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
CLM-423570	CLM	Benjamin Duncan	1957-04-07	UHC-06987-44	—	1120 Sage Ct, Gilbert, AZ, 85299	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-118324	ENR	Julie F Li	1986-01-24	UHC-16458-04	9312746436	2088 Ocean Ave, Miami, FL, 33136	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-23627	PRV	Dennis X Silva	1974-02-09	UHC-33614-22	—	5392 Market St, Mesa, AZ, 85238	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-127150	ENR	Grace F Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
PRV-20379	PRV	Donald J Brown	2007-05-16	UHC-36042-29	5009602474	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132995	ENR	David Nguyen	1992-12-28	UHC-84849-71	—	7691 Washington St Apt 8, Jacksonville, FL, 32288	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27220	PRV	Bryan Hanson	2007-11-19	—	5988138737	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132089	ENR	Amber Perkinns	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-113634	ENR	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-425767	CLM	Luis S Kelley	1998-05-21	UHC-64251-59	—	4043 Spring St, Las Vegas, NV, 89128	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134429	ENR	Lisa Soto	1998-05-16	UHC-01708-96	3686857257	8715 Central Ave Apt 26, Minneapolis, MN, 55414	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
CLM-411970	CLM	Niocle Vasquez	1951-02-03	—	—	1687 Mesa Dr Apt 33, Scottsdale, AZ, 85258	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-28977	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28976	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-129721	ENR	Arthur V Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-412787	CLM	Vincent Mitchell	2004-07-10	—	3315801080	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133783	ENR	Ahmed Nichols	1966-12-09	UHC-99284-49	—	1682 Elm St, Mesa, AZ, 85236	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-410088	CLM	Helen Guzmman	1977-07-25	UHC-62092-10	4839340028	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-424338	CLM	Kimberly Sandoval	1942-08-19	UHC-46976-65	8598791876	4288 Pine Dr, Mesa, AZ, 85282	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-106130	ENR	Gregory Johnson	1981-05-06	UHC-38059-86	8932662268	2227 River Rd, Fresno, CA, 93707	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-121711	ENR	Angela G Franklin	1977-10-14	UHC-52034-94	4588998048	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-118933	ENR	Joan Williams	2007-11-03	UHC-24622-43	7659853593	8522 Jefferson Ave, Orlando, FL, 32821	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
TPA-60630	TPA	Sofia Walkre	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-110267	ENR	Jean Burns	1980-05-17	—	5248001381	1940 Pine Dr, Tucson, AZ, 85777	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64265	TPA	Tyler Daniels	1980-04-06	—	—	1390 Hillcrest Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25548	PRV	Michelle Carpenter	2004-12-26	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-52936	TPA	Virginia Hoffman	1947-09-20	—	—	4417 Spring St, Plano, TX, 75000	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-104174	ENR	Elizabeth Bowman	1940-12-09	UHC-88810-12	9216537911	6864 Highland Ave, San Antonio, TX, 78287	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-118674	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-135417	ENR	Jonathan D Weber	1998-03-17	UHC-45344-39	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-419597	CLM	Valentina Santiago	1993-10-02	UHC-48471-74	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-407027	CLM	Andrew Woods	1973-11-16	UHC-68285-69	—	872 Union St, Gilbert, AZ, 85250	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-135525	ENR	Catherine Marshall	1991-03-26	UHC-96098-86	5308472517	8858 Grand Ave, Sacramento, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
CLM-408925	CLM	Barbara Austin	1954-11-01	UHC-00126-43	—	7031 Market St, Orlando, FL, 32887	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-120552	ENR	Charlotte L Ross	1985-07-05	UHC-26659-48	2049090476	3755 Valley View Dr, Sacramento, CA, 95875	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-50078	TPA	Jean Torres	1997-05-05	—	—	2059 Camelback Rd, Houston, TX, 77025	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-408331	CLM	Rebekca Wilson	1982-12-21	—	8263080261	3284 Valley View Dr, San Antonio, TX, 78289	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53685	TPA	Jcqueline Grant	1978-12-02	—	—	9887 Spring St, Charlotte, NC, 28269	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135257	ENR	Alexander W Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-126107	ENR	Jose J Gumez	1997-04-02	UHC-35309-70	8636290173	5705 Ocean Ave, Tucson, AZ, 85783	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-111492	ENR	Billy Parker	1973-06-07	UHC-57375-94	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-130958	ENR	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd, Plano, TX	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411364	CLM	Bradley R Meyer	1978-02-03	UHC-39806-76	8057839731	2160 Central Ave, Jacksonville, FL, 32236	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-141321	ENR	Ryan U Brown	2004-10-07	UHC-61960-28	7533471667	2476 Washington St, Denver, CO, 80295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129802	ENR	Austin T Young	2006-08-21	UHC-00858-64	—	4779 Meadow Ln, Minneapolis, MN, 55498	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-110367	ENR	Nicholas Oliver	1954-11-23	UHC-24004-12	3185514214	270 Palm Dr, Austin, TX, 78719	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
CLM-425129	CLM	Gray Joshua	1994-04-12	UHC-40679-05	—	1373 Lincoln Way, Sacramento, CA, 95872	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410725	CLM	Ethan Jacobs	1943-12-05	UHC-87152-41	7244354459	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-56284	TPA	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ, 85271	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-134506	ENR	Julia D Wang	1962-07-11	UHC-93594-53	7088372536	3220 River Rd, Charlotte, NC, 28221	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised

16,828 rows, page 227 of 337Previous Next