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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133574	ENR	Ryan Barnes	1957-09-02	UHC-62073-15	8573790866	4816 Desert Sky Blvd, Gilbert, AZ, 85248	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112508	ENR	Omar W Carter	2002-04-05	UHC-20223-76	—	1110 Baseline Rd, Houston, TX, 77090	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413914	CLM	Arthur Marshall	1979-02-09	—	4489207391	9593 Ocean Ave, Los Angeles, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-110594	ENR	Camila Griffin	2002-02-22	UHC-54579-08	3243828322	6395 Canyon Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
TPA-62373	TPA	Hannah Santos	1941-06-09	—	—	2094 Sunset Blvd, San Antonio, TX, 78271	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402222	CLM	Kimberly Crawford	1995-10-25	UHC-52893-38	—	3927 Ocean Ave, Dallas, TX, 75218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127703	ENR	Michelle Jacobs	1956-04-06	UHC-37499-83	3344490345	8321 Mountain View Dr, Chandler, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403208	CLM	Paul Holmes	1975-10-09	UHC-92596-05	—	8631 Canyon Rd, Scottsdale, AZ, 85245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-128610	ENR	Joe Riley	1988-08-21	UHC-84868-97	—	5814 Sage Ct, San Diego, CA, 92173	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-119474	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	9457 Lake View Rd, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-419833	CLM	Albert E Jacobs	1994-07-04	—	7032001297	1538 Lake View Rd, Seattle, WA, 98175	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427149	CLM	Michael Castilo	1993-10-10	—	—	4631 Sage Ct, Denver, CO, 80276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59573	TPA	Kathleen Tran	1975-04-20	—	—	4373 Central Ave, Miami, FL, 33166	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409915	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113752	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	3016989214	4823 Mountain View Dr, Sacramento, CA, 95863	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410978	CLM	Lauren Perez	1949-06-06	UHC-37524-53	—	7080 Main St, Fresno, CA, 93700	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134235	ENR	Prriya Lpez	1944-05-10	UHC-42912-95	2216165141	1884 Palm Dr, Orlando, FL, 32865	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108722	ENR	Patricia A Nichols	—	UHC-45310-42	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
CLM-410198	CLM	Arthur Alvarez	1957-11-13	—	—	8552 Grand Ave, Columbus, OH, 43218	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107190	ENR	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-430942	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	3967406707	7317 Oak St, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-124766	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60729	TPA	Henry Riz	1992-02-13	—	—	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-105443	ENR	Joshua J Young	1974-10-10	UHC-95779-94	—	9167 Willow Ct, San Diego, CA, 92183	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426105	CLM	Donald Washington	1999-02-07	UHC-45902-95	—	732 Church St, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-60411	TPA	Eugene Morales	1976-03-11	—	5559934176	7390 Bayshore Dr, Austin, TX, 78766	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-406239	CLM	Sharon Kelly	1943-08-28	—	4456755720	—	0.66	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-139052	ENR	Beveerly M Crawford	2008-05-09	UHC-67716-02	4393363253	1517 Cedar Ln, Charlotte, NC, 28240	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117181	ENR	Kelly X Jenknis	1980-06-22	UHC-66047-18	3478744930	7663 Maple Ave, Denver, CO, 80216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134861	ENR	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	6464 Canyon Rd Apt 6, Dallas, TX, 75253	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-134052	ENR	Judith Lee	1981-02-09	UHC-48840-84	8098303444	1553 Market St, Atlanta, GA, 30357	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407567	CLM	Jeremy Munoz	—	UHC-03662-51	8197310687	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-121281	ENR	Danielle George	1954-11-16	UHC-64557-14	2179051593	2035 Church St, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419005	CLM	Yuki Harvey	1941-01-22	UHC-96441-04	—	334 Mountain View Dr, Miami, FL, 33167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413546	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-413547	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-410743	CLM	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-412103	CLM	Lawrence Rodriguez	1939-09-17	—	—	2258 Church St, Nashville, TN, 37277	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115942	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-430093	CLM	Jean Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 190 of 337Previous Next