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				@@ -10,9 +10,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 39, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				      "data": { 
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				@@ -309,9 +307,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 40, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -400,9 +396,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 41, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -424,9 +418,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 42, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [], 
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				    "source": [ 
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				     "data = data[data[\"Do you celebrate Thanksgiving?\"] == \"Yes\"]" 
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				@@ -442,9 +434,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 43, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -472,9 +462,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 44, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -521,9 +509,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 51, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -544,9 +530,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 52, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -582,9 +566,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 45, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -608,9 +590,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 46, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				      "name": "stderr", 
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				@@ -670,9 +650,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 47, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -703,9 +681,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 48, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				      "name": "stderr", 
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				@@ -768,9 +744,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 49, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -788,15 +762,13 @@ 
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				     } 
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				    ], 
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				    "source": [ 
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				-    "data[data[\"int_income\"] < 50000][\"How far will you travel for Thanksgiving?\"].value_counts()" 
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				+    "data[data[\"int_income\"] < 150000][\"How far will you travel for Thanksgiving?\"].value_counts()" 
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				    ] 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 50, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -836,9 +808,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 53, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -895,9 +865,7 @@ 
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				   { 
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				    "cell_type": "code", 
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				    "execution_count": 54, 
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				-   "metadata": { 
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				-    "collapsed": false 
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				-   }, 
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				+   "metadata": {}, 
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				    "outputs": [ 
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				     { 
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				@@ -963,21 +931,21 @@ 
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				  ], 
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				  "metadata": { 
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				   "kernelspec": { 
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				-   "display_name": "Python 2", 
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				+   "display_name": "Python 3", 
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				    "language": "python", 
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				-   "name": "python2" 
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				+   "name": "python3" 
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				   }, 
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				   "language_info": { 
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				    "codemirror_mode": { 
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				     "name": "ipython", 
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				-    "version": 2 
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				+    "version": 3 
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				    }, 
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				    "file_extension": ".py", 
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				    "mimetype": "text/x-python", 
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				    "name": "python", 
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				    "nbconvert_exporter": "python", 
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				-   "pygments_lexer": "ipython2", 
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				-   "version": "2.7.9" 
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				+   "pygments_lexer": "ipython3", 
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				+   "version": "3.6.1" 
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				   }, 
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				   "widgets": { 
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				    "state": {}, 
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				@@ -985,5 +953,5 @@ 
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				   } 
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				  }, 
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				  "nbformat": 4, 
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				- "nbformat_minor": 0 
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				+ "nbformat_minor": 1 
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				 } 
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