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JSON 時系列データの例

JSON で表現されたデータを Ruby, シェルスクリプトを使って処理する例を示します


JSON ファイルを csv ファイルに変換

Ruby プログラム

この Web ページの末尾の JSON ファイルを csv ファイルに変換する Ruby プログラム. JSON ファイル名は起動時のパラメータで指定.csv ファイルは標準出力に出力される.

require 'rubygems'
require 'json'

lines = 0 
open( ARGV[0] ) {|file|
  while d = file.gets
    lines += 1
    parsed = JSON.parse(d)
    parsed.each do |key,val|
      printf "%6.6d, ", lines 
      printf "%s, ", key[0]
      printf "%6.6d, ", key[1..key.length]
      printf "%f", val
      puts "\n"
    end
  end
}
exit 

Linux コマンド

前準備として、上記の Ruby プログラムを hoge.rb というファイル名で保存しておくこと. JSON ファイル(ファイル名 1.json) を、CSV ファイルに変換した後、文字「m」を含む行を除去し、ソートして、ファイル名 1.csv で保存.

ruby hoge.rb 1.json | fgrep -v m | sort > 1.csv 

JSON ファイル (ファイル名 1.json ) の先頭部分

CSV ファイル (ファイル名 1.csv ) の先頭部分


CSV ファイルの自己結合

CSV ファイルでは、通し番号が同じであるようなデータが3行に分かれている(x の値で1行,y の値で1行, z の値で1行).それを自己結合により1行にまとめる

下記のプログラムでは 1.csv ファイルを入力とし a.csv を出力とする.

rm -f /tmp/1.db
sqlite3 /tmp/1.db
create table dat (
  id  integer, 
  axis  text,
  num  integer, 
  val  number );
.mode csv
.import 1.csv dat
create table  XX  as select * from dat where axis = ' x';
create table  YY  as select * from dat where axis = ' y';
create table  ZZ  as select * from dat where axis = ' z';
create table  A   as select * from XX, YY, ZZ where XX.id = YY.id AND XX.id = ZZ.id AND XX.num = YY.num AND XX.num = ZZ.num;
.mode csv
.output a.csv
select * from A;
.exit
rm -f /tmp/1.db

CSV ファイル (ファイル名 a.csv ) の先頭部分


必要な列の抜き出し

下のプログラムでは,a.csv から 1, 3, 4, 8, 12 列目を取り出して b.csv に保存している.

cut -d , -f 1,3,4,8,12 a.csv > b.csv

以上の手順で、データファイルとして b.csv が完成する

CSV ファイル (ファイル名 b.csv ) の先頭部分


グラフ作成

3次元の散布図(gnuplot を使う場合の例)

準備

Ubuntu での実行手順例

sudo apt-get install gnuplot-x11 

3次元の散布図の作成 (b.csv から3次元の散布図を作成する)

cut -d , -f 3,4,5 b.csv | sed 's/,/ /g' > /tmp/bb.csv
gnuplot 
splot "/tmp/bb.csv"
exit

3次元の散布図(R を使う場合の例)

準備

Ubuntu での実行手順例

sudo apt-get install r-cran-rgl 
sudo R
chooseCRANmirror()
install.packages('scatterplot3d')
q()

3次元の散布図の作成 (b.csv から3次元の散布図を作成する)

rm -f /tmp/bb.csv
echo '"S","N","X","Y","Z"' > /tmp/bb.csv
cat b.csv >> /tmp/bb.csv
R
library(rgl)
library(scatterplot3d)
T <- read.table("/tmp/bb.csv", header=TRUE, sep=",", na.strings="NA", dec=".", strip.white=TRUE);
T
plot3d( x = T$X, y = T$Y, z = T$Z )
q()

3次元の散布図に関する参考Web ページは、こちら

データ解析の例

rm -f /tmp/bb.csv
echo '"S","N","X","Y","Z"' > /tmp/bb.csv
cat b.csv >> /tmp/bb.csv
R
T <- read.table("/tmp/bb.csv", header=TRUE, sep=",", na.strings="NA", dec=".", strip.white=TRUE);
Y <- ( T[,c("X")] * T[,c("X")] ) + ( T[,c("Y")] * T[,c("Y")] ) + ( T[,c("Z")] * T[,c("Z")] )  
plot(Y)
q()


より大きな実データでの例

サンプルデータ (クリックでデータファイルがダウンロードできます) (測定日: 2013/05, 測定回数: 230回,サンプル総数: 30611)

◇ gnuplot を用いた 3次元散布図

◇ R を用いた 3次元散布図

◇ 「Y <- sqrt( ( T[,c("X")] * T[,c("X")] ) + ( T[,c("Y")] * T[,c("Y")] ) + ( T[,c("Z")] * T[,c("Z")] ) ) 」のプロット(R を使用)


JSON ファイルの例

ファイル名「1.json」で保存して使って下さい

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