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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420455	CLM	Janet Morales	1992-01-17	—	2562524520	1780 Spring St, Chandler, AZ, 85240	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417693	CLM	Joan X Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404511	CLM	Daniel Allen	1944-11-27	UHC-80230-70	—	9804 Camelback Rd, Houston, TX, 77018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-402241	CLM	Jesse Stewart	1987-07-23	UHC-43749-60	—	6125 Oak St, Gilbert, AZ, 85258	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428918	CLM	Donald O Cooper	1989-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408198	CLM	Kathleen Wagner	1990-12-17	UHC-97845-16	7716306860	9711 Spring St Apt 18, Tampa, FL, 33653	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427204	CLM	William M Hansen	1974-02-21	UHC-24086-77	6437986171	201 River Rd, Jacksonville, FL, 32247	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406207	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406208	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400708	CLM	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct, Miami, FL, 33184	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400235	CLM	Angela Espinoza	1979-07-09	UHC-96990-15	—	6531 Ocean Ave, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426600	CLM	Pat Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+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-432768	CLM	Margaret Hall	2004-11-13	—	6145442274	548 Canyon Rd, Gilbert, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413848	CLM	Evelyn A Coleman	1996-03-11	—	6764871565	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-424906	CLM	Diego R Knight	1952-03-13	UHC-29007-63	—	6387 Indian School Rd, Dallas, TX, 75233	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419618	CLM	Aaron Berry	1972-03-04	—	—	3935 Market St, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423696	CLM	Ronald West	2007-07-24	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-411786	CLM	Ethan Kennedy	2000-09-12	UHC-94235-35	—	2663 Hillcrest Rd, Mesa, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432528	CLM	Amber Salazar	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave Apt 30, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-416001	CLM	Sharon A Valdez	1983-05-27	UHC-61180-43	—	5645 Highland Ave, Phoenix, AZ, 85000	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-406645	CLM	Denise King	1989-06-10	—	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.64	Date of birth reformatted Street suffix standardised Address re-cased 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-413426	CLM	Elizabeth Nichols	1954-10-10	—	7487712935	5521 River Rd, Nashville, TN, 37203	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403712	CLM	Joshua Rse	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410474	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409202	CLM	Dennis Byrant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404459	CLM	Kelly Baker	2006-08-28	—	—	4218 Sunset Blvd # 126, San Diego, CA, 92180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422034	CLM	Angela Cox	1944-04-26	UHC-63260-82	—	1497 Elm St, Plano, TX, 75014	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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-404069	CLM	Abigail Hnut	1979-11-28	UHC-64284-36	—	8501 Park Pl, Houston, TX, 77002	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-422702	CLM	JJunk	1991-09-09	UHC-86266-54	—	7229 Harbor Blvd, Dallas, TX, 75289	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-403378	CLM	Roy W Vazquez	1941-01-06	—	7356233476	6604 Central Ave, Austin, TX, 78757	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410142	CLM	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA, 98116	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423851	CLM	Madison Bennett	1987-08-09	UHC-18742-54	—	8827 Highland Ave, Las Vegas, NV, 89113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-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-410974	CLM	Nicholas Aguilar	1977-02-10	—	5384671894	4295 Park Pl, Austin, TX, 78773	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425443	CLM	Maria F Estrada	1944-03-01	—	—	4694 Baseline Rd, Gilbert, AZ, 85216	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415057	CLM	Raymmond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 109 of 618Previous Next