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

All sources, 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-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-62189	TPA	Christian Kennedy	1989-04-16	—	3328882491	7388 Canyon Rd, San Diego, CA	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-403597	CLM	Isabella Griffin	1958-12-20	—	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-106333	ENR	Emma Simpson	1966-03-13	UHC-49747-10	9068704129	2298 Lake View Rd, Charlotte, NC, 28232	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119229	ENR	Logen Banks	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411009	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407410	CLM	Cynthia Nguyan	1972-07-05	—	—	4251 Desert Sky Blvd Apt 34, Seattle, WA, 98116	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
CLM-411593	CLM	Kimberly Webb	2001-10-11	UHC-74710-86	7238962839	1437 Grand Ave, Nashville, TN, 37292	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103488	ENR	Frances Berry	1944-11-28	UHC-94512-88	5878188656	1982 Desert Sky Blvd, Dallas, TX, 75231	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25485	PRV	Jacqueline Mason	—	UHC-70522-46	8082142473	5140 Cedar Ln, Minneapolis, MN, 55456	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113249	ENR	Jun Weaver	1992-07-20	UHC-88815-03	6064524587	3587 Mesa Dr, Glendale, AZ, 85358	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-106246	ENR	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 858, Denver, CO, 80294	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-406284	CLM	Scott U Castro	—	—	—	7913 Desert Sky Blvd, Eden Prairie, MN, 55300	0.36	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-135829	ENR	Helen Chn	1941-09-22	UHC-44782-12	7802985905	6943 Spring St # 730, Tucson, AZ, 85725	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61150	TPA	Amy Fisher	1975-05-19	—	—	653 Washington St, Chandler, AZ, 85259	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-124439	ENR	Sean Y Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-410363	CLM	Mason Chen	—	—	—	9569 Canyon Rd, San Antonio, TX, 78240	0.36	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-131743	ENR	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+4 more
CLM-402991	CLM	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25516	PRV	Jesse Cunningham	1980-01-08	—	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52786	TPA	Kathryn Lawson	1959-08-08	—	—	6646 Canyon Rd, Orlando, FL, 32893	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-101135	ENR	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	1793 Indian School Rd, Nashville, TN, 37289	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127696	ENR	Vyncent Hart	1984-08-22	UHC-78571-03	—	8656 Grand Ave, Fresno, CA, 93745	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22361	PRV	Emma Hamilton	1973-02-10	—	2894302431	9143 Elm St Apt 40, Seattle, WA, 98152	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-426733	CLM	Amber Lopez	1974-05-12	UHC-73217-02	4304443215	2315 Meadow Ln, Columbus, OH	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401243	CLM	Douglas Simmons	1957-03-21	UHC-32473-84	6855865248	7378 Main St, Houston, TX, 77056	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410066	CLM	Martha V Walker	1956-04-23	—	2488683614	5551 Highland Ave, Phoenix, AZ, 85011	0.36	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-109829	ENR	Camila A Sandoval	1972-06-25	UHC-86804-48	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403127	CLM	Sean Howrad	2003-03-02	UHC-69785-40	—	1024 Lincoln Way, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-22853	PRV	Marilyn Richards	1987-08-16	UHC-81335-20	3277357547	9496 Church St Apt 6, Las Vegas, NV, 89160	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-143022	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	7837696329	7392 Main St, Sacramento, CA, 95838	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53454	TPA	Ahmed Vega	1991-05-16	—	—	1975 Jefferson Ave # 484, San Diego, CA, 92114	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-418414	CLM	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-133955	ENR	Diego W Turner	1988-02-28	UHC-92924-96	9767302887	8225 Union St, Tampa, FL, 33644	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100904	ENR	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	8047 Forest Ave, Plano, TX, 75059	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-413283	CLM	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139632	ENR	Paul Carpenter	1986-02-12	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62826	TPA	Christine Gutierrez	1964-11-17	—	6734972389	7675 Pine Dr, Seattle, WA, 98144	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102937	ENR	Timothy Bryant	1965-02-15	UHC-19534-28	9235242946	4738 Park Pl, Phoenix, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

9,980 rows, page 6 of 200Previous Next