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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418915	CLM	Stephanie Lee	1974-09-03	—	9766355972	1459 Baseline Rd # 734, Glendale, AZ, 85313	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412617	CLM	Diego Marquez	1993-02-10	—	—	8702 Valley View Dr Apt 34, Columbus, OH, 43264	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411194	CLM	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd # 861, Scottsdale, AZ, 85251	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406946	CLM	Emma I Santiago	1995-03-17	—	—	5006 Spring St # 378, Denver, CO, 80228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423009	CLM	Carolyn Long	1977-07-03	UHC-14882-88	—	9864 Desert Sky Blvd Apt 8, San Diego, CA, 92188	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419885	CLM	Sara Schultz	1949-10-05	UHC-16036-07	—	7856 Union St # 583, Atlanta, GA, 30347	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410794	CLM	Terry F Gardner	1984-03-27	—	—	1972 Pine Dr Apt 22, Tempe, AZ, 85214	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425190	CLM	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr Apt 31, San Antonio, TX, 78293	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432089	CLM	Brittany Garrett	1970-01-05	UHC-07264-35	—	3896 Hillcrest Rd # 801, Los Angeles, CA, 90031	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404649	CLM	Mary Wilson	2008-01-16	—	9513909554	5888 Canyon Rd # 349, Los Angeles, CA, 90079	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-402274	CLM	Adam Collyns	1979-12-23	UHC-52575-77	4665721146	4869 Willow Ct # 683, Columbus, OH, 43290	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-410680	CLM	Bobby Henderson	1995-04-15	—	5709873670	9539 Mesa Dr Apt 2, Los Angeles, CA, 90027	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-425500	CLM	Randy Gonsales	2005-02-16	—	4075431196	7227 Washington St Apt 40, Denver, CO, 80267	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-411085	CLM	Jeffrey Green	1976-05-21	—	—	1429 Spring St Apt 25, Denver, CO, 80299	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431854	CLM	Mateo Q Ortiz	1968-01-20	—	7104053784	9079 Grand Ave # 589, Austin, TX, 78791	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
CLM-417718	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417719	CLM	Joseph Wheeler	1991-05-12	UHC-73218-61	—	3173 Willow Ct # 168, Sacramento, CA, 95892	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432026	CLM	Jose K Carpenter	1943-04-07	UHC-84499-49	—	4048 Willow Ct Apt 2, Plano, TX, 75049	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
CLM-409826	CLM	Juan Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave # 776, Dallas, TX, 75237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412574	CLM	Nunez N Douglas	1959-01-02	UHC-04096-41	8067198149	4598 Spring St Apt 13, Dallas, TX, 75262	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-422265	CLM	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd Apt 23, Plano, TX, 75087	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428969	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd # 482, Tucson, AZ, 85755	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
CLM-401464	CLM	Lawrence Tucker	1983-12-11	—	—	1664 Valley View Dr Apt 37, Plano, TX, 75024	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-424923	CLM	Bobby Carroll	1953-10-03	UHC-95688-41	—	5749 Mountain View Dr Apt 37, Charlotte, NC, 28293	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-419763	CLM	Kathy Gomze	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd Apt 4, Minneapolis, MN, 55402	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409412	CLM	Kathleen X Watson	1958-07-27	UHC-89150-20	—	2694 Maple Ave Apt 11, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412071	CLM	Kevin Mejia	1989-03-13	UHC-05080-57	—	6452 Ridge Rd Apt 39, Minneapolis, MN, 55486	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410752	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St # 237, Mesa, AZ, 85283	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404234	CLM	Paela Hansen	2005-01-05	UHC-70145-78	—	7482 Oak St Apt 37, Austin, TX, 78778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432766	CLM	Doris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr # 547, Plano, TX, 75036	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415139	CLM	Mei S Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd # 926, Tampa, FL, 33632	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422835	CLM	Jacqueline T Willis	1998-05-09	UHC-10956-01	—	1671 Market St # 806, Denver, CO, 80290	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424492	CLM	Ryan Ramirez	1940-06-16	UHC-68274-91	—	2106 Cedar Ln Apt 4, Sacramento, CA, 95845	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-426822	CLM	Rebecca Rodriguez	1964-11-20	UHC-98034-10	6947712326	5378 Harbor Blvd Apt 1, Seattle, WA, 98146	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409767	CLM	Gloria Snyder	1959-11-08	UHC-20521-89	—	8929 Mountain View Dr Apt 13, Fresno, CA, 93788	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425055	CLM	Patricia Martin	1947-04-24	UHC-85046-13	—	1060 Desert Sky Blvd # 860, San Antonio, TX, 78264	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-419762	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St # 464, Las Vegas, NV, 89110	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-430584	CLM	Theresa U Johnson	2004-05-10	—	—	8060 Desert Sky Blvd # 308, Charlotte, NC, 28254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419864	CLM	Samuel N Maqruez	1995-12-04	UHC-23159-56	—	927 Church St # 957, Phoenix, AZ, 85093	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412840	CLM	Ryan Grant	1989-09-27	—	—	6174 Valley View Dr # 604, Tucson, AZ, 85708	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-404773	CLM	Mike Nelson	1938-06-07	—	—	1008 Pine Dr Apt 16, Sacramento, CA, 95849	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407810	CLM	Maria Nunez	1946-01-24	UHC-05838-12	—	5440 Camelback Rd # 743, Atlanta, GA, 30342	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

2,038 rows, page 30 of 41Previous Next