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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-23936	PRV	Philip W Lawson	2008-12-27	UHC-04229-09	—	8364 Main St, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-24981	PRV	Brenda Dunn	1966-10-10	—	—	5964 Church St, Fresno, CA, 93745	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21388	PRV	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21086	PRV	Gerald B Harris	2001-11-10	UHC-76132-83	—	2875 Mountain View Dr, Dallas, TX, 75275	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22088	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-27099	PRV	Edward George	1983-06-17	UHC-36356-27	—	3180 Elm St, Austin, TX, 78742	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25221	PRV	Katherine Y Perry	1959-03-27	—	—	5610 Sage Ct, Fresno, CA, 93713	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-21699	PRV	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-20943	PRV	Brenda Robertson	1943-11-07	—	—	8721 River Rd, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23615	PRV	Megan Rivera	1959-08-21	—	—	1707 Baseline Rd, Mesa, AZ, 85204	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24805	PRV	Carlos Ryan	1989-06-02	—	—	814 Meadow Ln, Mesa, AZ, 85290	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-27110	PRV	Laura Mason	1977-10-26	UHC-86903-57	—	4702 Highland Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+2 more
PRV-23553	PRV	Adam Elliott	2008-10-01	UHC-40799-71	—	4898 Church St, Glendale, AZ, 85372	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
PRV-28646	PRV	Ryan Price	1972-08-09	—	—	6961 Market St, Mesa, AZ, 85290	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27365	PRV	Debra N Schmidt	1941-08-21	UHC-39182-52	—	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25305	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	—	3762 Market St, Glendale, AZ, 85321	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27743	PRV	Nancy Y Valdez	2002-06-24	UHC-34666-58	—	3019 Park Pl, Tucson, AZ, 85734	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20204	PRV	Brandon Jackson	1938-03-22	—	—	9363 Bayshore Dr, Atlanta, GA, 30335	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-29486	PRV	Lucia J Castillo	1989-12-02	UHC-03398-73	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24428	PRV	Mariana M Robertson	2004-08-20	UHC-59750-05	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27695	PRV	Emily Lucas	1987-03-01	—	—	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27460	PRV	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21084	PRV	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28573	PRV	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20955	PRV	Betty Vega	1988-10-12	—	—	5155 Camelback Rd, San Antonio, TX, 78215	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27971	PRV	Lauren V Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-23904	PRV	Ralph Miller	1968-10-17	—	—	3448 Park Pl, Orlando, FL, 32887	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29043	PRV	Valentina Reid	1965-04-06	UHC-92970-85	—	6406 Camelback Rd, Nashville, TN, 37267	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20971	PRV	Wayne H Wang	1963-02-23	UHC-60912-66	—	9494 Market St, Jacksonville, FL, 32293	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28698	PRV	Charles Hunter	2000-04-06	—	—	433 Cedar Ln, Fresno, CA, 93714	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21748	PRV	David Padilla	1992-07-28	—	—	4545 Lincoln Way, Los Angeles, CA, 90097	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26183	PRV	Gabriel Torres	1962-04-24	UHC-05549-07	—	2356 Desert Sky Blvd, Nashville, TN, 37249	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-22679	PRV	Gregory W Wheeler	1989-03-15	—	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-25995	PRV	Andrea Padilla	2008-05-07	UHC-09343-48	—	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-26043	PRV	Kayla Pena	1969-01-04	UHC-82931-02	—	6436 Ridge Rd, Atlanta, GA, 30308	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22359	PRV	Sara Sanders	1970-11-07	—	—	2403 Spring St, Denver, CO, 80296	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-26754	PRV	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX	0.66	Date of birth reformatted Phone missing area code ZIP missing Whitespace trimmed+1 more
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
PRV-25573	PRV	Nancy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN, 55415	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24476	PRV	Steven Banks	1955-12-09	—	—	3943 Market St, Minneapolis, MN, 55440	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more

234 rows, page 3 of 5Previous Next