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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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-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-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-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
PRV-20744	PRV	Joshua Lane	2008-08-05	—	7074910819	3732 Maple Ave, Sacramento, CA, 95899	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21534	PRV	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-24635	PRV	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26300	PRV	Donald M Palmer	1991-01-10	—	—	1789 Valley View Dr, Sacramento, CA, 95857	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-26320	PRV	Keith Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23361	PRV	Amy Woods	1998-06-08	UHC-57366-89	2328896648	5269 Canyon Rd, Plano, TX, 75013	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28970	PRV	Edward Boyd	2003-11-09	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27795	PRV	Sofia S Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA, 30340	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21282	PRV	Gabriel Campbell	1941-09-14	—	—	1460 Pine Dr, Plano, TX, 75001	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28317	PRV	Frances Berry	1968-02-08	UHC-64195-37	—	384 Highland Ave, Minneapolis, MN, 55406	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29594	PRV	Eugene V Daniels	1994-02-05	—	6908189684	9891 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 57 of 109Previous Next