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-28293	PRV	Gregory Cruz	1974-01-27	—	9865843553	5351 Market St, Jacksonville, FL, 32255	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23925	PRV	Kathy S Cruz	1938-09-09	UHC-40791-28	2522959065	3116 Baseline Rd, Gilbert, AZ, 85270	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22540	PRV	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28917	PRV	Lucia Welch	1987-03-03	UHC-60974-69	5014514426	7565 Maple Ave, Plano, TX, 75030	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25393	PRV	Deborah Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29418	PRV	Alen S Lyynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St, Orlando, FL, 32886	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-23857	PRV	Wayne T Piercce	2007-03-17	—	2775076446	8049 Highland Ave, Dallas, TX, 75277	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21901	PRV	Logan Powell	1961-06-22	UHC-51488-43	—	9821 Cedar Ln, Sacramento, CA, 95845	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-25514	PRV	Ray Powell	1994-09-10	—	3929816205	9283 Washington St, San Antonio, TX, 78234	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23733	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23732	PRV	Susan Watson	1941-02-08	—	2403161345	2514 Broadway, Atlanta, GA, 30335	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23463	PRV	Eric Jordan	1988-01-16	—	8847680878	6155 Mesa Dr, Nashville, TN, 37240	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22065	PRV	Anna Burton	1951-06-22	—	6192285891	3373 Valley View Dr, Atlanta, GA, 30362	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-27032	PRV	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV, 89113	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21466	PRV	William Ross	1984-03-20	—	3517753659	9411 Hillcrest Rd, Tampa, FL, 33647	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23661	PRV	Katherine Morales	1949-06-28	UHC-69962-70	7099215098	9500 Sunset Blvd, Los Angeles, CA, 90008	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-28231	PRV	Susan Bradley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26453	PRV	Joshua Phillips	1955-12-12	UHC-93601-34	9405027434	7125 Church St, Tempe, AZ, 85288	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-22060	PRV	Jesse Hudson	1973-08-21	—	8006928238	7065 Lincoln Way, Los Angeles, CA, 90025	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26205	PRV	Sara Powell	2005-02-03	—	4595729223	3039 Sage Ct, Tucson, AZ, 85799	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-26426	PRV	Wayne B Lee	1949-01-02	UHC-57483-83	8754384567	6588 Sage Ct, Denver, CO, 80286	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22452	PRV	Julia Jensen	1958-06-21	—	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-21335	PRV	Debra H Marquez	1996-03-18	—	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-20493	PRV	Joan Z Peters	1971-09-12	UHC-81748-15	2955823386	2879 Camelback Rd, Eden Prairie, MN, 55363	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-22367	PRV	Thomas I Sullivan	1982-02-28	—	7659727137	8589 Indian School Rd, Denver, CO, 80285	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-29026	PRV	Jerry Banks	1945-09-20	—	6254404110	249 Oak St, Columbus, OH, 43202	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-29578	PRV	Tyler Lewis	1972-06-24	—	2676143133	2862 Forest Ave, Los Angeles, CA, 90080	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-22909	PRV	Mariana T Green	1989-08-17	UHC-41515-80	—	9052 Grand Ave, Denver, CO, 80222	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-22366	PRV	Jeean Watkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA, 98153	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28465	PRV	Ryan Washington	1986-04-02	—	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28783	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28782	PRV	Billy Hayes	1974-05-19	—	2067769094	3862 Apache Blvd, Tucson, AZ, 85765	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-24418	PRV	Albert O Tran	2004-12-08	—	7418427978	2632 Cedar Ln, Austin, TX, 78779	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-20927	PRV	Raymond Murphy	1991-12-08	—	—	9534 Lincoln Way, Scottsdale, AZ, 85243	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-21462	PRV	Diana O Harrison	1966-08-06	UHC-09874-03	—	7744 Central Ave, Gilbert, AZ, 85264	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21002	PRV	Gregory T Elliott	1961-08-16	UHC-34661-18	3168762135	1131 Central Ave, Atlanta, GA, 30332	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-20851	PRV	Joshua Andrews	1958-05-24	—	8866862802	2045 Market St, Los Angeles, CA, 90098	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-23507	PRV	Marilyn Nunez	1974-08-16	UHC-13171-62	4897164544	4466 Broadway, Jacksonville, FL, 32235	0.92	Phone reformatted Address re-cased City re-cased Placeholder values cleared
PRV-26058	PRV	Samantha Hawkins	1964-06-19	—	4079348722	3752 Grand Ave, Tempe, AZ, 85247	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-27149	PRV	Kelly Evans	1943-06-21	—	—	4317 Grand Ave, Miami, FL, 33188	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-21001	PRV	Thomas Fowler	1998-02-20	UHC-84561-07	3234559978	4295 Lincoln Way, Chandler, AZ, 85237	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
PRV-26181	PRV	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-22326	PRV	Larry Walker	1993-05-24	—	2322253654	5805 Mesa Dr, Eden Prairie, MN, 55329	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-25640	PRV	Jesse Wallace	2005-06-01	—	4907174293	6051 River Rd, San Diego, CA, 92182	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-29480	PRV	Aaron D Salazar	1990-08-04	—	4928291758	5972 Sunset Blvd, Sacramento, CA, 95848	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-29443	PRV	Jerry Weber	2007-02-02	UHC-25856-59	6985769670	1357 Union St, Eden Prairie, MN, 55317	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26559	PRV	Kelly I Reid	1974-02-13	—	8583819449	7525 Palm Dr, Fresno, CA, 93721	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-23560	PRV	Justin C Gonzales	1962-09-12	UHC-43830-36	5762342993	2916 Broadway, Seattle, WA, 98115	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-25580	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
PRV-24858	PRV	Samantha Murphy	2001-03-03	—	3075669853	455 Ocean Ave, Houston, TX, 77035	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared

1,737 rows, page 32 of 35Previous Next