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-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-50080	TPA	Albert Mongomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-55544	TPA	Sadra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA, 93771	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-64095	TPA	Jacqueline Sandoval	1955-11-17	UHC-05415-48	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-63089	TPA	Heather Rodriguez	1942-02-16	—	3008083557	460 Washington St, Mesa, AZ, 85276	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52904	TPA	Nancy Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-57953	TPA	Rachel Q Jacobs	1997-04-04	—	—	8448 Camelback Rd # 179, Gilbert, AZ, 85206	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-61080	TPA	Paul Price	2001-03-20	—	8032190290	6131 Jefferson Ave, Glendale, AZ, 85325	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50914	TPA	Jack Arnold	1950-10-23	—	—	6818 Spring St, Columbus, OH, 43276	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56013	TPA	David Luna	1939-04-12	—	—	6507 Sunset Blvd Apt 37, Orlando, FL	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-53337	TPA	Diana I Oilver	2002-03-10	—	9045452654	7663 Maple Ave # 921, Columbus, OH, 43222	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59202	TPA	Jessica Romero	1959-11-02	—	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50243	TPA	Bryan Valdez	1986-09-17	—	—	5624 Canyon Rd, Columbus, OH, 43273	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52073	TPA	Steven Alvarez	1980-01-26	—	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60612	TPA	Sofia Barnes	—	—	4165047234	2982 Highland Ave Apt 36, Eden Prairie, MN, 55346	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
TPA-54117	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53443	TPA	Judy Little	2002-04-17	—	—	1140 Cedar Ln Apt 35, Columbus, OH, 43292	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61408	TPA	Alexaner Palmer	1984-03-01	—	—	8899 Apache Blvd, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61052	TPA	David Rios	1995-08-18	UHC-78651-32	—	1708 Camelback Rd, San Antonio, TX, 78266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56810	TPA	Day Q Denny	—	—	—	2557 Bayshore Dr, Tempe, AZ, 85225	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60660	TPA	Alexis Washington	1988-02-18	—	—	4319 Camelback Rd Apt 29, Tampa, FL, 33696	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56339	TPA	Christian Gonzalez	1988-04-07	—	—	9250 Baseline Rd Apt 21, Nashville, TN	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58860	TPA	Carl Murphy	1955-08-03	—	5993423243	3504 Harbor Blvd, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63609	TPA	Christian Andersson	1939-07-09	—	—	2042 Washington St, Orlando, FL, 32818	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51087	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63932	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61589	TPA	Nicholas Arnold	1982-05-18	—	—	6306 Indian School Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59566	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59565	TPA	Brian Walsh	1938-10-27	—	5098960375	8446 Central Ave, Eden Prairie, MN, 55365	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62028	TPA	Lawrence Fuller	2000-12-09	—	—	6647 Church St, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-63783	TPA	Jason Kelley	1949-01-20	—	—	4295 Palm Dr, Las Vegas, NV, 89140	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62156	TPA	Linda Smith	1960-12-14	UHC-42244-14	9089252938	6026 Indian School Rd, Tampa, FL, 33609	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64036	TPA	Evelyn Guzman	1990-07-11	—	—	5792 Bayshore Dr # 818, Seattle, WA, 98178	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58033	TPA	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58824	TPA	Staven Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64196	TPA	Roger Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55934	TPA	Jeremy X Armstrong	1989-04-21	—	—	9463 Harbor Blvd, Plano, TX, 75051	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63090	TPA	Russell Kennedy	1980-05-20	—	—	4980 Jefferson Ave, Charlotte, NC, 28211	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60309	TPA	Hannah Vazquez	2008-07-21	—	—	5714 River Rd # 643, Dallas, TX, 75295	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57525	TPA	Evelyn P Coleman	1987-02-14	—	2359681318	1338 Ridge Rd # 465, Gilbert, AZ, 85253	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56560	TPA	Timothy Berry	2007-12-24	—	—	1940 Cedar Ln Apt 26, Plano, TX, 75095	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61340	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61341	TPA	Aaron Reyes	1946-09-11	—	2406106259	7541 Canyon Rd, Charlotte, NC, 28228	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61257	TPA	Walter Morris	1945-08-18	—	—	9310 Forest Ave, Las Vegas, NV	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more

7,854 rows, page 17 of 158Previous Next