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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23418	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd, Sacramento, CA, 95880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124518	ENR	Russell Avarado	1957-01-28	UHC-65013-70	4015939360	8197 River Rd, Gilbert, AZ, 85250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417458	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136033	ENR	Mari Y Wright	1998-06-04	UHC-40044-28	9837622881	1445 Baseline Rd, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426481	CLM	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426949	CLM	Karen Powell	1988-04-09	—	9648633370	9084 Highland Ave, Columbus, OH, 43275	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103078	ENR	Bernda G Le	1970-07-25	UHC-89078-75	3026335575	4818 Ocean Ave, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63238	TPA	Martha Hunter	1960-05-25	—	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130420	ENR	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-25259	PRV	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136503	ENR	Carol E Stevens	1947-08-14	UHC-99194-43	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128075	ENR	Marilyn E Herrera	1950-01-20	UHC-81602-27	3685467433	7170 Meadow Ln, Plano, TX, 75060	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25403	PRV	Vincent Silva	1964-12-23	—	2332513398	1724 Valley View Dr, Miami, FL, 33182	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129799	ENR	Fatima U Alvrado	1954-04-01	UHC-94101-36	2188804520	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23718	PRV	Michael V Harrison	1963-07-09	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130553	ENR	Hannah Z Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403409	CLM	Virginia D Nelson	1942-06-13	UHC-91099-88	3379033483	5994 Ridge Rd, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133034	ENR	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	8892 Willow Ct, Mesa, AZ, 85204	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-414706	CLM	Sophia Perez	1948-12-19	UHC-65778-87	4452787432	2043 Forest Ave, Sacramento, CA, 95833	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410585	CLM	Denise Hawkins	2001-05-23	UHC-13378-62	—	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-64179	TPA	Samuel Carter	1993-11-27	—	—	4509 Sage Ct, Seattle, WA, 98190	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-123641	ENR	Bradley Carroll	1955-08-16	UHC-36238-02	6414835406	3597 Union St, San Antonio, TX, 78288	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123495	ENR	Bradley George	1962-07-12	UHC-69200-97	2703995001	7412 Maple Ave, Houston, TX, 77099	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-421090	CLM	Davd Butler	2004-12-28	—	—	2061 Lake View Rd, Mesa, AZ, 85277	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27877	PRV	Ahmed Russell	1951-03-24	—	2914949633	9679 Hillcrest Rd, Los Angeles, CA, 90087	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128556	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406421	CLM	Christine N Reid	1967-02-20	—	7872063129	7201 Ridge Rd, Jacksonville, FL, 32280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428736	CLM	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd Apt 29, Miami, FL, 33107	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-423562	CLM	Hannah P Brooks	1959-04-20	—	—	6472 Washington St, Jacksonville, FL, 32248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59680	TPA	Julie Flores	2005-12-02	—	7857529815	354 Lake View Rd, Orlando, FL, 32818	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407515	CLM	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428061	CLM	Madison L Perry	1958-07-15	UHC-18581-36	5668111707	744 Harbor Blvd, Glendale, AZ, 85389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-134587	ENR	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	5344 Pine Dr, Los Angeles, CA, 90026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413029	CLM	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106642	ENR	Rachel S Edwards	1988-12-15	UHC-16184-77	8277023194	9657 Union St, Minneapolis, MN, 55431	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138557	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122536	ENR	Jordan J Carr	1977-09-07	UHC-85213-42	2726532454	9856 Highland Ave, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132570	ENR	Eric E Lopez	2005-06-03	UHC-22440-94	6334298860	4847 Market St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404614	CLM	Eugene Perkins	1991-05-21	UHC-74376-09	—	8300 Canyon Rd, San Antonio, TX, 78243	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more

16,828 rows, page 118 of 337Previous Next