Read Collection or Sequence of Text Files
When your data is stored across multiple text files, you can use tabularTextDatastore
to manage and import the data. This example shows how to use tabularTextDatastore
to read the data from the collection of text files all together, or to read one file at a time.
Data
For this example, the folder C:\DataTxt
contains a collection of text files. Capture this location in the variable location
. The data contains 10
text files, where each file contains 10
rows of data. The results differ based on your files and data.
location = 'C:\DataTxt';
dir(location)
. File01.csv File03.csv File05.csv File07.csv File09.csv .. File02.csv File04.csv File06.csv File08.csv File10.csv
Create Datastore
Create a datastore using the location of the files.
ds = tabularTextDatastore(location)
ds = TabularTextDatastore with properties: Files: { 'C:\DataTxt\File01.csv'; 'C:\DataTxt\File02.csv'; 'C:\DataTxt\File03.csv' ... and 7 more } FileEncoding: 'UTF-8' AlternateFileSystemRoots: {} ReadVariableNames: true VariableNames: {'LastName', 'Gender', 'Age' ... and 7 more} DatetimeLocale: en_US Text Format Properties: NumHeaderLines: 0 Delimiter: ',' RowDelimiter: '\r\n' TreatAsMissing: '' MissingValue: NaN Advanced Text Format Properties: TextscanFormats: {'%q', '%q', '%f' ... and 7 more} TextType: 'char' ExponentCharacters: 'eEdD' CommentStyle: '' Whitespace: ' \b\t' MultipleDelimitersAsOne: false Properties that control the table returned by preview, read, readall: SelectedVariableNames: {'LastName', 'Gender', 'Age' ... and 7 more} SelectedFormats: {'%q', '%q', '%f' ... and 7 more} ReadSize: 20000 rows
Read Data from Datastore
Use the read
or readall
functions to import the data from the datastore. If the data from the collection fits in the memory, you can import it all at once using the readall
function.
allData = readall(ds); size(allData)
ans = 1×2
100 10
Alternatively, import the data one file at a time using the read
function. To control the amount of data imported, before you call read, adjust the ReadSize
property of the datastore. Set the ReadSize
to 'file'
or a positive integer.
If
ReadSize
is'file'
, then each call toread
reads all the data one file at a time.If
ReadSize
is a positive integer, then each call toread
reads the number of rows specified byReadSize
, or fewer, if it reaches the end of the data.
ds.ReadSize = 'file'; firstFile = read(ds) % reads first file
firstFile=10×10 table
LastName Gender Age Location Height Weight Smoker Systolic Diastolic SelfAssessedHealthStatus
__________ ________ ___ ___________________________ ______ ______ _______ ________ _________ ________________________
'Smith' 'Male' 38 'County General Hospital' 71 176 'TRUE' 124 93 'Excellent'
'Johnson' 'Male' 43 'VA Hospital' 69 163 'FALSE' 109 77 'Fair'
'Williams' 'Female' 38 'St. Mary's Medical Center' 64 131 'FALSE' 125 83 'Good'
'Jones' 'Female' 40 'VA Hospital' 67 133 'FALSE' 117 75 'Fair'
'Brown' 'Female' 49 'County General Hospital' 64 119 'FALSE' 122 80 'Good'
'Davis' 'Female' 46 'St. Mary's Medical Center' 68 142 'FALSE' 121 70 'Good'
'Miller' 'Female' 33 'VA Hospital' 64 142 'TRUE' 130 88 'Good'
'Wilson' 'Male' 40 'VA Hospital' 68 180 'FALSE' 115 82 'Good'
'Moore' 'Male' 28 'St. Mary's Medical Center' 68 183 'FALSE' 115 78 'Excellent'
'Taylor' 'Female' 31 'County General Hospital' 66 132 'FALSE' 118 86 'Excellent'
secondFile = read(ds) % reads second file
secondFile=10×10 table
LastName Gender Age Location Height Weight Smoker Systolic Diastolic SelfAssessedHealthStatus
__________ ________ ___ ___________________________ ______ ______ _______ ________ _________ ________________________
'Anderson' 'Female' 45 'County General Hospital' 68 128 'FALSE' 114 77 'Excellent'
'Thomas' 'Female' 42 'St. Mary's Medical Center' 66 137 'FALSE' 115 68 'Poor'
'Jackson' 'Male' 25 'VA Hospital' 71 174 'FALSE' 127 74 'Poor'
'White' 'Male' 39 'VA Hospital' 72 202 'TRUE' 130 95 'Excellent'
'Harris' 'Female' 36 'St. Mary's Medical Center' 65 129 'FALSE' 114 79 'Good'
'Martin' 'Male' 48 'VA Hospital' 71 181 'TRUE' 130 92 'Good'
'Thompson' 'Male' 32 'St. Mary's Medical Center' 69 191 'TRUE' 124 95 'Excellent'
'Garcia' 'Female' 27 'VA Hospital' 69 131 'TRUE' 123 79 'Fair'
'Martinez' 'Male' 37 'County General Hospital' 70 179 'FALSE' 119 77 'Good'
'Robinson' 'Male' 50 'County General Hospital' 68 172 'FALSE' 125 76 'Good'
See Also
readtable
| readmatrix
| readcell
| readvars
| readtimetable
| tabularTextDatastore