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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410320	CLM	Mark S Evans	1965-11-08	—	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430370	CLM	Kathryn Obrien	—	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102718	ENR	Grace T Peterson	1987-07-11	UHC-80834-29	2825513637	116 Highland Ave, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63958	TPA	Yuki Park	2003-04-23	—	—	6274 Camelback Rd, Tampa, FL, 33696	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52411	TPA	Roger Porter	1992-03-10	—	—	5095 Ridge Rd, Chandler, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54956	TPA	Donna James	2006-06-08	UHC-73198-99	—	6962 Mesa Dr, Miami, FL, 33154	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60220	TPA	Frances Guerrero	1985-09-19	—	8577465785	5198 Main St, Mesa, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108328	ENR	Virginia G Carter	1958-06-24	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134743	ENR	Seen R Jones	1947-05-03	UHC-22092-71	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428675	CLM	Joe Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct Apt 16, Denver, CO, 80275	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105965	ENR	Roger Lawrence	1953-11-17	UHC-05657-40	5462796789	5935 Meadow Ln, Las Vegas, NV, 89126	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424671	CLM	Kennedy Valentina	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430746	CLM	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63463	TPA	Wayne Morris	1956-06-07	—	—	6002 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140595	ENR	Marcus W Bailey	1940-11-16	UHC-27177-20	—	7682 Spring St, Las Vegas, NV, 89135	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409984	CLM	Stephen McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51541	TPA	Joyce Wang	1980-08-14	UHC-08056-64	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54539	TPA	Lucia Q Owens	1974-11-22	—	—	2627 Desert Sky Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63576	TPA	Hiroshi G Wright	1959-12-12	—	—	2169 Main St Apt 32, Chandler, AZ, 85272	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406419	CLM	Christina Dominguez	1943-07-16	—	—	2619 Highland Ave, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22848	PRV	Mei Johnson	1978-02-23	—	3637610823	4634 River Rd, Plano, TX, 75089	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401536	CLM	McIhael Fields	1969-09-14	UHC-13912-97	—	332 Baseline Rd Apt 6, Tucson, AZ, 85756	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407285	CLM	Carl G Torres	1978-02-05	—	—	897 Lake View Rd, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22088	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-126636	ENR	Angela Romero	1988-04-27	UHC-21428-28	7156003594	1730 Hillcrest Rd, Phoenix, AZ, 85077	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20124	PRV	Jacqueline Chen	1997-08-07	—	7032478775	5143 Grand Ave, Los Angeles, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424198	CLM	Lucia Medina	1981-09-03	UHC-94530-38	—	8494 Indian School Rd, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113336	ENR	Benjamin R Guerrero	1983-12-14	UHC-15470-67	—	7051 Central Ave # 523, Fresno, CA, 93731	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62431	TPA	Jack Bishop	—	UHC-95340-02	—	411 Washington St, San Antonio, TX, 78280	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-125859	ENR	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425596	CLM	Aisha Wallace	1971-05-21	—	5727424896	7738 Highland Ave, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 92 of 357Previous Next