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-428217	CLM	Rebecca C Hamilton	1954-02-23	UHC-26416-03	—	2665 Indian School Rd # 658, Plano, TX, 75019	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
CLM-411968	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd Apt 30, Gilbert, AZ, 85245	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426988	CLM	Walter J Sandoval	1977-11-24	—	—	6499 Canyon Rd # 545, Tampa, FL, 33690	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406185	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr Apt 34, Fresno, CA, 93729	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408255	CLM	Kayla Chen	1967-01-25	—	—	8289 Main St Apt 21, Nashville, TN, 37244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418317	CLM	Joan Anderson	1968-07-17	UHC-17288-64	—	3501 Washington St Apt 23, Orlando, FL, 32868	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-413092	CLM	Ryan Hill	1961-04-14	UHC-29944-94	—	1721 Ridge Rd Apt 3, Las Vegas, NV, 89194	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420388	CLM	Mary M Garrett	2007-12-22	—	—	2645 Lake View Rd # 668, Phoenix, AZ, 85018	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420902	CLM	Nicholas Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave # 438, San Diego, CA, 92154	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-410111	CLM	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd # 492, Orlando, FL, 32841	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424342	CLM	Janet Anderson	2002-10-24	UHC-16486-01	—	3028 Willow Ct # 487, San Antonio, TX, 78204	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424803	CLM	Fatima Ford	1970-04-08	UHC-30010-11	9453198203	5826 Pine Dr # 698, Mesa, AZ, 85205	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432195	CLM	Alexis Hicks	1950-12-06	UHC-23659-31	9864133426	7538 Market St Apt 30, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-430481	CLM	Alan Lopez	1983-04-13	—	—	6719 Union St Apt 38, Gilbert, AZ, 85295	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406331	CLM	Betty Richards	1964-11-14	UHC-44493-32	—	3269 Apache Blvd Apt 29, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421429	CLM	Maria X Delgado	1996-06-14	—	2465913779	9693 Highland Ave # 842, Nashville, TN, 37285	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431523	CLM	Christina Rios	1973-07-13	—	7035855466	4772 Main St # 306, San Antonio, TX, 78269	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403717	CLM	Willie Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave Apt 16, Las Vegas, NV, 89105	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-408376	CLM	Ronald Dunn	1949-01-14	—	7947678863	1118 Desert Sky Blvd # 897, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-400690	CLM	Charlotte E Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St # 802, Denver, CO, 80230	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430111	CLM	Frank Yang	1954-06-13	—	6147452696	4140 Jefferson Ave # 261, Nashville, TN, 37272	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429774	CLM	Kathryn I Wallace	1991-04-10	—	—	8278 Canyon Rd Apt 19, Jacksonville, FL, 32271	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403748	CLM	Henry F Little	1944-12-26	—	—	266 Camelback Rd Apt 29, Atlanta, GA, 30361	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408857	CLM	Angela R Guzman	1958-01-27	—	—	1129 Main St # 599, Gilbert, AZ, 85225	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412467	CLM	Alexis Watkins	1946-10-08	—	6234631535	3596 Elm St Apt 29, Orlando, FL, 32861	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-413001	CLM	Jean Graham	1961-08-15	UHC-91965-70	—	1653 Ridge Rd Apt 1, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431827	CLM	Jordan Vasquez	1957-10-19	UHC-99564-15	—	6169 Elm St # 887, Chandler, AZ, 85224	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432122	CLM	Christopher Hawkins	1939-10-19	—	2455172144	3342 Harbor Blvd Apt 35, Sacramento, CA, 95876	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-415112	CLM	Maria Montgomery	1962-07-03	—	—	1044 Ridge Rd # 872, Phoenix, AZ, 85096	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415493	CLM	Pamela X Santiago	1980-12-17	UHC-11261-20	—	3766 Palm Dr Apt 10, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432491	CLM	Roger Martinez	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln # 605, Phoenix, AZ, 85049	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-410817	CLM	Stephen Graham	1938-09-27	—	—	3890 Jefferson Ave # 234, Houston, TX, 77024	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409025	CLM	Laura Gomez	1964-03-17	—	—	8549 Desert Sky Blvd Apt 5, Charlotte, NC, 28241	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427286	CLM	Amy V Hall	1967-03-03	UHC-03925-56	7155283157	7298 Mesa Dr # 281, Sacramento, CA, 95848	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-409531	CLM	Kelly Wagner	1955-03-01	UHC-43037-05	3002215476	4324 Apache Blvd # 421, Eden Prairie, MN, 55352	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423918	CLM	Alice Meyer	1980-10-04	UHC-24459-46	4118073364	7448 Mesa Dr Apt 38, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427189	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd # 773, Las Vegas, NV, 89154	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more

2,038 rows, page 18 of 41Previous Next