Edit TOC for notebooks (#1161)

Author: nanaeaubry

samples/04_gis_analysts_data_scientists/part1_prepare_hurricane_data.ipynb

@@ -7,36 +7,6 @@
     "# Data Preparation - Hurricane analysis, part 1/3"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Table of Contents\n",
-    "* [Introduction](#Introduction)\n",
-    "* [Download hurricane data from NCEI FTP portal](#Download-hurricane-data-from-NCEI-FTP-portal)\n",
-    "    * [Download each file into the hurricanes_raw directory](#Download-each-file-into-the-hurricanes_raw-directory)\n",
-    "* [Process CSV files by removing header rows](#Process-CSV-files-by-removing-header-rows)\n",
-    "    * [Automate across all files](#Automate-across-all-files)\n",
-    "* [Cleaning hurricane observations with Dask](#Cleaning-hurricane-observations-with-Dask)\n",
-    "    * [Read input CSV data](#Read-input-CSV-data)\n",
-    "    * [Merge all location columns](#Merge-all-location-columns)\n",
-    "    * [Merge similar columns](#Merge-similar-columns)\n",
-    "        * [Merge wind columns](#Merge-wind-columns)\n",
-    "            * [Merge pressure columns](#Merge-pressure-columns)\n",
-    "            * [Merge grade columns](#Merge-grade-columns)\n",
-    "            * [Merge eye diameter columns](#Merge-eye-diameter-columns)\n",
-    "        * [Identify remaining redundant columns](#Identify-remaining-redundant-columns)\n",
-    "        * [Drop all redundant columns](#Drop-all-redundant-columns)\n",
-    "    * [Perform delayed computation](#Perform-delayed-computation)\n",
-    "        * [Preview results](#Preview-results)\n",
-    "* [Creating hurricane tracks using Geoanalytics](#Creating-hurricane-tracks-using-Geoanalytics)\n",
-    "    * [Create a data store](#Create-a-data-store)\n",
-    "    * [Perform data aggregation using reconstruct tracks tool](#Perform-data-aggregation-using-reconstruct-tracks-tool)\n",
-    "        * [Execute reconstruct tracks tool](#Execute-reconstruct-tracks-tool)\n",
-    "        * [Analyze the result of aggregation](#Analyze-the-result-of-aggregation)\n",
-    "* [Conclusion](#Conclusion)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -4075,7 +4045,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.11"
   },
   "toc": {
    "base_numbering": 1,

samples/04_gis_analysts_data_scientists/part2_explore_hurricane_tracks.ipynb

@@ -7,16 +7,6 @@
     "# Exploratory Statistics - Hurricane analysis, part 2/3"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "toc": true
-   },
-   "source": [
-    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
-    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Access-aggregated-hurricane-data\" data-toc-modified-id=\"Access-aggregated-hurricane-data-1.1\">Access aggregated hurricane data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Query-hurricane-tracks-into-a-Spatially-Enabled-DataFrame\" data-toc-modified-id=\"Query-hurricane-tracks-into-a-Spatially-Enabled-DataFrame-1.1.1\">Query hurricane tracks into a Spatially Enabled <code>DataFrame</code></a></span></li></ul></li><li><span><a href=\"#Exploratory-data-analysis\" data-toc-modified-id=\"Exploratory-data-analysis-1.2\">Exploratory data analysis</a></span><ul class=\"toc-item\"><li><span><a href=\"#Does-the-number-of-hurricanes-increase-with-time?\" data-toc-modified-id=\"Does-the-number-of-hurricanes-increase-with-time?-1.2.1\">Does the number of hurricanes increase with time?</a></span></li><li><span><a href=\"#How-many-hurricanes-occure-per-basin-and-sub-basin?\" data-toc-modified-id=\"How-many-hurricanes-occure-per-basin-and-sub-basin?-1.2.2\">How many hurricanes occure per basin and sub basin?</a></span></li><li><span><a href=\"#Are-certain-hurricane-names-more-popular?\" data-toc-modified-id=\"Are-certain-hurricane-names-more-popular?-1.2.3\">Are certain hurricane names more popular?</a></span></li><li><span><a href=\"#Is-there-a-seasonality-in-the-occurrence-of-hurricanes?\" data-toc-modified-id=\"Is-there-a-seasonality-in-the-occurrence-of-hurricanes?-1.2.4\">Is there a seasonality in the occurrence of hurricanes?</a></span></li><li><span><a href=\"#What-percent-of-hurricanes-make-landfall?\" data-toc-modified-id=\"What-percent-of-hurricanes-make-landfall?-1.2.5\">What percent of hurricanes make landfall?</a></span></li><li><span><a href=\"#How-far-do-hurricanes-travel-inland-after-landfall?\" data-toc-modified-id=\"How-far-do-hurricanes-travel-inland-after-landfall?-1.2.6\">How far do hurricanes travel inland after landfall?</a></span></li><li><span><a href=\"#Where-do-hurricanes-make-landfall?\" data-toc-modified-id=\"Where-do-hurricanes-make-landfall?-1.2.7\">Where do hurricanes make landfall?</a></span><ul class=\"toc-item\"><li><span><a href=\"#Perform-density-analysis-on-hurricane-landfall-locations\" data-toc-modified-id=\"Perform-density-analysis-on-hurricane-landfall-locations-1.2.7.1\">Perform density analysis on hurricane landfall locations</a></span></li></ul></li><li><span><a href=\"#What-are-the-demographics-of-places-with-highest-density-of-landfalls?\" data-toc-modified-id=\"What-are-the-demographics-of-places-with-highest-density-of-landfalls?-1.2.8\">What are the demographics of places with highest density of landfalls?</a></span></li></ul></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-1.3\">Conclusion</a></span></li></ul></li></ul></div>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2378,7 +2368,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.11"
   },
   "toc": {
    "base_numbering": 1,

samples/04_gis_analysts_data_scientists/part3_analyze_hurricane_tracks.ipynb

@@ -7,30 +7,6 @@
     "# Correlation - Hurricane analysis, part 3/3"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Table of Contents\n",
-    "* [Access aggregated hurricane data](##Access-aggregated-hurricane-data)\n",
-    "    * [Query hurricane tracks into a Spatially Enabled <code>DataFrame</code>](#Query-hurricane-tracks-into-a-Spatially-Enabled-DataFrame)\n",
-    "    * [Query landfall tracks layer into a Spatially Enabled <code>DataFrame</code>](#Query-landfall-tracks-layer-into-a-Spatially-Enabled-DataFrame)\n",
-    "* [Manage missing sensor data](#Manage-missing-sensor-data)\n",
-    "    * [Visualize missing records](#Visualize-missing-records)\n",
-    "    * [Missing value imputation](#Missing-value-imputation)\n",
-    "* [Does intensity of hurricanes increase over time?](#Does-intensity-of-hurricanes-increase-over-time?)\n",
-    "* [Does the number of hurricanes increase over time?](#Does-the-number-of-hurricanes-increase-over-time?)\n",
-    "* [Does hurricane wind speed increase over time?](#Does-hurricane-wind-speed-increase-over-time)\n",
-    "* [Analyzing hurricane category over time by basin](#Analyzing-hurricane-category-over-time-by-basin)\n",
-    "* [Analyzing hurricane wind speed over time by basin](#Analyzing-hurricane-wind-speed-over-time-by-basin)\n",
-    "* [Does eye pressure decrease over time?](#Does-eye-pressure-decrease-over-time?)\n",
-    "* [Do hurricanes linger longer over time?](#Do-hurricanes-linger-longer-over-time?)\n",
-    "* [Do hurricanes travel longer inland over time?](#Do-hurricanes-travel-longer-inland-over-time?)\n",
-    "* [Correlate observations over time](#Correlate-observations-over-time)\n",
-    "* [Conclusion](#Conclusion)\n",
-    "* [References](#References)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2570,7 +2546,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.11"
   },
   "toc": {
    "base_numbering": 1,

samples/04_gis_analysts_data_scientists/predict-floods-with-unit-hydrographs.ipynb

@@ -8,35 +8,6 @@
     "Estimate stream runoff during a predicted rainstorm in Vermont."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Table of Contents\n",
-    "* [Introduction](#Introduction)\n",
-    "* [Necessary Imports](#Necessary-Imports)\n",
-    "* [Connect to your GIS](#Connect-to-your-GIS)\n",
-    "* [Get daya for analysis](#Get-data-for-analysis)\n",
-    "* [Remove imperfections in elevation model](#Remove-imperfections-in-elevation-model)\n",
-    "    * [Identify sinks](#Identify-sinks)\n",
-    "    * [Fill sinks](#Fill-sinks)\n",
-    "* [Delineate the watershed](#Delineate-the-watershed)\n",
-    "    * [Assess flow directions](#Assess-flow-directions)\n",
-    "    * [Snap outlet to stream](#Snap-outlet-to-stream)\n",
-    "    * [Delineate watershed upstream of outlet](#Delineate-watershed-upstream-of-outlet)\n",
-    "* [Create a velocity field](#Create-a-velocity-field)\n",
-    "    * [Create the slope raster](#Create-the-slope-raster)\n",
-    "    * [Calculate the slope-area term](#Calculate-the-slope-area-term)\n",
-    "    * [Calculate the velocity field](#Calculate-the-velocity-field)\n",
-    "    * [Limit the velocities](#Limit-the-velocities)\n",
-    "* [Create an isochrone map](#Create-an-isochrone-map)\n",
-    "    * [Create a weight grid](#Create-a-weight-grid)\n",
-    "    * [Assess flow time to outlet pour point](#Assess-flow-time-to-outlet-pour-point)\n",
-    "    * [Reclassify flow time into isochrone zones](#Reclassify-flow-time-into-isochrone-zones)\n",
-    "* [Create a unit hydrograph](#Create-a-unit-hydrograph)\n",
-    "* [Conclusion](#Conclusion)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2827,7 +2798,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.11"
   }
  },
  "nbformat": 4,

samples/04_gis_analysts_data_scientists/predict_service_request_types.ipynb

@@ -2777,7 +2777,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.7.11"
   }
  },
  "nbformat": 4,