diff --git a/Finance/Car_Comparison.png b/Finance/Car_Comparison.png index 1b40c74..eb1d746 100644 Binary files a/Finance/Car_Comparison.png and b/Finance/Car_Comparison.png differ diff --git a/Finance/InterestPaid.png b/Finance/InterestPaid.png index 63aaefc..0ff565b 100644 Binary files a/Finance/InterestPaid.png and b/Finance/InterestPaid.png differ diff --git a/Finance/Interest_Principal.png b/Finance/Interest_Principal.png index 53d2bed..ea75f1b 100644 Binary files a/Finance/Interest_Principal.png and b/Finance/Interest_Principal.png differ diff --git a/Finance/Total_Interest_Paid.png b/Finance/Total_Interest_Paid.png index 192492f..5607768 100644 Binary files a/Finance/Total_Interest_Paid.png and b/Finance/Total_Interest_Paid.png differ diff --git a/Finance/after1Month.png b/Finance/after1Month.png index f30e3bc..977ad01 100644 Binary files a/Finance/after1Month.png and b/Finance/after1Month.png differ diff --git a/Finance/monthlyPayment.png b/Finance/monthlyPayment.png index 72a556f..92f3f82 100644 Binary files a/Finance/monthlyPayment.png and b/Finance/monthlyPayment.png differ diff --git a/Finance/monthlyPaymentComparison.png b/Finance/monthlyPaymentComparison.png index 719423f..de74816 100644 Binary files a/Finance/monthlyPaymentComparison.png and b/Finance/monthlyPaymentComparison.png differ diff --git a/Finance/monthlyPaymentEvidence.png b/Finance/monthlyPaymentEvidence.png index ab4c0b3..49c2e09 100644 Binary files a/Finance/monthlyPaymentEvidence.png and b/Finance/monthlyPaymentEvidence.png differ diff --git a/Finance/monthlyPaymentEvidence2.png b/Finance/monthlyPaymentEvidence2.png index 39ae06e..1ed03c9 100644 Binary files a/Finance/monthlyPaymentEvidence2.png and b/Finance/monthlyPaymentEvidence2.png differ diff --git a/Finance/monthlyPaymentInterestComparison.png b/Finance/monthlyPaymentInterestComparison.png index 8267cc4..a6c8790 100644 Binary files a/Finance/monthlyPaymentInterestComparison.png and b/Finance/monthlyPaymentInterestComparison.png differ diff --git a/Finance/oldSienna.jpg b/Finance/oldSienna.jpg index 7090a77..594c3a4 100644 Binary files a/Finance/oldSienna.jpg and b/Finance/oldSienna.jpg differ diff --git a/Finance/oneMonth.png b/Finance/oneMonth.png index e527f43..848e6a6 100644 Binary files a/Finance/oneMonth.png and b/Finance/oneMonth.png differ diff --git a/Kaggle/BreastCancerWisconsin/decisionTree.png b/Kaggle/BreastCancerWisconsin/decisionTree.png index ccc6b33..a3be739 100644 Binary files a/Kaggle/BreastCancerWisconsin/decisionTree.png and b/Kaggle/BreastCancerWisconsin/decisionTree.png differ diff --git a/Python_Basics/Anagram/anagramRedRectangle.png b/Python_Basics/Anagram/anagramRedRectangle.png index 09ec01e..c14633a 100644 Binary files a/Python_Basics/Anagram/anagramRedRectangle.png and b/Python_Basics/Anagram/anagramRedRectangle.png differ diff --git a/Python_Basics/Anagram/anagramRedRectangleDict.png b/Python_Basics/Anagram/anagramRedRectangleDict.png index aaaeae4..72ac6a9 100644 Binary files a/Python_Basics/Anagram/anagramRedRectangleDict.png and b/Python_Basics/Anagram/anagramRedRectangleDict.png differ diff --git a/Python_Basics/Linear_Regression/Linear_Regression_Python_7_1.png b/Python_Basics/Linear_Regression/Linear_Regression_Python_7_1.png old mode 100755 new mode 100644 index d802725..0a7ec25 Binary files a/Python_Basics/Linear_Regression/Linear_Regression_Python_7_1.png and b/Python_Basics/Linear_Regression/Linear_Regression_Python_7_1.png differ diff --git a/Python_Basics/Prime_Numbers/Approach1real_ITERATIONS.png b/Python_Basics/Prime_Numbers/Approach1real_ITERATIONS.png index 85da327..f19353f 100644 Binary files a/Python_Basics/Prime_Numbers/Approach1real_ITERATIONS.png and b/Python_Basics/Prime_Numbers/Approach1real_ITERATIONS.png differ diff --git a/Python_Basics/Prime_Numbers/Approach2real_ITERATIONS.png b/Python_Basics/Prime_Numbers/Approach2real_ITERATIONS.png index 8dc77e0..a4de5f6 100644 Binary files a/Python_Basics/Prime_Numbers/Approach2real_ITERATIONS.png and b/Python_Basics/Prime_Numbers/Approach2real_ITERATIONS.png differ diff --git a/Python_Basics/Prime_Numbers/approach1_2_comparison.png b/Python_Basics/Prime_Numbers/approach1_2_comparison.png index e2c5df9..1460753 100644 Binary files a/Python_Basics/Prime_Numbers/approach1_2_comparison.png and b/Python_Basics/Prime_Numbers/approach1_2_comparison.png differ diff --git a/Python_Basics/Prime_Numbers/approach1_2_comparisonNoRed.png b/Python_Basics/Prime_Numbers/approach1_2_comparisonNoRed.png index e2c5df9..1460753 100644 Binary files a/Python_Basics/Prime_Numbers/approach1_2_comparisonNoRed.png and b/Python_Basics/Prime_Numbers/approach1_2_comparisonNoRed.png differ diff --git a/Python_Basics/Prime_Numbers/approach_1_2_comparisonBlack.png b/Python_Basics/Prime_Numbers/approach_1_2_comparisonBlack.png index f9f4124..5e1c9be 100644 Binary files a/Python_Basics/Prime_Numbers/approach_1_2_comparisonBlack.png and b/Python_Basics/Prime_Numbers/approach_1_2_comparisonBlack.png differ diff --git a/Python_Basics/Prime_Numbers/factors15.png b/Python_Basics/Prime_Numbers/factors15.png index 832b3b5..8aab993 100644 Binary files a/Python_Basics/Prime_Numbers/factors15.png and b/Python_Basics/Prime_Numbers/factors15.png differ diff --git a/Python_Basics/Prime_Numbers/method1.png b/Python_Basics/Prime_Numbers/method1.png index 70ca736..70c116f 100644 Binary files a/Python_Basics/Prime_Numbers/method1.png and b/Python_Basics/Prime_Numbers/method1.png differ diff --git a/Python_Basics/Prime_Numbers/method1Downside.png b/Python_Basics/Prime_Numbers/method1Downside.png index 06c3f4b..4215fc9 100644 Binary files a/Python_Basics/Prime_Numbers/method1Downside.png and b/Python_Basics/Prime_Numbers/method1Downside.png differ diff --git a/Python_Basics/Solving_Systems_Equations/Solving System of Linear Equations using Python (linear algebra).png b/Python_Basics/Solving_Systems_Equations/Solving System of Linear Equations using Python (linear algebra).png index 77c0e20..e6af27a 100644 Binary files a/Python_Basics/Solving_Systems_Equations/Solving System of Linear Equations using Python (linear algebra).png and b/Python_Basics/Solving_Systems_Equations/Solving System of Linear Equations using Python (linear algebra).png differ diff --git a/Python_Basics/Solving_Systems_Equations/ipynb_Linear_Regression_Python_files/ipynb_Linear_Regression_Python_7_1.png b/Python_Basics/Solving_Systems_Equations/ipynb_Linear_Regression_Python_files/ipynb_Linear_Regression_Python_7_1.png old mode 100755 new mode 100644 index d802725..0a7ec25 Binary files a/Python_Basics/Solving_Systems_Equations/ipynb_Linear_Regression_Python_files/ipynb_Linear_Regression_Python_7_1.png and b/Python_Basics/Solving_Systems_Equations/ipynb_Linear_Regression_Python_files/ipynb_Linear_Regression_Python_7_1.png differ diff --git a/Python_Informatics/images/4_output.png b/Python_Informatics/images/4_output.png index 2c2f111..6dfc732 100644 Binary files a/Python_Informatics/images/4_output.png and b/Python_Informatics/images/4_output.png differ diff --git a/Python_Informatics/images/5_output.png b/Python_Informatics/images/5_output.png index 7a1c134..6d1e6fa 100644 Binary files a/Python_Informatics/images/5_output.png and b/Python_Informatics/images/5_output.png differ diff --git a/Python_Informatics/images/6_output.png b/Python_Informatics/images/6_output.png index b87a7f2..c4666a5 100644 Binary files a/Python_Informatics/images/6_output.png and b/Python_Informatics/images/6_output.png differ diff --git a/Python_Informatics/images/7_output.png b/Python_Informatics/images/7_output.png index bdb87e8..6bf019e 100644 Binary files a/Python_Informatics/images/7_output.png and b/Python_Informatics/images/7_output.png differ diff --git a/Request/REVERSE.png b/Request/REVERSE.png index d132ec6..c89150c 100644 Binary files a/Request/REVERSE.png and b/Request/REVERSE.png differ diff --git a/Scrapy/Tutorial_Images/1stSpiderPlaceholder.png b/Scrapy/Tutorial_Images/1stSpiderPlaceholder.png index e355028..9d6f4f1 100644 Binary files a/Scrapy/Tutorial_Images/1stSpiderPlaceholder.png and b/Scrapy/Tutorial_Images/1stSpiderPlaceholder.png differ diff --git a/Scrapy/Tutorial_Images/DataOutputtedLocation.png b/Scrapy/Tutorial_Images/DataOutputtedLocation.png index ca29447..7245436 100644 Binary files a/Scrapy/Tutorial_Images/DataOutputtedLocation.png and b/Scrapy/Tutorial_Images/DataOutputtedLocation.png differ diff --git a/Scrapy/Tutorial_Images/DirectoryafterMakingFile.png b/Scrapy/Tutorial_Images/DirectoryafterMakingFile.png index ef94df7..78d62ad 100644 Binary files a/Scrapy/Tutorial_Images/DirectoryafterMakingFile.png and b/Scrapy/Tutorial_Images/DirectoryafterMakingFile.png differ diff --git a/Scrapy/Tutorial_Images/GettingTitleIndividualCampaignShell.png b/Scrapy/Tutorial_Images/GettingTitleIndividualCampaignShell.png index 959afe6..154015f 100644 Binary files a/Scrapy/Tutorial_Images/GettingTitleIndividualCampaignShell.png and b/Scrapy/Tutorial_Images/GettingTitleIndividualCampaignShell.png differ diff --git a/Scrapy/Tutorial_Images/InspectCampaignTitle.png b/Scrapy/Tutorial_Images/InspectCampaignTitle.png index ff1477f..074448d 100644 Binary files a/Scrapy/Tutorial_Images/InspectCampaignTitle.png and b/Scrapy/Tutorial_Images/InspectCampaignTitle.png differ diff --git a/Scrapy/Tutorial_Images/InspectNext.png b/Scrapy/Tutorial_Images/InspectNext.png index 6008cce..1839355 100644 Binary files a/Scrapy/Tutorial_Images/InspectNext.png and b/Scrapy/Tutorial_Images/InspectNext.png differ diff --git a/Scrapy/Tutorial_Images/ScraperRunning.png b/Scrapy/Tutorial_Images/ScraperRunning.png index 7cbf25d..4084d23 100644 Binary files a/Scrapy/Tutorial_Images/ScraperRunning.png and b/Scrapy/Tutorial_Images/ScraperRunning.png differ diff --git a/Scrapy/Tutorial_Images/StartUrlsFundrazr.png b/Scrapy/Tutorial_Images/StartUrlsFundrazr.png index 6b4e72e..23f42c4 100644 Binary files a/Scrapy/Tutorial_Images/StartUrlsFundrazr.png and b/Scrapy/Tutorial_Images/StartUrlsFundrazr.png differ diff --git a/Scrapy/Tutorial_Images/WebScrapingData1st.png b/Scrapy/Tutorial_Images/WebScrapingData1st.png index e814557..4ec34d1 100644 Binary files a/Scrapy/Tutorial_Images/WebScrapingData1st.png and b/Scrapy/Tutorial_Images/WebScrapingData1st.png differ diff --git a/Scrapy/Tutorial_Images/campaignLink.png b/Scrapy/Tutorial_Images/campaignLink.png index 94552e6..71cc8ca 100644 Binary files a/Scrapy/Tutorial_Images/campaignLink.png and b/Scrapy/Tutorial_Images/campaignLink.png differ diff --git a/Scrapy/Tutorial_Images/codeToGetCampaignLinks.png b/Scrapy/Tutorial_Images/codeToGetCampaignLinks.png index 72bbff8..f0fcc38 100644 Binary files a/Scrapy/Tutorial_Images/codeToGetCampaignLinks.png and b/Scrapy/Tutorial_Images/codeToGetCampaignLinks.png differ diff --git a/Scrapy/Tutorial_Images/dataset.png b/Scrapy/Tutorial_Images/dataset.png index d448488..6a80486 100644 Binary files a/Scrapy/Tutorial_Images/dataset.png and b/Scrapy/Tutorial_Images/dataset.png differ diff --git a/Scrapy/Tutorial_Images/exitScrapyShell.png b/Scrapy/Tutorial_Images/exitScrapyShell.png index e5e8323..cd031ef 100644 Binary files a/Scrapy/Tutorial_Images/exitScrapyShell.png and b/Scrapy/Tutorial_Images/exitScrapyShell.png differ diff --git a/Scrapy/Tutorial_Images/fundrazrProjectDirectory.png b/Scrapy/Tutorial_Images/fundrazrProjectDirectory.png index 1c510f2..f7cc899 100644 Binary files a/Scrapy/Tutorial_Images/fundrazrProjectDirectory.png and b/Scrapy/Tutorial_Images/fundrazrProjectDirectory.png differ diff --git a/Scrapy/Tutorial_Images/fundrazrScrapyCode.png b/Scrapy/Tutorial_Images/fundrazrScrapyCode.png index 6ce5bb9..1f9499b 100644 Binary files a/Scrapy/Tutorial_Images/fundrazrScrapyCode.png and b/Scrapy/Tutorial_Images/fundrazrScrapyCode.png differ diff --git a/Scrapy/Tutorial_Images/individualCampaignLinks.png b/Scrapy/Tutorial_Images/individualCampaignLinks.png index 53426f3..b02a676 100644 Binary files a/Scrapy/Tutorial_Images/individualCampaignLinks.png and b/Scrapy/Tutorial_Images/individualCampaignLinks.png differ diff --git a/Scrapy/Tutorial_Images/individualCampaignTitle.png b/Scrapy/Tutorial_Images/individualCampaignTitle.png index af89865..b45231b 100644 Binary files a/Scrapy/Tutorial_Images/individualCampaignTitle.png and b/Scrapy/Tutorial_Images/individualCampaignTitle.png differ diff --git a/Scrapy/Tutorial_Images/inspectCampaigns.png b/Scrapy/Tutorial_Images/inspectCampaigns.png index 9209621..3a95077 100644 Binary files a/Scrapy/Tutorial_Images/inspectCampaigns.png and b/Scrapy/Tutorial_Images/inspectCampaigns.png differ diff --git a/Scrapy/Tutorial_Images/inspectNextFigure.png b/Scrapy/Tutorial_Images/inspectNextFigure.png index 4c6abe9..c4c0953 100644 Binary files a/Scrapy/Tutorial_Images/inspectNextFigure.png and b/Scrapy/Tutorial_Images/inspectNextFigure.png differ diff --git a/Scrapy/Tutorial_Images/items.png b/Scrapy/Tutorial_Images/items.png index 60f0fdb..2913b9c 100644 Binary files a/Scrapy/Tutorial_Images/items.png and b/Scrapy/Tutorial_Images/items.png differ diff --git a/Scrapy/Tutorial_Images/itemsFundrazr.png b/Scrapy/Tutorial_Images/itemsFundrazr.png index 02ae9ae..c334a3a 100644 Binary files a/Scrapy/Tutorial_Images/itemsFundrazr.png and b/Scrapy/Tutorial_Images/itemsFundrazr.png differ diff --git a/Scrapy/Tutorial_Images/scrapyStartProject.png b/Scrapy/Tutorial_Images/scrapyStartProject.png index 9cdaffc..0851303 100644 Binary files a/Scrapy/Tutorial_Images/scrapyStartProject.png and b/Scrapy/Tutorial_Images/scrapyStartProject.png differ diff --git a/Scrapy/Tutorial_Images/startProject.png b/Scrapy/Tutorial_Images/startProject.png index cd4538c..e03e0c6 100644 Binary files a/Scrapy/Tutorial_Images/startProject.png and b/Scrapy/Tutorial_Images/startProject.png differ diff --git a/Sklearn/CART/dotfiles/iris_depth1_entropy_decisionTree.png b/Sklearn/CART/dotfiles/iris_depth1_entropy_decisionTree.png index fce3e2b..366ac36 100644 Binary files a/Sklearn/CART/dotfiles/iris_depth1_entropy_decisionTree.png and b/Sklearn/CART/dotfiles/iris_depth1_entropy_decisionTree.png differ diff --git a/Sklearn/CART/dotfiles/iris_depth1_gini_decisionTree.png b/Sklearn/CART/dotfiles/iris_depth1_gini_decisionTree.png index c207f09..db2c63e 100644 Binary files a/Sklearn/CART/dotfiles/iris_depth1_gini_decisionTree.png and b/Sklearn/CART/dotfiles/iris_depth1_gini_decisionTree.png differ diff --git a/Sklearn/CART/dotfiles/iris_depth2_gini_decisionTree.png b/Sklearn/CART/dotfiles/iris_depth2_gini_decisionTree.png index dd752d8..6dd32eb 100644 Binary files a/Sklearn/CART/dotfiles/iris_depth2_gini_decisionTree.png and b/Sklearn/CART/dotfiles/iris_depth2_gini_decisionTree.png differ diff --git a/Sklearn/CART/dotfiles/notperfectClassDN1_bad_split.png b/Sklearn/CART/dotfiles/notperfectClassDN1_bad_split.png index 747f102..b54ef4d 100644 Binary files a/Sklearn/CART/dotfiles/notperfectClassDN1_bad_split.png and b/Sklearn/CART/dotfiles/notperfectClassDN1_bad_split.png differ diff --git a/Sklearn/CART/images/BaggedTrees.png b/Sklearn/CART/images/BaggedTrees.png index 777be7b..911b47e 100644 Binary files a/Sklearn/CART/images/BaggedTrees.png and b/Sklearn/CART/images/BaggedTrees.png differ diff --git a/Sklearn/CART/images/DT_brown_blue_green.png b/Sklearn/CART/images/DT_brown_blue_green.png index 1230dda..2d40fd8 100644 Binary files a/Sklearn/CART/images/DT_brown_blue_green.png and b/Sklearn/CART/images/DT_brown_blue_green.png differ diff --git a/Sklearn/CART/images/OnlineConverter.png b/Sklearn/CART/images/OnlineConverter.png index 9a99516..1de616e 100644 Binary files a/Sklearn/CART/images/OnlineConverter.png and b/Sklearn/CART/images/OnlineConverter.png differ diff --git a/Sklearn/CART/images/OnlineConverterRed.png b/Sklearn/CART/images/OnlineConverterRed.png index ce37b1d..7e53253 100644 Binary files a/Sklearn/CART/images/OnlineConverterRed.png and b/Sklearn/CART/images/OnlineConverterRed.png differ diff --git a/Sklearn/CART/images/WindowsExecutablesProblems.png b/Sklearn/CART/images/WindowsExecutablesProblems.png index 4c410f2..27dcf07 100644 Binary files a/Sklearn/CART/images/WindowsExecutablesProblems.png and b/Sklearn/CART/images/WindowsExecutablesProblems.png differ diff --git a/Sklearn/CART/images/commandDotNotFound.png b/Sklearn/CART/images/commandDotNotFound.png index 35827ca..c92fa07 100644 Binary files a/Sklearn/CART/images/commandDotNotFound.png and b/Sklearn/CART/images/commandDotNotFound.png differ diff --git a/Sklearn/CART/images/dot2png.png b/Sklearn/CART/images/dot2png.png index 102b6fa..9e60a73 100644 Binary files a/Sklearn/CART/images/dot2png.png and b/Sklearn/CART/images/dot2png.png differ diff --git a/Sklearn/CART/images/dtreeviz.png b/Sklearn/CART/images/dtreeviz.png index ff8e797..65a9481 100644 Binary files a/Sklearn/CART/images/dtreeviz.png and b/Sklearn/CART/images/dtreeviz.png differ diff --git a/Sklearn/CART/images/entropy_vs_gini.png b/Sklearn/CART/images/entropy_vs_gini.png index 4d78d32..52ba9ec 100644 Binary files a/Sklearn/CART/images/entropy_vs_gini.png and b/Sklearn/CART/images/entropy_vs_gini.png differ diff --git a/Sklearn/CART/images/exampleTreeDone.png b/Sklearn/CART/images/exampleTreeDone.png index 2da2c41..e509b31 100644 Binary files a/Sklearn/CART/images/exampleTreeDone.png and b/Sklearn/CART/images/exampleTreeDone.png differ diff --git a/Sklearn/CART/images/installDotTHENpng.png b/Sklearn/CART/images/installDotTHENpng.png index 563176a..26733d3 100644 Binary files a/Sklearn/CART/images/installDotTHENpng.png and b/Sklearn/CART/images/installDotTHENpng.png differ diff --git a/Sklearn/CART/images/installGraphvizCommandPrompt.png b/Sklearn/CART/images/installGraphvizCommandPrompt.png index 04ecce6..57ee7d8 100644 Binary files a/Sklearn/CART/images/installGraphvizCommandPrompt.png and b/Sklearn/CART/images/installGraphvizCommandPrompt.png differ diff --git a/Sklearn/CART/images/irisGreenLeafBlueDecisionDepth2.png b/Sklearn/CART/images/irisGreenLeafBlueDecisionDepth2.png index 62b641d..9871d98 100644 Binary files a/Sklearn/CART/images/irisGreenLeafBlueDecisionDepth2.png and b/Sklearn/CART/images/irisGreenLeafBlueDecisionDepth2.png differ diff --git a/Sklearn/CART/images/iris_depth1_2f_color_decisionTree.png b/Sklearn/CART/images/iris_depth1_2f_color_decisionTree.png index 4663337..2d87226 100644 Binary files a/Sklearn/CART/images/iris_depth1_2f_color_decisionTree.png and b/Sklearn/CART/images/iris_depth1_2f_color_decisionTree.png differ diff --git a/Sklearn/CART/images/iris_depth1_entropy_decisionTree.png b/Sklearn/CART/images/iris_depth1_entropy_decisionTree.png index cf068e7..9dd4f76 100644 Binary files a/Sklearn/CART/images/iris_depth1_entropy_decisionTree.png and b/Sklearn/CART/images/iris_depth1_entropy_decisionTree.png differ diff --git a/Sklearn/CART/images/iris_depth1_gini_decisionTree.png b/Sklearn/CART/images/iris_depth1_gini_decisionTree.png index 4663337..2d87226 100644 Binary files a/Sklearn/CART/images/iris_depth1_gini_decisionTree.png and b/Sklearn/CART/images/iris_depth1_gini_decisionTree.png differ diff --git a/Sklearn/CART/images/iris_depth2_2f_color_decisionTree.png b/Sklearn/CART/images/iris_depth2_2f_color_decisionTree.png index a2573ad..a920a14 100644 Binary files a/Sklearn/CART/images/iris_depth2_2f_color_decisionTree.png and b/Sklearn/CART/images/iris_depth2_2f_color_decisionTree.png differ diff --git a/Sklearn/CART/images/iris_depth3_2f_color_decisionTree.png b/Sklearn/CART/images/iris_depth3_2f_color_decisionTree.png index 193b015..c42bcbc 100644 Binary files a/Sklearn/CART/images/iris_depth3_2f_color_decisionTree.png and b/Sklearn/CART/images/iris_depth3_2f_color_decisionTree.png differ diff --git a/Sklearn/CART/images/matplotlibdepth3.png b/Sklearn/CART/images/matplotlibdepth3.png index c56bfc9..52867e9 100644 Binary files a/Sklearn/CART/images/matplotlibdepth3.png and b/Sklearn/CART/images/matplotlibdepth3.png differ diff --git a/Sklearn/CART/images/notperfectClassDN1.png b/Sklearn/CART/images/notperfectClassDN1.png index 8022b40..537a030 100644 Binary files a/Sklearn/CART/images/notperfectClassDN1.png and b/Sklearn/CART/images/notperfectClassDN1.png differ diff --git a/Sklearn/CART/images/notperfectClassDN2.png b/Sklearn/CART/images/notperfectClassDN2.png index 357a1fd..4e4fd7b 100644 Binary files a/Sklearn/CART/images/notperfectClassDN2.png and b/Sklearn/CART/images/notperfectClassDN2.png differ diff --git a/Sklearn/CART/images/openTerminal.gif b/Sklearn/CART/images/openTerminal.gif index 371c451..0348b86 100644 Binary files a/Sklearn/CART/images/openTerminal.gif and b/Sklearn/CART/images/openTerminal.gif differ diff --git a/Sklearn/CART/images/plottreedefault.png b/Sklearn/CART/images/plottreedefault.png index cd7b9e8..3570d7c 100644 Binary files a/Sklearn/CART/images/plottreedefault.png and b/Sklearn/CART/images/plottreedefault.png differ diff --git a/Sklearn/CART/images/plottreefncn.png b/Sklearn/CART/images/plottreefncn.png index 13ba7ce..04110e1 100644 Binary files a/Sklearn/CART/images/plottreefncn.png and b/Sklearn/CART/images/plottreefncn.png differ diff --git a/Sklearn/CART/images/terminalDotNotFound.png b/Sklearn/CART/images/terminalDotNotFound.png index 168cb7a..15d1c26 100644 Binary files a/Sklearn/CART/images/terminalDotNotFound.png and b/Sklearn/CART/images/terminalDotNotFound.png differ diff --git a/Sklearn/CART/images/trainTestSplit.png b/Sklearn/CART/images/trainTestSplit.png index 115dccd..9b1dc2b 100644 Binary files a/Sklearn/CART/images/trainTestSplit.png and b/Sklearn/CART/images/trainTestSplit.png differ diff --git a/Sklearn/Logistic_Regression/toy_Digits_ConfusionMatplotlibCodementor.png b/Sklearn/Logistic_Regression/toy_Digits_ConfusionMatplotlibCodementor.png index 91e07dd..719f695 100644 Binary files a/Sklearn/Logistic_Regression/toy_Digits_ConfusionMatplotlibCodementor.png and b/Sklearn/Logistic_Regression/toy_Digits_ConfusionMatplotlibCodementor.png differ diff --git a/Sklearn/Logistic_Regression/toy_Digits_ConfusionSeabornCodementor.png b/Sklearn/Logistic_Regression/toy_Digits_ConfusionSeabornCodementor.png index 24a4a23..415a7dd 100644 Binary files a/Sklearn/Logistic_Regression/toy_Digits_ConfusionSeabornCodementor.png and b/Sklearn/Logistic_Regression/toy_Digits_ConfusionSeabornCodementor.png differ diff --git a/Sklearn/PCA/Tutorial_Images/PCA_timingNew.png b/Sklearn/PCA/Tutorial_Images/PCA_timingNew.png index 73b2304..b89c264 100644 Binary files a/Sklearn/PCA/Tutorial_Images/PCA_timingNew.png and b/Sklearn/PCA/Tutorial_Images/PCA_timingNew.png differ diff --git a/Sklearn/PCA/Tutorial_Images/PCA_timingOLD.png b/Sklearn/PCA/Tutorial_Images/PCA_timingOLD.png index 68ec77d..b2f840e 100644 Binary files a/Sklearn/PCA/Tutorial_Images/PCA_timingOLD.png and b/Sklearn/PCA/Tutorial_Images/PCA_timingOLD.png differ diff --git a/Sklearn/PCA/Tutorial_Images/iris_concatenating_df.png b/Sklearn/PCA/Tutorial_Images/iris_concatenating_df.png index cc0afb9..dd77bc7 100644 Binary files a/Sklearn/PCA/Tutorial_Images/iris_concatenating_df.png and b/Sklearn/PCA/Tutorial_Images/iris_concatenating_df.png differ diff --git a/Sklearn/PCA/Tutorial_Images/iris_keep_2_components.png b/Sklearn/PCA/Tutorial_Images/iris_keep_2_components.png index e03b33f..f98e021 100644 Binary files a/Sklearn/PCA/Tutorial_Images/iris_keep_2_components.png and b/Sklearn/PCA/Tutorial_Images/iris_keep_2_components.png differ diff --git a/Sklearn/PCA/Tutorial_Images/loadData.png b/Sklearn/PCA/Tutorial_Images/loadData.png index 764e593..d436f31 100644 Binary files a/Sklearn/PCA/Tutorial_Images/loadData.png and b/Sklearn/PCA/Tutorial_Images/loadData.png differ diff --git a/Sklearn/PCA/Tutorial_Images/standardization.png b/Sklearn/PCA/Tutorial_Images/standardization.png index 5c92d17..7fcb6c4 100644 Binary files a/Sklearn/PCA/Tutorial_Images/standardization.png and b/Sklearn/PCA/Tutorial_Images/standardization.png differ diff --git a/Statistics/images/1_std_deviation_plus_plot.png b/Statistics/images/1_std_deviation_plus_plot.png index dfaad2e..27e670f 100644 Binary files a/Statistics/images/1_std_deviation_plus_plot.png and b/Statistics/images/1_std_deviation_plus_plot.png differ diff --git a/Statistics/images/2_std_deviation_plus_plot.png b/Statistics/images/2_std_deviation_plus_plot.png index 7f18b3a..d177a76 100644 Binary files a/Statistics/images/2_std_deviation_plus_plot.png and b/Statistics/images/2_std_deviation_plus_plot.png differ diff --git a/Statistics/images/3_std_deviation_plus_plot.png b/Statistics/images/3_std_deviation_plus_plot.png index d6dba15..05e884b 100644 Binary files a/Statistics/images/3_std_deviation_plus_plot.png and b/Statistics/images/3_std_deviation_plus_plot.png differ diff --git a/Statistics/images/68_1_std.png b/Statistics/images/68_1_std.png index 3a8f754..49a2fb7 100644 Binary files a/Statistics/images/68_1_std.png and b/Statistics/images/68_1_std.png differ diff --git a/Statistics/images/68_95_99_rule.png b/Statistics/images/68_95_99_rule.png index e6e0407..644d7a3 100644 Binary files a/Statistics/images/68_95_99_rule.png and b/Statistics/images/68_95_99_rule.png differ diff --git a/Statistics/images/95_2_code.png b/Statistics/images/95_2_code.png index 102b08d..3488f84 100644 Binary files a/Statistics/images/95_2_code.png and b/Statistics/images/95_2_code.png differ diff --git a/Statistics/images/95_2_std.png b/Statistics/images/95_2_std.png index ae2168e..b7502e3 100644 Binary files a/Statistics/images/95_2_std.png and b/Statistics/images/95_2_std.png differ diff --git a/Statistics/images/99_3_code.png b/Statistics/images/99_3_code.png index 1f4c37b..72ceedd 100644 Binary files a/Statistics/images/99_3_code.png and b/Statistics/images/99_3_code.png differ diff --git a/Statistics/images/99_3_std.png b/Statistics/images/99_3_std.png index d3ca8e4..4d48412 100644 Binary files a/Statistics/images/99_3_std.png and b/Statistics/images/99_3_std.png differ diff --git a/Statistics/images/IQRboxplotDistribution.png b/Statistics/images/IQRboxplotDistribution.png index f16c5d3..092a11c 100644 Binary files a/Statistics/images/IQRboxplotDistribution.png and b/Statistics/images/IQRboxplotDistribution.png differ diff --git a/Statistics/images/NormalDistribution.png b/Statistics/images/NormalDistribution.png index 705dc26..0289807 100644 Binary files a/Statistics/images/NormalDistribution.png and b/Statistics/images/NormalDistribution.png differ diff --git a/Statistics/images/NormalDistribution1.png b/Statistics/images/NormalDistribution1.png index f128ee2..e9e912b 100644 Binary files a/Statistics/images/NormalDistribution1.png and b/Statistics/images/NormalDistribution1.png differ diff --git a/Statistics/images/boxplotNormalDistribution.png b/Statistics/images/boxplotNormalDistribution.png index 6437ced..57e8f64 100644 Binary files a/Statistics/images/boxplotNormalDistribution.png and b/Statistics/images/boxplotNormalDistribution.png differ diff --git a/Statistics/images/final_image.png b/Statistics/images/final_image.png index 853f1fb..d697243 100644 Binary files a/Statistics/images/final_image.png and b/Statistics/images/final_image.png differ diff --git a/Statistics/images/interquartileRange.png b/Statistics/images/interquartileRange.png index 447f9d8..52a7e24 100644 Binary files a/Statistics/images/interquartileRange.png and b/Statistics/images/interquartileRange.png differ diff --git a/Statistics/images/point6745math.png b/Statistics/images/point6745math.png index 2edf448..80de84e 100644 Binary files a/Statistics/images/point6745math.png and b/Statistics/images/point6745math.png differ diff --git a/Statistics/images/probabilityDensityFunctionNormalDistribution.png b/Statistics/images/probabilityDensityFunctionNormalDistribution.png index 7cbf62f..6cb817e 100644 Binary files a/Statistics/images/probabilityDensityFunctionNormalDistribution.png and b/Statistics/images/probabilityDensityFunctionNormalDistribution.png differ diff --git a/Statistics/images/simple_boxplot.png b/Statistics/images/simple_boxplot.png index c182756..f21d567 100644 Binary files a/Statistics/images/simple_boxplot.png and b/Statistics/images/simple_boxplot.png differ diff --git a/Statistics/images/simple_whisker.png b/Statistics/images/simple_whisker.png index 1016f34..5cbc5da 100644 Binary files a/Statistics/images/simple_whisker.png and b/Statistics/images/simple_whisker.png differ diff --git a/Statistics/standard_normal_table/ACT_Zoe.png b/Statistics/standard_normal_table/ACT_Zoe.png index 233adcd..d5674e7 100644 Binary files a/Statistics/standard_normal_table/ACT_Zoe.png and b/Statistics/standard_normal_table/ACT_Zoe.png differ diff --git a/Statistics/standard_normal_table/SAT_Mike.png b/Statistics/standard_normal_table/SAT_Mike.png index 7ef4e13..7dffa34 100644 Binary files a/Statistics/standard_normal_table/SAT_Mike.png and b/Statistics/standard_normal_table/SAT_Mike.png differ diff --git a/Statistics/standard_normal_table/standardNormalPositiveZScores.png b/Statistics/standard_normal_table/standardNormalPositiveZScores.png index 7a62b1c..a9fb7b4 100644 Binary files a/Statistics/standard_normal_table/standardNormalPositiveZScores.png and b/Statistics/standard_normal_table/standardNormalPositiveZScores.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_1.png b/TensorFlow/Tutorial_Images/Assign1/prob6_1.png index 77997ac..8dca6ba 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_1.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_1.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_2.png b/TensorFlow/Tutorial_Images/Assign1/prob6_2.png index 9b393d3..f039136 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_2.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_2.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_3.png b/TensorFlow/Tutorial_Images/Assign1/prob6_3.png index b9d4473..aeac631 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_3.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_3.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_4.png b/TensorFlow/Tutorial_Images/Assign1/prob6_4.png index e79dff7..a7a6dd1 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_4.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_4.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_5.png b/TensorFlow/Tutorial_Images/Assign1/prob6_5.png index f5a443c..63d5e48 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_5.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_5.png differ diff --git a/TensorFlow/Tutorial_Images/Assign1/prob6_6.png b/TensorFlow/Tutorial_Images/Assign1/prob6_6.png index f36f70b..0ac558b 100644 Binary files a/TensorFlow/Tutorial_Images/Assign1/prob6_6.png and b/TensorFlow/Tutorial_Images/Assign1/prob6_6.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Computation_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Computation_Graph.png index e5c08ad..4236d86 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Computation_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Computation_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Code.png b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Code.png index 1b43c81..8c87d21 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Code.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Code.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Graph.png index 3de927d..dd5b259 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Confusion_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Session_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Session_Graph.png index cd61cff..ec4ca5d 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Session_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/Gradient_Session_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Computation_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Computation_Graph.png index d71b8d7..7944edc 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Computation_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Computation_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Code.png b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Code.png index a562032..d947b66 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Code.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Code.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Graph.png index 4b5cf9d..3884d70 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Confusion_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Session.png b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Session.png index 5e80c79..79a144f 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Session.png and b/TensorFlow/Tutorial_Images/Assign2/Improved/SGD_Neural_Session.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Computation_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Computation_Graph.png index e5ffb36..d22bf80 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Computation_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Computation_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Cost_Accuracy.png b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Cost_Accuracy.png index b92dec7..c52a02e 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Cost_Accuracy.png and b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Cost_Accuracy.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Session_graph.png b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Session_graph.png index 2d9a922..62f347b 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Session_graph.png and b/TensorFlow/Tutorial_Images/Assign2/Original/Gradient_Session_graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Computation_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Computation_Graph.png index dc16f26..96437a8 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Computation_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Computation_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Session_Graph.png b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Session_Graph.png index 18d5f1c..0cc6ef1 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Session_Graph.png and b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_Session_Graph.png differ diff --git a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_cost_validation.png b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_cost_validation.png index bb65932..46b658e 100644 Binary files a/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_cost_validation.png and b/TensorFlow/Tutorial_Images/Assign2/Original/SGD_Neural_cost_validation.png differ diff --git a/Time_Series/PythonTutorials.png b/Time_Series/PythonTutorials.png index 2efb2b2..a6c2e72 100644 Binary files a/Time_Series/PythonTutorials.png and b/Time_Series/PythonTutorials.png differ