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 “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
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-54016	TPA	Frances Simpsno	2006-12-03	—	3447894435	4657 Forest Ave Apt 35, Plano, TX, 75084	0.62	Name re-cased Phone reformatted Unit split from street State code upper-cased+3 more
TPA-55337	TPA	Benjamin Shaw	1993-05-24	—	6359194924	2003 Central Ave, Jacksonville, FL, 32216	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52893	TPA	Walter Matthews	1978-05-04	—	2606754924	6009 Spring St, San Antonio, TX, 78215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61041	TPA	Patricia Martin	1947-04-24	—	—	1060 Desert Sky Blvd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-59176	TPA	Doris Bradley	1946-08-01	—	—	158 Cedar Ln, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55838	TPA	Susan King	1980-11-07	—	—	7530 Apache Blvd, Scottsdale, AZ, 85212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-59608	TPA	Eric Walsh	1948-09-23	—	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61685	TPA	Mark Morgan	1981-04-13	—	—	2340 Pine Dr, Tampa, FL, 33607	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52620	TPA	Gregory Webb	1977-01-26	—	—	462 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54029	TPA	Jimmy S Ruiz	1985-06-20	—	—	7055 Bayshore Dr # 520, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-63947	TPA	Larry Fowler	1954-06-14	—	—	7770 Mountain View Dr, Seattle, WA, 98107	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53671	TPA	Nicholas Obrien	1958-09-02	—	—	4628 Sunset Blvd Apt 9, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
TPA-55850	TPA	Frank Alexander	1999-12-26	—	7945034676	2263 Washington St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52813	TPA	Elijah West	1967-12-05	—	5399264164	1172 Mesa Dr, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58259	TPA	Cynthia Yang	1951-06-03	—	—	4626 Spring St, Chandler, AZ, 85289	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51917	TPA	Barbara Collins	2001-11-01	—	—	7634 Pine Dr, Eden Prairie, MN, 55371	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59177	TPA	Christine Simmons	1969-07-11	—	8657541704	5236 Cedar Ln, Mesa, AZ, 85281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58121	TPA	Evelyn Rodriguez	1963-06-17	—	9769376282	9796 Union St, Fresno, CA, 93765	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62744	TPA	Arjun Lopez	1968-03-16	—	3447970889	3719 Baseline Rd, Charlotte, NC, 28286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53487	TPA	Richard Allen	1992-07-27	—	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-57740	TPA	Hannah V Bradley	1967-01-01	—	6474676152	7774 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-57544	TPA	Lroi Meyer	1993-05-01	—	—	8137 Highland Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52610	TPA	Madison Gray	1978-01-25	UHC-81442-53	2839797952	1612 Baseline Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57051	TPA	Kathryn Peterson	1958-11-23	—	2235735208	595 Church St, Charlotte, NC, 28234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51140	TPA	Alice Taylor	1950-12-28	—	6818559476	8487 Lake View Rd, Tucson, AZ, 85764	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-55817	TPA	Ana L Boyd	1955-12-23	UHC-37481-63	—	8426 Central Ave, Mesa, AZ, 85295	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-54838	TPA	Barbara Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted 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-60912	TPA	Joseph Olson	1951-01-23	UHC-17116-81	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-54152	TPA	Nicole Hayes	1981-12-01	—	—	8810 Cedar Ln, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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

5,750 rows, page 20 of 115Previous Next