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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61131	TPA	Sophia White	1979-04-25	—	—	2873 Highland Ave, San Antonio, TX, 78268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51216	TPA	Egene Espinoza	1945-12-11	—	—	4711 Mountain View Dr, Houston, TX, 77081	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54298	TPA	Scott D Morris	1976-05-10	—	—	7172 Central Ave, Columbus, OH, 43223	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53410	TPA	Becky Clark	1990-06-12	—	—	9740 Oak St, Jacksonville, FL, 32208	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51335	TPA	Sean Howard	2003-03-02	—	7965650732	1024 Lincoln Way, Gilbert, AZ, 85274	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54491	TPA	Jose Hamilton	1945-01-19	UHC-75302-49	—	2825 Spring St, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57920	TPA	Sophia Robertson	1962-08-17	—	2744978695	4173 Willow Ct, Fresno, CA, 93754	0.78	Phone reformatted City re-cased State name converted to code 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-59367	TPA	Jerry O McDonald	1969-01-06	—	—	9110 Jefferson Ave, San Diego, CA, 92160	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-63969	TPA	Jack Gray	1966-11-25	—	—	6736 Church St, Sacramento, CA, 95837	0.78	Street suffix standardised Address re-cased City re-cased 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-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-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-57008	TPA	Aaron Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St Apt 20, Tucson, AZ, 85758	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-63588	TPA	Mari Schmidt	1957-04-28	—	—	8387 Willow Ct, Columbus, OH, 43200	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-60666	TPA	Debra Howell	1942-03-16	—	—	9725 Mesa Dr, Austin, TX, 78743	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52574	TPA	Jordan Munoz	1960-08-21	—	6424777794	5593 Market St, Tucson, AZ, 85786	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63559	TPA	Katherine Black	1997-07-25	—	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56000	TPA	Bobby Watson	1949-06-19	—	5296779979	6761 Oak St, Phoenix, AZ, 85053	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59371	TPA	Christine U Ferguson	2003-09-16	UHC-41567-67	—	541 Sage Ct, Fresno, CA, 93728	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-52682	TPA	Dorothy Mejia	1939-12-02	—	—	8951 Pine Dr, Austin, TX, 78738	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51097	TPA	James Griffin	1973-01-19	—	—	3450 Cedar Ln, Plano, TX, 75067	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57731	TPA	Wlilie Woods	1981-12-09	—	—	9597 Main St, Austin, TX, 78752	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51952	TPA	Terry Diaz	1939-05-15	—	—	4080 Palm Dr, Plano, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-62429	TPA	Dylan Day	1946-11-15	—	—	8287 Central Ave, Gilbert, AZ, 85275	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-54324	TPA	William Banks	1961-03-01	—	—	6816 Spring St, Los Angeles, CA, 90031	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62945	TPA	Kyle Lane	1981-11-07	—	7489465380	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50409	TPA	Mary Payne	1948-01-25	—	—	2881 Apache Blvd, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-52709	TPA	Adam Collins	1975-06-08	—	—	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53119	TPA	Rachel Jacobs	1987-04-14	UHC-12610-08	—	2993 Union St, San Antonio, TX, 78219	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53299	TPA	Emily U Aguilar	1985-08-05	—	—	1301 Willow Ct, Scottsdale, AZ, 85292	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-56347	TPA	Amber Welch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61711	TPA	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61130	TPA	Paul Lee	1963-01-17	—	7956322109	129 Canyon Rd, Dallas, TX, 75244	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-64216	TPA	Helen Jacobs	1998-02-04	—	—	2811 Desert Sky Blvd # 709, Las Vegas, NV, 89160	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-61928	TPA	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50687	TPA	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL, 33106	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63380	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53054	TPA	Dorothy Rios	1993-07-17	UHC-82073-07	—	963 Canyon Rd, Mesa, AZ, 85236	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-56194	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56195	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-62531	TPA	Victoria Evans	1962-08-16	—	—	5865 Palm Dr, Tempe, AZ, 85230	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53904	TPA	Marcus Gutierrez	1963-04-16	—	2956242373	7640 Harbor Blvd, Glendale, AZ, 85361	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61429	TPA	Maria Gardner	1995-01-03	—	6635357128	4165 Lake View Rd, Nashville, TN, 37232	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-56051	TPA	Frank Walsh	1944-01-16	—	5598254807	6557 Church St, Tampa, FL, 33624	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-57012	TPA	Christian Carter	1964-06-17	—	—	2175 Spring St, Tucson, AZ, 85720	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56837	TPA	Ronald Hoffman	1958-08-16	—	9892199266	8607 Ocean Ave, Tucson, AZ, 85715	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59560	TPA	Donald V Rojas	1981-02-18	—	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50316	TPA	Susan Bennett	1951-07-12	—	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

2,455 rows, page 36 of 50Previous Next