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

Enrollment, 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
ENR-137037	ENR	Nancy M Tuckeer	1973-10-22	UHC-74469-73	3292128455	3950 Valley View Dr, Houston, TX, 77094	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-127075	ENR	Linda P Banks	1986-12-22	UHC-50474-51	2808182550	8760 Camelback Rd, Scottsdale, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129712	ENR	Eric G Perkins	1999-11-12	UHC-46947-79	5103145653	3992 Lincoln Way, Dallas, TX, 75229	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-118330	ENR	Olivia J Hunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St Apt 29, Mesa, AZ, 85241	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139149	ENR	Kelly H Franklin	1964-11-28	UHC-27283-77	—	215 Pine Dr, Dallas, TX, 75264	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-139074	ENR	Charles Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-143064	ENR	Sara T Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133771	ENR	Janet Z Yang	1971-10-02	UHC-47290-18	3858584468	9686 Cedar Ln, Sacramento, CA, 95824	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-111690	ENR	Diego L Parker	1984-07-04	UHC-95280-49	6788204468	1959 Church St, Los Angeles, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-114061	ENR	Virginia M Freeman	1960-09-05	UHC-43411-25	4076903566	9052 Cedar Ln, Nashville, TN, 37275	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-108664	ENR	William McDonald	1942-03-01	UHC-29786-39	3038461638	424 Church St, Fresno, CA, 93718	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-122373	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct, Eden Prairie, MN, 55340	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111249	ENR	Cheryl Gonzalez	1949-08-23	UHC-13571-26	4043031125	5689 Spring St, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124777	ENR	Peter Harris	1960-02-13	UHC-60151-60	7044767579	4696 Apache Blvd, Columbus, OH, 43207	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119350	ENR	Randy Simson	1953-11-15	UHC-07224-49	8302986455	4237 Camelback Rd, San Antonio, TX, 78258	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113455	ENR	Lori Coooper	1954-12-05	UHC-56472-37	5727198019	7740 Washington St, Las Vegas, NV, 89191	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-102832	ENR	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-136280	ENR	Thomas C Chavez	1964-11-24	UHC-88059-40	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-123041	ENR	John Romero	1990-02-19	—	3866165632	5768 Lincoln Way, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-118630	ENR	Priya A Ford	1955-04-27	UHC-64152-57	6548657026	3794 Hillcrest Rd, San Diego, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105402	ENR	Aaron S Larson	1996-05-07	UHC-81833-84	6839919805	3534 Union St, Nashville, TN, 37256	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100137	ENR	Frank L Bell	1985-05-03	UHC-66685-99	9378936329	3666 Elm St, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114243	ENR	Sue R Turner	1978-10-05	UHC-41608-99	2694856509	8534 Main St, Scottsdale, AZ, 85209	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133726	ENR	Dylan K Alvarez	1952-05-02	UHC-67671-39	5204668923	1148 Park Pl, Sacramento, CA, 95826	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141922	ENR	Digo Dominguez	1985-01-01	UHC-90646-41	6667232138	3937 Lake View Rd # 689, Austin, TX, 78784	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105294	ENR	Gregory O Pierce	1958-11-16	UHC-05854-23	3152055396	8670 Union St, Eden Prairie, MN, 55370	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110894	ENR	Wayne A Franklin	1967-01-01	UHC-44075-82	4984296800	8723 Baseline Rd, Tempe, AZ, 85252	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119315	ENR	Brian Reid	1948-01-24	UHC-56799-64	4839764795	3427 Meadow Ln, Tempe, AZ, 85247	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-131022	ENR	Jean O Foster	1954-01-08	UHC-22005-73	3022443890	1817 Lake View Rd Apt 13, Atlanta, GA, 30318	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-125070	ENR	Gregory Pierce	1951-01-12	UHC-34020-29	2314566487	807 Mesa Dr, Dallas, TX, 75244	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134565	ENR	Heather K Pena	—	UHC-96232-44	9155561340	6554 Baseline Rd, Tucson, AZ, 85708	0.58	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-122015	ENR	JaniceJunk	1981-01-11	UHC-29648-88	—	8146 Lincoln Way, Tucson, AZ, 85736	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-131538	ENR	Jack Rose	1954-02-02	UHC-37958-45	8274787053	1069 Park Pl, Chandler, AZ, 85231	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-128295	ENR	Peter Z Ford	1991-10-23	UHC-45344-03	4835706550	3506 Central Ave Apt 35, Columbus, OH, 43249	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-127319	ENR	Christina J Munoz	1957-05-08	UHC-25323-59	4713702283	6317 River Rd, Minneapolis, MN, 55404	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-114860	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104874	ENR	Justin Hansen	1988-07-23	UHC-01798-59	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-142629	ENR	Emma H Maldonado	1997-11-02	UHC-45716-23	6478713199	2613 Central Ave # 489, San Diego, CA, 92148	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126210	ENR	Valentina O Maldonado	1979-09-28	—	5465781628	5268 Camelback Rd, San Diego, CA, 92174	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129551	ENR	Gloria Dean	1938-09-23	UHC-18635-38	2404923032	7637 Bayshore Dr Apt 12, Glendale, AZ, 85395	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-119884	ENR	Emma R White	1975-07-18	UHC-64207-18	5732322798	8102 Sage Ct # 613, Nashville, TN, 37263	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137707	ENR	Debra Lane	1964-09-16	UHC-47729-91	4969140218	8702 Sage Ct, Miami, FL, 33167	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-132172	ENR	Jeffrey A Castro	1990-11-05	UHC-34597-03	8813910960	3466 Mountain View Dr, Sacramento, CA, 95896	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-121795	ENR	Randy A Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ, 85257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115429	ENR	Frances Fox	1960-03-25	UHC-10054-32	4206977770	5835 Lake View Rd, Austin, TX, 78744	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134542	ENR	Marcus Taylor	1995-03-07	UHC-98273-96	9888005371	2498 Harbor Blvd, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133816	ENR	Dorothy Jimenez	2001-05-21	UHC-07842-82	6364854425	6033 Central Ave, Las Vegas, NV, 89136	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-129275	ENR	Timothy Kelley	1963-02-22	UHC-22592-15	6052557874	4707 Church St, Glendale, AZ, 85309	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104766	ENR	Gary Bennett	1958-11-07	UHC-18269-27	7322457242	2135 Lake View Rd, Orlando, FL, 32883	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-138539	ENR	Sara Hawkins	1950-12-16	—	8323706464	6912 Willow Ct Apt 18, San Antonio, TX, 78278	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

17,310 rows, page 37 of 347Previous Next