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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20502	PRV	Austin Torres	1970-06-15	—	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27127	PRV	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27616	PRV	Richard Alvarez	1952-08-20	UHC-56524-96	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25426	PRV	Peter West	1938-08-09	—	6856053731	6880 Valley View Dr, Fresno, CA, 93777	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26456	PRV	Nancy I Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd, Fresno, CA, 93781	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21465	PRV	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26333	PRV	Marcus Howell	1997-01-01	UHC-94996-60	8419915857	337 Mesa Dr, San Antonio, TX, 78216	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-26539	PRV	Bobby Sandoval	1957-04-03	UHC-01331-40	6909516499	8910 Harbor Blvd, Charlotte, NC, 28245	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28116	PRV	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25046	PRV	Amy V Espinoza	1996-03-02	—	6385586027	3957 Sage Ct, Dallas, TX, 75233	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25128	PRV	Alexis Walker	1962-07-15	UHC-81179-53	3715679556	2604 Highland Ave, Phoenix, AZ, 85013	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20704	PRV	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29279	PRV	Samantha Y Thompson	1977-08-09	UHC-17634-87	7776040312	5712 Pine Dr, Glendale, AZ, 85306	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28931	PRV	Christian Thomas	2005-10-19	—	6834476734	4914 Market St, Gilbert, AZ, 85274	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26347	PRV	Christian Mendez	1983-12-11	—	—	9346 Market St, Tucson, AZ, 85710	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20896	PRV	Jeffrey Cook	1991-07-02	—	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22730	PRV	Ann Obrien	1945-12-04	UHC-24913-62	5495205977	4966 Central Ave # 377, Gilbert, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22232	PRV	Lura H Gonzales	1955-03-11	UHC-58273-59	3362313576	2608 Washington St, Fresno, CA, 93729	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24326	PRV	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ, 85348	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28878	PRV	Bian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22822	PRV	Alan Ramos	1971-09-24	—	—	34 Washington St, Seattle, WA, 98132	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25938	PRV	Ashley Garrett	1975-10-05	—	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26675	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26676	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21535	PRV	Danielle Jackson	1954-10-11	—	2652938377	3506 Spring St, Denver, CO, 80238	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20311	PRV	George Y Rios	1974-11-12	—	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21881	PRV	Mark G Santos	1945-05-06	—	8283946181	8733 Park Pl, Los Angeles, CA, 90042	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23347	PRV	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28670	PRV	Kevin Patel	1986-11-19	UHC-81454-64	3803598482	6854 Park Pl, Seattle, WA, 98140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28128	PRV	Donald T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24826	PRV	Philip Marshall	1941-02-24	—	7685352956	3565 Broadway, Tucson, AZ, 85734	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-24487	PRV	Frank Green	1939-11-11	—	3679155748	7747 Hillcrest Rd, San Antonio, TX, 78260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28448	PRV	Anthony A Wright	1957-06-16	—	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28449	PRV	Anthony A Wright	1957-06-16	—	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28852	PRV	Austin Miller	2000-11-16	UHC-05857-13	7426838444	1627 Church St, Minneapolis, MN, 55476	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27272	PRV	Daniel Garcia	1976-12-04	—	8269912312	645 Union St, Orlando, FL, 32805	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22371	PRV	Alan N Daniels	2007-02-25	—	2799162449	8140 Willow Ct, Gilbert, AZ, 85259	0.74	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-22219	PRV	Gerald L Snyder	1967-10-23	—	6493340589	6460 Camelback Rd, Houston, TX, 77038	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21073	PRV	Grace Welch	1951-12-11	—	9698162203	5334 Lake View Rd, Charlotte, NC, 28299	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23448	PRV	Ruth Howard	1974-05-10	UHC-24377-82	9545445065	8178 Willow Ct, Nashville, TN, 37243	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27579	PRV	Jacob Bryant	1961-03-25	—	2657874396	7699 Canyon Rd, Las Vegas, NV, 89177	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23617	PRV	Cynthia D Watkins	2002-08-03	UHC-69888-49	8673673280	5861 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20967	PRV	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24914	PRV	Jak Bowman	1940-04-17	—	3062909753	8293 Washington St, Gilbert, AZ, 85205	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22892	PRV	Sam Patterson	2002-06-04	—	9643892607	4811 Hillcrest Rd, Columbus, OH, 43253	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25498	PRV	Ryan Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21991	PRV	Christian Morrison	1969-06-28	—	5332752929	7318 Mesa Dr, Tempe, AZ, 85234	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29153	PRV	Josshua Guerrero	1963-09-04	—	—	7674 Baseline Rd, Dallas, TX, 75246	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

1,737 rows, page 17 of 35Previous Next