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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104049	ENR	Sofia O Jordan	2004-12-20	UHC-64020-40	4322437969	8382 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110250	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-110249	ENR	Jesse H McCoy	1975-02-20	UHC-92772-95	9342804051	7398 Oak St, Charlotte, NC, 28246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104409	ENR	Samantha K Ryan	—	UHC-28334-48	6685237823	4238 Pine Dr, San Antonio, TX, 78298	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-137784	ENR	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105560	ENR	Terry N Gray	1939-08-14	UHC-40056-35	6637867528	1181 Apache Blvd, Plano, TX, 75083	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123641	ENR	Bradley Carroll	1955-08-16	UHC-36238-02	6414835406	3597 Union St, San Antonio, TX, 78288	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105094	ENR	Janice Thompsn	1946-04-25	UHC-84391-77	9724900698	5739 Camelback Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133058	ENR	Bruce U Evans	—	UHC-11065-29	4119456514	2759 Spring St, Charlotte, NC, 28204	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-105566	ENR	Austin Williamson	1994-05-28	UHC-58117-31	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115414	ENR	Wei R Robinson	—	UHC-00977-64	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-122343	ENR	Doris Garrett	2002-02-22	UHC-97274-60	7949669473	6241 Central Ave, Las Vegas, NV, 89119	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134071	ENR	Jonathan W Kim	1958-06-08	UHC-82911-62	4723140887	791 Maple Ave, Plano, TX, 75077	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103905	ENR	Nancy S Vazquez	1967-08-27	UHC-61543-39	6555146171	4030 Maple Ave # 773, Scottsdale, AZ, 85207	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115210	ENR	Samantha Simmons	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-134433	ENR	Jose X Rodriguez	1959-02-22	UHC-57817-31	5067899538	5762 River Rd, Atlanta, GA, 30346	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104081	ENR	Andrea K Jimenez	1972-03-10	UHC-34741-89	5235113994	6052 Jefferson Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128556	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121734	ENR	Noah K Mills	1984-02-01	UHC-03923-92	—	9545 River Rd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136400	ENR	Raymond D Black	1939-11-09	UHC-39408-66	8799405782	1444 Sage Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115236	ENR	Diane K Gomez	1967-12-20	UHC-59811-53	2844914092	86 Mountain View Dr Apt 6, Glendale, AZ, 85379	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137268	ENR	Joyce Q Murray	—	UHC-53509-33	4663273964	3758 Jefferson Ave, Tempe, AZ, 85206	0.62	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-132951	ENR	Stephanie K Ramos	1977-02-18	UHC-12597-01	—	282 Highland Ave, Tampa, FL, 33605	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-130812	ENR	Vincent McDonald	1961-05-17	UHC-27362-76	6439926131	620 Market St, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108123	ENR	Christian Hduson	1982-04-04	UHC-25514-58	4258402247	3963 Jefferson Ave, Denver, CO, 80255	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112453	ENR	Jess J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135007	ENR	Olivia S Jordan	1940-11-13	UHC-93774-50	6196589373	8570 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118762	ENR	Ahmed I Jackson	1980-07-21	UHC-85837-40	9165798865	6354 Lincoln Way Apt 4, Eden Prairie, MN, 55395	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-134587	ENR	Jessica Sims	2004-08-08	UHC-47302-21	8963773056	5344 Pine Dr, Los Angeles, CA, 90026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124116	ENR	Ashley M Nelson	1996-12-25	UHC-79695-84	9554781769	417 Willow Ct, Seattle, WA, 98129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121374	ENR	Steven Young	1950-05-13	UHC-86416-81	6475189735	6301 Ocean Ave, Las Vegas, NV, 89102	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125896	ENR	Alan Z James	1987-11-20	UHC-59406-67	2489401140	6963 Ocean Ave, Plano, TX, 75042	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107640	ENR	Justin T Hawkins	1943-07-02	UHC-02231-81	3594992570	2459 Sunset Blvd # 482, Tucson, AZ, 85770	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101461	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101460	ENR	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO, 80226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138557	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136366	ENR	Albert B Chavez	1998-08-22	UHC-44798-07	5733804728	1017 Central Ave, San Antonio, TX, 78233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102561	ENR	Elizabeth C Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave # 816, Seattle, WA, 98196	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132570	ENR	Eric E Lopez	2005-06-03	UHC-22440-94	6334298860	4847 Market St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-128999	ENR	Bruce Little	1939-07-09	UHC-57607-93	7795054597	5733 Baseline Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125446	ENR	Grace C Henry	1966-01-23	UHC-49759-88	4484013445	1034 Cedar Ln, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110492	ENR	Ethan N Fields	1982-11-04	UHC-38617-49	5795865654	8099 Ridge Rd, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127661	ENR	Katherine W Adams	1942-07-08	UHC-28383-12	6486388366	554 Park Pl, Los Angeles, CA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138363	ENR	Alan McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117359	ENR	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132129	ENR	Beverly Soto	1948-01-21	UHC-14300-46	6436909399	3256 Elm St, Orlando, FL, 32869	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 54 of 347Previous Next