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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401502	CLM	Kimberly A Miller	2002-12-17	—	5977327599	3861 Ridge Rd, Sacramento, CA, 95833	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-402750	CLM	Patrick Martin	1999-03-11	—	8724437999	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-425925	CLM	Abigail P Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-413098	CLM	Wayne Stewart	1958-11-25	UHC-01428-01	—	6154 Indian School Rd, Scottsdale, AZ, 85288	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432535	CLM	Andrew Barnes	1971-12-07	UHC-77094-40	—	2579 Baseline Rd, Los Angeles, CA, 90003	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-400936	CLM	Brenda Weaver	1950-07-25	UHC-49595-38	9596460310	5530 Grand Ave, Tampa, FL, 33617	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-405710	CLM	Zachary D Thompson	1973-11-22	UHC-15871-31	—	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-427727	CLM	Alexander Q Smth	1958-09-25	UHC-06478-92	5583827401	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-422420	CLM	Justin Franklin	1940-06-22	UHC-07882-41	—	5435 Palm Dr # 459, Columbus, OH, 43235	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-420005	CLM	Angela Sims	2005-08-22	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412834	CLM	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 11, Jacksonville, FL, 32243	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402299	CLM	Fatima Carlson	1980-12-19	UHC-32664-63	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412802	CLM	Wells Anna	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-414155	CLM	Daniel G Bennett	2008-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424633	CLM	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-400833	CLM	Gary Miller	1942-11-20	—	4508897399	6849 Apache Blvd, Minneapolis, MN, 55490	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-406849	CLM	Abigail Mason	2003-07-27	UHC-12071-84	2627423699	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413777	CLM	Elizabeth Martinez	1998-12-22	—	—	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-424109	CLM	Omar Ferguson	1950-11-04	—	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-425067	CLM	Danielle Henry	1950-11-16	UHC-92098-20	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401053	CLM	Rebecca Kennedy	1945-09-11	—	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416595	CLM	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409871	CLM	Ana Cunninghaam	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd, Scottsdale, AZ, 85299	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-400888	CLM	Fatima L Kennedy	1989-05-07	UHC-77591-05	—	8239 Central Ave, San Antonio, TX, 78293	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-408385	CLM	Denise Olson	1951-05-11	UHC-65886-44	2374533779	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-407160	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412149	CLM	Roger Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-427689	CLM	Timothy Pena	1965-11-13	—	—	1439 Park Pl, Sacramento, CA, 95887	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-416412	CLM	Amber B Bryant	1989-11-09	UHC-16604-78	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-402921	CLM	Gerald Hudson	1950-12-20	—	2025100902	1693 Market St, Tampa, FL, 33674	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-430535	CLM	Ethan T Ramos	1996-07-20	UHC-82654-90	5419892694	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419639	CLM	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-424681	CLM	Danielle Graham	1985-10-18	UHC-01900-59	3775011977	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-413887	CLM	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427162	CLM	Alexander Hudson	1964-03-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416999	CLM	Daniel Jimenez	1959-01-18	—	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-429496	CLM	Linda Hansen	1943-12-04	—	—	7747 Broadway, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402174	CLM	Pyane Bryen	1956-12-24	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421210	CLM	Steven R Price	1939-01-16	UHC-78273-41	—	2043 Grand Ave, Houston, TX, 77062	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-412223	CLM	Priya R Henry	1997-12-11	—	—	6340 Mountain View Dr, Gilbert, AZ, 85239	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-405218	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-427766	CLM	Anthony Harris	2002-11-20	—	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431170	CLM	Paul Valdez	1957-11-17	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401039	CLM	Willie Austin	1998-09-20	—	4789072706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-419606	CLM	Amy Flores	1947-08-22	—	—	8713 Willow Ct, Houston, TX	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421821	CLM	Vincent Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419814	CLM	Adam T Dixon	1974-07-03	UHC-43173-48	—	—	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-432160	CLM	Lindda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared

2,168 rows, page 28 of 44Previous Next