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-414273	CLM	Fatima I Armstrong	1995-10-03	—	7906008312	790 Bayshore Dr, Austin, TX, 78706	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417323	CLM	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419203	CLM	Timothy Henry	1955-01-07	—	3277416921	8414 Bayshore Dr, Nashville, TN, 37221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416505	CLM	Keith Henderson	2002-10-07	UHC-64718-07	8589263470	2594 Washington St, Sacramento, CA, 95811	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418569	CLM	Sue Alvarez	1965-11-01	UHC-58484-22	8814367108	8399 River Rd, San Diego, CA, 92108	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402216	CLM	Kevin Garcia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA, 98138	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409798	CLM	Justin O Vargas	2004-09-15	—	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411521	CLM	Franklin Abigail	2001-09-17	—	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413397	CLM	Alice Welch	1956-09-18	UHC-35128-70	2312301239	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-408516	CLM	Larry Spencer	1961-04-01	—	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403159	CLM	Diana Reid	2000-02-01	—	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431613	CLM	Logan Hamilton	1950-02-15	—	4669453707	1168 Sage Ct, Jacksonville, FL, 32291	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428445	CLM	Mike Holmes	1999-05-15	—	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407099	CLM	Russell G Dunn	1949-05-22	—	3372255124	7831 Baseline Rd, Dallas, TX, 75201	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426208	CLM	Kyle Lawrence	1997-10-11	—	6142221488	6147 Lincoln Way, Fresno, CA, 93707	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426892	CLM	Jason V Murray	1991-08-18	—	5795572501	6816 Willow Ct, Charlotte, NC, 28277	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411015	CLM	Brittany E Ellyott	1979-05-06	—	5669263223	9358 Pine Dr, Miami, FL, 33137	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422124	CLM	Sara Estrada	1946-01-01	—	7713627179	2636 Forest Ave, Jacksonville, FL, 32276	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404193	CLM	Mei Morris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418323	CLM	Omar Moore	2004-07-06	UHC-47663-42	2598112902	6676 Central Ave, Columbus, OH, 43232	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420842	CLM	Jeffrey Weaver	1959-01-20	UHC-44776-24	7788541598	1047 Broadway, Miami, FL, 33153	0.78	Phone reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403332	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr, Gilbert, AZ, 85236	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401466	CLM	Barbara Ruiz	1989-09-07	—	6187903132	2288 River Rd, Chandler, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422219	CLM	Henrry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402555	CLM	Bruce W Maldonado	1975-04-15	—	5343997606	9375 Union St, Tucson, AZ, 85738	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-415600	CLM	Aisha G Anderson	1978-10-20	—	2567460705	2830 Indian School Rd, Plano, TX, 75054	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401212	CLM	Ann Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413673	CLM	Jerry Phillips	1959-10-23	—	8419976554	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-415355	CLM	Kenneth Kannedy	1997-07-03	UHC-75623-35	5638666962	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-411342	CLM	Olivia Stewart	1941-01-24	UHC-02547-28	3936349878	2403 Valley View Dr, Gilbert, AZ, 85278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419751	CLM	Teresa Lawrence	1988-05-24	UHC-66781-07	2085231004	5047 Pine Dr, Houston, TX, 77082	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419916	CLM	John Mendez	1971-06-11	UHC-77811-84	3965957617	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-415845	CLM	Kayla Simmons	1946-05-05	—	4779048063	5269 Ridge Rd, Gilbert, AZ, 85223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425408	CLM	Kelly Herrera	1953-01-10	UHC-57765-55	4074771215	2612 Canyon Rd, Austin, TX, 78750	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413467	CLM	Shirley K Perry	1956-12-24	UHC-20729-08	6257097016	8830 Lake View Rd, Tempe, AZ, 85286	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415690	CLM	Dan Alvarez	1958-08-14	UHC-31999-02	4345154046	9509 Desert Sky Blvd, Dallas, TX, 75212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409282	CLM	Rachel Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd # 867, San Antonio, TX, 78241	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-432767	CLM	Doris Meyer	1960-12-20	—	3279824386	7944 Valley View Dr, Plano, TX, 75036	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417405	CLM	Jeremy Palmer	1947-11-07	UHC-42860-23	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407919	CLM	Debra Price	1948-07-26	UHC-28103-90	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403022	CLM	Keith Wood	1941-02-22	—	6685826424	8529 Hillcrest Rd, Fresno, CA, 93767	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408473	CLM	Chreyl Carlson	2007-10-10	—	8083409068	9015 Meadow Ln, Austin, TX, 78749	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-420234	CLM	Karen Q Ruiz	1943-08-01	—	9193230121	5995 Sage Ct, Austin, TX, 78782	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406551	CLM	Ronald Mason	2007-07-18	UHC-00287-86	6146304795	8350 Desert Sky Blvd, Charlotte, NC, 28280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406323	CLM	Sara Carter	1945-03-08	—	4575658982	4145 Lake View Rd, Phoenix, AZ, 85097	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424816	CLM	Amy Mendoza	1961-09-18	—	7684464749	4346 Hillcrest Rd, Orlando, FL, 32861	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416826	CLM	Abigail Kelly	2001-07-26	UHC-62505-47	3012395137	3327 Oak St, Sacramento, CA, 95875	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 126 of 240Previous Next