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
ENR-111963	ENR	Tomy E Welhc	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-58706	TPA	George Delgado	1984-05-02	—	—	2597 Bayshore Dr Apt 40, Seattle, WA, 98197	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27585	PRV	Elizabeth Walker	1958-11-19	UHC-96628-55	—	8507 Harbor Blvd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129364	ENR	Rebeccca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St Apt 14, Tempe, AZ, 85245	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111793	ENR	Eric L Wang	1977-04-02	UHC-97768-39	5195675536	2983 Hillcrest Rd, Los Angeles, CA, 90091	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-404288	CLM	Lori Vega	2002-09-02	UHC-08440-55	—	1434 Main St, Plano, TX	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-132935	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132615	ENR	Carol D Ward	1967-07-14	UHC-25200-11	3118217243	8635 Palm Dr, Las Vegas, NV, 89159	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102499	ENR	Katherine Q Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ, 85282	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116434	ENR	Wayne A Sanchez	1962-10-15	UHC-45559-54	2393987526	3186 Harbor Blvd, Los Angeles, CA, 90080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108638	ENR	Rachel Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-138099	ENR	Keith P Clark	1960-05-21	UHC-71395-76	8818275243	5744 Apache Blvd, Seattle, WA, 98198	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-109813	ENR	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA, 93769	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422561	CLM	Keith Foster	1973-01-10	UHC-88227-23	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-114695	ENR	Jonathan W Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-111556	ENR	Nathan Rose	1964-05-05	UHC-57831-42	—	439 Baseline Rd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115169	ENR	Logan N Collins	—	UHC-11070-99	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107032	ENR	Nicole Hanson	2006-01-09	UHC-87068-62	5768526252	3984 River Rd, Jacksonville, FL, 32217	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120857	ENR	Jordan Carroll	1999-11-13	UHC-70296-29	9327809077	3188 Desert Sky Blvd, Atlanta, GA, 30357	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127700	ENR	Joyce S Perez	1958-08-13	UHC-34295-45	6864413846	8692 Hillcrest Rd, Miami, FL, 33106	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121912	ENR	Kathryn Y Perkins	1951-10-26	UHC-15775-34	3214850266	8788 Highland Ave, Charlotte, NC	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25003	PRV	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd # 499, Scottsdale, AZ, 85288	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-51289	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr Apt 1, Phoenix, AZ, 85067	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
TPA-52026	TPA	Sean Torres	1939-04-18	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-103126	ENR	Lori King	1957-04-06	UHC-92761-58	3412408898	3025 Lake View Rd, Jacksonville, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118950	ENR	Jacqueline E Spencer	—	UHC-18603-59	—	1667 Camelback Rd, Tampa, FL, 33622	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-142146	ENR	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404954	CLM	Stephen Peterson	1980-01-06	UHC-33520-06	8478960624	9687 Central Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123326	ENR	Elizabeth Pierce	1956-05-17	UHC-85478-50	7536361557	1579 Union St, Gilbert, AZ, 85267	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114497	ENR	Roger Nunez	1974-03-26	UHC-36065-06	8719846154	7888 Market St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121465	ENR	Alexander Sttone	1954-02-21	UHC-79178-97	—	5648 Harbor Blvd, Atlanta, GA, 30352	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-124990	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8102 Market St # 888, Glendale, AZ, 85300	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21414	PRV	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115800	ENR	Jesse N Pena	—	UHC-04366-25	—	2100 Jefferson Ave, Charlotte, NC, 28220	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123382	ENR	Brandon Harper	1987-08-21	UHC-68742-37	2909477843	6786 Willow Ct, Gilbert, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-55281	TPA	Frank Castillo	2005-01-02	UHC-40282-62	—	3298 Jefferson Ave, Miami, FL, 33129	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20370	PRV	Timothy Reed	1963-03-14	UHC-65404-55	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

16,828 rows, page 40 of 337Previous Next