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1. Data used for analysis Landsat images.mp4
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MP4
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32.9 MB
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1. Data used for analysis Landsat images.srt
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SRT
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6 KB
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1. Data used for analysis Sentinel images.mp4
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MP4
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37.5 MB
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1. Data used for analysis Sentinel images.srt
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SRT
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7.5 KB
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1. Image Classification in R with Random Forest in R.mp4
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MP4
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93.7 MB
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1. Image Classification in R with Random Forest in R.srt
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SRT
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17.5 KB
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1. Introduction to Machine Learning.mp4
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MP4
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93.5 MB
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1. Introduction to Machine Learning.srt
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SRT
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18.7 KB
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1. Introduction to digital image.mp4
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MP4
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58.4 MB
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1. Introduction to digital image.srt
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SRT
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13.5 KB
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1. Introduction.mp4
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MP4
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36.3 MB
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1. Introduction.srt
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SRT
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6.2 KB
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1. Lab Introduction to RStudio Interface.mp4
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MP4
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47.7 MB
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1. Lab Introduction to RStudio Interface.srt
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SRT
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9.8 KB
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1.1 04_Classification.R
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R
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5.3 KB
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1.2 RF_classification.tif
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TIF
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240.3 KB
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10. Functions in R - overview.mp4
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MP4
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32.2 MB
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10. Functions in R - overview.srt
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SRT
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5 KB
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11. For Loops in R.mp4
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MP4
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24.8 MB
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11. For Loops in R.srt
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SRT
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4.3 KB
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12. Read Data into R.mp4
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MP4
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31.9 MB
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12. Read Data into R.srt
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SRT
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5.1 KB
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2. Basics of machine learning for classification analysis.mp4
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MP4
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71.5 MB
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2. Basics of machine learning for classification analysis.srt
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SRT
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11.7 KB
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2. Image Classification in R with Support Vector Machines (SVM) in R.mp4
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MP4
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74.8 MB
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2. Image Classification in R with Support Vector Machines (SVM) in R.srt
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SRT
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15.6 KB
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2. Lab Installing Packages and Package Management in R.mp4
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MP4
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24.1 MB
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2. Lab Installing Packages and Package Management in R.srt
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SRT
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4.7 KB
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2. Preprocessing of satellite image data.mp4
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MP4
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29.2 MB
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2. Preprocessing of satellite image data.srt
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SRT
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5.6 KB
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2. Sensors and Platforms.mp4
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MP4
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18.3 MB
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2. Sensors and Platforms.srt
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SRT
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5.9 KB
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2. Training data requirements for classification and training data selection.mp4
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MP4
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35.1 MB
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2. Training data requirements for classification and training data selection.srt
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SRT
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9 KB
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2. What is R and RStudio.mp4
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MP4
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12.2 MB
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2. What is R and RStudio.srt
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SRT
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3.1 KB
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2.1 01_02_01Sampling_QGIS.pdf
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PDF
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1.3 MB
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2.1 R Crash Course I_udemy_script.R
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R
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12.9 KB
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2.1 SVM_classification.tif
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TIF
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243.1 KB
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3. Accuracy assessment of image classification.mp4
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MP4
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51 MB
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3. Accuracy assessment of image classification.srt
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SRT
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13.7 KB
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3. Common algorithms of image classification.mp4
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MP4
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112.9 MB
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3. Common algorithms of image classification.srt
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SRT
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22.3 KB
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3. How to install R and RStudio in 2021.mp4
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MP4
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16.7 MB
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3. How to install R and RStudio in 2021.srt
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SRT
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4.3 KB
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3. Lab Prepare training data in R - part 1.mp4
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MP4
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60.4 MB
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3. Lab Prepare training data in R - part 1.srt
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SRT
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8.5 KB
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3. Overview of processing steps in R for Landsat images.mp4
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MP4
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14.9 MB
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3. Overview of processing steps in R for Landsat images.srt
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SRT
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3 KB
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3. Understanding Remote Sensing for LULC mapping.mp4
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MP4
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63.3 MB
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3. Understanding Remote Sensing for LULC mapping.srt
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SRT
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8.9 KB
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3. Variables in R and assigning Variables in R.mp4
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MP4
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9 MB
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3. Variables in R and assigning Variables in R.srt
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SRT
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2.7 KB
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3.1 1_Load_Layerstack.R
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R
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2.7 KB
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3.2 LS8_Bonn_SC20200925100850.tif
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TIF
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16 MB
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4. Lab Accuracy Assessment (validation) of classification in R.mp4
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MP4
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110.4 MB
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4. Lab Accuracy Assessment (validation) of classification in R.srt
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SRT
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12.2 KB
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4. Lab Image load in R.mp4
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MP4
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49.8 MB
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4. Lab Image load in R.srt
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SRT
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7.9 KB
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4. Lab Install R and RStudio in 2021.mp4
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MP4
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38.7 MB
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4. Lab Install R and RStudio in 2021.srt
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SRT
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6.5 KB
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4. Lab Prepare training data in R - part 2.mp4
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MP4
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121.5 MB
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4. Lab Prepare training data in R - part 2.srt
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SRT
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9.9 KB
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4. Lab Variables in R and assigning Variables in R.mp4
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MP4
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7.6 MB
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4. Lab Variables in R and assigning Variables in R.srt
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SRT
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1.8 KB
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4. Stages of LULC supervised classification.mp4
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MP4
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72.8 MB
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4. Stages of LULC supervised classification.srt
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SRT
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14.9 KB
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5. Independent Task Accuracy assessment for SVM-based classification.mp4
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MP4
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5.6 MB
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5. Independent Task Accuracy assessment for SVM-based classification.srt
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SRT
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1.4 KB
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5. Lab Image Layerstacks in R.mp4
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MP4
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95.7 MB
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5. Lab Image Layerstacks in R.srt
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SRT
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9.6 KB
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5. Lab Installing QGIS and install SCP.mp4
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MP4
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86.7 MB
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5. Lab Installing QGIS and install SCP.srt
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SRT
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14.5 KB
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5. Overview of data types and data structures in R.mp4
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MP4
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27.2 MB
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5. Overview of data types and data structures in R.srt
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SRT
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8.5 KB
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5. Plotting spectral signatures in R.mp4
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MP4
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24.7 MB
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5. Plotting spectral signatures in R.srt
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SRT
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6 KB
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6. Lab Batch Processing in R unzipp, laerstack of LAndsat images.mp4
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MP4
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57.2 MB
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6. Lab Batch Processing in R unzipp, laerstack of LAndsat images.srt
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SRT
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5.4 KB
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6. Lab data types and data structures in R.mp4
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MP4
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48.1 MB
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6. Lab data types and data structures in R.srt
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SRT
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9.3 KB
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6.1 2_batch_Processing.R
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R
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1.3 KB
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7. Vectors' operations in R.mp4
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MP4
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35.9 MB
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7. Vectors' operations in R.srt
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SRT
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7.4 KB
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7. Visualize images in R.mp4
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MP4
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64.4 MB
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7. Visualize images in R.srt
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SRT
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8 KB
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7.1 3_visualize_image.R
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R
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1.2 KB
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7.2 LC081970242020052101T1-SC20200925100911.tif
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TIF
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707.4 MB
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8. Data types and data structures Factors.mp4
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MP4
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9.3 MB
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8. Data types and data structures Factors.srt
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SRT
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2.8 KB
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9. Dataframes overview in R.mp4
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MP4
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16.7 MB
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9. Dataframes overview in R.srt
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SRT
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4.1 KB
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Bonus Resources.txt
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TXT
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307.2 B
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Get Bonus Downloads Here.url
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URL
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204.8 B
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LC08_L1TP_196025_20200530_20200608_01_T1.xml
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XML
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11.1 KB
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LC08_L1TP_196025_20200530_20200608_01_T1_pixel_qa.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_radsat_qa.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_aerosol.tif
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TIF
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61.6 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band1.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band2.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band3.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band4.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band5.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band6.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200530_20200608_01_T1_sr_band7.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT.xml
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XML
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11.1 KB
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LC08_L1TP_196025_20200919_20200919_01_RT_pixel_qa.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_radsat_qa.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_aerosol.tif
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TIF
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61.6 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band1.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band2.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band3.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band4.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band5.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band6.tif
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TIF
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123.1 MB
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LC08_L1TP_196025_20200919_20200919_01_RT_sr_band7.tif
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TIF
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123.1 MB
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LC08_L1TP_197024_20200521_20200527_01_T1.xml
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XML
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11.1 KB
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LC08_L1TP_197024_20200521_20200527_01_T1_pixel_qa.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_radsat_qa.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_aerosol.tif
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TIF
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62.9 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band1.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band2.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band3.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band4.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band5.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band6.tif
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TIF
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125.7 MB
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LC08_L1TP_197024_20200521_20200527_01_T1_sr_band7.tif
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TIF
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125.7 MB
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RF_classification.tif
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TIF
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240.3 KB
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RF_validation.dbf
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DBF
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5 KB
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RF_validation.prj
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PRJ
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409.6 B
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RF_validation.shp
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SHP
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6.9 KB
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RF_validation.shx
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SHX
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2.1 KB
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SVM_classification.tif
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TIF
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243.1 KB
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smp.rda
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RDA
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117.2 KB
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training_data.dbf
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DBF
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6 KB
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training_data.prj
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PRJ
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409.6 B
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training_data.shp
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SHP
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10.4 KB
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training_data.shx
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SHX
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716.8 B
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