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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105593	ENR	James Cunningham	—	UHC-68874-94	—	7014 Desert Sky Blvd, Denver, CO, 80253	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56473	TPA	Wei Dunn	—	—	3756121702	6309 Lincoln Way, Plano, TX, 75041	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102520	ENR	Sofia U Garza	1971-11-23	UHC-84750-50	2557590276	8092 Park Pl, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138495	ENR	Maria Carlson	1955-09-12	UHC-01702-71	9715473243	1113 Church St, Phoenix, AZ, 85048	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51498	TPA	Oivia Hart	1943-06-07	—	—	2743 Meadow Ln # 668, San Diego, CA, 92145	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405668	CLM	Henry Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400195	CLM	Andrea R Mendoza	1949-05-24	UHC-31553-52	—	3821 Willow Ct, Denver, CO, 80230	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57086	TPA	Janice Taylor	1963-03-26	—	3198756413	3353 Canyon Rd Apt 4, Eden Prairie, MN, 55397	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60061	TPA	Amanda Hall	1938-02-04	—	—	4950 Willow Ct, Austin, TX, 78702	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405262	CLM	Helen Simmmons	—	—	4919270856	711 Oak St, Eden Prairie, MN, 55377	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-426763	CLM	Brian Stone	1973-10-20	—	—	1030 Highland Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112402	ENR	Anna W Hicks	2000-07-28	UHC-76951-41	2747125621	4474 Valley View Dr, Minneapolis, MN, 55404	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426647	CLM	Lori Lucas	1987-09-03	UHC-85098-51	—	699 Spring St, Los Angeles, CA, 90097	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413902	CLM	Justin Johnsno	2003-07-03	—	6656228532	4490 Palm Dr, Tempe, AZ, 85293	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52907	TPA	Donald Herrera	1997-10-22	—	2574529558	9786 Central Ave # 996, Minneapolis, MN, 55448	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141023	ENR	Charlotte L Nichols	1997-12-23	UHC-59303-91	4964430166	370 Spring St, Charlotte, NC, 28235	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413366	CLM	TeresaJunk	2002-02-28	UHC-70614-27	—	421 Camelback Rd, Fresno, CA, 93710	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119539	ENR	Katherine Tucker	1949-10-27	UHC-50556-18	4682820604	7176 Maple Ave Apt 7, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-109647	ENR	Jeremy Harvey	1965-06-25	UHC-56546-03	3142825643	3677 Pine Dr, Houston, TX, 77046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129669	ENR	Danielle I Duncan	2008-05-08	UHC-27925-26	9545299043	4624 Central Ave, Jacksonville, FL, 32294	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137011	ENR	Kenneth N Smith	1949-11-07	UHC-85947-01	9757673904	8822 Forest Ave, Fresno, CA, 93747	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105521	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105522	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120325	ENR	Matthew Q Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132276	ENR	Nancy Medina	2000-06-26	UHC-57465-87	6457736920	1924 Ridge Rd, Las Vegas, NV, 89112	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61180	TPA	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct # 279, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-424145	CLM	Joey Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141376	ENR	Evelyn M Moore	1955-08-25	UHC-06739-36	—	7193 Elm St, Atlanta, GA, 30339	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-109873	ENR	Diane L Parker	1938-03-18	UHC-09683-83	3505902727	2081 Pine Dr, Chandler, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405117	CLM	Maria T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116466	ENR	Nathan Thompson	1965-07-03	UHC-86157-10	5699782489	7069 River Rd, Houston, TX, 77059	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-133450	ENR	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave # 138, Nashville, TN, 37235	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more

17,850 rows, page 85 of 357Previous Next