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-413160	CLM	Sam Lyynch	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403015	CLM	Lauren Alexander	1908-09-18	—	7678207593	1352 Grand Ave, Denver, CO, 80297	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406770	CLM	Donald Silva	1991-12-02	UHC-01229-52	5367923622	2275 Park Pl, Houston, TX, 77047	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400741	CLM	Adam Simpson	2005-10-07	—	8162752293	5333 Harbor Blvd, Phoenix, AZ, 85000	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409424	CLM	Harold Bishop	2006-05-25	UHC-58284-64	5956972075	1322 Willow Ct, Seattle, WA, 98103	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417821	CLM	Aisha Nguyen	1985-06-09	UHC-89751-57	2507784961	6265 Elm St, Chandler, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427437	CLM	Juie N Garrett	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421181	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419520	CLM	Gabriel Ward	1943-02-02	UHC-91327-36	3307013173	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422495	CLM	Rachel Lopez	1967-11-16	UHC-43524-49	9042622815	9046 Meadow Ln, Sacramento, CA, 95842	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431254	CLM	Julie Martinez	1955-04-23	UHC-50684-90	8824711056	19 Maple Ave, Tampa, FL, 33635	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417602	CLM	Samuel Z Watson	1993-05-12	UHC-80292-19	9305778331	7942 Pine Dr, San Antonio, TX, 78260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424533	CLM	Bryan Hanson	2007-11-19	UHC-44026-65	5988138737	6628 Church St, Eden Prairie, MN, 55389	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425813	CLM	Jean Day	1943-03-26	UHC-32810-59	2186348777	7726 Church St, Denver, CO, 80220	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-432556	CLM	Sandra M Scott	1974-11-01	UHC-00116-94	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424072	CLM	William Diaz	1966-03-12	UHC-98786-04	6652192817	1941 Meadow Ln, Houston, TX, 77031	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416821	CLM	Nancy Hansen	—	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-416192	CLM	Steven Brooks	1991-05-11	—	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407425	CLM	Kyle Garcia	1950-11-15	—	8392548873	9830 Church St, San Diego, CA, 92173	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423997	CLM	Frank Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405978	CLM	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	9067 Oak St, Columbus, OH, 43244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-417461	CLM	Danielle Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422695	CLM	Janet Delgado	1962-11-11	UHC-86657-86	5062343070	886 River Rd, Denver, CO, 80206	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429048	CLM	Vincent Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417884	CLM	Betty E Patel	1959-02-07	UHC-54842-23	7427794631	1321 River Rd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409425	CLM	Harold Bishop	2006-05-25	UHC-58284-64	5956972075	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406400	CLM	Andrea Stone	1993-07-09	UHC-78915-54	6978621181	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403137	CLM	Mei Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ, 85261	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431218	CLM	Amanda Rice	1997-05-06	—	9486785631	453 Mountain View Dr, Tempe, AZ, 85257	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409991	CLM	Mark Washington	1964-09-02	—	9122515141	4833 Grand Ave, Phoenix, AZ, 85062	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405220	CLM	Nathan X Dixon	1966-02-20	UHC-50338-25	6972138335	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413174	CLM	Mason Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd, Scottsdale, AZ, 85237	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426061	CLM	Wei D Arnold	1976-05-23	UHC-93430-91	5936496455	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431712	CLM	Nathan Gomez	1963-01-06	UHC-24011-85	3333381642	7774 Broadway, Charlotte, NC, 28237	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-428786	CLM	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411976	CLM	Frank Castillo	2005-01-02	UHC-40282-62	8776238195	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430801	CLM	Marilyn Castillo	1980-01-24	UHC-80095-34	5593864702	7402 Highland Ave, Chandler, AZ, 85284	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412323	CLM	Charlotte Lawson	1952-02-25	—	8362010634	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418826	CLM	Natalie Tran	1970-05-17	UHC-79922-12	4223195655	7180 Sage Ct, Scottsdale, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423990	CLM	Randy Park	1976-06-27	UHC-28027-27	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418428	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-404171	CLM	Hannah Olson	1995-07-24	UHC-75928-92	7356379285	6531 Palm Dr, Mesa, AZ, 85262	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420573	CLM	Carl Rivera	1980-12-03	—	3902427961	5451 Grand Ave, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-419105	CLM	Reid Gregory	1943-07-18	—	6768843380	2914 Maple Ave, Atlanta, GA, 30399	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412418	CLM	Priya Wilson	1948-03-13	—	2447593499	4355 Washington St, Gilbert, AZ, 85297	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416602	CLM	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421734	CLM	Sean Lee	2001-11-20	UHC-45140-14	5918709215	3969 Forest Ave, Charlotte, NC, 28231	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-432498	CLM	Kelly Gonzalez	1990-11-16	—	8675531899	6614 Central Ave, Jacksonville, FL, 32238	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409337	CLM	Joan Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428428	CLM	Diana O Carroll	1990-11-07	UHC-85368-85	4203480007	6667 Ocean Ave, Phoenix, AZ, 85064	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 146 of 240Previous Next