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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402972	CLM	Yuki White	1954-11-15	UHC-76332-15	3462236634	4932 Maple Ave # 361, Denver, CO, 80255	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23499	PRV	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55092	TPA	Elizabeth Crawford	2002-07-18	—	6113531127	6310 Hillcrest Rd, Houston, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24308	PRV	Arjun Johnston	1966-02-05	UHC-67323-93	6319812942	3085 Forest Ave, Austin, TX, 78763	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-124621	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-124622	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103321	ENR	Martha I Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104519	ENR	Gregory H Gordon	1957-03-06	UHC-03362-93	6849342933	8156 Mountain View Dr # 815, Tempe, AZ, 85269	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119305	ENR	Terry X Cook	1972-05-04	UHC-61203-53	2768174444	1367 Forest Ave, Fresno, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142701	ENR	Ahmed W Hoffman	1991-01-20	UHC-79652-32	—	6488 Desert Sky Blvd # 368, Eden Prairie, MN, 55345	0.50	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136874	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103487	ENR	Isabella E Stone	1983-06-14	UHC-62989-41	7877190635	7196 Apache Blvd, Scottsdale, AZ, 85245	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-23623	PRV	Camila James	1946-05-03	—	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27152	PRV	Wanye Stephens	1981-07-10	UHC-60073-10	4757355074	8351 Hillcrest Rd # 342, Seattle, WA, 98189	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424668	CLM	Larry Crawford	1982-09-02	—	7209259162	8183 Mesa Dr # 601, Scottsdale, AZ, 85264	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25291	PRV	Kimberly R Ortega	2000-05-19	UHC-66789-55	—	7148 Sage Ct Apt 17, Jacksonville, FL, 32297	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127943	ENR	Emma Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408397	CLM	William Harvy	—	UHC-66390-26	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116863	ENR	Eryc Phillips	1951-12-09	UHC-15080-41	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425455	CLM	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419016	CLM	Reid I Joyce	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd Apt 29, Scottsdale, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136161	ENR	Katherine L Palmer	1982-02-11	UHC-33792-42	3537404409	4419 Camelback Rd Apt 20, Plano, TX, 75047	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129937	ENR	Isabella Munoz	1982-05-16	UHC-41188-99	9326357406	4246 Main St # 400, Nashville, TN, 37274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428018	CLM	Andrew M James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109354	ENR	Henry Jackson	1975-09-28	UHC-76377-46	8139278494	6258 Forest Ave Apt 7, Columbus, OH, 43254	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403872	CLM	Aaron Schultz	1952-07-11	—	—	5848 Bayshore Dr, Los Angeles, CA, 90070	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426958	CLM	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58137	TPA	Wei Garrett	1986-11-10	—	—	2747 Harbor Blvd, Seattle, WA, 98169	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-134095	ENR	Kathryn Gray	1969-12-14	UHC-34431-13	6234617851	6391 Camelback Rd, Scottsdale, AZ, 85213	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400903	CLM	Emma Z Rogers	1970-04-14	UHC-12078-57	6834028241	156 Lake View Rd Apt 22, Fresno, CA, 93727	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50087	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St # 136, Chandler, AZ, 85207	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50764	TPA	Fatima Clark	1979-03-05	—	—	2705 Sage Ct, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-408311	CLM	Arjun Gibson	1957-05-23	UHC-37494-67	7463064156	2796 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-405906	CLM	Gregory Webb	1977-01-26	—	5949277879	462 Meadow Ln, Miami, FL	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-407383	CLM	Mari S Price	1986-05-12	UHC-97503-98	9437081697	72 Mesa Dr, Atlanta, GA, 30388	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142051	ENR	Heather Jones	1985-02-01	UHC-44914-82	3665428658	1863 Lake View Rd, Phoenix, AZ, 85071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

55,824 rows, page 96 of 1,117Previous Next