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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432441	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-419559	CLM	Harper F Wayne	1964-10-28	UHC-30787-33	—	—	0.78	Member ID reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-413561	CLM	Cheryl Ward	1986-10-26	UHC-46150-37	—	1170 Spring St, Nashville, TN, 37258	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423236	CLM	Diana Perkns	1972-04-01	—	—	7397 Church St, Nashville, TN, 37297	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411822	CLM	Vincent J Jones	1975-09-01	—	6867719626	3540 Jefferson Ave, Nashville, TN, 37295	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-405477	CLM	Watson N Steven	1974-11-05	—	2099274389	8584 Valley View Dr, Denver, CO, 80290	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420363	CLM	Ashley Ramos	1994-03-27	UHC-23204-76	—	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-421424	CLM	Carlos Morgan	1948-08-11	UHC-41185-42	4316225215	1728 Grand Ave, Plano, TX, 75087	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414249	CLM	Logan R Jensen	1965-06-18	UHC-93744-90	—	2423 Cedar Ln, Plano, TX, 75061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423818	CLM	Yuki Johnson	1960-07-06	—	2568028066	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418936	CLM	Eugene Fuller	1947-08-22	—	4076674723	738 Market St # 787, Minneapolis, MN, 55473	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-410955	CLM	Noah Roberts	1962-03-21	—	7397836496	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432524	CLM	Paul Morris	1987-08-17	UHC-21357-84	3974456187	7410 Pine Dr, Los Angeles, CA, 90098	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411035	CLM	Arjun Schmidt	1992-12-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406530	CLM	Charlotte Wallace	1991-01-04	—	8782210310	8740 Highland Ave, Mesa, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408859	CLM	Larry Q Simmons	1956-11-11	UHC-21648-82	6795845590	277 Jefferson Ave, Houston, TX, 77069	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422354	CLM	Marcus Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd # 543, Columbus, OH, 43250	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-407740	CLM	Gabriel H Washington	1964-10-07	UHC-69046-14	—	7013 Spring St, Mesa, AZ, 85252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-431556	CLM	Yuki Simpson	1964-09-27	UHC-06184-67	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424579	CLM	Austin Bell	1993-05-10	—	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-427547	CLM	Donna Warren	1939-09-28	—	—	5929 Sunset Blvd, Sacramento, CA, 95854	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432723	CLM	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408735	CLM	Bryan Wheeler	2000-01-22	—	—	9384 Mountain View Dr, Nashville, TN, 37209	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411680	CLM	Patrick Flores	1988-01-24	—	—	253 Lake View Rd Apt 36, Seattle, WA, 98106	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-402457	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-406190	CLM	Alan Sims	—	UHC-89095-04	2044382142	2292 Market St, Phoenix, AZ, 85019	0.78	Date of birth missing Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428414	CLM	Nicholas Santos	1973-05-25	—	6419171258	6211 Main St, Mesa, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422648	CLM	Paul F Thomas	1976-03-20	—	9348475972	5585 Grand Ave, Las Vegas, NV, 89192	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415182	CLM	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417068	CLM	Sara Wagner	1987-08-20	UHC-73875-97	3826546186	7609 Sage Ct, Plano, TX, 75025	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406546	CLM	Brian Y Nunez	1966-01-09	—	6264159831	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424019	CLM	Carol Montgomery	1967-12-22	UHC-63807-77	4278898043	793 Washington St, Austin, TX, 78703	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406749	CLM	Kelly Ellis	1950-09-14	UHC-35241-11	—	1454 Sage Ct, Eden Prairie, MN, 55378	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426378	CLM	John Padilla	1991-03-22	UHC-53391-76	—	6058 Ocean Ave, Tucson, AZ, 85798	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-410131	CLM	Ronald A Scott	1982-04-26	UHC-68475-54	—	9242 Grand Ave, Phoenix, AZ, 85010	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402474	CLM	Peter Roberts	1988-04-11	UHC-41456-86	—	7569 Church St, Scottsdale, AZ, 85253	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425459	CLM	Willie Sullivan	2005-02-28	UHC-03086-90	—	6475 Elm St, Tampa, FL, 33636	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409275	CLM	Grace Stephens	1997-09-04	—	—	2246 Broadway, San Diego, CA, 92126	0.78	Address re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-413179	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415390	CLM	Rnald Flores	1996-04-24	UHC-43464-13	—	7090 Canyon Rd, Sacramento, CA, 95850	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418798	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	2697814970	6427 Mesa Dr, Miami, FL, 33109	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424459	CLM	Rachel Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405798	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd # 925, Houston, TX, 77066	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424236	CLM	Jerry Jenkins	1978-07-23	UHC-25233-91	4797849187	5433 Hillcrest Rd, Gilbert, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428899	CLM	Barbaara N Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406367	CLM	Nicle Santiiago	1969-07-13	UHC-39042-85	—	9805 Broadway, Minneapolis, MN, 55440	0.78	Member ID reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406158	CLM	Luis Nguyen	1977-04-15	UHC-08438-95	—	7453 Market St, Orlando, FL, 32833	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408140	CLM	Barbara K Woods	1954-04-21	UHC-84755-21	—	4966 Grand Ave, Sacramento, CA, 95834	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410615	CLM	Bobby Stephens	1973-03-17	—	—	2671 Mesa Dr, Austin, TX, 78733	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 188 of 376Previous Next