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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432790	CLM	Nancy Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-427549	CLM	Dorothy George	1955-03-04	UHC-73922-65	—	2036 Camelback Rd, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404328	CLM	Ana R Banks	1968-10-12	—	5547536159	5264 Elm St # 832, Minneapolis, MN, 55474	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-432207	CLM	Michelle Ramos	1976-07-08	UHC-95677-22	—	7537 Park Pl, Charlotte, NC, 28246	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-405337	CLM	Henry Mitchell	1992-03-03	UHC-74665-73	—	3105 Mountain View Dr, Columbus, OH, 43223	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407774	CLM	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424213	CLM	Roy Campbell	1965-02-19	—	8022947510	4888 Union St Apt 1, Phoenix, AZ, 85060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-413318	CLM	Hannah Nelson	1960-11-08	UHC-47037-05	—	8044 Grand Ave, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418374	CLM	Jack Schultz	1958-03-23	UHC-16669-60	—	1433 Union St, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-400305	CLM	John Brooks	1995-06-08	—	—	2490 Broadway, Mesa, AZ, 85275	0.66	Date of birth reformatted Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-413458	CLM	Barbara Edwards	1951-10-01	UHC-91524-18	—	4467 Ocean Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432715	CLM	Randy Riley	1975-07-01	—	—	2611 Jefferson Ave, Plano, TX, 75054	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430622	CLM	Frank D Miller	1965-03-06	UHC-04100-71	—	9039 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-427813	CLM	Sophia Ryan	1966-08-03	UHC-48990-31	—	8766 Spring St, Seattle, WA, 98177	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421151	CLM	Scott Rogers	—	—	—	1722 Canyon Rd, Fresno, CA, 93769	0.66	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-406483	CLM	Shirley R Marshall	1980-07-26	—	—	8918 Park Pl, Denver, CO, 80272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421324	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	—	2613 Cedar Ln, Austin, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-423542	CLM	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL, 33125	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400907	CLM	Mason Reynolds	1978-09-19	UHC-75443-65	—	4261 Ocean Ave, Dallas, TX, 75209	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408037	CLM	Scott Pena	1993-10-14	—	—	2019 Oak St, Tucson, AZ, 85798	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413633	CLM	Roger Guzman	1991-11-22	UHC-24096-79	—	7777 Baseline Rd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407773	CLM	Charles O Ellis	1972-11-13	UHC-01634-67	—	9432 Church St, San Diego, CA, 92152	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411705	CLM	Ryan Riley	1987-02-22	—	5577288089	592 Sage Ct, Nashville, TN, 37212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-409563	CLM	Carolyn Berry	1961-03-20	UHC-09486-83	—	9798 Main St, Seattle, WA, 98142	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413070	CLM	Patrick Perez	1975-05-24	UHC-74189-68	—	6266 Cedar Ln, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405713	CLM	Dennis Grnt	1934-04-27	—	2117121932	3986 Maple Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-404051	CLM	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-430139	CLM	Adam Vega	1974-12-27	UHC-75377-52	—	3130 Cedar Ln, San Diego, CA, 92181	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431374	CLM	Roger Contreras	1975-05-15	UHC-06935-90	8327497089	2705 Indian School Rd, San Diego, CA, 92123	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-408535	CLM	Kathleen Matthews	1998-02-01	—	—	5746 Church St, Fresno, CA, 93731	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422502	CLM	Lauren Powell	1999-02-04	UHC-87679-57	—	126 Harbor Blvd, Eden Prairie, MN, 55353	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414005	CLM	Donna Ortega	1970-05-14	UHC-71161-86	—	7419 Church St, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413940	CLM	Albert Marshall	1991-07-04	UHC-01330-32	—	8011 Maple Ave, Plano, TX, 75058	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412583	CLM	Richard Simmons	1979-11-13	UHC-95902-92	—	7176 Market St, Houston, TX, 77050	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422800	CLM	Kye Freeman	1958-03-26	UHC-61797-78	6089736741	1330 Jefferson Ave, Tucson, AZ, 85755	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403935	CLM	Frances Ross	1996-02-24	UHC-77600-96	—	1901 Sage Ct, Jacksonville, FL, 32266	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-428474	CLM	Harold Sanders	2006-04-26	—	—	498 Park Pl, Sacramento, CA, 95813	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418612	CLM	Douglas F Day	1946-08-13	UHC-15264-54	—	3209 Washington St, Orlando, FL, 32814	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-416029	CLM	Luri Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417717	CLM	Jordan Brooks	1968-03-04	UHC-43996-98	—	6544 Mesa Dr, Chandler, AZ, 85215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423159	CLM	Ryan U Soto	2002-11-11	—	3373717502	8891 Union St, Tempe, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

30,862 rows, page 166 of 618Previous Next