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

Provider network, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26307	PRV	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-21261	PRV	Alice Moris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28603	PRV	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28660	PRV	Stevens Zachary	1983-11-03	—	2497305113	6105 Park Pl, Chandler, AZ, 85270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20954	PRV	Lawrence Burke	1951-03-07	—	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22539	PRV	Timothy George	1951-04-03	—	6778141778	397 Sage Ct, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25853	PRV	David Ward	—	—	4603592942	1937 Baseline Rd, Mesa, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-25800	PRV	Gerald E Fisher	1943-06-08	—	6159272625	268 Indian School Rd, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-22733	PRV	Jose Y Campbell	1993-11-18	—	6243263156	8087 Market St, Tempe, AZ, 85238	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26290	PRV	Abbby Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29318	PRV	Michael X McDonald	1982-07-05	—	2312030340	6489 Camelback Rd, Gilbert, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-25011	PRV	Carol Wheeler	1943-02-08	—	2182566087	6835 Maple Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20714	PRV	Karen Little	1959-03-03	—	7352192983	7996 Willow Ct, Orlando, FL, 32830	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28483	PRV	Alice Parker	1952-11-01	—	9078456046	6250 Camelback Rd, Dallas, TX, 75234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-23051	PRV	Stephen Singh	1957-03-12	—	6419956674	3712 Grand Ave, Atlanta, GA, 30350	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22101	PRV	Alice N Spencer	1967-03-01	UHC-71190-27	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27710	PRV	Timothy Stevens	2003-10-25	UHC-96853-72	8963075838	6676 River Rd, Miami, FL, 33103	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26378	PRV	Deb Arnold	1957-02-20	—	6174488317	4570 Willow Ct, Mesa, AZ, 85228	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23940	PRV	David Shaw	1953-04-17	—	5983859369	8652 Main St, Miami, FL, 33165	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22703	PRV	Arjun R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26989	PRV	Jacqueline V Cook	1960-06-10	UHC-56396-26	—	4684 Elm St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25348	PRV	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26151	PRV	Jordan Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-28295	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-26291	PRV	Abigail Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-21033	PRV	Sarah M Alvarado	1963-04-16	—	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22653	PRV	Eugene Colins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28790	PRV	Billy Adams	2006-06-17	UHC-87978-84	8629786626	3663 Mountain View Dr, Charlotte, NC, 28274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25243	PRV	Eugene Graham	2004-10-26	—	2742530457	1088 Maple Ave, Fresno, CA, 93725	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28865	PRV	Janice H Schultz	1957-01-08	—	5438781542	9863 Church St, Eden Prairie, MN, 55357	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22375	PRV	Samul P Wheeler	1959-09-23	—	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23080	PRV	Nancy Valdez	1952-03-12	—	8833553974	963 Canyon Rd, Chandler, AZ, 85295	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28032	PRV	Roger Davis	1994-04-28	UHC-30457-09	2114195514	4491 Elm St # 863, Miami, FL, 33168	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

1,602 rows, page 14 of 33Previous Next