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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418329	CLM	Hannah Willis	1973-05-27	UHC-29058-11	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413007	CLM	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416511	CLM	Yang Austin	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421797	CLM	Kathleen Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417793	CLM	Arjun Jimmenez	1994-06-09	—	2808052611	7369 River Rd Apt 20, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-429329	CLM	Bryan C Rose	1991-01-28	—	4813886338	3255 Broadway, Chandler, AZ, 85255	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-414557	CLM	Ashley Alvarado	1992-05-17	UHC-25866-63	5858307848	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403266	CLM	Kenneth Cooper	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403795	CLM	Brittany Vargas	2002-05-22	UHC-94718-15	2644601163	2068 Union St, Plano, TX, 75088	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
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-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-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-427639	CLM	Logan Brooks	1952-04-19	UHC-63454-26	2603003266	3578 Forest Ave, Eden Prairie, MN, 55389	0.76	Date of birth reformatted Phone 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-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-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-429798	CLM	Sandra Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.76	Date of birth reformatted Phone 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-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-426319	CLM	Abigail O Price	1964-04-17	—	6542387596	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.76	Phone reformatted 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-432165	CLM	Rachel Holmes	1982-08-28	—	5545398323	9194 Desert Sky Blvd, Los Angeles, CA, 90001	0.76	Phone reformatted Street suffix standardised Address re-cased City 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-425076	CLM	Elijah Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA, 98178	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-403924	CLM	Maggie Kelley	1961-12-02	UHC-54895-40	8794440866	6289 Jefferson Ave, Las Vegas, NV, 89138	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423666	CLM	Frances Morrison	1943-06-13	—	4013722830	6190 Camelback Rd, Minneapolis, MN, 55403	0.76	Phone reformatted Street suffix standardised Address re-cased City 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-424113	CLM	Thomas Lee	1944-08-16	UHC-50821-71	5962111858	1963 Sunset Blvd, Austin, TX, 78757	0.76	Phone reformatted 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-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-416630	CLM	Denise Schmidt	1969-05-02	UHC-99733-49	8507626288	3988 Mesa Dr, Mesa, AZ, 85273	0.76	Date of birth reformatted Phone 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
CLM-409464	CLM	Harold West	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410052	CLM	Peter A Myers	1968-11-17	—	9058592669	5045 Church St, Glendale, AZ, 85310	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426517	CLM	John Payne	1947-12-01	UHC-58602-12	4165285691	4417 Hillcrest Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402511	CLM	Olivia I Hut	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-414322	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more

11,960 rows, page 109 of 240Previous Next