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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22251	PRV	Patricia Schultz	1940-11-24	UHC-79313-90	4145067073	8206 Union St, Denver, CO, 80296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417843	CLM	Walter Dominguez	1944-11-03	UHC-68577-83	—	7860 Palm Dr, Atlanta, GA, 30304	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409950	CLM	Douglas Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108614	ENR	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	205 Central Ave, Jacksonville, FL, 32288	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134354	ENR	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117538	ENR	Marcus Whitte	1984-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414338	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53006	TPA	Tommy Sandoval	1954-06-23	—	—	1297 Apache Blvd Apt 19, Charlotte, NC	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-55484	TPA	Joseph Ward	1957-04-24	—	5134061525	6443 Bayshore Dr, Glendale, AZ, 85367	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426016	CLM	Albert Larson	1939-03-03	UHC-99616-93	—	197 Park Pl, Glendale, AZ, 85399	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-409059	CLM	Donna Gutierrez	1958-05-06	UHC-64677-45	—	3046 Indian School Rd, Gilbert, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29495	PRV	Judy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-431045	CLM	Christine Sullivan	2007-09-24	—	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-26223	PRV	Scott Hansen	1943-04-11	—	—	212 Meadow Ln, Minneapolis, MN, 55401	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-52806	TPA	Billy Bennett	1952-01-25	—	—	1043 Sage Ct, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113532	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave, Austin, TX, 78723	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-28020	PRV	Camila Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd # 705, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28611	PRV	Harold Green	—	—	—	5450 Spring St, Seattle, WA	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-24002	PRV	Logan T Pihllips	1962-04-09	UHC-41116-08	—	2237 Market St # 861, Seattle, WA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-53981	TPA	Terry E Owens	1967-05-12	—	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54398	TPA	Sharon Ellis	1983-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22390	PRV	Sarah Marshall	1941-06-20	—	—	4580 River Rd, Tucson, AZ, 85708	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21289	PRV	Henry Y Little	1979-03-06	—	4777783428	6925 Hillcrest Rd, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141659	ENR	Omar O Vasquez	1948-02-20	UHC-98026-90	3389128104	2352 Spring St, Atlanta, GA, 30349	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-58269	TPA	Carol Walker	1946-02-09	—	—	8826 Canyon Rd # 879, Sacramento, CA, 95891	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54122	TPA	Justin Russell	1972-06-26	—	—	2618 Church St Apt 35, Nashville, TN	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22354	PRV	Wayne I Chavez	1995-08-11	UHC-99718-58	2886107037	586 Ocean Ave, Fresno, CA, 93725	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101980	ENR	Alice X Le	1943-10-22	UHC-49554-66	5785317456	845 Bayshore Dr, Charlotte, NC, 28234	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428798	CLM	Russell Weaver	1962-04-14	UHC-60979-31	—	3160 Pine Dr, Phoenix, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21320	PRV	Castro John	1993-10-13	UHC-60495-95	6274079906	3188 Spring St Apt 20, Orlando, FL, 32840	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28540	PRV	Jesse Bell	1983-01-06	—	3282075003	6700 Spring St, Orlando, FL, 32859	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108645	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	—	4208 Palm Dr # 288, Eden Prairie, MN, 55334	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138636	ENR	Wayne W Fuller	1986-06-06	UHC-56628-53	5197180552	1113 Camelback Rd, Tucson, AZ, 85774	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404343	CLM	Donald Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave, Austin, TX, 78727	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413236	CLM	David Lynch	1959-02-27	UHC-52815-47	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29546	PRV	Hiroshi Butler	—	UHC-41564-73	3487174748	4742 Oak St, Denver, CO	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-21568	PRV	Joshua Hill	1990-06-01	UHC-62851-11	—	1228 Central Ave, Seattle, WA, 98125	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-132528	ENR	Randy Dunn	1998-10-09	UHC-86655-21	4626535238	1915 Ocean Ave # 657, Jacksonville, FL, 32243	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-21965	PRV	Nunez Jacqueline	1947-06-14	UHC-70312-06	4592746367	2269 Sage Ct, Glendale, AZ, 85342	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28667	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62943	TPA	Kyle A Lane	1981-11-07	UHC-74857-31	—	9320 Willow Ct # 758, Dallas, TX, 75209	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more

71,257 rows, page 72 of 1,426Previous Next