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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24025	PRV	Julia X Cunningam	1954-05-28	—	—	3668 Spring St, Austin, TX, 78725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23426	PRV	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20483	PRV	Mark Ryan	1964-07-12	UHC-13819-28	9753254922	3174 Harbor Blvd, Los Angeles, CA, 90047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29231	PRV	Yukki Simpson	1964-09-27	UHC-06184-67	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27920	PRV	Maria Obren	1962-09-02	—	—	432 Elm St, Miami, FL, 33149	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21698	PRV	Omar Wood	1986-11-02	UHC-49107-09	6787691835	5185 Pine Dr, Las Vegas, NV, 89146	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23742	PRV	Heather Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN, 55418	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22743	PRV	Danielle Anderson	1985-08-09	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-27265	PRV	Ronald Valdez	1978-10-18	—	7287468816	9019 Central Ave, Jacksonville, FL, 32234	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28182	PRV	Kyle L Wber	1987-08-09	—	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25410	PRV	Bruce Olson	1938-06-21	—	4864539108	2751 Ridge Rd, Seattle, WA, 98165	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20313	PRV	Kenneth I Wog	1994-06-21	—	5963981491	6751 Central Ave, Chandler, AZ, 85250	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27177	PRV	Julie Alexander	1996-01-22	—	7983554718	6091 Highland Ave, Miami, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-23778	PRV	Jessica Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd, Sacramento, CA, 95866	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26364	PRV	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20239	PRV	David Taylor	1956-08-27	—	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24052	PRV	Ray Gilbert	1995-07-08	UHC-47520-61	4154560807	6778 Sage Ct, Plano, TX, 75054	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-22992	PRV	Rebecca Harris	1995-09-15	UHC-64318-81	—	7103 Market St, Atlanta, GA, 30388	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24182	PRV	Maria Kim	1946-06-22	—	—	1529 Market St, Tempe, AZ, 85233	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26530	PRV	Jordan Mitchell	1995-11-27	—	3135680767	9584 Valley View Dr, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20354	PRV	Kyle Thomas	1971-04-10	UHC-54913-13	3995382279	5913 Grand Ave, San Diego, CA, 92146	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28333	PRV	Arthur Rivera	1966-04-15	—	9749466383	8948 Apache Blvd, Houston, TX, 77054	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28339	PRV	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27351	PRV	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23474	PRV	Alexander J Watkins	1951-01-04	UHC-16468-60	7905065866	4141 Meadow Ln, Columbus, OH, 43214	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22514	PRV	Joan Hanson	1970-10-28	—	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23583	PRV	Stephanie Chavez	1967-06-19	—	4925645552	1655 Indian School Rd, Phoenix, AZ, 85056	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26449	PRV	Eric Walsh	1948-09-23	UHC-81765-07	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-26340	PRV	Annna Greene	1986-02-14	UHC-19124-93	9875217391	9359 Lake View Rd, Denver, CO, 80222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23061	PRV	Ana James	1952-02-17	UHC-70297-58	8439058580	5758 Sunset Blvd, Los Angeles, CA, 90047	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23486	PRV	Daniel Palmer	1976-01-03	—	7207690680	5385 Broadway, Eden Prairie, MN, 55313	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-22984	PRV	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28283	PRV	Alice Cruz	1939-01-08	—	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23692	PRV	Christina MJunk	1954-09-19	UHC-81624-09	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
PRV-29394	PRV	Steve Santiago	1963-04-22	UHC-44779-58	5734295745	7267 Hillcrest Rd, Atlanta, GA, 30320	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24573	PRV	Rebecca U Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25659	PRV	Ryan A Gonzalez	1945-02-20	—	9038917608	7455 Ridge Rd, Dallas, TX, 75209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20036	PRV	Charles N Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ, 85798	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27193	PRV	Sarah Rivera	1991-04-26	—	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23740	PRV	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26143	PRV	Pamela Brown	2003-11-10	—	—	6660 Maple Ave, Orlando, FL, 32806	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28831	PRV	Zachary U Blacck	2008-07-06	UHC-26635-36	7755495429	7325 Oak St, Orlando, FL, 32820	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26303	PRV	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd # 377, Tempe, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23190	PRV	Olivia Ramirez	2002-09-06	—	9178149036	3487 Oak St, Austin, TX, 78763	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22593	PRV	Patricia O Gomez	1940-10-24	—	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26298	PRV	Alexis Hill	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24413	PRV	Cynthia W Sanders	1982-11-05	UHC-47513-40	9096173880	3725 Central Ave, Tempe, AZ, 85213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24769	PRV	Donald Matthews	1995-02-05	UHC-95205-05	7294850231	1183 Grand Ave, Eden Prairie, MN, 55352	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29308	PRV	Ruth Hudson	1966-02-12	—	7039478015	6660 Market St, Eden Prairie, MN, 55384	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24942	PRV	Melissa S Holmes	1950-12-25	UHC-70244-48	5407880357	7566 Spring St, San Antonio, TX, 78203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 41 of 77Previous Next