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
TPA-53339	TPA	Edward Jones	1980-01-23	—	—	2430 Canyon Rd, Gilbert, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-135138	ENR	Julia K Jordan	1945-03-04	UHC-17224-84	7884751551	4458 Oak St, Atlanta, GA, 30374	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-401368	CLM	Scott Rynolds	1944-05-06	UHC-58037-43	—	9018 Harbor Blvd, Jacksonville, FL, 32281	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-432483	CLM	Valentina Mejia	1965-08-16	UHC-25585-49	—	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-112298	ENR	Olivia Torres	1958-08-07	UHC-12295-59	9627423924	9723 Baseline Rd, Dallas, TX, 75246	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61587	TPA	Andrea Chavez	1962-08-10	—	—	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24355	PRV	Madison Garcia	1984-09-25	—	—	6656 Church St, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113740	ENR	Zachary Y Greeen	1979-02-02	UHC-03711-37	3508287855	2413 Elm St, Tampa, FL, 33655	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408801	CLM	Theresa Wheeler	1953-07-08	—	—	8531 Camelback Rd, San Diego, CA, 92187	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21262	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21263	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411811	CLM	Michelle Romero	1939-12-08	UHC-14494-77	—	2821 Harbor Blvd, Nashville, TN, 37219	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-120517	ENR	—Junk	1983-01-01	UHC-09349-62	8757253436	4879 Jefferson Ave, Tucson, AZ, 85717	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58682	TPA	Christine Morgan	2007-09-01	—	—	469 Pine Dr, Austin, TX, 78759	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24274	PRV	Mason Weaver	1946-08-27	—	3287084598	248 Palm Dr, Fresno, CA, 93706	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428642	CLM	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132869	ENR	Andrea McCoy	1976-08-14	UHC-43360-40	6629293194	4191 Forest Ave, Minneapolis, MN, 55403	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112286	ENR	Joan S Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403635	CLM	Henry Marshall	1954-10-23	UHC-90506-25	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102286	ENR	Cynthia B Fowler	1956-09-13	UHC-63359-82	7218720079	1339 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61658	TPA	Tony Thompson	1957-06-26	—	—	7223 Church St, Plano, TX, 75002	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408590	CLM	George Patterson	1983-02-09	—	—	5376 Central Ave, San Antonio, TX, 78205	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-132006	ENR	Jordan O Henderson	2008-10-28	UHC-78680-14	8735620138	9092 Spring St, San Antonio, TX, 78221	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52476	TPA	Diego Bradley	1978-04-22	—	—	1851 Ridge Rd, Plano, TX, 75001	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22982	PRV	Jean Ruiz	1965-01-26	—	—	6029 Sunset Blvd, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116210	ENR	Brcue X Delgado	1955-02-10	UHC-33760-87	7707014702	6913 Willow Ct, Seattle, WA, 98169	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114877	ENR	Bruce Reed	1948-03-22	UHC-40972-69	8216695080	8324 Apache Blvd Apt 37, Chandler, AZ, 85201	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401204	CLM	Katherine Carpenter	1949-04-23	—	—	4824 Lake View Rd, Plano, TX, 75046	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
CLM-402271	CLM	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	6413 Grand Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406306	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406305	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-55100	TPA	Jack Carter	1997-04-23	—	6939400690	9198 Mountain View Dr Apt 21, Tucson, AZ, 85754	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143006	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429464	CLM	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414736	CLM	Johnny Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX, 78737	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-128733	ENR	Beverly Z Vasquez	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411759	CLM	Jacquleine D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-121814	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61800	TPA	Emma Rios	2004-03-22	UHC-29326-42	—	124 Ridge Rd, San Diego, CA, 92177	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-419993	CLM	Betty Johnston	2007-07-24	UHC-34962-06	—	5310 Maple Ave, Atlanta, GA, 30368	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 102 of 357Previous Next