Proof reading Chapter 9

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PebetoUofC committed 2022-02-07 12:06:16 -07:00
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+177 -241

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@@ -18,7 +18,7 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -27,7 +27,7 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 2,
"metadata": {
"scrolled": true
},
@@ -52,7 +52,7 @@
"<IPython.core.display.HTML object>"
]
},
"execution_count": 10,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -123,19 +123,17 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -253,7 +251,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -263,7 +261,7 @@
" [ 2.727, 327.235]])"
]
},
"execution_count": 12,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -289,7 +287,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -299,7 +297,7 @@
" [ 2.182, 261.788]])"
]
},
"execution_count": 13,
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -321,7 +319,7 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -331,7 +329,7 @@
" [6.956, 6.956]])"
]
},
"execution_count": 14,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -353,19 +351,17 @@
},
{
"cell_type": "code",
"execution_count": 15,
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
},
{
@@ -395,27 +391,25 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[10.496 3.111]\n",
" [ 3.111 2.456]]\n"
"[[10.456 3.183]\n",
" [ 3.183 2.454]]\n"
]
}
],
@@ -438,27 +432,25 @@
},
{
"cell_type": "code",
"execution_count": 17,
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0.999 -0. ]\n",
" [-0. 0.999]]\n"
"[[1.002 0.006]\n",
" [0.006 1.002]]\n"
]
}
],
@@ -500,21 +492,19 @@
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -548,7 +538,7 @@
},
{
"cell_type": "code",
"execution_count": 19,
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -568,7 +558,7 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -584,7 +574,7 @@
},
{
"cell_type": "code",
"execution_count": 21,
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -600,7 +590,7 @@
},
{
"cell_type": "code",
"execution_count": 22,
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -617,7 +607,7 @@
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -626,7 +616,7 @@
"0.0315"
]
},
"execution_count": 23,
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -645,7 +635,7 @@
},
{
"cell_type": "code",
"execution_count": 24,
"execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -680,21 +670,19 @@
},
{
"cell_type": "code",
"execution_count": 25,
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -722,21 +710,19 @@
},
{
"cell_type": "code",
"execution_count": 26,
"execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 3 Axes>"
"<Figure size 900x400 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -766,21 +752,19 @@
},
{
"cell_type": "code",
"execution_count": 27,
"execution_count": 19,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAuwAAAGGCAYAAAAgp9RdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeYxkV3kG/Oeeu9Xa66xtZryACcRgIBASMBEzX3CMwSaSwREBjO1IyIFEkIAItgKWCR+2nCA0CBQiEiUYIRBRgk1EQOzGSQgRxjhx8iV4G3vG3dN7bXe/95zz/VFd5Rk8M56x695a+vlJLXu6qvuemh5VP/XWe95jaK01iIiIiIhoJIlhL4CIiIiIiE6NgZ2IiIiIaIQxsBMRERERjTAGdiIiIiKiEcbATkREREQ0whjYiYiIiIhGGAM7EREREdEIY2AnIiIiIhphDOxERERERCOMgZ2IaIydd955uOWWW/p/llLik5/8JF7/+tfjOc95DiqVCl74whfixhtvRLPZPOPv+93vfhevetWrUKlUsGPHDlx33XVYXV19yv0OHDiA6667bgCPhIiIToWBnYhogoRhiFtuuQXnnnsuDh06hG984xt417vehc997nO45JJLEIbh036PH/7wh7j88suxe/dufO1rX8OnPvUpfPe738Vv/uZvIo7jAh4FEREdzxr2AoiIaHDK5TIOHz6M+fn5/ucOHDiA/fv34+qrr8Y//uM/4h3veMdpv8cHP/hBPP/5z8c//MM/wLK6vybOP/98XHLJJfjbv/1bvPvd7871MRAR0YlYYScimiCmaZ4Q1nte+cpXAgCOHj162q9fXFzET37yE1xzzTX9sA4Ar371q/H85z8fd95552AXTERET4uBnYhoG/j+978PALjoootOe7///u//BgBcfPHFT7nt4osv7t9ORETFYWAnIppwi4uLuPHGG/GKV7wCV1xxxWnvu7GxAQCYm5t7ym1zc3P924mIqDgM7EREE2xzcxNveMMboLXGV77yFQhxZk/7hmGc1eeJiCg/3HRKRDShGo0GLr30UiwuLuL73/8+Lrjggqf9ml7/+8kq6ZubmyetvBMRUb5YYScimkCNRgOve93rcPjwYXznO985aU/6ybzoRS8CADzwwANPue2BBx7o305ERMVhYCcimjC9sP7oo4/i29/+Nl72sped8deec845eOUrX4kvfvGLkFL2P//jH/8YP//5z3HVVVflsWQiIjoNtsQQEU2QMAxx2WWX4Wc/+xkOHTqELMvw4x//uH/7zp078dznPve03+P222/HpZdeiquvvhrvec97sLq6ihtvvBEvetGLcP311+f9EIiI6BcwsBMRTZCVlRX85Cc/AQC8733ve8rt1157LT7/+c+f9nscOHAA3/jGN3DzzTfjyiuvRKVSwRVXXIG/+Iu/gOu6eSybiIhOg4GdiGiCnHfeedBaP+vvc+mll+LSSy8dwIqIiOjZYg87EREREdEIY2AnIiIiIhphDOxERERERCPM0INodiQiIiIiolywwk5ERERENMIY2ImIxth5552HW2655Smfv++++/C6170OtVoNMzMzuOqqq/Doo4+e8ff1fR8333wznv/858N1XczPz+PgwYN46KGHTrjfgQMHcN111z3LR0FERKfDsY5ERBPm//7v/3DgwAG89KUvxd///d8jiiLcfPPN+I3f+A3cf//92Llz52m/3vM8HDx4EEtLS7jxxhtx8cUXo9Vq4Uc/+hGCICjoURARUQ8DOxHRhLn55pvhui6+/vWvY2pqCgDw8pe/HBdeeCE+8YlP4Pbbbz/t13/4wx/G//7v/+K//uu/cMEFF/Q//6Y3vSnXdRMR0cmxJYaIaIJkWYavf/3rePOb39wP6wBw7rnn4uDBg7jzzjtP+/VBEOBv/uZvcPXVV58Q1omIaHgY2ImIJsgjjzyCMAxx8cUXP+W2iy++GA8//DCiKDrl1//0pz+F7/u48MIL8e53vxuzs7NwHAeveMUr8M///M95Lp2IiE6BgZ2IaIJsbGwAAObm5p5y29zcHLTWaDQap/z6xcVFAMDtt9+OBx54AF/4whdw5513YmpqCldeeSW+9a1v5bNwIiI6JfawExFNIMMwntFtSikAgOM4+OY3v4l6vQ4AOHjwIC688EJ87GMfw2WXXTbYxRIR0Wmxwk5ENEHm5+cBPFlpP97m5iYMw8DMzMzTfv2rX/3qflgHgEqlgte+9rW47777BrxiIiJ6OgzsREQT5LnPfS7K5TIeeOCBp9z2wAMP4HnPex5KpdIpv/5kve89WmsIwV8bRERF4zMvEdEEsSwLV155Jb761a+i0+n0P3/kyBH84Ac/wFVXXXXar9+7dy9e9apX4d/+7d/Qbrf7nw+CAD/84Q/x67/+67mtnYiITo6BnYhownz0ox9FEAS44oor8M1vfhN33nkn3vjGN2LHjh34wAc+8LRf/4lPfAKdTgeXXXYZ7rrrLnzta1/D61//eqyvr+NjH/tYAY+AiIiOx8BORDRhXvCCF+Duu++Gbdt4y1veguuuuw7Pe97zcM899zztKadAt3/9e9/7HlzXxdvf/na87W1vg23buPvuu/GqV72qgEdARETH45QYIqIJ9PKXvxzf/e53n/HXv+Y1r8Hdd989uAUREdEzxgo7EREREdEIY2AnIiIiIhphDOxERERERCPM0FrrYS+CiIiIiIhOjhV2IiIiIqIRxsBORERERDTCRm6so1IKS0tLqNfrMAxj2MshIiIiIhoIrTU6nQ4WFhYgxJnXzUcusC8tLWHfvn3DXgYRERERUS6OHj2K5zznOWd8/5EL7PV6HUD3gUxNTQ15NUREREREg9Fut7Fv375+3j1TIxfYe20wU1NTDOxERERENHHOtu2bm06JiIiIiEYYAzsRERER0QhjYCciIiIiGmEM7EREREREI4yBnYiIiIhohDGwExERERGNMAZ2IiIiIqIRxsBORERERDTCGNiJiIiIiEbYyJ10SkRE+VNKQ2sNpTWA7ql7BgAhjLM+gY+IiPLFwE5ENKGU0gjjFFGSIUwyhHGKMM6QZvK0XyeEgZJjoezaKDtW//8d2yxo5UREdDwGdiKiCZGkEo1OCC9MECYZ4iR78jaZIpYR4ixGqlIoraGhobUCABgwAMOAMARMw4RrOnAtF65VgkC34m6aAuWt8D5bL6FWdliNJyIqAAM7EdEYy6RCoxNis90N6goaQRogzmLEMkacRYizBBrdYG4KAccWMLr5HGIrcGsNaGhkCpBSYzN8sgpvC7sb3s0SXMtFxS5jrWnDtkzM1kuYq5dRLTtDefxERNsBAzsR0ZiRUqHpRdjshOgECZRW8NMA7biNTtyB0hKGYaDkmCiVBKYdF44tUHJMWNaZzRpQSiNJFeJUIk4k4iRGOwmQht3gX7bKmCpNI0zqWG34cB0Ls7US5qbKKLt2ng+fiGjbOespMffccw+uvPJKLCwswDAM3HXXXae87w033ADDMHDo0KFntUgiIgLSTOLISgv/+cgKHltuYrnVxLHOMTy08TCOto4glB3MT9u44Jw6XnDeNM5bqGHvzgrmpl3UKvYZh3Vgq4/dNTFdc7Brrox9e6p43v4pPP/caSzsrMByMqx6K3ho8yE83jqClfY6ntho4f97bA3/+/gaWl6U498EEdH2ctYVdt/38ZKXvATXX3893vzmN5/yfnfddRf+4z/+AwsLC89qgURE210mFZY3Paw1fSQyw2awiVbcRKYy2KbAzJSNqWoZJTf/TaGmMDBdczBdcyCVRsdP0fZjHPOOwfCWUXWqmEvnEUQpqmUH5+yoo15xc18XEdEkO+vAfvnll+Pyyy8/7X0WFxfxh3/4h/jWt76FN77xjc94cURE25mUCqtNHysNH0mWoRFuYiPcBKAwXXMwVSuhUhpeZ6MpDMzUHczUHWSZQttP0fJCHGk9jqpdw65sJ/wwwVTVxTk7plApsVWGiOiZGPgzvVIK11xzDT74wQ/ioosuetr7x3GMOI77f26324NeEhHRWFFKY70V4NhGB6mU2Awb2Ag2oLTE7JSD+RkXljla595ZlsDctIu5aRcdP8VqI8Th5mHUnTp2yl1o+zFm62Us7Kij5HD7FBHR2Rj4s+btt98Oy7Lw3ve+94zuf9ttt+GjH/3ooJdBRDSWOkGMx5abiNMMraiF9WAdmcowXbOxY7YC+yz60IelXrVRq1hoeSnWGz4ONx7FVGkaqdqBRifErtkqztkxBSE4EpKI6EwMNLD/9Kc/xac+9Sncd999Zzyb96abbsL73//+/p/b7Tb27ds3yGUREY08rTWW1jtY3vTgpwGWvWUkMka9amPnTA2uM16HFhlGt11mumaj0U6w0WqjvdnCbHkOGjvRCRJcsDDLajsR0RkY6DPlv/zLv2B1dRX79+/vf05KiQ984AM4dOgQHnvssad8jeu6cF1uSCKi7StOMhxebsILY6z569gI11EpWThnd72QjaR5MgwDc9MuZuoONlsx1pub8FMf59TPwf8+nuE5O6ewc6Y67GUSEY20gQb2a665Bq973etO+Nxll12Ga665Btdff/0gL0VENBE2WgGOrLYQpQkWO08gzmLsnC1hx0xp2EsbKCEM7JgtoVa1sbga4HDjMHbXdkGtaLT9GOfumRm5vnwiolFx1oHd8zw8/PDD/T8fPnwY999/P+bm5rB//37Mz8+fcH/btrFnzx780i/90rNfLRHRhJBS4fGVFhqdEM2ohWVvGZYFnLdQG/uq+umUHBPnL9SwuhlhubMMP/GR6b3woxTn753hCEgiopM468B+77334uDBg/0/9/rPr732Wnz+858f2MKIiCZVEKV4ZGkTYZLimHcMnbiNmZqD3fPlbbERUwgDe3aUUatYWFrrbkrdW19AelRiz1wN5+ycGvYSiYhGylkH9gMHDkBrfcb3P1nfOhHRdtXLine truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -804,16 +788,16 @@
},
{
"cell_type": "code",
"execution_count": 28,
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {},
@@ -839,19 +823,17 @@
},
{
"cell_type": "code",
"execution_count": 29,
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -884,19 +866,17 @@
},
{
"cell_type": "code",
"execution_count": 30,
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAGGCAYAAAA6mzTTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdfYyld13//9d1f65zO7e7szfT3baUGwsNhIq2xdBGSpG2klSacKctRH8KJKAoWhJsioi1kZCqf+gXjAg0EIxSUIQUClKDUCw3akkQCr3Z3ZndnZ27c3+u+98fZ2fapdvtzu65nXk+msl2Zs6ZeU/OyXW9zvu8r8/HyLIsEwAAAICBMIddAAAAALCTEMABAACAASKAAwAAAANEAAcAAAAGiAAOAAAADBABHAAAABggAjgAAAAwQARwAAAAYIAI4AAAAMAAEcABYEQdPHhQd9xxx+bnSZLowx/+sF796ldr//79yufzesELXqDbbrtN6+vrZ/1z77//fl1xxRXK5/OamZnRrbfeqqWlpafd7uqrr9att97ag78EAPBUBHAAGBPtdlt33HGHDhw4oLvvvltf/OIX9Vu/9Vv6yEc+oquuukrtdvtZf8YDDzygX/mVX9Hu3bv1+c9/Xn/5l3+p+++/X7/8y7+sIAgG8FcAAOxhFwAAODu+7+uxxx7T9PT05teuvvpqXXDBBbr55pv1z//8z3rzm998xp/xnve8R8997nP1T//0T7Lt7ingwgsv1FVXXaW///u/19ve9ra+/g0AADrgADA2LMs6JXxveNnLXiZJOnz48Bnvv7CwoIceeki//uu/vhm+JenKK6/Uc5/7XN177729LRgAcFoEcAAYc1/72tckSZdeeukZb/eDH/xAknTZZZc97XuXXXbZ5vcBAP1FAAeAMbawsKDbbrtNl19+uW644YYz3nZlZUWSNDU19bTvTU1NbX4fANBfBHAAGFOrq6t6zWteoyzL9JnPfEameXaHdMMwtvR1AEBvcREmAIyhtbU1XXvttVpYWNDXvvY1XXTRRc96n4358dN1uldXV0/bGQcA9B4dcAAYM2tra3rlK1+pxx57TF/5yldOO9N9Oi984QslSQ8//PDTvvfwww9vfh8A0F8EcAAYIxvh+9FHH9WXv/xlveQlLznr++7bt08ve9nLdM899yhJks2vP/jgg/rRj36km266qR8lAwB+BiMoADAm2u22rrvuOn3/+9/X3XffrTiO9eCDD25+f3Z2VhdffPEZf8Zdd92la6+9VjfffLPe/va3a2lpSbfddpte+MIX6i1veUu//wQAgAjgADA2jh8/roceekiS9K53vetp37/lllv0D//wD2f8GVdffbW++MUv6vbbb9eNN96ofD6vG264QX/xF38hz/P6UTYA4GcQwAFgTBw8eFBZlp33z7n22mt17bXX9qAiAMC5YAYcAAAAGCACOAAAADBABHAAAABggIysFwOFAAAAAM4KHXAAAABggAjgADCiDh48qDvuuONpX//e976nV77ylSoWi5qYmNBNN92kRx999Kx/brPZ1O23367nPve58jxP09PTuuaaa/TII4+ccrurr75at95663n+FQCAn8UyhAAwRv7v//5PV199tV784hfrH//xH9XpdHT77bfrl37pl/Tf//3fmp2dPeP9G42GrrnmGi0uLuq2227TZZddpmq1qm9+85tqtVoD+isAYGcjgAPAGLn99tvleZ6+8IUvqFwuS5Je+tKX6pJLLtGHPvQh3XXXXWe8//ve9z798Ic/1P/+7//qoosu2vz6r/7qr/a1bgDAkxhBAYAxEcexvvCFL+jXfu3XNsO3JB04cEDXXHON7r333jPev9Vq6e/+7u908803nxK+AQCDRQAHgDHx05/+VO12W5dddtnTvnfZZZfpJz/5iTqdzjPe/7vf/a6azaYuueQSve1tb9Pk5KRc19Xll1+uf/u3f+tn6QCApyCAA8CYWFlZkSRNTU097XtTU1PKskxra2vPeP+FhQVJ0l133aWHH35Yn/jEJ3TvvfeqXC7rxhtv1H333defwgEAp2AGHADGjGEY5/S9NE0lSa7r6ktf+pJKpZIk6ZprrtEll1yiD3zgA7ruuut6WywA4GnogAPAmJienpb0ZCf8qVZXV2UYhiYmJp71/ldeeeVm+JakfD6vV7ziFfre977X44oBAKdDAAeAMXHxxRfL9309/PDDT/veww8/rOc85znK5XLPeP/TzY5vyLJMpskpAQAGgaMtAIwJ27Z144036rOf/azq9frm1w8dOqR///d/10033XTG++/Zs0dXXHGF/vM//1O1Wm3z661WSw888IB+8Rd/sW+1AwCeRAAHgDHy/ve/X61WSzfccIO+9KUv6d5779X111+vmZkZ/f7v//6z3v9DH/qQ6vW6rrvuOn3uc5/T5z//eb361a/W8vKyPvCBDwzgLwAAEMABYIw8//nP19e//nU5jqPXve51uvXWW/Wc5zxH//Ef//Gsu2BK3fnvr371q/I8T29605v0xje+UY7j6Otf/7quuOKKAfwFAABWQQGAMfPSl75U999//znf/+Uvf7m+/vWv964gAMCW0AEHAAAABogADgAAAAwQARwAAAAYICPLsmzYRQAAAAA7BR1wAAAAYIAI4AAAAMAADXwZwjRNtbi4qFKpJMMwBv3rAQAAgJ7Lskz1el179+6VaZ65xz3wAL64uKj5+flB/1oAAACg7w4fPqz9+/ef8TYDD+ClUklSt7hyuTzoXw8AAAD0XK1W0/z8/GbWPZOBB/CNsZNyuUwABwAAwLZyNiPWXIQJAAAADBABHAAAABggAjgAAAAwQARwAAAAYIAI4AAAAMAAEcABAACAASKAAwAAAANEAAcAAAAGiAAOAAAADNDAd8IEAPRXmmbKskxplinLJNM0ZOjkv2exQxsAoL8I4AAwhtI0UyeM1QljtYNI7ZP/hlFyxvsZhqGca8v3bPme0/1/15bncjoAgEHhiAsAYyBOUq3V26q3QrWDSJ0w3vxelEYK4kCdJFCUhN3OtzJlWdrtgBuGZBgyDVOmTHm2K8/OybM8WUZ3EtE0DfmeI9+1NVHMqVzw6JYDQJ8QwAFgRCVJqvVGR2uNjmrNQGmWqh131Ik7CuKOgjhQkIRKs27X2zQMuY55ctSk+7khKcukTJnitNs5X++kypRJkmzTlmfl5NmevJYn3/G1XHVlWaYmizlNlX0VfZcwDgA9RAAHgBGSppmqzY7W6h1Vmx2laaZW3FatU1UtqCvJYhmGIc8x5eUslVy3+/+uJcc+u+vqsyxTEKUKo0RBmCoIA9XDllbbqSTJs3Mqe2W1w7KWqy05tqXJUk5TJV8F3+3nnw8AOwIBHABGQJKkOrba0IlqS0mSqhN3VA1qqgc1RWkkxzJVKTmqFH15rnleHenuHLilnGtJhSe/nqaZWp1Y1Uak5dYJnWguybd9lU6G8aW1pjzX1p6poqbKPl1xADhHBHAAGKI0zbS03tSx1YaiJNFqe1XrnXVFSSjLNFUuOCoXi8rn+n+4Nk1DxbyjYt5RmmZqtCPVGpFONJe01DyuvFPQlD+pIIx1fK2pvTMlTRRzfa8LALYbAjgADEGWZTqx3tKx1YbCONZaZ13LzWWlWaJy0VG5UFDBt4fWZTZNQ+WCq3LBVZJmqjcjVRuBjtSOyLd9zRRm1Q4iFXxX+2ZKKuW9odQJAOOIAA4AA5RlmVZrbS2u1BVEsaqdmpZbJxSlkSaKrmYm82c9yz0olmloouRqouSq2Y51Yq2jw9VDyjsF7Ypn1WyHKuU97ZspMSMOAGeBAA4AA9IOIj12dF3tIFItqOtE64TCJFCp4Gh+oiTPtYZd4rMq+LYKflH1ZqQTax09vv64Sm5JM/Gs6q1AU2VfF+yqyLJG60UEAIwSAjgADMDSWlNHTtTUjjo61jiqdtxWwbe1b7KknDf6wftnlQqOinlbtWakE2tNPbZeVyU3oSTbrUY71IV7JlWkGw4Ap0UAB4A+iuJEjx9bV60ZaKW9qhPNJbmOqQvmiir4430INgxDlaKrcsHRej3U0mpVrbCpveV9+tGhRHtnSpqbKrJaCgD8jPE++gPACKs2Onr82Lo6UajF+lE1o4amyp52TeW2VSg1DEOTZU/FvKOFpZYOrT+h6fy0suVMtWagC/dMynXGr8sPAP1CAAeAHkvTTAvLNS2tNdUIG1qsH5VhpprfXVAx7wy7vL5xbFMH9hS0sh5oeX1FzbClfeletZ+IdcGuiqbK/rBLBICRQAAHgB4Kwlg/XVxTMwi11FjSWmdVRd/Rntmi7B1wYaJhGJqZzKng21pYaunRtcc0V5xTcjRVrRXowO7Ktur+A8C5IIADQI+0g0iPHFlVI2hrob6gMA40N+1rsrzz1sj2c7Yu3F/SseW2FusLakZNpZpTGCW6eO8kq6QA2NEI4ADQA412qJ8srKoZtHSoeliWnengvmJ3u/cdyjIN7duVV7Fh6+hyVWEcaj6b1yMLmZ6zb2pHvCMAAKfD0Q8AzlO10dEjR1ZU6zT0RPWQXFc6sKewo8P3U1WKrg7MFRQkbR2qPqFqq60fHVpWGCXDLg0AhoIADgDnYbXW1k8X11Tt1HS4ekh+ztAFcwW6uz/Dz9k6sLeoOAv1+Prjqnfa+tHhZXXCeNilAcDAcYYAgHO0tNbUY0fXtNZe00JtQcWCrfndBZkmFxmeTs61dGBPQTJiPb7+uGrtln50aFmtTjTs0gBgoAjgAHAOFpfrOrxU1Up7VUcbRzVRcrVvNs8KH8/CdSwd3FOUZWU6VD2ketDUj4+sqN4Khl0aAAwMARwAtujoSl1HV+paap7QUvO4ZiZympvxCd9nybZNHdhblOtKT6wfUrVT108WVtVoh8MuDQAGggAOAFuwUm1pcbkbvlfay9o15Wt2MjfsssaOZXZn5Qu+pSPVw2qELf10YVULine truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -929,19 +909,17 @@
},
{
"cell_type": "code",
"execution_count": 31,
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -963,7 +941,7 @@
},
{
"cell_type": "code",
"execution_count": 32,
"execution_count": 24,
"metadata": {},
"outputs": [
{
@@ -973,7 +951,7 @@
" [ 135.701 , 1092.29 ]])"
]
},
"execution_count": 32,
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -985,21 +963,19 @@
},
{
"cell_type": "code",
"execution_count": 33,
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1020,19 +996,17 @@
},
{
"cell_type": "code",
"execution_count": 34,
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1057,13 +1031,13 @@
},
{
"cell_type": "code",
"execution_count": 36,
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bb39c3c21cc24598bf41c25571ed2dc2",
"model_id": "e4716140356f49ddb545348d43995247",
"version_major": 2,
"version_minor": 0
},
@@ -1122,7 +1096,7 @@
},
{
"cell_type": "code",
"execution_count": 37,
"execution_count": 28,
"metadata": {},
"outputs": [
{
@@ -1131,7 +1105,7 @@
"0.9539731096080192"
]
},
"execution_count": 37,
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
@@ -1150,7 +1124,7 @@
},
{
"cell_type": "code",
"execution_count": 38,
"execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -1159,7 +1133,7 @@
"-0.9178223453527254"
]
},
"execution_count": 38,
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -1179,19 +1153,17 @@
},
{
"cell_type": "code",
"execution_count": 39,
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1212,19 +1184,17 @@
},
{
"cell_type": "code",
"execution_count": 40,
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1257,19 +1227,17 @@
},
{
"cell_type": "code",
"execution_count": 41,
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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 truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1316,21 +1284,19 @@
},
{
"cell_type": "code",
"execution_count": 42,
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1348,21 +1314,19 @@
},
{
"cell_type": "code",
"execution_count": 43,
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1383,21 +1347,19 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 35,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1423,19 +1385,17 @@
},
{
"cell_type": "code",
"execution_count": 45,
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1454,19 +1414,17 @@
},
{
"cell_type": "code",
"execution_count": 46,
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1488,21 +1446,19 @@
},
{
"cell_type": "code",
"execution_count": 47,
"execution_count": 38,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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"image/png": 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truncated
"text/plain": [
"<Figure size 576x144 with 1 Axes>"
"<Figure size 800x200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1523,19 +1479,17 @@
},
{
"cell_type": "code",
"execution_count": 48,
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1556,19 +1510,17 @@
},
{
"cell_type": "code",
"execution_count": 49,
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1591,19 +1543,17 @@
},
{
"cell_type": "code",
"execution_count": 50,
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1633,19 +1583,17 @@
},
{
"cell_type": "code",
"execution_count": 51,
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1662,19 +1610,17 @@
},
{
"cell_type": "code",
"execution_count": 52,
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1698,19 +1644,17 @@
},
{
"cell_type": "code",
"execution_count": 53,
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1727,19 +1671,17 @@
},
{
"cell_type": "code",
"execution_count": 54,
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1756,21 +1698,19 @@
},
{
"cell_type": "code",
"execution_count": 55,
"execution_count": 46,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1789,21 +1729,19 @@
},
{
"cell_type": "code",
"execution_count": 56,
"execution_count": 47,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
@@ -1853,7 +1791,7 @@
},
{
"cell_type": "code",
"execution_count": 57,
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
@@ -1876,21 +1814,19 @@
},
{
"cell_type": "code",
"execution_count": 58,
"execution_count": 49,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 648x288 with 1 Axes>"
"<Figure size 900x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"metadata": {},
"output_type": "display_data"
}
],
+17 -17
View File
@@ -141,7 +141,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]
@@ -193,7 +193,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]
@@ -225,7 +225,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 900x400 with 3 Axes>"
]
@@ -263,7 +263,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 900x400 with 3 Axes>"
]
@@ -302,7 +302,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"text/plain": [
"<Figure size 900x400 with 2 Axes>"
]
@@ -337,7 +337,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": "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 truncated
"text/plain": [
"<Figure size 900x400 with 3 Axes>"
]
@@ -367,8 +367,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
"input mean, variance: -0.0006, 1.0033\n",
"output mean, variance: -0.1243, 2.4105\n"
"input mean, variance: 0.0027, 1.0005\n",
"output mean, variance: -0.1290, 2.4030\n"
]
}
],
@@ -395,7 +395,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"image/png": 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truncated
"text/plain": [
"<Figure size 900x400 with 3 Axes>"
]
@@ -407,7 +407,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"output mean, variance: 0.0009, 2.2575\n"
"output mean, variance: -0.0041, 2.2511\n"
]
}
],
@@ -437,8 +437,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
"linear output mean, variance: 0.0511, 7506.6256\n",
"nonlinear output mean, variance: -9.0540, 30529.4381\n"
"linear output mean, variance: -0.2363, 7485.6168\n",
"nonlinear output mean, variance: -9.6658, 30502.6258\n"
]
}
],
@@ -473,7 +473,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 900x400 with 3 Axes>"
]
@@ -518,7 +518,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]
@@ -547,7 +547,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]
@@ -574,7 +574,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]
@@ -603,7 +603,7 @@
"outputs": [
{
"data": {
"image/png": 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truncated
"text/plain": [
"<Figure size 900x400 with 1 Axes>"
]