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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137450	ENR	Snyder H Carolyn	1967-06-26	UHC-76043-35	4036917212	9463 Hillcrest Rd, Eden Prairie, MN, 55391	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21630	PRV	Diego Q Riley	1994-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26572	PRV	Ruth Ford	1973-12-26	—	7219563712	3627 Desert Sky Blvd # 199, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430580	CLM	Matthew K Long	1990-05-18	UHC-59379-93	—	5571 Meadow Ln, Glendale, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63518	TPA	Kimberly Vega	1961-03-18	—	—	9577 Spring St, Nashville, TN, 37217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-21704	PRV	Ben Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415304	CLM	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr, Denver, CO, 80247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400216	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400215	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110626	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132829	ENR	Wei L Medina	1925-10-25	UHC-05721-07	—	4780 Lake View Rd, Plano, TX, 75067	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-51542	TPA	Ahmed Moore	1988-10-26	—	4727963380	5163 Valley View Dr, Houston, TX, 77025	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60016	TPA	Natalie Ferguson	1942-05-16	—	—	8350 Hillcrest Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
PRV-27632	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27631	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426745	CLM	Brenda Butler	1947-12-28	—	—	3051 Church St, Los Angeles, CA, 90027	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127586	ENR	Michael Rodriguez	—	UHC-88992-51	2732605812	9899 Indian School Rd, Columbus, OH, 43247	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
ENR-120885	ENR	Brittany Knight	1941-02-07	UHC-00515-04	6724832008	9018 Maple Ave, Orlando, FL, 32882	0.50	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
CLM-407356	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400504	CLM	Dorothy Reyes	1994-07-24	UHC-45582-86	6886767972	8886 Lake View Rd, Orlando, FL	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54776	TPA	Joseph Ortiz	1949-11-19	—	8324242760	793 Central Ave, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402158	CLM	Richard Barnes	1980-12-12	—	7423095637	7756 Highland Ave, Houston, TX, 77021	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20428	PRV	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd Apt 26, Nashville, TN, 37233	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22644	PRV	Helen K Freeman	—	UHC-18574-51	—	712 Main St, San Antonio, TX	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-23946	PRV	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St, Denver, CO	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-426227	CLM	Samantha Morris	2004-09-22	—	8475354994	3973 Baseline Rd, Houston, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60785	TPA	Sara Oliver	1957-09-03	—	—	9299 Highland Ave, Scottsdale, AZ, 85268	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-419127	CLM	Etan Wood	1959-11-23	—	—	2316 Washington St, Austin, TX, 78753	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414528	CLM	Bryan Anderson	1956-03-03	—	—	2161 Meadow Ln, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-57453	TPA	Jack J Sanders	1976-03-04	UHC-47245-41	3625589261	607 Union St, Gilbert, AZ, 85244	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23391	PRV	Kimberly Y Vazquez	1959-02-18	UHC-98212-72	9035527908	7007 Church St, Mesa, AZ, 85246	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128876	ENR	Turnner I Alexander	1965-08-27	UHC-98406-32	—	429 Pine Dr, Sacramento, CA, 95897	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28759	PRV	Fatima T Knight	1963-09-13	UHC-92327-02	—	5467 Oak St, Phoenix, AZ, 85045	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103097	ENR	Diana Hudson	—	—	5389802920	4568 Elm St, Tempe, AZ, 85281	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-116561	ENR	Christopher Chavez	1944-04-25	UHC-85547-14	4769815000	5415 Forest Ave, Los Angeles, CA, 90043	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140103	ENR	Bill Z Moreno	1963-03-16	—	4376506275	3740 Valley View Dr, Seattle, WA, 98110	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106922	ENR	Laura W Davis	1997-07-10	UHC-05707-46	9863612157	1357 Maple Ave, Los Angeles, CA, 90079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 86 of 1,426Previous Next