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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139834	ENR	Wayne Bryant	1973-10-07	UHC-92838-08	2753238938	3838 Hillcrest Rd, Mesa, AZ, 85255	0.62	Phone reformatted Member ID 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
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
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403920	CLM	Zachary G Carlson	2003-10-23	—	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Street suffix standardised Address 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
CLM-421106	CLM	Stephen U Elliott	1993-12-09	—	7068913399	209 Maple Ave, Columbus, OH, 43232	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140498	ENR	Noah Black	1994-02-07	UHC-57024-95	8732861223	1296 Willow Ct # 287, Chandler, AZ, 85228	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-22135	PRV	Richard Medina	1988-06-20	—	5669552739	9218 Highland Ave, Eden Prairie, MN, 55378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130589	ENR	Vicky G Cook	1987-07-25	UHC-08669-16	8377569564	2012 Ridge Rd Apt 22, San Antonio, TX, 78240	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20476	PRV	Julie Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429743	CLM	Janice Nichols	1956-07-20	UHC-09999-74	—	5197 Indian School Rd # 227, Houston, TX, 77064	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425437	CLM	Eric Wang	1975-11-25	UHC-55140-35	5675630413	9887 Mountain View Dr, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124937	ENR	Judith G Burns	1978-04-16	UHC-74937-93	2458534053	8847 Pine Dr, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-128540	ENR	Nicole A Cooper	—	UHC-91874-56	5788690100	3515 Pine Dr, Eden Prairie, MN, 55302	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29031	PRV	Russell Brooks	1971-11-18	—	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409211	CLM	Jeffrey P Clark	1962-10-22	—	—	353 Elm St, Sacramento, CA, 95821	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405442	CLM	Jason Mills	1948-12-08	UHC-87174-74	2812475291	1493 Sage Ct Apt 29, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
CLM-411790	CLM	Sam V Romerro	1976-08-07	UHC-70881-28	—	909 Lincoln Way # 740, Minneapolis, MN, 55447	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-400430	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400429	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-52703	TPA	Steve W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421278	CLM	Elizabeth Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-123816	ENR	Zachary Allen	1976-03-16	UHC-86497-60	3985951599	6378 Willow Ct, Eden Prairie, MN, 55386	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100491	ENR	Patrycia X Mitchell	2008-09-01	UHC-58066-27	8837566993	513 Hillcrest Rd, Gilbert, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422399	CLM	Abigail Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd # 669, Tucson, AZ, 85746	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20757	PRV	Christopher Y Perry	1981-12-03	—	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-409001	CLM	Alice Reid	1950-07-06	UHC-19821-29	2507012884	3716 Harbor Blvd, Orlando, FL, 32861	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402587	CLM	Jennifer Oliver	1972-06-16	—	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430002	CLM	Christopher LJunk	1967-09-11	UHC-33800-17	9192667058	3042 Sage Ct, Plano, TX, 75014	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141791	ENR	Jennifer R Gordon	2002-07-06	UHC-37220-36	2845846813	4519 Bayshore Dr, Plano, TX, 75068	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more

4,010 rows, page 16 of 81Previous Next