I am handling large numerical data in Mathematica. In smaller problems everything worked fine using Export
and Import
with the parameter csv
and nothing more.
Now I am facing a much larger data volume and plain Export
and Import
is way too slow for CSV format.
What I want to do: First, exporting a numerical list of approximately $1400 \cdot 260$. Then I perform some calculations outside of mathematica and finally I import a csv file back using Import
.
In this question I read how to improve the speed of Export
with CSV.
I tried
Export["data.csv",
ExportString[Transpose[temp], "CSV", "FieldSeparators" -> ", "],
"Table"];
for a toy-example of dimension $9 \cdot 6$. This could be
temp = RandomReal[{0, 1000}, {9, 6}];
The problem is that I got additional blank lines in my CSV file. How can I avoid those blank lines? I did not have them using plain Export
.
Second part of the question: can I use a similar approach to speed up Import
for CSV files?
I work in English locale in Windows 7 and Mathematica 8. My data should be comma-separated.
The result of the above looks like this:
155.9418457227914,427.72566448956945,462.4370455183139,434.230107096781,377.73423736605037,457.7044624877774,229.5721937681028,453.6973831247924,827.5146478718962
656.9573702857699,975.1048399942904,716.715190156526,67.07781324817643,168.78248854317894,863.1953962590844,997.7580107302701,427.94798294100747,565.2955778916687
192.3648037459477,435.0418975785194,126.17228368369842,772.0737083559297,453.73573640921836,957.9178360741387,920.4158275934401,234.75353158374764,162.82606110943834
841.7132070637356,799.1268178998612,931.2448706410551,950.7753472229233,114.01596316796622,145.0771999411104,287.47149951303663,786.9008107323455,99.09420650484662
116.9916885502289,715.7594598282562,970.6252946068753,654.1742185278038,262.3778046629968,200.13980161337577,347.24862854841354,314.5612015073982,241.11046402342163
203.65015448763597,952.1236458849723,578.2673369638862,527.2990305555661,655.1228742370724,318.81372163827496,311.2738362265584,315.97629887850667,514.7676854642548
EDIT: A small example of the data that I want to import (2nd step) can be found here. The true problem size is here.
Answer
Here's a much faster, purely Mathematica way than using Import
to import your data:
UPDATE
As Leonid mentioned the previous code doesn't exactly replicate Import
. The truth is I was only trying to retrieve the numerical part. Here's an updated version that tries to replicate the output from Import
.
readYourCSV2[file_String?FileExistsQ, n_Integer] := Module[{str = OpenRead[file], data},
data = ReadList[str, Table[Record, {n}], RecordSeparators -> {",", "\n"}];
Close[str];
ReleaseHold[ToExpression[data, InputForm, Hold] /. {Plus[Times[x_, E | e], y_] :> x * 10 ^ y}]
]
Here, n
is the number of columns.
UPDATE 2
Now for the Export
, here's a fast, again, purely Mathematica way to export in CSV format.
writeYourCSV[file_String, list_List?MatrixQ] :=
With[{str = OpenWrite[file, PageWidth -> Infinity], len = Length[ list[[1]] ]},
Scan[Write[str, Sequence @@ (Flatten[Table[{FortranForm[ #[[i]] ], OutputForm[","]},
{i, len - 1}]]) ~ Join ~ { FortranForm[ #[[len]] ] }] &, list]; Close[str];
]
This takes less than 10 seconds to write your large data back to CSV format:
writeYourCSV["testcsv.csv", databig] // AbsoluteTiming
{9.921969, Null}
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