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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22914	PRV	Ronald Perez	1992-01-17	UHC-32632-12	4029241356	8671 Pine Dr # 693, Austin, TX, 78765	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27152	PRV	Wanye Stephens	1981-07-10	UHC-60073-10	4757355074	8351 Hillcrest Rd # 342, Seattle, WA, 98189	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25291	PRV	Kimberly R Ortega	2000-05-19	UHC-66789-55	—	7148 Sage Ct Apt 17, Jacksonville, FL, 32297	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-24733	PRV	Juan Butler	1952-03-08	UHC-52359-45	3565466179	4309 Willow Ct Apt 19, Plano, TX, 75031	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22685	PRV	Nancy Rios	1945-11-03	—	—	7547 Highland Ave Apt 19, Columbus, OH, 43286	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23180	PRV	Kayla Stephens	1947-07-20	UHC-86478-96	8015385915	2909 Washington St # 771, Miami, FL, 33106	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28020	PRV	Camila Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd # 705, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24002	PRV	Logan T Pihllips	1962-04-09	UHC-41116-08	—	2237 Market St # 861, Seattle, WA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-21320	PRV	Castro John	1993-10-13	UHC-60495-95	6274079906	3188 Spring St Apt 20, Orlando, FL, 32840	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29238	PRV	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 661, Sacramento, CA, 95887	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26959	PRV	Larry Cox	1983-06-01	—	9553706658	4973 Grand Ave # 668, Tampa, FL	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26160	PRV	Evelyn Rios	—	UHC-61519-14	9738730967	5133 Grand Ave # 470, Tucson, AZ, 85754	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23633	PRV	Kathleen Lane	2001-01-26	—	4949725027	7643 Highland Ave Apt 13, Miami, FL, 33193	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29520	PRV	Melissa Allen	1954-02-25	—	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25621	PRV	Ethan Mitchell	1954-08-17	UHC-64818-21	—	4533 Valley View Dr # 649, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21166	PRV	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave Apt 5, Houston, TX, 77030	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-24607	PRV	Sofia Carpenter	1954-12-27	UHC-23990-07	9727895012	204 Ocean Ave Apt 9, Dallas, TX, 75271	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-23881	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23882	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28545	PRV	Walter Gomez	1945-05-22	—	5906943061	2117 Camelback Rd # 570, Chandler, AZ, 85299	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22780	PRV	David Martin	2007-09-12	—	3228769904	5526 Ridge Rd # 580, Denver, CO, 80209	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-22633	PRV	Kathryn Bailey	1952-03-04	—	3886620737	4062 Baseline Rd # 826, Tampa, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22278	PRV	Henry Palmer	2001-07-28	UHC-86219-27	—	6770 Sage Ct Apt 28, Tucson, AZ, 85721	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25476	PRV	Lawrence Morris	1965-03-05	—	9522146972	6621 Central Ave Apt 5, Jacksonville, FL, 32258	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23712	PRV	Harold Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd Apt 24, Sacramento, CA, 95808	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25815	PRV	Eugene Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 24, Gilbert, AZ, 85277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26269	PRV	Diana Lane	1990-09-25	UHC-80512-97	8243077412	3391 Indian School Rd # 279, Mesa, AZ, 85265	0.50	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-26572	PRV	Ruth Ford	1973-12-26	—	7219563712	3627 Desert Sky Blvd # 199, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20428	PRV	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd Apt 26, Nashville, TN, 37233	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29245	PRV	Abigail I Ruiz	1976-09-10	—	9563680218	5194 Lake View Rd # 322, Miami, FL, 33132	0.50	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23795	PRV	Jason Wang	1942-07-04	UHC-43783-35	5354319408	1287 Harbor Blvd # 201, Los Angeles, CA, 90011	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23988	PRV	Theresa Mendez	1976-12-25	—	—	7707 River Rd # 553, Miami, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-25207	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd # 185, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26425	PRV	Nancy J Graham	—	UHC-43007-22	7094605128	4350 Apache Blvd # 543, Seattle, WA, 98197	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28949	PRV	Denise Thomas	2003-03-03	—	2108459799	4212 Church St # 332, Phoenix, AZ, 85009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23161	PRV	Madison Ellis	1974-10-12	—	6393116193	5893 Central Ave # 221, Atlanta, GA, 30385	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21281	PRV	Logan N Bell	1970-08-22	—	2247598345	8447 River Rd Apt 1, Miami, FL, 33145	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27770	PRV	Hawkins Maria	1994-06-26	UHC-12919-09	7418838368	7375 Forest Ave Apt 10, Columbus, OH, 43233	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20173	PRV	Jose C Peterson	2007-07-18	UHC-04323-58	—	6822 Baseline Rd Apt 27, Mesa, AZ, 85247	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25831	PRV	Samuel Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd # 366, Fresno, CA, 93725	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28354	PRV	Steven P Black	1977-09-05	—	8258022336	7645 Sage Ct # 969, Scottsdale, AZ, 85251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20748	PRV	Christian Webb	1970-03-12	UHC-18196-25	9306451616	2076 Mountain View Dr Apt 36, San Antonio, TX, 78259	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26322	PRV	Maria Delgado	1996-06-14	—	2465913779	9693 Highland Ave Apt 24, Nashville, TN, 37285	0.52	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25779	PRV	Raymond Sullivan	1989-08-22	—	4874231313	5591 Sage Ct # 134, Chandler, AZ, 85201	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more

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