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-52996	TPA	Amy Andrrews	1986-08-10	—	—	6269 Market St, Minneapolis, MN, 55430	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50757	TPA	Catherine Graham	1947-02-08	—	—	3532 Lincoln Way, San Diego, CA, 92104	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-60444	TPA	Timothy Bradley	1982-01-14	—	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63297	TPA	Isabella Young	1939-10-21	—	—	289 Baseline Rd, Sacramento, CA, 95804	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58517	TPA	Kayla Grant	1939-01-16	—	—	3675 Market St, Glendale, AZ, 85327	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62492	TPA	Valentian Lewis	1950-08-06	—	5756512585	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60181	TPA	Katherine Rose	1973-04-01	—	—	2876 Oak St, Denver, CO, 80221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53979	TPA	Wei Nelson	1975-03-28	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63605	TPA	Wayne Robertson	1964-03-04	—	—	3463 Palm Dr, Tampa, FL, 33601	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50250	TPA	Vincent Spencer	1964-03-28	UHC-64486-33	—	4532 Sunset Blvd, Houston, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-52792	TPA	Paul Cruuz	1994-10-14	—	7347272116	9258 Pine Dr, Dallas, TX, 75235	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-50959	TPA	Christina Bradley	1958-08-26	UHC-61892-18	—	934 Apache Blvd, Plano, TX, 75078	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56773	TPA	Tyler Rojas	1994-06-27	—	—	4070 Main St, Scottsdale, AZ, 85263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52776	TPA	Arjun Sanders	1961-05-25	—	—	1118 Oak St, Miami, FL, 33190	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52650	TPA	Don Martin	1980-01-17	—	7564668641	4944 Sage Ct, Gilbert, AZ, 85249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57750	TPA	Alexis Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55533	TPA	Ruth Perez	2001-12-01	—	—	4458 Cedar Ln, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55884	TPA	Robert Jordan	2006-08-03	—	—	6592 Highland Ave, Minneapolis, MN, 55431	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59766	TPA	Hiroshi U Schultz	1978-07-23	—	9873904263	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58791	TPA	Raymond Ortiz	1965-04-04	—	—	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-59711	TPA	Eric Hudosn	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62861	TPA	Deborah McDonald	1940-11-21	UHC-58628-35	—	690 Broadway, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-63216	TPA	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59834	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57888	TPA	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59673	TPA	Anrew Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50129	TPA	Martha Peters	1975-04-12	—	3646736906	9204 Union St, Las Vegas, NV, 89157	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53534	TPA	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60653	TPA	Henry Delgao	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50375	TPA	Lori Warren	1976-12-09	—	3949103879	4758 Highland Ave, Los Angeles, CA, 90065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59360	TPA	Jimmy Gardner	1962-10-04	—	2352627248	2078 Sunset Blvd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-53515	TPA	Joshua Hayes	1956-04-13	—	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58241	TPA	Carol Singh	1997-02-14	UHC-31898-22	—	5749 Canyon Rd, Las Vegas, NV, 89107	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53638	TPA	Alexis Lee	1965-03-04	—	—	2188 Ocean Ave, Mesa, AZ, 85272	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57816	TPA	Camila Andrews	1983-02-08	UHC-90086-43	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61734	TPA	Russell Jenkins	1965-02-11	—	—	7939 Park Pl, Tempe, AZ, 85257	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-63357	TPA	Sofia McCoy	1945-07-01	—	—	2722 Willow Ct, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51464	TPA	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55148	TPA	Lisa Sanchez	1951-01-20	—	—	3976 Mesa Dr, Gilbert, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51195	TPA	Joseph Alexander	1951-07-26	—	2196123030	9203 Camelback Rd, San Antonio, TX, 78275	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51867	TPA	Andrea Medina	1987-08-16	—	6122241128	4090 Church St, Tucson, AZ, 85757	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62218	TPA	Kenneth Dixon	1964-05-17	—	—	6482 Indian School Rd, Tampa, FL, 33693	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50491	TPA	Jacqueline Kelley	1980-06-05	—	4042030074	4235 Highland Ave, Houston, TX, 77014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62475	TPA	Bobby Morgan	2005-12-26	—	—	5906 Maple Ave, Fresno, CA, 93738	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59270	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51362	TPA	Ryan Tran	1990-06-27	—	—	5180 Apache Blvd, Fresno, CA, 93796	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59579	TPA	Camila Lawrence	1967-10-12	—	5237219460	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56612	TPA	Arjun Rojas	1996-08-22	—	4763992693	1443 Lake View Rd, Sacramento, CA, 95853	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59207	TPA	Murray Jason	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62708	TPA	Diego Hart	1945-05-14	—	—	6882 Indian School Rd, Denver, CO, 80225	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

4,728 rows, page 55 of 95Previous Next