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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25692	PRV	Berry Keith	2006-04-02	—	—	810 Valley View Dr, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20010	PRV	Sarah Collins	1940-09-18	UHC-06515-42	6473272512	6195 Camelback Rd # 834, Mesa, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20816	PRV	Jordan P Joseph	1945-09-27	UHC-60507-55	7049311419	8990 Desert Sky Blvd Apt 25, Austin, TX, 78721	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23635	PRV	Denise Price	1939-12-27	UHC-27721-07	—	8071 Desert Sky Blvd, Seattle, WA, 98119	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21748	PRV	David Padilla	1992-07-28	—	—	4545 Lincoln Way, Los Angeles, CA, 90097	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27844	PRV	Beth Rodriguez	1963-12-06	UHC-01963-18	2787150921	7374 Sage Ct, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28809	PRV	Valentina Williams	1982-09-21	—	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22619	PRV	Nicole Arnold	1998-05-01	—	9122222367	7966 Market St, Fresno, CA, 93733	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23263	PRV	Patrick Jones	2003-05-09	—	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24988	PRV	Jeffrey Q Mendzoa	1965-08-12	UHC-92808-15	6374715196	3159 Canyon Rd, Dallas, TX, 75221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-28895	PRV	Alan Nguyen	1999-06-19	—	5873337715	9871 Main St, Mesa, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22432	PRV	Mateo K Clark	2006-01-06	—	8574659904	399 Mesa Dr Apt 29, Scottsdale, AZ, 85204	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22223	PRV	Roger White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22140	PRV	Lauren Howard	2002-10-01	UHC-36100-80	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24253	PRV	Perry Nicole	1952-01-17	—	5883150375	7253 Ocean Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23120	PRV	Billy Morris	1999-02-06	—	—	1727 Canyon Rd, Atlanta, GA, 30364	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-24537	PRV	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25546	PRV	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr, Tucson, AZ, 85780	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25279	PRV	Justin L Gordn	1958-09-10	UHC-93719-60	—	8913 Mountain View Dr, Phoenix, AZ, 85069	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-28299	PRV	Maria Little	—	UHC-24075-34	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24518	PRV	Sara Scott	1958-06-18	—	8893540383	9443 Broadway # 751, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-26527	PRV	Franecs G Hicks	1963-04-27	—	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25497	PRV	Ruth I Maldnoado	1989-07-03	—	—	1565 Lake View Rd, Plano, TX, 75097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26372	PRV	Victoria Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
PRV-23663	PRV	Jaccob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd Apt 28, Mesa, AZ, 85229	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27884	PRV	Angela S Ellis	1949-03-02	—	—	9545 Apache Blvd Apt 12, Fresno, CA, 93761	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20907	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr Apt 18, Scottsdale, AZ, 85213	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24612	PRV	Timothy Berry	1963-09-08	—	2184037704	3376 Spring St, Dallas, TX, 75284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20826	PRV	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26857	PRV	Camila Kelly	1962-06-14	—	8273197244	9580 Canyon Rd, Mesa, AZ, 85248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20619	PRV	Anthony Gray	1947-05-21	UHC-32028-55	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27800	PRV	Gerald K Robertson	1945-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ	0.66	Two-digit birth year Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-22663	PRV	Donna Schmidt	1983-02-23	UHC-88832-04	—	6092 Meadow Ln, San Antonio, TX, 78250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24492	PRV	Aaron Estrada	1994-05-27	UHC-74678-88	—	433 Hillcrest Rd # 854, San Diego, CA, 92122	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20094	PRV	Kyle Mason	2008-03-16	UHC-92667-29	—	5993 Bayshore Dr, Chandler, AZ, 85256	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22055	PRV	Donna B Padilla	1951-10-28	—	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25714	PRV	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25226	PRV	Jacob Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27530	PRV	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	4988 Indian School Rd, Minneapolis, MN, 55460	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28724	PRV	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24754	PRV	Doris Anderon	1940-06-16	UHC-85647-30	—	5796 Broadway, Sacramento, CA, 95828	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-26669	PRV	Kimberly Green	1987-09-27	—	8223395011	1921 Hillcrest Rd # 496, Orlando, FL, 32823	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29474	PRV	Michael Ramirez	2007-02-19	UHC-59993-39	8239850779	7881 Maple Ave Apt 1, Dallas, TX, 75205	0.66	Date of birth reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
PRV-24217	PRV	Jordan Warren	1997-06-16	UHC-42873-90	2835405830	6339 Harbor Blvd, Fresno, CA, 93779	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

9,344 rows, page 58 of 187Previous Next