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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52886	TPA	Evelyn Green	2006-05-03	—	3695999499	5420 Jefferson Ave, Los Angeles, CA, 90036	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57251	TPA	Janet Dean	1989-12-07	—	9548175249	8717 Palm Dr, Phoenix, AZ, 85037	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58890	TPA	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50485	TPA	Park Z Donald	1995-07-25	—	8936697271	8179 Church St, Miami, FL, 33175	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52934	TPA	Donald O Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60397	TPA	Austin Harvey	1988-02-02	—	—	8260 Main St, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50440	TPA	Christian Coleman	1973-07-06	—	2937157676	6836 Bayshore Dr, Tucson, AZ, 85715	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60783	TPA	Mason Kelley	1980-09-23	—	4009674880	7635 Hillcrest Rd # 491, Dallas, TX, 75260	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60661	TPA	Alexis Wasshington	1988-02-18	—	—	4319 Camelback Rd, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52723	TPA	Maria Li	1995-03-11	—	7096851383	3122 Bayshore Dr, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60607	TPA	Betty Murphy	1985-11-02	—	—	198 Bayshore Dr, Las Vegas, NV, 89134	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61934	TPA	Christopher E Perkins	1990-02-26	—	—	1551 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57631	TPA	Danielle Joran	1973-12-20	—	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62845	TPA	Maon F Porter	1965-02-15	—	9097807963	6442 Apache Blvd, San Diego, CA, 92148	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56203	TPA	Walter Fuller	1984-02-22	—	7193121693	5024 Ridge Rd, Seattle, WA, 98116	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61030	TPA	Nicholas Cook	1946-11-08	—	—	7035 Grand Ave, Columbus, OH, 43208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-57361	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57360	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61370	TPA	James Parker	2002-05-11	—	2253883390	8408 Canyon Rd # 761, Phoenix, AZ, 85040	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56291	TPA	Gerald Q Nguyen	1995-06-26	—	9272375570	1542 Grand Ave, Miami, FL, 33167	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59489	TPA	Li Terry	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63939	TPA	Christian Hnry	1946-10-11	UHC-60838-89	—	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53064	TPA	Russll Grant	1961-10-09	—	—	2049 Church St, Glendale, AZ, 85306	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58369	TPA	Lori Kim	1969-03-11	—	—	7025 Cedar Ln, Plano, TX, 75076	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54947	TPA	Omar Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St, Eden Prairie, MN, 55354	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51192	TPA	Wei Ferguson	1953-09-09	—	7694226581	1093 Valley View Dr, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50527	TPA	Brittany Hawkins	1993-08-16	—	—	4053 Pine Dr, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63250	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55864	TPA	Lawrence Anderson	2000-08-07	—	—	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53536	TPA	Beverly L Rios	1945-10-15	—	8228619627	5655 Park Pl, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53762	TPA	Carlos Taylor	1960-11-05	—	2273350001	5964 Sage Ct, Columbus, OH, 43271	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57588	TPA	Russell Q Lucas	1973-06-11	UHC-16937-14	—	8307 Indian School Rd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more

7,767 rows, page 47 of 156Previous Next