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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+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-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-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-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-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
CLM-423962	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
CLM-416266	CLM	Jonathan Weaver	1970-01-17	UHC-41663-21	8689333157	7790 Park Pl, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418683	CLM	Willyam Reid	2005-08-01	—	8777096726	7293 Elm St, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422706	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	—	2093 Bayshore Dr, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428531	CLM	Virginia Kim	1945-08-11	UHC-47194-23	9334591023	4941 Mesa Dr, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405593	CLM	Catherine Morrison	2008-01-27	—	—	4880 Ocean Ave, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426752	CLM	Raymond Vargas	1949-03-02	UHC-85125-76	—	5047 Spring St, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402271	CLM	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	6413 Grand Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406306	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406305	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411759	CLM	Jacquleine D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-422443	CLM	Emma B Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424371	CLM	Roger Sanders	1954-05-05	—	2283317495	5786 Grand Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-431502	CLM	Martha Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419968	CLM	Judy U Ward	1978-11-04	UHC-61206-39	—	931 Sunset Blvd, San Antonio, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-414397	CLM	Satiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402862	CLM	Jason White	1971-04-05	—	—	4266 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413781	CLM	Logan Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414653	CLM	Watkins Jacob	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411435	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411434	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401020	CLM	Frances Williamson	1987-05-23	UHC-65634-96	—	128 Desert Sky Blvd, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432489	CLM	Daniel J Sanders	1954-08-15	—	9524203403	9364 Washington St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429481	CLM	Denise Obrien	1947-05-13	UHC-16406-79	—	9137 Indian School Rd, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411149	CLM	Noah Burns	2000-03-03	—	5035800367	7504 Broadway, Tampa, FL	0.64	Name split from “Last, First”Phone reformatted Address re-cased ZIP missing+2 more
CLM-424925	CLM	Doris T Ford	1958-02-28	—	9162660020	1242 Lake View Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425541	CLM	Jason Rose	1967-10-22	UHC-44955-22	—	4069 Pine Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401444	CLM	Susan Andrews	1986-06-20	UHC-26506-24	9784989022	8184 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427502	CLM	Vincent Bishop	1981-04-20	UHC-95571-57	—	2787 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407671	CLM	Chris Diaz	1940-11-27	UHC-69730-93	—	3368 Oak St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

2,072 rows, page 20 of 42Previous Next