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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59173	TPA	Vincent Castro	—	—	—	6652 Valley View Dr, Orlando, FL, 32852	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-55314	TPA	Martha Cole	1964-12-06	—	—	7007 Central Ave, Gilbert, AZ, 85258	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-61575	TPA	Kyle Lawrence	1997-10-11	—	—	6147 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-59370	TPA	Theresa Foster	—	—	—	5835 Union St, Eden Prairie, MN, 55357	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
TPA-53368	TPA	Christine Carpenter	1987-07-20	—	—	3743 Harbor Blvd, Charlotte, NC, 28241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-59152	TPA	Alexander Derba	1976-05-03	—	—	4973 Palm Dr, Chandler, AZ, 85262	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-51423	TPA	Omar Rios	1987-10-15	UHC-69358-19	—	5383 Union St, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-54003	TPA	Kyle Day	—	—	—	1724 Jefferson Ave, San Diego, CA, 92188	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-61025	TPA	Joyce B Jaes	1976-07-06	—	—	6288 Lake View Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-59685	TPA	Michael Patterson	—	—	7988501642	1907 Lincoln Way, Los Angeles, CA, 90083	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-59769	TPA	Alice W Graham	—	—	6428106306	952 Hillcrest Rd, Las Vegas, NV, 89121	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
TPA-58107	TPA	Jerry Patel	—	—	—	8468 Lake View Rd, Minneapolis, MN, 55427	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Email lower-cased+1 more
TPA-50406	TPA	Justin Gordon	2006-04-25	UHC-77734-83	9728213135	9124 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60097	TPA	Omar Schultz	1966-11-10	UHC-58276-63	—	6554 Park Pl, Austin, TX	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-51474	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-56915	TPA	Janice Walsh	1941-09-05	—	—	6935 Baseline Rd, Houston, TX, 77024	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-52798	TPA	Lucia Lynch	1968-04-09	—	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-59931	TPA	Jacqueilne Bell	1997-04-19	—	—	9736 Ridge Rd, Denver, CO, 80241	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-55310	TPA	Billy Lawson	1989-05-13	—	—	2366 Oak St, Columbus, OH, 43203	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-58952	TPA	Kayla Gomez	1981-07-08	—	—	8000 Lake View Rd, Plano, TX, 75012	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-58023	TPA	Julia Tran	1973-07-16	—	—	7521 Meadow Ln, Sacramento, CA, 95824	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62333	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62332	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-61791	TPA	Jose Harvey	1991-04-12	—	—	8461 Elm St, San Diego, CA, 92136	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-51871	TPA	Joseph Porter	1950-10-08	UHC-81208-98	—	6339 Valley View Dr, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
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-53025	TPA	Rutth Harvey	1940-10-13	UHC-80628-18	—	5958 Main St, Gilbert, AZ, 85225	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+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-61384	TPA	Richard Burke	1947-04-17	—	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-58359	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-52507	TPA	Jonathan Foster	1953-09-06	—	—	7387 Lake View Rd Apt 37, Charlotte, NC, 28284	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-52826	TPA	Wei E Nelson	1998-12-11	—	—	139 Main St, Minneapolis, MN, 55488	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-57234	TPA	Drew Cooper	1983-06-12	UHC-45257-67	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 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

2,455 rows, page 18 of 50Previous Next