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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139908	ENR	Michelle Gordon	1967-03-12	UHC-20218-54	5074035468	5834 River Rd, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24368	PRV	Mason Lcas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61834	TPA	Ssan Wadr	1976-10-13	UHC-82540-45	—	1262 Canyon Rd # 492, Columbus, OH, 43220	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-428485	CLM	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136494	ENR	Roger Z Robertson	2002-05-06	UHC-81335-37	7649410369	2995 Hillcrest Rd, Denver, CO, 80224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405410	CLM	Diego J Bradley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
TPA-55503	TPA	Frances Payne	1999-10-16	—	—	325 Desert Sky Blvd, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-118521	ENR	Deborah R Burke	1985-12-12	UHC-62683-57	6935816501	2403 Maple Ave, Columbus, OH, 43209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
TPA-61727	TPA	Ray V Carpenter	1968-04-14	—	9809553635	64 Palm Dr # 587, Tucson, AZ, 85720	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25083	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429749	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429750	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411082	CLM	Gabriel Harrison	1947-08-24	—	6282426838	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-429459	CLM	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414173	CLM	Eric Freeman	—	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.62	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101891	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111222	ENR	Shirley Evans	1970-10-24	UHC-22690-85	6506734147	286 Apache Blvd, San Diego, CA, 92167	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115343	ENR	Valentina K Ramos	1980-08-17	UHC-69832-38	6447470118	2735 Bayshore Dr, Mesa, AZ, 85279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127260	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave, Tempe, AZ, 85299	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123712	ENR	Kathy D Walker	1940-08-06	UHC-76486-86	3776547558	1984 Market St, Tampa, FL, 33697	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51756	TPA	Harold West	1994-04-02	—	4055795979	4445 Sage Ct, Seattle, WA, 98162	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401101	CLM	Hannah D Padilla	1982-06-18	—	3086458967	1746 Spring St, Dallas, TX, 75284	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104900	ENR	Ryan M Rose	1964-12-20	UHC-82883-13	8662211364	2981 Central Ave, Columbus, OH, 43266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128649	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more

71,257 rows, page 226 of 1,426Previous Next