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-128189	ENR	Helen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28113	PRV	Grace Wong	2000-12-03	—	—	3571 Spring St, Sacramento, CA, 95834	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407965	CLM	Charlotte I Welch	1957-01-17	UHC-68577-02	4046750921	2334 Lake View Rd, Houston, TX, 77011	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432005	CLM	Virginia Gordon	1975-11-08	UHC-62470-62	—	3974 Willow Ct, Gilbert, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-139984	ENR	Benjamin J Ferguson	1948-02-20	UHC-50436-75	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426477	CLM	Gregory Day	1959-02-20	—	5348763142	195 Meadow Ln, Charlotte, NC, 28266	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428242	CLM	Alice Cruz	1939-01-08	UHC-28830-68	—	4350 Meadow Ln Apt 20, Houston, TX, 77029	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430980	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402281	CLM	Hiroshi N Kelley	1977-12-16	UHC-89921-68	—	1459 Jefferson Ave, Miami, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400082	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-402691	CLM	Larry Myes	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-116020	ENR	Beverly Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132413	ENR	IJunk	2007-02-06	UHC-55057-05	6765184352	7501 Apache Blvd, Seattle, WA, 98163	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425106	CLM	Martha Dixon	2007-02-09	UHC-86777-89	—	8595 Desert Sky Blvd, Houston, TX, 77074	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63938	TPA	Larry Wong	2001-10-02	—	—	5452 Ridge Rd, Orlando, FL, 32886	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108648	ENR	Alexander Gomez	1961-07-04	UHC-93177-77	3406561148	9313 Mountain View Dr # 550, San Diego, CA, 92151	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413431	CLM	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH, 43266	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-403424	CLM	Grace I Robertson	1940-03-22	UHC-83130-16	5547331813	101 Sunset Blvd, Las Vegas, NV, 89158	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58375	TPA	Ethan T Mitchell	1954-08-17	—	—	4533 Valley View Dr Apt 13, Atlanta, GA, 30372	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132827	ENR	Hiroshi L Webb	1978-05-02	UHC-42260-19	—	8151 Church St, Denver, CO, 80296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408687	CLM	Evelyn Ramos	1970-12-02	UHC-77500-44	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430251	CLM	Ashley Q Mejia	1969-02-05	UHC-53643-77	—	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.52	Name re-cased Phone missing area code ZIP+4 trimmed Gender normalised+2 more
ENR-138150	ENR	Saa Y Greene	—	UHC-27441-33	3194860136	8734 Willow Ct, Los Angeles, CA	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123559	ENR	Tricia V Bradley	2000-08-04	UHC-03687-10	—	5690 Forest Ave Apt 34, Houston, TX, 77023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+2 more
CLM-411506	CLM	Elijah Hudson	1984-08-09	UHC-86992-55	9405149175	7178 Desert Sky Blvd, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133111	ENR	Patricia Patel	1989-12-23	UHC-55189-29	—	7904 Sage Ct Apt 31, Minneapolis, MN, 55465	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21214	PRV	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420872	CLM	Donna Cook	1978-02-12	—	8798708298	6955 Maple Ave # 791, Scottsdale, AZ, 85256	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61957	TPA	Lauren Reyes	1969-12-25	—	6324581766	6923 Main St Apt 21, Las Vegas, NV, 89123	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421086	CLM	PatrickJunk	1992-05-21	UHC-25254-36	—	1167 Cedar Ln, Columbus, OH, 43261	0.52	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+2 more
PRV-21987	PRV	Aaron Willis	1938-05-01	UHC-70017-39	—	8138 Ridge Rd, Los Angeles, CA, 90021	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423759	CLM	Judith F Oliver	1994-10-18	—	—	7142 Forest Ave, Tampa, FL, 33677	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24817	PRV	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431198	CLM	Wayne Romero	1945-03-26	—	4467868191	7933 Maple Ave, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423578	CLM	Arthur Garrett	1991-02-17	UHC-98433-73	—	4997 Camelback Rd, Miami, FL, 33122	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416884	CLM	Danielle Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St # 890, Glendale, AZ, 85371	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62240	TPA	Carol Brooks	1953-08-03	UHC-66153-39	2105415131	3003 Oak St, Dallas, TX, 75266	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-415370	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-143003	ENR	Dorothy J Borwn	1944-01-28	UHC-75100-47	—	8317 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

71,257 rows, page 110 of 1,426Previous Next