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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26349	PRV	Megan Medina	1944-10-12	—	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24899	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-24898	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20027	PRV	Fatima A Lynch	2000-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-25216	PRV	Theresa Mejia	1950-03-10	—	5379148304	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26201	PRV	Daniel Jimenez	1956-02-18	—	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-29101	PRV	Dennis Lynch	1973-01-03	—	3454814972	6422 Lincoln Way, Houston, TX, 77030	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-27497	PRV	Kayla Turner	2001-02-19	—	3098253639	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28791	PRV	Jacob X Snyder	1959-08-04	—	5203400319	3879 Lake View Rd, Charlotte, NC, 28276	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21981	PRV	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-26656	PRV	Gloria Dean	1938-09-23	—	2404923032	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27862	PRV	Abigail X Santiago	1947-05-18	—	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26142	PRV	Carlos Dean	1970-08-04	UHC-27915-16	2114532730	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-23186	PRV	Keith Palmer	1984-02-21	—	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20233	PRV	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
PRV-24525	PRV	Soofia I Lopez	1997-04-09	—	6672772546	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27996	PRV	Medina Billy	1947-04-11	—	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-25357	PRV	Joshua S Chapman	1975-07-02	—	8886973592	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-28656	PRV	Bruce Black	1996-05-13	—	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20353	PRV	John Hart	1995-04-13	—	2114024386	3453 Apache Blvd, Nashville, TN, 37292	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28358	PRV	Matthew P Rodriguez	1955-09-11	—	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-28038	PRV	Madison Reyes	1946-04-18	—	3839294814	6130 Elm St, Orlando, FL, 32897	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27239	PRV	Phiilip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25684	PRV	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-25326	PRV	Wayne Silva	2005-02-18	—	2374504670	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28635	PRV	Kyle Richardson	1976-01-01	—	9023234080	4860 Willow Ct, Scottsdale, AZ, 85278	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-20183	PRV	Kenneth Dunn	1950-03-15	—	4216669973	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25908	PRV	Jacob Brooks	1980-04-10	UHC-39223-34	8776605057	6477 Broadway, Tempe, AZ, 85240	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23870	PRV	Ryan H Schultz	1982-05-15	UHC-89183-96	5647067001	7856 Elm St, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-24466	PRV	Peterson S Terry	1940-03-22	—	7826611322	9120 Harbor Blvd, Miami, FL, 33121	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-20672	PRV	Denny Sandeers	1982-03-12	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-24963	PRV	Omar Hicks	1993-06-28	—	9682023886	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26089	PRV	Jsese Williamson	1961-10-13	UHC-57888-13	—	5866 Pine Dr, Austin, TX, 78771	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-23538	PRV	Ashley Thompson	2003-06-17	UHC-02035-47	8348385087	5416 Lincoln Way, Sacramento, CA, 95875	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-29396	PRV	James Ruiz	1987-07-19	UHC-92430-95	3378820309	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-20369	PRV	Timothy Reed	1963-03-14	—	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-22415	PRV	Sufia Smith	1978-12-13	—	8097645285	7046 Market St, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28906	PRV	Daniel J Robertson	1966-08-04	—	3075974977	2584 Sunset Blvd, Chandler, AZ, 85259	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22635	PRV	Jean W Carr	1969-06-27	—	9024075205	901 Central Ave, Los Angeles, CA, 90095	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25451	PRV	Jerry I Patel	1984-07-01	UHC-16622-15	5747010969	3705 Washington St, Miami, FL, 33171	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25671	PRV	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	9517 Lincoln Way, Sacramento, CA, 95858	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20617	PRV	Oliver Charlotte	1995-04-07	UHC-71629-03	2892416501	951 Jefferson Ave, Sacramento, CA, 95887	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20265	PRV	Diana Ross	1985-04-21	—	4664677953	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28725	PRV	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-27522	PRV	Stephen Y Webb	1950-06-21	—	7028641262	3827 Camelback Rd, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24672	PRV	Camila Y Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28859	PRV	Gary Hunt	1951-03-16	UHC-70975-49	2885966179	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-28447	PRV	Wright Anthony	1957-06-16	UHC-70779-76	—	4821 River Rd, Scottsdale, AZ, 85231	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23358	PRV	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL, 32268	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21021	PRV	Ashley Vargas	1998-11-05	UHC-01359-34	5133663166	6649 Valley View Dr, San Diego, CA, 92186	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared

1,602 rows, page 27 of 33Previous Next