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-427273	CLM	Walter Murray	1990-02-28	—	—	2846 Ridge Rd, San Diego, CA, 92150	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420021	CLM	Hiroshi Guerrero	1959-10-27	—	9214336320	3471 Baseline Rd, Atlanta, GA, 30352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412855	CLM	Danielle Z Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405583	CLM	George Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403764	CLM	Alice Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-407452	CLM	Ann Sullivan	1992-08-26	UHC-58187-57	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416395	CLM	Jesse George	1973-07-25	UHC-45885-26	5073395219	2028 River Rd, Tempe, AZ, 85270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420947	CLM	Jason Murray	1983-04-12	UHC-52531-44	7347411955	4758 Market St, Dallas, TX, 75278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422810	CLM	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-426684	CLM	Kelly Mason	1950-04-08	UHC-40432-40	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400298	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-426291	CLM	Ronald Li	—	—	—	7230 Lake View Rd, Houston, TX, 77031	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-429961	CLM	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409134	CLM	Don Taylor	2000-01-13	—	—	1401 Hillcrest Rd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-426182	CLM	Kevn L Tcker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410666	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410665	CLM	Lawrence D Cunningham	1998-07-17	—	2386081454	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-432679	CLM	Thomas Harper	1974-08-03	—	—	973 Market St, Tucson, AZ, 85766	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-414865	CLM	Gregory Ramos	1984-08-11	UHC-69287-98	—	843 Harbor Blvd, Nashville, TN, 37202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403851	CLM	Larry Y Arnold	1978-01-01	—	2113956342	1043 Ocean Ave, Tucson, AZ, 85745	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431343	CLM	Kayla Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA, 98138	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423904	CLM	Camila Bennett	1992-08-15	—	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415112	CLM	Maria Montgomery	1962-07-03	—	—	1044 Ridge Rd # 872, Phoenix, AZ, 85096	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415493	CLM	Pamela X Santiago	1980-12-17	UHC-11261-20	—	3766 Palm Dr Apt 10, Atlanta, GA, 30373	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-430470	CLM	Kathryn Welch	1940-12-08	—	9099340100	5983 Indian School Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407547	CLM	Bruce Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423573	CLM	Albert Rios	1958-01-26	UHC-29234-95	5395657540	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432491	CLM	Roger Martinez	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln # 605, Phoenix, AZ, 85049	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429483	CLM	Stephen King	1968-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412656	CLM	Elizabeth N Chapman	1944-12-23	—	8676977543	2615 Ridge Rd, San Antonio, TX, 78212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-422068	CLM	Fatima Thomas	1960-03-25	UHC-12199-64	—	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411749	CLM	Sean Price	1983-08-27	UHC-80429-86	6913146948	8150 Harbor Blvd, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407877	CLM	Samantha Elliott	1975-08-03	UHC-46587-22	—	5177 Highland Ave, Scottsdale, AZ, 85223	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409025	CLM	Laura Gomez	1964-03-17	—	—	8549 Desert Sky Blvd Apt 5, Charlotte, NC, 28241	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407826	CLM	Christopher Rojas	1949-11-02	UHC-25497-48	—	3036 Spring St, Denver, CO, 80242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432750	CLM	Maria Fields	1944-03-23	UHC-29736-44	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

10,559 rows, page 30 of 212Previous Next