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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108125	ENR	Frank Austin	2000-07-18	UHC-13200-56	3833342148	5130 Jefferson Ave, Las Vegas, NV, 89189	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141518	ENR	Diego M Parker	2001-04-22	UHC-76159-37	3799053947	7998 Cedar Ln, Miami, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110829	ENR	UJunk	2001-06-04	UHC-23105-74	2829510467	8683 Oak St, Tempe, AZ	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113211	ENR	Tyler V Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd Apt 8, Los Angeles, CA, 90055	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142211	ENR	Isabella K Mendoza	—	UHC-57834-93	6077213717	2226 Harbor Blvd, Eden Prairie, MN, 55365	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-127634	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-127633	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-113993	ENR	Daine Smith	1964-09-06	UHC-69977-88	—	6277 Highland Ave, Denver, CO, 80268	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111423	ENR	Ahhmed Porter	1967-06-01	UHC-71899-05	8098476690	5656 Mountain View Dr, Gilbert, AZ, 85299	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129959	ENR	Steven D McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121232	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-117687	ENR	Jeremy X Armstrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd, Plano, TX, 75051	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-141758	ENR	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	4587 Maple Ave, San Antonio, TX, 78207	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-136984	ENR	Angela Sanchez	1942-02-16	UHC-98746-71	2863783089	6275 Oak St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129993	ENR	Ethan Rice	1949-09-05	UHC-54339-21	—	3615 Maple Ave, Mesa, AZ, 85231	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-107022	ENR	Hansen M Brandon	1979-03-20	UHC-59196-09	7959480557	4589 Mesa Dr Apt 31, Chandler, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111651	ENR	Sandra Q Chapman	1995-06-04	UHC-73111-95	7956197401	2754 Meadow Ln, San Antonio, TX	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127828	ENR	Ralph Y Wang	1952-06-03	UHC-12292-28	8379041449	6583 Camelback Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129069	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129070	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-113575	ENR	Helen E Phillips	1969-10-04	UHC-55904-11	5747149073	1268 Church St # 703, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129121	ENR	Scott Kelly	1956-05-11	UHC-59219-40	8098413056	5241 Pine Dr, Columbus, OH, 43287	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120525	ENR	Dennys J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125495	ENR	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	3073 Sage Ct, Fresno, CA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115615	ENR	Isabella Ramos	1944-04-02	UHC-87503-44	9066901206	6189 Lake View Rd, Phoenix, AZ, 85084	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134778	ENR	Kevin Freeman	—	UHC-75530-98	—	7508 Oak St, Mesa, AZ, 85247	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-120057	ENR	Johnston Randy	1978-02-22	UHC-32459-34	9422433386	5415 Pine Dr, Tempe, AZ, 85297	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133904	ENR	Julie Moore	2003-01-20	UHC-75274-21	2067241656	4949 Sage Ct, Houston, TX, 77072	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121941	ENR	Therresa Mills	1992-12-12	UHC-05427-33	4834211901	1162 Elm St # 189, Sacramento, CA	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138394	ENR	Karen A Lane	1975-08-15	UHC-33643-01	6967369936	6015 Camelback Rd # 932, Eden Prairie, MN, 55378	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106315	ENR	Patrick N Spencer	2007-05-02	UHC-96131-84	—	1958 Park Pl # 338, Nashville, TN, 37297	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-119386	ENR	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr # 233, Fresno, CA, 93765	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-133871	ENR	Betty E Morris	1960-12-10	UHC-99383-58	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-135300	ENR	Camila E Rodriguez	1945-09-18	UHC-63430-90	—	4784 Baseline Rd, Phoenix, AZ	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-114681	ENR	Kevin L Soot	1955-12-09	UHC-69990-78	4152597720	3195 Meadow Ln, San Antonio, TX, 78261	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-138629	ENR	Timothy V Jacobs	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-125950	ENR	Hayes Bradley	1967-08-21	UHC-37877-13	9799749640	7711 Mountain View Dr # 907, Orlando, FL, 32845	0.36	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128063	ENR	Emily Baker	1967-12-01	UHC-95533-24	3546649408	425 Jefferson Ave, Los Angeles, CA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136124	ENR	Aisha Webb	1997-12-01	UHC-57903-45	9848755549	389 Oak St Apt 25, Mesa, AZ	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-100861	ENR	Frank G Armstrong	1968-05-17	UHC-33013-45	2033644757	2593 Lincoln Way, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-128259	ENR	Natalie E Johnson	1968-10-03	UHC-69553-31	4204837222	3534 Sunset Blvd, Los Angeles, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118740	ENR	Judith X Gomez	1944-02-18	UHC-71940-96	5142752655	7594 Pine Dr Apt 27, Denver, CO, 80231	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133673	ENR	Sara E Robertson	—	UHC-65179-24	5869720474	910 Forest Ave, Phoenix, AZ, 85005	0.36	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-124798	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-125307	ENR	Madison F Wheeler	1956-01-01	UHC-00040-03	7733851670	612 Oak St # 619, Jacksonville, FL	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114316	ENR	Bradley M Jacobs	1996-07-12	UHC-41318-77	5376424572	3077 Bayshore Dr, Charlotte, NC	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more

26,564 rows, page 10 of 532Previous Next