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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52314	TPA	Alexander N Crawford	1994-02-06	—	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64328	TPA	Lucia Lucas	1942-09-22	—	—	6590 Grand Ave, Sacramento, CA, 95827	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50611	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-52921	TPA	Amy Daniels	2007-04-08	—	—	1993 Main St, San Antonio, TX, 78293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53129	TPA	Stephen Ortega	1981-12-09	UHC-46040-53	—	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58217	TPA	Alice Wood	1946-05-04	—	8649575675	1569 Canyon Rd # 345, Seattle, WA, 98155	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55074	TPA	Linda Smith	1989-09-17	UHC-68199-20	—	6905 Hillcrest Rd, Tempe, AZ, 85222	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54906	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57408	TPA	Janet Cruz	—	—	—	6842 Oak St, Chandler, AZ, 85244	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-58866	TPA	Roger C Wang	1971-06-16	—	—	932 Park Pl, Denver, CO, 80289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63864	TPA	Steve Mason	1947-02-10	—	—	5786 Church St, Austin, TX, 78721	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62503	TPA	Maria Little	1940-06-21	—	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56294	TPA	Arjun Wells	1957-11-04	—	—	8956 Desert Sky Blvd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-61736	TPA	Carlos C Sanchez	2001-09-06	—	—	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-58812	TPA	Kimberly Ruiz	—	—	—	8217 Valley View Dr, Orlando, FL, 32817	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50701	TPA	Nathan Lee	2006-08-25	—	—	5406 Willow Ct, Dallas, TX, 75272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60478	TPA	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct, Tucson, AZ, 85773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51424	TPA	Omar Rios	1987-10-15	—	—	5940 Camelback Rd, Nashville, TN, 37220	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52067	TPA	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50479	TPA	Janet Sanchez	2007-08-22	—	—	3187 Hillcrest Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60101	TPA	Terry Weaver	1940-10-16	—	—	3798 Camelback Rd, Tempe, AZ, 85205	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57377	TPA	Peter L Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53845	TPA	Ann U Patel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52638	TPA	Maria Danies	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50921	TPA	Kathryn Stone	1968-08-16	—	2576336260	4756 Pine Dr Apt 30, Seattle, WA, 98131	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50306	TPA	Marai Bell	2008-04-04	—	—	7470 Spring St, Dallas, TX, 75232	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-58284	TPA	Stephen Alexander	1977-05-25	—	—	1435 Indian School Rd, Austin, TX, 78701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-62916	TPA	Brian Little	2007-11-25	—	3942717446	7536 Mesa Dr, Orlando, FL, 32860	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57943	TPA	Dorothy Andrews	1946-10-15	—	—	8554 Hillcrest Rd, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50157	TPA	Victoria J Lynch	1995-10-10	—	—	9353 Baseline Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-52404	TPA	Keith Hayes	2007-06-13	—	—	6904 Indian School Rd, Dallas, TX, 75283	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63103	TPA	Zachary Ellis	2001-06-07	—	—	2174 Cedar Ln, Glendale, AZ, 85349	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59764	TPA	Lawrence Larry	1962-08-16	—	—	891 Indian School Rd, Glendale, AZ, 85394	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59277	TPA	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-52637	TPA	Mari Daniels	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA, 93783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56382	TPA	Walter Murphy	1962-03-01	UHC-07820-82	—	3903 Palm Dr, Glendale, AZ, 85315	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59519	TPA	Richard Hamilton	2001-10-03	—	2156053528	4119 Highland Ave Apt 15, Columbus, OH, 43201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58295	TPA	Nanccy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-52139	TPA	Anna Z Long	—	—	—	9582 Jefferson Ave, Orlando, FL, 32833	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64230	TPA	Danielle Herrera	1964-01-22	—	—	9155 Bayshore Dr, Phoenix, AZ, 85083	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58135	TPA	Tricia P Bennett	1940-07-21	—	—	8570 Valley View Dr, San Diego, CA, 92131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50628	TPA	Janice Rice	1938-12-26	—	2673962817	8888 Palm Dr Apt 4, Tucson, AZ, 85748	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61046	TPA	Carol A Moore	1991-02-19	—	—	851 Indian School Rd, Atlanta, GA, 30344	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58842	TPA	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd Apt 7, Tucson, AZ, 85759	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-55422	TPA	Brian Jordan	1996-11-12	—	—	3595 Hillcrest Rd # 650, Eden Prairie, MN, 55382	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60096	TPA	Anna Vega	—	—	—	7331 Forest Ave, Nashville, TN, 37231	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60617	TPA	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-52291	TPA	Carl V Stephens	2003-10-16	—	8019346763	6387 Forest Ave, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54366	TPA	Stephen McCoy	1976-03-10	—	—	8878 Market St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62343	TPA	Nick M Garcia	1964-11-11	—	—	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

7,854 rows, page 79 of 158Previous Next