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 “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-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
CLM-432003	CLM	Matthew P Guerrero	1986-04-08	—	9248899908	3291 Ridge Rd, Fresno, CA, 93789	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-410416	CLM	Theresa Foster	1965-09-06	UHC-25697-06	4606631243	8878 Lincoln Way, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421006	CLM	Adam McDoonald	1986-08-22	—	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-422086	CLM	Joyce I Duncan	1994-06-08	UHC-27486-99	8044194490	1676 Baseline Rd, Seattle, WA, 98139	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401918	CLM	Mary Mason	1994-08-06	UHC-85232-94	—	9474 Lake View Rd, Austin, TX, 78733	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-404495	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL, 33662	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-427051	CLM	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426676	CLM	Betty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-415099	CLM	Emily Lane	2003-12-27	—	7469033892	6535 Mountain View Dr, Atlanta, GA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-57957	TPA	Linda Lucas	1951-03-06	—	4002711136	6009 Bayshore Dr Apt 29, Eden Prairie, MN, 55326	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
PRV-23239	PRV	Peter I McCoy	2000-04-02	—	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.58	Name re-cased Date of birth reformatted Phone reformatted 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
PRV-22045	PRV	Kevin Jacobs	1973-08-14	UHC-12897-50	6565653025	9820 Harbor Blvd # 728, Jacksonville, FL, 32202	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-426362	CLM	Marcus Taylor	1995-03-07	UHC-98273-96	—	2498 Harbor Blvd, Austin, TX, 78787	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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
PRV-29086	PRV	Andrew C Patel	1981-05-13	—	9294393483	4615 Maple Ave, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25858	PRV	Mariana Guzman	1954-06-03	—	6577460469	3575 Hillcrest Rd # 161, Columbus, OH, 43266	0.58	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-425705	CLM	Jack Coleman	1964-09-02	UHC-66711-76	3779367466	8122 Main St, Phoenix, AZ, 85088	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-430668	CLM	Doris Lynch	1946-01-01	UHC-46221-83	7339846398	905 Mountain View Dr, San Diego, CA, 92175	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
CLM-407593	CLM	Joe Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-420939	CLM	Judith N Soto	1995-03-06	UHC-74540-84	—	580 Jefferson Ave, San Antonio, TX, 78224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
PRV-22913	PRV	Gerald K Fernandez	1951-04-27	UHC-60458-38	5187394330	6759 Camelback Rd, Nashville, TN	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
PRV-28671	PRV	Kevin Patel	1986-11-19	—	3803598482	6854 Park Pl, Seattle, WA, 98140	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

39,996 rows, page 73 of 800Previous Next