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

Claims, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404465	CLM	Bruce K Stephens	1938-03-04	UHC-46738-13	4106070075	6482 Union St, Orlando, FL, 32844	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416207	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-416206	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-400874	CLM	Timohy Kelly	1989-07-01	UHC-36460-96	—	2193 Mountain View Dr, Seattle, WA, 98132	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-422529	CLM	Carl H Hunter	1979-11-24	UHC-03931-77	—	8315 Mesa Dr, Tempe, AZ, 85248	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
CLM-420495	CLM	Nicole P George	2006-06-12	—	5387533506	5730 Sunset Blvd, Austin, TX, 78750	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-421774	CLM	Luis McDonald	1940-06-07	UHC-12314-12	8712962148	4096 Main St, Glendale, AZ	0.68	Phone reformatted Member ID reformatted SSN last four extracted ZIP missing
CLM-418263	CLM	Zachary Montgomery	—	UHC-85166-96	—	8393 Ocean Ave, Glendale, AZ, 85392	0.68	Date of birth unreadable SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-408746	CLM	Gerald Rose	1982-08-05	—	—	7637 Forest Ave, Mesa, AZ, 85283	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419747	CLM	Tyler Grant	1949-11-28	UHC-48953-93	—	3984 Harbor Blvd, Charlotte, NC, 28289	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421781	CLM	Kyle D Burns	1946-02-23	—	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-416245	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412339	CLM	Judy Cooper	1964-09-18	—	—	3369 Apache Blvd, Gilbert, AZ, 85221	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427059	CLM	Amada Singh	1946-10-03	UHC-34285-94	—	2132 Baseline Rd, Dallas, TX, 75274	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416887	CLM	Jerry K Huhes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.68	Name re-cased SSN last four extracted Street suffix standardised Address re-cased
CLM-413777	CLM	Elizabeth Martinez	1998-12-22	—	—	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-419249	CLM	Marcus Carroll	1943-06-03	—	2709835662	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-411463	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ	0.68	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing
CLM-430321	CLM	Terry Salasar	1946-12-06	UHC-65903-57	—	1265 Desert Sky Blvd, Austin, TX, 78732	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422550	CLM	Bobby Payne	1988-08-17	UHC-54861-76	—	7432 Palm Dr # 275, Columbus, OH, 43248	0.68	Name re-cased SSN last four extracted Unit split from street Placeholder values cleared
CLM-431848	CLM	Roy U James	2008-11-12	UHC-07344-39	5557193929	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-408774	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409266	CLM	Edward Bishop	1986-11-16	UHC-10043-12	3099843614	8152 Lincoln Way, Chandler, AZ, 85231	0.68	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed
CLM-417791	CLM	Fatima Gaza	1972-11-26	—	—	1370 Lincoln Way, Scottsdale, AZ, 85285	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-417247	CLM	Russell Guerrero	1975-09-04	—	—	675 Mountain View Dr, Tucson, AZ, 85702	0.68	SSN last four extracted State code upper-cased Gender normalised Placeholder values cleared
CLM-405188	CLM	Virginia Ortiz	2008-03-22	UHC-29964-53	—	—	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-424276	CLM	Deborah Vargas	1944-06-26	UHC-22202-05	—	4953 Apache Blvd, Minneapolis, MN, 55473	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417656	CLM	Matthew P Rice	1999-03-22	—	—	6058 Apache Blvd, Houston, TX, 77066	0.68	SSN last four extracted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-409045	CLM	Doris Ford	1985-08-03	—	—	4869 Meadow Ln, Mesa, AZ, 85259	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-409496	CLM	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-429196	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429195	CLM	Sandra Barnes	1941-11-11	UHC-80935-12	8986438361	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409943	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	6030 Meadow Ln, Tucson, AZ, 85772	0.68	Date of birth unreadable SSN last four extracted City re-cased Placeholder values cleared
CLM-432729	CLM	Madison Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave Apt 4, Minneapolis, MN, 55440	0.68	Date of birth reformatted SSN last four extracted Unit split from street Placeholder values cleared
CLM-413977	CLM	Lisa Garrett	1941-11-08	—	—	4103 Sage Ct, Houston, TX	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400030	CLM	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-432543	CLM	Paul P Kelly	1989-01-13	UHC-35201-48	—	7184 Apache Blvd, Seattle, WA, 98118	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429220	CLM	Aisha Larson	1949-09-22	—	—	3250 Broadway, Eden Prairie, MN	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-423507	CLM	Peter Harper	1957-04-15	UHC-87117-06	2522107241	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-405725	CLM	Frank Parker	1971-08-04	—	6717940339	4004 Hillcrest Rd, Chandler, AZ, 85251	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-425763	CLM	Theresa Olson	1996-07-03	UHC-42656-48	—	9830 Broadway, Houston, TX, 77004	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Whitespace trimmed
CLM-413587	CLM	Whie Melissa	2000-05-10	UHC-48799-02	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413315	CLM	Paul Garza	1996-02-09	UHC-07864-19	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-400403	CLM	Patrick H Foster	2001-08-21	UHC-07454-34	2723026646	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411192	CLM	Brandoon Bennett	1950-02-23	UHC-33676-78	—	3332 Bayshore Dr, Sacramento, CA	0.68	SSN last four extracted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401093	CLM	Donald Park	1995-07-25	UHC-31519-50	—	8179 Church St, Miami, FL, 33175	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413438	CLM	Alan Sanchez	1966-11-25	—	—	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-420074	CLM	Vicky Salazar	1970-06-13	UHC-74312-49	—	9172 Lake View Rd, Los Angeles, CA, 90071	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408986	CLM	Betty Walalce	1938-07-14	UHC-94593-87	—	4159 Harbor Blvd, Houston, TX, 77041	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared

709 rows, page 10 of 15Previous Next