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-24461	PRV	Jean J Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr Apt 23, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21562	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21561	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27101	PRV	Doris Thomas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20385	PRV	Greg Lawson	1983-02-02	—	—	3957 Grand Ave, Denver, CO, 80261	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-27725	PRV	David Day	1970-01-08	UHC-71063-24	—	7470 Park Pl, Denver, CO, 80292	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-20334	PRV	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-20582	PRV	Beverly Ramos	1944-03-10	—	9183627716	5540 Canyon Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22883	PRV	Ryan Contreras	2005-06-09	UHC-89560-36	2107228461	3154 Elm St, Seattle, WA, 98117	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-25771	PRV	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV, 89169	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26307	PRV	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-29267	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29268	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23772	PRV	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
PRV-21184	PRV	Jeremy D Campbell	1971-01-02	—	7257764765	5454 Market St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22451	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-22539	PRV	Timothy George	1951-04-03	—	6778141778	397 Sage Ct, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22733	PRV	Jose Y Campbell	1993-11-18	—	6243263156	8087 Market St, Tempe, AZ, 85238	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-27358	PRV	Mrak O Johnson	1989-09-14	—	8887023078	3957 Willow Ct # 625, Scottsdale, AZ, 85265	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-21007	PRV	CarolynJunk	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25181	PRV	Alice Barnes	1990-10-16	UHC-85052-77	—	3043 Lincoln Way # 998, San Antonio, TX, 78288	0.62	Date of birth reformatted Unit split from street City re-cased State code upper-cased+3 more
PRV-26378	PRV	Deb Arnold	1957-02-20	—	6174488317	4570 Willow Ct, Mesa, AZ, 85228	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23115	PRV	Mason Hunter	2003-09-27	UHC-81262-82	4919230308	5611 Church St, Eden Prairie, MN, 55316	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21183	PRV	Philip B Nichols	1988-04-04	—	6144971756	5140 Park Pl, San Diego, CA, 92155	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26989	PRV	Jacqueline V Cook	1960-06-10	UHC-56396-26	—	4684 Elm St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25766	PRV	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave # 952, Plano, TX, 75085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29451	PRV	Daniel Washington	1997-03-02	—	7026623300	9153 Jefferson Ave, Denver, CO, 80226	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21014	PRV	Edward Edwards	1947-11-16	—	7967009305	3370 Baseline Rd, Jacksonville, FL, 32231	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27817	PRV	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28865	PRV	Janice H Schultz	1957-01-08	—	5438781542	9863 Church St, Eden Prairie, MN, 55357	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22183	PRV	Bobby Lee	1939-06-16	—	8902297657	7975 Lincoln Way, Scottsdale, AZ, 85201	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28166	PRV	Jacqueline Young	1991-01-01	—	4195696266	5721 Valley View Dr, Gilbert, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21793	PRV	Jacqueline U Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
PRV-28965	PRV	Diane R Schultz	1948-08-24	UHC-38918-12	4099193242	7348 Bayshore Dr, Columbus, OH, 43211	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
PRV-23826	PRV	Sarah McCoy	1955-12-01	UHC-25246-54	3554600160	7068 Pine Dr Apt 32, Phoenix, AZ, 85057	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20644	PRV	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21454	PRV	Camila Murphy	1977-05-27	—	7648076360	7655 Forest Ave, Scottsdale, AZ, 85253	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-20844	PRV	Carol Snyder	1966-06-27	—	—	6212 Baseline Rd, Las Vegas, NV, 89100	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

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