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-409126	CLM	Jenny Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX, 77044	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413902	CLM	Justin Johnsno	2003-07-03	—	6656228532	4490 Palm Dr, Tempe, AZ, 85293	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404182	CLM	Christina Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413366	CLM	TeresaJunk	2002-02-28	UHC-70614-27	—	421 Camelback Rd, Fresno, CA, 93710	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402945	CLM	Frances Bailey	1996-09-28	—	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-410629	CLM	Ronald Olson	1939-10-04	UHC-08656-71	—	9584 Maple Ave, Dallas, TX, 75248	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401950	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	—	696 Sage Ct, Los Angeles, CA, 90016	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418735	CLM	Randy Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410557	CLM	Thomas D Walker	1999-03-19	—	7329635029	5048 Market St, Glendale, AZ, 85398	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406054	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	5448 Baseline Rd, Minneapolis, MN, 55493	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-403073	CLM	Diego West	1962-07-26	—	—	3822 Baseline Rd, Dallas, TX, 75235	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+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
CLM-412272	CLM	Charlotte C Obrien	1983-03-14	UHC-54203-40	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-424145	CLM	Joey Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407937	CLM	Noah Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425974	CLM	Tyler Myers	1945-12-14	—	—	7937 River Rd # 960, Atlanta, GA, 30377	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421586	CLM	Doris Guzman	1957-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407819	CLM	Linda Price	2004-11-07	UHC-25551-76	—	8430 Cedar Ln, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420806	CLM	Jordan F Rose	1980-10-09	UHC-57654-16	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405117	CLM	Maria T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427794	CLM	Alice Austin	1992-08-28	UHC-95346-51	7967647772	8627 Harbor Blvd, Phoenix, AZ, 85003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420043	CLM	Danny Parker	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414048	CLM	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd Apt 7, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425010	CLM	Dennis M Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-420937	CLM	Judith N Soto	1995-03-06	—	—	580 Jefferson Ave, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-414021	CLM	Joe Wright	1992-06-04	UHC-08635-40	—	907 Apache Blvd, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414384	CLM	Douglas Mendez	1947-12-11	—	—	5921 Washington St, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424253	CLM	Kelly Evans	1943-06-21	UHC-73587-33	8762546708	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405196	CLM	Jeremy T Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420734	CLM	Christopher Lucas	1946-01-07	—	—	6316 Lincoln Way, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431089	CLM	Dina V Dixon	1999-02-21	UHC-36805-24	7065056555	6630 Washington St, San Antonio, TX, 78246	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-428485	CLM	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405410	CLM	Diego J Bradley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429749	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429750	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411082	CLM	Gabriel Harrison	1947-08-24	—	6282426838	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-429459	CLM	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414173	CLM	Eric Freeman	—	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.62	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

30,862 rows, page 85 of 618Previous Next