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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401727	CLM	David Elliott	1994-06-10	UHC-64957-16	8887704819	8120 Spring St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418281	CLM	Abigail Aguilar	1997-05-25	—	7763786207	8621 Hillcrest Rd, Las Vegas, NV, 89184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417571	CLM	Lucia Hernandez	—	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431502	CLM	Martha Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414397	CLM	Satiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422556	CLM	Benjamin V Payne	1991-12-09	—	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415208	CLM	Julia N Kelly	1974-10-24	—	3745237414	7439 Washington St, Phoenix, AZ, 85020	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418877	CLM	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave # 973, Gilbert, AZ, 85246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428435	CLM	Shirley Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413781	CLM	Logan Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422360	CLM	Brian Barnes	1984-10-09	—	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-400719	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd Apt 35, Denver, CO, 80294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422221	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407587	CLM	Charles H Thomas	1941-07-20	—	8862680111	3700 Washington St # 424, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427346	CLM	Scott Boyd	1961-05-06	—	5788993387	8030 Forest Ave, Jacksonville, FL, 32299	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408742	CLM	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429275	CLM	Joyce Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416779	CLM	Adam Li	1945-01-18	UHC-03793-43	3782546894	51 Oak St # 934, Houston, TX, 77050	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419371	CLM	Mateo A Nichols	—	—	3852589739	8569 Sunset Blvd, Miami, FL, 33183	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+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-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-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+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-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-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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-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-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-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+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-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-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-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-424948	CLM	Deborah Luna	—	UHC-71000-23	9327912460	5251 Camelback Rd, Gilbert, AZ, 85233	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417361	CLM	Emily Harris	—	UHC-11654-18	9854768765	5568 Apache Blvd, Orlando, FL, 32860	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 48 of 240Previous Next