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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23474	PRV	Alexander J Watkins	1951-01-04	UHC-16468-60	7905065866	4141 Meadow Ln, Columbus, OH, 43214	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22514	PRV	Joan Hanson	1970-10-28	—	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26449	PRV	Eric Walsh	1948-09-23	UHC-81765-07	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-21939	PRV	Anthony D Collins	1966-02-19	—	5729525310	1720 Pine Dr, Charlotte, NC, 28251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23600	PRV	Betty U Nichols	1980-09-27	—	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28275	PRV	Bobby Morgan	2005-12-26	UHC-41056-16	8993293453	5906 Maple Ave, Fresno, CA, 93738	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26340	PRV	Annna Greene	1986-02-14	UHC-19124-93	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29105	PRV	Karen Holmes	1997-05-28	—	9308401468	7304 Sage Ct, San Diego, CA, 92157	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22412	PRV	Jennifer M Hernandez	1993-04-16	—	5092409310	2179 Pine Dr, Los Angeles, CA, 90073	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20221	PRV	Andrea Collins	1997-07-26	—	6439421120	7314 Mountain View Dr, Houston, TX, 77074	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22347	PRV	Bryen Ryan	1983-06-11	—	9684781122	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25710	PRV	Nicole Fuller	1964-02-03	UHC-31812-89	3558306285	9697 Ocean Ave, Orlando, FL, 32847	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23486	PRV	Daniel Palmer	1976-01-03	—	7207690680	5385 Broadway, Eden Prairie, MN, 55313	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-22984	PRV	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25589	PRV	Melissa Z Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22557	PRV	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	5411 Mountain View Dr, Minneapolis, MN, 55412	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-28283	PRV	Alice Cruz	1939-01-08	—	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23692	PRV	Christina MJunk	1954-09-19	UHC-81624-09	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
PRV-29394	PRV	Steve Santiago	1963-04-22	UHC-44779-58	5734295745	7267 Hillcrest Rd, Atlanta, GA, 30320	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28185	PRV	Pamela Thompson	1997-01-21	UHC-25513-16	4082124357	5987 Forest Ave, Denver, CO, 80250	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25659	PRV	Ryan A Gonzalez	1945-02-20	—	9038917608	7455 Ridge Rd, Dallas, TX, 75209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27193	PRV	Sarah Rivera	1991-04-26	—	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24646	PRV	Mason Wong	1991-01-03	—	6776022117	4234 Willow Ct, Los Angeles, CA, 90028	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23243	PRV	Rebecca Wagner	2004-11-21	—	—	451 Mountain View Dr, Mesa, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22447	PRV	Alexander Gutierrez	1969-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26143	PRV	Pamela Brown	2003-11-10	—	—	6660 Maple Ave, Orlando, FL, 32806	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28831	PRV	Zachary U Blacck	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26303	PRV	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd # 377, Tempe, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22593	PRV	Patricia O Gomez	1940-10-24	—	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24413	PRV	Cynthia W Sanders	1982-11-05	UHC-47513-40	9096173880	3725 Central Ave, Tempe, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29308	PRV	Ruth Hudson	1966-02-12	—	7039478015	6660 Market St, Eden Prairie, MN, 55384	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24942	PRV	Melissa S Holmes	1950-12-25	UHC-70244-48	5407880357	7566 Spring St, San Antonio, TX, 78203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24939	PRV	Matthew Cruz	1944-06-17	UHC-91463-54	2134225293	7979 Pine Dr, Eden Prairie, MN, 55374	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29407	PRV	Kelly I Gutierrez	1990-10-16	UHC-76846-41	8907917505	6693 Maple Ave, Las Vegas, NV, 89123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28963	PRV	Edwerd Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH, 43209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25554	PRV	Brittany Hill	2008-08-16	—	4839580570	9432 Elm St, Orlando, FL, 32875	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25482	PRV	Sara Sanders	1984-10-03	—	3823178732	2217 Grand Ave, Austin, TX, 78701	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-21933	PRV	Rachel R Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC, 28272	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20358	PRV	Rebecca Y Garza	1976-06-04	UHC-50074-12	—	—	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Member ID reformatted+2 more
PRV-24365	PRV	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
PRV-25609	PRV	Kyle Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23078	PRV	Scot M Marquez	2003-11-17	UHC-37992-31	4824189535	2286 Ocean Ave, Gilbert, AZ, 85251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20400	PRV	Sara Y Bryant	2008-07-23	UHC-95119-03	8907536979	2128 Maple Ave, Jacksonville, FL, 32211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29121	PRV	Elliott Alexis	1965-02-04	—	9008745288	9576 Cedar Ln, Atlanta, GA, 30344	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27546	PRV	Billy N Phillips	1952-12-19	UHC-39529-34	7817348393	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28904	PRV	Valentina T Guerrero	1977-09-18	UHC-71193-02	5686668856	7765 Grand Ave, Columbus, OH, 43232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27651	PRV	Ethan Sancehz	1971-12-04	—	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Phone reformatted State code upper-cased Email lower-cased Gender normalised+2 more
PRV-27548	PRV	Sharon Hicks	1955-02-11	—	7097445554	6437 Spring St, Scottsdale, AZ, 85280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28571	PRV	Ashley Walllace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21922	PRV	Katherine Stevens	1952-12-20	UHC-93932-26	4288755375	7115 Apache Blvd, Jacksonville, FL, 32255	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more

5,467 rows, page 61 of 110Previous Next