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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63686	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr, San Diego, CA, 92175	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-64328	TPA	Lucia Lucas	1942-09-22	—	—	6590 Grand Ave, Sacramento, CA, 95827	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52435	TPA	Judith Riley	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH, 43247	0.66	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
TPA-51424	TPA	Omar Rios	1987-10-15	—	—	5940 Camelback Rd, Nashville, TN, 37220	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55159	TPA	Gerald King	1991-07-16	—	—	9108 Palm Dr, Tempe, AZ, 85212	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51017	TPA	Sharon Garza	1965-03-01	—	—	6519 Union St, Denver, CO, 80247	0.66	City re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57917	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57916	TPA	Mary Cox	1974-07-26	—	—	8749 Indian School Rd, Seattle, WA, 98151	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62203	TPA	Maadison Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62041	TPA	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA, 93724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51112	TPA	Emma A Perez	1997-09-25	UHC-52568-47	—	5635 Oak St, Gilbert, AZ, 85241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-60340	TPA	Rachel H Carr	1969-09-16	—	—	6128 Central Ave, Seattle, WA, 98165	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57263	TPA	Nicholas V Miller	1959-05-12	UHC-78923-11	—	5983 Spring St, Tampa, FL, 33697	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51247	TPA	Roy Tucker	1946-01-17	—	—	7341 Oak St, Atlanta, GA, 30300	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58859	TPA	Marya Carr	1975-01-13	—	4375047952	9203 Cedar Ln, Orlando, FL, 32835	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-56967	TPA	Scott Reed	1984-08-28	—	7946055652	9220 Union St Apt 36, Tempe, AZ, 85299	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-60057	TPA	Benjammin Fuller	1980-12-22	—	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53616	TPA	Sandra B Andersn	2000-01-17	—	—	4692 Sunset Blvd, Seattle, WA, 98176	0.68	SSN last four extracted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52512	TPA	Betty F Hernandez	1950-05-09	—	—	4114 Valley View Dr, Glendale, AZ, 85307	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57185	TPA	Christopher White	1978-04-15	—	—	6212 Broadway, Orlando, FL, 32820	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50834	TPA	Albert Miller	1940-02-09	—	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63537	TPA	Diego Warren	1994-10-28	—	—	8476 Palm Dr, Chandler, AZ, 85210	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-61317	TPA	Priya Berry	1967-10-14	—	—	958 Main St, Los Angeles, CA, 90005	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51430	TPA	Ashley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX, 78297	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57755	TPA	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52936	TPA	Virginia Hoffman	1947-09-20	—	—	4417 Spring St, Plano, TX, 75000	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-53685	TPA	Jcqueline Grant	1978-12-02	—	—	9887 Spring St, Charlotte, NC, 28269	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55482	TPA	Elizabeth Shaw	1951-01-16	—	3456900956	4539 Oak St, Gilbert, AZ, 85281	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57802	TPA	Andrea Patel	2008-04-01	—	—	9262 Hillcrest Rd, Columbus, OH, 43201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56656	TPA	Grace Jenkins	1998-10-08	—	—	4259 Sage Ct, Tampa, FL, 33608	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61085	TPA	Sara Hoffman	1944-11-21	UHC-72647-57	—	4871 Forest Ave, Fresno, CA, 93792	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54008	TPA	Steven Johnson	—	—	—	5694 Union St, Chandler, AZ, 85244	0.68	Date of birth missing ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-63325	TPA	Ronald Thomas	1999-03-07	—	—	700 Grand Ave Apt 11, Los Angeles, CA, 90054	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59895	TPA	Margaret Griffin	1947-10-20	—	2079049279	3342 River Rd, San Diego, CA, 92158	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56117	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-50454	TPA	Maria Harrison	1998-01-02	—	—	2840 Oak St, Columbus, OH, 43297	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57928	TPA	Judy Hart	2006-05-28	UHC-11656-07	—	2376 Meadow Ln, Scottsdale, AZ, 85263	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-63591	TPA	Jerry Knight	1993-08-06	—	—	2251 Forest Ave, Los Angeles, CA, 90032	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55067	TPA	Teresa Lewwis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55258	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55257	TPA	Sophia Montgomery	1947-01-08	—	7222811380	2573 Oak St, Austin, TX, 78708	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53980	TPA	Wei Nelson	—	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.68	Date of birth missing City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63574	TPA	Mateo Salazar	1965-05-19	—	—	4525 Highland Ave, Mesa, AZ, 85215	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57707	TPA	Angela A Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63251	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63252	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52204	TPA	Joyce Q Gibson	1984-04-10	—	—	2946 Ocean Ave, Las Vegas, NV, 89113	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-61987	TPA	Santiago Sandoval	1959-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54071	TPA	Waine Bryant	1958-12-15	UHC-65701-10	—	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.68	Two-digit birth year City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52897	TPA	David Wallace	1969-09-17	—	—	1145 Valley View Dr, Phoenix, AZ, 85047	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared

1,145 rows, page 17 of 23Previous Next