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-27917	PRV	Katherine Butler	1938-10-05	—	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29275	PRV	Arthur Valdez	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25965	PRV	Dorothy B Greene	1965-11-01	—	—	1956 Indian School Rd, Glendale, AZ, 85338	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22645	PRV	Charlotte O Peterson	1963-07-15	UHC-11340-18	6588626908	833 Central Ave, Tempe, AZ, 85243	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
PRV-26493	PRV	Philip Olson	—	—	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-26699	PRV	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-23281	PRV	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25786	PRV	Jose Yang	—	—	9695708235	3298 River Rd, Tucson, AZ, 85737	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28937	PRV	George Estrada	1989-06-18	UHC-50821-50	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-21128	PRV	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	1144 Washington St, Houston, TX, 77089	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23371	PRV	Cheryl S Lee	1957-11-25	—	7795654448	6438 Baseline Rd, Dallas, TX, 75245	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-27923	PRV	Jacob Alvarado	1953-02-16	—	7527522087	8878 Ocean Ave, Nashville, TN, 37269	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29208	PRV	Carol Willis	1982-12-20	—	9023256100	5189 Cedar Ln, Eden Prairie, MN, 55333	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20673	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20696	PRV	Carr P Fatima	1954-11-23	UHC-87958-42	2424617953	931 Cedar Ln, Charlotte, NC, 28226	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-22314	PRV	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20035	PRV	Mariana Turner	1997-07-23	—	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20563	PRV	Harvey Y Teresa	1995-07-24	UHC-30222-34	—	4064 Palm Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21440	PRV	Kelly J Wight	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23518	PRV	Carlos Alvarez	1977-10-26	—	7704001467	4812 River Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25211	PRV	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29487	PRV	Lucia Castillo	1989-12-02	—	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26035	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24420	PRV	Danielle Ramirez	1966-02-11	UHC-72750-13	—	8031 Spring St, Miami, FL, 33107	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-29156	PRV	Marcus Valdez	1964-02-25	UHC-98477-89	2883200427	7713 Ridge Rd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26397	PRV	Aaron Soto	1985-01-05	UHC-84486-65	3543586621	505 Washington St, Fresno, CA, 93711	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
PRV-23757	PRV	Heather Pierce	1975-03-11	—	8969681540	1540 Maple Ave Apt 11, San Antonio, TX, 78253	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20204	PRV	Brandon Jackson	1938-03-22	—	—	9363 Bayshore Dr, Atlanta, GA, 30335	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-23103	PRV	Lawrence Bishop	1986-08-04	UHC-76858-34	4372496513	9670 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28804	PRV	Don Freeman	1947-02-17	—	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29440	PRV	Andrea Y Evans	2002-01-12	—	9764107105	6496 Spring St, Sacramento, CA, 95847	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
PRV-29486	PRV	Lucia J Castillo	1989-12-02	UHC-03398-73	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27874	PRV	Rebecca D Meendoza	2006-03-10	—	—	9585 Baseline Rd # 463, Houston, TX, 77094	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27266	PRV	Grace Owens	1972-01-25	UHC-29617-42	8243192196	685 Apache Blvd Apt 12, Dallas, TX, 75211	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24381	PRV	Douglas Carpenter	1945-07-21	—	4924136877	3423 Jefferson Ave, Tampa, FL, 33648	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
PRV-20434	PRV	Bryan Cruz	1941-08-23	—	5412833470	2664 Park Pl Apt 16, Eden Prairie, MN, 55330	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24138	PRV	Walter Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26569	PRV	Gabriel H Bradley	1946-03-05	—	4684386833	1795 Church St Apt 24, Fresno, CA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
PRV-26197	PRV	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

5,467 rows, page 33 of 110Previous Next