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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403519	CLM	Pemela E Thompson	1981-12-15	—	—	99 Valley View Dr, Glendale, AZ	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
TPA-62418	TPA	William Hamilton	1950-11-11	—	2453429974	3320 Meadow Ln, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
TPA-55557	TPA	William Hansen	1981-06-28	—	5416783114	2079 Jefferson Ave, Austin, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53323	TPA	Hannah Clark	1981-05-15	—	—	2713 Jefferson Ave, Fresno, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-142368	ENR	Lauren K Willis	1968-03-04	UHC-50537-87	—	3496 Ridge Rd, Seattle, WA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-124968	ENR	Emily Jimenez	1974-01-09	UHC-37262-79	9217438580	2840 Spring St, Minneapolis, MN	0.52	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114193	ENR	Mason N Jenkins	1971-02-08	UHC-44213-31	4038643511	2754 Meadow Ln, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-140434	ENR	Sandra C Young	1938-09-22	UHC-48035-60	2247165422	8637 Mountain View Dr, San Antonio, TX	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124986	ENR	ElizabethJunk	1985-06-17	UHC-07694-89	9257653754	9041 Baseline Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414091	CLM	Natalie Collins	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124421	ENR	Russell Powell	1939-10-22	UHC-73379-98	—	8283 Willow Ct, Fresno, CA	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21430	PRV	Zachary Ortega	1947-11-11	UHC-23727-64	—	7811 Washington St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108054	ENR	Frank L Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63163	TPA	Densie Lynch	1965-06-12	—	8706280498	4354 Sunset Blvd, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29531	PRV	Dot U Fernandez	1958-06-18	—	—	4640 Pine Dr Apt 37, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57651	TPA	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 14, Charlotte, NC	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413335	CLM	Douglas T Henderson	1997-01-10	UHC-07476-51	—	1129 Market St, Eden Prairie, MN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127653	ENR	Patricia K Porter	1986-09-25	UHC-40405-05	4632904392	8080 Forest Ave Apt 9, Denver, CO	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107906	ENR	Logan Q Carpenter	1977-02-13	UHC-39590-29	—	8727 Lincoln Way, Columbus, OH	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127477	ENR	Andrea V Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-131843	ENR	Joshua V Perry	1990-06-24	UHC-65921-80	8565703786	7612 Valley View Dr, Jacksonville, FL	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
CLM-402281	CLM	Hiroshi N Kelley	1977-12-16	UHC-89921-68	—	1459 Jefferson Ave, Miami, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400082	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-116020	ENR	Beverly Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108958	ENR	Laura Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134750	ENR	Samantha X Reynolds	1955-08-26	UHC-48745-56	2627015654	9042 Canyon Rd, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-138150	ENR	Saa Y Greene	—	UHC-27441-33	3194860136	8734 Willow Ct, Los Angeles, CA	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411506	CLM	Elijah Hudson	1984-08-09	UHC-86992-55	9405149175	7178 Desert Sky Blvd, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21214	PRV	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24817	PRV	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431198	CLM	Wayne Romero	1945-03-26	—	4467868191	7933 Maple Ave, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135995	ENR	Jacob C Estrada	2006-06-14	UHC-26082-11	2784791100	2004 Park Pl, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402992	CLM	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

7,146 rows, page 37 of 143Previous Next