Gesture Typing reorg

ipynb/Gesture Typing.ipynb

@@ -656,7 +656,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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truncated
+      "image/png": "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 truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1147,8 +1147,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 28.7 ms, sys: 1.07 ms, total: 29.8 ms\n",
-      "Wall time: 29.4 ms\n"
+      "CPU times: user 27.4 ms, sys: 714 μs, total: 28.2 ms\n",
+      "Wall time: 27.6 ms\n"
      ]
     },
     {
@@ -1175,8 +1175,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 93 μs, sys: 1 μs, total: 94 μs\n",
-      "Wall time: 93.9 μs\n"
+      "CPU times: user 95 μs, sys: 0 ns, total: 95 μs\n",
+      "Wall time: 96.1 μs\n"
      ]
     },
     {
@@ -1210,13 +1210,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 5.04 s, sys: 13.6 ms, total: 5.05 s\n",
-      "Wall time: 5.05 s\n"
+      "CPU times: user 4.84 s, sys: 24 ms, total: 4.86 s\n",
+      "Wall time: 4.89 s\n"
      ]
     },
     {
      "data": {
-      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1287,13 +1287,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 7.36 s, sys: 18.9 ms, total: 7.38 s\n",
-      "Wall time: 7.41 s\n"
+      "CPU times: user 7.76 s, sys: 21.5 ms, total: 7.78 s\n",
+      "Wall time: 7.79 s\n"
      ]
     },
     {
      "data": {
-      "image/png": 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truncated
+      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1383,7 +1383,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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truncated
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1393,7 +1393,7 @@
     },
     {
      "data": {
-      "image/png": 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truncated
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1403,7 +1403,7 @@
     },
     {
      "data": {
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1413,7 +1413,7 @@
     },
     {
      "data": {
-      "image/png": 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truncated
+      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1433,7 +1433,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1443,7 +1443,7 @@
     },
     {
      "data": {
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1453,7 +1453,7 @@
     },
     {
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1463,7 +1463,7 @@
     },
     {
      "data": {
-      "image/png": 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truncated
+      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1483,7 +1483,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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truncated
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1493,7 +1493,7 @@
     },
     {
      "data": {
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1503,7 +1503,7 @@
     },
     {
      "data": {
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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1513,7 +1513,7 @@
     },
     {
      "data": {
-      "image/png": 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truncated
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1547,21 +1547,21 @@
       "-----  ------ ----- + ----  ----  ----\n",
       "Keybd  Scorer swaps | work  conf  diss\n",
       "-----  ------ ----- + ----  ----  ----\n",
-      "QWERTY  work   3000 | 1.90  0.69 65.17 \n",
-      "4-by-7  work   3000 | 1.78  0.65 57.59 \n",
-      "5-by-6  work   3000 | 1.77  0.70 62.02 \n",
-      "keybee  work   3000 | 1.63  0.66 54.17 \n",
+      "QWERTY  work   3000 | 1.95  0.66 64.70 \n",
+      "4-by-7  work   3000 | 1.75  0.71 61.92 \n",
+      "5-by-6  work   3000 | 1.75  0.78 68.25 \n",
+      "keybee  work   3000 | 1.62  0.64 52.11 \n",
       "-----  ------ ----- + ----  ----  ----\n",
-      "QWERTY  conf    300 | 3.69  0.14 26.51 \n",
-      "4-by-7  conf    300 | 2.96  0.15 21.80 \n",
-      "5-by-6  conf    300 | 2.69  0.21 28.00 \n",
-      "keybee  conf    300 | 2.58  0.12 15.90 \n",
+      "QWERTY  conf    300 | 3.24  0.16 26.12 \n",
+      "4-by-7  conf    300 | 3.02  0.13 20.32 \n",
+      "5-by-6  conf    300 | 2.98  0.18 26.87 \n",
+      "keybee  conf    300 | 2.66  0.10 13.34 \n",
       "-----  ------ ----- + ----  ----  ----\n",
-      "QWERTY  diss    300 | 3.39  0.18 30.63 \n",
-      "4-by-7  diss    300 | 2.83  0.16 22.23 \n",
-      "5-by-6  diss    300 | 2.64  0.20 26.07 \n",
-      "keybee  diss    300 | 2.65  0.14 19.04 \n",
-      "CPU times: user 1min, sys: 175 ms, total: 1min\n",
+      "QWERTY  diss    300 | 2.97  0.16 23.83 \n",
+      "4-by-7  diss    300 | 2.97  0.16 23.35 \n",
+      "5-by-6  diss    300 | 2.75  0.19 26.44 \n",
+      "keybee  diss    300 | 2.74  0.13 17.27 \n",
+      "CPU times: user 59.8 s, sys: 180 ms, total: 1min\n",
       "Wall time: 1min\n"
      ]
     }