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-63754	TPA	Philip Day	1968-03-15	—	7288814564	6956 Washington St, Miami, FL, 33119	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63710	TPA	Deniel Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave # 518, Columbus, OH, 43222	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-56797	TPA	Kevin Austin	1961-08-28	—	—	5743 Union St, Scottsdale, AZ, 85270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61043	TPA	Sean Campbell	1982-12-12	UHC-19745-75	3667000422	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-62473	TPA	Roy Vargas	1985-08-04	UHC-67291-40	—	4832 Canyon Rd, Los Angeles, CA, 90037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54147	TPA	Stephanie Nichols	1973-03-28	—	—	6263 Ocean Ave, Gilbert, AZ, 85252	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59619	TPA	Andrea Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58291	TPA	Alike Herrera	1980-06-25	—	—	4802 Camelback Rd, Tucson, AZ, 85783	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51890	TPA	Amy Hanson	1938-10-03	—	—	8796 Bayshore Dr, Columbus, OH, 43240	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63722	TPA	Emma Willis	1983-08-20	—	9309912109	2116 Pine Dr, Los Angeles, CA, 90054	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51944	TPA	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd, Miami, FL, 33145	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55279	TPA	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57587	TPA	Hannah Lucas	1986-12-09	UHC-54951-70	—	9358 Mountain View Dr, Plano, TX, 75067	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59113	TPA	Shirley Brooks	2008-01-09	—	5898571779	9548 Washington St, Atlanta, GA, 30396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51637	TPA	Debra Fernandez	1970-12-20	—	7264420692	9207 River Rd, Austin, TX, 78722	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51321	TPA	Fatima Ryan	1959-08-24	—	—	9612 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64189	TPA	Diana Mendez	1939-03-19	—	3183013203	4576 Canyon Rd, Sacramento, CA, 95815	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63648	TPA	Diana Cruz	1984-05-15	—	—	2273 Main St, Orlando, FL, 32808	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55266	TPA	Heather Graahm	1970-05-06	—	5446243321	3412 Mountain View Dr, Houston, TX, 77073	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55526	TPA	Thomas H Webb	1966-07-03	—	—	5126 Cedar Ln, Scottsdale, AZ, 85220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64101	TPA	Albert Herrera	1941-05-20	—	8202511168	5804 Lake View Rd, Plano, TX, 75063	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50253	TPA	Mateo Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-59226	TPA	Angela Williamson	1947-10-26	—	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60145	TPA	Olivia Coopper	1981-09-05	—	6877811662	683 Bayshore Dr, Minneapolis, MN, 55492	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64307	TPA	Justin Cruz	1944-09-18	—	4196778148	2917 Ridge Rd, San Antonio, TX, 78273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62068	TPA	Henry Miller	1973-10-09	UHC-88772-03	3402777216	5855 Ocean Ave, Plano, TX, 75010	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53775	TPA	Andrew Phillips	1946-03-28	—	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55460	TPA	Brandon Munoz	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-61968	TPA	Justin Cox	1948-02-24	—	—	614 Ridge Rd, Atlanta, GA, 30383	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56732	TPA	Steven K Welch	1999-11-20	UHC-45711-80	—	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
TPA-61034	TPA	Mei Bailey	1966-11-09	—	5165565888	1353 Desert Sky Blvd, Tampa, FL, 33632	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53380	TPA	Mark Bennett	1955-07-17	—	—	1506 Indian School Rd, Minneapolis, MN, 55473	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50254	TPA	Madison Broooks	1953-05-18	UHC-02160-38	—	4742 Willow Ct, Glendale, AZ, 85362	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57262	TPA	Nicholas Miller	1959-05-12	—	9222990149	5983 Spring St, Tampa, FL, 33697	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50627	TPA	Emily Rojas	1979-04-03	—	5993052438	9357 Lake View Rd, Tampa, FL, 33663	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50299	TPA	Linda Oliver	1945-06-19	—	—	8742 Baseline Rd, Tampa, FL, 33609	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52031	TPA	Sofia Lane	1964-08-03	—	2586865368	5091 Sage Ct, Scottsdale, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62082	TPA	Maria Bryant	1966-11-22	—	—	756 Cedar Ln, Scottsdale, AZ, 85241	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62125	TPA	Ralph Hoffman	1973-07-16	—	—	1707 Pine Dr, Seattle, WA, 98142	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62507	TPA	Aliice Collins	1986-05-23	UHC-40643-26	—	2282 Jefferson Ave, San Antonio, TX, 78219	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62971	TPA	Frank Carroll	1958-04-13	—	—	546 Forest Ave, San Diego, CA, 92108	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57386	TPA	Carol Hansen	2000-06-19	—	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57394	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57393	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60392	TPA	Steven Hunnt	1959-08-22	—	3426914413	2211 Willow Ct, Charlotte, NC, 28208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59750	TPA	Pat Mason	1954-04-24	—	—	6084 Baseline Rd, Mesa, AZ, 85221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53851	TPA	Bradley Pierce	1994-09-12	—	—	2723 Desert Sky Blvd, Gilbert, AZ, 85266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61798	TPA	Charles Robinson	1973-01-24	—	4555314087	3748 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53182	TPA	Marilyn Hunt	1971-06-21	UHC-38710-68	—	8583 Bayshore Dr, Atlanta, GA, 30370	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

5,750 rows, page 49 of 115Previous Next