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-417714	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-411203	CLM	Alexander Evans	1988-09-01	UHC-04922-49	5646217131	1779 Valley View Dr Apt 39, Scottsdale, AZ, 85206	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-430197	CLM	Jennifer Ross	1956-10-05	UHC-16794-05	7053257982	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416366	CLM	Mary Jordan	1992-10-08	UHC-43821-91	6645600559	1326 Broadway, Tampa, FL, 33692	0.80	Phone reformatted Address re-cased Gender normalised Placeholder values cleared
CLM-420713	CLM	Dennis Ray	1961-07-12	—	3639691845	959 Sunset Blvd, Atlanta, GA, 30368	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409675	CLM	Kevin Willis	1965-03-08	UHC-37185-19	3349820388	3862 Washington St, Denver, CO, 80231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421927	CLM	—Junk	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.80	Phone reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-424676	CLM	Jerry M Lawrence	1950-12-23	—	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-409639	CLM	Bryan L Gonzalez	1963-07-25	—	8908757716	5607 Desert Sky Blvd, Phoenix, AZ, 85041	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404799	CLM	Jason Gomez	1945-04-03	—	3763780539	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411240	CLM	Kathleen West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 477, Glendale, AZ, 85339	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404023	CLM	Steve K Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402975	CLM	Philip Le	1983-04-22	—	7534863035	3707 Union St Apt 9, Jacksonville, FL, 32202	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419078	CLM	Danielle King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-413836	CLM	Tyler Gardner	1995-06-13	UHC-36316-34	6889289513	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416770	CLM	Samuel Montgomery	1946-10-24	—	3413630104	1004 Pine Dr, Sacramento, CA, 95879	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416087	CLM	Sena Walsh	1940-11-14	—	7025575949	1571 Union St, Glendale, AZ, 85347	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415775	CLM	Sraa Estrada	1989-09-14	—	8857278051	785 Palm Dr, Jacksonville, FL, 32220	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406340	CLM	Frank Guzman	2006-10-09	UHC-66444-28	4383180685	1500 Spring St, Fresno, CA, 93723	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-407215	CLM	Megan F Palmer	2003-04-07	UHC-42773-93	6808270867	7321 Highland Ave, Tampa, FL, 33606	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403191	CLM	Mary Daniels	1969-09-15	UHC-02753-64	3262426146	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418934	CLM	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd, Eden Prairie, MN, 55376	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421020	CLM	Alice Webb	1998-06-27	—	5586929010	2190 Oak St, Charlotte, NC, 28256	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401551	CLM	Chrisitne Jacobs	1969-02-18	UHC-30563-75	5256623509	6688 Hillcrest Rd, Jacksonville, FL, 32268	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416394	CLM	Vincent U Ruiz	1948-10-12	—	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418696	CLM	Ashley F Davys	1939-01-14	—	7038992279	1452 Church St, Orlando, FL, 32877	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416242	CLM	Mei Espinoza	2003-05-05	—	3728246592	7842 Baseline Rd, Gilbert, AZ, 85259	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412777	CLM	Eric Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA, 90027	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-432644	CLM	Hiroshi P Peterson	1947-08-28	UHC-47694-32	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425393	CLM	Janet Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417703	CLM	Austin Collins	1990-05-05	—	7468522077	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-407900	CLM	Bradley Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425487	CLM	Nathan Clark	1941-01-15	UHC-81651-12	2929846918	387 Jefferson Ave, Chandler, AZ, 85217	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425352	CLM	Carl Hunt	1952-07-25	—	3473035200	8099 Spring St, San Antonio, TX, 78203	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417246	CLM	Kimberly A Flores	1976-05-10	—	6688163172	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-400968	CLM	Murray Santiago	2004-11-19	—	5848965177	2619 Grand Ave, Tucson, AZ, 85730	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426219	CLM	Matthew Snyder	1965-02-08	UHC-80600-14	4953355630	4075 Hillcrest Rd, Seattle, WA, 98197	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419099	CLM	Julia Alexander	1993-08-02	UHC-68877-99	9676340616	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-409647	CLM	Owens Elijah	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421222	CLM	Christian B Butler	1982-04-27	—	2716317792	9899 River Rd, Glendale, AZ, 85372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430682	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430681	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412676	CLM	Kimberly Roberts	1944-04-27	UHC-33561-79	6697220304	6613 Harbor Blvd, Chandler, AZ, 85249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412677	CLM	Kimberly Roberts	1944-04-27	UHC-33561-79	6697220304	6613 Harbor Blvd, Chandler, AZ, 85249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416629	CLM	Denise Y Schmidt	1969-05-02	UHC-99733-49	8507626288	3988 Mesa Dr, Mesa, AZ, 85273	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409880	CLM	Bruce Alvarez	1981-05-04	UHC-31238-59	2425836681	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-405647	CLM	Jordan Wallace	1983-07-18	—	9208615672	3887 Washington St, Austin, TX, 78764	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426015	CLM	Pamela Cooper	1965-04-18	UHC-56199-92	3765126689	5749 Hillcrest Rd, Minneapolis, MN, 55476	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420266	CLM	Arjun Stone	1987-03-17	UHC-35646-80	6575655180	5322 Maple Ave, Columbus, OH, 43203	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-428293	CLM	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 7, Dallas, TX, 75296	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared

11,960 rows, page 155 of 240Previous Next