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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24283	PRV	Sandra Soto	2001-10-01	—	2129714286	9307 Mesa Dr, Denver, CO, 80280	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20739	PRV	Elizabeth Gardner	1981-04-12	—	4689284206	7874 Union St, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24624	PRV	Deborah Hamilton	1963-03-05	—	8349894965	4385 Highland Ave, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28119	PRV	Wayne Fernandez	1941-12-03	UHC-71673-52	4989514706	6873 Canyon Rd, Jacksonville, FL, 32269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27652	PRV	Ethan E Sanchez	—	UHC-35179-03	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
PRV-29329	PRV	Olivia M Adams	1961-12-26	UHC-25800-62	2612751520	6363 Hillcrest Rd, Minneapolis, MN, 55402	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20536	PRV	Walter Peters	1966-02-13	UHC-02548-52	6118204274	5060 Highland Ave Apt 22, Minneapolis, MN, 55434	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
PRV-22268	PRV	Judith Perry	1979-08-23	UHC-06397-90	3985872713	6815 Canyon Rd, Miami, FL, 33191	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20964	PRV	Julia Dean	1959-11-20	UHC-46436-46	4984146658	6505 Highland Ave, Jacksonville, FL, 32273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26623	PRV	Frank Fernandez	1960-04-04	UHC-46561-13	8743006582	6763 Mesa Dr, Glendale, AZ, 85323	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22373	PRV	Steven Miller	1943-03-21	UHC-50421-83	2057834352	6461 Grand Ave, Tampa, FL, 33623	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24793	PRV	Anthony Reed	1942-05-02	—	8332751534	6410 Cedar Ln, Nashville, TN, 37221	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-22687	PRV	Nicole Carter	1978-02-06	—	2922199419	5698 Grand Ave, Houston, TX, 77048	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23487	PRV	Ralph Cox	2006-05-21	UHC-01981-81	9835644071	7355 Cedar Ln, Phoenix, AZ, 85038	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-28100	PRV	Ros A Gary	1970-06-13	—	8015340747	6125 Sunset Blvd, Columbus, OH, 43268	0.76	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+2 more
PRV-28604	PRV	Don Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28041	PRV	Randy D Lawrence	1968-05-03	—	9124050085	4612 Highland Ave, Charlotte, NC, 28283	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20061	PRV	Brandon D Benett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23292	PRV	Mason Gardner	1957-02-01	UHC-03087-94	5132816326	1165 Oak St, Tucson, AZ, 85786	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21766	PRV	Larry Barnes	1958-04-09	UHC-76599-05	4312402230	6609 Market St, Houston, TX, 77037	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29209	PRV	Adrea Aguilar	1971-03-17	—	2864847135	8116 Indian School Rd, Scottsdale, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20295	PRV	Kathryn L Vasquez	1985-08-26	UHC-16182-62	8316704889	1861 Cedar Ln, Los Angeles, CA, 90060	0.76	Middle initial moved out of first name Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-26175	PRV	Christopher Castro	2005-02-27	—	3014325148	1841 Maple Ave, Las Vegas, NV, 89108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20411	PRV	Joan Nunez	2001-10-23	—	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24163	PRV	Rachel Kellly	1944-02-27	UHC-94298-23	8564026237	572 Market St, Chandler, AZ, 85231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28181	PRV	Stepen Holmes	1962-07-06	UHC-14308-30	6882860067	3832 Meadow Ln, Scottsdale, AZ, 85242	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
PRV-22830	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20040	PRV	Hannah Campbbell	2007-04-15	—	3255178293	9710 Canyon Rd, Phoenix, AZ, 85099	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24237	PRV	Ashley O Valdez	1999-02-10	—	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22333	PRV	Alan U Patterson	2007-11-15	UHC-71714-83	8663359802	5417 Baseline Rd, Seattle, WA, 98140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24764	PRV	Eugene Bailey	1968-02-11	UHC-60178-10	5264472913	5402 Church St, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-28733	PRV	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21179	PRV	Ryan Rivera	1974-02-14	—	6632318902	6236 Desert Sky Blvd, Mesa, AZ, 85258	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23880	PRV	Jeremy Romero	1954-11-14	UHC-73018-04	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-27876	PRV	Pamela Shaw	1999-12-17	UHC-66394-29	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27126	PRV	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24097	PRV	Kyle Young	1957-11-24	—	2117034491	5907 Harbor Blvd, San Antonio, TX, 78231	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24806	PRV	Gloria Miller	1988-09-11	—	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28050	PRV	Maria W Munoz	1966-03-01	—	5747756207	8893 Sage Ct, Minneapolis, MN, 55424	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22309	PRV	Scott X Long	2005-01-19	—	3365227421	333 Pine Dr, San Diego, CA, 92132	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26225	PRV	Ethan T Bowman	1986-05-20	—	6579669526	1390 Mesa Dr, San Diego, CA, 92126	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27811	PRV	Ahmed J Hoffman	1987-02-08	—	7696889136	7858 Spring St, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28428	PRV	Michael Rios	1961-08-23	—	2537291705	9120 Lake View Rd, Los Angeles, CA, 90097	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23994	PRV	Henry Dean	1970-09-10	—	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23993	PRV	Henry Dean	1970-09-10	—	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26275	PRV	Douglas Padilla	1983-05-27	UHC-70673-95	6709213908	6987 Park Pl, Atlanta, GA, 30312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25515	PRV	Sofia Mendozza	1974-07-26	—	6813668192	527 Union St, Scottsdale, AZ, 85233	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28568	PRV	Theresa Stephens	1963-10-20	—	8785544791	5288 Market St, Tempe, AZ, 85225	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20750	PRV	Megan Wells	1981-11-20	UHC-49630-57	4495837635	3063 Desert Sky Blvd, Tampa, FL, 33660	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27909	PRV	Susan Morrison	1959-02-28	—	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

5,906 rows, page 57 of 119Previous Next