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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58803	TPA	Judy Ward	1978-11-04	—	—	931 Sunset Blvd, San Antonio, TX, 78219	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61989	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61990	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58461	TPA	Michelle Mason	1990-12-28	—	—	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
TPA-60470	TPA	Alexis Edwards	2002-05-11	—	—	2299 Cedar Ln, Atlanta, GA, 30320	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51532	TPA	Diego O Castillo	2007-02-09	—	—	3312 Maple Ave, Houston, TX, 77038	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-61339	TPA	Mei Maldonado	1945-11-02	—	—	7457 Park Pl, Houston, TX, 77082	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63304	TPA	Charlotte Vasquez	1941-01-08	—	8603504635	5356 River Rd, Mesa, AZ, 85280	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-56324	TPA	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+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-54245	TPA	Samuel Carr	1956-02-23	—	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55228	TPA	Garza Natalie	1984-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-63392	TPA	Ann Williamson	1963-02-12	—	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54292	TPA	Jessica Chavez	2008-08-08	—	—	3793 Washington St, Phoenix, AZ, 85091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52621	TPA	Thomas Armstrong	1993-12-04	UHC-87670-07	—	1436 Elm St, Austin, TX, 78709	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-56839	TPA	Cheryl K Nunez	1974-03-17	—	8004872922	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57747	TPA	Mark George	1938-12-13	UHC-88108-61	9339409905	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-57890	TPA	Sara Jones	1965-11-04	—	—	5042 Main St, Columbus, OH, 43243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55350	TPA	Ronald Alexander	1990-01-09	—	—	4525 Union St, Jacksonville, FL, 32229	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52347	TPA	Santiago Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64312	TPA	Christina Cooer	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-55967	TPA	Linda I Wang	1979-05-24	—	—	528 Sage Ct, Seattle, WA, 98117	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58797	TPA	Mateo O Hansen	1996-01-23	UHC-39094-52	—	1668 Jefferson Ave, Chandler, AZ, 85243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55453	TPA	Mei W Lee	1996-04-03	—	—	850 Pine Dr, Atlanta, GA, 30397	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58776	TPA	Lisa Harrison	1983-07-19	—	—	2224 Ocean Ave, Minneapolis, MN, 55431	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52040	TPA	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62582	TPA	Jack James	1957-03-03	—	—	1297 Maple Ave, Tampa, FL, 33662	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61592	TPA	Wiill Price	1983-07-02	—	—	1117 Oak St, Scottsdale, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58205	TPA	Chuck James	1985-01-01	UHC-80457-27	—	6831 Desert Sky Blvd, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59447	TPA	Ralph Armstrong	1981-07-21	—	—	8223 Pine Dr, Los Angeles, CA, 90077	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57212	TPA	Nicholas Sullivan	2004-02-02	—	—	6528 River Rd, Scottsdale, AZ, 85259	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50933	TPA	Gary Munoz	1965-10-25	—	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-57746	TPA	Denise Rivera	1984-07-19	—	—	8656 Ocean Ave, Denver, CO, 80297	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55685	TPA	Karen Snyder	1983-11-04	—	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56407	TPA	Nancy Cole	2002-04-25	—	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55970	TPA	Philip Lawson	2008-12-27	—	—	8364 Main St, Dallas, TX, 75217	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-56961	TPA	Jose Black	1963-09-14	—	5836217686	4276 Cedar Ln, Fresno, CA, 93707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53508	TPA	Lawrence Diaz	1938-06-03	—	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57613	TPA	Brandon Johnson	1990-06-21	—	—	8128 Washington St, Denver, CO, 80289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52441	TPA	Sara Carr	2001-07-14	—	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55226	TPA	Christina Caarroll	1990-07-10	—	—	4892 Indian School Rd, Scottsdale, AZ, 85284	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-55784	TPA	Marcus Chavez	—	—	—	5658 Valley View Dr, Nashville, TN, 37298	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
TPA-57298	TPA	Carol M Rodriguez	1997-06-02	—	—	5317 Forest Ave, Nashville, TN, 37227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

2,435 rows, page 28 of 49Previous Next