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-413790	CLM	Henry Dean	1970-09-10	UHC-91438-57	—	2175 Jefferson Ave Apt 4, Glendale, AZ, 85347	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419016	CLM	Reid I Joyce	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd Apt 29, Scottsdale, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408311	CLM	Arjun Gibson	1957-05-23	UHC-37494-67	7463064156	2796 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-413459	CLM	Jason Johnston	1987-07-21	—	—	5392 Highland Ave Apt 30, San Diego, CA, 92102	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-409771	CLM	Ann O Jacobs	1982-08-04	UHC-08255-97	5915475706	5062 Lake View Rd, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425312	CLM	Ryan Ruiz	1957-02-17	—	—	1962 Central Ave Apt 14, Minneapolis, MN, 55469	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-424863	CLM	Maria Weaver	1980-05-17	UHC-03750-81	4365975469	8311 Valley View Dr, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422046	CLM	Campbell Carlos	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr Apt 18, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-424240	CLM	Rebecca I Myers	1985-12-02	UHC-44550-43	—	2515 Palm Dr, Tucson, AZ, 85767	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422062	CLM	Janet Aguilar	1958-11-13	—	—	4575 Church St # 766, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423752	CLM	Kelly H Harris	1961-03-22	UHC-15595-64	—	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407241	CLM	Grace Patterson	1983-05-26	UHC-32210-74	—	3189 Maple Ave Apt 3, Austin, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400283	CLM	Walter Estrada	1987-03-07	UHC-13603-42	—	1573 Indian School Rd, Eden Prairie, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-415601	CLM	Jacqueline Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln # 809, Mesa, AZ, 85226	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431632	CLM	Austin Henderson	1941-12-22	—	—	4815 Mesa Dr, Charlotte, NC, 28250	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414338	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415102	CLM	Michelle Lee	1942-09-04	UHC-24537-63	2074848993	182 Canyon Rd # 653, Los Angeles, CA, 90030	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-426016	CLM	Albert Larson	1939-03-03	UHC-99616-93	—	197 Park Pl, Glendale, AZ, 85399	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403787	CLM	Mateo Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd, Glendale, AZ, 85308	0.50	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-427903	CLM	Rebecca Y Bennett	1961-04-14	UHC-24020-26	—	5489 Elm St, Tempe, AZ, 85284	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410672	CLM	Jeffrey Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409286	CLM	Kyle Webb	1991-06-22	UHC-73310-75	—	3288 Lake View Rd, Mesa, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431778	CLM	Ashley Carter	1951-02-25	—	—	970 Mesa Dr Apt 36, Dallas, TX, 75260	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418655	CLM	Maria Gonzales	1946-04-21	UHC-62081-02	—	6725 Bayshore Dr # 462, Glendale, AZ, 85330	0.50	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+3 more
CLM-413933	CLM	Tim Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406764	CLM	Camila Miller	1961-02-11	UHC-19495-23	—	7163 Main St, Plano, TX, 75021	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409918	CLM	Gerald Cllins	2008-05-28	—	4663358492	4668 Oak St, Glendale, AZ, 85381	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417440	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	—	9608 Meadow Ln, Plano, TX, 75018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421951	CLM	Samuel Fisher	1970-06-03	UHC-59857-84	—	2380 Highland Ave, Seattle, WA	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423583	CLM	Harold O Howell	1975-09-21	UHC-51378-74	—	2564 Valley View Dr, Tucson, AZ, 85755	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414749	CLM	Allen E Mei	1991-09-17	UHC-06040-50	—	2703 Main St, Tampa, FL, 33634	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424666	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

10,559 rows, page 10 of 212Previous Next