From 44ec4429582d885cbaa7f430f0f9f138cafd4fc6 Mon Sep 17 00:00:00 2001
From: jaseg <git-bigdata-wsl-arch@jaseg.de>
Date: Wed, 14 Jul 2021 16:09:41 +0200
Subject: [PATCH] fix line dump

---
 Artix-7-HDMI-processing.xpr            |   2 +-
 src/top.v                              |  18 ++--
 src/window_matcher.v                   |   7 +-
 test_bench/window_matcher_tb_gen.ipynb | 129 +++++++++++--------------
 4 files changed, 74 insertions(+), 82 deletions(-)

diff --git a/Artix-7-HDMI-processing.xpr b/Artix-7-HDMI-processing.xpr
index d6de6dc..4c354c1 100644
--- a/Artix-7-HDMI-processing.xpr
+++ b/Artix-7-HDMI-processing.xpr
@@ -42,7 +42,7 @@
     <Option Name="IPUserFilesDir" Val="$PIPUSERFILESDIR"/>
     <Option Name="IPStaticSourceDir" Val="$PIPUSERFILESDIR/ipstatic"/>
     <Option Name="EnableBDX" Val="FALSE"/>
-    <Option Name="WTXSimLaunchSim" Val="542"/>
+    <Option Name="WTXSimLaunchSim" Val="549"/>
     <Option Name="WTModelSimLaunchSim" Val="0"/>
     <Option Name="WTQuestaLaunchSim" Val="0"/>
     <Option Name="WTIesLaunchSim" Val="0"/>
diff --git a/src/top.v b/src/top.v
index d05691c..e943da8 100644
--- a/src/top.v
+++ b/src/top.v
@@ -223,8 +223,10 @@ always @(posedge clk) begin
 	end
 	
 	if (out_data_valid) begin
-		payload_buf[payload_w_idx] <= out_data;
-		payload_w_idx <= payload_w_idx + 1;
+		if (payload_w_idx != PAYLOAD_BUF_SIZE) begin
+			payload_buf[payload_w_idx] <= out_data;
+			payload_w_idx <= payload_w_idx + 1;
+		end
 	end
 	
 	payload_r_data <= payload_buf[spi_payload_r_idx];
@@ -371,20 +373,20 @@ window_matcher window_matcher_i (
 ila_0 i_ila_0 (
 	.clk(clk),
 	
-	.probe0({4'b0000, spi_cmd_word}),
-	.probe1({4'b0000, rxbuf_dbg}),
+	.probe0(payload_w_idx[11:0]),
+	.probe1(spi_payload_r_idx[11:0]),
 	.probe2(scan_x_dbg),
 	.probe3(scan_y_dbg),
-	.probe4({4'b0000, spi_cmd_idx}),
+	.probe4(payload_r_data),
 	.probe5(in_blank),
 	.probe6(spi_cmd_step),
 	.probe7(in_vsync),
-	.probe8(spi_data_out),
+	.probe8(spi_data_in),
 	.probe9(temu_in_valid),
 	.probe10(spi_cmd_begin),
 	.probe11(spi_cmd_active),
-	.probe12(win_blank),
-	.probe13(win_locked),
+	.probe12(spi_payload_byte[0]),
+	.probe13(spi_payload_byte[1]),
 	.probe14(out_data_en),
 	.probe15(out_data_valid),
 	.probe16(sck),
diff --git a/src/window_matcher.v b/src/window_matcher.v
index 46a471e..6157979 100644
--- a/src/window_matcher.v
+++ b/src/window_matcher.v
@@ -257,6 +257,8 @@ module window_matcher(
 			win_y_int <= 0;
 			win_w_int <= 0;
 			win_h_int <= 0;
+			dval_x_reg <= 0;
+			dval_y_reg <= 0;
 		end
 		
 		if (!rst) begin
@@ -304,9 +306,8 @@ module window_matcher(
 				if (scan_x == win_x_int && out_data_en) begin
 					out_data_valid <= 1;
 					dval_x_reg <= 1;
-				end
-				
-				if (out_data_en) begin
+					
+				end else if (out_data_en) begin
 					dval_x_reg <= dval_x_reg + 1;
 				end
 				
diff --git a/test_bench/window_matcher_tb_gen.ipynb b/test_bench/window_matcher_tb_gen.ipynb
index 951d741..a01ee65 100644
--- a/test_bench/window_matcher_tb_gen.ipynb
+++ b/test_bench/window_matcher_tb_gen.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "sublime-leave",
+   "id": "antique-bearing",
    "metadata": {},
    "source": [
     "# Window Matcher Testcase Generator"
@@ -11,7 +11,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "unauthorized-boston",
+   "id": "descending-variety",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,8 +32,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "id": "strong-motivation",
+   "execution_count": 2,
+   "id": "animated-startup",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -132,8 +132,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
-   "id": "interested-silence",
+   "execution_count": 3,
+   "id": "flying-picking",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,8 +142,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "professional-register",
+   "execution_count": 4,
+   "id": "african-exclusive",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,8 +152,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "soviet-peter",
+   "execution_count": 5,
+   "id": "frequent-terminal",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -176,13 +176,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "selective-fundamental",
+   "execution_count": 6,
+   "id": "modular-shell",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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AwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRzZzRdV1fNJziTZSHK+tXZPVd2Y5G+S/HKS55P8Xmvt1YOJCfuju8yR3jJXussc7OWZ399orb2/tXbP4vOHkjzZWrs7yZOLz6FHussc6S1zpbt0bZmXPdyf5JHFx48k+fjSaWAaussc6S1zpbt0ZbfjtyV5oqq+XFXHF/fd2lp7KUkWt7ccREBYku4yR3rLXOku3dvVa36TfKi19mJV3ZLki1X1zd0eYFH+40lyXa7fR0RYiu4yR3rLXOku3dvVM7+ttRcXt6eTPJbk3iSnquq2JFncnt7mex9urd3TWrvnmhxdTWrYJd1ljvSWudJd5uCK47eq3lZVN1z8OMlHkjyT5PEkDy6+7MEknzuokLAfussc6S1zpbvMxW5e9nBrkseq6uLX/1Vr7QtV9VSSv62qTyT5XpLfPbiYsC+6yxzpLXOlu8zCFcdva+25JO/b4v6Xk/zmQYSCVdBd5khvmSvdZS68wxsAAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGLt5h7dxvPxqrn/z7LpTrNXmKz9adwRgFK65rrmwBsbvJdobP0l74yfrjrFWm2fPrTsCMAjXXNdcWAcvewAAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRi/AAAMw/gFAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADCMI+sOsEptYyNpm+uOMW/O31os29167UyOvXBV/eu8Z+3Mj9cdYTiuuSvg/K2Fa+7y5nzNvbr+yW1uuI4wT0t2d+PU6eTU6dXlgd1wzWWuXHOH5mUPAAAMo1pr0x2s6kySE5MdcH9uSvLDdYfYQe/5koPPeGdr7eYDfPzLzKC7erG8q7G3P0jyRsY+76vQe8arsbu9X3MTvViFtXR36pc9nGit3TPxMfekqp7uOWPv+ZJ5ZNyHrrs7h3Pee8be8+1Ha+3m3n+u3vMl/WfsPd8+dX3NTfo/773nS9aX0cseAAAYhvELAMAwph6/D098vP3oPWPv+ZJ5ZNyr3n+m3vMl/WfsPd9+9f5z9Z4v6T9j7/n2Yw4/U+8Ze8+XrCnjpL/wBgAA6+RlDwAADGOy8VtVH62qE1X1bFU9NNVxd1JVz1fV16vqK1X19OK+G6vqi1X17cXtOybO9NmqOl1Vz1xy37aZquqPF+f0RFX99pryfbqqvr84j1+pqo+tK9+q9djbpL/u9t7bHTLq7sR0d2UZdXdCvfV2cfyuu9t1b1trB/5XksNJ/inJu5Ncm+SrSd47xbGvkOv5JDe95b4/TfLQ4uOHkvzJxJk+nOQDSZ65UqYk712cy6NJ7lqc48NryPfpJH+0xddOnm/FP2uXvV1k66q7vfd2h4y6O3023V1NRt2dNldXvd2hF910t+feTvXM771Jnm2tPddaO5vk0ST3T3Tsvbo/ySOLjx9J8vEpD95a+/skr+wy0/1JHm2tvdla+06SZ3PhXE+dbzuT51uxOfU2WWN3e+/tDhm3o7vT0t29Z9yO7k7HXth7vu1Mmm+q8Xt7khcu+fzk4r51a0meqKovV9XxxX23ttZeSpLF7S1rS/dz22Xq6bx+sqq+tvhjjot/zNJTvv3oOf8cujuH3ia6OzXdXR3dnc4cepvMo7tr7+1U47e2uK+H/8zEh1prH0hyX5I/rKoPrzvQHvVyXv8sya8keX+Sl5J8ZnF/L/n2q+f8c+5uT+dVd6enu6uhu9Oac2+Tfs5rF72davyeTHLHJZ+/K8mLEx17W621Fxe3p5M8lgtPsZ+qqtuSZHF7en0J/9l2mbo4r621U621jdbaZpI/z8//qKKLfEvoNv9Mutt1bxPdXQfdXQ3dndZMept03t1eejvV+H0qyd1VdVdVXZvkgSSPT3TsLVXV26rqhosfJ/lIkmcWuR5cfNmDST63noT/wnaZHk/yQFUdraq7ktyd5B+mDnfxX7SF38mF89hNviV019tkVt3tureJ7k5Nd1dHd6czo94mnXe3m94e5G/6veU3+T6W5Fu58Bt8n5rquDvkeXcu/GbhV5N842KmJO9M8mSSby9ub5w411/nwh8FnMuF/yf0iZ0yJfnU4pyeSHLfmvL9RZKvJ/laLhT4tnXlO4Cft6veLjJ1193ee7tDRt2dNpPuri6j7k6Xp7ve7tCLbrrbc2+9wxsAAMPwDm8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRi/AAAMw/gFAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRi/AAAMw/gFAGAYxi8AAMNYavxW1Uer6kRVPVtVD60qFBw03WWudJc50lt6Uq21/X1j1eEk30ryW0lOJnkqye+31v5xdfFg9XSXudJd5khv6c0yz/zem+TZ1tpzrbWzSR5Ncv9qYsGB0l3mSneZI72lK0eW+N7bk7xwyecnk/z6Tt9wbR1t19XbLru/Dh1Kausd3jY2kuzv2WmuTmfaqz9srd28xEPoLpP7WXsjZ9ubteTD7Km7essquOYyV9t1d5nxu9VF/LLWVdXxJMeT5LojN+RD/+o/X/5Nx45m8+g1Wx7k8GtvJPt8aQZXpy8895nvLvkQusvkvnTyL1fxMFfsrt6yaq65zNV23V1m/J5Mcscln78ryYtv/aLW2sNJHk6SXzhyU2svv3r5Ix27LoevO7rlQdqrry0REbaku0xv4/wqHuWK3dVbOuSaS1eWGb9PJbm7qu5K8v0kDyT5g52+oW1sZuP11y+7/9DZs8nZY1t+z1ZfD0vSXSbX2uYqHmZP3dVbOuGaS1f2PX5ba+er6pNJ/i7J4SSfba19Y2XJ4IDoLnOlu8yR3tKbZZ75TWvt80k+v6Isy6tlf5eEUV4vpbtXId2d3Ln/8MG8cdu1l91/zU838/b//Z01JFq9zZdfWfwi1QHR27XQ3RWYcXeXGr+9qSPXpA5707plbJ49l2we4L8sbEl3l6e70zt179G8+Ws/uez+jdevzTU/vnMNiVbv2Jd+lnb27IE9vt6uh+4ub87dvarGLwDTueOJ1/Pm/9nq9ZfzfUaIMeju2DzVBADAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCuqnd4O3Tn7dm84frL7q9zG6nvn1pDotVrP/3puiNwAHQXAKZxVY3fb/6XW/LvP/j/Lrv/2z+6Odf9t3+9hkSrd+xLJw70vbpZD90FgGlcVeP3V//7G3nhf7znsvuvW0MW2AvdBYBpeM0vAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRi/AAAMw/gFAGAYxi8AAMMwfgEAGMaR3XxRVT2f5EySjSTnW2v3VNWNSf4myS8neT7J77XWXj2YmLA/ussc6S1zpbvMwV6e+f2N1tr7W2v3LD5/KMmTrbW7kzy5+Bx6pLvMkd4yV7pL15Z52cP9SR5ZfPxIko8vnQamobvMkd4yV7pLV3Y7fluSJ6rqy1V1fHHfra21l5JkcXvLVt9YVcer6umqevpc3lw+MeyN7jJHestc6S7d29VrfpN8qLX2YlXdkuSLVfXN3R6gtfZwkoeT5O11Y9tHRliG7jJHestc6S7d29Uzv621Fxe3p5M8luTeJKeq6rYkWdyePqiQsF+6yxzpLXOlu8zBFcdvVb2tqm64+HGSjyR5JsnjSR5cfNmDST53UCFhP3SXOdJb5kp3mYvdvOzh1iSPVdXFr/+r1toXquqpJH9bVZ9I8r0kv3twMWFfdJc50lvmSneZhSuO39bac0net8X9Lyf5zYMIBaugu8yR3jJXustceIc3AACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABjGbt7kYjYOffdUrv/BdeuOcaA2z59fdwSAJK65wDxdVeN380evpc6cWXcMgCG45gJz5GUPAAAMw/gFAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhnFk3QFWqW1sJG1z3THmzflbi8M/eC3Hfnpu3TEOVDt7Nu38+QM8gO5OzTV3BZy/tXDNXcUB5tvdq2r8ZnNjzv8sGNj5776w7giwd665zJRr7ti87AEAgGFUa226g1WdSXJisgPuz01JfrjuEDvoPV9y8BnvbK3dfICPf5kZdFcvlnc19vYHSd7I2Od9FXrPeDV2t/drbqIXq7CW7k79socTrbV7Jj7mnlTV0z1n7D1fMo+M+9B1d+dwznvP2Hu+/Wit3dz7z9V7vqT/jL3n26eur7lJ/+e993zJ+jJ62QMAAMMwfgEAGMbU4/fhiY+3H71n7D1fMo+Me9X7z9R7vqT/jL3n26/ef67e8yX9Z+w9337M4WfqPWPv+ZI1ZZz0F94AAGCdvOwBAIBhGL8AAAxjsvFbVR+tqhNV9WxVPTTVcXdSVc9X1der6itV9fTivhur6otV9e3F7TsmzvTZqjpdVc9cct+2marqjxfn9ERV/faa8n26qr6/OI9fqaqPrSvfqvXY26S/7vbe2x0y6u7EdHdlGXV3Qr31dnH8rrvbdW9bawf+V5LDSf4pybuTXJvkq0neO8Wxr5Dr+SQ3veW+P03y0OLjh5L8ycSZPpzkA0meuVKmJO9dnMujSe5anOPDa8j36SR/tMXXTp5vxT9rl71dZOuqu733doeMujt9Nt1dTUbdnTZXV73doRfddLfn3k71zO+9SZ5trT3XWjub5NEk90907L26P8kji48fSfLxKQ/eWvv7JK/sMtP9SR5trb3ZWvtOkmdz4VxPnW87k+dbsTn1Nlljd3vv7Q4Zt6O709LdvWfcju5Ox17Ye77tTJpvqvF7e5IXLvn85OK+dWtJnqiqL1fV8cV9t7bWXkqSxe0ta0v3c9tl6um8frKqvrb4Y46Lf8zSU7796Dn/HLo7h94mujs13V0d3Z3OHHqbzKO7a+/tVOO3trivh//G2odaax9Icl+SP6yqD6870B71cl7/LMmvJHl/kpeSfGZxfy/59qvn/HPubk/nVXenp7urobvTmnNvk37Oaxe9nWr8nkxyxyWfvyvJixMde1uttRcXt6eTPJYLT7GfqqrbkmRxe3p9Cf/Zdpm6OK+ttVOttY3W2maSP8/P/6iii3xL6Db/TLrbdW8T3V0H3V0N3Z3WTHqbdN7dXno71fh9KsndVXVXVV2b5IEkj0907C1V1duq6oaLHyf5SJJnFrkeXHzZg0k+t56E/8J2mR5P8kBVHa2qu5LcneQfpg538V+0hd/JhfPYTb4ldNfbZFbd7bq3ie5OTXdXR3enM6PeJp13t5veHuRv+r3lN/k+luRbufAbfJ+a6rg75Hl3Lvxm4VeTfONipiTvTPJkkm8vbm+cONdf58IfBZzLhf8n9ImdMiX51OKcnkhy35ry/UWSryf5Wi4U+LZ15TuAn7er3i4yddfd3nu7Q0bdnTaT7q4uo+5Ol6e73u7Qi26623Nvvb0xAADD8A5vAAAMw/gFAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRi/AAAMw/gFAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDWGr8VtVHq+pEVT1bVQ+tKhQcNN1lrnSXOdJbelKttf19Y9XhJN9K8ltJTiZ5Ksnvt9b+cXXxYPV0l7nSXeZIb+nNMs/83pvk2dbac621s0keTXL/amLBgdJd5kp3mSO9pStHlvje25O8cMnnJ5P8+lu/qKqOJzmeJIdz+IPX19sve6A6dCiprXd429hIsr9np7k6nWmv/rC1dvMSD6G7TO5n7Y2cbW/Wkg9zxe7qLavmmstcbdfdZcbvVhfxy1rXWns4ycNJ8gtHf6n9u3f9p8u/6djRbB69ZsuDHH7tjWSfL83g6vSF5z7z3SUfQneZ3JdO/uUqHuaK3dVbVs01l7narrvLjN+TSe645PN3JXlxx+/YOJ/28quX33/suhy+7uiW39JefW3fAWEbusv0Ns6v4lH21l29pQ+uuXRlmfH7VJK7q+quJN9P8kCSP9jpG9rGZjZef/2y+w+dPZucPbbl92z19bAk3WVyrW2u4mH21F29pROuuXRl3+O3tXa+qj6Z5O+SHE7y2dbaN1aWDA6I7jJXussc6S29WeaZ37TWPp/k8yvKsrxa9ndJGOX1Urp7FdLdyZ37Dx/MG7dde9n91/x0M2//399ZQ6L5aWd+nM2f/GTdMQ5cT71NdHcV5tzdpcZvb+rINanD3rRuGZtnzyWbG+uOMRzdXZ7uTu/UvUfz5q9d/j9+G69fm2t+fOcaEs3P9SdOZ/M7y/4+GXulu8ubc3evqvELwHTueOL1vPl/tnr95RjPwjNfujs2TzUBADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwjKvqHd4O3Xl7Nm+4/rL769xG6vun1pBofqq1tDe9RezUdHd5ugvAblxV4/eb/+WW/PsP/r/L7v/2j27Odf/tX68h0fxcf+J0zs/0vbrnTHeXp7sA7MZVNX5/9b+/kRf+x3suu/+6NWSBvdBdAJiG1/wCADAM4xcAgGEYvwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZh/AIAMAzjFwCAYRzZzRdV1fNJziTZSHK+tXZPVd2Y5G+S/HKS55P8Xmvt1YOJCfuju8yR3jJXussc7OWZ399orb2/tXbP4vOHkjzZWrs7yZOLz6FHussc6S1zpbt0bZmXPdyf5JHFx48k+fjSaWAaussc6S1zpbt0ZbfjtyV5oqq+XFXHF/fd2lp7KUkWt7ds9Y1Vdbyqnq6qp8/lzeUTw97oLnOkt8yV7tK9Xb3mN8mHWmsvVtUtSb5YVd/c7QFaaw8neThJ3l43tn1khGXoLnOkt8yV7tK9XT3z21p7cXF7OsljSe5NcqqqbkuSxe3pgwoJ+6W7zJHeMle6yxxccfxW1duq6oaLHyf5SJJnkjye5MHFlz2Y5HMHFRL2Q3eZI71lrnSXudjNyx5uTfJYVV38+r9qrX2hqp5K8rdV9Ykk30vyuwcXE/ZFd5kjvWWudJdZuOL4ba09l+R9W9z/cpLfPIhQsAq6yxzpLXOlu8yFd3gDAGAYxi8AAMMwfgEAGIbxCwDAMIxfAACGYfwCADAM4xcAgGHs5k0uZuPQd0/l+h9ct+4Ys7b5yo/WHQGYCdfc5bnmwvSuqvG7+aPXUmfOrDvGrG2ePbfuCMBMuOYuzzUXpudlDwAADMP4BQBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzD+AUAYBjGLwAAwzB+AQAYhvELAMAwjF8AAIZxZN0BVqltbCRtc90x5s35W4vDP3gtx356bt0xZq2d+fG6IwzHNXcFnL+1cM1d3pyvuVfV+M3mhusIs3T+uy+sOwLsnWsuM+WaOzYvewAAYBjVWpvuYFVnkpyY7ID7c1OSH647xA56z5ccfMY7W2s3H+DjX2YG3dWL5V2Nvf1Bkjcy9nlfhd4zXo3d7f2am+jFKqylu1O/7OFEa+2eiY+5J1X1dM8Ze8+XzCPjPnTd3Tmc894z9p5vP1prN/f+c/WeL+k/Y+/59qnra27S/3nvPV+yvoxe9gAAwDCMXwAAhjH1+H144uPtR+8Ze8+XzCPjXvX+M/WeL+k/Y+/59qv3n6v3fEn/GXvPtx9z+Jl6z9h7vmRNGSf9hTcAAFgnL3sAAGAYk43fqvpoVZ2oqmer6qGpjruTqnq+qr5eVV+pqqcX991YVV+sqm8vbt8xcabPVtXpqnrmkvu2zVRVf7w4pyeq6rfXlO/TVfX9xXn8SlV9bF35Vq3H3ib9dbf33u6QUXcnprsry6i7E+qtt4vjd93drnvbWjvwv5IcTvJPSd6d5NokX03y3imOfYVczye56S33/WmShxYfP5TkTybO9OEkH0jyzJUyJXnv4lweTXLX4hwfXkO+Tyf5oy2+dvJ8K/5Zu+ztIltX3e29tztk1N3ps+nuajLq7rS5uurtDr3oprs993aqZ37vTfJsa+251trZJI8muX+iY+/V/UkeWXz8SJKPT3nw1trfJ3lll5nuT/Joa+3N1tp3kjybC+d66nzbmTzfis2pt8kau9t7b3fIuB3dnZbu7j3jdnR3OvbC3vNtZ9J8U43f25Nc+kbaJxf3rVtL8kRVfbmqji/uu7W19lKSLG5vWVu6n9suU0/n9ZNV9bXFH3Nc/GOWnvLtR8/559DdOfQ20d2p6e7q6O505tDbZB7dXXtvpxq/tcV9PfxnJj7UWvtAkvuS/GFVfXjdgfaol/P6Z0l+Jcn7k7yU5DOL+3vJt189559zd3s6r7o7Pd1dDd2d1px7m/RzXrvo7VTj92SSOy75/F1JXpzo2Ntqrb24uD2d5LFceIr9VFXdliSL29PrS/jPtsvUxXltrZ1qrW201jaT/Hl+/kcVXeRbQrf5Z9Ldrnub6O466O5q6O60ZtLbpPPu9tLbqcbvU0nurqq7quraJA8keXyiY2+pqt5WVTdc/DjJR5I8s8j14OLLHkzyufUk/Be2y/R4kgeq6mhV3ZXk7iT/MHW4i/+iLfxOLpzHbvItobveJrPqbte9TXR3arq7Oro7nRn1Num8u9309iB/0+8tv8n3sSTfyoXf4PvUVMfdIc+7c+E3C7+a5BsXMyV5Z5Ink3x7cXvjxLn+Ohf+KOBcLvw/oU/slCnJpxbn9ESS+9aU7y+SfD3J13KhwLetK98B/Lxd9XaRqbvu9t7bHTLq7rSZdHd1GXV3ujzd9XaHXnTT3Z576x3eAAAYhnd4AwBgGMYvAADDMH4BABiG8QsAwDCMXwAAhmH8AgAwDOMXAIBhGL8AAAzj/wMUncYvSwncsgAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 864x648 with 16 Axes>"
       ]
@@ -246,8 +246,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "id": "executive-technique",
+   "execution_count": 7,
+   "id": "narrow-congress",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -268,8 +268,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "satisfied-buying",
+   "execution_count": 8,
+   "id": "comfortable-puppy",
    "metadata": {},
    "outputs": [
     {
@@ -402,8 +402,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "controlling-stanley",
+   "execution_count": 9,
+   "id": "sized-memphis",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -414,13 +414,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "brave-labor",
+   "execution_count": 10,
+   "id": "thick-depth",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -437,13 +437,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "id": "informal-marketplace",
+   "execution_count": 11,
+   "id": "adverse-banner",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -460,8 +460,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "id": "desperate-valentine",
+   "execution_count": 12,
+   "id": "unlike-semester",
    "metadata": {},
    "outputs": [
     {
@@ -470,7 +470,7 @@
        "array([6, 6, 6, ..., 0, 0, 0])"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -481,8 +481,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "whole-induction",
+   "execution_count": 13,
+   "id": "velvet-grocery",
    "metadata": {},
    "outputs": [
     {
@@ -504,13 +504,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "understood-french",
+   "execution_count": 14,
+   "id": "thick-stake",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -527,34 +527,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "usual-chair",
+   "execution_count": 16,
+   "id": "psychological-variance",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "20"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "(add_blanking(add_window(coord_pixbuf(100, 80), 20, 30, 50, 20))[:,9,3] & AlphaFlags.WIN_HSYNC.value).astype(bool).sum()"
+    "#(add_blanking(add_window(coord_pixbuf(100, 80), 20, 30, 50, 20))[:,9,3] & AlphaFlags.WIN_HSYNC.value).astype(bool).sum()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "smoking-waters",
+   "execution_count": 17,
+   "id": "spread-prize",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x648 with 1 Axes>"
       ]
@@ -571,17 +560,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "filled-technique",
+   "execution_count": 18,
+   "id": "fitted-blame",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7eeb83fdc0>"
+       "<matplotlib.image.AxesImage at 0x7f95e00a28b0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -609,23 +598,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "ethical-assessment",
+   "execution_count": 19,
+   "id": "peripheral-foundation",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7ee8991700>"
+       "<matplotlib.image.AxesImage at 0x7f95d64a8a00>"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -649,23 +638,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "greenhouse-response",
+   "execution_count": 20,
+   "id": "communist-context",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7ee9382a90>"
+       "<matplotlib.image.AxesImage at 0x7f95d5cd9ac0>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -689,23 +678,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "indian-mustang",
+   "execution_count": 22,
+   "id": "stunning-nothing",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7ee9133ca0>"
+       "<matplotlib.image.AxesImage at 0x7f95d6095970>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]