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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137439	ENR	Rick Tran	—	UHC-09404-57	—	7877 Oak St, Plano, TX, 75003	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-106913	ENR	Judith M Harris	—	UHC-25584-49	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-117138	ENR	Amy Bryant	1950-02-10	UHC-84464-07	—	2882 Oak St, Fresno, CA, 93709	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408892	CLM	Jean W Carr	1969-06-27	UHC-65157-91	—	901 Central Ave, Los Angeles, CA, 90095	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125299	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125300	ENR	Cynthia Z Bishop	1962-06-21	UHC-36612-67	6556477092	4621 Palm Dr, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410949	CLM	Lawrence Ortega	1984-07-09	—	9632023313	1931 Lake View Rd, Plano, TX, 75090	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103006	ENR	Camila Y Hunt	1977-03-09	UHC-86053-10	8228142755	6537 Hillcrest Rd, Scottsdale, AZ, 85266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63999	TPA	Carol J Lane	1971-04-14	—	4826730167	1038 Apache Blvd, Dallas, TX, 75207	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424519	CLM	Carlos Kelly	1978-01-20	UHC-55263-23	—	4048 Palm Dr, Jacksonville, FL, 32267	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-116248	ENR	Ann Morals	1982-03-06	UHC-02904-05	9266127015	3142 Park Pl Apt 9, Austin, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53277	TPA	Olivia Turner	1961-10-26	—	—	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-51371	TPA	Sarah Crawford	1996-06-24	—	5948358126	8210 Cedar Ln, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-410062	CLM	Jerry Flores	1995-09-19	—	3986094329	9045 Indian School Rd, Glendale, AZ, 85390	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109377	ENR	Christina Garza	1981-02-15	UHC-89482-73	2033280584	305 Church St, Tampa, FL, 33664	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120474	ENR	Laura Q Ramos	1995-07-22	UHC-35531-48	—	9515 Jefferson Ave, Tucson, AZ, 85754	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106484	ENR	Gabriel J Owens	1992-12-11	UHC-29998-65	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142760	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way, Jacksonville, FL, 32283	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53808	TPA	John Lee	1980-12-10	—	—	7726 Mesa Dr, Nashville, TN, 37298	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130010	ENR	Zachary Black	1942-11-02	UHC-41546-11	—	292 Hillcrest Rd Apt 16, Denver, CO, 80278	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111373	ENR	Kayla S Scott	1952-09-07	UHC-27673-03	—	4856 Willow Ct Apt 38, Chandler, AZ, 85256	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23150	PRV	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418712	CLM	Janice West	1946-05-25	UHC-30537-94	—	207 Meadow Ln, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-413010	CLM	Mary Y Powell	—	UHC-10162-80	3326072968	2667 Indian School Rd Apt 37, Atlanta, GA, 30336	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-142811	ENR	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52358	TPA	Wayne Cunningham	1947-05-12	—	—	1551 Lincoln Way # 746, Dallas, TX, 75265	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112720	ENR	Anthony P Graham	1963-10-09	UHC-93791-07	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132359	ENR	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116991	ENR	Karen Snyder	1983-11-04	UHC-39600-52	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100663	ENR	Carol B Muphy	—	UHC-59734-80	2216598705	5507 Elm St, Charlotte, NC, 28264	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-422620	CLM	Daniielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave Apt 14, Atlanta, GA, 30306	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421052	CLM	Frank Howard	1984-09-13	UHC-75968-98	—	4846 Elm St, Glendale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-400916	CLM	Christian Hudson	1969-07-28	UHC-86325-72	7572503934	7305 Market St, Charlotte, NC, 28210	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
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
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
ENR-118343	ENR	Vargas Sean	1992-06-05	UHC-30722-64	7168257969	1611 Lincoln Way, Mesa, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119795	ENR	Hiroshi E Kelly	1949-11-19	UHC-22344-41	6789453215	5959 Camelback Rd, San Antonio, TX	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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

55,824 rows, page 152 of 1,117Previous Next