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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted 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-401724	CLM	Joe Rivera	1952-07-18	UHC-05846-87	—	6829 Harbor Blvd, Gilbert, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426585	CLM	Stephen Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more
CLM-405579	CLM	Hiroshi Espinoza	1970-07-02	UHC-80972-01	—	689 Pine Dr, San Diego, CA, 92117	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429578	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO, 80256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418008	CLM	Janet W Dixon	—	UHC-87234-89	—	6173 Jefferson Ave, Jacksonville, FL, 32229	0.62	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424307	CLM	Wei Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd, Plano, TX, 75031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421976	CLM	Thomas Wheeler	1951-03-02	—	6272382541	5073 Market St, Chandler, AZ, 85280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424194	CLM	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-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-423929	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.62	Name re-cased Phone reformatted 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-425573	CLM	Janet Tucker	1972-06-26	UHC-36190-80	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City 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-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417172	CLM	Harold Simmons	1948-07-21	UHC-09892-81	9218674345	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-424767	CLM	Daniel Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St, Eden Prairie, MN, 55370	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404304	CLM	Beverly Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417396	CLM	Ahmed Howard	1972-06-26	—	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405273	CLM	Heather Meyer	1963-07-01	UHC-25788-86	2884500634	5511 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-401241	CLM	Lina V Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402938	CLM	Diaz Joshua	1988-04-04	UHC-17950-82	8385028773	693 Central Ave, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429374	CLM	Russell Flores	1976-11-16	—	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421289	CLM	Mrilyn Soto	1943-08-15	—	—	7701 Church St, Tempe, AZ, 85222	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421309	CLM	Carol Rose	1975-01-26	—	7904889698	4217 Willow Ct, Tampa, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-412943	CLM	Gloria S Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416510	CLM	Austin Ynag	1968-02-23	UHC-44918-67	—	1316 River Rd, Tampa, FL, 33670	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418346	CLM	Joan D Bishop	1960-11-01	UHC-81997-94	3766149480	2326 Canyon Rd, Tampa, FL, 33670	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411987	CLM	Chris Elliott	2001-08-27	UHC-77522-55	—	6246 Church St, Austin, TX, 78704	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431920	CLM	Bryan Grant	—	—	5397706608	7460 Mountain View Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-403399	CLM	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 22 of 105Previous Next