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
TPA-58441	TPA	Karen Rivera	1984-05-22	—	—	9144 Ridge Rd Apt 12, Fresno, CA, 93779	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50410	TPA	Emily Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-59452	TPA	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55654	TPA	Susan K Singh	1992-06-09	—	—	2587 Ridge Rd, Sacramento, CA, 95823	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119347	ENR	Cynthia M King	1956-04-22	UHC-47003-55	2809904207	1946 Jefferson Ave, Austin, TX, 78775	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-410002	CLM	Priya McDonald	2007-08-25	UHC-04817-13	—	5470 Market St Apt 30, Tucson, AZ, 85708	0.52	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-408043	CLM	Joyce Andrews	1954-12-28	UHC-46410-68	—	1441 Park Pl, Tucson, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428981	CLM	Helen H Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107745	ENR	Stephanie Hunt	1938-10-16	UHC-49424-93	4562020786	1688 Grand Ave, San Diego, CA, 92143	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427562	CLM	Roy Morales	1978-03-23	UHC-84648-80	7594730485	8768 Canyon Rd, San Antonio, TX, 78282	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-50622	TPA	Bobby Jordan	1994-07-21	—	—	7850 Market St, Charlotte, NC	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429267	CLM	Terry Russell	1940-06-04	UHC-49834-84	—	8387 Apache Blvd Apt 25, Charlotte, NC, 28204	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409921	CLM	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA, 95828	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418913	CLM	Natalie Gray	1947-07-07	UHC-63669-97	8179570878	8297 Lincoln Way Apt 37, Charlotte, NC, 28215	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
CLM-427120	CLM	Lisa Graham	1956-08-06	UHC-69384-55	—	6089 Apache Blvd, Eden Prairie, MN, 55377	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407651	CLM	Jacob Mills	1971-01-05	UHC-03929-94	—	824 Elm St # 865, Seattle, WA	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23211	PRV	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24358	PRV	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60427	TPA	Adam Griffin	1984-03-08	—	—	889 Oak St Apt 21, Glendale, AZ, 85370	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
TPA-51927	TPA	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51926	TPA	John Morris	1958-12-27	—	—	5012 Ridge Rd, Miami, FL, 33106	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24614	PRV	Jacqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-117148	ENR	Willie Y Moore	1998-03-23	UHC-93388-11	3167599553	6226 Ocean Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-104887	ENR	Gloria Fox	1957-08-02	UHC-63442-75	5716247551	1475 Lake View Rd, Sacramento, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139205	ENR	Timothy J Tucker	1952-07-12	UHC-58261-21	9278573919	6457 Hillcrest Rd, Nashville, TN, 37266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21118	PRV	Hannah X Nguyen	1972-05-08	—	7235525865	8201 Meadow Ln, Dallas, TX, 75293	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425660	CLM	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59281	TPA	Noah Cuoper	2007-08-28	—	—	3408 Grand Ave, Tempe, AZ, 85254	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-136328	ENR	Peter Y West	1975-01-06	UHC-81086-81	6986086364	9360 Elm St, Los Angeles, CA, 90076	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24717	PRV	Elijah Montgomery	—	UHC-48585-51	—	6026 Sage Ct Apt 5, Denver, CO, 80230	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
CLM-413525	CLM	Benjamin Peters	2006-10-23	UHC-96567-22	—	8029 Mesa Dr, Houston, TX, 77014	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137262	ENR	Waltre B Bowman	1971-04-16	UHC-06407-48	8293895963	9491 Apache Blvd, Houston, TX, 77035	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-54341	TPA	Tommy Jensen	1993-10-28	—	4339903320	2508 Maple Ave, Mesa, AZ, 85243	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-119862	ENR	—Junk	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406342	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406343	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-20046	PRV	Mari Davis	—	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ, 85247	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421114	CLM	Kathryn Gutierrez	2000-11-17	UHC-77738-19	2853333842	1505 Palm Dr # 577, Austin, TX, 78744	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426907	CLM	Frank Garcia	1940-07-01	UHC-99822-51	—	9059 Market St, Denver, CO, 80268	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108250	ENR	YJunk	1949-11-20	UHC-71270-80	3344736083	9156 Church St, Tucson, AZ, 85792	0.52	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-416732	CLM	Kathryn I Henderson	1953-11-28	UHC-09847-52	—	4192 Market St, Las Vegas, NV, 89134	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102575	ENR	Alan Moreno	—	UHC-82912-03	—	5285 Ocean Ave, San Diego, CA, 92140	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-133405	ENR	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	3827 Camelback Rd # 983, Mesa, AZ, 85215	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more

71,257 rows, page 112 of 1,426Previous Next