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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139356	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130089	ENR	Mark A Garrett	1994-11-07	UHC-56857-90	—	9121 Jefferson Ave, Houston, TX, 77095	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54471	TPA	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-60442	TPA	Jacqueline Daniels	2000-10-28	—	—	5622 Valley View Dr, Miami, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-50069	TPA	Ruth Ferguson	1945-10-09	—	—	9177 Jefferson Ave, Mesa, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
TPA-52511	TPA	Eugene Contreras	1987-08-05	UHC-38123-34	—	2194 Valley View Dr, Gilbert, AZ, 85222	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50598	TPA	Andrea McDonald	1960-02-20	—	—	8541 Camelback Rd, Tempe, AZ, 85238	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-417179	CLM	Donald Harper	1975-11-02	UHC-72323-54	—	499 Lincoln Way, Fresno, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-426292	CLM	Helen Munoz	1951-03-02	UHC-11640-38	—	6368 Washington St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63485	TPA	Wei Jordan	1988-12-16	—	—	5392 Union St, Nashville, TN, 37240	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-64449	TPA	Jesse Hunter	1943-06-08	—	—	1690 Willow Ct, Phoenix, AZ, 85035	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-431604	CLM	Wayne Rodriguez	—	—	—	257 Market St, Plano, TX, 75040	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54713	TPA	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20681	PRV	Johnston Lawrence	1952-10-18	—	5238041388	5968 Park Pl, Chandler, AZ, 85223	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-23297	PRV	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117448	ENR	Keith M McCoy	1999-07-22	UHC-96522-26	3725611516	6187 Maple Ave, Minneapolis, MN, 55409	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
TPA-56746	TPA	George Dominguez	2001-04-12	—	—	974 Sage Ct, Seattle, WA, 98194	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50644	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50645	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
PRV-22893	PRV	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
PRV-23588	PRV	Willie Armsttrong	1957-11-18	UHC-69417-66	—	5056 Market St, Las Vegas, NV, 89173	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code Whitespace trimmed+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-112892	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112891	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57227	TPA	Gregory Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr, Austin, TX, 78791	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-63317	TPA	John Matthhews	1957-08-27	—	—	5065 Indian School Rd Apt 25, Plano, TX, 75029	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-25242	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-25241	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-56733	TPA	Raymond Hansen	1966-09-17	—	—	4381 Palm Dr, San Diego, CA	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21600	PRV	Larry W Spencer	—	UHC-16960-57	—	5830 Lake View Rd # 488, Miami, FL, 33139	0.54	Date of birth unreadable Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more

71,257 rows, page 140 of 1,426Previous Next