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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63852	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58538	TPA	Ethan J Dean	1958-02-12	—	—	8968 Elm St, Mesa, AZ, 85269	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63677	TPA	Timothy Robinson	1984-01-20	—	—	2406 Maple Ave, Miami, FL, 33138	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57440	TPA	Kevin Reid	1941-06-13	—	—	7948 Meadow Ln, Scottsdale, AZ, 85232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51615	TPA	Jessica G Rios	1950-07-04	—	—	552 Spring St, Charlotte, NC, 28238	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61758	TPA	Beverly Morris	1960-03-26	UHC-42035-49	—	502 Mesa Dr, Mesa, AZ, 85220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59351	TPA	Mari P Luna	1998-08-15	—	—	801 Indian School Rd, Glendale, AZ, 85332	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59985	TPA	Edward Jenkins	1970-06-11	—	6214437611	7960 River Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-58483	TPA	Gloria Ross	1983-08-24	UHC-95778-74	—	4616 Forest Ave, Minneapolis, MN, 55498	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57057	TPA	Marcus Jenkins	2000-09-05	—	—	1360 Hillcrest Rd, Tampa, FL, 33623	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55956	TPA	Jesse Pierce	1947-07-27	—	9144228848	4125 Canyon Rd, Tucson, AZ, 85703	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63459	TPA	Diane Le	1952-09-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50966	TPA	Olivia Hart	1976-10-26	—	—	9622 Highland Ave, Houston, TX, 77017	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62021	TPA	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50141	TPA	Jessica Meyer	2008-11-21	UHC-28846-42	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63313	TPA	Willie Chavez	1952-10-12	—	—	2780 Desert Sky Blvd, Plano, TX, 75096	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58603	TPA	Gabriel T Perkins	1945-04-18	—	—	1327 Valley View Dr, Scottsdale, AZ, 85288	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
TPA-50043	TPA	Sofia Lawson	1963-09-07	—	—	1830 Lake View Rd, Nashville, TN, 37231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63018	TPA	Jack Hoffman	1949-11-27	—	7876653289	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63968	TPA	Douglas Alexander	2006-09-15	—	—	2798 Harbor Blvd, Eden Prairie, MN, 55388	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-50720	TPA	Henry K Powell	2008-12-15	—	—	9155 Mountain View Dr, Minneapolis, MN, 55442	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57411	TPA	Nancy J Contreras	1988-02-04	—	—	8194 Jefferson Ave, Denver, CO, 80264	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63365	TPA	Crl Sandoval	1972-05-01	—	—	4525 Ridge Rd, Tucson, AZ, 85760	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61742	TPA	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.80	Address re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52124	TPA	Kyle Cruz	1970-07-28	—	7427326030	4360 Broadway, Glendale, AZ, 85354	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53751	TPA	Billy Rice	1949-02-24	—	3768710180	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51652	TPA	Brittany J Vargas	2002-05-22	—	—	2068 Union St, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55464	TPA	Catherine Z Long	2007-09-16	—	9346528446	2761 Jefferson Ave, Mesa, AZ, 85254	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51177	TPA	Wayne Larwence	1941-10-10	—	—	6617 Hillcrest Rd, Chandler, AZ, 85228	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58114	TPA	Aaron Jones	1992-10-01	—	5204402227	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63698	TPA	Judy Oliver	—	—	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54884	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63568	TPA	Lauren V Peterson	2006-01-26	—	—	3468 Church St, Fresno, CA, 93784	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54725	TPA	Arthur Santos	1960-11-09	—	3755721481	6008 Main St, Gilbert, AZ, 85274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56086	TPA	Carl N Cooper	1961-11-02	—	—	7817 Maple Ave, Denver, CO, 80294	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58790	TPA	Wayne Davis	1956-05-25	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57868	TPA	Virginia Hart	1980-05-04	—	—	2284 Central Ave, Glendale, AZ, 85315	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57562	TPA	Dorothy Sanders	1947-07-13	—	8784319401	5954 Bayshore Dr, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-51725	TPA	Dorothy Daen	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54676	TPA	Kathryn Porter	1976-03-17	—	—	1943 Broadway, Tucson, AZ, 85774	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54975	TPA	Cheryl Andrews	1971-11-24	UHC-98602-23	—	8184 Mountain View Dr, Chandler, AZ, 85263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53770	TPA	Janet V Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55795	TPA	Doothy Valdez	1990-02-06	UHC-33215-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59709	TPA	Glria Brooks	1946-03-27	—	—	9448 Cedar Ln, Orlando, FL, 32813	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59287	TPA	Eric Castillo	1941-01-03	—	—	3675 Broadway, Austin, TX	0.80	Date of birth reformatted Address re-cased ZIP missing Placeholder values cleared
TPA-51435	TPA	Greg Romero	1958-11-23	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-51846	TPA	Judith Cruz	1945-12-27	—	—	2981 Highland Ave, Miami, FL, 33173	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63946	TPA	Andrea Silva	1968-07-26	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-52160	TPA	Aisha Berry	1976-03-07	—	—	2814 Oak St, Columbus, OH, 43226	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59482	TPA	Madison Moore	2001-01-14	—	—	6393 Grand Ave, Tempe, AZ, 85260	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 176 of 283Previous Next