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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142140	ENR	Jason Rogers	—	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-29344	PRV	Michael Garrett	2003-11-10	UHC-15377-59	4196827958	63 Harbor Blvd Apt 8, Scottsdale, AZ, 85285	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110424	ENR	Gabrieel H Torres	1999-02-09	UHC-01302-08	7742175279	9733 Valley View Dr, San Antonio, TX, 78212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120715	ENR	Jonathan Li	1953-03-23	UHC-13181-99	4709523556	5572 Mesa Dr, Charlotte, NC, 28206	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105796	ENR	Elijaah O Salazar	1942-03-08	UHC-92421-36	8086946471	9700 Main St # 185, Las Vegas, NV, 89148	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426181	CLM	Kevin Tucker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64124	TPA	Randy Parker	1952-10-17	UHC-86823-72	3703645919	5505 Grand Ave Apt 2, Houston, TX, 77013	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403483	CLM	Bryan Green	1995-07-18	UHC-72511-86	—	6662 Camelback Rd, Seattle, WA, 98167	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123794	ENR	Judyth Lawrence	1976-01-24	UHC-43217-77	3145426255	8384 Mountain View Dr, San Antonio, TX, 78205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114186	ENR	Ken Webb	1965-01-10	UHC-15069-35	5917162758	9442 Central Ave, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128820	ENR	Noah Z Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55255	TPA	William Delgado	1946-03-23	UHC-33161-80	4068171785	9138 Sunset Blvd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25205	PRV	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct # 183, Orlando, FL, 32895	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118003	ENR	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406868	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406867	CLM	Virginia Caarr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404604	CLM	Pria M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136198	ENR	Brandon Wagner	2008-05-09	UHC-92913-50	2643612816	5057 Ocean Ave, Scottsdale, AZ, 85204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429413	CLM	Dylan Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54448	TPA	Theresa Diaz	1940-08-20	—	—	1367 Highland Ave, Nashville, TN, 37215	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415493	CLM	Pamela X Santiago	1980-12-17	UHC-11261-20	—	3766 Palm Dr Apt 10, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121300	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118114	ENR	Sofia B Contreras	1956-07-15	UHC-51828-71	5585442286	2383 Ocean Ave, Phoenix, AZ, 85044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26916	PRV	Ashley Hnry	1965-12-15	—	3019232575	8367 Church St, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123395	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr, Orlando, FL, 32877	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-109161	ENR	Jesse R Hudson	1973-08-21	UHC-83954-38	8006928238	7065 Lincoln Way Apt 15, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-400881	CLM	Janet Wright	1966-09-20	—	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53828	TPA	Kathleen Harris	1996-05-02	UHC-29359-29	—	7651 Ocean Ave Apt 28, Charlotte, NC, 28297	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21522	PRV	Dylan I Hill	1962-01-21	—	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121622	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-29090	PRV	AlexisJunk	1990-12-15	—	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418371	CLM	Kenneth Fisher	1957-09-07	UHC-65531-04	—	8808 Harbor Blvd, Tucson, AZ, 85745	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
PRV-24871	PRV	Logan Kelly	1978-06-24	—	8965104633	6858 Central Ave, Nashville, TN, 37221	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421150	CLM	Matt Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129696	ENR	Alexander I Dunan	1992-07-05	UHC-20026-63	3345692055	5365 River Rd, Seattle, WA, 98154	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more

39,996 rows, page 132 of 800Previous Next