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
CLM-404968	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-432484	CLM	Wei Marshall	1979-11-21	UHC-81522-17	—	9172 Sunset Blvd, Tempe, AZ	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409990	CLM	Timothy O Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26511	PRV	Madison H Ramos	1994-04-06	—	2939788894	2845 Market St, Columbus, OH	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21302	PRV	Patricia T Gonzales	2002-07-18	UHC-73800-42	—	5925 Cedar Ln, Minneapolis, MN	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114595	ENR	Ethan Wood	2008-02-15	UHC-34077-39	5013258690	3802 Indian School Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135514	ENR	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116838	ENR	Lisa Hayes	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114712	ENR	John S Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-413391	CLM	Janice Butler	1974-06-26	UHC-65173-31	—	5465 Park Pl, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-427801	CLM	—Junk	1993-07-11	—	4242360970	1303 Maple Ave, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54980	TPA	Dylan Deaan	1940-04-18	—	3722813844	3307 Apache Blvd, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406610	CLM	Sophia Carroll	1979-02-23	—	—	5642 Desert Sky Blvd Apt 21, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125278	ENR	Frances Garza	2000-08-16	UHC-66708-43	—	3974 Valley View Dr, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-430592	CLM	Stephanie Burke	1974-03-25	UHC-61758-29	—	7411 Valley View Dr, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111599	ENR	David Ryan	1984-05-22	UHC-43444-74	—	701 Ridge Rd, Mesa, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-136390	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136391	ENR	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136096	ENR	Santiago V Gutierrez	1969-07-10	UHC-16012-72	5246898145	851 Willow Ct, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403492	CLM	Melissa Brooks	1990-06-02	UHC-50029-66	—	72 Park Pl, Sacramento, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-59257	TPA	Jordan Murphy	1986-12-16	—	—	621 Indian School Rd, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108711	ENR	Martha S Young	—	UHC-71458-40	2252211821	5367 Grand Ave, Tucson, AZ	0.52	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
TPA-63043	TPA	—Junk	1975-03-16	—	—	4120 River Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
ENR-107264	ENR	Bruce S Rammos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23348	PRV	Valentina Ortiz	1958-09-28	UHC-23200-97	—	2148 Willow Ct, Columbus, OH	0.52	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+2 more
ENR-125032	ENR	Kathy W Perry	1973-08-28	UHC-08328-12	8977080143	6377 Park Pl, Nashville, TN	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23174	PRV	Laura Daniels	1978-04-28	—	7165895063	2172 Lincoln Way, Chandler, AZ	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-101719	ENR	Raymond U Foster	1973-06-17	UHC-62692-55	2869869404	9571 Sunset Blvd, Jacksonville, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22311	PRV	Elizabeth Stevens	1993-01-09	UHC-16032-76	—	5198 Union St, Jacksonville, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405825	CLM	Emma Hall	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142778	ENR	Samantha Johnston	1973-06-25	UHC-14942-21	—	6942 Valley View Dr, Eden Prairie, MN	0.52	Two-digit birth year State name converted to code ZIP missing Email lower-cased+2 more
ENR-110044	ENR	Eric U Banks	1956-02-08	UHC-92677-89	9595534496	776 Central Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123749	ENR	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-122296	ENR	Gregory Woods	—	UHC-74086-93	8544162356	2736 Oak St, San Diego, CA	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126755	ENR	Evelyn Ramos	—	UHC-70497-07	6395603325	8644 Elm St, Plano, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57264	TPA	Janet X Henderson	1976-07-16	—	9843086993	7039 Mountain View Dr Apt 28, Houston, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423669	CLM	Santiago Prike	—	—	—	8949 Mesa Dr, Houston, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55780	TPA	Diana Dixon	1963-04-18	—	5818824163	5701 Union St, Nashville, TN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64272	TPA	Benjamin Walker	1995-12-12	—	—	4431 Union St Apt 10, Jacksonville, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101874	ENR	Keelly Williamson	2002-09-08	UHC-46667-30	7472615600	9407 Union St, Chandler, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403568	CLM	Joe Richardson	1943-10-04	UHC-53594-59	—	5386 Apache Blvd, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130684	ENR	Kevin X Guerrero	1985-05-16	UHC-46668-36	3487841390	2840 Apache Blvd, Dallas, TX	0.52	Two-digit birth year Phone reformatted ZIP missing Gender normalised+2 more
ENR-126441	ENR	Keith I Bailey	1986-02-12	UHC-91055-84	4839432401	1902 Park Pl, Seattle, WA	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128823	ENR	Elijah N Payne	2000-07-03	UHC-20841-62	—	7940 Hillcrest Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-401515	CLM	Alice Le	1943-01-22	UHC-49554-66	—	845 Bayshore Dr, Charlotte, NC	0.52	Name split from “Last, First”City re-cased ZIP missing Gender normalised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more

7,146 rows, page 43 of 143Previous Next