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-119024	ENR	Ashley O Valdez	1999-02-10	UHC-62343-53	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-109849	ENR	Larry N Walker	1946-08-17	UHC-03885-49	8292067126	4859 Cedar Ln # 261, Austin, TX, 78790	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-125237	ENR	Ruth F Burns	—	UHC-98377-59	6762463980	8130 Broadway, Austin, TX, 78745	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
ENR-131148	ENR	Christine Z Padilla	2006-02-11	UHC-33734-43	2545215146	2873 Baseline Rd, Tucson, AZ, 85796	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-111982	ENR	Doris Stewart	1968-03-04	UHC-07596-64	—	5776 Sage Ct, Minneapolis, MN, 55480	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-127434	ENR	Brenda Shaw	1982-01-05	UHC-60697-48	4132922580	2032 Washington St, Glendale, AZ, 85331	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-122692	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA, 93764	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-119886	ENR	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-107464	ENR	Jerry Wood	1996-05-12	UHC-02505-37	8493396237	5552 Park Pl, Jacksonville, FL, 32268	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-123435	ENR	Stephanie B Hunt	—	UHC-45656-20	—	4313 Canyon Rd, Plano, TX, 75023	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107117	ENR	Patrick Jones	1979-01-25	UHC-82955-40	7088774452	3668 Ridge Rd, Mesa, AZ, 85239	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-141488	ENR	Janet Johnson	1983-04-16	UHC-99441-80	5133835282	8285 Ocean Ave, San Diego, CA, 92125	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-123214	ENR	Wei Y Ramirez	1996-11-03	UHC-87300-12	7095017379	3699 Mesa Dr, Seattle, WA, 98124	0.68	Street suffix standardised Address re-cased State code upper-cased Gender normalised
ENR-136160	ENR	Alan I Murphy	1943-01-24	UHC-18244-36	3319896490	5809 Valley View Dr, Plano, TX	0.68	Name re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-108678	ENR	Priya N Adams	2008-05-26	UHC-46347-96	3218608794	2718 Washington St, Miami, FL, 33122	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-121455	ENR	Arjun T Freeman	1952-09-18	UHC-57216-19	5014414983	2488 Willow Ct, Sacramento, CA, 95816	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-114638	ENR	Anna Gordon	1949-12-19	UHC-99377-53	—	4857 Washington St, Nashville, TN, 37229	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
ENR-123672	ENR	Steven J Tucker	1956-01-22	UHC-06640-86	5935804482	82 Baseline Rd, Glendale, AZ, 85363	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137082	ENR	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-101668	ENR	Valentina H Gordon	1979-06-26	UHC-71342-54	6648338079	674 Jefferson Ave, Glendale, AZ, 85339	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-143038	ENR	Joan Price	1962-10-16	UHC-41663-09	—	4745 Church St, Fresno, CA, 93757	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-105149	ENR	Mark Carroll	1980-07-26	UHC-63939-24	6204108335	1141 Highland Ave, Seattle, WA, 98157	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113910	ENR	Karen Munoz	1997-12-27	UHC-56123-62	—	4891 Pine Dr, Tampa, FL, 33627	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-129224	ENR	Jean E Harrison	2004-10-13	UHC-68382-76	8006415054	6547 Broadway, Sacramento, CA	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-113231	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113230	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-142280	ENR	Donald E Nelson	1994-05-23	UHC-92978-40	4422970550	7977 Market St Apt 25, Nashville, TN, 37255	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-107086	ENR	Douglas Sims	1955-11-20	UHC-18514-72	8535942098	9415 Baseline Rd, Chandler, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-109087	ENR	Zachary Alvarez	2004-08-21	UHC-94286-44	7112809128	8023 Sunset Blvd, Sacramento, CA, 95815	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-123545	ENR	Brittany J Fernandez	1990-03-08	UHC-81322-64	3502239003	6864 Willow Ct, Sacramento, CA, 95898	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-108371	ENR	Brian B Patel	—	UHC-04047-38	2347863479	2330 Maple Ave, Orlando, FL, 32876	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
ENR-108629	ENR	Abigail Z Hayes	1945-12-15	UHC-77689-43	2909991954	2400 Sage Ct, Denver, CO, 80253	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-135788	ENR	Douglas Edwards	—	UHC-70622-63	4089910490	1861 Bayshore Dr, Sacramento, CA, 95888	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-112274	ENR	Richard Berry	1982-06-10	UHC-18509-08	3229311447	5809 Mesa Dr, Austin, TX, 78786	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-110813	ENR	Grace Webb	1950-04-21	UHC-94686-06	—	2962 Maple Ave, Sacramento, CA, 95873	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-133682	ENR	Tommy Ray	1942-08-12	UHC-25610-12	4378461048	979 Broadway, Tucson, AZ, 85731	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-133613	ENR	Rebecca Foster	1989-11-23	UHC-93811-43	4458915584	5863 Mountain View Dr, Mesa, AZ, 85236	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-112206	ENR	George C Weber	1998-02-22	UHC-63413-58	5162565619	530 Church St, Sacramento, CA, 95881	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-135507	ENR	Deborah H Obrien	1991-02-05	UHC-77787-12	4948477432	6867 Main St, Los Angeles, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-111396	ENR	Arjun Garza	1948-01-28	UHC-77274-12	3129587510	6737 Ocean Ave Apt 9, Jacksonville, FL, 32208	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-112058	ENR	Steve H Miller	1998-05-04	UHC-10946-99	—	7418 Mountain View Dr, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113852	ENR	Santiago Perkins	1977-11-25	UHC-04230-33	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-122348	ENR	Ken Henry	—	UHC-27427-73	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-132386	ENR	Mary K Walsh	1948-07-18	UHC-38062-69	8892365221	2055 Washington St, Las Vegas, NV	0.68	Date of birth reformatted Phone reformatted ZIP missing Gender normalised

7,326 rows, page 114 of 147Previous Next