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 “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
ENR-118850	ENR	Luis A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr Apt 24, Sacramento, CA, 95822	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-103990	ENR	Elyzabeth H Adams	2000-04-19	UHC-70725-45	—	2237 Baseline Rd, San Diego, CA, 92173	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-107177	ENR	Keith J Marshall	1990-04-01	UHC-06379-96	4777835742	2852 Main St, Atlanta, GA, 30380	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-113149	ENR	Roger Vasquez	2005-07-09	UHC-14553-33	4448875892	8024 Hillcrest Rd, Jacksonville, FL, 32261	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-136378	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-130602	ENR	Philip E Arnold	1969-03-11	UHC-89016-23	4927634488	1292 Highland Ave, Tampa, FL, 33679	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-108550	ENR	Virignia Berry	1960-09-23	UHC-58654-72	5852205118	6980 Canyon Rd, San Diego, CA, 92197	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-119295	ENR	Sofia X Jordan	1959-03-13	UHC-02274-85	4902914702	4025 Church St, Atlanta, GA, 30371	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-136960	ENR	Wayne B Tran	1961-12-03	UHC-70630-07	5129895991	1576 Meadow Ln, Charlotte, NC, 28280	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-130568	ENR	Eugene Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135085	ENR	Donna B Delgado	1939-08-03	UHC-28789-87	—	8190 Desert Sky Blvd, Seattle, WA, 98110	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102696	ENR	Albert U Crawford	1942-11-20	UHC-09010-78	8372320823	2926 Ocean Ave, Glendale, AZ, 85347	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-114317	ENR	Mary Morales	1998-04-27	UHC-10683-37	9196515365	2249 Broadway # 990, Eden Prairie, MN, 55323	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-121835	ENR	Logan O Alvarado	1997-07-02	UHC-87265-64	8288139378	8314 Bayshore Dr, Los Angeles, CA, 90058	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-134883	ENR	Theresa Y Rios	2008-07-20	UHC-59751-66	7099412606	3083 Sage Ct, Houston, TX, 77063	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-115482	ENR	Juan Kelly	2001-07-25	UHC-79297-20	—	1899 Maple Ave, Dallas, TX, 75268	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-121045	ENR	Jesse Kelley	1954-06-03	UHC-71064-07	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-101352	ENR	Christine T Boyd	1993-03-06	UHC-02045-60	6484391037	1953 Forest Ave, Houston, TX, 77073	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-115595	ENR	Kathryn Y Marquez	—	UHC-99441-94	2416810562	8346 Baseline Rd, Tucson, AZ, 85740	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-125197	ENR	Omar Tran	1958-03-04	UHC-82234-71	—	3320 Jefferson Ave, Gilbert, AZ, 85283	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122674	ENR	Nicholas Morgan	1955-09-04	UHC-12156-84	2696856435	3237 Desert Sky Blvd, San Diego, CA, 92188	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-109368	ENR	Larry Cunningham	1983-10-10	UHC-35442-84	—	3179 Church St, Fresno, CA, 93718	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126901	ENR	Hannah Garcia	1983-05-16	UHC-57173-47	4014271897	8769 Apache Blvd, Columbus, OH, 43229	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-128590	ENR	Janet M Hunter	2005-01-06	UHC-45138-78	9076641490	5117 Lake View Rd, Charlotte, NC, 28256	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-117209	ENR	Henry X Hanson	1963-10-24	UHC-69978-70	2155471729	8735 Bayshore Dr, Houston, TX, 77067	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-141765	ENR	Russell Y Rojas	1966-11-19	UHC-09549-19	6555818674	1584 Broadway, Houston, TX, 77069	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-115992	ENR	Lisa X Hart	1958-02-28	UHC-49707-65	5496251448	9687 Lake View Rd, Columbus, OH, 43252	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-126043	ENR	Noah Washington	1978-09-03	UHC-11037-22	7812192738	4831 Apache Blvd, Nashville, TN, 37255	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-137831	ENR	Alan Z Nelson	1978-07-11	UHC-35440-27	7365152908	1155 Lincoln Way # 321, Charlotte, NC, 28209	0.68	Phone reformatted Member ID reformatted Unit split from street Gender normalised
ENR-111341	ENR	Robert K Palmer	1968-04-05	UHC-10171-50	—	9175 Maple Ave Apt 4, Orlando, FL, 32873	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-117185	ENR	Ryan W Hill	1961-04-14	UHC-29944-94	3859942875	1721 Ridge Rd, Las Vegas, NV, 89194	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-111325	ENR	William K Price	1984-03-01	UHC-48323-53	9743796367	3711 Mountain View Dr, Eden Prairie, MN, 55327	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-115543	ENR	Arjun Jackson	1988-01-06	UHC-19640-97	8265469652	5869 Market St, Plano, TX, 75061	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-139355	ENR	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 608, Denver, CO, 80231	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-136189	ENR	Joseph Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd # 459, Miami, FL, 33133	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-124143	ENR	Kelly H Richardson	1959-01-18	UHC-72131-03	8436497305	1166 Sunset Blvd Apt 39, Atlanta, GA, 30394	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-131202	ENR	Heather Hicks	1952-03-28	UHC-56539-60	—	7765 Elm St, Dallas, TX, 75298	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-114173	ENR	Teresa D Fisher	1991-05-02	UHC-70937-18	2184490278	8299 Meadow Ln, Dallas, TX, 75251	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-111002	ENR	Albert Powell	1957-05-03	UHC-85760-98	—	5897 Central Ave, Phoenix, AZ, 85024	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-123915	ENR	Magaret Q Bishop	1958-08-09	UHC-17308-48	—	153 Main St, Mesa, AZ, 85235	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-137487	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-137488	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-122879	ENR	Elijah L Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ, 85221	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-138729	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-112997	ENR	Gary Mendoza	1994-07-17	UHC-92353-81	8963849952	8450 Apache Blvd, Atlanta, GA, 30366	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-102339	ENR	Hiroshi Cloeman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-106882	ENR	Dylan Hill	1961-01-21	UHC-19089-37	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised

7,326 rows, page 109 of 147Previous Next