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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20338	PRV	Carolyn Barnes	1978-04-07	—	6933852923	6013 Church St, Las Vegas, NV, 89151	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25492	PRV	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22012	PRV	Denise Ryan	1976-07-02	UHC-47417-64	7302017277	5141 Baseline Rd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22001	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23818	PRV	Richard Alvarez	1969-07-23	—	8162929878	5615 Oak St, Tampa, FL, 33653	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
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-25249	PRV	Mariana Ryan	—	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-23499	PRV	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24308	PRV	Arjun Johnston	1966-02-05	UHC-67323-93	6319812942	3085 Forest Ave, Austin, TX, 78763	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23623	PRV	Camila James	1946-05-03	—	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted 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-27665	PRV	Jasson Ramirez	2005-12-13	UHC-29490-85	7747186762	6091 Cedar Ln, Plano, TX, 75029	0.50	Name re-cased Phone reformatted 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-25978	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25979	PRV	Scott Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way, Orlando, FL	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-20523	PRV	Betty Yuong	1987-10-28	UHC-02259-50	7782485860	8656 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20609	PRV	Mike Boyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21468	PRV	Patricia Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22251	PRV	Patricia Schultz	1940-11-24	UHC-79313-90	4145067073	8206 Union St, Denver, CO, 80296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29495	PRV	Judy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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-21289	PRV	Henry Y Little	1979-03-06	—	4777783428	6925 Hillcrest Rd, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22354	PRV	Wayne I Chavez	1995-08-11	UHC-99718-58	2886107037	586 Ocean Ave, Fresno, CA, 93725	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address 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-28540	PRV	Jesse Bell	1983-01-06	—	3282075003	6700 Spring St, Orlando, FL, 32859	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28667	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
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-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-24985	PRV	John Contreras	1945-12-13	—	4568026616	3814 Union St, Tucson, AZ, 85718	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25094	PRV	Hanah Lucas	1986-12-09	UHC-54951-70	7145655361	9358 Mountain View Dr, Plano, TX, 75067	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28866	PRV	Maria Reed	1944-03-19	—	8777327613	7228 Ridge Rd, Jacksonville, FL, 32257	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-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-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-25351	PRV	Linda Lucas	1951-03-06	—	4002711136	592 Jefferson Ave, Tucson, AZ, 85761	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-23099	PRV	Gregory Q Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+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-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+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

5,906 rows, page 8 of 119Previous Next