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

Provider network, 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
PRV-21541	PRV	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27533	PRV	Timothy Hicks	1942-12-19	UHC-95337-33	5286479517	4810 Church St, Scottsdale, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26261	PRV	Brittany Mendez	1946-05-27	—	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28357	PRV	Marrtha Black	1979-07-25	UHC-60855-59	7275741569	9603 Baseline Rd, Seattle, WA, 98174	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22631	PRV	Willie Graham	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23031	PRV	Timothy Martin	1985-02-15	UHC-77042-14	8215652923	5826 Maple Ave, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26871	PRV	Steve Lewis	1945-04-19	UHC-79108-37	7083511873	6070 Sage Ct, Scottsdale, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21009	PRV	Timotyh Reynolds	1961-07-01	—	4558027913	8333 Forest Ave, Miami, FL, 33125	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23558	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23559	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20128	PRV	Harold Y Cole	1946-09-26	UHC-46572-82	4449423700	5148 Lincoln Way, San Antonio, TX, 78244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21277	PRV	Priya Dixon	1998-08-21	—	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22324	PRV	Amanda Peters	1967-11-03	—	9289689090	2524 Spring St, Minneapolis, MN, 55488	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21455	PRV	Camila S Murphy	1977-05-27	UHC-32185-12	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25135	PRV	Keith Fod	1947-04-21	UHC-33594-46	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27270	PRV	Joan Weber	1940-06-07	—	8626198648	2151 Canyon Rd, Los Angeles, CA, 90083	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25881	PRV	Linda Martin	2006-09-27	—	—	1063 Union St, Dallas, TX, 75262	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24730	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20513	PRV	Dorothy Jacobs	1942-02-04	—	4322011656	2626 River Rd, Fresno, CA, 93771	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25278	PRV	Roger H Nelson	1989-06-14	—	9684758967	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26413	PRV	Izabella B Kennedy	1951-08-10	UHC-97057-97	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22189	PRV	Jack Kelly	1984-08-10	UHC-72971-02	3582369506	8029 Willow Ct, San Antonio, TX, 78230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26342	PRV	Joe Stewart	1953-02-11	UHC-21317-80	5262346068	286 Sage Ct, Los Angeles, CA, 90063	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24325	PRV	Mei Allen	1991-09-17	UHC-06040-50	7967700380	2703 Main St, Tampa, FL, 33634	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27661	PRV	Camila Herrera	1946-01-08	—	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22214	PRV	Lee Julie	1985-06-28	UHC-59108-59	—	7238 Main St, Tucson, AZ, 85743	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25651	PRV	Nicole Carr	1961-06-14	—	4023802792	7331 Pine Dr, Phoenix, AZ, 85053	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23421	PRV	Nancy Stpehens	2005-01-22	—	8544729067	8008 Ocean Ave, Scottsdale, AZ, 85205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28201	PRV	Patricia Gardner	2004-03-08	UHC-34913-40	6845625659	5921 Union St, Chandler, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22072	PRV	Joshua Q Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX, 75237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20635	PRV	Ahmed Gutierrez	1938-05-12	—	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23810	PRV	John Hicks	1993-02-23	UHC-25546-25	—	4101 Hillcrest Rd, Charlotte, NC, 28299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26097	PRV	Gregory U Husdon	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23625	PRV	Gregory Cole	1995-09-24	UHC-65103-91	6262128314	2080 Washington St, Austin, TX, 78714	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29237	PRV	Natalie Ryan	2004-06-05	—	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22168	PRV	Mateo A Lane	1942-10-27	—	7105209273	3117 Pine Dr, Miami, FL, 33136	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29010	PRV	Katherine Q Wheeler	1982-06-17	UHC-14259-82	9459171020	5094 Maple Ave, Las Vegas, NV, 89196	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-27472	PRV	Daniel Hudson	1996-07-23	UHC-33246-35	4358914542	8069 Lincoln Way, Jacksonville, FL, 32245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22258	PRV	Diana Rian	1945-09-14	—	6742543948	3336 Market St, Tucson, AZ, 85736	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22817	PRV	Danielle Torres	2003-09-16	—	8558324572	3202 Central Ave, Orlando, FL, 32859	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23439	PRV	Jose Rodriguez	1972-10-11	UHC-49925-88	3472183963	385 Market St, Dallas, TX, 75261	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20116	PRV	Terry Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21893	PRV	Stephen N Holmes	1940-01-28	UHC-84368-17	2114154493	2998 Cedar Ln, Orlando, FL, 32851	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20859	PRV	Keith D Morales	1973-08-27	—	5556704672	9255 Washington St, Plano, TX, 75009	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25806	PRV	Jordan Carpenter	1977-03-17	—	—	7257 Mesa Dr, Phoenix, AZ, 85088	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24465	PRV	Terry S Peterson	1940-03-22	—	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21756	PRV	Mei White	1981-03-25	—	—	8916 River Rd, Jacksonville, FL, 32273	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22532	PRV	Mariana Anderson	2000-10-14	—	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29357	PRV	Arthur Oliver	1972-07-19	—	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22231	PRV	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

5,405 rows, page 71 of 109Previous Next