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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413796	CLM	Matthew Hall	1983-03-09	UHC-86977-16	—	6673 Harbor Blvd, Fresno, CA, 93779	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405306	CLM	Denise Sandoval	1990-02-16	—	—	7820 Jefferson Ave, Houston, TX, 77097	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404657	CLM	Marcus Wells	—	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402148	CLM	Bobby Wilson	1971-02-25	UHC-12643-12	—	633 Meadow Ln, Miami, FL, 33117	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411092	CLM	Luis Garcia	1978-11-12	—	2956216787	8262 Main St, Scottsdale, AZ, 85296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432823	CLM	Maggie Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412570	CLM	Noah Sims	2002-05-14	—	4558356842	7793 Harbor Blvd, Chandler, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406521	CLM	Bobby Matthews	1973-05-04	UHC-97499-90	8667454117	5402 Grand Ave, Tempe, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427475	CLM	Shirley Lopez	—	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404157	CLM	Raymnd Castro	1997-10-20	UHC-84200-38	—	6647 Harbor Blvd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-409624	CLM	Bruce Adams	1943-08-25	—	—	1940 Grand Ave, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412307	CLM	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403911	CLM	Donna Griffin	1944-10-13	—	4248572041	9479 Pine Dr, Chandler, AZ, 85257	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406229	CLM	Billy Contreras	1984-05-25	—	—	1811 Valley View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-410265	CLM	Shirley N James	1958-03-17	UHC-50985-20	—	4874 Canyon Rd, Tempe, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432150	CLM	Benjamin Cooper	1968-06-14	UHC-69545-33	—	2277 Maple Ave, Sacramento, CA, 95820	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-431003	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	3904287949	356 Baseline Rd Apt 8, Houston, TX, 77043	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419758	CLM	George Valdze	1998-11-25	UHC-34806-17	8909128333	3498 Church St, Charlotte, NC, 28245	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-417491	CLM	Richard Q Hawkins	1963-06-14	UHC-05462-25	—	8626 Indian School Rd, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-415436	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	—	8101 Bayshore Dr, San Diego, CA, 92198	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402159	CLM	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402017	CLM	Raymond Hall	1978-08-11	—	8547646325	3690 Elm St, San Antonio, TX, 78298	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420521	CLM	Judith Ford	1949-12-12	UHC-34094-33	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427443	CLM	Philip Valdez	2002-07-04	UHC-98601-37	—	2007 Mountain View Dr, Eden Prairie, MN, 55320	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430634	CLM	Alexis Morrison	1949-03-08	—	—	4439 Apache Blvd, Tampa, FL, 33646	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427836	CLM	Michelle Harrper	1952-04-17	UHC-59426-45	—	3693 Union St, Plano, TX, 75080	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403546	CLM	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405108	CLM	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401565	CLM	Vincent George	—	—	—	2954 Lincoln Way, Phoenix, AZ, 85029	0.64	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405947	CLM	Sharon C Aguilar	1990-09-19	UHC-98678-80	—	4558 Pine Dr, Atlanta, GA, 30358	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429454	CLM	Jose Yang	1996-12-24	UHC-79343-17	—	6764 Ridge Rd Apt 25, Tampa, FL, 33657	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405495	CLM	Lori Fowler	1972-10-21	UHC-41558-85	3782491059	194 Church St Apt 5, Tampa, FL, 33640	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400763	CLM	Billy Thomas	1961-12-16	—	—	394 Cedar Ln, Mesa, AZ, 85220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423452	CLM	Amber Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421343	CLM	Eugene Spencer	1980-09-06	—	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409317	CLM	Julie Reynolds	2003-09-10	—	—	9505 Meadow Ln, Seattle, WA, 98136	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402252	CLM	Nancy Bennett	—	—	4122555921	7655 Bayshore Dr, Denver, CO, 80244	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-407890	CLM	Vincent Palmer	1969-09-01	UHC-31592-87	—	6694 Market St, Seattle, WA, 98173	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420594	CLM	Barbara Z Fields	2004-03-07	UHC-16430-39	—	5933 Oak St, Glendale, AZ, 85325	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-420190	CLM	Maria Gonzales	—	UHC-94421-13	—	1366 Lincoln Way, Atlanta, GA, 30321	0.64	Date of birth missing Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-407508	CLM	Andrea Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405398	CLM	Catherine B Baker	1961-01-05	UHC-89089-25	—	8109 Sunset Blvd, San Diego, CA, 92152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407441	CLM	Evelyn Burke	1951-03-08	—	—	9253 Valley View Dr, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421653	CLM	Jim M Maldonado	1954-08-19	—	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415272	CLM	Kimberly Marquez	1942-05-15	UHC-94929-40	—	1432 Valley View Dr, Las Vegas, NV, 89170	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413704	CLM	Ryyan Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 140 of 618Previous Next