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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23444	PRV	Janet E Ryan	1951-06-25	UHC-07664-48	5294862951	1077 Sage Ct, Minneapolis, MN, 55435	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136668	ENR	Beverly Williams	1987-03-25	UHC-44962-81	3174966872	3490 Cedar Ln, Phoenix, AZ, 85066	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111390	ENR	Lawrence Shaw	2000-12-18	UHC-43168-69	7942377091	7738 Maple Ave, San Antonio, TX, 78211	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408208	CLM	Madison Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128313	ENR	Marilyn R Hawkins	2002-08-22	UHC-70032-40	6467135533	7537 Pine Dr, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118997	ENR	Patricia L Garza	1949-02-25	UHC-24445-51	5262428703	3187 Jefferson Ave, Seattle, WA, 98187	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-427220	CLM	Carlos Lane	2005-05-06	UHC-39751-43	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117721	ENR	Megan A Snyder	1940-03-27	UHC-00507-08	6857142205	2253 Central Ave, Fresno, CA	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-136324	ENR	Anna W Jackson	1944-07-13	UHC-59293-26	6586287571	1500 Grand Ave, Austin, TX, 78762	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118710	ENR	Sarah Peterson	1970-12-21	UHC-85899-70	9526281671	7020 Cedar Ln, Chandler, AZ, 85213	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137092	ENR	Ross Beverly	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd # 311, Eden Prairie, MN, 55370	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127301	ENR	Nicole Larson	1949-01-24	UHC-63811-69	2174414087	3049 Highland Ave, Los Angeles, CA, 90094	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141372	ENR	Lori Cooper	1959-02-26	UHC-20858-41	2355781838	6083 Mountain View Dr, Tucson, AZ, 85789	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105584	ENR	Nancy Y Silva	1938-11-11	UHC-91783-24	3803739297	3546 Ridge Rd, Charlotte, NC, 28268	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121769	ENR	Jacob Hall	2001-06-06	UHC-90583-09	9119985675	2618 Ridge Rd, Phoenix, AZ, 85094	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116047	ENR	Sean L Fuller	1986-08-24	UHC-36745-76	9424263366	1395 Grand Ave, Chandler, AZ, 85201	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22915	PRV	Debra Rojas	1941-07-15	UHC-41714-20	7817565985	2800 Sage Ct, Las Vegas, NV, 89182	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123027	ENR	Juan G Herrera	1959-05-05	UHC-54289-33	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120978	ENR	Bobby Lewson	2000-10-03	UHC-97705-34	5619645417	6627 Pine Dr, Scottsdale, AZ, 85258	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136291	ENR	Hiroshi Marshall	1988-03-22	UHC-89537-48	2925467763	3554 Church St, Los Angeles, CA, 90027	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418141	CLM	Alexis Ortega	1967-10-25	UHC-70156-56	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110480	ENR	Don R Castro	1984-06-20	UHC-60762-21	5994772484	1823 Mountain View Dr, Tampa, FL, 33607	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419589	CLM	Nathan Robertson	1997-07-22	UHC-93478-47	9166607192	8063 Meadow Ln, Mesa, AZ, 85274	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130865	ENR	Valentian B Cruz	1957-07-20	UHC-32426-03	7487488078	7237 Sunset Blvd, Columbus, OH, 43200	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123518	ENR	Beverly T Mason	1976-05-05	UHC-79533-49	—	9149 Grand Ave, Denver, CO, 80202	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123007	ENR	Amber Herrera	1947-02-10	UHC-27771-73	2655807774	9718 Palm Dr, Phoenix, AZ, 85050	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
ENR-126706	ENR	Kahtryn K Li	1941-01-12	UHC-88833-99	8995531437	6691 Ocean Ave, Sacramento, CA, 95825	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142633	ENR	Jason Little	1964-11-10	UHC-48267-90	8348216179	7533 Cedar Ln, Gilbert, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141877	ENR	Joyce F Dunn	2005-01-27	UHC-33907-11	7365518835	7165 Camelback Rd, Chandler, AZ, 85241	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125981	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd Apt 25, Charlotte, NC, 28278	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141734	ENR	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-429088	CLM	Thomas Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411011	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105019	ENR	Arjun V Varas	2006-03-09	UHC-30971-89	2509887295	2447 Apache Blvd, San Diego, CA, 92187	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104089	ENR	Noah P Wilson	1942-07-12	UHC-22667-58	4819840815	1183 Spring St, Nashville, TN, 37275	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134926	ENR	Kyle T Evans	1994-11-14	UHC-11098-69	7228153445	3008 River Rd, Austin, TX, 78716	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140493	ENR	Ethan Gilbert	1974-06-16	UHC-43715-56	4593999877	5664 Washington St, Houston, TX, 77078	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-404425	CLM	Loi White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128056	ENR	Donald Holmes	1973-03-25	UHC-98596-84	4386927980	7626 Main St, Eden Prairie, MN, 55317	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133180	ENR	Evelyn Mednia	1964-03-05	UHC-73118-36	7738260718	1103 Washington St, Sacramento, CA, 95825	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125585	ENR	Jennifer K Singh	1962-11-02	UHC-83847-54	2707773652	4343 River Rd, Minneapolis, MN, 55413	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132908	ENR	Willie Rivera	1939-02-10	UHC-50957-21	8589770547	4874 Willow Ct, Atlanta, GA, 30347	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137765	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137766	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418108	CLM	Murphy A Mason	1990-01-13	UHC-29550-43	—	6170 Ridge Rd, Seattle, WA, 98159	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101486	ENR	Deborah Domynguez	1997-08-06	UHC-62481-83	9765930012	8593 Canyon Rd, Phoenix, AZ, 85049	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110074	ENR	Janet Fox	1995-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH, 43263	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135378	ENR	Lucia A Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

7,723 rows, page 64 of 155Previous Next