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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-26872	PRV	Scott Hughes	1997-01-24	—	3773669542	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28152	PRV	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26961	PRV	Lary Cox	—	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-25142	PRV	Janice Fernandez	1979-03-16	—	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24219	PRV	Christiian Ortega	1989-10-28	UHC-60388-18	3683619780	4157 Desert Sky Blvd, Tempe, AZ, 85254	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-23534	PRV	Natalie B Medina	1987-05-27	—	5157806512	6608 Maple Ave Apt 6, Charlotte, NC, 28262	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21306	PRV	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX, 75249	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-26079	PRV	Terry Ford	1994-10-01	—	7027235915	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
PRV-28098	PRV	Hiroshi A Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25944	PRV	Dorothy Weaver	1941-10-26	UHC-95535-78	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23046	PRV	Jsesica Y Matthews	1962-01-06	—	7459959603	938 Park Pl, Chandler, AZ, 85206	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27187	PRV	Steven Campbell	1987-11-27	—	7257192835	4595 Union St # 609, Plano, TX, 75099	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22816	PRV	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd, Charlotte, NC, 28210	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-24280	PRV	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-24207	PRV	Anna D Park	1983-12-27	UHC-82241-54	2906267195	68 Broadway, San Diego, CA	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+1 more
PRV-22852	PRV	Aisha Sttewart	1943-12-10	—	6523857271	2865 Apache Blvd, Chandler, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22512	PRV	Madison Patel	2000-01-10	UHC-54352-44	8457345964	4495 Union St, Glendale, AZ, 85390	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28227	PRV	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26743	PRV	Tyler Davis	1980-07-28	—	3612890257	3924 Bayshore Dr, Nashville, TN, 37267	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21437	PRV	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	3013 Palm Dr # 677, San Antonio, TX, 78246	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-25486	PRV	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28402	PRV	Adam Z Baker	—	UHC-26096-08	7005334140	1209 Park Pl, Eden Prairie, MN	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP missing+1 more
PRV-21892	PRV	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	—	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24252	PRV	Dorothy Taylor	1989-04-01	—	2773667436	3562 Meadow Ln, Gilbert, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-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-25455	PRV	Ann Simpson	2006-01-05	—	8725507612	2030 Central Ave, Gilbert, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-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-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-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-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

5,906 rows, page 39 of 119Previous Next