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															@@ -6,7 +6,7 @@ 
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															     "collapsed": true 
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															     "collapsed": true 
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															    }, 
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															    }, 
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															    "source": [ 
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															    "source": [ 
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															-    "# Introduction to the data" 
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															+    "# Introduction to the Data" 
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															    ] 
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															    ] 
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															   }, 
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															   }, 
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															   { 
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															   { 
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															@@ -816,7 +816,7 @@ 
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															    "cell_type": "markdown", 
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															    "cell_type": "markdown", 
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															    "metadata": {}, 
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															    "metadata": {}, 
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															    "source": [ 
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															    "source": [ 
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															-    "# Scatter matrix, steps 2 and 3" 
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															+    "# Scatter Matrix, Steps 2 and 3" 
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															    ] 
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															    ] 
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															   }, 
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															   }, 
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															   { 
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															   { 
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															@@ -891,7 +891,7 @@ 
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															    "cell_type": "markdown", 
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															    "cell_type": "markdown", 
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															    "metadata": {}, 
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															    "metadata": {}, 
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															    "source": [ 
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															    "source": [ 
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															-    "# Grouped bar plots, part 1" 
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															+    "# Grouped Bar Plots, Part 1" 
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															    ] 
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															    ] 
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															   }, 
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															   }, 
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															   { 
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															   { 
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															@@ -969,7 +969,7 @@ 
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															    "cell_type": "markdown", 
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															    "cell_type": "markdown", 
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															    "metadata": {}, 
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															    "metadata": {}, 
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															    "source": [ 
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															    "source": [ 
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															-    "# Grouped bar plots, part 2" 
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															+    "# Grouped Bar Plots, Part 2" 
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															    ] 
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															    ] 
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															   }, 
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															   }, 
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															   { 
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															   { 
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															@@ -1057,7 +1057,7 @@ 
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															    "name": "python", 
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															    "name": "python", 
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															    "nbconvert_exporter": "python", 
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															    "nbconvert_exporter": "python", 
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															    "pygments_lexer": "ipython3", 
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															    "pygments_lexer": "ipython3", 
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															-   "version": "3.6.3" 
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															+   "version": "3.8.5" 
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															   } 
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															   } 
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															  }, 
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															  }, 
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															  "nbformat": 4, 
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															  "nbformat": 4, 
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