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-422294	CLM	Armstrong Noah	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418611	CLM	Douglas Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St Apt 3, Orlando, FL, 32814	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-408385	CLM	Denise Olson	1951-05-11	UHC-65886-44	2374533779	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-415085	CLM	Nathan Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-431575	CLM	Catherine Wright	1952-12-03	UHC-46069-48	3693047991	4260 Lake View Rd, Jacksonville, FL, 32256	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-412149	CLM	Roger Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-419249	CLM	Marcus Carroll	1943-06-03	—	2709835662	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-419639	CLM	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-409589	CLM	Adam Z Turnr	1959-06-10	—	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-411463	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ	0.68	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing
CLM-424681	CLM	Danielle Graham	1985-10-18	UHC-01900-59	3775011977	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409789	CLM	Hannah Lewis	2002-06-28	—	8918067254	236 Church St # 728, Denver, CO, 80227	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-406774	CLM	Russell Stewart	—	UHC-99532-19	2287968735	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425150	CLM	Brandon Owens	—	UHC-82663-44	3977177912	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-403532	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
CLM-418288	CLM	Natalie Stewart	—	UHC-71635-91	8013968414	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-429966	CLM	Julia L Boyd	1948-03-02	UHC-64928-95	9887337836	4048 Union St, Dallas, TX, 75264	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-431378	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-427766	CLM	Anthony Harris	2002-11-20	—	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-406382	CLM	Vincent Jenkins	1960-10-26	—	5849638809	789 Oak St, Tampa, FL, 33696	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-409266	CLM	Edward Bishop	1986-11-16	UHC-10043-12	3099843614	8152 Lincoln Way, Chandler, AZ, 85231	0.68	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed
CLM-401039	CLM	Willie Austin	1998-09-20	—	4789072706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-420359	CLM	Jean Martin	1980-08-25	UHC-24078-99	2532706939	2678 Cedar Ln, Columbus, OH, 43276	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-432716	CLM	Randy Riley	1975-07-01	—	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
CLM-432160	CLM	Lindda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-413049	CLM	Paul Mejia	1994-10-14	—	3976107895	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-409406	CLM	Olivia Campbell	—	—	6424320170	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
CLM-432789	CLM	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-414478	CLM	Jordan Porter	2001-04-17	UHC-69300-41	8595971957	2631 Highland Ave, Austin, TX, 78707	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-423447	CLM	Madison Hawkins	—	UHC-18827-80	6365432404	3643 Forest Ave, Gilbert, AZ, 85231	0.68	Date of birth missing Phone reformatted Gender normalised Placeholder values cleared
CLM-428214	CLM	Joan K Hart	2000-04-24	—	5742970924	8881 Lake View Rd Apt 24, Jacksonville, FL, 32215	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-411324	CLM	Anthony Hall	1961-08-28	UHC-14093-94	2853727787	6150 Ridge Rd, San Diego, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-409496	CLM	Kevin U Bell	2005-12-22	UHC-53553-91	8812532813	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
CLM-404137	CLM	Dylan Webb	1993-04-28	—	6387672848	2218 Harbor Blvd, Eden Prairie, MN, 55324	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-403713	CLM	Diana Meeyer	—	UHC-82280-75	9075198026	5374 Sunset Blvd, Tucson, AZ	0.68	Date of birth unreadable Phone reformatted ZIP missing Placeholder values cleared
CLM-428212	CLM	Carl Murray	1998-01-19	—	8857874803	1170 Elm St, Phoenix, AZ, 85048	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-431421	CLM	Noah White	1944-06-22	UHC-99894-75	2627925315	6884 River Rd # 263, Fresno, CA, 93759	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-423955	CLM	Tyer Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St # 102, Los Angeles, CA, 90056	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-406684	CLM	Virginia Hoffman	1947-09-20	—	7588526273	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
CLM-411659	CLM	Sanchez Lisa	1951-01-20	—	3187783038	3976 Mesa Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-400030	CLM	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-406802	CLM	Jacob N Kinng	1970-03-14	—	5236796588	7963 Lake View Rd # 297, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-418883	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	2934874031	5649 Camelback Rd # 792, Mesa, AZ, 85295	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-419128	CLM	Ethan G Wood	1959-11-23	UHC-70586-14	5439006235	2316 Washington St, Austin, TX, 78753	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-427969	CLM	Hannah Bell	1960-01-21	UHC-89444-27	9192858875	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-411930	CLM	Jose Oliver	1951-03-24	UHC-66497-21	3738456078	2340 Church St, Glendale, AZ, 85386	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-429710	CLM	Robert Walker	1988-05-09	UHC-76321-65	6718262407	1063 Mesa Dr, San Antonio, TX, 78249	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
CLM-411112	CLM	Albert T Burton	1982-06-17	UHC-66153-74	5863607460	9508 Mesa Dr, Denver, CO, 80277	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared

11,960 rows, page 79 of 240Previous Next