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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415309	CLM	Brandon G Rivera	1991-04-07	—	—	5041 Jefferson Ave, Glendale, AZ, 85328	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414497	CLM	Philip Vazquez	1996-06-27	UHC-46410-96	—	5436 Union St, Columbus, OH, 43262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423455	CLM	Diego Cunningham	1995-01-24	—	8898050217	1083 Camelback Rd, Houston, TX, 77014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424287	CLM	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN, 37225	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431458	CLM	Nathan R Shaw	2003-08-10	UHC-44338-93	—	9411 Willow Ct, Miami, FL, 33164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430910	CLM	Theresa Lewis	1965-09-20	—	—	8792 Mesa Dr, Houston, TX, 77001	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426174	CLM	Russell L Nelson	1967-07-07	UHC-16363-20	5063453009	8563 Ridge Rd, San Diego, CA, 92144	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-412243	CLM	Victoria Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422298	CLM	Isabella Fisher	1942-06-10	UHC-39398-03	—	3499 Baseline Rd, Eden Prairie, MN, 55315	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426166	CLM	Jeremy Watkins	1971-01-23	—	7669443001	9745 Jefferson Ave, Scottsdale, AZ, 85234	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430838	CLM	Scott Fowler	1950-02-03	UHC-57615-89	3366539256	2210 River Rd, Jacksonville, FL, 32264	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402966	CLM	Elijah J Nichols	1986-05-10	UHC-47159-61	—	3537 Baseline Rd, Charlotte, NC, 28234	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413299	CLM	Brandon Ortega	1961-08-08	—	9533484577	4951 River Rd, Seattle, WA, 98107	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428416	CLM	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St, Mesa, AZ, 85237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420166	CLM	Valentina Nguyen	1947-05-01	UHC-34214-65	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406803	CLM	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ, 85266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-431009	CLM	Melissa Garrett	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419123	CLM	Soto M Raymond	1970-08-18	—	9364220707	9722 Spring St, Tucson, AZ, 85765	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432592	CLM	Christine Sims	1992-06-03	UHC-77833-63	—	5333 Bayshore Dr, Los Angeles, CA, 90025	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409720	CLM	Danielle Torres	2003-09-16	UHC-36695-30	8558324572	4732 Willow Ct, Chandler, AZ, 85293	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407496	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-424099	CLM	Russell L Barnes	2003-02-11	UHC-56905-68	4717832575	3123 Forest Ave, Seattle, WA, 98160	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-427862	CLM	Keith Simmons	1949-11-16	—	2088982054	4128 Mesa Dr, Miami, FL, 33169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402553	CLM	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412573	CLM	Douglas Nunez	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412572	CLM	Douglas Nunez	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-402860	CLM	Randy Autsin	2002-10-15	UHC-90305-60	—	2466 Palm Dr, Las Vegas, NV, 89182	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425787	CLM	Danielle Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409618	CLM	Albert Haies	1944-07-03	—	7195431617	7339 Hillcrest Rd, Plano, TX, 75091	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403559	CLM	Paul P Wood	1978-05-20	—	3908273666	3803 Meadow Ln, Las Vegas, NV, 89135	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425870	CLM	Kathy Jacobs	1999-02-07	—	5652288069	2475 Harbor Blvd, Houston, TX, 77074	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-423001	CLM	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421298	CLM	Jerry McDonald	1969-01-06	UHC-06839-06	—	9110 Jefferson Ave, San Diego, CA, 92160	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410340	CLM	Emma Simpson	1952-06-28	UHC-99558-87	—	3337 Valley View Dr, Scottsdale, AZ, 85291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409205	CLM	Mariana Clark	1963-08-20	UHC-09124-57	—	3422 Mesa Dr, Tempe, AZ, 85251	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417454	CLM	Diana Morales	1957-12-27	—	—	7398 Washington St, Los Angeles, CA, 90084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-411323	CLM	Jean Griffin	2005-09-12	UHC-83368-23	—	4142 Union St, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413369	CLM	Hiroshi Pierce	1943-09-04	UHC-77891-97	9025094758	4236 Washington St, San Diego, CA, 92135	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416873	CLM	Albert Santos	1956-12-07	—	5478975623	8286 Harbor Blvd, Mesa, AZ, 85246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432028	CLM	Camila I Jensen	1988-03-15	UHC-92035-13	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411783	CLM	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408526	CLM	Mateo Hill	1970-07-15	UHC-13418-23	—	2581 Elm St, Eden Prairie, MN, 55315	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409005	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-408109	CLM	Ralph Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA, 93752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419702	CLM	Jesse V Pena	1982-07-12	UHC-77062-43	—	9522 Oak St, Las Vegas, NV, 89171	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407989	CLM	Camila Sims	1950-08-25	—	—	6419 Cedar Ln, Denver, CO, 80222	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404348	CLM	Kathleen Cruz	1967-10-10	UHC-59287-85	—	9570 Church St, San Diego, CA, 92175	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 53 of 105Previous Next