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

Third-party administrator, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52411	TPA	Roger Porter	1992-03-10	—	—	5095 Ridge Rd, Chandler, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54956	TPA	Donna James	2006-06-08	UHC-73198-99	—	6962 Mesa Dr, Miami, FL, 33154	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60220	TPA	Frances Guerrero	1985-09-19	—	8577465785	5198 Main St, Mesa, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63463	TPA	Wayne Morris	1956-06-07	—	—	6002 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51541	TPA	Joyce Wang	1980-08-14	UHC-08056-64	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54539	TPA	Lucia Q Owens	1974-11-22	—	—	2627 Desert Sky Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63576	TPA	Hiroshi G Wright	1959-12-12	—	—	2169 Main St Apt 32, Chandler, AZ, 85272	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62431	TPA	Jack Bishop	—	UHC-95340-02	—	411 Washington St, San Antonio, TX, 78280	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50363	TPA	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58306	TPA	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	6469 Valley View Dr, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56731	TPA	Bradley Lopez	2005-02-24	—	—	5000 Central Ave, Denver, CO, 80235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50532	TPA	Steven Lewis	1941-11-08	—	9614692590	5518 Harbor Blvd, Fresno, CA	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61485	TPA	Christian Salazar	2005-12-25	—	—	6140 Elm St, Columbus, OH, 43202	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64294	TPA	Alan Estrada	1981-01-01	—	—	7463 Canyon Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53501	TPA	Dylen B Santiago	1991-06-20	—	3844409452	8719 Pine Dr, Atlanta, GA, 30368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51358	TPA	Katherine S Williamson	1974-04-22	—	3783171459	5607 Central Ave, Plano, TX, 75075	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51809	TPA	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50081	TPA	Albeert Z Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ, 85384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62141	TPA	Margaret Gonzales	—	UHC-59119-32	—	6102 Valley View Dr, Orlando, FL, 32807	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
TPA-58568	TPA	Nicole I Barnes	1993-01-26	—	—	480 Washington St, Nashville, TN, 37288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55504	TPA	DonnaJunk	1975-08-12	—	8339335733	8277 Camelback Rd, Tempe, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-58195	TPA	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN, 55494	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55297	TPA	Jarry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63038	TPA	Peter Patterson	2005-03-14	UHC-20937-46	—	6888 Oak St, Eden Prairie, MN, 55389	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53128	TPA	—Junk	1969-11-13	—	—	1139 Willow Ct # 661, Mesa, AZ, 85254	0.62	Unit split from street City re-cased State code upper-cased Email lower-cased+3 more
TPA-55188	TPA	Ethan Kennedy	2000-09-12	—	3559499214	2663 Hillcrest Rd, Mesa, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56572	TPA	Emma Weaver	—	—	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-57443	TPA	Richard Grant	1946-12-07	UHC-86197-76	—	7735 Market St # 999, Houston, TX, 77089	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56385	TPA	Kathryn Chavez	1983-04-09	—	4915681277	8913 Jefferson Ave # 789, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55562	TPA	Dorothy Lawson	1969-03-21	—	—	9381 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54882	TPA	Austin Park	1987-07-24	—	—	8843 Forest Ave, Seattle, WA, 98131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
TPA-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63142	TPA	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61244	TPA	Kelly A Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

2,455 rows, page 12 of 50Previous Next