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 “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
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406701	CLM	Keith Dixon	2004-11-24	UHC-14813-19	—	8405 Meadow Ln, Las Vegas, NV, 89176	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403896	CLM	Joyce Sanchez	1955-04-11	UHC-08012-65	5936663259	9217 Ocean Ave # 387, Austin, TX, 78749	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426594	CLM	Keith Dixon	1996-03-02	—	6258133814	6543 Indian School Rd, Mesa, AZ, 85204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412897	CLM	Gregory Delgado	1968-04-21	—	—	4695 Lincoln Way, Austin, TX, 78742	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405354	CLM	Lawrence Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429647	CLM	Kennneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414653	CLM	Watkins Jacob	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421651	CLM	Mrk Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406821	CLM	Melissa Fox	1979-01-22	UHC-13839-35	4848736745	2330 Ridge Rd, Fresno, CA, 93744	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428366	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403520	CLM	Marcus Nichols	2004-08-26	—	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430005	CLM	Yuki F Vasquez	1976-10-23	UHC-11306-08	5813635194	6384 Willow Ct, Denver, CO, 80217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421777	CLM	Dennis Y Morris	—	UHC-83204-10	5093429408	1592 Cedar Ln, Seattle, WA, 98162	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411435	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411434	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408070	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415871	CLM	Jose Black	1963-09-14	UHC-66821-16	—	4276 Cedar Ln, Fresno, CA, 93707	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417854	CLM	Lori Patel	2001-10-19	UHC-75874-08	3799411619	4018 Indian School Rd, Orlando, FL, 32812	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403594	CLM	Harold Adams	—	—	9489153694	2472 Spring St, Atlanta, GA, 30396	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413166	CLM	Logan A Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418810	CLM	Alice Vazquez	1939-02-06	UHC-55168-96	—	9804 Indian School Rd, Seattle, WA, 98183	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401979	CLM	Bobby Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417825	CLM	Virginia Hart	1980-05-04	UHC-92459-20	5929584864	2284 Central Ave, Glendale, AZ, 85315	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426202	CLM	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432092	CLM	Sam Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407396	CLM	Arthur A Lucas	1954-04-24	UHC-21109-17	6517413344	9504 River Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423410	CLM	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411433	CLM	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	8987 Central Ave, Los Angeles, CA, 90050	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431882	CLM	Singh Victoria	1941-04-18	UHC-82237-08	—	3955 Grand Ave Apt 8, Chandler, AZ, 85255	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421967	CLM	Jeffrey Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406920	CLM	Robert Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427183	CLM	Jacob J Pattersun	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414704	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414703	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

16,411 rows, page 100 of 329Previous Next