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-21966	PRV	Jessica Johnson	1979-10-05	UHC-65449-18	5357954278	222 Harbor Blvd, Las Vegas, NV	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-29285	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-29284	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-22920	PRV	Billy F Mendez	1978-12-26	—	—	3385 Desert Sky Blvd, Chandler, AZ	0.50	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+3 more
PRV-27341	PRV	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.50	Two-digit birth year Phone reformatted 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-20857	PRV	Allice Wallace	1939-07-04	UHC-88572-65	—	1501 Main St, Orlando, FL, 32875	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21498	PRV	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct, Houston, TX	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
PRV-27410	PRV	Gloria Watkins	1974-11-18	UHC-01940-80	5713683133	7662 Church St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29359	PRV	Kyle J Bishop	1940-01-05	UHC-06507-66	8237704050	1367 Grand Ave, Chandler, AZ, 85280	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24370	PRV	Lawrence Carter	—	—	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.50	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-20462	PRV	Natalie J Simpson	1940-11-11	UHC-12051-83	4947090529	4332 Maple Ave, Jacksonville, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
PRV-24526	PRV	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29452	PRV	Kelly Valdez	2000-08-09	—	—	3063 Indian School Rd, Fresno, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+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-20207	PRV	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-27416	PRV	—Junk	1940-02-18	UHC-46209-51	6852917215	3684 Church St, Charlotte, NC, 28202	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28952	PRV	Willie I Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23105	PRV	Ruth Ray	1953-06-22	—	—	3090 Harbor Blvd, Las Vegas, NV, 89114	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22239	PRV	Isabella Mitchell	1982-12-01	UHC-75813-49	—	1147 Canyon Rd, Chandler, AZ, 85200	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20656	PRV	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27640	PRV	Christine Fernandez	1973-04-23	—	9493379792	9101 Washington St, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28992	PRV	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct, Sacramento, CA, 95803	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-20016	PRV	Smaantha Young	1990-04-28	UHC-43942-38	—	5157 Harbor Blvd, San Antonio, TX, 78231	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
PRV-21125	PRV	Virginia Singh	1957-04-27	UHC-78289-57	—	1609 Valley View Dr, Charlotte, NC	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27201	PRV	Ralph K Collins	1989-01-03	—	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-27325	PRV	Angela Carpenter	1990-07-20	—	—	4829 Jefferson Ave, Austin, TX, 78752	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
PRV-26497	PRV	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-22927	PRV	Julie H Sims	1980-02-25	UHC-52677-23	—	4819 Valley View Dr, San Antonio, TX, 78220	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21759	PRV	Scott Santos	1961-01-22	—	4492652066	9274 Maple Ave, Chandler, AZ, 85287	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26166	PRV	Sofia Riley	1998-07-26	—	3888640892	6118 Central Ave, Fresno, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28027	PRV	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-28542	PRV	Yuki O Maldonado	1980-05-26	—	6806785902	647 Church St, Orlando, FL, 32802	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23194	PRV	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-26308	PRV	Christine J Espinoza	—	UHC-16134-22	4158055756	6095 Meadow Ln, Plano, TX, 75098	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27414	PRV	Stephanie J Wagner	—	UHC-41796-51	—	7721 River Rd, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22172	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX, 77041	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22632	PRV	Carol U James	1996-11-22	—	—	5225 Union St, Tucson, AZ, 85723	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20891	PRV	Judith Rivera	1968-04-15	—	—	5604 Ridge Rd, Los Angeles, CA, 90005	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-26592	PRV	Deb Robinson	1946-06-14	UHC-84327-14	3847063063	3973 Union St, Austin, TX, 78734	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21950	PRV	Danielle Collins	1983-10-27	—	4824884280	2407 Park Pl, Tampa, FL, 33610	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+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-21704	PRV	Ben Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

5,467 rows, page 9 of 110Previous Next