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-415702	CLM	Austin Kennedy	1996-05-24	—	—	919 Ocean Ave, Seattle, WA, 98175	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408971	CLM	Meyer Diego	1940-12-11	—	—	7254 Sunset Blvd # 940, Seattle, WA	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-431711	CLM	Diane Y Fuller	1957-04-08	UHC-00407-07	—	5890 Apache Blvd, Houston, TX, 77064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406302	CLM	Joyce Palmer	1980-11-24	UHC-68741-60	—	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-409944	CLM	Gerald Carpenter	1978-05-07	—	—	6030 Meadow Ln # 400, Tucson, AZ, 85772	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401656	CLM	Albert Salazar	1970-06-22	—	—	7410 Forest Ave, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403917	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	8276 Desert Sky Blvd, Orlando, FL, 32828	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-406498	CLM	Cynthia N Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431834	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431833	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423478	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-401457	CLM	Teresa Hill	1990-08-22	—	—	8639 Meadow Ln, Seattle, WA, 98178	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-415831	CLM	Sara Little	1981-10-12	UHC-34139-98	—	5850 Jefferson Ave, Plano, TX, 75086	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-406004	CLM	Janice Roberts	1981-08-28	UHC-08282-28	—	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-414914	CLM	Karen Reid	2007-11-19	—	—	8686 Bayshore Dr, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401341	CLM	Catherine Ellis	1939-12-19	—	—	3991 Park Pl Apt 38, Chandler, AZ, 85202	0.66	Name re-cased Unit split from street State code upper-cased Gender normalised+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-428378	CLM	Cheryl Bradley	1981-08-26	—	—	1119 Lake View Rd, Orlando, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423975	CLM	Luis Hunt	1946-03-12	UHC-94658-36	—	884 Washington St, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-424317	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-430604	CLM	Elizabeth Lane	1984-04-14	—	3724998421	8892 Apache Blvd # 967, Minneapolis, MN, 55483	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-407744	CLM	Rebecca Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402883	CLM	Diana P Evans	1997-04-15	—	—	5623 River Rd, Phoenix, AZ, 85007	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
CLM-407972	CLM	Margaret Hughes	1954-04-12	UHC-43067-83	—	9478 Central Ave, Mesa, AZ, 85280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406157	CLM	Beverly Freeman	1963-07-23	UHC-77741-84	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-425123	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	3033327011	7120 Washington St, Tucson, AZ, 85751	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-403190	CLM	Douglas Tran	1989-11-23	UHC-80256-41	—	3176 Jefferson Ave, San Diego, CA, 92141	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-402222	CLM	Kimberly Crawford	1995-10-25	UHC-52893-38	—	3927 Ocean Ave, Dallas, TX, 75218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407218	CLM	Bobby Wang	1988-10-27	—	8244797281	8463 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403208	CLM	Paul Holmes	1975-10-09	UHC-92596-05	—	8631 Canyon Rd, Scottsdale, AZ, 85245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-413084	CLM	Hiroshi Rogers	1987-08-07	UHC-98848-91	—	3858 Baseline Rd # 604, Miami, FL, 33173	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

30,862 rows, page 151 of 618Previous Next