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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114084	ENR	Walter D Parker	1996-06-10	UHC-95006-08	2337840073	1424 Meadow Ln, Orlando, FL, 32829	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140811	ENR	Janet S Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd # 937, Phoenix, AZ, 85055	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138224	ENR	Elizabeth U Olson	1946-11-20	UHC-70010-46	5755586667	6038 Grand Ave, Dallas, TX, 75221	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120955	ENR	Elijah Montgomery	1956-12-07	UHC-48585-51	7243062712	6026 Sage Ct, Denver, CO	0.42	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127275	ENR	Walter E Hernandez	2001-11-13	UHC-05632-94	3059925929	2225 Ridge Rd, Nashville, TN	0.42	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110513	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131372	ENR	Walter X Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112594	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	—	9117 Market St Apt 30, Los Angeles, CA, 90091	0.42	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136020	ENR	MJunk	2002-07-06	—	5888856497	2512 Pine Dr, Phoenix, AZ, 85039	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-142246	ENR	Amer A Greene	1990-06-27	UHC-89256-42	—	9432 Park Pl, San Antonio, TX, 78204	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128715	ENR	Joshua L Harper	1971-08-11	UHC-85497-41	6416367192	282 Ocean Ave, Los Angeles, CA, 90023	0.42	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-104573	ENR	Kevin S Espinoza	1957-12-15	UHC-95455-88	4133163222	5811 Union St, Denver, CO, 80216	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-143027	ENR	Doris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr # 283, Plano, TX	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137460	ENR	Hiroshi J Ramos	1999-11-16	UHC-35776-22	4739190104	2146 Cedar Ln, Phoenix, AZ, 85029	0.42	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+1 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-136546	ENR	Charlotte A Powell	1987-10-20	UHC-60454-65	7032493841	2491 Washington St, Nashville, TN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110863	ENR	Sarah A Robertson	1966-04-14	UHC-40324-67	2789414185	4444 Jefferson Ave, Columbus, OH, 43258	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139821	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-139822	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-107391	ENR	Lauren Q Hakins	—	UHC-71458-08	6494807881	6596 Elm St, Denver, CO, 80298	0.42	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137705	ENR	Greg V Luna	1966-07-21	UHC-06652-38	—	1761 Canyon Rd, Phoenix, AZ, 85020	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-109136	ENR	Eric B Bishop	1951-02-13	UHC-06958-31	9337482880	1104 Hillcrest Rd, Minneapolis, MN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108796	ENR	Charlotte Perry	1999-02-08	UHC-98299-40	2319123024	5053 Jefferson Ave, Las Vegas, NV, 89167	0.42	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118070	ENR	Mateo B Ramirez	1994-05-14	UHC-28099-67	4642423455	249 Mountain View Dr, San Antonio, TX, 78279	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119513	ENR	Sarah X Grant	1939-06-16	UHC-62692-11	3072641073	5840 Valley View Dr, Tucson, AZ, 85712	0.42	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105815	ENR	Bradley V Marquez	2003-05-02	UHC-30238-54	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.42	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-105433	ENR	Olivia Fox	1976-01-11	UHC-47212-39	—	1864 Market St Apt 5, Austin, TX, 78750	0.42	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-118522	ENR	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd Apt 1, Glendale, AZ	0.42	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-128280	ENR	Diana Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St Apt 25, Scottsdale, AZ, 85244	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128507	ENR	Adam Simpson	1967-06-24	UHC-96422-35	—	5636 Ridge Rd, Nashville, TN, 37256	0.42	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+1 more
ENR-125407	ENR	Kathleen E Santos	1956-12-09	UHC-88039-83	7267525817	367 Oak St, Nashville, TN, 37296	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-120852	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.42	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138136	ENR	Deborah Hoffman	1940-03-02	UHC-84676-19	8266769852	6121 Mesa Dr # 156, Columbus, OH	0.42	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117361	ENR	Virginia Warren	2000-10-18	UHC-49628-15	2276978271	6360 Ridge Rd, San Antonio, TX, 78229	0.44	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-136447	ENR	David I Gardner	1964-12-07	UHC-74358-71	4448133248	4966 Church St Apt 3, Sacramento, CA	0.44	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-112503	ENR	Jonathan G Bowman	2001-09-03	UHC-40062-05	9865520170	54 Grand Ave Apt 7, Miami, FL	0.44	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-130640	ENR	Victoria G Kelly	2006-06-13	UHC-05223-49	6567726359	3470 Park Pl, Scottsdale, AZ, 85267	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-111554	ENR	Timothy P Weber	2001-09-27	UHC-91272-09	—	3400 Park Pl, Scottsdale, AZ	0.44	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-100457	ENR	Jackie T Johnston	1999-08-07	UHC-56323-70	9353383997	568 Jefferson Ave, Plano, TX	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more

26,564 rows, page 20 of 532Previous Next