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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-52780	TPA	Frances Mason	1979-03-07	—	—	7506 Highland Ave, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-51938	TPA	Wei Gardner	1971-04-01	—	6495336650	7039 Apache Blvd, Columbus, OH, 43244	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-62770	TPA	Karen Morales	1943-05-21	—	—	6903 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63374	TPA	Pat Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50483	TPA	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-51799	TPA	Emily Rojas	1973-08-11	—	4547015886	3655 Market St, Las Vegas, NV	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-62381	TPA	Anthony Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave # 871, Los Angeles, CA, 90081	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-58548	TPA	Gloria Stone	1945-12-08	—	—	2470 Indian School Rd, Fresno, CA, 93724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64068	TPA	Cynthia Le	1945-09-14	—	—	3532 Pine Dr, Chandler, AZ, 85275	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64102	TPA	Frances Williamson	1960-12-08	—	9629396617	3123 Mountain View Dr, Nashville, TN, 37278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53432	TPA	Carol Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-62383	TPA	Benjamin Simmons	1971-06-14	—	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62163	TPA	Dougls Ortega	1991-01-22	—	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-60572	TPA	Kenneth B Pierce	1955-03-28	—	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-51877	TPA	Angela Wagner	1951-05-16	—	—	2618 Camelback Rd # 624, San Diego, CA, 92175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61699	TPA	Jordan Greene	1982-01-27	—	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54701	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54700	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-59889	TPA	Theresa K Franklin	1944-11-18	—	—	7509 Willow Ct, Seattle, WA, 98149	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64328	TPA	Lucia Lucas	1942-09-22	—	—	6590 Grand Ave, Sacramento, CA, 95827	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-50701	TPA	Nathan Lee	2006-08-25	—	—	5406 Willow Ct, Dallas, TX, 75272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57377	TPA	Peter L Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57943	TPA	Dorothy Andrews	1946-10-15	—	—	8554 Hillcrest Rd, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53559	TPA	Abigail Bradley	1974-05-23	—	—	3110 Church St, Mesa, AZ, 85210	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-51040	TPA	Elizabeth Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-55422	TPA	Brian Jordan	1996-11-12	—	—	3595 Hillcrest Rd # 650, Eden Prairie, MN, 55382	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-62820	TPA	Denise Tran	1994-09-08	—	—	7545 Spring St, San Antonio, TX, 78264	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-51450	TPA	James M Espinoza	1998-01-19	—	—	5887 Central Ave, San Antonio, TX, 78268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56502	TPA	Alice Marquez	1978-07-18	—	—	664 Oak St, Jacksonville, FL, 32229	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55839	TPA	Julia Patel	1979-04-13	—	—	531 Mountain View Dr, Minneapolis, MN, 55408	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61117	TPA	Luri Stewart	1983-03-27	—	3382118339	8167 Desert Sky Blvd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62041	TPA	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA, 93724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-53093	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised

4,728 rows, page 28 of 95Previous Next