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
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24676	PRV	Diaz Joe	2001-03-25	UHC-07594-37	6016201229	3111 Maple Ave, Glendale, AZ, 85353	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-116273	ENR	Gomez N Henry	1957-07-16	UHC-44840-46	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-140736	ENR	Chritsian Daniels	1983-03-19	UHC-49258-37	9013842880	3457 Union St, Los Angeles, CA, 90059	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110842	ENR	Bobby Taylor	1980-04-28	UHC-42987-60	8038483258	7916 Forest Ave, Tucson, AZ, 85796	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119438	ENR	Eugene I Crawford	1980-09-21	UHC-23406-39	8894951061	2129 Indian School Rd, Scottsdale, AZ, 85202	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-130187	ENR	Mei Ferguson	1944-11-16	—	5014273554	—	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-135271	ENR	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-129632	ENR	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
TPA-61218	TPA	Carool Watkins	1997-02-06	—	9778309618	7919 Broadway, San Antonio, TX, 78290	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+2 more
CLM-423763	CLM	Alexander J Ross	1996-11-13	UHC-40145-93	3512894729	9651 Lake View Rd, Columbus, OH, 43250	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-26031	PRV	Samuel Green	2005-09-27	—	6314528134	44 Sage Ct, San Diego, CA, 92153	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25222	PRV	Carolyn Campbell	1950-02-15	—	8255973022	7292 Broadway, Denver, CO, 80244	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
PRV-21767	PRV	Julie Obrien	1980-03-21	—	7799567668	4488 Washington St, Charlotte, NC, 28283	0.76	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-108379	ENR	Vincent R Jenkins	1960-10-26	UHC-91130-49	5849638809	789 Oak St, Tampa, FL, 33696	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-118027	ENR	Gerald W Scott	1942-08-24	UHC-63185-93	3964549640	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-105189	ENR	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23531	PRV	Russell U Armstrong	1968-04-21	UHC-31168-68	9105869820	7959 Sunset Blvd, Columbus, OH, 43203	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23026	PRV	Austin Herrera	2002-09-12	—	—	9279 Park Pl, Charlotte, NC, 28268	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-121052	ENR	Billy R Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26179	PRV	Angela Lee	1983-06-07	UHC-45982-35	9624405853	7108 Meadow Ln, Sacramento, CA, 95803	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28843	PRV	Kyle Kennedy	1994-02-14	UHC-77184-96	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-122524	ENR	Valentina Valdez	1957-12-13	UHC-40345-86	4057536555	1921 Broadway, Glendale, AZ, 85399	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
TPA-60441	TPA	Linda Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116880	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108695	ENR	Deborah Riley	1947-04-26	UHC-04886-80	4786461002	1951 Lincoln Way, Atlanta, GA, 30315	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116391	ENR	Priya Obrien	1973-07-05	UHC-25250-99	7536397301	8108 Harbor Blvd, Nashville, TN, 37255	0.76	Name split from “Last, First”Name re-cased Phone reformatted City re-cased+2 more
ENR-102742	ENR	Dennis Williams	1980-03-15	UHC-07472-04	4593410993	6382 Sage Ct, Gilbert, AZ, 85204	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-405288	CLM	Carl Kennedy	1947-07-22	UHC-27655-75	—	—	0.76	Name split from “Last, First”Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-427426	CLM	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
TPA-59523	TPA	Pamela Grant	1949-06-15	UHC-93251-47	—	6343 Maple Ave, Denver, CO, 80235	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-129166	ENR	Daniel Schmidt	1942-09-14	UHC-31187-24	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129080	ENR	Hoffman E Marilyn	1954-01-12	UHC-37385-12	8332009817	1148 Market St, Los Angeles, CA, 90000	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
CLM-418233	CLM	Eugene Soto	1991-01-02	—	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-118587	ENR	Kathleen C Jmienez	1990-12-27	UHC-82671-06	9205710695	3653 Elm St, Gilbert, AZ, 85276	0.76	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+2 more
ENR-102501	ENR	Sara Holmes	1940-12-28	UHC-78568-09	4394379229	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-133668	ENR	Yuki U Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.76	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
CLM-431273	CLM	Russell Schultz	1981-01-04	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-59731	TPA	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-116177	ENR	Lawrence J Watson	1995-10-04	UHC-48583-08	—	9551 Camelback Rd, Minneapolis, MN, 55483	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
CLM-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-123488	ENR	Maldonado C Jacqueline	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-136820	ENR	Frank A Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.76	Name split from “Last, First”Member ID reformatted Email lower-cased Plan code upper-cased+2 more
ENR-137411	ENR	Elyjah C Stone	1948-02-20	UHC-19400-84	5159369386	1563 Forest Ave, Plano, TX, 75022	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more

9,980 rows, page 154 of 200Previous Next