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 “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
PRV-29058	PRV	Catherine B Lne	2007-10-27	UHC-93377-92	—	3738 Apache Blvd, Sacramento, CA, 95896	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28604	PRV	Don Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28041	PRV	Randy D Lawrence	1968-05-03	—	9124050085	4612 Highland Ave, Charlotte, NC, 28283	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20061	PRV	Brandon D Benett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28546	PRV	Larry Taylor	1939-04-10	—	—	3402 Ocean Ave, Tampa, FL, 33652	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23292	PRV	Mason Gardner	1957-02-01	UHC-03087-94	5132816326	1165 Oak St, Tucson, AZ, 85786	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26889	PRV	Bryan Perez	1989-08-17	—	—	4600 Canyon Rd, Tempe, AZ, 85234	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21766	PRV	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	6609 Market St, Houston, TX, 77037	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29209	PRV	Adrea Aguilar	1971-03-17	—	2864847135	8116 Indian School Rd, Scottsdale, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25437	PRV	Dorothy Griffin	1944-12-26	—	4564782435	3855 Spring St, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26175	PRV	Christopher Castro	2005-02-27	—	3014325148	1841 Maple Ave, Las Vegas, NV, 89108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24163	PRV	Rachel Kellly	1944-02-27	UHC-94298-23	8564026237	572 Market St, Chandler, AZ, 85231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22830	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20040	PRV	Hannah Campbbell	2007-04-15	—	3255178293	9710 Canyon Rd, Phoenix, AZ, 85099	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24237	PRV	Ashley O Valdez	1999-02-10	—	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22333	PRV	Alan U Patterson	2007-11-15	UHC-71714-83	8663359802	5417 Baseline Rd, Seattle, WA, 98140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28733	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21179	PRV	Ryan Rivera	1974-02-14	—	6632318902	6236 Desert Sky Blvd, Mesa, AZ, 85258	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27876	PRV	Pamela Shaw	1999-12-17	UHC-66394-29	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24097	PRV	Kyle Young	1957-11-24	—	2117034491	5907 Harbor Blvd, San Antonio, TX, 78231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24212	PRV	Jason Ortega	1941-09-03	UHC-52395-15	—	8529 Indian School Rd, Seattle, WA, 98166	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24806	PRV	Gloria Miller	1988-09-11	—	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28050	PRV	Maria W Munoz	1966-03-01	—	5747756207	8893 Sage Ct, Minneapolis, MN, 55424	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25439	PRV	Bobby Wright	1995-04-03	—	—	8097 Central Ave, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22309	PRV	Scott X Long	2005-01-19	—	3365227421	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26225	PRV	Ethan T Bowman	1986-05-20	—	6579669526	1390 Mesa Dr, San Diego, CA, 92126	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20549	PRV	Ana Garcia	2003-05-13	—	—	7115 Ocean Ave, Denver, CO, 80252	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27811	PRV	Ahmed J Hoffman	1987-02-08	—	7696889136	7858 Spring St, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28428	PRV	Michael Rios	1961-08-23	—	2537291705	9120 Lake View Rd, Los Angeles, CA, 90097	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23994	PRV	Henry Dean	1970-09-10	—	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23993	PRV	Henry Dean	1970-09-10	—	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26275	PRV	Douglas Padilla	1983-05-27	UHC-70673-95	6709213908	6987 Park Pl, Atlanta, GA, 30312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25515	PRV	Sofia Mendozza	1974-07-26	—	6813668192	527 Union St, Scottsdale, AZ, 85233	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28568	PRV	Theresa Stephens	1963-10-20	—	8785544791	5288 Market St, Tempe, AZ, 85225	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20750	PRV	Megan Wells	1981-11-20	UHC-49630-57	4495837635	3063 Desert Sky Blvd, Tampa, FL, 33660	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27909	PRV	Susan Morrison	1959-02-28	—	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21196	PRV	Arjun Stephens	1978-12-06	—	3999441594	7955 Mesa Dr, Austin, TX, 78710	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21459	PRV	Timothy Lopez	1945-01-15	—	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26185	PRV	Russell G Bell	2006-04-02	—	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26646	PRV	Meriana Rios	1962-04-19	UHC-75754-51	8695158736	9238 Washington St, Orlando, FL, 32816	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28205	PRV	Beverly Williams	1987-03-25	—	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21256	PRV	Sanchez V Dennis	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26532	PRV	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24519	PRV	Jerry Foster	2005-12-20	—	2649135799	1403 Ridge Rd, San Antonio, TX, 78278	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26446	PRV	Maria Delgado	1987-03-02	UHC-94171-32	3368181307	5393 Grand Ave, Los Angeles, CA, 90026	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26624	PRV	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27180	PRV	Billy M Burns	1994-09-28	—	6327330132	1909 River Rd, Columbus, OH, 43251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29341	PRV	Alexis Reed	1955-03-05	UHC-79076-73	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28438	PRV	Joyce T Johnson	1994-08-04	—	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23042	PRV	Yuki Powell	1971-05-24	—	8512237099	402 Lincoln Way, Glendale, AZ, 85390	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,405 rows, page 75 of 109Previous Next