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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410832	CLM	Edwward Y Daniels	1985-10-27	—	3343172163	8035 Central Ave, Tampa, FL, 33615	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420076	CLM	Laura Cooper	2007-11-04	—	3596564023	1831 Willow Ct, San Diego, CA, 92106	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431993	CLM	Sarah J Long	1993-01-20	—	3153143425	6140 Camelback Rd, Houston, TX, 77063	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413369	CLM	Hiroshi Pierce	1943-09-04	UHC-77891-97	9025094758	4236 Washington St, San Diego, CA, 92135	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416873	CLM	Albert Santos	1956-12-07	—	5478975623	8286 Harbor Blvd, Mesa, AZ, 85246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401128	CLM	Diane Rivera	1978-09-12	UHC-27906-92	2777998084	9882 Valley View Dr, Charlotte, NC, 28222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423860	CLM	Blily Brown	1977-12-04	—	3682276501	870 Hillcrest Rd, Fresno, CA, 93709	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400815	CLM	Brenda K Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd, Los Angeles, CA, 90080	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432028	CLM	Camila I Jensen	1988-03-15	UHC-92035-13	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422673	CLM	Cheryl Day	1946-05-02	—	5052501867	7628 Lake View Rd, Glendale, AZ, 85368	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403578	CLM	Nathan Powell	1963-06-17	UHC-19120-70	5462896823	7634 Union St, Mesa, AZ, 85247	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411783	CLM	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409005	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432603	CLM	Maria Perry	1959-07-07	—	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402219	CLM	Noah L Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-406092	CLM	Kayla Myers	1980-11-25	—	4393803860	3718 Church St, Tampa, FL, 33686	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408109	CLM	Ralph Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA, 93752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412602	CLM	Emily Bleck	1949-02-19	—	2289318389	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401886	CLM	Brandon M Fox	2005-04-28	—	6766099405	267 Camelback Rd, Plano, TX, 75032	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408452	CLM	Christine Porter	1989-09-25	UHC-92458-92	2055904854	426 Valley View Dr, Austin, TX, 78752	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402106	CLM	Theresa Harper	1943-02-25	UHC-74940-37	6358134116	4015 Highland Ave, Fresno, CA, 93718	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411687	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411686	CLM	Gary Patterson	2003-02-21	UHC-44843-27	2308540243	1153 River Rd, Gilbert, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417632	CLM	Walter Gray	1982-03-01	UHC-31744-18	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-426909	CLM	Jessica Mejia	2002-10-23	UHC-87470-48	6846784659	7277 Meadow Ln, Los Angeles, CA, 90010	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-409567	CLM	Debra Mitchell	1988-07-23	—	3883379800	7275 Lincoln Way, Las Vegas, NV, 89180	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415857	CLM	Diego B Santos	1971-09-04	UHC-34340-54	3036525187	1766 Maple Ave, Charlotte, NC, 28266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430734	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	5714282738	9551 Sunset Blvd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406321	CLM	Stephanie Vrgas	1954-12-15	UHC-28941-55	7878145246	8288 Mountain View Dr, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428567	CLM	Jacqueline K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404141	CLM	Schmidt Willie	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave, Houston, TX, 77030	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425700	CLM	William Banks	1997-09-07	UHC-17248-72	8925982915	7392 River Rd, Orlando, FL, 32852	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422358	CLM	Bruce Bradley	2002-03-26	UHC-60709-46	2014560359	2156 Ocean Ave, San Diego, CA, 92153	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432504	CLM	Lucia Lucas	1942-09-22	UHC-27200-83	8948411569	6590 Grand Ave, Sacramento, CA, 95827	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424365	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424364	CLM	Charlotte Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN, 37271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407612	CLM	Willie Robinson	1992-04-01	UHC-02317-39	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432035	CLM	Tommy Singh	1993-01-03	UHC-07213-66	8783815404	279 Apache Blvd, Houston, TX, 77072	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419190	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-409688	CLM	Aaron Taylor	1978-06-11	—	2264882521	4151 Sage Ct, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402413	CLM	Eugene Duncan	1962-01-04	—	8792909910	3585 Jefferson Ave, Houston, TX, 77007	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425868	CLM	Bobby Schultz	1941-02-26	—	4404742418	2048 River Rd, Chandler, AZ, 85289	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426261	CLM	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419057	CLM	Carl Hall	1961-07-07	—	4027821671	6450 Elm St, Minneapolis, MN, 55413	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-421711	CLM	Lauura Ellis	1991-10-28	—	2612654691	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422185	CLM	Bruce Graham	1960-05-19	UHC-36934-07	6194401334	4108 Highland Ave, Houston, TX, 77019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428802	CLM	Ed Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426679	CLM	Rachel Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429989	CLM	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 96 of 240Previous Next