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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141216	ENR	Mark E Edwards	1956-10-11	UHC-45206-33	7097737311	7708 Highland Ave, Eden Prairie, MN, 55339	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140916	ENR	Ethan Y Thompson	1939-03-09	UHC-90196-95	8049026240	1975 Desert Sky Blvd Apt 39, Glendale, AZ, 85312	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134733	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58755	TPA	Kelly Vasquez	—	—	8368268136	2110 Church St Apt 30, Mesa, AZ, 85274	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109321	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109322	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-413403	CLM	Sarah Hunt	1998-07-09	UHC-87592-42	3808439490	3523 Market St, Houston, TX, 77046	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100627	ENR	Juulia N Obrien	1941-01-03	UHC-51219-30	6657760070	497 Oak St, Gilbert, AZ, 85280	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103508	ENR	Jeffrey R Rice	1986-06-14	UHC-50934-22	—	788 Washington St # 129, Mesa, AZ, 85261	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422304	CLM	Omar Arnold	1976-04-22	UHC-09544-10	—	1974 Baseline Rd, Jacksonville, FL, 32254	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-141838	ENR	Ana P Lewis	1951-03-11	—	3924669478	7077 Palm Dr # 323, Austin, TX, 78718	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108073	ENR	Emily Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105245	ENR	Richard J Thompson	1994-09-10	UHC-33481-11	5334679114	4153 Jefferson Ave, Houston, TX, 77063	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-416053	CLM	Bian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St Apt 29, Tempe, AZ, 85286	0.38	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
ENR-139262	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-119735	ENR	Amber T Berry	1995-05-11	UHC-99791-82	2294123039	5315 Palm Dr # 310, Atlanta, GA, 30369	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141206	ENR	Terry Tucker	1978-04-18	UHC-71283-35	7739769186	525 Meadow Ln, Minneapolis, MN, 55459	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122676	ENR	George E Porter	1959-02-20	UHC-03769-51	7276286905	1997 Elm St, Eden Prairie, MN, 55328	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425333	CLM	Teresa Y Davis	1962-01-25	UHC-40343-67	7034364160	2133 Lake View Rd, Orlando, FL, 32841	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60865	TPA	Jose Ford	—	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125427	ENR	Mason Cunningham	1994-06-09	UHC-61288-67	—	5701 Apache Blvd, San Diego, CA, 92112	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-114897	ENR	Gabriel G Peterson	2006-07-26	UHC-69899-25	2474827394	3911 Lincoln Way, San Antonio, TX, 78257	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106710	ENR	Nicholas Cunningham	1958-02-02	UHC-50476-59	7022881707	4425 Hillcrest Rd, Orlando, FL, 32807	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127824	ENR	Willie N Ellis	1995-03-19	UHC-79765-16	—	8597 Cedar Ln, San Diego, CA, 92186	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110328	ENR	Michael Gardner	1960-06-10	UHC-58642-84	8274025053	4736 Meadow Ln, Charlotte, NC, 28272	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110377	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO, 80211	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22615	PRV	Mary Moreno	1992-12-28	—	9167791678	2055 Cedar Ln Apt 30, Phoenix, AZ, 85050	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138265	ENR	Sarah E Contreras	1947-06-23	UHC-09556-30	9187846520	2116 Washington St # 543, San Antonio, TX, 78205	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56125	TPA	Natalie Park	2004-04-25	—	—	3479 Ocean Ave, Gilbert, AZ, 85240	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402189	CLM	Theresa West	1982-03-22	UHC-07177-15	—	8304 Baseline Rd, San Diego, CA, 92131	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123653	ENR	Hiroshi G Park	1959-12-07	UHC-48459-62	5464354921	4378 Apache Blvd, Gilbert, AZ, 85241	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104130	ENR	Natalie James	1972-03-18	UHC-44696-09	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24012	PRV	Theresa A Cook	1987-01-13	—	4992485697	8803 Mountain View Dr # 687, Denver, CO, 80297	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more
ENR-103810	ENR	Justtin H Vega	1963-07-18	UHC-33269-61	7118533690	8801 Washington St, Austin, TX, 78794	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405173	CLM	Barbara R Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125064	ENR	Virginia B Hamilton	—	UHC-42593-67	6402866978	4719 Ocean Ave, Gilbert, AZ, 85209	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121778	ENR	Ahmed Q Black	1995-11-24	UHC-40100-10	5652872375	4516 Indian School Rd Apt 21, Fresno, CA, 93720	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103287	ENR	Margaret E Young	1969-06-14	UHC-35522-23	—	7545 Meadow Ln, Tampa, FL, 33664	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139680	ENR	Anthony K Martinez	1940-08-19	UHC-87903-13	2506779810	9406 Ocean Ave, Miami, FL, 33166	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102236	ENR	Larry Porter	1995-06-19	UHC-17643-77	2842831018	2951 Indian School Rd, San Antonio, TX, 78212	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124139	ENR	Russell F Hanson	1997-11-13	UHC-68963-83	6919514431	3692 Cedar Ln, Houston, TX, 77004	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more

8,263 rows, page 11 of 166Previous Next