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-57228	TPA	Russell Arnold	2002-02-25	—	—	2167 Sage Ct, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-63539	TPA	Lori Lason	1983-03-11	—	5173724329	1146 Oak St Apt 4, Houston, TX, 77031	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-57933	TPA	Albert Hernandez	1983-09-11	—	5533754564	3177 Spring St, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-55802	TPA	Lori Butler	1989-02-02	—	—	1700 Spring St, Atlanta, GA, 30383	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56196	TPA	Sam Garcia	1939-05-05	—	—	8620 Meadow Ln, Seattle, WA, 98137	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54244	TPA	Hannah Jodan	1999-12-14	—	—	278 Hillcrest Rd, San Diego, CA, 92123	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55176	TPA	Kevin W Andrews	1969-12-10	—	—	3176 Washington St, San Diego, CA, 92141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55118	TPA	Laura Ramirez	1953-01-09	—	—	2889 Pine Dr, Miami, FL, 33194	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57363	TPA	Kathryn Henderson	1953-11-28	—	3124846062	4192 Market St, Las Vegas, NV, 89134	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52258	TPA	Sophia Anderson	1944-05-23	—	—	2387 Sage Ct, Houston, TX, 77074	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59837	TPA	Stephanie Williamson	1961-09-28	—	—	9825 Mesa Dr, Las Vegas, NV, 89103	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62658	TPA	Lisa Burton	1945-11-17	UHC-23382-54	—	913 Lake View Rd, San Diego, CA, 92145	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58673	TPA	Karen Sanchez	1979-08-25	UHC-09664-19	9597070008	8145 Main St, Plano, TX, 75074	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-61522	TPA	Douglas Woods	1940-01-07	—	—	—	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
TPA-52213	TPA	Donna Torres	1978-02-11	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60129	TPA	Kathleen Hughes	1949-12-20	—	6968408950	5289 Oak St, Phoenix, AZ, 85065	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59675	TPA	William Black	1956-04-12	—	—	3862 Canyon Rd, Houston, TX, 77098	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50797	TPA	Kyle Li	1966-03-10	UHC-58094-35	—	7657 Elm St # 388, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-50762	TPA	Yuki Brown	1968-10-15	—	—	6134 Canyon Rd, Austin, TX, 78708	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60110	TPA	Mason Reynolds	1983-10-14	UHC-91476-92	—	3585 Mountain View Dr, Scottsdale, AZ, 85270	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60664	TPA	Brandon Guzman	1948-12-09	—	—	3766 Sunset Blvd, Tempe, AZ, 85226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53915	TPA	Michael M Patel	1960-12-08	—	—	4190 Forest Ave, Tempe, AZ, 85260	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58123	TPA	Gary Perez	1980-08-18	—	4456895197	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53708	TPA	Ronald Garza	1959-09-25	—	—	1160 Highland Ave, Sacramento, CA, 95849	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62128	TPA	Sharon Collins	1974-04-03	—	—	3328 Camelback Rd, Charlotte, NC	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-61134	TPA	Isabella Garrett	1940-11-15	—	9362653325	571 Camelback Rd, Plano, TX, 75096	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56107	TPA	John Hill	1979-07-23	—	5987395817	1953 Church St, Orlando, FL, 32807	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54137	TPA	Kelly Wagner	1955-03-01	UHC-43037-05	—	4324 Apache Blvd, Eden Prairie, MN, 55352	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54374	TPA	Terry Rojas	1939-04-22	—	2036433507	6182 Maple Ave, Scottsdale, AZ, 85200	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55918	TPA	Heather Mendez	1964-01-17	—	6835004957	358 Bayshore Dr, San Antonio, TX, 78288	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51901	TPA	Zachary Gibson	1951-08-11	—	—	4400 Church St, Atlanta, GA, 30373	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63911	TPA	Ahmed Ray	1985-10-07	—	—	2795 Meadow Ln, Jacksonville, FL, 32288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51708	TPA	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50020	TPA	Jack Sims	1988-12-07	UHC-53521-04	—	580 Lincoln Way # 909, Gilbert, AZ, 85258	0.78	Date of birth reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-55910	TPA	Joan Porter	1989-01-07	—	—	6094 Hillcrest Rd, Chandler, AZ, 85220	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53056	TPA	Matthew Boyyd	1958-07-07	—	—	3756 Oak St, Charlotte, NC, 28222	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56546	TPA	Betty Petesr	1990-01-10	UHC-55125-01	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58873	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58872	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51603	TPA	Janice Ramirez	1973-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN	0.78	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-58875	TPA	Theresa Tucker	1972-03-03	—	8127805521	884 Maple Ave # 571, San Diego, CA, 92197	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-61014	TPA	Aaron Medyna	1965-07-02	—	7618097513	2075 Baseline Rd, Orlando, FL, 32824	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-61924	TPA	Adam Mndoza	1956-02-27	—	—	430 Market St, Tucson, AZ, 85758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61670	TPA	Luis Campbell	1941-02-25	—	2595153539	3241 Union St, Tampa, FL, 33684	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56507	TPA	Carlos Ramos	1967-06-09	—	—	2238 Indian School Rd, Tempe, AZ, 85255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59391	TPA	Logan Myers	1966-08-28	—	2827819193	663 Bayshore Dr, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-56750	TPA	Albert Carter	1973-12-23	UHC-98644-66	—	9426 Baseline Rd, Tempe, AZ, 85201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61100	TPA	Rachel Nunez	1959-06-25	—	—	3897 Market St, Tampa, FL, 33692	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53371	TPA	Megan Carr	1962-08-16	—	—	2579 Meadow Ln, Los Angeles, CA, 90003	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62266	TPA	Valentina Elliott	1954-05-17	—	2326895943	7142 Canyon Rd, San Diego, CA, 92149	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

4,728 rows, page 54 of 95Previous Next