diff --git a/01-g-h-filter.ipynb b/01-g-h-filter.ipynb
index da0d925..c8c745e 100644
--- a/01-g-h-filter.ipynb
+++ b/01-g-h-filter.ipynb
@@ -377,7 +377,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAADSCAYAAACy7maiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWEMoBQAAAABYQygFAAAAAFjz/wHZkoyMAEE0dQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x15b57b83390>"
+       "<matplotlib.figure.Figure at 0x21541ec1390>"
       ]
      },
      "metadata": {},
@@ -5141,18 +5141,6 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.5.2"
-  },
-  "widgets": {
-   "state": {
-    "93f4411da7ea42738e12c0ac83448a20": {
-     "views": [
-      {
-       "cell_index": 121
-      }
-     ]
-    }
-   },
-   "version": "1.2.0"
   }
  },
  "nbformat": 4,
diff --git a/02-Discrete-Bayes.ipynb b/02-Discrete-Bayes.ipynb
index a2f7c74..942067a 100644
--- a/02-Discrete-Bayes.ipynb
+++ b/02-Discrete-Bayes.ipynb
@@ -399,7 +399,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0cAAAGCCAYAAAArALitAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGI4kSZIkCYD/B39jiO/lBNEcAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c93946a0>"
+       "<matplotlib.figure.Figure at 0x20e6c4c86d8>"
       ]
      },
      "metadata": {},
@@ -530,7 +530,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0cAAADcCAYAAAC789qeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c97d27b8>"
+       "<matplotlib.figure.Figure at 0x20e6c95ae10>"
       ]
      },
      "metadata": {},
@@ -664,7 +664,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAADcCAYAAACVtvsMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKQAAAAAwQDEFAAAAAAb+H2w0rzdoSBSpAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9e67588>"
+       "<matplotlib.figure.Figure at 0x20e6cf85748>"
       ]
      },
      "metadata": {},
@@ -806,7 +806,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAADvCAYAAAAXWI4PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9465588>"
+       "<matplotlib.figure.Figure at 0x20e6c99f2b0>"
       ]
      },
      "metadata": {},
@@ -1638,7 +1638,7 @@
     "    time.sleep(0.05)\n",
     "    \n",
     "# reset to noninteractive plot settings\n",
-    "%matplotlib inline #reset\n",
+    "%matplotlib inline\n",
     "set_figsize(y=2);"
    ]
   },
@@ -1702,7 +1702,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSVLj2fhIkiRJarz/D7bJnNrOgW15AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9e53c50>"
+       "<matplotlib.figure.Figure at 0x20e6cf737f0>"
       ]
      },
      "metadata": {},
@@ -1754,7 +1754,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJjff/AZDzzyWhfXvTAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195ca51bb00>"
+       "<matplotlib.figure.Figure at 0x20e6d6393c8>"
       ]
      },
      "metadata": {},
@@ -2584,7 +2584,7 @@
     "print('Final Belief:', belief)\n",
     "\n",
     "# reset to noninteractive plot settings\n",
-    "%matplotlib inline #reset\n",
+    "%matplotlib inline\n",
     "set_figsize(y=2)"
    ]
   },
@@ -2674,7 +2674,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195ca66ec50>"
+       "<matplotlib.figure.Figure at 0x20e6c8a8e10>"
       ]
      },
      "metadata": {},
@@ -2712,7 +2712,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6KAAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9484470>"
+       "<matplotlib.figure.Figure at 0x20e6e7f0278>"
       ]
      },
      "metadata": {},
@@ -2770,7 +2770,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJElqPRsfSZIkSa1n4yNJkiSp9f4/zwrDdPSHySEAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195ca5876a0>"
+       "<matplotlib.figure.Figure at 0x20e6d6fce48>"
       ]
      },
      "metadata": {},
@@ -2805,7 +2805,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195ca5fbe80>"
+       "<matplotlib.figure.Figure at 0x20e6d6daa58>"
       ]
      },
      "metadata": {},
@@ -2836,7 +2836,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195cb73e4e0>"
+       "<matplotlib.figure.Figure at 0x20e6e859400>"
       ]
      },
      "metadata": {},
@@ -2867,7 +2867,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6/1/+B+icynF60QAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9f83ac8>"
+       "<matplotlib.figure.Figure at 0x20e6d09cac8>"
       ]
      },
      "metadata": {},
@@ -2900,7 +2900,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADYCAYAAAAqPjbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195cb828b38>"
+       "<matplotlib.figure.Figure at 0x20e6e942dd8>"
       ]
      },
      "metadata": {},
@@ -2943,7 +2943,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAFACAYAAAARRRPYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n36xyFTKH+QV7AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195ca6446d8>"
+       "<matplotlib.figure.Figure at 0x20e6c8d3da0>"
       ]
      },
      "metadata": {},
@@ -3805,7 +3805,7 @@
     "        fig.canvas.draw()\n",
     "        time.sleep(sleep)\n",
     "    plt.show()\n",
-    "    %matplotlib inline #reset\n",
+    "    %matplotlib inline\n",
     "    set_figsize(y=2)\n",
     "    print('Final posterior:', pos)\n",
     "     \n",
@@ -5449,7 +5449,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAIbCAYAAABWu1cwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9f764e0>"
+       "<matplotlib.figure.Figure at 0x20e6d72fcc0>"
       ]
      },
      "metadata": {},
@@ -5652,7 +5652,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADJCAYAAADitOfkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4CNJkiSp9ww+kiRJknrP4CNJkiSp9/4/WtXZ/d+t+CMAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c98748d0>"
+       "<matplotlib.figure.Figure at 0x20e6c8e1978>"
       ]
      },
      "metadata": {},
@@ -5703,7 +5703,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAADJCAYAAADitOfkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9fa3d30>"
+       "<matplotlib.figure.Figure at 0x20e6e8619b0>"
       ]
      },
      "metadata": {},
@@ -5737,7 +5737,7 @@
      "data": {
       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAAHnCAYAAAB5ZYgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSJIkSWo9Bz6SJEmSWu//AVNXLo6t/7OQAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x195c9ea7710>"
+       "<matplotlib.figure.Figure at 0x20e6e894ac8>"
       ]
      },
      "metadata": {},