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

Provider network, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23551	PRV	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
PRV-21932	PRV	Heather Hawkins	1940-09-04	—	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21822	PRV	Natalie Hanson	1962-09-17	UHC-59968-41	9593110005	5459 Broadway, Seattle, WA, 98151	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-21085	PRV	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-25502	PRV	Roy Q Simpson	1956-07-16	—	9677755119	9767 Harbor Blvd, Gilbert, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-21761	PRV	Gerald Richardson	1957-04-11	—	—	1747 Sage Ct, Gilbert, AZ, 85254	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
PRV-23070	PRV	Victoria Contreras	1974-07-19	—	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23289	PRV	Mariana Hert	1950-10-09	UHC-94804-40	6403280672	4835 Pine Dr, Scottsdale, AZ, 85211	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-22400	PRV	Sofia Porter	2002-07-04	—	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.78	Phone reformatted SSN last four extracted State code upper-cased Whitespace trimmed+1 more
PRV-24511	PRV	Lawrence S Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
PRV-22477	PRV	Evelyn Oliver	1968-04-04	—	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Phone reformatted City re-cased State code upper-cased Gender normalised+1 more
PRV-21284	PRV	Cynthia Rojas	1979-06-02	—	9749992783	5677 Mesa Dr, Charlotte, NC, 28264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27627	PRV	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-29072	PRV	Lauren Snyder	1956-08-01	—	6469188966	4984 Lincoln Way, Chandler, AZ, 85266	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-25373	PRV	Logan Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-24007	PRV	Russell J Le	1978-09-17	—	4832926556	5812 Spring St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27996	PRV	Medina Billy	1947-04-11	—	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-23669	PRV	Abigail Alexander	1940-03-04	UHC-74593-20	—	6190 Indian School Rd, Atlanta, GA, 30392	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27106	PRV	Gerald Ellis	1997-07-28	UHC-40481-26	—	3286 Washington St, Phoenix, AZ, 85033	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28358	PRV	Matthew P Rodriguez	1955-09-11	—	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-29509	PRV	Michael Z Baker	1986-06-09	UHC-59475-73	6973352647	9543 Ocean Ave, Tempe, AZ, 85202	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21615	PRV	Mason Gomez	1962-04-19	—	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-24503	PRV	Hiroshi Baker	1982-11-19	UHC-72853-63	—	4990 Harbor Blvd, Orlando, FL, 32847	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28869	PRV	Deborah Gordon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-20918	PRV	Nancy N Brooks	2002-03-20	—	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
PRV-25392	PRV	Larry Burke	1976-07-03	UHC-81346-65	6168760776	4801 Willow Ct, Tucson, AZ, 85722	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-23686	PRV	Henry Tucker	1952-11-16	—	7985451731	242 Washington St, Nashville, TN, 37277	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
PRV-20963	PRV	Grace Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25174	PRV	Santiago Romero	1978-11-20	—	8829723793	2666 Forest Ave, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-24829	PRV	Hannah Porter	2007-10-26	UHC-06283-41	6189332176	2195 Mesa Dr, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24844	PRV	Arthur Wagner	1954-06-18	UHC-89496-41	5802720480	6277 Spring St, Tempe, AZ, 85224	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
PRV-24276	PRV	Rob Duncan	1956-10-18	UHC-28650-79	8733497340	7875 Jefferson Ave, Las Vegas, NV, 89148	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
PRV-28663	PRV	Anna Harvey	1968-10-09	—	—	3429 Forest Ave Apt 31, Chandler, AZ, 85274	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
PRV-29535	PRV	Sara Richardson	1969-10-24	UHC-63949-90	3028815493	7411 Lake View Rd, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-26499	PRV	Alan Pery	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-22157	PRV	Carl Taylor	1939-12-17	—	6119278812	8064 Broadway, San Antonio, TX, 78204	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-20528	PRV	Abigail Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-29438	PRV	Jerry Y Watson	1983-04-17	—	6833821024	7251 Grand Ave, Sacramento, CA, 95840	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
PRV-26975	PRV	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
PRV-24021	PRV	Anna Alvarez	1944-08-10	UHC-05857-44	—	4436 Willow Ct, Eden Prairie, MN, 55347	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-26563	PRV	Pat Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
PRV-22966	PRV	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave # 984, Charlotte, NC, 28284	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
PRV-24873	PRV	Priya Castro	1941-10-01	—	—	1086 Oak St, Seattle, WA, 98156	0.80	Two-digit birth year State code upper-cased Email lower-cased Placeholder values cleared
PRV-27043	PRV	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.82	State code upper-cased Gender normalised Placeholder values cleared
PRV-29001	PRV	Larry Hansen	1999-08-13	—	4752587529	5799 Union St, Tucson, AZ, 85752	0.84	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-25110	PRV	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave, San Antonio, TX, 78219	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-26922	PRV	Amber L Roberts	1973-04-15	UHC-83489-16	—	9583 Broadway, Tempe, AZ, 85295	0.88	Name re-cased Address re-cased City re-cased State code upper-cased+2 more
PRV-27797	PRV	Evelyn P Palmer	1997-04-03	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more

377 rows, page 6 of 8Previous Next