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-51389	TPA	Brian Edwards	1983-12-09	—	2692926807	6740 Meadow Ln, Plano, TX, 75007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53640	TPA	Deborah Alvarado	2006-02-04	—	4996656349	4970 Sunset Blvd, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57510	TPA	Patrick Patel	1985-10-17	—	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52130	TPA	Alan Castillo	1954-06-12	—	2447188600	36 Hillcrest Rd, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52891	TPA	Julia Peterson	1944-12-08	—	—	718 Palm Dr, Dallas, TX, 75255	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55305	TPA	Margaret Harris	1971-03-16	UHC-77132-48	—	471 River Rd, Nashville, TN, 37288	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62520	TPA	Frances Berry	1968-02-08	—	2047033326	7190 Pine Dr, Minneapolis, MN, 55466	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51322	TPA	Samantha Jensen	1962-07-24	—	—	8073 Central Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60045	TPA	Zachary Greene	1992-12-26	UHC-69793-13	—	3732 Palm Dr # 883, Los Angeles, CA, 90067	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52405	TPA	Alice Bailey	1988-07-02	UHC-77231-18	—	5898 Forest Ave, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57628	TPA	Andy Jimenez	1966-02-28	—	5798790779	3408 Spring St, Dallas, TX, 75209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58769	TPA	Peter Duncan	1950-04-19	—	—	445 Elm St, Gilbert, AZ, 85225	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54096	TPA	James Hunter	1991-12-20	—	9708788232	1586 Grand Ave, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62161	TPA	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53283	TPA	Megan Rivera	1971-12-11	—	—	4402 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60679	TPA	Wayne G Matthews	1955-07-24	—	5382336240	3815 Highland Ave, Charlotte, NC, 28263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58249	TPA	Gray Brown	1950-01-24	—	—	5247 Jefferson Ave # 286, Tucson, AZ, 85789	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51221	TPA	Martha Chapman	1947-11-06	—	5645129782	6938 Lincoln Way Apt 5, Seattle, WA, 98146	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57492	TPA	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53934	TPA	Maria O Gomez	1954-10-20	—	3334758475	6645 Apache Blvd, Atlanta, GA, 30380	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58720	TPA	Sofia Wood	1956-04-13	—	4432864696	297 Oak St, Sacramento, CA, 95841	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-60536	TPA	Aaron Hill	1953-01-22	UHC-43515-39	—	6660 Willow Ct, Nashville, TN, 37256	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57612	TPA	Matthew Dunn	2008-11-24	—	7806051992	2604 Ocean Ave, Tempe, AZ, 85282	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55823	TPA	Joan Hoffman	1942-09-22	—	2967756034	4691 River Rd, Scottsdale, AZ, 85203	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56202	TPA	Michael Franklin	1977-08-13	—	—	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63553	TPA	Jose Harvey	1970-03-26	UHC-69584-36	—	8072 Oak St, Houston, TX, 77063	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55397	TPA	Joradn D Wheeler	1954-09-25	—	—	9746 Mesa Dr, Mesa, AZ, 85258	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-63109	TPA	Vincent Hughes	1978-01-02	—	5189254297	8897 Willow Ct, Mesa, AZ, 85292	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52860	TPA	Cynthia Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56691	TPA	Larry Cole	2003-05-14	—	—	2198 River Rd, Charlotte, NC, 28220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59068	TPA	Scott Thomas	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55006	TPA	Pamela Burns	1944-05-11	—	—	8027 Ridge Rd, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52269	TPA	Anna Luna	1999-08-19	—	—	5012 Oak St, Jacksonville, FL, 32213	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61045	TPA	Kyle Miller	1927-10-17	—	2157418181	436 Union St, Minneapolis, MN, 55458	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52954	TPA	Bryan Espinoza	1994-09-02	—	—	1947 Lincoln Way, Chandler, AZ, 85275	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-58008	TPA	Teresa Paarker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61969	TPA	Roy Hunt	1951-05-15	—	7953319602	748 Forest Ave, Eden Prairie, MN, 55379	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61818	TPA	Rebekca Mendoza	—	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54951	TPA	Kimberly Chavez	1943-06-23	—	5565225136	3310 Oak St, Charlotte, NC, 28291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60358	TPA	Kyle Marquez	1961-05-17	—	—	3116 Main St, Glendale, AZ, 85367	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-55355	TPA	Roy U Mills	1949-09-10	UHC-24316-20	—	1396 Union St, Sacramento, CA, 95803	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61721	TPA	Kevin Freeman	1952-09-01	—	—	7508 Oak St, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52273	TPA	Amy Reed	1945-12-14	—	—	6175 Canyon Rd, Austin, TX, 78716	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59358	TPA	Elizabeth Santiago	1974-02-24	—	4634165665	1713 Ridge Rd, Mesa, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63020	TPA	Patrick Herrera	1997-08-03	—	7204850317	1704 Forest Ave, Plano, TX, 75060	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55276	TPA	Jose Wang	1988-02-03	—	—	3956 Indian School Rd, Atlanta, GA, 30308	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

7,767 rows, page 60 of 156Previous Next