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-25850	PRV	Virginia M Chapman	1962-03-20	UHC-48124-81	7904542493	5683 Forest Ave, Miami, FL, 33147	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-22571	PRV	John Lee	1980-12-10	—	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22651	PRV	Kathryn Tran	1970-07-24	—	6873848250	4838 Mountain View Dr, Tucson, AZ, 85754	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27143	PRV	Mariaa Hart	1940-09-21	—	—	4802 Union St, Gilbert, AZ, 85265	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20934	PRV	Jack Fisher	1998-07-20	—	6957661770	2171 Mountain View Dr, Charlotte, NC, 28288	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21197	PRV	Scott Long	1943-11-10	—	—	484 Willow Ct, Austin, TX, 78738	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27242	PRV	Bradley Morgan	1948-01-20	—	3844981300	6148 Cedar Ln, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23843	PRV	Roy Patl	1990-10-21	UHC-86246-70	—	567 Elm St, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26534	PRV	Marilyn Daniels	1964-06-17	—	9025455044	2712 Canyon Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27232	PRV	Marilyn Jones	—	UHC-57668-65	—	9289 Main St, Fresno, CA, 93780	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
PRV-24070	PRV	Jimmy Yaang	1959-04-07	—	—	1173 Canyon Rd, Scottsdale, AZ, 85243	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21464	PRV	Steven Rojas	2006-10-03	UHC-06323-48	8596008897	6813 Baseline Rd, Gilbert, AZ, 85289	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25642	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29045	PRV	Charlotte Chapman	1979-11-17	—	4075991025	3896 Church St, Miami, FL, 33103	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23543	PRV	Jacob Campbell	1958-03-04	UHC-01919-31	—	9605 Park Pl, Jacksonville, FL, 32246	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-27871	PRV	Janice Duncan	2003-08-22	—	2125714493	1469 Central Ave # 758, Los Angeles, CA, 90099	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27121	PRV	Russell Hudson	—	UHC-77582-79	8539230202	2756 Washington St, San Antonio, TX, 78297	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-26910	PRV	Christian Kelley	2008-11-28	UHC-69731-27	—	2826 Union St, Columbus, OH, 43245	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20345	PRV	Gabriel Brooks	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25945	PRV	Dorothy Weaver	1941-10-26	—	3279370475	916 Jefferson Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-23011	PRV	Jerry Woods	1995-08-03	UHC-83700-12	—	2742 Oak St, Minneapolis, MN, 55406	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-25533	PRV	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ, 85045	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26522	PRV	James E Williams	1985-08-22	UHC-59391-53	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
PRV-29415	PRV	Alexis T Nunez	—	—	2929832165	9582 Grand Ave, Denver, CO, 80210	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-24582	PRV	Jacqueline L Parker	1994-11-17	UHC-11243-95	9465218534	4759 Mesa Dr, Mesa, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20439	PRV	Benjamin BJunk	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-25974	PRV	Christine Jimenez	—	UHC-90658-11	4772797465	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27418	PRV	Stepphanie Rios	1979-05-15	—	—	3417 Forest Ave, Nashville, TN, 37207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-23179	PRV	Marcus C Reed	1954-10-05	—	6823639021	9817 Oak St, Chandler, AZ, 85297	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26193	PRV	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23445	PRV	Janet E Ryan	1951-06-25	—	—	1077 Sage Ct, Minneapolis, MN, 55435	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27643	PRV	Brittany Wang	1994-11-14	UHC-81918-66	—	3355 River Rd, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27382	PRV	Hiroshi Webb	1978-05-02	UHC-42260-19	6224822335	8151 Church St, Denver, CO, 80296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23944	PRV	Justin Y Gilbert	1979-10-17	—	4783203040	5876 Indian School Rd, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27910	PRV	Theresa Washington	1957-04-11	UHC-57051-33	—	3875 Washington St, Scottsdale, AZ, 85265	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26314	PRV	Nicholas F Dunn	1959-08-22	UHC-05520-26	9774443061	5990 Pine Dr # 277, Mesa, AZ, 85242	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24031	PRV	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29305	PRV	Evelyn U Guzman	1990-07-11	—	3243229844	5792 Bayshore Dr, Seattle, WA, 98178	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27071	PRV	David Weber	1980-04-08	—	—	7188 Jefferson Ave, Denver, CO, 80211	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-24078	PRV	Elijah K Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-24149	PRV	Juan Gutierrez	1975-02-27	—	7099134689	4751 Washington St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more

9,344 rows, page 64 of 187Previous Next