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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432757	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405319	CLM	Bruce D White	1979-12-28	UHC-55756-12	4385548348	1956 Market St, Tempe, AZ, 85279	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431258	CLM	Park Evelyn	1965-01-24	UHC-44290-82	—	732 Hillcrest Rd, Scottsdale, AZ, 85236	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-431224	CLM	Christian U Lynch	1982-04-12	UHC-89218-09	4735622060	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-422366	CLM	Mary Dunn	2006-01-08	UHC-29729-74	—	7093 Mountain View Dr, Tampa, FL	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-409150	CLM	Kyle Ross	1970-08-03	UHC-21941-25	—	6425 Baseline Rd, Fresno, CA, 93736	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410711	CLM	Evellyn Williams	2008-09-27	UHC-96663-83	3604353854	8149 Bayshore Dr, Tempe, AZ, 85270	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422489	CLM	Paul Vazquez	1995-01-08	—	9782620349	4886 Lake View Rd # 529, Plano, TX, 75085	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-408613	CLM	Matthew O Day	1971-04-04	—	—	3392 Washington St, Nashville, TN, 37226	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405204	CLM	Emma W Smith	1968-07-13	—	—	7591 Highland Ave, Orlando, FL, 32888	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430903	CLM	Andrea W Payne	1998-05-16	UHC-69788-49	—	2592 Cedar Ln, San Diego, CA, 92163	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405797	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd, Houston, TX, 77066	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414901	CLM	Gloria A Nguyen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406176	CLM	Denny Davis	1995-02-16	UHC-45986-39	—	1031 Jefferson Ave, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
CLM-407590	CLM	Yuki K Campbell	1970-04-08	UHC-79698-62	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416540	CLM	Virginia L Watkins	1948-06-01	UHC-85208-07	—	1208 Forest Ave, Scottsdale, AZ, 85294	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401090	CLM	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414256	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416716	CLM	Luis Meyer	1944-03-23	UHC-30679-05	4065743315	104 Indian School Rd, Atlanta, GA, 30330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424615	CLM	Roger Sanchez	1966-03-16	UHC-37942-63	—	7701 Lake View Rd, Columbus, OH, 43295	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-408221	CLM	Angela Mongtomery	1972-11-26	—	—	5712 Baseline Rd, Plano, TX, 75047	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402668	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	5326 Indian School Rd, Tucson, AZ, 85721	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400290	CLM	Santigao Valdez	2000-02-24	UHC-41588-95	—	2731 Sunset Blvd, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407161	CLM	Ryan Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428629	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ, 85272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414927	CLM	Margaret Turner	1983-02-11	UHC-64447-70	7704076777	4357 Highland Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408607	CLM	Eugene Evans	1996-11-21	UHC-63484-44	8443900229	6250 Mountain View Dr # 486, Scottsdale, AZ, 85272	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-420380	CLM	George Weaver	1961-03-13	UHC-08783-42	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400434	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400435	CLM	Sufia Ramirez	1990-01-13	UHC-63477-58	—	3330 Lincoln Way, Tampa, FL, 33688	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-406717	CLM	Terry Hansen	1942-07-22	UHC-62241-49	3253685745	1582 Spring St, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407589	CLM	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416879	CLM	Jacob Y Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd # 514, Houston, TX, 77023	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-426527	CLM	Stephanie Moore	1978-07-04	—	—	4646 Ridge Rd, San Antonio, TX, 78256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415297	CLM	Fatima Myers	1948-02-05	UHC-02930-28	—	422 Bayshore Dr, Gilbert, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410607	CLM	Billy King	1969-08-10	UHC-12485-82	—	7862 Highland Ave, Chandler, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-431167	CLM	Elizabeth Myers	1981-12-18	UHC-25672-92	—	9332 Ridge Rd, Dallas, TX, 75292	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418830	CLM	Jose Richards	1995-02-10	UHC-95582-35	—	2591 Ocean Ave, Los Angeles, CA, 90066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423108	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406598	CLM	Emma Meyer	1997-06-18	—	—	5206 Sunset Blvd, Columbus, OH, 43225	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425313	CLM	Wei Little	1996-11-28	UHC-93970-40	—	6286 Willow Ct, Sacramento, CA, 95891	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-423445	CLM	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421986	CLM	Kathlen Harrison	1984-09-15	—	—	9299 Valley View Dr, San Antonio, TX, 78231	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-409977	CLM	Priya Dixon	1976-03-20	—	—	2543 Cedar Ln, Tucson, AZ, 85742	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410835	CLM	Albert F Lcuas	1979-10-06	—	5995432009	8067 Lincoln Way, Eden Prairie, MN, 55337	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432810	CLM	Jennifer Cunningham	1940-02-25	—	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417832	CLM	Diego Howard	2001-08-15	—	—	1130 Market St, Chandler, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412808	CLM	Alice Perkins	1993-01-28	UHC-87615-02	—	951 Palm Dr Apt 26, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-403968	CLM	Scott Tores	2008-11-09	UHC-30203-42	—	4824 Camelback Rd, Chandler, AZ, 85263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424797	CLM	Santiago Jacobs	1939-05-15	—	—	2098 Oak St, Tucson, AZ, 85741	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 135 of 263Previous Next