley	1958-08-26	—	—	934 Apache Blvd, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53297	TPA	Jeffrey Jensen	1965-08-17	—	—	6869 Willow Ct, Tempe, AZ, 85287	0.80	Name re-cased Date of birth reformatted Gender normalised 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-57225	TPA	Lori Lee	1943-09-07	—	—	7843 Sunset Blvd, Scottsdale, AZ, 85261	0.80	Name split from “Last, First”City re-cased Whitespace trimmed 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-63080	TPA	Hansen Linda	1941-10-09	UHC-10492-62	—	6644 Union St, Houston, TX, 77022	0.80	Date of birth reformatted City re-cased Gender normalised 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-51710	TPA	Laura Hunt	1976-05-20	UHC-71086-48	—	8673 River Rd, Atlanta, GA, 30339	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52412	TPA	AlbertJunk	1974-11-08	—	8178794171	6938 Camelback Rd, Atlanta, GA, 30309	0.80	Name re-cased Phone reformatted Placeholder values cleared No usable name (quarantined)
TPA-63970	TPA	Terry Hansen	—	—	8696771414	—	0.80	Date of birth reformatted Date of birth unreadable 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-61792	TPA	Kelly Richardson	1957-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted 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-58780	TPA	John Mendez	1971-06-11	—	—	4815 Pine Dr, Chandler, AZ, 85280	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57387	TPA	Zachary Kennedy	2001-01-05	—	—	505 Oak St, Mesa, AZ, 85297	0.80	Date of birth reformatted State name converted to code Whitespace trimmed 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-57226	TPA	Judith Owens	1954-02-15	UHC-36194-27	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.80	Phone reformatted State name converted to code 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

14,135 rows, page 158 of 283Previous Next