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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424666	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411700	CLM	Mateo King	1951-02-19	—	6123188216	4459 Hillcrest Rd, Tempe, AZ, 85203	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423423	CLM	Carolyn Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418905	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St, Plano, TX, 75029	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406095	CLM	Alan W Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401620	CLM	Diaana Rice	2002-10-03	—	—	4811 Maple Ave # 691, Fresno, CA, 93701	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421125	CLM	Madison Wilson	2002-03-26	UHC-28652-33	9572336299	5217 Ocean Ave, San Antonio, TX, 78227	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426414	CLM	Julie Rojas	1950-04-23	UHC-51780-16	—	5396 Meadow Ln # 484, San Diego, CA, 92139	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429143	CLM	Heather Nelson	—	—	—	3480 Main St, Plano, TX, 75059	0.50	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422373	CLM	Jessica Q Sanchez	1948-10-19	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410594	CLM	Alice Pierce	1941-03-26	UHC-24760-22	—	217 Washington St # 973, Austin, TX, 78784	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414701	CLM	Alexander Washington	1959-07-09	UHC-78887-44	—	5736 River Rd # 502, San Antonio, TX, 78247	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-408265	CLM	Alice Duncan	1962-04-05	UHC-66041-95	—	4992 Church St # 454, Seattle, WA, 98161	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408730	CLM	Maria Fernandez	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.50	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-423012	CLM	Hiroshi R Peterson	1968-09-04	UHC-61159-02	—	2708 Oak St, Miami, FL, 33131	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407064	CLM	Stephanie V Hart	1987-08-13	—	8822966984	9207 Park Pl, Austin, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412185	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412186	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404227	CLM	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432156	CLM	Kelly Gutierrez	1990-10-16	—	8907917505	6693 Maple Ave, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-402270	CLM	Camila Martinez	1995-03-24	—	—	3375 Mesa Dr, Atlanta, GA, 30375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412240	CLM	Frances Franklin	1938-06-05	UHC-89412-68	4502794185	9513 Sage Ct, Dallas, TX, 75243	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414360	CLM	Nathan Fowler	2000-07-09	UHC-98829-17	—	8976 Pine Dr, Nashville, TN, 37233	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411154	CLM	Joyce N Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-430770	CLM	Andrea Kim	1939-01-18	UHC-58093-27	—	152 Market St, Houston, TX, 77022	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406195	CLM	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave Apt 40, Jacksonville, FL, 32210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400938	CLM	Kevin Payne	2008-05-06	UHC-21244-87	8747611782	288 Spring St, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423998	CLM	Frank L Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430241	CLM	Austin Robinson	1955-04-05	—	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432052	CLM	Abigail Wbeb	—	UHC-21830-24	7767183780	7718 Harbor Blvd, Chandler, AZ	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432586	CLM	Jose Walker	1967-09-02	UHC-06820-75	—	687 Baseline Rd # 629, Dallas, TX, 75246	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410100	CLM	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414936	CLM	Tyler Gray	2005-10-24	—	—	3159 Harbor Blvd # 564, Glendale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

16,411 rows, page 29 of 329Previous Next