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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115740	ENR	Alvarez Henry	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-428582	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-100110	ENR	Fatima A Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.66	Phone reformatted ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-124645	ENR	Catherine Z Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125048	ENR	Marilyn X Wallace	1998-05-03	UHC-97767-95	7065672023	4560 Indian School Rd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54595	TPA	Marilyn Hill	1991-04-08	—	—	8995 Desert Sky Blvd, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-56740	TPA	Jacqueline McCoy	1939-11-01	—	9819756254	4927 Church St, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420796	CLM	Aaron Pierce	1942-09-19	—	—	7423 Park Pl Apt 12, Houston, TX	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-127130	ENR	Jeffrey Wells	2007-06-08	UHC-79372-14	6944155262	6786 Sage Ct, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421484	CLM	Noah S Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-59516	TPA	Heather Duncan	1946-05-05	—	—	7012 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-427264	CLM	Robert Singh	1975-01-16	UHC-01396-37	—	6850 Baseline Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58471	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58470	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413657	CLM	Frances Hayes	1985-11-06	UHC-79363-79	7984806181	8483 Ridge Rd, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134764	ENR	Rios Z Janice	1939-07-04	UHC-63139-91	2979149462	1537 Apache Blvd, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119059	ENR	Eddie F Ford	1941-12-17	UHC-01186-58	4777968781	8722 Central Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409369	CLM	Ahmed Fernandez	1942-05-11	UHC-73996-20	—	3832 Elm St, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119718	ENR	Mason Henderson	2004-08-05	UHC-43603-66	7595147269	7776 Valley View Dr, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-406681	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406682	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-119455	ENR	Ruth N Hicks	2006-01-27	UHC-26155-83	7963794921	4785 Pine Dr, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58547	TPA	Frank Miller	1990-12-09	—	—	310 River Rd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134459	ENR	Robert Jordan	1969-07-05	UHC-56770-06	3723408224	8316 Mesa Dr, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127499	ENR	Marilyn Kelly	1993-01-09	UHC-08484-93	3527415245	2128 Union St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53314	TPA	Jack Hernandez	1955-12-04	—	—	916 Indian School Rd, Columbus, OH	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-24149	PRV	Juan Gutierrez	1975-02-27	—	7099134689	4751 Washington St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57638	TPA	Betty Garcia	1999-09-19	—	6337334891	3070 Park Pl, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-103055	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103054	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50184	TPA	Emma Cox	1996-05-09	—	—	4137 Canyon Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-123956	ENR	Janet E Reyes	1951-06-01	UHC-74672-84	2039525882	4791 Bayshore Dr, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116702	ENR	Amy Hawkins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420527	CLM	George T Lopez	1951-11-13	—	5942626767	9472 Sunset Blvd, San Diego, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-111934	ENR	Arjun Medina	1957-05-03	UHC-70863-29	5427948552	3720 Spring St, Orlando, FL	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-58808	TPA	Judy Brown	1979-03-24	—	8854644983	6536 Elm St, Plano, TX	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-411537	CLM	Noah H Miller	1962-11-10	UHC-78031-25	—	5151 Pine Dr, Glendale, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-139895	ENR	Cheryl Myars	1958-10-15	UHC-88613-53	3825770667	4256 Spring St, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416348	CLM	Arjun Anderson	2006-04-21	—	—	7072 Desert Sky Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116145	ENR	David V Moreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-415861	CLM	Julie Fernandez	1941-10-24	—	—	6804 Harbor Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-122765	ENR	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51758	TPA	Nicole D Harris	1955-08-04	—	—	3260 Cedar Ln, Fresno, CA	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-406188	CLM	Jerry Meyer	1954-02-05	—	6818803780	6076 Pine Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108661	ENR	James A Butler	1954-08-09	UHC-62743-16	2764282583	4933 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101226	ENR	Jacob M Burke	1939-10-04	UHC-59272-56	9147891089	4734 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

7,146 rows, page 101 of 143Previous Next