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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401422	CLM	Sandra Z Davis	1953-01-05	—	—	7452 Elm St, Plano, TX, 75000	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-428304	CLM	Janice Soto	1955-05-28	—	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400776	CLM	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401225	CLM	Ann S Lopez	1940-11-23	—	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431698	CLM	Kathryn Black	1962-06-13	UHC-47024-45	—	3202 River Rd, Nashville, TN, 37261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
CLM-414947	CLM	Donna Austin	1956-02-08	UHC-08695-42	—	3198 Maple Ave, Fresno, CA, 93784	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-429216	CLM	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-409305	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	—	5821 Union St, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403634	CLM	Henry Marshaall	1954-10-23	—	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-421466	CLM	Karen Foster	1992-04-04	—	6845393615	6582 Pine Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401414	CLM	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409000	CLM	Alan Ortiz	2008-07-18	UHC-87483-95	3786024767	8517 Highland Ave, Columbus, OH, 43203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402148	CLM	Bobby Wilson	1971-02-25	UHC-12643-12	—	633 Meadow Ln, Miami, FL, 33117	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411092	CLM	Luis Garcia	1978-11-12	—	2956216787	8262 Main St, Scottsdale, AZ, 85296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419758	CLM	George Valdze	1998-11-25	UHC-34806-17	8909128333	3498 Church St, Charlotte, NC, 28245	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420521	CLM	Judith Ford	1949-12-12	UHC-34094-33	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427443	CLM	Philip Valdez	2002-07-04	UHC-98601-37	—	2007 Mountain View Dr, Eden Prairie, MN, 55320	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427836	CLM	Michelle Harrper	1952-04-17	UHC-59426-45	—	3693 Union St, Plano, TX, 75080	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-407508	CLM	Andrea Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407441	CLM	Evelyn Burke	1951-03-08	—	—	9253 Valley View Dr, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421653	CLM	Jim M Maldonado	1954-08-19	—	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413704	CLM	Ryyan Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416998	CLM	Kenneth Carr	1947-01-02	UHC-16971-71	—	5461 Grand Ave, Tucson, AZ, 85710	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-405006	CLM	Linda O Martinez	1963-12-01	—	—	9442 Lake View Rd, Las Vegas, NV, 89148	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414856	CLM	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-431716	CLM	Carol Lane	1971-04-14	UHC-55885-02	—	1038 Apache Blvd, Dallas, TX, 75207	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-432552	CLM	Charles Wang	1970-06-14	—	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405407	CLM	Keith Ortega	1978-12-20	UHC-38565-14	—	2270 Ocean Ave, San Diego, CA, 92170	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400954	CLM	Camila Santos	1951-11-20	—	6823136559	4386 Lake View Rd, Seattle, WA, 98115	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-410291	CLM	Karen Morrison	1985-06-12	UHC-03154-63	9417035798	9358 Mountain View Dr, Fresno, CA, 93727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407644	CLM	Butler K Betty	1956-11-26	UHC-72899-24	5786329064	1390 Jefferson Ave, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-427253	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	9613435454	8220 Ocean Ave, Jacksonville, FL, 32219	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406981	CLM	Carlos Maldonado	1954-08-02	UHC-50356-95	—	2025 Valley View Dr, Columbus, OH, 43257	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411385	CLM	Nathan Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-432643	CLM	Hiroshi Peterson	1947-08-28	—	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431891	CLM	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-418591	CLM	Arjun Ward	1958-02-24	UHC-59588-89	—	5039 Washington St, Minneapolis, MN, 55449	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-405773	CLM	Jack V Armstrong	1966-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA, 30356	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404001	CLM	Arjun Ray	1963-03-12	UHC-68947-52	—	5602 Camelback Rd, Atlanta, GA, 30305	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427790	CLM	Paul E Schmidt	1957-07-26	UHC-33818-80	—	6695 Washington St, Nashville, TN, 37229	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more

2,633 rows, page 32 of 53Previous Next