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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133054	ENR	Donna Scott	1986-12-11	UHC-62612-35	—	1923 Ocean Ave, Nashville, TN, 37221	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-116362	ENR	Carl Elliott	1956-07-18	UHC-86856-88	6795155685	7197 Market St, Jacksonville, FL, 32296	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421398	CLM	Nathan Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56575	TPA	Donald Hamilton	1965-03-16	—	—	4473 Canyon Rd, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-118215	ENR	Camila Taylor	1979-10-05	UHC-16383-13	9225490117	8393 Bayshore Dr, Chandler, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57354	TPA	Jason Ray	1940-09-10	—	—	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-130464	ENR	James Perez	1941-08-18	UHC-81781-09	9862304977	4193 Oak St, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125213	ENR	Sara Austin	1988-09-26	—	4124953250	1712 Bayshore Dr, Dallas, TX, 75283	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140657	ENR	Sean Brown	—	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
PRV-21401	PRV	Marcus Hart	1983-11-13	—	—	3873 Lincoln Way, Gilbert, AZ, 85279	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125591	ENR	Dylan W Morgan	1981-01-19	UHC-86195-65	3859932206	790 Broadway, Seattle, WA, 98119	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-124935	ENR	Sharon S Maldonado	1938-10-27	UHC-77322-66	—	2247 Palm Dr, Jacksonville, FL, 32250	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56936	TPA	Gabriel Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405365	CLM	Elijah A Brooks	1964-10-22	—	2769406433	2640 Baseline Rd, Orlando, FL, 32829	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405336	CLM	Henry Mitchell	1992-03-03	—	—	3105 Mountain View Dr, Columbus, OH, 43223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425840	CLM	Laura Peterson	1998-11-12	UHC-01699-49	—	7718 Main St, Tempe, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123037	ENR	William C Henry	1964-08-08	UHC-07463-82	9737418757	912 Apache Blvd, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138486	ENR	Jordan V Robertson	1979-09-13	UHC-62701-47	8422219195	1875 Ocean Ave, Tempe, AZ, 85216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113815	ENR	Joan Wheler	1996-12-21	—	4117643757	1955 Park Pl, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422033	CLM	Brian Coleman	1948-01-28	UHC-17963-76	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55563	TPA	Dorothy Lawson	1996-03-21	—	4726217370	9381 Harbor Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23820	PRV	Kathleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422531	CLM	Betty Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-62137	TPA	Jacqueline Bennett	1977-07-05	—	3159626158	5967 Washington St, Tempe, AZ, 85271	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25629	PRV	Grace Hall	2000-05-09	UHC-20965-19	5456964649	2262 Bayshore Dr, Tempe, AZ, 85213	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50093	TPA	Jessica Armstrong	1962-09-14	—	6735478980	1123 Bayshore Dr, Plano, TX, 75025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132655	ENR	Scott Patel	2000-06-04	UHC-96356-10	—	4716 Forest Ave, Mesa, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-115063	ENR	Padilla Q Carol	1956-09-09	UHC-29340-50	4758588554	7172 Washington St, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404380	CLM	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129365	ENR	Rebecca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St, Tempe, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406813	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ, 85383	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-58544	TPA	Richard Boyd	1957-09-01	—	8805923977	7982 Central Ave, Glendale, AZ, 85337	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-401532	CLM	Keith L Ford	1979-12-04	UHC-86520-46	—	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127613	ENR	Dot Green	1985-08-21	UHC-13074-61	3933189687	1200 Harbor Blvd, Minneapolis, MN, 55482	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413692	CLM	Diane H West	1996-07-02	UHC-87387-07	—	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57987	TPA	Edward Fowler	2006-03-17	—	—	630 Lincoln Way, Glendale, AZ, 85356	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53038	TPA	Betty Stewart	1963-09-14	—	—	468 Highland Ave, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-117332	ENR	Jackie Little	1987-12-24	UHC-07892-65	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422832	CLM	Dylan Perrry	1956-03-25	UHC-04097-97	—	1210 Canyon Rd, Mesa, AZ, 85252	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414870	CLM	Dot Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-408822	CLM	Zachary Bryant	2006-07-04	UHC-87908-27	8807407105	1840 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-119898	ENR	Patricia Z Luces	1957-10-07	UHC-65722-87	6598540597	3051 River Rd, Miami, FL, 33100	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107401	ENR	Deborah Padilla	—	UHC-59330-53	2085444476	8041 Grand Ave, Tampa, FL, 33673	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more

16,828 rows, page 183 of 337Previous Next