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-415356	CLM	William H Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr, Miami, FL, 33102	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406869	CLM	Virginia Carr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-424424	CLM	Jacob N Gunzales	2003-01-01	UHC-27782-30	3134028045	3611 Jefferson Ave # 163, Dallas, TX, 75220	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-408305	CLM	Brenda Banks	1977-01-16	—	3395057655	1732 Lincoln Way, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409289	CLM	Benjaimn Moreno	2000-08-10	—	—	1642 Maple Ave, Austin, TX, 78737	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427768	CLM	Madison U Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426029	CLM	Debra Jimenez	1996-05-16	UHC-59536-77	7399225717	8170 Maple Ave, Gilbert, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430632	CLM	Sophia M Soto	1949-02-25	UHC-01510-29	—	8505 Ridge Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409678	CLM	Chhristine Alexander	1943-08-26	—	—	1503 Valley View Dr, San Diego, CA, 92198	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425390	CLM	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420983	CLM	Rayomnd Mendez	2005-06-03	—	7887098471	3227 Mountain View Dr, Atlanta, GA, 30321	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429156	CLM	Peter Baker	1945-12-21	UHC-62009-75	—	7980 Union St, San Antonio, TX, 78275	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427927	CLM	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
CLM-428536	CLM	Victoria Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ, 85292	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418184	CLM	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432354	CLM	Lidna Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425240	CLM	Isabella Garrett	1940-11-15	UHC-46454-70	9362653325	571 Camelback Rd, Plano, TX, 75096	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419465	CLM	Steve J Holmes	1944-09-14	—	4515378815	554 Bayshore Dr, San Diego, CA, 92185	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427285	CLM	Nathn T Lynch	1954-09-02	—	3142168911	9410 Union St, Columbus, OH, 43251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426797	CLM	Cheryl L Walker	1988-04-19	—	6334351757	8642 Main St, Eden Prairie, MN, 55343	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426328	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426327	CLM	Frank Fernandez	1987-09-07	—	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419626	CLM	Donna P Young	1959-04-09	UHC-09777-54	—	9562 Grand Ave, Tampa, FL, 33640	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424458	CLM	Lawrence Romero	1970-10-18	UHC-27180-85	4866332633	5729 Mountain View Dr, Mesa, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412447	CLM	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408216	CLM	Maison Valdez	1998-11-17	—	6739355469	1204 Washington St, Gilbert, AZ, 85234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418572	CLM	Danielle Day	2005-07-09	—	5927859778	893 Harbor Blvd, Sacramento, CA, 95805	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411772	CLM	Natalie Fernandez	1950-09-17	—	4152030125	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420070	CLM	Chistine I Olson	1984-12-03	UHC-78090-69	8264811734	7619 Pine Dr, Fresno, CA, 93738	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402936	CLM	Benjamin I Lane	1991-08-02	UHC-13318-15	4432991150	284 Market St, Glendale, AZ, 85365	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416112	CLM	Roger B Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420247	CLM	Alexis Pierce	1993-07-12	UHC-68771-50	4446007236	4047 Spring St, Miami, FL, 33173	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418623	CLM	Scott Bowman	1972-06-20	—	8954096440	2445 Sage Ct, Chandler, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403182	CLM	Tim Arold	1943-09-15	UHC-84821-07	—	3789 Desert Sky Blvd, Orlando, FL, 32882	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
CLM-404498	CLM	Rachel X Knight	1990-08-23	UHC-63561-18	8985731283	8387 Willow Ct, Gilbert, AZ, 85230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404701	CLM	Joeph Obrien	1978-10-10	UHC-03406-45	—	464 Forest Ave, Jacksonville, FL, 32266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424387	CLM	Nicholas A Kelley	1975-12-01	UHC-74114-72	8367944475	6841 Main St, Atlanta, GA, 30341	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419753	CLM	Anndrew N Martin	1971-06-27	UHC-32419-05	2183477931	2187 River Rd, Plano, TX, 75003	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417594	CLM	Victoria Tucker	1990-07-28	UHC-76378-52	—	1068 Sage Ct, Tampa, FL, 33686	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402605	CLM	Frances Pierce	1938-06-09	—	—	6554 Jefferson Ave, Orlando, FL, 32892	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408071	CLM	James Rodriguez	2001-03-20	UHC-66449-14	2049632593	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431235	CLM	Martha Rice	1956-08-23	UHC-39430-11	2225403567	6052 Desert Sky Blvd, Tampa, FL, 33641	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416044	CLM	Edwards Christian	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-424177	CLM	Priya Ford	1969-05-03	UHC-66719-80	—	2159 Central Ave, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429461	CLM	Tim Jacobs	1944-08-19	UHC-20013-02	—	2140 Palm Dr, Gilbert, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404270	CLM	Benjamin Romero	1978-11-02	UHC-88365-92	—	4858 Mountain View Dr, Houston, TX, 77089	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428645	CLM	William Wong	1981-05-15	—	4207455743	7700 Palm Dr, Scottsdale, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420058	CLM	Christina Hunter	1958-08-07	—	—	8080 Palm Dr, Atlanta, GA, 30331	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402398	CLM	Elizabeth Jimenez	1945-05-25	—	—	8362 Hillcrest Rd, Columbus, OH, 43216	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 154 of 376Previous Next