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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429764	CLM	Donald Payne	1959-06-26	UHC-97805-04	—	6405 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-426511	CLM	Bryan Pena	1961-08-26	—	4859801555	6885 Market St, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428333	CLM	Danielle C Grant	1943-09-06	—	7436538896	9196 Harbor Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424626	CLM	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-406579	CLM	Alexis Schultz	1942-08-23	UHC-14389-28	—	4330 Sage Ct, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431464	CLM	Laryr Hunt	2006-04-09	—	—	7696 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403318	CLM	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418789	CLM	Bryan Morris	1944-12-09	—	3758720481	2367 Jefferson Ave, Tucson, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-400045	CLM	Maria McCoy	1980-10-08	—	—	9418 Forest Ave, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425261	CLM	Amy Fisher	1975-05-19	UHC-32895-69	2398252548	653 Washington St, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415503	CLM	Ryan Mendez	1950-05-28	—	—	2824 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405493	CLM	Rachel Wheeler	1968-04-06	UHC-03328-76	—	3159 River Rd, Chandler, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415101	CLM	Michelle Lee	1942-09-04	—	—	182 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416490	CLM	Tony Z Weaver	1999-03-14	UHC-71437-69	—	8177 Mountain View Dr, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-408672	CLM	Willie Webb	2006-09-24	UHC-15119-47	—	7251 Willow Ct, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
CLM-405970	CLM	Larry Bowman	1973-10-22	—	—	1972 Valley View Dr, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-423208	CLM	Willie Munoz	1960-01-08	—	—	1335 Willow Ct, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402194	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-402193	CLM	Katherine Bowman	1957-01-08	UHC-33795-38	—	9411 Jefferson Ave, Las Vegas, NV	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
CLM-418845	CLM	David Masn	1938-07-25	—	7909647933	4860 Mountain View Dr, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422128	CLM	Mayr Walker	1979-11-20	UHC-48770-09	5475197660	8097 Hillcrest Rd, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428995	CLM	Alert Reed	1989-09-14	—	—	1113 Bayshore Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417320	CLM	Alexis Walker	1962-07-15	—	—	2604 Highland Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407523	CLM	Jeffrey Jensen	1965-08-17	UHC-12236-91	2764621789	6869 Willow Ct, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429440	CLM	Timothy Jacobs	1971-04-01	UHC-40832-18	—	507 Bayshore Dr, Sacramento, CA	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-431056	CLM	Judith Hernandez	1964-01-21	UHC-86313-17	2045959260	1817 Oak St, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411881	CLM	Kelly Alvarado	1995-09-15	UHC-05605-02	—	2379 Canyon Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405046	CLM	Paul Garza	1981-06-15	UHC-77971-56	—	1297 Central Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-429256	CLM	Jeffrey Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412102	CLM	Ralph Price	1978-07-26	—	—	1502 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
CLM-427714	CLM	Billy Pallmer	1993-09-23	UHC-01676-73	—	7861 Hillcrest Rd, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

2,072 rows, page 21 of 42Previous Next