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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
PRV-20823	PRV	Bradley Hayes	1943-07-10	—	—	8430 Forest Ave, Las Vegas, NV	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-430053	CLM	Jacqueline McCoy	2007-09-05	—	—	3375 Willow Ct, Columbus, OH, 43246	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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
TPA-53810	TPA	Shirley Hunt	1958-09-01	—	—	1390 Indian School Rd # 884, Fresno, CA	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
TPA-57213	TPA	Cynthia Brooks	1971-07-03	—	4827556163	9713 Park Pl # 934, Minneapolis, MN, 55410	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-50001	TPA	Mark Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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
CLM-404297	CLM	—Junk	1965-03-12	—	6817966665	9269 Grand Ave, Houston, TX, 77086	0.36	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425438	CLM	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave # 112, Tempe, AZ, 85215	0.36	Date of birth reformatted Phone reformatted Unit split from street 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
TPA-60805	TPA	Angela Henry	1969-08-26	—	—	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted 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
TPA-56724	TPA	Hannah Carr	1943-07-10	—	—	8041 Cedar Ln, Sacramento, CA	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
TPA-53943	TPA	Ashley Hansen	2005-06-15	—	—	9567 Apache Blvd, Tempe, AZ, 85260	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-55387	TPA	Adam Gordon	2008-07-18	—	—	2367 Meadow Ln, Glendale, AZ, 85331	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-422816	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	8350 Hillcrest Rd Apt 20, Tempe, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416025	CLM	Brenda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ, 85222	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-107851	ENR	Janet P Davis	—	UHC-07165-08	5759286852	6396 Central Ave, Orlando, FL, 32891	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59251	TPA	Gabriel Ford	2003-05-10	—	—	12 Valley View Dr, Eden Prairie, MN, 55320	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-116528	ENR	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	678 Palm Dr Apt 28, Miami, FL, 33187	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-139035	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125930	ENR	Shirley H Fuller	1949-12-03	UHC-13808-10	7165413300	2023 Highland Ave, Fresno, CA, 93748	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-23102	PRV	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	3233 Central Ave, Atlanta, GA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115311	ENR	Heather Sims	1964-04-21	UHC-55452-48	7609983977	4593 Willow Ct # 738, Fresno, CA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400427	CLM	Heather Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.36	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113483	ENR	Lisa F Morales	1946-10-19	UHC-21468-84	—	2095 Washington St Apt 1, San Diego, CA, 92193	0.36	Name re-cased Two-digit birth year Phone missing area code Unit split from street+4 more

55,824 rows, page 19 of 1,117Previous Next