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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125501	ENR	Marilyn Ray	1980-11-13	UHC-54757-66	9055771398	6694 Sage Ct, Charlotte, NC, 28294	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
ENR-136665	ENR	Nancy James	1956-09-17	UHC-08079-42	3142689346	8005 River Rd, Orlando, FL, 32828	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405963	CLM	Shirley Hall	1944-03-18	UHC-69762-72	2545612853	3326 Baseline Rd, Charlotte, NC, 28283	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-414518	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-106033	ENR	Elizabeth W Reed	1994-09-12	UHC-75188-50	8916442972	9403 Cedar Ln Apt 28, Seattle, WA, 98112	0.48	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-128703	ENR	Ryan Burke	2000-08-12	UHC-76409-12	3333786791	6464 Camelback Rd, San Diego, CA, 92169	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138091	ENR	Isabella A Walsh	2006-04-16	UHC-62689-44	3472483522	656 Cedar Ln, Seattle, WA, 98178	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-416913	CLM	Raymond Stewart	2008-08-23	UHC-81012-14	—	7962 Hillcrest Rd, Tampa, FL, 33618	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413221	CLM	Janice Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116476	ENR	Arthur V Santiago	1957-01-17	UHC-93303-99	4239085680	8326 Main St, Tempe, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111577	ENR	Karen F Jackson	1947-05-22	UHC-05379-68	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104311	ENR	Scott Barnes	1999-01-19	UHC-33275-94	6877396692	8037 Forest Ave, Chandler, AZ, 85280	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27056	PRV	Lisa Wnog	1966-09-13	UHC-10089-20	5915578825	6788 Oak St, Tucson, AZ, 85722	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54950	TPA	Jerry Greene	1968-01-26	—	3499293563	6098 Sunset Blvd, Tempe, AZ, 85202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141053	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St, Orlando, FL, 32803	0.48	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+4 more
ENR-102759	ENR	Cynthia L George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA, 90033	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-130538	ENR	Jon Petersun	1958-09-11	UHC-98787-15	3702107906	8169 Sunset Blvd, Houston, TX, 77071	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140890	ENR	Isabella Parrk	1943-09-21	UHC-62319-56	8943437923	2082 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418946	CLM	Pat Ford	1991-01-12	—	9043307144	6567 Mountain View Dr, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111204	ENR	Gregory Martinez	1950-05-21	UHC-78137-30	8033377345	4284 Jefferson Ave, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119428	ENR	Barbara K Lynch	1961-05-26	UHC-36424-15	4008244818	6512 Sage Ct, Nashville, TN, 37258	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-114015	ENR	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403750	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-138552	ENR	Michael N Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132685	ENR	Mason O Bradley	1986-07-19	UHC-43681-03	5299320007	2852 Apache Blvd, Minneapolis, MN, 55414	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54945	TPA	Laura Coleman	1977-10-16	—	7277426152	8086 Washington St # 220, Houston, TX, 77027	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133537	ENR	Jean Brooks	2004-02-06	UHC-50329-04	7979598087	9313 Meadow Ln, Tampa, FL, 33671	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127977	ENR	Patricia Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123609	ENR	Sophia Q Robertson	1962-08-17	UHC-54909-88	2744978695	7990 Church St, Atlanta, GA, 30395	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26886	PRV	Madisn D Kelly	1952-05-25	—	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-24255	PRV	Ethan Ramirez	1970-07-10	—	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117822	ENR	Keith T Banks	1959-07-01	UHC-64031-66	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61063	TPA	Beverly Allen	1963-01-04	UHC-37163-07	7705232843	2944 Willow Ct, Jacksonville, FL, 32247	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422830	CLM	Timothy Carpenter	1970-04-07	—	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-58325	TPA	Mdaison Vazquez	1994-10-09	—	—	9099 Mesa Dr, Minneapolis, MN, 55480	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61208	TPA	Jeremy C Cruz	1964-04-15	—	5404480026	9297 Mountain View Dr, Tempe, AZ, 85299	0.48	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-108991	ENR	Ferguson Jonatahn	1945-06-13	UHC-93124-89	8737158504	8474 River Rd, San Diego, CA, 92190	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-409487	CLM	Priya K Weber	1977-01-08	UHC-74953-20	—	7071 Forest Ave, Glendale, AZ, 85398	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
CLM-416363	CLM	Omar Meidna	1955-05-19	UHC-37490-97	—	3433 Meadow Ln, Orlando, FL, 32854	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-112468	ENR	Jack Z Mendoza	1978-09-13	UHC-85398-59	—	6468 Camelback Rd, Chandler, AZ, 85243	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-22628	PRV	Mei Johnston	1938-01-05	—	5093151717	3813 Sunset Blvd, Charlotte, NC, 28243	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

8,263 rows, page 19 of 166Previous Next