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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28471	PRV	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-22624	PRV	Martha Soto	1957-12-05	—	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-21048	PRV	Diego George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-28632	PRV	Kelly Perkins	2001-10-04	—	3754442854	6401 Washington St, Plano, TX, 75011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-28259	PRV	Brandon Coollins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22563	PRV	Roger Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29331	PRV	Gloria Robinson	1986-05-28	—	2456991630	5674 Maple Ave, Seattle, WA, 98173	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22665	PRV	Danielle K Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23449	PRV	Scott Cruz	1990-03-08	—	4296522500	3854 Cedar Ln # 320, Austin, TX, 78740	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23192	PRV	Debra Vargas	1992-12-13	—	7427833185	7717 Hillcrest Rd, Tempe, AZ, 85269	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-26313	PRV	Linda Howard	1950-05-15	UHC-68897-62	3143961765	6346 Market St # 936, Tampa, FL, 33614	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25593	PRV	Sophia I Hill	1996-03-13	—	7346564859	7644 Hillcrest Rd, Houston, TX, 77057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24641	PRV	George Bryannt	1965-11-15	—	9212495557	2407 Bayshore Dr, San Diego, CA, 92181	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22179	PRV	Jordan Harris	1951-12-25	—	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28082	PRV	Josh I Gybson	1987-11-05	UHC-80149-44	3983453076	4752 Washington St, Tempe, AZ, 85232	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29568	PRV	Rebekca Salazar	1944-09-24	—	7017061648	5115 Grand Ave, Glendale, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20504	PRV	Judy Schultz	1971-11-05	UHC-68917-11	6744583506	4311 Sage Ct, Mesa, AZ, 85235	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27186	PRV	Heather Brooks	1978-07-08	—	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27250	PRV	Joyce Sanchez	1966-10-24	UHC-16910-09	—	2620 Market St, Las Vegas, NV, 89104	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25619	PRV	Kevin F Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21075	PRV	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd # 161, Mesa, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-28175	PRV	Laura Arnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22597	PRV	Ethan Ramos	2005-04-01	—	4943074464	7771 Spring St, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23240	PRV	Mason R Wagner	1966-04-13	—	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27722	PRV	Judy Nelson	1952-10-02	—	7873525343	5320 River Rd, Tucson, AZ, 85710	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28518	PRV	Kayla Mitchell	1985-01-11	—	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-22458	PRV	Abigail Simmons	1944-10-04	—	2564847168	5286 Cedar Ln, Eden Prairie, MN, 55328	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29389	PRV	Henry K Ellis	1950-01-01	—	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

3,124 rows, page 7 of 63Previous Next