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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127282	ENR	Aisha A Santiago	1996-02-04	UHC-90513-79	4258947758	8940 Central Ave, Las Vegas, NV, 89149	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-142270	ENR	Helen K Delgado	1973-02-22	UHC-47049-67	4605708794	6734 Grand Ave, Jacksonville, FL, 32219	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-131649	ENR	Anthony C Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-20285	PRV	Donna H Sanchez	1979-09-22	UHC-51598-69	5599370001	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136537	ENR	Timothy K Parker	1997-01-11	UHC-43398-92	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-429786	CLM	Heather Ramirez	1984-02-13	—	7002360098	—	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-101740	ENR	Jean X Lucas	1940-03-20	—	2322739061	4579 Union St, Scottsdale, AZ, 85253	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-404899	CLM	Zachary Gibson	1955-12-07	UHC-27948-29	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-23923	PRV	Tyler Allen	1971-09-22	—	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-54482	TPA	Edward Robinson	1999-06-06	—	2158816779	3550 Maple Ave, Miami, FL, 33136	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
PRV-26410	PRV	Randy I Lynch	1996-09-27	UHC-19138-60	8787679973	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-103463	ENR	Pamela U Williamson	2006-01-25	UHC-45877-14	7428984919	5009 Broadway, Fresno, CA, 93711	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-28004	PRV	Randy Burton	1938-03-02	—	3015630417	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22141	PRV	Carlos L Montgomery	1956-05-18	—	3434117803	9412 Broadway, Austin, TX, 78724	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-133838	ENR	Raymond Jensen	1941-11-21	UHC-82400-68	3189681233	8761 Spring St, San Antonio, TX, 78215	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-62996	TPA	Alice Lynch	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-60261	TPA	Evelyn Palmer	1956-01-03	—	5335273349	2570 Lake View Rd, Fresno, CA, 93770	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-417404	CLM	Jeremy Palmer	1947-11-07	—	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-116794	ENR	Bradley W Bradley	1955-04-08	UHC-50612-81	7815479164	4906 Lake View Rd, Los Angeles, CA, 90017	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-121935	ENR	Douglas A Vargas	1955-09-10	UHC-95650-14	6314164479	750 Broadway, Minneapolis, MN, 55459	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
ENR-106179	ENR	Tony Walker	1978-04-20	UHC-89985-79	9097907975	320 Union St, Glendale, AZ, 85369	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-131860	ENR	Albert G Hawkins	1993-06-17	UHC-46163-75	6445679790	1744 Highland Ave, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-432264	CLM	Bryan Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-107486	ENR	Amanda Wright	1972-08-09	UHC-45665-86	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-421046	CLM	Joshua Williamson	1987-07-19	UHC-99344-22	8406078508	2202 Apache Blvd, Jacksonville, FL, 32286	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-25698	PRV	Angela Gilbert	1953-10-11	UHC-84008-87	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-20091	PRV	Kenneth Rivera	1965-01-14	—	2203600906	6922 Park Pl, Fresno, CA, 93706	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-129595	ENR	Jack T Moore	1995-02-04	UHC-27499-28	5444670721	3114 Sunset Blvd, Glendale, AZ, 85355	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-125999	ENR	Gerald Maldonado	1946-04-17	—	9844676267	336 Broadway, Chandler, AZ, 85223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-409400	CLM	Arjun R Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414714	CLM	Jack Schmidt	1991-03-04	—	6667473273	9893 Lincoln Way, Los Angeles, CA, 90017	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-113764	ENR	Lauren Young	1984-01-17	UHC-03633-81	7349199826	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-402306	CLM	Steven Griffin	1964-06-03	—	9233736481	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422134	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-134811	ENR	Matthew Spencer	2002-08-26	UHC-03454-35	—	3364 Forest Ave, Jacksonville, FL, 32217	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-21425	PRV	Gabriel Owens	1992-12-11	—	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-122230	ENR	Doris V Peters	1946-11-03	UHC-29069-40	2635337812	5338 Jefferson Ave, Nashville, TN, 37220	0.78	Name re-cased Two-digit birth year City re-cased Email lower-cased+1 more
TPA-51698	TPA	Ashley Thompson	1961-04-11	—	8898004941	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56653	TPA	Gloria Wagner	1996-10-14	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-121081	ENR	Christian Carter	1964-06-17	UHC-93847-10	9365590860	2175 Spring St, Tucson, AZ, 85720	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-411651	CLM	Amy Woods	1998-06-08	UHC-57366-89	—	4834 Washington St, Atlanta, GA, 30338	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
ENR-141067	ENR	Christopher O Price	1950-10-23	UHC-95549-18	2035455987	9397 Apache Blvd, Miami, FL, 33103	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-113909	ENR	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-134959	ENR	Larry Evans	1973-09-28	UHC-51691-53	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
PRV-25007	PRV	Charles L Webb	1990-08-11	UHC-53654-01	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406294	CLM	Owens Albert	1942-03-01	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-402366	CLM	Rogeer Crawfford	1966-01-21	—	3098485055	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406524	CLM	Cynthia Torres	1978-03-02	UHC-94028-02	6349455581	7270 Park Pl, Gilbert, AZ, 85256	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-114731	ENR	Roy I Olson	1956-12-13	UHC-80127-17	2272189033	1270 Sunset Blvd, Sacramento, CA, 95897	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more

6,661 rows, page 106 of 134Previous Next