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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400703	CLM	Ethan Vargas	1950-02-18	—	—	6425 Highland Ave, Phoenix, AZ, 85005	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407718	CLM	Natalie Wallace	1940-08-15	—	—	406 Church St, Sacramento, CA, 95856	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416906	CLM	Bobby H Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway Apt 34, Gilbert, AZ, 85238	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404699	CLM	Kayla Shaw	1974-05-11	UHC-01484-50	—	7949 Jefferson Ave, Houston, TX, 77031	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416502	CLM	Jesse Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407070	CLM	Kayla Hunter	1957-08-22	—	4474031013	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407052	CLM	Joseph Evans	1993-02-13	UHC-49441-33	2687165448	731 Canyon Rd, Orlando, FL, 32842	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430387	CLM	Brenda Lawrence	2008-09-19	UHC-03077-34	—	418 Jefferson Ave, Mesa, AZ, 85206	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430388	CLM	Brenda Lawrence	2008-09-19	UHC-03077-34	—	418 Jefferson Ave, Mesa, AZ, 85206	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410721	CLM	Jose Munoz	1982-11-23	—	—	4377 Jefferson Ave, Atlanta, GA, 30337	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413708	CLM	Santiago Moore	1963-11-19	UHC-47164-26	—	3960 Spring St, Nashville, TN, 37231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406094	CLM	Amber M Valdez	1954-09-28	—	7809788208	7773 Highland Ave, Miami, FL, 33103	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403419	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400068	CLM	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl, Phoenix, AZ, 85023	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-432548	CLM	Russell K Jacobs	1986-02-10	UHC-03633-88	7469542726	3278 Spring St, Denver, CO, 80225	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-427355	CLM	Sarah Freeman	2008-03-23	UHC-43778-26	—	4010 Meadow Ln, Seattle, WA, 98149	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-413771	CLM	Nathan Simth	1967-01-13	UHC-52632-70	6572394061	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421863	CLM	Walter H Brooks	1951-10-09	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-425807	CLM	Deborah Thomas	2006-10-03	UHC-85752-93	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430702	CLM	Angela Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-400578	CLM	Bobby S Luna	1977-04-22	UHC-10718-28	4222340620	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419887	CLM	Brian Walsh	1969-11-11	—	—	83 Lincoln Way, Houston, TX, 77096	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413222	CLM	Janice E Weber	1972-01-16	UHC-82132-71	2904625917	4750 Grand Ave Apt 3, Tucson, AZ, 85715	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-415940	CLM	Albert C Johnston	1961-03-13	—	—	6902 Indian School Rd, Chandler, AZ, 85283	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413305	CLM	Lisa Hicks	1984-01-14	UHC-45936-13	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414741	CLM	Shirley Loepz	1991-06-04	UHC-44235-49	—	1286 Park Pl, Scottsdale, AZ, 85214	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403971	CLM	Kenneth Z Tucker	1947-04-12	—	2384297613	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408994	CLM	—Junk	1966-09-23	—	3222932178	—	0.80	Date of birth reformatted Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-421408	CLM	Aisha Hughes	2000-08-26	UHC-26837-69	—	5338 Cedar Ln, Denver, CO, 80284	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411934	CLM	Samantha Welch	1970-08-20	UHC-81164-04	4308865183	3081 Jefferson Ave, San Antonio, TX, 78234	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401526	CLM	Jean E Bell	2006-05-09	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-413901	CLM	Justin A Johnson	2003-07-03	UHC-07622-05	6656228532	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402139	CLM	Bruce B Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-403001	CLM	Sarah X Weaver	1944-08-09	UHC-47275-12	—	979 Central Ave, Las Vegas, NV, 89114	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430779	CLM	Rebecca J Jacobs	1971-06-11	UHC-14819-53	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-420704	CLM	Juan Hunter	2000-02-24	—	—	7276 Lake View Rd, Mesa, AZ, 85266	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-411153	CLM	Megan Burrke	1940-06-11	UHC-10284-69	5245844456	5123 Camelback Rd, Phoenix, AZ, 85099	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-432168	CLM	Logan M Morrison	1992-11-08	—	—	7541 Canyon Rd, Phoenix, AZ, 85043	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429817	CLM	Jacob Gomez	1976-07-10	UHC-45306-71	—	6461 Valley View Dr, Atlanta, GA, 30380	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-421764	CLM	Laura Bennett	1963-02-07	—	—	3622 Desert Sky Blvd, Dallas, TX, 75238	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417115	CLM	Julia Morales	1947-07-25	—	—	8972 Central Ave, Tucson, AZ, 85781	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421547	CLM	Nathan Martinez	1944-04-01	—	—	2561 Bayshore Dr, Nashville, TN, 37207	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429975	CLM	Helen Ellis	1965-08-01	UHC-88505-77	—	7967 Church St, Eden Prairie, MN, 55306	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404693	CLM	Alice Diaz	1972-11-25	UHC-82251-24	—	8099 Main St, Chandler, AZ, 85202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403274	CLM	Brandon C Pierce	1995-12-09	UHC-26578-78	8164806498	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404692	CLM	Margaret Miller	1941-01-12	UHC-71305-12	—	8565 Church St, Gilbert, AZ, 85262	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412139	CLM	Julie Nelson	1949-06-13	—	6999215542	1785 Elm St, Austin, TX, 78703	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430937	CLM	Billy C Jackson	1949-11-23	UHC-87710-73	4895489420	5240 Sunset Blvd, Dallas, TX, 75252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421607	CLM	Theresa Boyd	1958-05-20	UHC-67393-99	—	1198 Jefferson Ave, Denver, CO, 80252	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401625	CLM	Abigail Perkins	1971-04-28	—	—	7914 Oak St, Columbus, OH, 43289	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared

10,559 rows, page 137 of 212Previous Next