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				@@ -11,7 +11,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 81, 
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				+   "execution_count": 136, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				@@ -22,7 +22,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 82, 
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				+   "execution_count": 137, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				@@ -42,7 +42,7 @@ 
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				        " '1994,1,9,7,7910']" 
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				       ] 
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				      }, 
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				-     "execution_count": 82, 
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				+     "execution_count": 137, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -60,23 +60,23 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 71, 
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				+   "execution_count": 138, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				    "outputs": [], 
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				    "source": [ 
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				     "def read_csv(filename):\n", 
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				-    "    data_string = open(filename).read()\n", 
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				-    "    data_list = data_string.split(\"\\n\")[1:]\n", 
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				-    "    final_list = list()\n", 
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				+    "    string_data = open(filename).read()\n", 
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				+    "    string_list = string_data.split(\"\\n\")[1:]\n", 
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				+    "    final_list = []\n", 
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				     "    \n", 
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				-    "    for row in data_list:\n", 
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				-    "        row_list = row.split(\",\")\n", 
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				-    "        int_row_list = list()\n", 
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				-    "        for val_string in row_list:\n", 
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				-    "            int_row_list.append(int(val_string))\n", 
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				-    "        final_list.append(int_row_list)\n", 
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				+    "    for row in string_list:\n", 
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				+    "        string_fields = row.split(\",\")\n", 
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				+    "        int_fields = []\n", 
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				+    "        for value in string_fields:\n", 
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				+    "            int_fields.append(int(value))\n", 
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				+    "        final_list.append(int_fields)\n", 
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				     "    return final_list\n", 
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				     "        \n", 
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				     "cdc_list = read_csv(\"US_births_1994-2003_CDC_NCHS.csv\")" 
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				@@ -84,7 +84,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 85, 
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				+   "execution_count": 139, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				@@ -104,7 +104,7 @@ 
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				        " [1994, 1, 10, 1, 10498]]" 
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				       ] 
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				      }, 
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				-     "execution_count": 85, 
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				+     "execution_count": 139, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -122,30 +122,46 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 73, 
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				+   "execution_count": 140, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				    "outputs": [], 
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				    "source": [ 
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				+    "def read_csv(filename):\n", 
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				+    "    string_data = open(filename).read()\n", 
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				+    "    string_list = string_data.split(\"\\n\")[1:]\n", 
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				+    "    final_list = []\n", 
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				+    "    \n", 
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				+    "    for row in string_list:\n", 
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				+    "        string_fields = row.split(\",\")\n", 
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				+    "        int_fields = []\n", 
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				+    "        for value in string_fields:\n", 
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				+    "            int_fields.append(int(value))\n", 
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				+    "        final_list.append(int_fields)\n", 
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				+    "    return final_list\n", 
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				+    "        \n", 
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				+    "cdc_list = read_csv(\"US_births_1994-2003_CDC_NCHS.csv\")\n", 
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				+    "\n", 
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				+    "\n", 
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				     "def month_births(data):\n", 
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				-    "    month_sums = dict()\n", 
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				+    "    births_per_month = {}\n", 
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				     "    \n", 
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				     "    for row in data:\n", 
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				     "        month = row[1]\n", 
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				     "        births = row[4]\n", 
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				-    "        if month in month_sums:\n", 
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				-    "            month_sums[month] = month_sums[month] + births\n", 
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				+    "        if month in births_per_month:\n", 
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				+    "            births_per_month[month] = births_per_month[month] + births\n", 
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				     "        else:\n", 
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				-    "            month_sums[month] = births\n", 
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				-    "    return month_sums\n", 
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				+    "            births_per_month[month] = births\n", 
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				+    "    return births_per_month\n", 
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				     "    \n", 
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				     "cdc_month_births = month_births(cdc_list)" 
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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": 74, 
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				+   "execution_count": 141, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				@@ -167,7 +183,7 @@ 
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				        " 12: 3301860}" 
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				       ] 
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				      }, 
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				-     "execution_count": 74, 
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				+     "execution_count": 141, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -185,32 +201,33 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 86, 
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				+   "execution_count": 142, 
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				    "metadata": { 
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				     "collapsed": true 
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				    }, 
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				    "outputs": [], 
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				    "source": [ 
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				     "def dow_births(data):\n", 
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				-    "    dow_sums = dict()\n", 
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				+    "    births_per_dow = {}\n", 
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				     "    \n", 
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				     "    for row in data:\n", 
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				     "        dow = row[3]\n", 
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				     "        births = row[4]\n", 
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				-    "        if dow in dow_sums:\n", 
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				-    "            dow_sums[dow] = dow_sums[dow] + births\n", 
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				+    "        if dow in births_per_dow:\n", 
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				+    "            births_per_dow[dow] = births_per_dow[dow] + births\n", 
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				     "        else:\n", 
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				-    "            dow_sums[dow] = births\n", 
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				-    "    return dow_sums\n", 
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				+    "            births_per_dow[dow] = births\n", 
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				+    "    return births_per_dow\n", 
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				     "    \n", 
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				     "cdc_dow_births = dow_births(cdc_list)" 
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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": 87, 
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				+   "execution_count": 143, 
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				    "metadata": { 
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				-    "collapsed": false 
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				+    "collapsed": false, 
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				+    "scrolled": true 
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				    }, 
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				    "outputs": [ 
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				     { 
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				@@ -225,7 +242,7 @@ 
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				        " 7: 4079723}" 
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				       ] 
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				      }, 
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				-     "execution_count": 87, 
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				+     "execution_count": 143, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -243,17 +260,17 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 101, 
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				+   "execution_count": 144, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				    "outputs": [], 
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				    "source": [ 
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				-    "def calc_counts(data, col_num):\n", 
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				-    "    sums_dict = dict()\n", 
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				+    "def calc_counts(data, column):\n", 
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				+    "    sums_dict = {}\n", 
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				     "    \n", 
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				     "    for row in data:\n", 
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				-    "        col_value = row[col_num]\n", 
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				+    "        col_value = row[column]\n", 
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				     "        births = row[4]\n", 
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				     "        if col_value in sums_dict:\n", 
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				     "            sums_dict[col_value] = sums_dict[col_value] + births\n", 
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				| 
					
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				@@ -269,7 +286,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 102, 
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				+   "execution_count": 145, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				| 
					
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				@@ -289,7 +306,7 @@ 
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				        " 2003: 4089950}" 
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				       ] 
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				      }, 
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				-     "execution_count": 102, 
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				+     "execution_count": 145, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -300,7 +317,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				 | 
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				-   "execution_count": 103, 
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				+   "execution_count": 146, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				| 
					
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				@@ -322,7 +339,7 @@ 
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				        " 12: 3301860}" 
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				       ] 
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				      }, 
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				 | 
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				-     "execution_count": 103, 
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				+     "execution_count": 146, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -333,7 +350,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
			 | 
		
	
		
			
				 | 
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				-   "execution_count": 104, 
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				+   "execution_count": 147, 
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				    "metadata": { 
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				 | 
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				     "collapsed": false, 
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				     "scrolled": true 
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				@@ -375,7 +392,7 @@ 
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				        " 31: 746696}" 
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				       ] 
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				      }, 
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				-     "execution_count": 104, 
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				+     "execution_count": 147, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
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				@@ -386,7 +403,7 @@ 
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				   }, 
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				   { 
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				    "cell_type": "code", 
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				-   "execution_count": 105, 
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				+   "execution_count": 148, 
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				    "metadata": { 
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				     "collapsed": false 
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				    }, 
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				@@ -403,7 +420,7 @@ 
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				        " 7: 4079723}" 
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				       ] 
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				      }, 
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				-     "execution_count": 105, 
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				+     "execution_count": 148, 
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				      "metadata": {}, 
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				      "output_type": "execute_result" 
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				     } 
			 |