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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411928	CLM	Dorothy W Williamson	1958-10-05	—	6962228594	6047 Lincoln Way, Dallas, TX, 75210	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414752	CLM	Amber P Meyer	1970-04-13	UHC-41600-72	—	3676 Spring St, Glendale, AZ, 85356	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407655	CLM	Rebecca Hernandez	1991-06-24	UHC-72721-98	6463540178	8063 Market St Apt 38, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403321	CLM	Carol Gilbert	1968-12-05	UHC-48276-15	—	6850 Maple Ave, Fresno, CA, 93725	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410015	CLM	Noah Estrada	2005-04-15	—	7749860165	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403558	CLM	Dunn Arjun	1987-02-05	—	—	3720 Indian School Rd, Miami, FL, 33165	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-400789	CLM	Alie Knight	1958-06-21	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414369	CLM	Charles N Evans	1943-08-02	—	8625377154	1969 Church St, Jacksonville, FL, 32257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400717	CLM	Andrea Collins	1997-07-26	UHC-59606-22	—	7314 Mountain View Dr, Houston, TX, 77074	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419696	CLM	Jonathan Peters	1994-07-26	—	—	4899 Indian School Rd, Los Angeles, CA, 90066	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-405864	CLM	Arthur Cole	2001-05-02	UHC-98978-15	6715417976	1857 Forest Ave, Miami, FL, 33174	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402093	CLM	Natalie Graham	1969-01-02	UHC-06183-55	—	8770 Oak St, Jacksonville, FL, 32228	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414530	CLM	Nicole Myers	1997-10-22	UHC-92949-48	—	1400 Union St, Eden Prairie, MN, 55355	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400036	CLM	Omar Williams	1994-03-17	—	7577838343	6733 Grand Ave, Miami, FL, 33178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428230	CLM	Bryan Foster	2001-12-01	UHC-42145-76	4513496968	636 Ocean Ave, Fresno, CA, 93709	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430383	CLM	Karen Mitchell	1949-09-02	—	—	5453 Spring St, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-423597	CLM	Wayne Nelson	2003-08-18	—	6403276604	4213 Spring St, Charlotte, NC, 28293	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428545	CLM	Megan Morgan	1997-09-07	UHC-81877-49	—	9294 Lake View Rd, Tempe, AZ, 85252	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401364	CLM	Donald Johnston	1945-11-27	UHC-99698-01	5666986636	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426488	CLM	Sean Jones	1947-05-03	—	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408494	CLM	Donna Allen	1979-06-17	—	—	8751 Bayshore Dr # 900, Charlotte, NC, 28299	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430316	CLM	Ethan Weber	—	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412361	CLM	Bobby Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427848	CLM	Sean Mason	1981-04-12	—	8115006873	9549 Harbor Blvd, Chandler, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425213	CLM	Ronald Reed	1957-07-28	UHC-55114-27	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428660	CLM	Kevn Rojas	1993-01-19	UHC-91709-03	—	7298 Oak St, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405717	CLM	Ed Vazquez	1995-04-15	—	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424737	CLM	Bradley Watkins	2008-04-01	UHC-12179-45	5773987294	4441 Valley View Dr, Atlanta, GA, 30329	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431454	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	—	2719 Ocean Ave, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430346	CLM	Hiroshi Tran	1986-02-04	—	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410808	CLM	Nicole N Richardson	2008-09-22	UHC-06257-82	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400521	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428679	CLM	Mike Rios	1961-08-23	UHC-88156-15	—	9120 Lake View Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411609	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	—	3519 Church St, Tempe, AZ, 85219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400910	CLM	Terry L Gibson	—	—	2212555050	5213 Spring St, Seattle, WA, 98159	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-424546	CLM	Michael Gutierrez	1953-06-19	—	—	5232 Willow Ct, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417897	CLM	Brian Hamilton	1939-06-26	—	5164634652	8951 Market St, Atlanta, GA, 30341	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424509	CLM	Bruce Cruz	1918-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423961	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 99 of 618Previous Next