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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-54447	TPA	Therasa Diaz	1904-08-20	UHC-13273-59	6303533211	5033 Oak St, Mesa, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50662	TPA	Denise Peters	1980-10-22	UHC-28393-22	—	9572 Mesa Dr Apt 10, San Antonio, TX, 78291	0.78	Unit split from street City re-cased Email lower-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-57766	TPA	Maria Simpson	1979-12-26	—	5892306355	7887 Forest Ave, Tampa, FL, 33686	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50698	TPA	Gloria X Chapman	1945-07-20	—	—	9217 Elm St, Phoenix, AZ, 85055	0.78	Street suffix standardised Address re-cased State code upper-cased 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-61941	TPA	Christina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52075	TPA	Camila Perez	1965-07-28	—	—	3706 Jefferson Ave, San Antonio, TX, 78253	0.78	Name re-cased Street suffix standardised Address re-cased City 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-60069	TPA	Kelly Lawrence	1982-05-23	—	—	2077 Cedar Ln, Mesa, AZ, 85293	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53294	TPA	Donna Ford	1940-04-09	—	—	6615 Canyon Rd, Las Vegas, NV, 89157	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-57315	TPA	Bobby Rice	1938-01-19	UHC-16174-42	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55128	TPA	Valentina Otriz	1958-09-28	—	3432619680	2148 Willow Ct, Columbus, OH, 43285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-61905	TPA	Dick Harvey	1957-11-03	—	5009953113	5821 Meadow Ln, Glendale, AZ, 85357	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+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-60716	TPA	Abigail Ellis	1939-06-23	—	—	7316 Broadway Apt 5, Atlanta, GA, 30396	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-62355	TPA	Obrien V Christopher	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-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-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-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-57092	TPA	Bryant Aisha	1957-04-26	—	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.78	Phone 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-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-54238	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+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-60539	TPA	Victoria G Smith	1974-10-14	—	—	9563 River Rd, Los Angeles, CA, 90017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61055	TPA	Joan Fowler	1983-10-14	—	—	7025 Sage Ct, Fresno, CA, 93722	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace 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-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-61882	TPA	Grgeory Lawson	1948-12-27	—	2648652193	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-55596	TPA	Juudy Jackson	1966-08-27	—	5255895129	645 Lake View Rd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+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-60641	TPA	Sue Contreras	1964-09-27	—	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+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

14,135 rows, page 148 of 283Previous Next