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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430064	CLM	Kyle G Meyer	1976-10-28	UHC-64032-36	7879715728	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431902	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	7474024779	901 Forest Ave, Seattle, WA, 98166	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411254	CLM	Gabriel Gray	2001-08-25	—	3388153032	8384 Lincoln Way, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-408017	CLM	Beverly Rios	—	—	8228619627	5655 Park Pl, Columbus, OH, 43210	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-424174	CLM	Doris T Rice	1964-04-25	—	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408160	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-408159	CLM	Vincent Hayes	1945-11-04	UHC-40423-93	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-404349	CLM	Kathleen Cruz	1967-10-10	—	8084329601	9570 Church St, San Diego, CA, 92175	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404794	CLM	Patrick N Spencer	2007-05-02	—	4588726298	1958 Park Pl, Nashville, TN, 37297	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427654	CLM	Ralph N Larson	1978-06-24	UHC-56641-79	4862804424	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-409687	CLM	Aaron R Taylor	1978-06-11	UHC-35048-99	2264882521	4151 Sage Ct, Las Vegas, NV, 89197	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409638	CLM	Peter Herrera	1941-07-16	UHC-90166-98	6327226920	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427210	CLM	Rachel C Flores	2006-02-05	—	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406434	CLM	Philip Bradley	1945-06-28	—	6299844473	2457 Hillcrest Rd, Minneapolis, MN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407681	CLM	Megan Carr	1962-08-16	—	8856608089	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422859	CLM	Cynthia Ortega	2002-07-08	UHC-54454-59	2574457724	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-411499	CLM	Jack Clark	1957-06-05	—	6415235981	6822 Harbor Blvd, Atlanta, GA, 30388	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402340	CLM	Aisha Simmons	1944-04-21	—	2293515885	774 Lincoln Way, Phoenix, AZ, 85014	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402339	CLM	Aisha Simmons	1944-04-21	—	2293515885	774 Lincoln Way, Phoenix, AZ, 85014	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424642	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416376	CLM	Timothy Y Aguilar	1996-11-08	—	5002713314	1629 River Rd Apt 10, Las Vegas, NV, 89123	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-432516	CLM	Isaeblla Gordon	2007-08-24	UHC-44059-85	4819094118	752 Mountain View Dr, Los Angeles, CA, 90062	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416409	CLM	Arjun Roertson	1980-11-11	UHC-87084-84	4112212069	4498 Washington St, Jacksonville, FL, 32242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406041	CLM	Kyle Reyes	1998-08-03	UHC-14749-41	5749919793	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-432777	CLM	Nicole Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd, Nashville, TN, 37276	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428719	CLM	Albert Cruz	1993-09-19	UHC-86254-80	2665082073	1079 Lake View Rd, Gilbert, AZ, 85238	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428718	CLM	Albert Cruz	1993-09-19	UHC-86254-80	2665082073	1079 Lake View Rd, Gilbert, AZ, 85238	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424401	CLM	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave Apt 35, Houston, TX, 77030	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424889	CLM	Aisha Moore	—	—	7848269253	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-417302	CLM	Russell Long	1993-02-19	—	8278847497	1286 Broadway, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-402110	CLM	Kelly Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408403	CLM	Patricia Castillo	1997-02-10	UHC-69535-07	6466022448	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427732	CLM	Albert Chavze	1998-08-22	UHC-44798-07	5733804728	1017 Central Ave, San Antonio, TX, 78233	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400818	CLM	Danielle K Soto	1989-11-01	UHC-26317-10	7109818547	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422544	CLM	Jonthan Sanchez	2003-11-10	—	2759051953	8622 Park Pl, Los Angeles, CA, 90084	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414388	CLM	Carl Vasquez	2000-10-08	UHC-28618-98	3964821958	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425241	CLM	Carol Y Weebr	1988-09-28	—	5617471574	21 Indian School Rd, Columbus, OH, 43229	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417585	CLM	Danielle Ferguson	1985-10-12	UHC-82532-02	3176692769	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409461	CLM	Christian Rojas	2002-10-10	UHC-82285-28	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407986	CLM	Jacqueline Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd # 826, Las Vegas, NV, 89128	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-428463	CLM	Betty Weber	1956-07-23	—	5507961997	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-401250	CLM	Thomas J Griffin	1986-12-03	UHC-79604-64	8249420572	3794 Mountain View Dr, Charlotte, NC, 28247	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-415137	CLM	Andrea Murphy	1945-01-11	UHC-49868-20	5366654368	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415993	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416844	CLM	Nicholas Castillo	1963-08-07	UHC-57647-09	6615182096	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430415	CLM	Valentina Guerrero	1977-09-18	—	5686668856	7765 Grand Ave, Columbus, OH, 43232	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-417443	CLM	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419091	CLM	Herrera Frances	1996-10-04	—	8146185668	4797 Market St, Las Vegas, NV, 89185	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-400917	CLM	Carl Y Cruz	1948-04-12	—	4852670845	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-416858	CLM	Rob Thomas	1966-03-15	UHC-78800-80	3635038500	4075 Park Pl, Nashville, TN, 37274	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared

11,960 rows, page 162 of 240Previous Next