diff --git a/AI/ObjectDetection/object_detection_tutorial.ipynb b/AI/ObjectDetection/object_detection_tutorial.ipynb
diff --git a/AI/count_number/.DS_Store b/AI/count_number/.DS_Store
diff --git a/AI/count_number/MNIST_data/t10k-images-idx3-ubyte.gz b/AI/count_number/MNIST_data/t10k-images-idx3-ubyte.gz
diff --git a/AI/count_number/MNIST_data/t10k-labels-idx1-ubyte.gz b/AI/count_number/MNIST_data/t10k-labels-idx1-ubyte.gz
diff --git a/AI/count_number/MNIST_data/train-images-idx3-ubyte.gz b/AI/count_number/MNIST_data/train-images-idx3-ubyte.gz
diff --git a/AI/count_number/MNIST_data/train-labels-idx1-ubyte.gz b/AI/count_number/MNIST_data/train-labels-idx1-ubyte.gz
diff --git a/AI/count_number/count_number_py.py b/AI/count_number/count_number_py.py
diff --git a/AI/count_number/models/camImage/0_conv1.png b/AI/count_number/models/camImage/0_conv1.png
diff --git a/AI/count_number/models/camImage/0_conv2.png b/AI/count_number/models/camImage/0_conv2.png
diff --git a/AI/count_number/models/camImage/0_conv3.png b/AI/count_number/models/camImage/0_conv3.png
diff --git a/AI/count_number/models/camImage/0_origi.png b/AI/count_number/models/camImage/0_origi.png
diff --git a/AI/count_number/models/camImage/0_pool1.png b/AI/count_number/models/camImage/0_pool1.png
diff --git a/AI/count_number/models/camImage/0_pool2.png b/AI/count_number/models/camImage/0_pool2.png
diff --git a/AI/count_number/models/camImage/0_pool3.png b/AI/count_number/models/camImage/0_pool3.png
diff --git a/AI/count_number/models/camImage/1000_conv1.png b/AI/count_number/models/camImage/1000_conv1.png
diff --git a/AI/count_number/models/camImage/1000_conv2.png b/AI/count_number/models/camImage/1000_conv2.png
diff --git a/AI/count_number/models/camImage/1000_conv3.png b/AI/count_number/models/camImage/1000_conv3.png
diff --git a/AI/count_number/models/camImage/1000_origi.png b/AI/count_number/models/camImage/1000_origi.png
diff --git a/AI/count_number/models/camImage/1000_pool1.png b/AI/count_number/models/camImage/1000_pool1.png
diff --git a/AI/count_number/models/camImage/1000_pool2.png b/AI/count_number/models/camImage/1000_pool2.png
diff --git a/AI/count_number/models/camImage/1000_pool3.png b/AI/count_number/models/camImage/1000_pool3.png
diff --git a/AI/count_number/models/camImage/100_conv1.png b/AI/count_number/models/camImage/100_conv1.png
diff --git a/AI/count_number/models/camImage/100_conv2.png b/AI/count_number/models/camImage/100_conv2.png
diff --git a/AI/count_number/models/camImage/100_conv3.png b/AI/count_number/models/camImage/100_conv3.png
diff --git a/AI/count_number/models/camImage/100_origi.png b/AI/count_number/models/camImage/100_origi.png
diff --git a/AI/count_number/models/camImage/100_pool1.png b/AI/count_number/models/camImage/100_pool1.png
diff --git a/AI/count_number/models/camImage/100_pool2.png b/AI/count_number/models/camImage/100_pool2.png
diff --git a/AI/count_number/models/camImage/100_pool3.png b/AI/count_number/models/camImage/100_pool3.png
diff --git a/AI/count_number/models/camImage/1100_conv1.png b/AI/count_number/models/camImage/1100_conv1.png
diff --git a/AI/count_number/models/camImage/1100_conv2.png b/AI/count_number/models/camImage/1100_conv2.png
diff --git a/AI/count_number/models/camImage/1100_conv3.png b/AI/count_number/models/camImage/1100_conv3.png
diff --git a/AI/count_number/models/camImage/1100_origi.png b/AI/count_number/models/camImage/1100_origi.png
diff --git a/AI/count_number/models/camImage/1100_pool1.png b/AI/count_number/models/camImage/1100_pool1.png
diff --git a/AI/count_number/models/camImage/1100_pool2.png b/AI/count_number/models/camImage/1100_pool2.png
diff --git a/AI/count_number/models/camImage/1100_pool3.png b/AI/count_number/models/camImage/1100_pool3.png
diff --git a/AI/count_number/models/camImage/1200_conv1.png b/AI/count_number/models/camImage/1200_conv1.png
diff --git a/AI/count_number/models/camImage/1200_conv2.png b/AI/count_number/models/camImage/1200_conv2.png
diff --git a/AI/count_number/models/camImage/1200_conv3.png b/AI/count_number/models/camImage/1200_conv3.png
diff --git a/AI/count_number/models/camImage/1200_origi.png b/AI/count_number/models/camImage/1200_origi.png
diff --git a/AI/count_number/models/camImage/1200_pool1.png b/AI/count_number/models/camImage/1200_pool1.png
diff --git a/AI/count_number/models/camImage/1200_pool2.png b/AI/count_number/models/camImage/1200_pool2.png
diff --git a/AI/count_number/models/camImage/1200_pool3.png b/AI/count_number/models/camImage/1200_pool3.png
diff --git a/AI/count_number/models/camImage/200_conv1.png b/AI/count_number/models/camImage/200_conv1.png
diff --git a/AI/count_number/models/camImage/200_conv2.png b/AI/count_number/models/camImage/200_conv2.png
diff --git a/AI/count_number/models/camImage/200_conv3.png b/AI/count_number/models/camImage/200_conv3.png
diff --git a/AI/count_number/models/camImage/200_origi.png b/AI/count_number/models/camImage/200_origi.png
diff --git a/AI/count_number/models/camImage/200_pool1.png b/AI/count_number/models/camImage/200_pool1.png
diff --git a/AI/count_number/models/camImage/200_pool2.png b/AI/count_number/models/camImage/200_pool2.png
diff --git a/AI/count_number/models/camImage/200_pool3.png b/AI/count_number/models/camImage/200_pool3.png
diff --git a/AI/count_number/models/camImage/300_conv1.png b/AI/count_number/models/camImage/300_conv1.png
diff --git a/AI/count_number/models/camImage/300_conv2.png b/AI/count_number/models/camImage/300_conv2.png
diff --git a/AI/count_number/models/camImage/300_conv3.png b/AI/count_number/models/camImage/300_conv3.png
diff --git a/AI/count_number/models/camImage/300_origi.png b/AI/count_number/models/camImage/300_origi.png
diff --git a/AI/count_number/models/camImage/300_pool1.png b/AI/count_number/models/camImage/300_pool1.png
diff --git a/AI/count_number/models/camImage/300_pool2.png b/AI/count_number/models/camImage/300_pool2.png
diff --git a/AI/count_number/models/camImage/300_pool3.png b/AI/count_number/models/camImage/300_pool3.png
diff --git a/AI/count_number/models/camImage/400_conv1.png b/AI/count_number/models/camImage/400_conv1.png
diff --git a/AI/count_number/models/camImage/400_conv2.png b/AI/count_number/models/camImage/400_conv2.png
diff --git a/AI/count_number/models/camImage/400_conv3.png b/AI/count_number/models/camImage/400_conv3.png
diff --git a/AI/count_number/models/camImage/400_origi.png b/AI/count_number/models/camImage/400_origi.png
diff --git a/AI/count_number/models/camImage/400_pool1.png b/AI/count_number/models/camImage/400_pool1.png
diff --git a/AI/count_number/models/camImage/400_pool2.png b/AI/count_number/models/camImage/400_pool2.png
diff --git a/AI/count_number/models/camImage/400_pool3.png b/AI/count_number/models/camImage/400_pool3.png
diff --git a/AI/count_number/models/camImage/500_conv1.png b/AI/count_number/models/camImage/500_conv1.png
diff --git a/AI/count_number/models/camImage/500_conv2.png b/AI/count_number/models/camImage/500_conv2.png
diff --git a/AI/count_number/models/camImage/500_conv3.png b/AI/count_number/models/camImage/500_conv3.png
diff --git a/AI/count_number/models/camImage/500_origi.png b/AI/count_number/models/camImage/500_origi.png
diff --git a/AI/count_number/models/camImage/500_pool1.png b/AI/count_number/models/camImage/500_pool1.png
diff --git a/AI/count_number/models/camImage/500_pool2.png b/AI/count_number/models/camImage/500_pool2.png
diff --git a/AI/count_number/models/camImage/500_pool3.png b/AI/count_number/models/camImage/500_pool3.png
diff --git a/AI/count_number/models/camImage/600_conv1.png b/AI/count_number/models/camImage/600_conv1.png
diff --git a/AI/count_number/models/camImage/600_conv2.png b/AI/count_number/models/camImage/600_conv2.png
diff --git a/AI/count_number/models/camImage/600_conv3.png b/AI/count_number/models/camImage/600_conv3.png
diff --git a/AI/count_number/models/camImage/600_origi.png b/AI/count_number/models/camImage/600_origi.png
diff --git a/AI/count_number/models/camImage/600_pool1.png b/AI/count_number/models/camImage/600_pool1.png
diff --git a/AI/count_number/models/camImage/600_pool2.png b/AI/count_number/models/camImage/600_pool2.png
diff --git a/AI/count_number/models/camImage/600_pool3.png b/AI/count_number/models/camImage/600_pool3.png
diff --git a/AI/count_number/models/camImage/700_conv1.png b/AI/count_number/models/camImage/700_conv1.png
diff --git a/AI/count_number/models/camImage/700_conv2.png b/AI/count_number/models/camImage/700_conv2.png
diff --git a/AI/count_number/models/camImage/700_conv3.png b/AI/count_number/models/camImage/700_conv3.png
diff --git a/AI/count_number/models/camImage/700_origi.png b/AI/count_number/models/camImage/700_origi.png
diff --git a/AI/count_number/models/camImage/700_pool1.png b/AI/count_number/models/camImage/700_pool1.png
diff --git a/AI/count_number/models/camImage/700_pool2.png b/AI/count_number/models/camImage/700_pool2.png
diff --git a/AI/count_number/models/camImage/700_pool3.png b/AI/count_number/models/camImage/700_pool3.png
diff --git a/AI/count_number/models/camImage/800_conv1.png b/AI/count_number/models/camImage/800_conv1.png
diff --git a/AI/count_number/models/camImage/800_conv2.png b/AI/count_number/models/camImage/800_conv2.png
diff --git a/AI/count_number/models/camImage/800_conv3.png b/AI/count_number/models/camImage/800_conv3.png
diff --git a/AI/count_number/models/camImage/800_origi.png b/AI/count_number/models/camImage/800_origi.png
diff --git a/AI/count_number/models/camImage/800_pool1.png b/AI/count_number/models/camImage/800_pool1.png
diff --git a/AI/count_number/models/camImage/800_pool2.png b/AI/count_number/models/camImage/800_pool2.png
diff --git a/AI/count_number/models/camImage/800_pool3.png b/AI/count_number/models/camImage/800_pool3.png
diff --git a/AI/count_number/models/camImage/900_conv1.png b/AI/count_number/models/camImage/900_conv1.png
diff --git a/AI/count_number/models/camImage/900_conv2.png b/AI/count_number/models/camImage/900_conv2.png
diff --git a/AI/count_number/models/camImage/900_conv3.png b/AI/count_number/models/camImage/900_conv3.png
diff --git a/AI/count_number/models/camImage/900_origi.png b/AI/count_number/models/camImage/900_origi.png
diff --git a/AI/count_number/models/camImage/900_pool1.png b/AI/count_number/models/camImage/900_pool1.png
diff --git a/AI/count_number/models/camImage/900_pool2.png b/AI/count_number/models/camImage/900_pool2.png
diff --git a/AI/count_number/models/camImage/900_pool3.png b/AI/count_number/models/camImage/900_pool3.png
diff --git a/AI/count_number/models/checkpoint b/AI/count_number/models/checkpoint
@@ -0,0 +1,6 @@
+model_checkpoint_path: "model.ckpt-1200"
+all_model_checkpoint_paths: "model.ckpt-800"
+all_model_checkpoint_paths: "model.ckpt-900"
+all_model_checkpoint_paths: "model.ckpt-1000"
+all_model_checkpoint_paths: "model.ckpt-1100"
+all_model_checkpoint_paths: "model.ckpt-1200"
diff --git a/AI/count_number/models/events.out.tfevents.1536045489.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536045489.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/events.out.tfevents.1536045775.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536045775.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/events.out.tfevents.1536045807.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536045807.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/events.out.tfevents.1536045846.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536045846.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/events.out.tfevents.1536049275.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536049275.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/events.out.tfevents.1536049363.tanadawakyuu-no-MacBook-Pro-2.local b/AI/count_number/models/events.out.tfevents.1536049363.tanadawakyuu-no-MacBook-Pro-2.local
diff --git a/AI/count_number/models/model.ckpt-1000.data-00000-of-00001 b/AI/count_number/models/model.ckpt-1000.data-00000-of-00001
diff --git a/AI/count_number/models/model.ckpt-1000.index b/AI/count_number/models/model.ckpt-1000.index
diff --git a/AI/count_number/models/model.ckpt-1000.meta b/AI/count_number/models/model.ckpt-1000.meta
diff --git a/AI/count_number/models/model.ckpt-1100.data-00000-of-00001 b/AI/count_number/models/model.ckpt-1100.data-00000-of-00001
diff --git a/AI/count_number/models/model.ckpt-1100.index b/AI/count_number/models/model.ckpt-1100.index
diff --git a/AI/count_number/models/model.ckpt-1100.meta b/AI/count_number/models/model.ckpt-1100.meta
diff --git a/AI/count_number/models/model.ckpt-1200.data-00000-of-00001 b/AI/count_number/models/model.ckpt-1200.data-00000-of-00001
diff --git a/AI/count_number/models/model.ckpt-1200.index b/AI/count_number/models/model.ckpt-1200.index
diff --git a/AI/count_number/models/model.ckpt-1200.meta b/AI/count_number/models/model.ckpt-1200.meta
diff --git a/AI/count_number/models/model.ckpt-800.data-00000-of-00001 b/AI/count_number/models/model.ckpt-800.data-00000-of-00001
diff --git a/AI/count_number/models/model.ckpt-800.index b/AI/count_number/models/model.ckpt-800.index
diff --git a/AI/count_number/models/model.ckpt-800.meta b/AI/count_number/models/model.ckpt-800.meta
diff --git a/AI/count_number/models/model.ckpt-900.data-00000-of-00001 b/AI/count_number/models/model.ckpt-900.data-00000-of-00001
diff --git a/AI/count_number/models/model.ckpt-900.index b/AI/count_number/models/model.ckpt-900.index
diff --git a/AI/count_number/models/model.ckpt-900.meta b/AI/count_number/models/model.ckpt-900.meta
diff --git a/AI/iphone/.DS_Store b/AI/iphone/.DS_Store
diff --git a/AI/test/.DS_Store b/AI/test/.DS_Store
diff --git a/Laboratory/.DS_Store b/Laboratory/.DS_Store
diff --git a/Laboratory/Fits_scan_AX2/fits_scanner_v6.py b/Laboratory/Fits_scan_AX2/fits_scanner_v6.py
@@ -1,10 +1,11 @@
 #!/usr/bin/env python
 import numpy as np
-import cv 
+#import cv
 import cv2
 from PIL import Image
 
-import pyfits
+#import pyfits
+import astropy.io.fits as pyfits
 import matplotlib.pyplot as plt
 
 from array import array
@@ -13,7 +14,8 @@
 
 from scipy import optimize
 import math as math
-import ROOT
+#import ROOT  # If you tuurn on this, it won't be running...why?
+
 #from numpy import *
 
 add = 1 #root no figure size wo bigger ni dekiru
@@ -27,15 +29,15 @@
 
 
 
-print "fit width ", fit_max_x - fit_min_x
-print "fit height ", fit_max_y - fit_min_y
+print ("fit width ", fit_max_x - fit_min_x)
+print ("fit height ", fit_max_y - fit_min_y)
 
 hdulist=pyfits.open('2015.fits')
 hdu=hdulist[0]
 data=hdu.data
 header=hdu.header
 height, width = data.shape
-print "width=",width,"height=",height
+print ("width=",width,"height=",height)
 #print data[height-1][width-1]
 
 
@@ -68,8 +70,8 @@
     f1.write(str)
 f1.close()
 
-print "width + %d*2 = " % add, fit_max_x - fit_min_x + add*2
-print "height + %d*2 = " % add, fit_max_y - fit_min_y + add*2
+print ("width + %d*2 = " % add, fit_max_x - fit_min_x + add*2)
+print ("height + %d*2 = " % add, fit_max_y - fit_min_y + add*2)
 f_root = open('width_height_for_root.txt','w')
 str_x = "%d " % (fit_max_x - fit_min_x + add*2)
 str_y = "%d " % (fit_max_y - fit_min_y + add*2)
@@ -188,9 +190,9 @@ def gauss(y, q):
 #fit area
 fit_min = fit_min_x
 fit_max = fit_max_x
-print ""
-print "fit min =",fit_min, "Hz, fit max =", fit_max, "Hz"
-print "max X_stack_mean =", max(X_stack_mean)
+print ("")
+print ("fit min =",fit_min, "Hz, fit max =", fit_max, "Hz")
+print ("max X_stack_mean =", max(X_stack_mean))
 
 parameter_optimal = array('d')
 paramater_0 = max(X_stack_mean)
@@ -277,9 +279,9 @@ def gauss(y, q):
 fit_min = fit_min_y
 #fit_max = max(Y_mean)
 fit_max = fit_max_y
-print ""
-print "fit min =",fit_min, "Hz, fit max =", fit_max, "Hz"
-print "max Y_stack_mean =", max(Y_stack_mean)
+print ("")
+print ("fit min =",fit_min, "Hz, fit max =", fit_max, "Hz")
+print ("max Y_stack_mean =", max(Y_stack_mean))
 
 parameter_optimal = array('d')
 paramater_0 = max(Y_stack_mean)

diff --git a/Laboratory/Lair_monte/Lair_vs_Depth.pdf b/Laboratory/Lair_monte/Lair_vs_Depth.pdf
diff --git a/Laboratory/Lair_monte/calc_Monte.py b/Laboratory/Lair_monte/calc_Monte.py
@@ -212,17 +212,18 @@ def func(y, q):
 plt.rcParams['font.family'] = 'Arial'
 plt.rcParams['pdf.fonttype'] = 42
 params = {'backend': 'ps', #
-    'axes.labelsize': 15, #
-    'text.fontsize': 15, #
-    'legend.fontsize': 15, #
-    'xtick.labelsize': 15, #
-    'ytick.labelsize': 15,
+    'axes.labelsize': 20, #
+    'text.fontsize': 20, #
+    'legend.fontsize': 20, #
+    'xtick.labelsize': 20, #
+    'ytick.labelsize': 20,
     'text.usetex': False} #
 plt.rcParams.update(params)
 
 
 #plt.xlabel("Depth distribution from the ground surface of $^{137}$Cs [cm]")
-plt.xlabel(u'Buffer depth of $^{137}$Cs $\u03b2$ [cm]')
+#plt.xlabel(u'Buffer depth of $^{137}$Cs $\u03b2$ [cm]')
+plt.xlabel(u'Buffer depth $\u03b2$ [cm]')
 plt.ylabel("$L_{air}$ [m]")
 plt.xscale("log")
 #plt.legend(['G4 Data', 'Mean','Fitting error', '', 'Observed Lair'],loc="upper left")

diff --git a/Laboratory/Lair_monte/pdf1.pdf b/Laboratory/Lair_monte/pdf1.pdf
diff --git a/Laboratory/colorbar/cb.pdf b/Laboratory/colorbar/cb.pdf
diff --git a/Laboratory/colorbar/colorbar_tasaki.py b/Laboratory/colorbar/colorbar_tasaki.py
@@ -65,42 +65,45 @@
     'text.usetex': False} #
 plt.rcParams.update(params)
 
-#"""
+
+# plot theory and observed
+"""
 ax1 = fig.add_subplot(1, 2, 1)
-ax1.pcolormesh(X, Y, Z2, cmap='gist_ncar')
-#plt.pcolor(X, Y, Z, cmap='hsv')
-#ax1.set_xlabel('X', fontsize=24)
+#ax1.pcolormesh(X, Y, Z2, cmap='gist_ncar')
+mesh1 = ax1.pcolormesh(X, Y, Z2, cmap='gist_ncar')
 ax1.set_ylabel('Height [m]', fontsize=18)
 ax1.set_xlabel('Theory', fontsize=18)
 ax1.tick_params(labelbottom="off",bottom="off")
-
+mesh1.set_clim(0.1,5.3)
 
 ax2 = fig.add_subplot(1, 2, 2)
-ax2.pcolormesh(X, Y, Z1, cmap='gist_ncar')
+#ax2.pcolormesh(X, Y, Z1, cmap='gist_ncar')
+mesh2 = ax2.pcolormesh(X, Y, Z1, cmap='gist_ncar')
 ax2.set_xlabel('Observed', fontsize=18)
 ax2.tick_params(labelbottom="off",bottom="off")
-
+mesh2.set_clim(0.1,5.3)
 
 plt.subplots_adjust(wspace=0.5, hspace=0.3, bottom=0.2, left=0.2)
-#"""
+"""
 
 
 
 
 
+## plot colorbar
 ##
-##
-"""
+#"""
 fig, ax = plt.subplots()
-
-image = ax.pcolormesh(X, Y, Z1, cmap='gist_ncar')
+#image = ax.pcolormesh(X, Y, Z1, cmap='gist_ncar')
+image = ax.pcolormesh(X, Y, Z2, cmap='gist_ncar')
 ax.axis("image")
 
 divider = make_axes_locatable(ax)
 ax_cb = divider.new_horizontal(size="10%", pad=1.0)
 fig.add_axes(ax_cb)
+image.set_clim(0.1,5.3)
 plt.colorbar(image, cax=ax_cb, label=u'dose rate [\u03bcSv/h]')
-"""
+#"""
 ##
 ##
 

diff --git a/Laboratory/colorbar/pdf.pdf b/Laboratory/colorbar/pdf.pdf
diff --git a/Laboratory/colorbar/theory_observed.pdf b/Laboratory/colorbar/theory_observed.pdf