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-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-64242	TPA	Teresa Reed	1974-06-13	UHC-91743-86	—	2181 Main St, Las Vegas, NV, 89144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63558	TPA	Katherine Black	1997-07-25	—	—	45 Palm Dr, Tucson, AZ, 85765	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57718	TPA	Rachel Webb	2001-04-13	—	—	5298 Maple Ave, Atlanta, GA, 30378	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54911	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54910	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60744	TPA	Jacqueline Lewis	1978-05-16	—	—	9882 Sage Ct, San Diego, CA, 92163	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60493	TPA	Kevin Fowler	1963-10-01	—	—	5151 Valley View Dr, Chandler, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-58160	TPA	Mason Fowler	1940-01-28	—	4247934688	606 Palm Dr, Glendale, AZ, 85310	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54225	TPA	Scott Howell	2004-09-04	—	—	1885 Meadow Ln, Houston, TX, 77071	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64343	TPA	Sandra Guzman	1945-08-09	—	—	3250 Indian School Rd, Miami, FL, 33177	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58367	TPA	Joseph Webb	2008-01-15	—	—	838 Washington St, Minneapolis, MN, 55477	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-54674	TPA	Evelyn Coleman	1982-11-13	—	—	5757 Main St, Tampa, FL, 33672	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-58238	TPA	Judy Martin	1991-05-09	—	7503273593	7674 Main St, Plano, TX, 75076	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59543	TPA	Debra Holmes	2003-01-12	—	—	6762 River Rd, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-54404	TPA	Yuki Meyer	1950-06-01	—	—	7772 Harbor Blvd, Seattle, WA, 98122	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62083	TPA	Raymond Hunt	1952-02-20	—	—	5972 Lake View Rd, Charlotte, NC, 28267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51278	TPA	Ryan Bennett	1983-12-04	UHC-03938-67	9107426296	1282 Ridge Rd, Seattle, WA, 98139	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63085	TPA	Dylan Fernandez	2006-08-09	—	—	467 Indian School Rd, Denver, CO, 80234	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64356	TPA	George N Coleman	1939-05-05	—	2869210112	7711 Valley View Dr Apt 34, Sacramento, CA, 95896	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-53724	TPA	Thomas Bryant	2004-04-05	UHC-39628-85	—	7941 Desert Sky Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51904	TPA	Luis Gordon	1948-07-16	—	9007903007	46 Sage Ct, Minneapolis, MN, 55469	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-60616	TPA	Russell Barnes	2003-02-11	—	—	2745 Sunset Blvd, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53901	TPA	Kevin Rice	—	—	—	8670 Main St, Chandler, AZ, 85265	0.80	Date of birth reformatted Date of birth unreadable City re-cased Placeholder values cleared
TPA-52079	TPA	Katherine Knight	2001-03-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55094	TPA	Alice Harrison	1996-04-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62352	TPA	Ruth X Jacobs	2004-07-10	—	5176505849	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61308	TPA	Ahmed Li	1952-05-11	—	8079369613	9424 Park Pl, Eden Prairie, MN, 55361	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56887	TPA	Joan Thompson	1941-10-28	—	—	9680 Hillcrest Rd, Scottsdale, AZ, 85225	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61634	TPA	Eugene Grant	1972-01-10	—	2748187226	3969 Palm Dr, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53906	TPA	Brittany Shaw	1945-07-24	—	—	3694 Church St, Las Vegas, NV, 89127	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55365	TPA	Evelyn Gonzales	1962-02-20	—	—	942 Valley View Dr, San Antonio, TX, 78274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55366	TPA	Evelyn Gonzales	1962-02-20	—	—	942 Valley View Dr, San Antonio, TX, 78274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60200	TPA	Ana Nunez	2003-12-07	—	—	183 Main St, Orlando, FL, 32840	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50961	TPA	Christina Bradley	1958-08-26	—	—	934 Apache Blvd, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53297	TPA	Jeffrey Jensen	1965-08-17	—	—	6869 Willow Ct, Tempe, AZ, 85287	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-60737	TPA	Lucia Peters	1947-02-01	—	—	8035 Canyon Rd, Houston, TX, 77032	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63080	TPA	Hansen Linda	1941-10-09	UHC-10492-62	—	6644 Union St, Houston, TX, 77022	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-51436	TPA	Beverly Flores	1948-09-02	—	—	107 Pine Dr, Las Vegas, NV, 89148	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63970	TPA	Terry Hansen	—	—	8696771414	—	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-61792	TPA	Kelly Richardson	1957-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57118	TPA	Walter Garcia	1973-08-07	—	—	723 Maple Ave, Miami, FL, 33117	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58780	TPA	John Mendez	1971-06-11	—	—	4815 Pine Dr, Chandler, AZ, 85280	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57387	TPA	Zachary Kennedy	2001-01-05	—	—	505 Oak St, Mesa, AZ, 85297	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62577	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62578	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62402	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62403	TPA	Beverly Romero	1974-10-21	—	—	6971 Jefferson Ave, Las Vegas, NV, 89115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63619	TPA	Sarah Guzman	1987-10-28	UHC-17666-83	—	615 Broadway, San Diego, CA, 92147	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

4,728 rows, page 59 of 95Previous Next