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 “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
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24324	PRV	Nathan Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21292	PRV	Bryan N Freeman	1951-11-21	—	7866862770	7670 Valley View Dr, Plano, TX, 75079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23626	PRV	Jason E Gutirerez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
PRV-27799	PRV	Gerald K Robertson	1945-09-20	—	3807900615	2789 Palm Dr, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24830	PRV	Jerry P Weaver	1993-07-21	UHC-19409-86	3339887182	1888 Union St, Charlotte, NC, 28240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25564	PRV	Kathyn X Mills	2008-02-24	—	9339949389	2641 Ocean Ave, Miami, FL, 33111	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28244	PRV	Eugene K Gylbert	1987-07-03	UHC-27936-75	7022805732	3071 Maple Ave, Minneapolis, MN, 55412	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28377	PRV	Lisa Lane	1949-06-28	—	2746520307	9503 Meadow Ln, Las Vegas, NV, 89147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29300	PRV	Camila Fuller	1989-01-15	—	6003770152	5726 Church St, Sacramento, CA, 95831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23418	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd, Sacramento, CA, 95880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25259	PRV	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25403	PRV	Vincent Silva	1964-12-23	—	2332513398	1724 Valley View Dr, Miami, FL, 33182	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23718	PRV	Michael V Harrison	1963-07-09	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27877	PRV	Ahmed Russell	1951-03-24	—	2914949633	9679 Hillcrest Rd, Los Angeles, CA, 90087	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21826	PRV	Sophia Z Lynhc	—	UHC-01980-86	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-24542	PRV	Evelyn Z Freeman	1958-03-22	—	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-28956	PRV	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27256	PRV	Andrew Vargas	1942-06-24	—	7979818086	8072 Mountain View Dr, San Diego, CA, 92104	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20614	PRV	Charlotte V Moore	2002-02-05	—	8357656917	3631 Market St, Minneapolis, MN, 55475	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-22048	PRV	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20749	PRV	John Berry	1950-04-11	UHC-41668-73	3954812675	3364 Forest Ave, Glendale, AZ, 85322	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29031	PRV	Russell Brooks	1971-11-18	—	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-21664	PRV	Maggie Obrien	1985-05-03	UHC-19518-51	2982673659	1406 Elm St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26131	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St, Glendale, AZ, 85336	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26025	PRV	Michelle Spencer	2002-07-28	—	7833940461	4328 Pine Dr, Plano, TX, 75094	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20226	PRV	Joe J Washington	1952-07-17	UHC-56815-47	6196643976	6560 Market St, Glendale, AZ, 85325	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21918	PRV	Kevvin A Rice	1953-10-12	—	7408127885	7401 Pine Dr, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24147	PRV	Diego Cole	2004-10-23	—	7548327846	2462 Sage Ct, Sacramento, CA, 95810	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27693	PRV	Donald O Washinggton	1999-02-07	—	7537451819	732 Church St, Glendale, AZ, 85315	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23872	PRV	Edward Holmes	1960-12-14	UHC-55851-37	2157943393	1254 Jefferson Ave, Glendale, AZ, 85360	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20757	PRV	Christopher Y Perry	1981-12-03	—	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28034	PRV	Deborah Pery	1942-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-24741	PRV	Jennifer Hayse	2004-01-09	UHC-67865-24	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20404	PRV	Ablert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-22669	PRV	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20337	PRV	Nathan Y Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

1,602 rows, page 12 of 33Previous Next