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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61377	TPA	Isabella Vasquez	2002-12-07	—	—	6491 Washington St, Tempe, AZ, 85245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53383	TPA	Julia Richardson	1982-08-18	—	7544771939	8484 Lincoln Way # 697, Eden Prairie, MN, 55301	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-61668	TPA	Julie Rojas	1950-04-23	—	3367126600	5396 Meadow Ln, San Diego, CA, 92139	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62303	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-61108	TPA	Patrick J Turner	1980-02-22	—	7467895468	9136 Jefferson Ave, Phoenix, AZ, 85016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51129	TPA	Aisha Richards	1955-10-16	—	—	7394 Harbor Blvd, Dallas, TX, 75295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-52138	TPA	Jacqueline Simmons	2004-06-06	—	—	917 Spring St, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51391	TPA	Watler Espinoza	1973-10-15	—	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-60724	TPA	Amber Reed	1938-04-08	—	—	715 Valley View Dr, Miami, FL, 33183	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-60559	TPA	Danielle Adams	1970-01-15	UHC-49180-49	—	355 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55031	TPA	Angeela King	1988-12-23	UHC-91366-31	5689376706	6442 Main St, Mesa, AZ, 85269	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56957	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56958	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55407	TPA	Alice Gomez	1942-11-04	—	—	6767 Baseline Rd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63880	TPA	Susan Welch	1983-01-10	—	—	6930 Cedar Ln, Minneapolis, MN, 55464	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60907	TPA	Joyce Sanders	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61510	TPA	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59930	TPA	Julie Ryan	2000-03-26	—	—	9125 Bayshore Dr, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59821	TPA	Martha Dixon	1980-12-27	—	—	1052 Ocean Ave, Chandler, AZ, 85299	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58801	TPA	Gregory Wagner	1968-04-22	—	—	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62811	TPA	Harold Hall	1978-02-20	—	—	4518 Union St, Dallas, TX, 75298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55154	TPA	Linda Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54847	TPA	Luis Garcia	1978-11-12	—	—	8262 Main St, Scottsdale, AZ, 85296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63248	TPA	Madison Payne	1995-11-13	—	—	1413 Central Ave, Nashville, TN, 37260	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62900	TPA	Linda V Carter	2002-07-16	—	—	1257 Jefferson Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50899	TPA	Daniel Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51219	TPA	Pamela Fields	1988-04-12	—	6055971383	9331 Spring St, Charlotte, NC, 28237	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-53439	TPA	Emily Armstrong	1959-12-08	—	—	4902 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62098	TPA	Dnona Reynolds	1941-10-22	UHC-84859-74	9634313099	6169 Elm St, Chandler, AZ, 85251	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54656	TPA	Fatima McDonald	1941-06-09	—	—	4487 Washington St, Los Angeles, CA, 90056	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54125	TPA	Becky Campbell	1953-05-09	—	7623964285	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59784	TPA	Janet Morgan	1968-04-24	—	—	2596 Sunset Blvd, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-54003	TPA	Kyle Day	—	—	—	1724 Jefferson Ave, San Diego, CA, 92188	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-55620	TPA	Jack P Wells	1996-07-24	—	—	3646 Sunset Blvd, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59685	TPA	Michael Patterson	—	—	7988501642	1907 Lincoln Way, Los Angeles, CA, 90083	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-62998	TPA	Theresa Carter	1968-12-13	UHC-04988-64	—	4683 Palm Dr, Chandler, AZ, 85262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58107	TPA	Jerry Patel	—	—	—	8468 Lake View Rd, Minneapolis, MN, 55427	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Email lower-cased+1 more
TPA-51474	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-64417	TPA	Wei Phillips	1941-03-09	—	—	4341 Broadway, Eden Prairie, MN	0.66	Name split from “Last, First”Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62585	TPA	Teresa Roberts	1968-09-01	UHC-57428-11	—	1856 Sage Ct, Sacramento, CA, 95877	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60846	TPA	Ashleey Perry	1968-03-26	—	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56494	TPA	Janet Munoz	1941-09-07	—	—	4965 Mesa Dr, Gilbert, AZ, 85269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57344	TPA	Amanda Fields	2006-11-23	—	—	8596 Union St, Los Angeles, CA, 90015	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52798	TPA	Lucia Lynch	1968-04-09	—	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-51453	TPA	Ana Santos	1940-10-17	—	—	7064 Indian School Rd, Tucson, AZ, 85779	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61264	TPA	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

1,488 rows, page 15 of 30Previous Next