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

Enrollment, 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-125065	ENR	Victoria Yang	1998-08-24	UHC-66165-90	8715532764	4664 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-116908	ENR	Sean T Weber	2003-08-02	UHC-37854-75	8442143874	503 Park Pl, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-111400	ENR	Nicholas Lane	2006-12-14	UHC-16249-96	7202067649	8904 Harbor Blvd, Las Vegas, NV, 89129	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-139673	ENR	Noah N Hill	1946-06-04	UHC-04268-29	—	4936 Broadway, Phoenix, AZ, 85029	0.66	Name re-cased Phone missing area code SSN last four extracted Address re-cased+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
ENR-137558	ENR	Jack Yang	—	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+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
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
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
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
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
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
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
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
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
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
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
ENR-106410	ENR	Ryn T Rose	1940-10-15	UHC-20347-39	—	3781 Lake View Rd, Nashville, TN, 37221	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-117767	ENR	Joyce B Sullivan	1955-03-12	UHC-29436-43	2065416989	2397 Baseline Rd Apt 26, Minneapolis, MN, 55465	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-140985	ENR	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl # 162, Sacramento, CA, 95848	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
ENR-125257	ENR	Sofia G McCoy	1939-12-21	UHC-59505-87	2519864935	5584 Palm Dr, Los Angeles, CA, 90095	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-109774	ENR	Amy J Vasuez	1951-04-14	UHC-05827-31	4327580267	5795 Maple Ave, Glendale, AZ, 85335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127846	ENR	Stephen E Pena	1993-04-03	UHC-42352-17	6589992950	1300 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-138412	ENR	Madison G Stewart	1996-03-15	UHC-52708-61	9184377277	8332 Sage Ct, San Diego, CA, 92165	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137267	ENR	Pamela Hunt	1938-08-26	UHC-10728-96	4974852501	8742 Willow Ct, Houston, TX, 77060	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-134066	ENR	Valentina C Welch	—	UHC-93033-26	8166164652	6400 Sunset Blvd, Denver, CO, 80289	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-110827	ENR	Hiroshi B Warren	2006-07-08	UHC-03233-42	8373700145	1255 Highland Ave, San Diego, CA, 92141	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127671	ENR	Lucia Smith	1964-01-03	UHC-39153-37	5628402665	980 Ridge Rd, Austin, TX, 78780	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105792	ENR	Joyce Q Ran	2008-06-13	UHC-02549-23	3578641578	4345 Pine Dr, Tampa, FL, 33652	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137852	ENR	Roger E Fernnadez	1963-11-20	UHC-76572-53	—	7593 Main St Apt 20, Sacramento, CA, 95802	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-141226	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141225	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113344	ENR	Frances J Ramirez	1973-08-18	UHC-00741-74	7795811097	5692 Union St, Charlotte, NC, 28232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

8,423 rows, page 71 of 169Previous Next