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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416931	CLM	Nathan Gonzales	2006-02-18	UHC-41893-36	6422183948	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411172	CLM	Juan Dixon	1982-04-10	—	—	7198 Church St, Atlanta, GA, 30367	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415076	CLM	Mariana Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426124	CLM	Logan Lucas	1974-09-21	—	5916882130	6921 Harbor Blvd # 471, Plano, TX, 75041	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-427180	CLM	Jacob Pattterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX, 75278	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-424260	CLM	Shaorn Nunez	1953-04-24	—	—	7758 Willow Ct, Las Vegas, NV, 89184	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404743	CLM	Sofia Fernandez	1968-12-20	UHC-82111-99	—	2511 Grand Ave, Plano, TX, 75046	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430155	CLM	Rachel S Taylor	2004-08-20	UHC-30724-46	—	391 Broadway, Houston, TX, 77023	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-416804	CLM	Aaron Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412895	CLM	Gregory Delgado	1968-04-21	—	8166737532	4695 Lincoln Way # 739, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425950	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425949	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-426195	CLM	Judy Day	1976-03-09	UHC-65976-64	—	5469 Elm St, Tampa, FL, 33636	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412604	CLM	Lori Campbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-420177	CLM	Donald Vazquez	1967-07-25	UHC-46967-70	—	3799 Indian School Rd, Miami, FL, 33155	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428823	CLM	Carlos V Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427761	CLM	Kimberly Vega	1977-08-09	UHC-19644-11	—	914 Camelback Rd, Glendale, AZ, 85367	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-408814	CLM	Victoria Franklin	1941-05-14	—	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429204	CLM	Brian R Little	2007-11-25	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-420174	CLM	Jessica G Marquez	1995-02-23	UHC-32813-59	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-414726	CLM	Priya Schultz	1969-11-28	UHC-36322-49	—	4149 Ocean Ave, Miami, FL, 33195	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421236	CLM	Virginia Ray	1956-07-22	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400238	CLM	Emma Cruz	1980-09-20	UHC-00972-88	4474186681	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410805	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416070	CLM	Maria A Perkins	1995-02-15	UHC-53880-79	9319825347	8416 Willow Ct, Phoenix, AZ, 85020	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404223	CLM	Jonathan F Wells	1996-04-19	UHC-50263-53	—	9341 Church St, Seattle, WA, 98160	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432306	CLM	Kayla Valdez	1938-05-23	UHC-41143-37	—	8475 Lincoln Way, Chandler, AZ, 85247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409799	CLM	Julie Soto	1988-04-23	UHC-12423-03	3314494120	8093 Jefferson Ave Apt 26, San Diego, CA, 92188	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-423471	CLM	Matrha Ellis	1946-03-14	UHC-51149-93	—	3183 Grand Ave, San Antonio, TX, 78256	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418630	CLM	Anthony Fields	2004-11-14	UHC-31856-02	2339792231	5227 Highland Ave, Jacksonville, FL, 32263	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413892	CLM	Aisha Moore	1967-04-23	—	—	1722 Market St, Chandler, AZ, 85204	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-415732	CLM	William Marquez	1979-01-28	—	—	8067 Apache Blvd, Tempe, AZ, 85239	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411838	CLM	Sarah Nguyen	2004-10-18	UHC-67677-60	—	127 Lake View Rd, Orlando, FL, 32822	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413281	CLM	Gabriel Garcia	1949-10-24	—	—	6830 Jefferson Ave, Glendale, AZ, 85388	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429094	CLM	Kenneth Woods	1963-12-26	UHC-80979-49	2564584940	6704 Sage Ct, Seattle, WA, 98171	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426392	CLM	Teresa C Herrnandez	1946-09-11	—	7528363324	5754 Bayshore Dr, Nashville, TN, 37297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427686	CLM	Yuki McCoy	1963-10-22	UHC-43928-04	—	4909 Union St, Denver, CO, 80226	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427653	CLM	Ralph Larson	1978-06-24	UHC-56641-79	4862804424	4382 Sage Ct, Atlanta, GA, 30324	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414434	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414435	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-428308	CLM	Jerry Perkiins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430423	CLM	Jacqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430424	CLM	Jacqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421591	CLM	Natalie Johnson	1968-10-03	—	4204837222	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-416200	CLM	Jeremy Z Williamson	2001-05-09	UHC-36275-30	—	9294 Maple Ave, San Antonio, TX, 78298	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429367	CLM	Sara Hawkins	1950-12-16	UHC-71970-99	8323706464	6912 Willow Ct, San Antonio, TX, 78278	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405406	CLM	Keith Ortega	1978-12-20	UHC-38565-14	—	2270 Ocean Ave, San Diego, CA, 92170	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418078	CLM	Ana Morgan	1970-12-11	UHC-89767-67	—	8899 Broadway, Scottsdale, AZ, 85296	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423352	CLM	Martha Elliott	1939-10-21	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-414816	CLM	Jeffrey Aguilar	1966-01-25	UHC-33654-69	5534995412	3501 Cedar Ln, Tempe, AZ, 85220	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more

10,559 rows, page 117 of 212Previous Next