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
CLM-426462	CLM	Martha Q Soto	—	—	—	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+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-138778	ENR	Austin U Duncan	1983-02-11	UHC-96648-07	2826985863	227 Church St, Las Vegas, NV, 89194	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126429	ENR	Ronald Collins	1940-08-25	UHC-11953-53	3364909748	9779 Indian School Rd, Fresno, CA, 93712	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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-121908	ENR	Jordan P Le	1945-06-25	UHC-48521-72	6045239858	1308 Spring St, Plano, TX, 75020	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+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
ENR-131014	ENR	Omar Z Sanchez	2007-08-22	UHC-70219-09	3182303092	1184 Pine Dr, Austin, TX, 78797	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-414470	CLM	Cynthia Perkins	1972-09-09	UHC-19178-80	—	6645 Highland Ave, Denver, CO, 80202	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+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-130725	ENR	Jdith Romero	1951-10-25	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-61044	TPA	Kyle Miller	—	—	—	436 Union St, Minneapolis, MN, 55458	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
CLM-424923	CLM	Bobby Carroll	1953-10-03	UHC-95688-41	—	5749 Mountain View Dr Apt 37, Charlotte, NC, 28293	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+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
ENR-143094	ENR	Peggy Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+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
CLM-430417	CLM	Valentina Guerrero	1977-09-18	—	—	7765 Grand Ave, Columbus, OH, 43232	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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
CLM-425559	CLM	Donan Cole	1963-10-15	UHC-91826-55	—	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+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
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
CLM-426869	CLM	Wei O Garza	1973-05-16	UHC-65237-74	8316112926	4564 Ocean Ave, Atlanta, GA, 30306	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-426134	CLM	Scott Shaw	1958-03-02	UHC-40662-50	—	504 Camelback Rd, Dallas, TX, 75271	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-116092	ENR	Melissa Yang	—	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141508	ENR	Stephen P Rojas	1941-09-07	UHC-61238-06	5512671249	8822 Spring St # 161, Jacksonville, FL, 32200	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140031	ENR	Lucia Q Chapman	1974-09-17	UHC-48750-31	2516246500	8668 Ridge Rd, San Antonio, TX, 78286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-55582	TPA	Maria T Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64033	TPA	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	2887 Maple Ave, Gilbert, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
ENR-105605	ENR	Maria Z Ramos	—	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-53718	TPA	Yuki M Allen	2003-05-22	—	—	8029 Grand Ave, Sacramento, CA, 95803	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-138268	ENR	Billy E Elliott	1982-05-12	UHC-93838-09	9554615398	6024 Highland Ave, Tampa, FL, 33631	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-127594	ENR	Frank Lynch	1974-10-18	UHC-74524-88	2129137573	8055 Mesa Dr Apt 9, Houston, TX, 77060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118228	ENR	Joseph Meyer	1961-07-13	UHC-65741-24	2124944528	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-22002	PRV	Bradley Tailor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-128787	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	—	3156 Harbor Blvd, Gilbert, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-59787	TPA	Judith Palmer	1997-02-02	—	—	4983 Pine Dr, Orlando, FL, 32891	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-134110	ENR	Margaret I Wright	1950-05-07	UHC-58142-21	6668678621	6152 Central Ave, Minneapolis, MN, 55493	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57210	TPA	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-106880	ENR	Watkins M Megan	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-409360	CLM	Ssan Scott	1971-09-12	—	—	6472 Main St, San Diego, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

17,850 rows, page 146 of 357Previous Next