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 “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
TPA-59999	TPA	Joe Obrrien	—	—	—	832 Oak St, Jacksonville, FL, 32288	0.52	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-142804	ENR	Denise C Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way Apt 28, Chandler, AZ, 85272	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424862	CLM	Ben Rose	2007-04-19	UHC-01453-15	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55264	TPA	Donald Park	1972-01-09	—	—	1942 Forest Ave # 852, Gilbert, AZ	0.52	Date of birth reformatted Unit split from street State name converted to code ZIP missing+2 more
CLM-401286	CLM	Emma Valdez	—	UHC-16477-14	—	5102 Cedar Ln, Seattle, WA, 98192	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126713	ENR	Michelle Y Spencer	2002-07-28	UHC-58399-69	—	4328 Pine Dr # 939, Plano, TX, 75094	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432405	CLM	Micehlle Alvarez	2007-03-11	UHC-56884-74	—	9370 Hillcrest Rd, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135843	ENR	Diana Z Lng	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133191	ENR	Pamela R Arnold	1974-03-06	UHC-14514-49	3179312944	3833 Willow Ct, Tempe, AZ	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418690	CLM	Billy Anderson	1984-05-10	—	7867473559	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55937	TPA	Charles Austin	1979-02-16	—	—	787 Grand Ave, Mesa, AZ, 85271	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114142	ENR	Charlotte Little	1977-08-05	UHC-17946-91	9426661784	2244 Canyon Rd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423404	CLM	Scott Duncan	1997-10-26	UHC-47476-28	—	4543 Indian School Rd, Gilbert, AZ	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27807	PRV	Bobby Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr Apt 12, Jacksonville, FL, 32287	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26811	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St Apt 4, San Antonio, TX, 78229	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102817	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	—	7383 Bayshore Dr, Columbus, OH	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131329	ENR	Aisha Y Gilbert	1971-08-08	—	—	8619 Elm St, Houston, TX, 77047	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427240	CLM	Juan Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53105	TPA	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd # 478, Charlotte, NC, 28269	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62213	TPA	Tyler Z Sanders	1994-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141235	ENR	—Junk	2002-09-26	UHC-55937-60	4228573147	5295 Main St, Mesa, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54357	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418568	CLM	Steven Howell	2008-02-19	UHC-92754-01	—	1820 Maple Ave Apt 37, Sacramento, CA, 95878	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-416406	CLM	Heather Hill	—	UHC-75926-35	3409033399	8353 Washington St # 185, Atlanta, GA, 30384	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-122611	ENR	Jesse Ramos	—	UHC-50341-36	3939243968	2438 Ocean Ave, Denver, CO, 80281	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23419	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd Apt 17, Sacramento, CA, 95880	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123544	ENR	Elizabeth U Hanson	1962-04-16	UHC-09556-36	—	1298 Meadow Ln, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more

71,257 rows, page 105 of 1,426Previous Next