diff --git a/release/M4L.RhythmVAE.amxd b/release/M4L.RhythmVAE.amxd
index 1401ac5..81572e1 100644
Binary files a/release/M4L.RhythmVAE.amxd and b/release/M4L.RhythmVAE.amxd differ
diff --git a/rhythmvae.maxpat b/rhythmvae.maxpat
index 3a5043a..9f66d1c 100644
--- a/rhythmvae.maxpat
+++ b/rhythmvae.maxpat
@@ -3,14 +3,14 @@
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@@ -56,14 +91,15 @@
 , 			{
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@@ -1468,15 +1476,16 @@
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@@ -1593,13 +1603,15 @@
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@@ -1616,8 +1628,8 @@
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@@ -3445,8 +3467,8 @@
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@@ -3619,7 +3641,7 @@
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 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
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 					"presentation" : 1,
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+					"presentation_rect" : [ 173.216102361679077, 106.128646850585966, 29.0, 20.0 ],
 					"text" : "Loss",
 					"textcolor" : [ 0.996078431372549, 0.996078431372549, 0.996078431372549, 1.0 ]
 				}
@@ -3667,15 +3691,18 @@
 			}
 , 			{
 				"box" : 				{
+					"fontname" : "Ableton Sans Light",
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 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
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 					"presentation" : 1,
 					"presentation_linecount" : 2,
-					"presentation_rect" : [ 4.0, 66.0, 80.0, 33.0 ],
-					"text" : "# of bars in training data",
+					"presentation_rect" : [ 5.0, 78.420391639653786, 103.0, 28.0 ],
+					"text" : "# of bars \nin training data",
 					"textcolor" : [ 0.996078431372549, 0.996078431372549, 0.996078431372549, 1.0 ]
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@@ -3691,9 +3718,9 @@
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@@ -3718,7 +3745,7 @@
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 					"numoutlets" : 1,
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+					"patching_rect" : [ 277.5, 251.371353149414062, 65.0, 22.0 ],
 					"text" : "clear_train"
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@@ -3733,9 +3760,9 @@
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 					"presentation" : 1,
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@@ -3763,9 +3790,9 @@
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 					"parameter_mappable" : 0,
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 					"presentation" : 1,
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@@ -3793,9 +3820,9 @@
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 					"parameter_enable" : 1,
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-					"patching_rect" : [ 320.75, 423.0, 44.0, 15.0 ],
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 					"presentation" : 1,
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+					"presentation_rect" : [ 73.75, 84.0, 44.0, 15.0 ],
 					"saved_attribute_attributes" : 					{
 						"valueof" : 						{
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@@ -3819,7 +3846,7 @@
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 					"numoutlets" : 1,
 					"outlettype" : [ "" ],
-					"patching_rect" : [ 385.0, 765.0, 90.0, 22.0 ],
+					"patching_rect" : [ 392.0, 825.0, 90.0, 22.0 ],
 					"text" : "prepend setcell"
 				}
 
@@ -3831,6 +3858,7 @@
 					"columns" : 32,
 					"direction" : 0,
 					"id" : "obj-18",
+					"ignoreclick" : 1,
 					"marker_vertical" : 0,
 					"matrixmode" : 1,
 					"maxclass" : "live.grid",
@@ -3838,9 +3866,10 @@
 					"numoutlets" : 6,
 					"outlettype" : [ "", "", "", "", "", "" ],
 					"parameter_enable" : 1,
-					"patching_rect" : [ 385.0, 809.5, 479.0, 129.5 ],
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 					"presentation" : 1,
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+					"presentation_rect" : [ 456.091102361679077, 28.467153284671532, 363.0, 136.465783279307573 ],
+					"rounded" : 1.0,
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 					"saved_attribute_attributes" : 					{
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@@ -3863,7 +3892,7 @@
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 					"numoutlets" : 1,
 					"outlettype" : [ "" ],
-					"patching_rect" : [ 150.666666666666657, 462.0, 72.0, 22.0 ],
+					"patching_rect" : [ 157.666666666666657, 522.0, 72.0, 22.0 ],
 					"text" : "prepend set"
 				}
 
@@ -3874,9 +3903,9 @@
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
-					"patching_rect" : [ 1420.0, 200.0, 46.0, 20.0 ],
+					"patching_rect" : [ 1427.0, 260.0, 46.0, 20.0 ],
 					"presentation" : 1,
-					"presentation_rect" : [ 247.625, 80.467153284671525, 19.0, 20.0 ],
+					"presentation_rect" : [ 247.716102361679077, 80.467153284671525, 18.0, 20.0 ],
 					"text" : "/",
 					"textcolor" : [ 0.92156862745098, 0.92156862745098, 0.92156862745098, 1.0 ]
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@@ -3889,7 +3918,7 @@
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 					"outlettype" : [ "" ],
-					"patching_rect" : [ 102.666666666666657, 568.083328247070312, 64.0, 22.0 ],
+					"patching_rect" : [ 109.666666666666657, 628.083328247070312, 64.0, 22.0 ],
 					"text" : "epochs $1"
 				}
 
@@ -3904,9 +3933,9 @@
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 					"outlettype" : [ "", "bang" ],
 					"parameter_enable" : 0,
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+					"patching_rect" : [ 109.666666666666657, 522.0, 51.0, 19.0 ],
 					"presentation" : 1,
-					"presentation_rect" : [ 218.625, 80.467153284671525, 29.25, 19.0 ],
+					"presentation_rect" : [ 216.966102361679077, 80.467153284671525, 29.25, 19.0 ],
 					"triangle" : 0
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@@ -3918,7 +3947,7 @@
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 					"outlettype" : [ "int", "int" ],
-					"patching_rect" : [ 102.666666666666657, 428.0, 67.0, 22.0 ],
+					"patching_rect" : [ 109.666666666666657, 488.0, 67.0, 22.0 ],
 					"text" : "unpack 0 0"
 				}
 
@@ -3934,8 +3963,8 @@
 						"fileversion" : 1,
 						"appversion" : 						{
 							"major" : 8,
-							"minor" : 1,
-							"revision" : 0,
+							"minor" : 0,
+							"revision" : 8,
 							"architecture" : "x64",
 							"modernui" : 1
 						}
@@ -3979,8 +4008,8 @@
 										"fileversion" : 1,
 										"appversion" : 										{
 											"major" : 8,
-											"minor" : 1,
-											"revision" : 0,
+											"minor" : 0,
+											"revision" : 8,
 											"architecture" : "x64",
 											"modernui" : 1
 										}
@@ -4036,8 +4065,8 @@
 														"fileversion" : 1,
 														"appversion" : 														{
 															"major" : 8,
-															"minor" : 1,
-															"revision" : 0,
+															"minor" : 0,
+															"revision" : 8,
 															"architecture" : "x64",
 															"modernui" : 1
 														}
@@ -4612,8 +4641,8 @@
 										"fileversion" : 1,
 										"appversion" : 										{
 											"major" : 8,
-											"minor" : 1,
-											"revision" : 0,
+											"minor" : 0,
+											"revision" : 8,
 											"architecture" : "x64",
 											"modernui" : 1
 										}
@@ -4669,8 +4698,8 @@
 														"fileversion" : 1,
 														"appversion" : 														{
 															"major" : 8,
-															"minor" : 1,
-															"revision" : 0,
+															"minor" : 0,
+															"revision" : 8,
 															"architecture" : "x64",
 															"modernui" : 1
 														}
@@ -5255,8 +5284,8 @@
 										"fileversion" : 1,
 										"appversion" : 										{
 											"major" : 8,
-											"minor" : 1,
-											"revision" : 0,
+											"minor" : 0,
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 											"architecture" : "x64",
 											"modernui" : 1
 										}
@@ -5349,8 +5378,8 @@
 														"fileversion" : 1,
 														"appversion" : 														{
 															"major" : 8,
-															"minor" : 1,
-															"revision" : 0,
+															"minor" : 0,
+															"revision" : 8,
 															"architecture" : "x64",
 															"modernui" : 1
 														}
@@ -5843,7 +5872,7 @@
  ]
 					}
 ,
-					"patching_rect" : [ 1087.5, 436.5, 75.0, 22.0 ],
+					"patching_rect" : [ 1094.5, 496.5, 75.0, 22.0 ],
 					"saved_object_attributes" : 					{
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 						"digest" : "",
@@ -5862,7 +5891,7 @@
 					"numinlets" : 2,
 					"numoutlets" : 1,
 					"outlettype" : [ "" ],
-					"patching_rect" : [ 891.0, 301.5, 169.0, 22.0 ],
+					"patching_rect" : [ 898.0, 361.5, 169.0, 22.0 ],
 					"text" : "display_seq $1, target_seq $1"
 				}
 
@@ -5874,35 +5903,37 @@
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
-					"patching_rect" : [ 1229.0, 706.0, 138.0, 38.0 ],
+					"patching_rect" : [ 1236.0, 766.0, 138.0, 38.0 ],
 					"text" : "Chose MIDI Output\n"
 				}
 
 			}
 , 			{
 				"box" : 				{
+					"fontsize" : 10.0,
 					"id" : "obj-25",
-					"maxclass" : "live.toggle",
+					"maxclass" : "live.text",
 					"numinlets" : 1,
-					"numoutlets" : 1,
-					"outlettype" : [ "" ],
+					"numoutlets" : 2,
+					"outlettype" : [ "", "" ],
 					"parameter_enable" : 1,
 					"parameter_mappable" : 0,
-					"patching_rect" : [ 1066.0, 69.75, 83.0, 82.242706298828125 ],
+					"patching_rect" : [ 1073.0, 129.75, 44.0, 15.0 ],
 					"presentation" : 1,
-					"presentation_rect" : [ 462.0, 4.25, 30.0, 25.121353149414062 ],
+					"presentation_rect" : [ 456.091102361679077, 6.9375, 51.0, 15.0 ],
 					"saved_attribute_attributes" : 					{
 						"valueof" : 						{
 							"parameter_shortname" : "live.menu",
-							"parameter_enum" : [ "note", "velocity", "duration" ],
+							"parameter_enum" : [ "val1", "val2" ],
 							"parameter_type" : 2,
 							"parameter_longname" : "live.menu[3]",
-							"parameter_invisible" : 2,
-							"parameter_mmax" : 2
+							"parameter_mmax" : 1
 						}
 
 					}
 ,
+					"text" : "disabled",
+					"texton" : "enabled",
 					"varname" : "live.toggle[1]"
 				}
 
@@ -5915,7 +5946,7 @@
 					"numoutlets" : 2,
 					"outlettype" : [ "", "bang" ],
 					"parameter_enable" : 0,
-					"patching_rect" : [ 1066.0, 659.0, 50.0, 22.0 ]
+					"patching_rect" : [ 1073.0, 719.0, 50.0, 22.0 ]
 				}
 
 			}
@@ -5926,7 +5957,7 @@
 					"numinlets" : 2,
 					"numoutlets" : 2,
 					"outlettype" : [ "", "" ],
-					"patching_rect" : [ 1066.0, 620.0, 92.0, 22.0 ],
+					"patching_rect" : [ 1073.0, 680.0, 92.0, 22.0 ],
 					"text" : "zl slice 1"
 				}
 
@@ -5941,7 +5972,7 @@
 					"outlettype" : [ "int", "", "" ],
 					"parameter_enable" : 0,
 					"parameter_mappable" : 0,
-					"patching_rect" : [ 891.0, 240.5, 100.0, 22.0 ]
+					"patching_rect" : [ 898.0, 300.5, 100.0, 22.0 ]
 				}
 
 			}
@@ -5953,7 +5984,7 @@
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 					"parameter_enable" : 0,
-					"patching_rect" : [ 891.0, 269.742706298828125, 50.0, 22.0 ]
+					"patching_rect" : [ 898.0, 329.742706298828125, 50.0, 22.0 ]
 				}
 
 			}
@@ -5966,7 +5997,7 @@
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 					"numoutlets" : 1,
 					"outlettype" : [ "" ],
-					"patching_rect" : [ 891.0, 381.5, 59.0, 23.0 ],
+					"patching_rect" : [ 898.0, 441.5, 59.0, 23.0 ],
 					"text" : "mode $1"
 				}
 
@@ -5981,7 +6012,7 @@
 					"outlettype" : [ "int", "", "" ],
 					"parameter_enable" : 0,
 					"parameter_mappable" : 0,
-					"patching_rect" : [ 891.0, 348.5, 147.5, 22.0 ]
+					"patching_rect" : [ 898.0, 408.5, 147.5, 22.0 ]
 				}
 
 			}
@@ -5992,7 +6023,7 @@
 					"numinlets" : 2,
 					"numoutlets" : 1,
 					"outlettype" : [ "int" ],
-					"patching_rect" : [ 1066.0, 261.257293701171875, 108.0, 22.0 ],
+					"patching_rect" : [ 1073.0, 321.257293701171875, 108.0, 22.0 ],
 					"text" : "count_for_me 32"
 				}
 
@@ -6004,21 +6035,22 @@
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
-					"patching_rect" : [ 1244.5, 225.871353149414062, 82.0, 33.0 ],
+					"patching_rect" : [ 1251.5, 285.871353149414062, 82.0, 33.0 ],
 					"text" : "restart the sequence"
 				}
 
 			}
 , 			{
 				"box" : 				{
-					"fontsize" : 12.0,
+					"fontname" : "Ableton Sans Light",
+					"fontsize" : 9.0,
 					"id" : "obj-34",
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
-					"patching_rect" : [ 1198.0, 168.242706298828125, 68.0, 20.0 ],
+					"patching_rect" : [ 1205.0, 228.242706298828125, 57.0, 17.0 ],
 					"presentation" : 1,
-					"presentation_rect" : [ 613.820754716981128, 6.0, 44.0, 20.0 ],
+					"presentation_rect" : [ 611.411857078660205, 5.9375, 35.0, 17.0 ],
 					"text" : "shuffle",
 					"textcolor" : [ 0.996078431372549, 0.996078431372549, 0.996078431372549, 1.0 ],
 					"textjustification" : 1
@@ -6035,9 +6067,9 @@
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 					"parameter_mappable" : 0,
-					"patching_rect" : [ 1155.0, 169.242706298828125, 37.0, 18.0 ],
+					"patching_rect" : [ 1162.0, 229.242706298828125, 37.0, 18.0 ],
 					"presentation" : 1,
-					"presentation_rect" : [ 657.820754716981128, 6.0, 37.0, 18.0 ],
+					"presentation_rect" : [ 651.411857078660205, 5.4375, 37.0, 18.0 ],
 					"saved_attribute_attributes" : 					{
 						"valueof" : 						{
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@@ -6063,7 +6095,7 @@
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 					"numoutlets" : 2,
 					"outlettype" : [ "", "bang" ],
-					"patching_rect" : [ 1066.0, 193.5, 108.0, 22.0 ],
+					"patching_rect" : [ 1073.0, 253.5, 108.0, 22.0 ],
 					"text" : "shuffle_metro 0.25"
 				}
 
@@ -6075,7 +6107,7 @@
 					"numinlets" : 1,
 					"numoutlets" : 1,
 					"outlettype" : [ "" ],
-					"patching_rect" : [ 1255.5, 288.257293701171875, 73.0, 22.0 ],
+					"patching_rect" : [ 1262.5, 348.257293701171875, 73.0, 22.0 ],
 					"text" : "setup_1_16"
 				}
 
@@ -6087,7 +6119,7 @@
 					"numinlets" : 1,
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 					"outlettype" : [ "bang" ],
-					"patching_rect" : [ 1255.5, 261.257293701171875, 60.0, 22.0 ],
+					"patching_rect" : [ 1262.5, 321.257293701171875, 60.0, 22.0 ],
 					"text" : "loadbang"
 				}
 
@@ -6099,7 +6131,7 @@
 					"numinlets" : 2,
 					"numoutlets" : 2,
 					"outlettype" : [ "float", "float" ],
-					"patching_rect" : [ 1139.0, 666.0, 252.0, 22.0 ],
+					"patching_rect" : [ 1146.0, 726.0, 252.0, 22.0 ],
 					"text" : "makenote_for_me @velocity 1 @timeshift 1"
 				}
 
@@ -6110,7 +6142,7 @@
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 					"numinlets" : 3,
 					"numoutlets" : 0,
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+					"patching_rect" : [ 1146.0, 774.0, 49.0, 22.0 ],
 					"text" : "noteout"
 				}
 
@@ -6127,7 +6159,7 @@
 					"numoutlets" : 5,
 					"outlettype" : [ "", "", "", "", "" ],
 					"parameter_enable" : 1,
-					"patching_rect" : [ 1066.0, 475.0, 332.0, 114.166656494140625 ],
+					"patching_rect" : [ 1073.0, 535.0, 332.0, 114.166656494140625 ],
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@@ -6155,7 +6187,7 @@
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
-					"patching_rect" : [ 1172.0, 851.0, 63.0, 57.0 ],
+					"patching_rect" : [ 1559.5, 931.0, 63.0, 57.0 ],
 					"text" : "Let other input MIDI messages pass through this patch"
 				}
 
@@ -6168,7 +6200,7 @@
 					"maxclass" : "comment",
 					"numinlets" : 1,
 					"numoutlets" : 0,
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+					"patching_rect" : [ 1502.0, 914.5, 55.0, 18.0 ],
 					"text" : "MIDI thru"
 				}
 
@@ -6181,7 +6213,7 @@
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 					"destination" : [ "obj-1", 0 ],
-					"midpoints" : [ 116.64285714285711, 276.185676574707031, 88.0, 276.185676574707031 ],
+					"midpoints" : [ 123.64285714285711, 336.185676574707031, 95.0, 336.185676574707031 ],
 					"source" : [ "obj-92", 0 ]
 				}
 
@@ -7602,7 +7636,7 @@
 , 			{
 				"patchline" : 				{
 					"destination" : [ "obj-1", 0 ],
-					"midpoints" : [ 28.5, 263.935676574707031, 88.0, 263.935676574707031 ],
+					"midpoints" : [ 35.5, 323.935676574707031, 95.0, 323.935676574707031 ],
 					"source" : [ "obj-94", 0 ]
 				}
 
@@ -7610,7 +7644,7 @@
 , 			{
 				"patchline" : 				{
 					"destination" : [ "obj-1", 0 ],
-					"midpoints" : [ 556.5, 298.75, 88.0, 298.75 ],
+					"midpoints" : [ 563.5, 358.75, 95.0, 358.75 ],
 					"source" : [ "obj-95", 0 ]
 				}
 
@@ -7638,32 +7672,31 @@
 			}
  ],
 		"parameters" : 		{
-			"obj-96" : [ "live.numbox[9]", "live.numbox[5]", 0 ],
-			"obj-18" : [ "live.grid", "live.grid", 0 ],
-			"obj-67" : [ "live.text", "live.text", 0 ],
-			"obj-100" : [ "live.numbox[12]", "live.numbox[5]", 0 ],
 			"obj-87" : [ "live.numbox[7]", "live.numbox[5]", 0 ],
+			"obj-65" : [ "live.numbox", "live.numbox", 0 ],
+			"obj-25" : [ "live.menu[3]", "live.menu", 0 ],
 			"obj-97" : [ "live.numbox[10]", "live.numbox[5]", 0 ],
 			"obj-24" : [ "X", "X", 0 ],
-			"obj-22" : [ "pictslider", "pictslider", 0 ],
 			"obj-83" : [ "live.numbox[3]", "live.numbox", 0 ],
-			"obj-25" : [ "live.menu[3]", "live.menu", 0 ],
 			"obj-15" : [ "live.menu", "live.menu", 0 ],
 			"obj-75" : [ "live.text[2]", "live.text", 0 ],
-			"obj-43" : [ "live.step", "live.step", 0 ],
-			"obj-35" : [ "shuffle", "shuffle", 0 ],
-			"obj-86" : [ "live.text[5]", "live.text[5]", 0 ],
+			"obj-67" : [ "live.text", "live.text", 0 ],
 			"obj-112" : [ "live.numbox[13]", "live.numbox[5]", 0 ],
 			"obj-62" : [ "live.numbox[5]", "live.numbox[5]", 0 ],
 			"obj-90" : [ "live.numbox[8]", "live.numbox[5]", 0 ],
-			"obj-68" : [ "live.text[1]", "live.text", 0 ],
+			"obj-18" : [ "live.grid", "live.grid", 0 ],
+			"obj-100" : [ "live.numbox[12]", "live.numbox[5]", 0 ],
+			"obj-43" : [ "live.step", "live.step", 0 ],
 			"obj-98" : [ "live.numbox[11]", "live.numbox[5]", 0 ],
 			"obj-28" : [ "Y", "Y", 0 ],
+			"obj-73" : [ "live.numbox[6]", "live.numbox[5]", 0 ],
+			"obj-22" : [ "pictslider", "pictslider", 0 ],
 			"obj-9" : [ "live.text[4]", "live.text", 0 ],
-			"obj-55" : [ "timeshift", "timeshift", 0 ],
+			"obj-68" : [ "live.text[1]", "live.text", 0 ],
 			"obj-2" : [ "live.text[3]", "live.text", 0 ],
-			"obj-65" : [ "live.numbox", "live.numbox", 0 ],
-			"obj-73" : [ "live.numbox[6]", "live.numbox[5]", 0 ],
+			"obj-96" : [ "live.numbox[9]", "live.numbox[5]", 0 ],
+			"obj-35" : [ "shuffle", "shuffle", 0 ],
+			"obj-55" : [ "timeshift", "timeshift", 0 ],
 			"parameterbanks" : 			{
 
 			}
@@ -7672,35 +7705,35 @@
 ,
 		"dependency_cache" : [ 			{
 				"name" : "rhythmvae.js",
-				"bootpath" : "~/git/_Public/RhythmVAE_M4L",
+				"bootpath" : "~/Documents/GitHub/RhythmVAE_M4L",
 				"patcherrelativepath" : ".",
 				"type" : "TEXT",
 				"implicit" : 1
 			}
 , 			{
 				"name" : "makenote_for_me.maxpat",
-				"bootpath" : "~/git/_Public/RhythmVAE_M4L/subpatches",
+				"bootpath" : "~/Documents/GitHub/RhythmVAE_M4L/subpatches",
 				"patcherrelativepath" : "./subpatches",
 				"type" : "JSON",
 				"implicit" : 1
 			}
 , 			{
 				"name" : "setup_1_16.maxpat",
-				"bootpath" : "~/git/_Public/RhythmVAE_M4L/subpatches",
+				"bootpath" : "~/Documents/GitHub/RhythmVAE_M4L/subpatches",
 				"patcherrelativepath" : "./subpatches",
 				"type" : "JSON",
 				"implicit" : 1
 			}
 , 			{
 				"name" : "shuffle_metro.maxpat",
-				"bootpath" : "~/git/_Public/RhythmVAE_M4L/subpatches",
+				"bootpath" : "~/Documents/GitHub/RhythmVAE_M4L/subpatches",
 				"patcherrelativepath" : "./subpatches",
 				"type" : "JSON",
 				"implicit" : 1
 			}
 , 			{
 				"name" : "count_for_me.maxpat",
-				"bootpath" : "~/git/_Public/RhythmVAE_M4L/subpatches",
+				"bootpath" : "~/Documents/GitHub/RhythmVAE_M4L/subpatches",
 				"patcherrelativepath" : "./subpatches",
 				"type" : "JSON",
 				"implicit" : 1