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-416283	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428192	CLM	Rebecca Campbell	1938-06-11	UHC-89802-47	5877750928	7151 Church St, Austin, TX, 78776	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400996	CLM	Diane Washington	1971-08-01	UHC-22655-79	—	6998 Bayshore Dr, Plano, TX, 75068	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417557	CLM	Barbara Hansen	1998-05-22	—	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-427507	CLM	Brucce Q Peterson	1945-11-18	UHC-86369-01	—	6573 Harbor Blvd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413583	CLM	Jacqueline Padilla	1984-07-25	—	6917465292	8450 Cedar Ln, Fresno, CA, 93782	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413824	CLM	Nathan Barnes	1986-05-06	—	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408826	CLM	Juan Ellis	1996-07-02	—	—	3402 River Rd, Eden Prairie, MN, 55362	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-427275	CLM	Maria Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418839	CLM	Jonathan Aguilar	1951-05-10	UHC-85529-50	7305567436	9826 Indian School Rd, Atlanta, GA, 30393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411040	CLM	Martha Gomez	1944-05-11	UHC-87887-56	—	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404156	CLM	Wayne Luna	1962-06-10	UHC-07761-24	5749302894	9398 Willow Ct, Chandler, AZ, 85235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417438	CLM	Samuel Rodriguez	1957-12-02	—	—	9608 Meadow Ln, Plano, TX, 75018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428110	CLM	Roger Castillo	1946-10-01	UHC-31070-65	2033763683	5121 Pine Dr, Tempe, AZ, 85261	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431640	CLM	Sofia Scott	1969-07-19	UHC-21371-17	—	6149 Cedar Ln, Eden Prairie, MN, 55365	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407834	CLM	Roger X Stephens	1991-01-11	UHC-94066-98	—	8151 Indian School Rd, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405588	CLM	Omar Rchardson	1941-06-13	—	7725403106	8804 Baseline Rd, Chandler, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-407922	CLM	Donald Aguilar	1950-07-15	UHC-95936-49	—	3477 Bayshore Dr, Columbus, OH, 43241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401500	CLM	Judy Nguyen	1972-11-15	UHC-34093-90	—	5497 Main St, Columbus, OH, 43277	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424275	CLM	Charlees Murray	1952-01-15	—	6703295030	5473 Mesa Dr, San Diego, CA, 92199	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415902	CLM	Elijah Montgomery	1956-12-07	UHC-48585-51	7243062712	6026 Sage Ct, Denver, CO, 80230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414844	CLM	Arjun Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct, Denver, CO, 80212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408251	CLM	Alan White	1942-05-22	UHC-81845-87	3539097086	353 Pine Dr, Houston, TX, 77089	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418780	CLM	Ronald Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418743	CLM	Jonathan Cook	1942-03-15	—	2974784500	5864 Indian School Rd, Los Angeles, CA, 90022	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427058	CLM	Jesse Wright	1964-05-28	UHC-52441-48	—	8687 Central Ave, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426239	CLM	David Day	1970-01-08	—	—	7470 Park Pl, Denver, CO, 80292	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411502	CLM	Teresa Lewis	2000-06-26	UHC-48359-03	7245321142	7045 Meadow Ln, Dallas, TX, 75282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428665	CLM	Beverly Rose	1983-07-12	—	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424477	CLM	Diana Turner	1970-11-06	UHC-55479-79	7939690217	3212 Lake View Rd, Gilbert, AZ, 85235	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405972	CLM	Maria T Bryant	2000-07-28	—	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411064	CLM	Sandra Y Morgn	1939-05-20	UHC-28897-69	5673191559	1706 Palm Dr, Denver, CO, 80287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400733	CLM	Gerald McDonald	1968-02-01	UHC-64585-32	—	4413 Maple Ave, Fresno, CA, 93789	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421640	CLM	Janet W Myers	1974-03-13	—	—	2841 Sage Ct, Gilbert, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424594	CLM	Bruce Munoz	1993-08-13	UHC-93815-58	—	5523 Harbor Blvd, Tampa, FL, 33606	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420994	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407769	CLM	Santiago Q Olson	1948-08-18	UHC-28731-61	6347264569	9184 Camelback Rd, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402900	CLM	Elizabeth Mendez	1942-01-06	—	—	9808 Apache Blvd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410014	CLM	Lane Arthur	1971-08-10	UHC-60748-08	2012219236	7691 Elm St, Fresno, CA, 93720	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-427277	CLM	Maria H Stewart	2006-12-26	—	2098852771	9251 Pine Dr, Eden Prairie, MN, 55398	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407624	CLM	Betty Perkins	1987-12-19	—	—	938 Central Ave, Denver, CO, 80257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424597	CLM	Jerry Perkins	1960-02-18	—	4963183625	1106 Mesa Dr, Nashville, TN, 37212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423517	CLM	Jesse Thompson	1963-09-17	UHC-41852-91	—	1326 Indian School Rd, Gilbert, AZ, 85279	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413934	CLM	Scott Richards	1991-01-23	UHC-45156-18	8747946288	4546 Oak St, Nashville, TN, 37202	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415913	CLM	Harold Little	2004-10-04	—	—	7239 Maple Ave, Tampa, FL, 33601	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432570	CLM	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429742	CLM	Jancie Nichols	1956-07-20	UHC-09999-74	—	6905 Hillcrest Rd, Charlotte, NC, 28226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430473	CLM	Elijah Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404800	CLM	Larry N Ried	1955-09-02	UHC-25768-96	5346119525	6846 Main St, Charlotte, NC, 28259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401419	CLM	Priya Li	1944-12-01	UHC-86490-50	8196221582	9388 Central Ave, Chandler, AZ, 85242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 112 of 263Previous Next