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-429299	CLM	Arthur Smith	1975-09-02	—	8772636178	7230 Harbor Blvd Apt 23, Nashville, TN, 37202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406287	CLM	Isabella Carrr	1960-06-13	UHC-32279-06	—	1829 Mountain View Dr Apt 17, Phoenix, AZ, 85008	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426897	CLM	Steve P Lawrence	1974-12-08	—	—	5363 Park Pl Apt 38, Plano, TX, 75087	0.52	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-414916	CLM	Andrea Pena	2004-03-16	—	—	5974 Grand Ave # 240, Nashville, TN, 37284	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414698	CLM	Nicholas Elis	1982-03-16	UHC-59410-03	3344927136	7082 Willow Ct # 712, Mesa, AZ, 85298	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417003	CLM	Dylan Clark	1998-10-11	—	6553692711	3398 Apache Blvd Apt 15, Eden Prairie, MN, 55367	0.52	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+2 more
CLM-422704	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	3516813664	2093 Bayshore Dr Apt 26, Charlotte, NC, 28297	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-430336	CLM	Diego Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave # 235, Eden Prairie, MN, 55360	0.52	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418815	CLM	Richard Boyd	1945-02-02	—	9896695363	2919 Jefferson Ave Apt 29, Scottsdale, AZ, 85258	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-415141	CLM	Jacqueline Munoz	1961-08-13	UHC-96980-74	3046147732	9815 Ocean Ave # 632, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-418568	CLM	Steven Howell	2008-02-19	UHC-92754-01	—	1820 Maple Ave Apt 37, Sacramento, CA, 95878	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416406	CLM	Heather Hill	—	UHC-75926-35	3409033399	8353 Washington St # 185, Atlanta, GA, 30384	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404417	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	2497153941	1782 Highland Ave # 310, Las Vegas, NV, 89162	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-411949	CLM	Jacob Roberts	1959-04-06	UHC-64537-46	—	5524 Canyon Rd Apt 8, Austin, TX, 78796	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-429119	CLM	Herrera G Jim	—	—	—	4491 Church St Apt 16, Denver, CO, 80228	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+2 more
CLM-402805	CLM	Bruce Harper	2006-11-25	—	—	2021 River Rd # 649, Fresno, CA, 93771	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421897	CLM	Martha Watson	1963-10-20	—	—	3899 Spring St # 106, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416648	CLM	Christine Simpson	1943-05-14	—	—	5125 Hillcrest Rd Apt 22, Phoenix, AZ, 85092	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419260	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-419259	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-406251	CLM	Harold Fisher	1962-04-25	UHC-14995-60	—	2037 Lake View Rd Apt 18, Mesa, AZ, 85273	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414648	CLM	Philip Shaw	—	UHC-81336-84	9492235526	5551 Willow Ct Apt 26, Nashville, TN, 37243	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-410602	CLM	Paul Bailey	1947-01-06	UHC-74026-83	—	2994 Pine Dr # 188, Las Vegas, NV, 89146	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412621	CLM	Jean Chen	1989-09-10	UHC-94984-08	—	9310 Camelback Rd # 352, Plano, TX, 75025	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409055	CLM	Danielle K Ward	2003-09-25	UHC-81974-47	—	8315 Central Ave Apt 30, Scottsdale, AZ, 85262	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425930	CLM	Danel Snyder	1965-05-24	—	5536740787	2733 Grand Ave Apt 21, Minneapolis, MN, 55474	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430361	CLM	Mariana Garrett	2003-11-15	—	—	6949 Sunset Blvd Apt 4, Mesa, AZ, 85258	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
CLM-426690	CLM	Carl Ray	1963-08-05	UHC-21904-36	—	1930 Harbor Blvd # 457, Mesa, AZ, 85208	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418417	CLM	Ryan L Hunter	1965-10-05	UHC-48235-63	—	7479 Forest Ave Apt 28, Charlotte, NC, 28209	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426785	CLM	Angela Ellis	1949-03-02	UHC-75200-93	4463762583	2733 Baseline Rd # 743, Tampa, FL, 33690	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410623	CLM	Keith Campbell	1962-05-19	UHC-28637-30	—	5441 Meadow Ln # 306, Nashville, TN, 37234	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428242	CLM	Alice Cruz	1939-01-08	UHC-28830-68	—	4350 Meadow Ln Apt 20, Houston, TX, 77029	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420872	CLM	Donna Cook	1978-02-12	—	8798708298	6955 Maple Ave # 791, Scottsdale, AZ, 85256	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416884	CLM	Danielle Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St # 890, Glendale, AZ, 85371	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-413010	CLM	Mary Y Powell	—	UHC-10162-80	3326072968	2667 Indian School Rd Apt 37, Atlanta, GA, 30336	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-422620	CLM	Daniielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave Apt 14, Atlanta, GA, 30306	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410002	CLM	Priya McDonald	2007-08-25	UHC-04817-13	—	5470 Market St Apt 30, Tucson, AZ, 85708	0.52	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-429267	CLM	Terry Russell	1940-06-04	UHC-49834-84	—	8387 Apache Blvd Apt 25, Charlotte, NC, 28204	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

2,038 rows, page 12 of 41Previous Next