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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-23640	PRV	Karen V Pierce	1989-09-28	UHC-84649-94	3976905635	6535 Grand Ave Apt 10, San Antonio, TX, 78223	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23085	PRV	Joshua Rogers	1964-01-23	—	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21864	PRV	Judith H Collins	1940-07-01	—	8037802188	7317 Sage Ct # 494, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-28356	PRV	Joan K Allen	1967-12-22	UHC-42345-40	8603679884	7075 Harbor Blvd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25648	PRV	Ashley Hall	2002-03-15	—	2685977492	5373 Jefferson Ave # 694, Nashville, TN, 37281	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27504	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27503	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20038	PRV	Betty Weaver	—	—	5137176082	662 Palm Dr, Glendale, AZ, 85395	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23992	PRV	Henry Q Dan	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.62	Phone reformatted Member ID 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-27509	PRV	Virginia F Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+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-26121	PRV	Davis Deborah	1953-07-11	UHC-21383-58	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25208	PRV	Fatima Daniels	2007-06-08	—	6599382100	500 Desert Sky Blvd, Plano, TX	0.62	Date of birth reformatted Phone 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-25436	PRV	Sara Obrien	2005-07-18	UHC-73544-87	5999066106	8510 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25215	PRV	Jason X Garrett	1978-04-08	—	6574036234	5500 Canyon Rd, Fresno, CA, 93799	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-20729	PRV	Lauren Nunez	1976-04-15	UHC-81063-83	5876623640	8700 Oak St, Sacramento, CA, 95864	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24931	PRV	Margaret Cole	1973-09-02	UHC-65282-20	4333174026	6556 Lake View Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27289	PRV	Martha Hart	1992-08-09	—	6112168218	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22046	PRV	Matthew K Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd Apt 31, Charlotte, NC, 28279	0.62	Name re-cased Phone reformatted Unit split from street 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-27226	PRV	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27423	PRV	Arthur Greene	1942-11-16	—	4914654923	4951 Canyon Rd, Los Angeles, CA, 90085	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-26399	PRV	Richard Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25473	PRV	Kayla Brooks	1955-09-14	—	5992514981	2690 Oak St Apt 4, Los Angeles, CA, 90007	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23027	PRV	Amber Salazar	1962-12-17	—	3498815048	1069 Sunset Blvd Apt 15, Las Vegas, NV, 89103	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29375	PRV	Wei Rogers	1991-09-25	—	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-27542	PRV	Andrea S McDonald	1964-07-03	—	—	323 Mountain View Dr # 552, Columbus, OH, 43281	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24032	PRV	Jessica G Perez	1997-02-15	—	8917133214	9284 Willow Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24887	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24886	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24802	PRV	Jose Morrison	1953-08-27	UHC-06840-28	7077132703	8493 Harbor Blvd Apt 20, Glendale, AZ, 85334	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address 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-20067	PRV	Roy Wood	—	—	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-27790	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27791	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26992	PRV	Juulie J Gomez	1941-06-07	UHC-08457-10	7508062634	5130 Bayshore Dr # 696, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23323	PRV	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr # 700, Las Vegas, NV, 89137	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26937	PRV	Sarah Frankllin	—	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA, 95864	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

5,467 rows, page 19 of 110Previous Next