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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423119	CLM	Reed Barbara	1968-01-07	UHC-47110-21	—	3533 Ridge Rd, Miami, FL, 33180	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430987	CLM	Julie Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412103	CLM	Lawrence Rodriguez	1939-09-17	—	—	2258 Church St, Nashville, TN, 37277	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430093	CLM	Jean Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427620	CLM	Robert Bryant	2006-01-01	UHC-52468-82	—	7872 Ridge Rd, Las Vegas, NV, 89121	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408865	CLM	Michelle Bowman	1947-11-06	—	—	8737 Ridge Rd # 410, Austin, TX, 78747	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408281	CLM	Betty Williamson	2006-04-21	—	—	9404 Camelback Rd, Seattle, WA, 98111	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407289	CLM	Paul Foster	1984-02-05	UHC-62285-69	—	4047 Washington St, San Antonio, TX, 78240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-418555	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418554	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431036	CLM	Emily Ford	1977-10-26	—	—	1597 Meadow Ln, Chandler, AZ, 85223	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414625	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410033	CLM	Betty Ellis	1999-10-26	—	6475147104	8398 Market St, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421763	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428120	CLM	Sandrra Mendoza	1964-03-11	UHC-30072-32	3094317094	2553 Apache Blvd, Sacramento, CA, 95813	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428314	CLM	David Romero	2006-04-11	—	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411039	CLM	Nicholas J Little	1996-03-25	UHC-39095-13	—	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400832	CLM	Hannah Burke	2008-11-14	—	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426198	CLM	Joan Spencer	1943-03-13	—	—	6853 Bayshore Dr, Austin, TX, 78781	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400276	CLM	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-414398	CLM	Santiago I Miller	—	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412764	CLM	Debra Feilds	1973-06-12	UHC-12024-33	—	1358 Pine Dr, Phoenix, AZ, 85093	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431663	CLM	James R Porteer	1948-06-18	UHC-83196-09	—	8111 Ocean Ave, Atlanta, GA, 30316	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-423036	CLM	Camila Guuerrero	1977-02-06	UHC-45067-31	—	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403007	CLM	Joshua Andrews	1958-05-24	UHC-80667-74	8866862802	2045 Market St, Los Angeles, CA, 90098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410428	CLM	Anna Dunn	1979-05-15	—	—	1087 Hillcrest Rd, Miami, FL, 33155	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411404	CLM	Emma Harrison	1939-12-13	—	3898486336	1925 Mountain View Dr, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406283	CLM	Eric Q Reed	1967-11-15	UHC-30938-27	—	6945 Ridge Rd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410973	CLM	Thomas Stephens	2003-07-13	—	—	7446 Apache Blvd, Tampa, FL, 33659	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424824	CLM	Dennis Thompson	1956-10-11	UHC-99586-03	—	8585 Grand Ave, Denver, CO, 80212	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426768	CLM	Virginia Green	1963-10-26	—	—	8700 Sunset Blvd # 490, San Diego, CA, 92126	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421096	CLM	Michelle Jacobs	1956-04-06	UHC-37499-83	3344490345	8321 Mountain View Dr, Chandler, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403882	CLM	Timothy Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-420331	CLM	Kyle H Smith	1984-10-21	UHC-47052-61	—	2161 Jefferson Ave, Orlando, FL, 32827	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-422076	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422077	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415159	CLM	Edward Garcia	1942-12-09	—	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407276	CLM	Anna Carr	1965-06-17	UHC-83901-86	—	6692 River Rd, Houston, TX, 77033	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401501	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	7779774847	5497 Main St, Columbus, OH, 43277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419191	CLM	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407290	CLM	Lisa Bryant	1997-02-06	—	—	5893 Meadow Ln, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403066	CLM	Alexis Garza	1972-01-15	—	—	7046 Pine Dr, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-409546	CLM	Douglas Tucker	1992-08-22	UHC-89410-87	—	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415866	CLM	Aaron Simpson	2005-05-22	UHC-21933-26	—	659 Washington St, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408710	CLM	Virginia Le	1958-01-16	UHC-66102-15	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400248	CLM	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-426701	CLM	Catherine Dean	1945-09-01	—	—	417 Union St, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408519	CLM	Frnak Diaz	1999-04-24	UHC-16569-25	—	7982 Sage Ct, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416411	CLM	Amber Bryant	—	UHC-16604-78	—	2103 Church St, Mesa, AZ, 85247	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413455	CLM	Hannha Ferguson	1991-12-11	UHC-39726-66	5204389894	3085 Jefferson Ave, Eden Prairie, MN, 55306	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

16,411 rows, page 145 of 329Previous Next