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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-432061	CLM	Carl G Rios	—	—	6892764410	180 Meadow Ln, Tucson, AZ, 85762	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126232	ENR	Anthony G Hansen	1963-05-16	UHC-17160-06	7177672181	8380 Elm St, Orlando, FL	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107303	ENR	Mari Nguyen	2003-04-02	UHC-01436-76	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109101	ENR	Matthew K Montgomery	—	UHC-40390-81	9079446751	4920 Lake View Rd, Charlotte, NC, 28279	0.52	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-429482	CLM	Denise Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd Apt 23, Nashville, TN, 37280	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
PRV-23677	PRV	Amber Kennedy	1969-02-27	—	6622072429	1169 Apache Blvd, Los Angeles, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128398	ENR	Jose A McCoy	1991-07-07	UHC-05379-73	—	2234 Ocean Ave, Columbus, OH, 43233	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55424	TPA	Sharon Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115215	ENR	BJunk	1966-06-21	UHC-05736-04	4117308927	6799 Desert Sky Blvd, Jacksonville, FL, 32232	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424128	CLM	Justin Boyd	2007-09-17	—	—	3999 Pine Dr, Tempe, AZ, 85268	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411641	CLM	Jason Moreno	1977-12-24	—	—	7109 Pine Dr, Mesa, AZ, 85270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409751	CLM	Amber Powell	1964-03-27	UHC-53088-98	—	7198 Ridge Rd, San Antonio, TX, 78252	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100817	ENR	Danny Welch	2003-10-02	UHC-49645-12	7715285780	143 Ocean Ave, Mesa, AZ, 85239	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410544	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410545	CLM	Nicole Nunez	—	—	—	6643 Valley View Dr, Dallas, TX	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114353	ENR	Carl N Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-105439	ENR	Emily Q Rojas	1973-08-11	UHC-97762-04	—	3791 Baseline Rd, Mesa, AZ	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105587	ENR	Jordan L Ross	—	UHC-47728-62	2939518374	8556 Market St, Eden Prairie, MN, 55365	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-412637	CLM	Steve Hoffman	2007-05-08	UHC-34421-69	—	4134 Harbor Blvd, Denver, CO, 80299	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-104470	ENR	Janice Little	1980-06-04	UHC-10517-84	2215710456	1594 Indian School Rd, Las Vegas, NV, 89199	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430502	CLM	Pamela Guzman	1982-06-11	—	4095881018	9168 Mountain View Dr, Tempe, AZ, 85257	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127678	ENR	Brenda M Ray	1980-05-09	UHC-99155-76	2572142905	9660 Elm St, Mesa, AZ, 85232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425235	CLM	Debra Garza	1968-12-21	UHC-76716-09	—	6122 Highland Ave, Austin, TX, 78756	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100847	ENR	Sarah D Howell	1966-05-27	UHC-08662-71	2373550725	320 Main St, Austin, TX, 78751	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118351	ENR	Frances Kyng	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109824	ENR	Juan J Wong	1992-03-15	UHC-16504-57	7986465537	5751 Union St, Los Angeles, CA, 90043	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139050	ENR	Arthur Watkins	1939-08-05	UHC-78749-93	—	8530 Canyon Rd, Gilbert, AZ, 85272	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137590	ENR	William T Woong	1980-05-15	UHC-15878-72	4207455743	7700 Palm Dr Apt 8, Scottsdale, AZ, 85254	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-402897	CLM	Wayne E Coleman	1961-12-22	—	—	691 Grand Ave, Tampa, FL	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137611	ENR	Logaan Jimenez	1974-10-24	UHC-70338-30	2525023913	8893 Mesa Dr, San Antonio, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426622	CLM	Donna T Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123991	ENR	Alan F Ward	1981-08-20	UHC-36246-03	9299486177	117 Mesa Dr, Dallas, TX, 75213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427728	CLM	Alexander Smith	1958-09-25	UHC-06478-92	5583827401	1669 Park Pl Apt 10, Los Angeles, CA, 90020	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more

55,824 rows, page 167 of 1,117Previous Next