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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106668	ENR	Alan Aguilar	1941-11-05	UHC-72077-72	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-108057	ENR	Beverly H Castro	1979-07-15	UHC-58154-60	3343950262	7982 Willow Ct, Nashville, TN, 37256	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410797	CLM	Thomas G Beryr	2008-05-13	UHC-53888-98	—	5287 Jefferson Ave, Sacramento, CA, 95821	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110776	ENR	Denise Thomas	1986-06-26	—	3374672726	9077 Mesa Dr, Atlanta, GA, 30387	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-106793	ENR	Lisa Gilbert	1950-09-21	UHC-20142-82	—	8003 Highland Ave, Eden Prairie, MN, 55386	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-418178	CLM	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23551	PRV	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
ENR-108229	ENR	Sean R Nunez	1946-12-24	UHC-79276-66	2597355649	2767 Ridge Rd, San Diego, CA, 92126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136362	ENR	Bobby I Wheeler	1938-08-22	UHC-95914-31	9303580117	8604 Camelback Rd, Plano, TX, 75018	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62760	TPA	Susan I Fields	1959-01-25	UHC-67312-24	—	8220 Grand Ave, Atlanta, GA	0.78	City re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-416882	CLM	Abigail Lane	1963-02-21	UHC-97196-37	—	2794 Main St, Minneapolis, MN, 55491	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60933	TPA	Charles Reid	1969-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421462	CLM	Juan Kelly	1954-10-24	—	—	2386 Central Ave, Phoenix, AZ, 85057	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104589	ENR	Pamela Thompson	1981-12-15	UHC-13349-08	4836831585	99 Valley View Dr, Glendale, AZ, 85374	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
PRV-21932	PRV	Heather Hawkins	1940-09-04	—	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407477	CLM	Sara Reyes	1971-04-01	—	—	7738 Ocean Ave, Charlotte, NC, 28224	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112437	ENR	Sandra X Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct, Chandler, AZ, 85292	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118055	ENR	Jerry I Vasquez	1939-08-13	UHC-41128-37	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
ENR-132247	ENR	Andrea Johnson	1953-11-07	UHC-99721-23	4137705151	7266 Highland Ave, Glendale, AZ, 85332	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-407740	CLM	Gabriel H Washington	1964-10-07	UHC-69046-14	—	7013 Spring St, Mesa, AZ, 85252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-117624	ENR	Valentina Rice	1956-06-23	UHC-63637-02	4996159647	5500 Broadway, Dallas, TX, 75282	0.78	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
TPA-62238	TPA	Peter Y West	1975-01-06	UHC-81086-81	—	9360 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108082	ENR	Pat Diaz	1988-12-12	UHC-24304-39	2249143798	1160 Washington St, Minneapolis, MN, 55427	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-112338	ENR	Gerald W Ramirez	1975-05-28	UHC-09097-49	8484342645	7735 Ridge Rd, Nashville, TN, 37236	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-64231	TPA	Bobby Simpson	1961-07-27	—	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
CLM-409194	CLM	Arjun Mason	1976-04-14	UHC-28408-62	—	9507 Meadow Ln, Las Vegas, NV, 89152	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-424599	CLM	Philip Maldonado	1995-01-07	UHC-05637-01	—	7707 Palm Dr, Tempe, AZ, 85228	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-101878	ENR	Christine L Jonhson	1998-02-17	UHC-44743-23	2878155368	7016 Church St, Sacramento, CA, 95858	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63403	TPA	Mariana Garrett	2003-11-15	—	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-137150	ENR	Bradley Reid	1942-07-17	UHC-47427-04	8359743704	9195 Meadow Ln, Jacksonville, FL, 32243	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21822	PRV	Natalie Hanson	1962-09-17	UHC-59968-41	9593110005	5459 Broadway, Seattle, WA, 98151	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-404837	CLM	Terry Watson	1949-06-28	—	2984550939	9167 Church St, Tampa, FL, 33694	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422516	CLM	Thereas Franklin	1944-11-18	UHC-24902-41	—	7509 Willow Ct, Seattle, WA, 98149	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-124904	ENR	Aaron Garza	2001-11-06	UHC-85827-34	4669492728	9629 Central Ave, Glendale, AZ, 85311	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417910	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414889	CLM	David R Ryan	1956-10-15	UHC-48337-47	9323401080	5705 Pine Dr Apt 26, Tempe, AZ, 85247	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-400438	CLM	Thomas P Ashley	1966-01-12	UHC-12215-03	—	2710 Sunset Blvd, Tempe, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133634	ENR	Richard Montgomery	1971-02-03	UHC-26592-48	8363666639	1231 Market St, Nashville, TN, 37293	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-408566	CLM	Janet Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ, 85746	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-138935	ENR	Julie Z Patel	1978-02-18	UHC-60673-74	7727632573	5216 Central Ave, San Antonio, TX	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+1 more
CLM-400940	CLM	Douglas Hughes	1943-02-13	UHC-77466-69	—	9585 Union St, Atlanta, GA, 30383	0.78	Date of birth reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-128485	ENR	Isabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103831	ENR	Kayla G Romero	1997-06-11	UHC-53695-41	5576177259	18 Central Ave, Glendale, AZ	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-60497	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-400882	CLM	Jessica F Wbb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
CLM-422146	CLM	Anna Dean	1994-01-02	UHC-93221-70	7124587968	3947 Harbor Blvd, Sacramento, CA, 95803	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133129	ENR	Ben M Knight	1947-07-01	UHC-82305-91	—	5766 Sunset Blvd, Atlanta, GA, 30341	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more

4,010 rows, page 53 of 81Previous Next