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-419211	CLM	Judith Robertson	1974-05-11	UHC-96845-24	7009462387	9604 Elm St, Nashville, TN, 37268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408241	CLM	Doris O Dunn	1990-04-22	UHC-40407-79	2944718445	6561 Valley View Dr, Scottsdale, AZ, 85289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-410191	CLM	Melissa Jimenez	2005-11-28	UHC-05217-65	8877741046	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413170	CLM	Bryan Silva	1955-11-05	—	3916061515	612 Church St, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409052	CLM	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416042	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420316	CLM	Sean Young	2007-07-27	UHC-50316-40	3688637921	3421 Indian School Rd, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-422189	CLM	Raymond Robinson	1942-04-12	—	8935567214	1979 Union St, Atlanta, GA, 30370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403828	CLM	Amanda Q Schmidt	2006-01-02	UHC-91911-04	3508456051	5109 Willow Ct, Atlanta, GA, 30349	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423131	CLM	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr Apt 4, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-429571	CLM	Jonathn Bryant	1976-08-16	—	2879156837	8590 Apache Blvd, San Antonio, TX, 78225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404993	CLM	Julie Alvarez	1972-11-17	UHC-05660-66	3706155951	5145 River Rd, San Antonio, TX, 78217	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423768	CLM	Virginia V Maldonado	2006-02-18	UHC-28497-69	8846301812	4553 Main St, Sacramento, CA, 95889	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-420995	CLM	Ruth Mills	2005-05-13	—	8636072237	6713 Market St, Tampa, FL, 33618	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404289	CLM	Joseph Porter	1950-10-08	UHC-81208-98	7703571209	6339 Valley View Dr, Chandler, AZ, 85245	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423272	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400634	CLM	Brian Cole	1960-09-26	—	8247148547	8635 Market St, Miami, FL, 33182	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-423318	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423317	CLM	Willie Hill	1954-02-17	UHC-73613-10	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414453	CLM	Fuller Steven	1977-02-14	UHC-48850-17	7715063579	9564 Mountain View Dr, Chandler, AZ, 85292	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404950	CLM	Logan Tucker	1958-03-25	UHC-57723-01	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426760	CLM	Beverly Jackson	1986-03-23	—	7016324921	7204 Jefferson Ave, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415191	CLM	Alexander Rios	1997-11-23	UHC-63367-70	9123235773	6867 Cedar Ln, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419391	CLM	Patrick Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-414251	CLM	Jason Stephens	1988-09-23	UHC-81155-29	4782435297	4786 Union St, Fresno, CA, 93780	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421107	CLM	Dennis N Park	1948-06-15	—	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417754	CLM	Heather Pierce	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-411287	CLM	Deborah Q Cooper	1980-01-04	UHC-66987-74	6489207149	742 River Rd, Tempe, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410673	CLM	Jeffrey N Simmons	1977-03-08	—	8809483626	6175 River Rd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407402	CLM	Pamela Matthews	1990-07-12	UHC-37090-99	3643573993	7195 Sage Ct # 397, Houston, TX, 77026	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416881	CLM	Richard Grant	1946-12-07	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421187	CLM	Brittany M Sims	2005-12-05	—	5859619603	4847 Spring St, Mesa, AZ, 85226	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424696	CLM	Bruce Garrett	1994-08-27	UHC-23825-38	2478657612	5655 Church St, Tempe, AZ, 85209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419488	CLM	Henry F Shaw	1951-06-13	UHC-39506-66	3537086900	2300 Forest Ave, Nashville, TN, 37232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420596	CLM	Evelyn H Morrison	1986-09-13	UHC-65148-82	2464249747	1846 Maple Ave, Tampa, FL, 33635	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415594	CLM	Justin Alexander	1981-02-11	—	7163209948	1450 Mountain View Dr, Los Angeles, CA, 90068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425088	CLM	Joan Bennett	1943-02-10	—	6647783668	6070 Union St, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410858	CLM	Susan Burke	1985-02-25	UHC-70463-11	2824228292	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-400227	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400228	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-410546	CLM	Olivia Cox	2001-08-05	UHC-76885-99	5948538919	2196 Mesa Dr, Minneapolis, MN, 55433	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403290	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421985	CLM	Jesse Black	2001-05-08	—	3713936198	9697 Highland Ave, Fresno, CA, 93736	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415563	CLM	Ashley N Ellis	1955-03-20	UHC-12890-39	7672067357	1227 Baseline Rd, Denver, CO, 80264	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426212	CLM	Julie Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429902	CLM	Taylor Anthony	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave, Atlanta, GA, 30369	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406307	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 101 of 240Previous Next