cleaning up some folders and changing the code that linked to them

Author: Cam Davidson-Pilon

Chapter1_Introduction/Chapter1_Introduction.ipynb

@@ -0,0 +1,74 @@
+1.300000000000000000e+01
+2.400000000000000000e+01
+8.000000000000000000e+00
+2.400000000000000000e+01
+7.000000000000000000e+00
+3.500000000000000000e+01
+1.400000000000000000e+01
+1.100000000000000000e+01
+1.500000000000000000e+01
+1.100000000000000000e+01
+2.200000000000000000e+01
+2.200000000000000000e+01
+1.100000000000000000e+01
+5.700000000000000000e+01
+1.100000000000000000e+01
+1.900000000000000000e+01
+2.900000000000000000e+01
+6.000000000000000000e+00
+1.900000000000000000e+01
+1.200000000000000000e+01
+2.200000000000000000e+01
+1.200000000000000000e+01
+1.800000000000000000e+01
+7.200000000000000000e+01
+3.200000000000000000e+01
+9.000000000000000000e+00
+7.000000000000000000e+00
+1.300000000000000000e+01
+1.900000000000000000e+01
+2.300000000000000000e+01
+2.700000000000000000e+01
+2.000000000000000000e+01
+6.000000000000000000e+00
+1.700000000000000000e+01
+1.300000000000000000e+01
+1.000000000000000000e+01
+1.400000000000000000e+01
+6.000000000000000000e+00
+1.600000000000000000e+01
+1.500000000000000000e+01
+7.000000000000000000e+00
+2.000000000000000000e+00
+1.500000000000000000e+01
+1.500000000000000000e+01
+1.900000000000000000e+01
+7.000000000000000000e+01
+4.900000000000000000e+01
+7.000000000000000000e+00
+5.300000000000000000e+01
+2.200000000000000000e+01
+2.100000000000000000e+01
+3.100000000000000000e+01
+1.900000000000000000e+01
+1.100000000000000000e+01
+1.800000000000000000e+01
+2.000000000000000000e+01
+1.200000000000000000e+01
+3.500000000000000000e+01
+1.700000000000000000e+01
+2.300000000000000000e+01
+1.700000000000000000e+01
+4.000000000000000000e+00
+2.000000000000000000e+00
+3.100000000000000000e+01
+3.000000000000000000e+01
+1.300000000000000000e+01
+2.700000000000000000e+01
+0.000000000000000000e+00
+3.900000000000000000e+01
+3.700000000000000000e+01
+5.000000000000000000e+00
+1.400000000000000000e+01
+1.300000000000000000e+01
+2.200000000000000000e+01

Chapter1_Introduction/data/txtdata.csv

@@ -776,7 +776,7 @@
      "collapsed": false,
      "input": [
       "figsize( 12.5, 3.5 )\n",
-      "challenger_data = np.genfromtxt(\"chp2data/challenger_data.csv\", skip_header = 1, \\\n",
+      "challenger_data = np.genfromtxt(\"data/challenger_data.csv\", skip_header = 1, \\\n",
       "                               usecols=[1,2], missing_values=\"NA\", delimiter=\",\")\n",
       "#drop the NA values\n",
       "challenger_data = challenger_data[ ~np.isnan(challenger_data[:,1]) ]\n",
@@ -790,8 +790,7 @@
       "plt.yticks([0,1])\n",
       "plt.ylabel(\"Damage Incident?\")\n",
       "plt.xlabel(\"Outside temperature (Farhenhit)\" )\n",
-      "plt.title(\"Defects of the Space Shuttle O-Rings vs temperature\")\n",
-      "print\n"
+      "plt.title(\"Defects of the Space Shuttle O-Rings vs temperature\");\n"
      ],
      "language": "python",
      "metadata": {},

Chapter2_MorePyMC/MorePyMC.ipynb

@@ -1,6 +1,6 @@
 import pymc as mc
 
-count_data = np.loadtxt("../../Chapter1_Introduction/chp1data/txtdata.csv")
+count_data = np.loadtxt("../../Chapter1_Introduction/data/txtdata.csv")
 n_count_data = len(count_data)
 
 alpha = 1.0/count_data.mean() #recall count_data is 

ExamplesFromChapters/Chapter1/SMS_behaviour.py

@@ -1,7 +1,7 @@
 import pymc as mc
 
 
-challenger_data = np.genfromtxt("../../Chapter2_MorePyMC/chp2data/challenger_data.csv", skip_header = 1, usecols=[1,2], missing_values="NA", delimiter=",")
+challenger_data = np.genfromtxt("../../Chapter2_MorePyMC/data/challenger_data.csv", skip_header = 1, usecols=[1,2], missing_values="NA", delimiter=",")
 #drop the NA values
 challenger_data = challenger_data[ ~np.isnan(challenger_data[:,1]) ]