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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27037	PRV	Jose Nelson	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.76	Name re-cased Two-digit birth year Phone reformatted City 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-23883	PRV	Patel Paul	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr Apt 22, Tucson, AZ, 85741	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+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-27589	PRV	Mariana Hansen	1948-10-02	—	3297020131	7499 Desert Sky Blvd, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+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-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-21133	PRV	Judy Gomez	—	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-28044	PRV	Scott Mitchell	1975-02-20	—	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20780	PRV	Teresa Freeman	1960-04-11	UHC-86980-83	—	6947 Elm St, Miami, FL, 33116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23895	PRV	Camila Snyder	1951-11-11	—	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26321	PRV	Keith Schultz	1940-01-23	UHC-59799-84	—	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24243	PRV	Yuki Fowler	1985-08-17	UHC-97221-33	8582384505	6317 Apache Blvd, Scottsdale, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20060	PRV	Russell D Matthews	1998-06-27	UHC-74421-81	3015054031	2003 Baseline Rd, Chandler, AZ, 85293	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21588	PRV	Jessica S Alexander	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-29561	PRV	Mason Ward	1993-02-17	—	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20550	PRV	Lori Jenkins	1942-03-08	UHC-04155-85	6364362211	6063 Market St, Nashville, TN, 37280	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22431	PRV	Vincent V Wood	1955-11-02	—	5997044390	3500 Camelback Rd, San Diego, CA, 92162	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28335	PRV	Patricia Rodriguez	1970-07-28	—	—	8202 Willow Ct, Gilbert, AZ, 85200	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20876	PRV	Gerald Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ, 85257	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29089	PRV	Theresa Yaang	1991-04-03	—	3749490510	6217 Bayshore Dr, Plano, TX, 75085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20640	PRV	Catherine L Phillips	1981-08-26	UHC-13217-11	5992624121	8247 Desert Sky Blvd, Seattle, WA, 98164	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20186	PRV	Emily Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22541	PRV	Susan Murphy	1996-06-03	—	7576674321	1234 Broadway, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
PRV-25634	PRV	Hiroshi Espinoza	1997-12-09	—	—	2482 Mesa Dr, Tempe, AZ, 85226	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-22997	PRV	Terry Sms	1938-08-05	UHC-54059-41	3879544581	2868 Elm St, Phoenix, AZ, 85023	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22687	PRV	Nicole Carter	1978-02-06	—	2922199419	5698 Grand Ave, Houston, TX, 77048	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26889	PRV	Bryan Perez	1989-08-17	—	—	4600 Canyon Rd, Tempe, AZ, 85234	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20295	PRV	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-22333	PRV	Alan U Patterson	2007-11-15	UHC-71714-83	8663359802	5417 Baseline Rd, Seattle, WA, 98140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27126	PRV	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-26225	PRV	Ethan T Bowman	1986-05-20	—	6579669526	1390 Mesa Dr, San Diego, CA, 92126	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27811	PRV	Ahmed J Hoffman	1987-02-08	—	7696889136	7858 Spring St, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26532	PRV	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28599	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
PRV-21019	PRV	Joyce Carroll	1974-03-15	UHC-18329-37	7862004060	2079 Indian School Rd, Houston, TX, 77060	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21049	PRV	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21573	PRV	Walter X Espinoza	1976-05-06	—	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-26227	PRV	Dick Lawrence	1950-10-16	—	6272118276	6026 Church St, Gilbert, AZ, 85225	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27890	PRV	Joe Harvey	1970-03-07	—	6054023698	7400 Spring St, Orlando, FL, 32890	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29077	PRV	Mark Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC, 28207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25685	PRV	Judy Hoffman	1949-11-07	UHC-63831-15	—	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26812	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28769	PRV	Rachel M Fowler	1983-05-20	—	2438832716	8542 Forest Ave, Minneapolis, MN, 55405	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23026	PRV	Austin Herrera	2002-09-12	—	—	9279 Park Pl, Charlotte, NC, 28268	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-28460	PRV	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-24791	PRV	Omar Williamson	1954-08-11	—	3753342692	3803 Willow Ct, Scottsdale, AZ, 85267	0.76	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-27236	PRV	Judy Lee	1996-08-09	—	—	3033 Mesa Dr, Tempe, AZ, 85265	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

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