cleaning up notebook READMEs

Author: mebauer

1-reading-writing-files.ipynb

@@ -21,18 +21,18 @@
     " \n",
     "   1. Reading In Data from Local Folder\n",
     "       * 1.1 Reading in a CSV file  \n",
-    "       * 1.2 Reading in an Excel file  \n",
-    "       * 1.3 Reading in a JSON file  \n",
+    "       * 1.2 Reading in a JSON file  \n",
+    "       * 1.3 Reading in an Excel file  \n",
     "       * 1.4 Reading in a Shapefile  \n",
     "       * 1.5 Reading in a GeoJSON file   \n",
     "   2. Reading In Data from the Web         \n",
     "       * 2.1 Unzipping and reading in data as csv to local folders  \n",
     "       * 2.2 Unzipping and reading in data as csv from local folder  \n",
     "       * 2.3 Unzipping and reading in data as csv in memory  \n",
     "   3. Reading In Data from NYC Open Data  \n",
-    "       * 3.1 Reading in data as csv in static form  \n",
-    "       * 3.2 Reading in data as json in static form  \n",
-    "       * 3.3 Reading in shapefile data  \n",
+    "       * 3.1 Reading in data as CSV in static form  \n",
+    "       * 3.2 Reading in data as JSON in static form  \n",
+    "       * 3.3 Reading in Shapefile data  \n",
     "       * 3.4 Reading in data from Socrata Open Data API (SODA)    \n",
     "   4. Writing Out Data  \n",
     "       * 4.1 Writing to a CSV file  \n",

2-data-inspection-cleaning-wrangling.ipynb

@@ -28,13 +28,12 @@
     "   4. Data Cleaning & Wrangling\n",
     "       * 4.1 Previewing Column Values\n",
     "       * 4.2 Exploring Distribution of Values\n",
-    "       * 4.3 Making a Box Plot\n",
-    "       * 4.4 Calculating Interquartile Range (IQR)\n",
-    "       * 4.5 Dropping Null Values\n",
-    "       * 4.6 Replacing Null Values   \n",
-    "   5. Analysis\n",
-    "       * 5.1. Timeseries of Year Built\n",
-    "       * 5.2. Attempting to Identify the Oldest Building in NYC   \n",
+    "       * 4.3 Filtering Data\n",
+    "       * 4.4 Create New Columns\n",
+    "       * 4.5 Filling In or Dropping Null Values \n",
+    "   5. Sample Analysis\n",
+    "       * 5.1. Line Plot of Year Built\n",
+    "       * 5.2. Identify Oldest Building in Dataset  \n",
     "   6. Conclusion"
    ]
   },
@@ -5805,7 +5804,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 4.4 Create New Colums"
+    "## 4.4 Create New Columns"
    ]
   },
   {

3-plotting-visualizations.ipynb

@@ -57,7 +57,7 @@
     "       * 12.1 Unary Predicates\n",
     "       * 12.2 Binary Predicates\n",
     "           * 12.2.1 Centroids vs. Representative Points\n",
-    "       * 12.3 Constructive Methods / Affine Transformations\n",
+    "       * 12.3 Constructive Methods\n",
     "           * 12.3.1 Buffer\n",
     "           * 12.3.2 Translate/Offset        \n",
     "   13. Conclusion\n"