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-416664	CLM	Hannah McDonald	1947-12-15	—	3802124342	6505 Elm St, Tampa, FL, 33608	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-426154	CLM	Tyler D Webb	1969-11-25	UHC-69644-36	5827243067	9487 River Rd, Mesa, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425513	CLM	Walter Morris	1945-08-18	UHC-18011-83	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416162	CLM	Kayla K Boyd	2004-01-13	—	3747382629	497 Forest Ave, Chandler, AZ, 85235	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409948	CLM	Mariana Jones	2004-04-06	—	2643367260	4073 Union St, Tucson, AZ, 85753	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429660	CLM	Betty Peters	1971-02-24	UHC-35789-57	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421931	CLM	Maria Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400406	CLM	Aaron Harper	2008-11-02	—	2896341496	3658 Market St, Scottsdale, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400405	CLM	Aaron Harper	2008-11-02	—	2896341496	3658 Market St, Scottsdale, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414874	CLM	Wei Romero	1986-01-19	—	2228584516	8922 Willow Ct, Scottsdale, AZ, 85280	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402201	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-401835	CLM	Cynthiia M Ray	2001-07-12	—	7677390505	846 Highland Ave, San Diego, CA, 92134	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406049	CLM	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411677	CLM	Jackie Fowler	1997-10-11	UHC-49887-17	3757995326	2710 Forest Ave, Fresno, CA, 93718	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-420879	CLM	Victoria Flores	1944-02-20	UHC-25370-92	3267985159	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-422346	CLM	Peter Butler	1939-06-14	—	7035530842	7119 Canyon Rd, Los Angeles, CA, 90038	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427684	CLM	Jesse Peterson	1963-11-24	UHC-22892-68	4268226045	3424 Maple Ave, Los Angeles, CA, 90098	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-430359	CLM	Jean G Campbell	1989-03-24	—	3848080682	8068 Apache Blvd, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426883	CLM	Doris Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425792	CLM	Sarah Medina	1971-12-14	—	8102627525	6277 Elm St, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408948	CLM	Seean Stephens	1961-12-23	UHC-73604-61	9708002977	8270 Desert Sky Blvd, Mesa, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-412004	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	4738258178	9202 Hillcrest Rd Apt 25, Tempe, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-417878	CLM	Nathan Coole	1958-07-27	UHC-77282-78	8604055720	2325 Park Pl, Austin, TX, 78748	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403134	CLM	Joose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410685	CLM	Thomas Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-411004	CLM	Hannah G Sandoval	2000-09-08	UHC-26476-44	8996970636	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-404793	CLM	Patrick Spencer	2007-05-02	—	4588726298	1958 Park Pl, Nashville, TN, 37297	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-432560	CLM	Amanda Bennett	2004-01-08	—	4827629839	6065 Union St, Columbus, OH, 43251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404853	CLM	Jess Murray	2001-05-24	UHC-68586-02	5016580692	1483 Desert Sky Blvd, Dallas, TX, 75254	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411924	CLM	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 40, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419659	CLM	Jenkins Bryan	1945-05-18	—	7804210538	1818 Grand Ave, Dallas, TX, 75257	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417808	CLM	Gregory Smith	1980-08-27	UHC-84719-85	2843201062	9597 Sage Ct, Charlotte, NC, 28267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425845	CLM	Santiago Taylor	2007-05-16	UHC-94292-93	7776158289	8267 Spring St, Chandler, AZ, 85228	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408262	CLM	Jerry Kelley	1989-02-21	—	9278614369	5316 Washington St, Tempe, AZ, 85203	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413159	CLM	Samuel Lynch	1981-12-12	UHC-18157-27	7306344799	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-421269	CLM	Burton Samantha	1972-12-11	UHC-10215-25	8786846900	363 Hillcrest Rd Apt 11, Scottsdale, AZ, 85248	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-403185	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	8706604064	1130 Elm St, Columbus, OH, 43210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430338	CLM	Samuel H Gray	1970-08-06	UHC-28025-58	2142236265	5075 Meadow Ln, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406411	CLM	Angela Marquez	1950-05-12	UHC-98892-42	7614825835	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409961	CLM	Virginia F Hayes	1980-02-12	UHC-99818-07	6488056139	2603 Jefferson Ave # 211, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-427690	CLM	Marcus Reynolds	—	UHC-16240-68	6026606361	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-424057	CLM	Carl U Bennett	1968-11-07	UHC-25577-22	2173091566	9430 Sage Ct # 789, San Antonio, TX, 78267	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-403046	CLM	Brittany Kim	1958-12-16	UHC-44063-25	3514706707	6440 Central Ave, Houston, TX, 77010	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402898	CLM	Wayne Coleman	1961-12-22	—	3603664726	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-413833	CLM	Doris Dominguez	2001-12-16	—	7916207064	607 Sage Ct, Tampa, FL, 33656	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412711	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-403557	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 14, Charlotte, NC, 28207	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403450	CLM	Martha Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ, 85288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419571	CLM	Lisa Diaz	2007-11-27	—	8878155650	8963 Maple Ave, Houston, TX, 77092	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-419095	CLM	Judy Maquez	—	UHC-68246-94	6646744729	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 142 of 240Previous Next