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‎samples/04_gis_analysts_data_scientists/creating_building_models_using_point_cloud_classification.ipynb

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‎samples/04_gis_analysts_data_scientists/creating_hurricane_tracks_using_geoanalytics.ipynb

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‎samples/04_gis_analysts_data_scientists/creating_raster_information_product_using_raster_analytics.ipynb

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‎samples/04_gis_analysts_data_scientists/crime_analysis_and_clustering_using_geoanalytics_and_pyspark.ipynb

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"# Crime analysis and clustering using geoanalytics and pyspark.ml"
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{
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"* [Introduction](#Introduction)\n",
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"* [Necessary Imports](#Necessary-Imports)\n",
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"* [Connect to your ArcGIS Enterprise Organization](#Connect-to-your-ArcGIS-Enterprise-Organization)\n",
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"* [Ensure your GIS supports GeoAnalytics](#Ensure-your-GIS-supports-GeoAnalytics)\n",
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"* [Prepare the data](#Prepare-the-data)\n",
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" * [Register a big data file share](#Register-a-big-data-file-share)\n",
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"* [Get data for analysis](#Get-data-for-analysis)\n",
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"* [Describe data](#Describe-data)\n",
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"* [Analyze patterns](#Analyze-patterns)\n",
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" * [Aggregate points](#Aggregate-points)\n",
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" * [Calculate density](#Calculate-density)\n",
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" * [Find hot spots](#Find-hot-spots)\n",
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"* [Use Spark Dataframe and Run Python Script](#Use-Spark-Dataframe-and-Run-Python-Script)\n",
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" * [Location of crime](#Location-of-crime)\n",
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" * [Type of crime](#Type-of-crime)\n",
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" * [Location of theft](#Location-of-theft)\n",
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" * [Count of crime incidents by block group](#Count-of-crime-incidents-by-block-group)\n",
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" * [Get crime types for a particular block group](#Get-crime-types-for-a-particular-block-group)\n",
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" * [Crime distribution by the hour](#Crime-distribution-by-the-hour)\n",
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" * [Big data machine learning using pyspark.ml](#Big-data-machine-learning-using-pyspark.ml)\n",
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" * [Find the optimal number of clusters](#Find-the-optimal-number-of-clusters)\n",
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" * [K-Means clustering](#K-Means-Clustering)\n",
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"* [Conclusion](#Conclusion)"
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]
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‎samples/04_gis_analysts_data_scientists/designate_bike_routes_for_commuting_professionals.ipynb

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‎samples/04_gis_analysts_data_scientists/detect_super_blooms_using_satellite_image_classification.ipynb

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"# Detecting Super Blooms Using Satellite Image Classification"
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"<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
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"<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-1\">Introduction</a></span></li><li><span><a href=\"#Part-1.-Data-Preparation\" data-toc-modified-id=\"Part-1.-Data-Preparation-2\">Part 1. Data Preparation</a></span></li><li><span><a href=\"#Part-2.-Visualization-in-Natural-Color-with-DRA\" data-toc-modified-id=\"Part-2.-Visualization-in-Natural-Color-with-DRA-3\">Part 2. Visualization in Natural Color with DRA</a></span></li><li><span><a href=\"#Part-3.-Assess-Poppy-Blooms-Using-Pixel-Sampling-Techniques\" data-toc-modified-id=\"Part-3.-Assess-Poppy-Blooms-Using-Pixel-Sampling-Techniques-4\">Part 3. Assess Poppy Blooms Using Pixel Sampling Techniques</a></span><ul class=\"toc-item\"><li><span><a href=\"#Section-3.1.-Spectral-Signature-of-California-Poppy\" data-toc-modified-id=\"Section-3.1.-Spectral-Signature-of-California-Poppy-4.1\">Section 3.1. Spectral Signature of California Poppy</a></span></li><li><span><a href=\"#Section-3.2.-Spectral-Angle-Mapper\" data-toc-modified-id=\"Section-3.2.-Spectral-Angle-Mapper-4.2\">Section 3.2. Spectral Angle Mapper</a></span></li><li><span><a href=\"#Section-3.3.-Point-Frame-Sampling-of-Pixels'-Spectral-Signatures\" data-toc-modified-id=\"Section-3.3.-Point-Frame-Sampling-of-Pixels'-Spectral-Signatures-4.3\">Section 3.3. Point-Frame Sampling of Pixels' Spectral Signatures</a></span><ul class=\"toc-item\"><li><span><a href=\"#3.3.1.-About-Point-Frame-Sampling-Method\" data-toc-modified-id=\"3.3.1.-About-Point-Frame-Sampling-Method-4.3.1\">3.3.1. About Point-Frame Sampling Method</a></span></li><li><span><a href=\"#3.3.2.-Implementation-of-Point-Frame-Sampling\" data-toc-modified-id=\"3.3.2.-Implementation-of-Point-Frame-Sampling-4.3.2\">3.3.2. Implementation of Point-Frame Sampling</a></span></li></ul></li></ul></li><li><span><a href=\"#Part-4.-Vegetation-Health-or-Agriculture-Index\" data-toc-modified-id=\"Part-4.-Vegetation-Health-or-Agriculture-Index-5\">Part 4. Vegetation Health or Agriculture Index</a></span></li><li><span><a href=\"#Part-5.-Quantitative-Assessment-with-time-series-NDVI-imageries\" data-toc-modified-id=\"Part-5.-Quantitative-Assessment-with-time-series-NDVI-imageries-6\">Part 5. Quantitative Assessment with time-series NDVI imageries</a></span></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-7\">Conclusion</a></span></li><li><span><a href=\"#References\" data-toc-modified-id=\"References-8\">References</a></span></li></ul></div>"
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