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
PRV-25935	PRV	Priya H McDonald	1965-08-04	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
ENR-100226	ENR	Harold Lna	1988-01-19	UHC-54634-39	9527066738	3319 Washington St, Jacksonville, FL, 32225	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-63290	TPA	Alexis Weber	1980-03-26	—	—	5247 Market St, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-110883	ENR	Stephanie Hill	1959-12-18	UHC-50137-89	—	9548 Market St, Columbus, OH, 43276	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53432	TPA	Carol Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119113	ENR	Jose K Owens	1987-02-07	UHC-85056-73	8986946609	1384 Pine Dr, Plano, TX, 75061	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-58000	TPA	Arthur Oliver	1995-04-22	—	—	8600 Union St, Houston, TX, 77051	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-119870	ENR	Madison N Martinez	1996-03-13	UHC-94395-72	5257693563	1768 Meadow Ln, Minneapolis, MN, 55444	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25947	PRV	Alan O Pierce	1970-01-22	—	—	4710 Camelback Rd, Charlotte, NC, 28235	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417568	CLM	Don Richardson	2000-06-11	UHC-97967-62	8257048794	3305 Valley View Dr, Tampa, FL, 33682	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61169	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-141701	ENR	Daniel Diaz	1952-07-09	UHC-89578-32	—	8265 Harbor Blvd, Minneapolis, MN, 55408	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135266	ENR	John S Warren	1949-09-03	UHC-16912-39	5816515165	5092 Park Pl, Phoenix, AZ	0.66	Phone reformatted ZIP missing Email lower-cased Gender normalised+1 more
CLM-413362	CLM	Ashley N Griffin	1996-03-05	—	—	7288 Market St, Houston, TX, 77062	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-413759	CLM	George H Reynolds	1989-10-21	—	5128949093	7003 Valley View Dr, Glendale, AZ, 85329	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410813	CLM	Arjun Russell	1978-03-14	UHC-27441-79	—	3080 Palm Dr, Sacramento, CA, 95858	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54997	TPA	Ahmed Johnson	1980-07-19	—	—	1865 Ocean Ave, Columbus, OH, 43297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404770	CLM	Luis Park	1950-09-14	—	—	759 Forest Ave, Houston, TX	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-108111	ENR	Helen Cox	1979-03-24	UHC-46473-78	2114934989	3343 Broadway, Las Vegas, NV, 89115	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
TPA-59774	TPA	Justin K West	2004-07-24	—	9118890965	3096 Canyon Rd, Tucson, AZ, 85745	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-402390	CLM	Linda Ryan	1952-06-11	—	6655572730	3595 Elm St, Scottsdale, AZ, 85297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113669	ENR	Deborah I Smith	1955-02-11	UHC-06521-05	4476415070	805 Market St, Plano, TX, 75081	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62383	TPA	Benjamin Simmons	1971-06-14	—	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412716	CLM	Amy Hawins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412715	CLM	Amy Hawins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410722	CLM	Ralph Buurns	1962-07-13	UHC-48557-35	2276157714	679 Palm Dr, Jacksonville, FL, 32214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100262	ENR	Alexander A Harvey	1938-05-14	UHC-16443-70	8924884123	4767 Church St, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57205	TPA	Noah Woods	1999-05-23	—	—	6006 Maple Ave, San Antonio, TX	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-23956	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23955	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-113828	ENR	Gary Simpson	1987-01-09	UHC-25382-23	2257183689	963 Meadow Ln, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-430452	CLM	Juan Munoz	1945-07-17	UHC-06071-85	—	7445 Washington St, Houston, TX, 77064	0.66	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+1 more
CLM-425321	CLM	Benjamin Stone	1986-11-28	UHC-33045-31	—	8811 Palm Dr, Tampa, FL, 33645	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-117453	ENR	Diana W Perry	1986-06-07	UHC-40741-22	8472709172	4891 Valley View Dr, Plano, TX, 75086	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51473	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61864	TPA	Kathryn Thompson	1988-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62163	TPA	Dougls Ortega	1991-01-22	—	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-106261	ENR	Jasoon A Booyd	1989-11-16	UHC-91703-40	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-410551	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-131087	ENR	Virginia V Maldonado	2006-02-18	UHC-28497-69	8846301812	4553 Main St, Sacramento, CA, 95889	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414913	CLM	Hamilton Dennis	1938-08-11	—	—	7037 Highland Ave, Nashville, TN, 37299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 218 of 337Previous Next