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-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26632	PRV	Scott Thomas	1979-06-10	—	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20842	PRV	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave Apt 13, Plano, TX, 75030	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28570	PRV	Ashley E Wallace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-26655	PRV	Randy Green	2005-06-07	—	2489980247	49 Ocean Ave, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-23386	PRV	Melissa Jordan	1981-10-21	—	6308822653	1628 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-22651	PRV	Kathryn Tran	1970-07-24	—	6873848250	4838 Mountain View Dr, Tucson, AZ, 85754	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27143	PRV	Mariaa Hart	1940-09-21	—	—	4802 Union St, Gilbert, AZ, 85265	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-21197	PRV	Scott Long	1943-11-10	—	—	484 Willow Ct, Austin, TX, 78738	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27242	PRV	Bradley Morgan	1948-01-20	—	3844981300	6148 Cedar Ln, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23843	PRV	Roy Patl	1990-10-21	UHC-86246-70	—	567 Elm St, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24070	PRV	Jimmy Yaang	1959-04-07	—	—	1173 Canyon Rd, Scottsdale, AZ, 85243	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-26522	PRV	James E Williams	1985-08-22	UHC-59391-53	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29415	PRV	Alexis T Nunez	—	—	2929832165	9582 Grand Ave, Denver, CO, 80210	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23445	PRV	Janet E Ryan	1951-06-25	—	—	1077 Sage Ct, Minneapolis, MN, 55435	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27910	PRV	Theresa Washington	1957-04-11	UHC-57051-33	—	3875 Washington St, Scottsdale, AZ, 85265	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26314	PRV	Nicholas F Dunn	1959-08-22	UHC-05520-26	9774443061	5990 Pine Dr # 277, Mesa, AZ, 85242	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24149	PRV	Juan Gutierrez	1975-02-27	—	7099134689	4751 Washington St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-26300	PRV	Donald M Palmer	1991-01-10	—	—	1789 Valley View Dr, Sacramento, CA, 95857	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21282	PRV	Gabriel Campbell	1941-09-14	—	—	1460 Pine Dr, Plano, TX, 75001	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25466	PRV	Megan Ford	2008-05-18	UHC-44478-63	—	1688 Bayshore Dr # 942, Columbus, OH, 43231	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more

5,467 rows, page 41 of 110Previous Next