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--- a/f22/andy_lec_notes/lec_35/lec35_plotting1_complete.ipynb
+++ b/f22/andy_lec_notes/lec_35/lec35_plotting1_complete.ipynb
--- a/f22/andy_lec_notes/lec_35/lec35_plotting1_template.ipynb
+++ b/f22/andy_lec_notes/lec_35/lec35_plotting1_template.ipynb
--- a/f22/andy_lec_notes/lec_35/readme.md
+++ b/f22/andy_lec_notes/lec_35/readme.md
--- a/f22/andy_lec_notes/lec_36/iris-flowers.db
+++ b/f22/andy_lec_notes/lec_36/iris-flowers.db
--- a/f22/andy_lec_notes/lec_36/iris.csv
+++ b/f22/andy_lec_notes/lec_36/iris.csv
--- a/f22/andy_lec_notes/lec37_Dec07_Plotting2/lec_37_plotting2_scatter_plots.ipynb
+++ b/f22/andy_lec_notes/lec37_Dec07_Plotting2/lec_37_plotting2_scatter_plots.ipynb
--- a/f22/andy_lec_notes/lec37_Dec07_Plotting2/lec_37_plotting2_scatter_plots_template.ipynb
+++ b/f22/andy_lec_notes/lec37_Dec07_Plotting2/lec_37_plotting2_scatter_plots_template.ipynb
--- a/f22/andy_lec_notes/lec_36/readme.md
+++ b/f22/andy_lec_notes/lec_36/readme.md
--- a/f22/andy_lec_notes/lec_37/fire_hydrants.csv
+++ b/f22/andy_lec_notes/lec_37/fire_hydrants.csv
--- a/f22/andy_lec_notes/lec_37/lec37_plotting3_complete.ipynb
+++ b/f22/andy_lec_notes/lec_37/lec37_plotting3_complete.ipynb
--- a/f22/andy_lec_notes/lec_37/lec37_plotting3_template.ipynb
+++ b/f22/andy_lec_notes/lec_37/lec37_plotting3_template.ipynb
--- a/f22/andy_lec_notes/lec_37/readme.md
+++ b/f22/andy_lec_notes/lec_37/readme.md
--- a/f22/andy_lec_notes/lec_38/lec38_plotting4_complete.ipynb
+++ b/f22/andy_lec_notes/lec_38/lec38_plotting4_complete.ipynb
--- a/f22/andy_lec_notes/lec_38/lec38_plotting4_template.ipynb
+++ b/f22/andy_lec_notes/lec_38/lec38_plotting4_template.ipynb
--- a/f22/andy_lec_notes/lec_38/readme.md
+++ b/f22/andy_lec_notes/lec_38/readme.md
--- a/f22/andy_lec_notes/lec_36/lec36_plotting2_850.ipynb
+++ b/f22/andy_lec_notes/lec_36/lec36_plotting2_850.ipynb
--- a/f22/meena_lec_notes/lec-32/.ipynb_checkpoints/demo_lec_31-checkpoint.ipynb
+++ b/f22/meena_lec_notes/lec-32/.ipynb_checkpoints/demo_lec_31-checkpoint.ipynb
--- a/f22/meena_lec_notes/lec-32/.ipynb_checkpoints/demo_lec_31_template-checkpoint.ipynb
+++ b/f22/meena_lec_notes/lec-32/.ipynb_checkpoints/demo_lec_31_template-checkpoint.ipynb
--- a/f22/meena_lec_notes/lec-33/.ipynb_checkpoints/web3-checkpoint.ipynb
+++ b/f22/meena_lec_notes/lec-33/.ipynb_checkpoints/web3-checkpoint.ipynb
--- a/f22/meena_lec_notes/lec-33/lec_33_database2.ipynb
+++ b/f22/meena_lec_notes/lec-33/lec_33_database2.ipynb
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