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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416047	CLM	Virginia Harvey	1957-05-13	UHC-73952-53	—	5319 Indian School Rd # 324, Seattle, WA, 98101	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407266	CLM	Julia D George	1959-01-27	—	4694981212	2430 Valley View Dr, Charlotte, NC	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405444	CLM	Jason S Mills	1948-12-08	—	—	1493 Sage Ct, Columbus, OH, 43203	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415068	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415069	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412321	CLM	Terry W Richards	1989-11-18	—	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406564	CLM	Anthuny U Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd, Gilbert, AZ, 85246	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400312	CLM	James Romero	1992-08-19	UHC-88315-39	8156499481	2891 Sunset Blvd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403550	CLM	Carolyn O Jackson	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428688	CLM	Isabella Wang	—	—	—	600 Church St, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413694	CLM	Jesse Knight	2004-04-28	—	3969308486	2451 Meadow Ln, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425278	CLM	Philip R Bailey	2006-02-08	UHC-50588-65	4407596036	4686 Ocean Ave # 412, Miami, FL, 33118	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423259	CLM	Mark Howell	—	—	5226252989	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-412033	CLM	Samuel L Wong	2005-10-12	—	—	9102 Forest Ave, Houston, TX, 77062	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413599	CLM	Steven Carr	—	UHC-95393-63	—	3232 Willow Ct, Houston, TX, 77057	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-410401	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403705	CLM	Samantha Z Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410851	CLM	Kayla D Thompson	1963-09-26	UHC-24551-29	7119538739	89 Park Pl, Mesa, AZ, 85276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425803	CLM	Stephanie Chapman	1961-10-04	UHC-42279-63	—	7839 Main St, Gilbert, AZ, 85262	0.52	Name split from “Last, First”Member ID reformatted State name converted to code Gender normalised+2 more
CLM-427104	CLM	Lori Burke	1960-03-14	—	9582986080	3482 Sage Ct, Charlotte, NC, 28240	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-431976	CLM	Sam Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429159	CLM	Jason Z Thompson	—	—	—	1783 Indian School Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411374	CLM	Pamela Burns	—	UHC-07299-88	5162417294	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-407519	CLM	Melissa Walsh	—	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-431988	CLM	Austin Hansen	2002-05-16	—	—	9390 Lincoln Way, Minneapolis, MN, 55410	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425672	CLM	Paul Richardson	—	UHC-64897-23	—	2787 Park Pl, Tampa, FL, 33669	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-417231	CLM	Hiroshi Vazquez	1939-07-09	UHC-36775-70	—	1689 Grand Ave, Dallas, TX, 75258	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401259	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-405720	CLM	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421708	CLM	Lauren D Montgomery	1963-12-10	—	7428355449	2528 Desert Sky Blvd Apt 4, Minneapolis, MN, 55495	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-410953	CLM	Alex Diaz	2001-08-14	—	—	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431379	CLM	Arjun Burtoon	1938-05-13	UHC-81734-92	—	4451 Grand Ave, Eden Prairie, MN, 55344	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423773	CLM	Wayne V Thomas	2006-10-19	UHC-05470-01	—	5517 Harbor Blvd, Tampa, FL, 33664	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more

3,226 rows, page 16 of 65Previous Next