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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62581	TPA	James J Jack	1957-03-03	—	—	1297 Maple Ave, Tampa, FL, 33662	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
TPA-53564	TPA	Judith Peters	1972-01-24	—	—	1591 Canyon Rd, Dallas, TX, 75219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60228	TPA	Philip R Robinson	1977-01-04	—	—	9046 Valley View Dr, Dallas, TX, 75249	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-53588	TPA	Philip Black	1955-02-06	—	—	1873 Forest Ave, Houston, TX, 77015	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61878	TPA	Alex Estrada	2004-12-02	—	—	2506 Indian School Rd, Houston, TX, 77036	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56138	TPA	Martha Boyd	1982-10-10	—	—	1811 Spring St, Las Vegas, NV, 89108	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62419	TPA	Stephen Padilla	1989-03-27	—	—	212 Church St, Jacksonville, FL, 32236	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54804	TPA	Bryan Reynolds	1958-08-23	—	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63516	TPA	Tricia Dunn	1939-09-19	—	4929915295	9685 Camelback Rd Apt 30, Miami, FL, 33169	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61628	TPA	Jmaes Williams	2008-09-26	—	—	7942 Central Ave, Austin, TX, 78790	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51452	TPA	Ana Santos	1940-10-17	UHC-93279-73	—	7064 Indian School Rd # 292, Tucson, AZ, 85779	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51649	TPA	Mateo Wallace	1968-04-26	—	—	5689 Sage Ct, Minneapolis, MN, 55498	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51050	TPA	Bryan Fernandez	1985-05-08	—	3716141127	1556 Canyon Rd, Minneapolis, MN, 55432	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-50110	TPA	Noah Alvarez	1953-03-24	—	—	7184 Sunset Blvd, Fresno, CA, 93715	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51067	TPA	JuliaJunk	1999-09-26	—	—	9413 Jefferson Ave, Denver, CO, 80281	0.80	Name re-cased Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-63137	TPA	Kathryn Burton	1973-11-08	UHC-99290-35	9353996976	7243 Ocean Ave, Houston, TX, 77046	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-56889	TPA	Judth Henry	1942-04-05	—	—	2027 Central Ave, Charlotte, NC, 28271	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54103	TPA	Aisha Price	1939-08-27	—	—	2027 Ocean Ave, Miami, FL, 33124	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59841	TPA	Lori Bradley	1960-07-22	—	—	75 Market St, Las Vegas, NV, 89112	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57449	TPA	Kathryn E Willis	1976-11-17	—	9825227898	1590 Sunset Blvd, Columbus, OH, 43228	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59488	TPA	Diana Vazquez	1993-07-23	—	—	5173 River Rd, Jacksonville, FL, 32292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63303	TPA	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd, Atlanta, GA	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
TPA-59437	TPA	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54702	TPA	Ahmed Jacobs	1983-06-07	—	—	1326 Lincoln Way, Plano, TX, 75070	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58793	TPA	Kathryn Harvey	1939-06-06	—	—	5744 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-50732	TPA	Samantha Edwards	2001-03-22	—	—	1248 Market St, Charlotte, NC, 28230	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53612	TPA	Jacqueline Moore	1995-03-14	—	—	9435 Broadway # 231, Houston, TX, 77087	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
TPA-54422	TPA	Debra Bradley	1971-01-11	—	—	1134 Maple Ave, Scottsdale, AZ, 85254	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-51264	TPA	Anthoony Gilbert	1968-05-02	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54342	TPA	Janice Reid	1952-10-16	—	3843108382	5596 Spring St, Nashville, TN, 37238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60305	TPA	Juliia Meyer	1969-08-25	UHC-95875-47	9335474590	5564 Central Ave Apt 35, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57041	TPA	Arjun Harris	1953-10-27	UHC-71965-17	—	777 Lake View Rd, Eden Prairie, MN, 55398	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53645	TPA	Brenda W Banks	1977-01-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61163	TPA	Philip Bailey	2006-02-08	UHC-50588-65	—	4686 Ocean Ave, Miami, FL, 33118	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64130	TPA	Camila Jensen	1989-03-15	—	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53148	TPA	Ana Price	1949-12-07	—	—	605 Broadway, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62809	TPA	Palmer J Anna	1961-01-03	—	—	3351 River Rd, Denver, CO, 80239	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56490	TPA	Jose Carlson	1959-11-04	—	—	2996 Elm St, Fresno, CA, 93744	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-50130	TPA	Danielle Oliver	1947-05-28	—	—	4173 Maple Ave, Dallas, TX, 75225	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63271	TPA	Angela G Martinez	1942-09-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53107	TPA	Henry Rodriguez	1938-05-03	—	—	5598 Jefferson Ave, Jacksonville, FL, 32243	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62004	TPA	Bryan Burke	1998-09-15	—	—	8698 Bayshore Dr, Dallas, TX, 75228	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63473	TPA	Kevin Andrews	1982-03-06	—	—	7867 Ocean Ave # 777, San Diego, CA, 92114	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52708	TPA	Alan W Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50452	TPA	Diana Stevens	1981-11-16	—	—	7736 Valley View Dr, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63292	TPA	Jonathan Parker	1980-11-23	UHC-32181-76	—	9061 Pine Dr, Orlando, FL, 32891	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-52235	TPA	Arthur Greene	2006-06-20	—	3703598162	4014 Cedar Ln, Atlanta, GA, 30392	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-59956	TPA	Brian Gray	1996-10-24	—	—	6673 Valley View Dr, Seattle, WA, 98113	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54587	TPA	Sandra Powell	1958-01-16	—	—	2109 Central Ave, Eden Prairie, MN, 55339	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57836	TPA	Gerald T Sandoval	—	UHC-41043-56	—	1877 Mesa Dr, Mesa, AZ, 85212	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared

5,750 rows, page 80 of 115Previous Next