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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27532	PRV	Betty Griffin	1981-06-15	—	7358929307	3605 Washington St, Houston, TX, 77096	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21312	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26207	PRV	Donald Daniels	—	—	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28640	PRV	Maria Rose	1968-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26560	PRV	Jacob Wallace	1969-05-04	UHC-66285-29	8632623231	9419 Sage Ct, Minneapolis, MN, 55451	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21372	PRV	Brandon Garrett	1991-01-28	—	7403791532	1797 Park Pl, Houston, TX, 77087	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20253	PRV	Brandon W Russell	1944-07-24	UHC-21934-36	—	7081 Main St, Jacksonville, FL, 32262	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-27629	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21395	PRV	Michelle I Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29174	PRV	William Collins	—	—	4868085700	6271 Cedar Ln, San Antonio, TX, 78218	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
PRV-26778	PRV	Santiago Rojas	1994-12-27	UHC-47732-45	3847333885	3935 Canyon Rd Apt 31, Gilbert, AZ, 85264	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25562	PRV	Randy Fisher	1984-01-26	—	8405547906	772 Harbor Blvd # 834, Atlanta, GA, 30393	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25170	PRV	Joseph Welch	1999-12-19	—	4597137279	4470 Apache Blvd Apt 25, San Antonio, TX, 78275	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-20219	PRV	Wei T Hughes	1987-07-27	—	3226899064	9840 Maple Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22260	PRV	Tyler Ellis	1964-06-11	—	8316687261	9799 Maple Ave # 918, Las Vegas, NV, 89140	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25205	PRV	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct # 183, Orlando, FL, 32895	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28618	PRV	Donna Cook	1944-02-16	—	2563339851	599 Washington St Apt 33, Fresno, CA, 93712	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29338	PRV	Ann Perez	1993-08-11	—	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22093	PRV	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26066	PRV	Jerry X Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23012	PRV	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20787	PRV	Jeff Rice	1986-06-14	UHC-50934-22	2398195243	788 Washington St, Mesa, AZ, 85261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-26293	PRV	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25337	PRV	Carolyn D Coleman	1985-08-11	—	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28039	PRV	Philip Wells	—	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25096	PRV	Mason Armstrong	1938-08-21	—	9819027659	3613 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25493	PRV	Wayne Bishop	1999-10-26	UHC-11867-64	7338562727	8020 Spring St, Scottsdale, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28543	PRV	Jonathan Mendoza	1997-01-20	—	6033249527	5911 Meadow Ln # 921, Dallas, TX, 75203	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-23772	PRV	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
PRV-26698	PRV	Hiroshi G Rivera	—	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more

1,737 rows, page 9 of 35Previous Next