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foxqstm/Polyomino.ipynb

Created August 15, 2021 11:34
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Polyomino.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[{(0, 0), (-1, 0)}, {(-1, 1), (0, 0)}]\n",
"CHECK 2 :c,len=> 2 2\n"
]
},
{
"data": {
"image/png": 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08RwBtiTZnGQNsBM4MOaaLuQAsKtb3gUMOiv6GvCKJKuTPJPpG8/L9VLSMP0cAdYlOX/N+pXAw0tQ22LM209VvamqNlbVJuC3gQ+MMxSGMG9P3bHz90z38uElrG1YwxznM/u8FfhULfcPkFWVjwU+mP7JeQp4iumbrwe78Z9g+lT+/LzXAF9m+pro7eOue56eLmf6N0NOdM+XdeMTwPu65VXAe5kOg4eBPx133X366dZvAh4C/g34G2DNuGvv08+M+W8B3jPuukfwNferwP8CD854XD/u2mf18SPHObAXeG23/Czgw8BJ4AvAC8dd83wPP/ksSWp4KUmS1DAYJEkNg0GS1DAYJEkNg0GS1DAYJEkNg0GS1DAYJEmN/wNQBvBOfMFUHwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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D+GPgw5MKewdD99N73/wDy/v42DrO1lWX93j/Pl8DfL42+g8JVdVj9oPlq9hF4EGWv6h4rHf+Z1n+Z/GFda8Gvs7yfcK3TnruS+zn6Sx/x8I3er8+rXd+Fnh/7/EU8D6Wg34S+ItJz305++kdvwq4G/hP4EPApknPfrl76lv/BuC9k577Mv/OvQ74EfDVvo8XT3r2Fft4xHscuBnY03v8BOBjwALw78DPTXrmYR/+hKokNcjbMpLUIOMuSQ0y7pLUIOMuSQ0y7pLUIOMuSQ0y7pLUIOMuSQ36f2g3hnDR5ctVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(0, 0), (-1, 1), (0, 1), (-2, 0), (-1, -1), (-2, -1), (0, -1), (-2, 1)]\n",
"[(0, 1), (-1, 2), (0, 2), (-2, 1), (-1, 0), (-2, 0), (0, 0), (-2, 2)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[{(0, 0), (-1, 0), (1, 1)}, {(-1, 0), (0, 0), (-2, 0)}, {(0, 1), (-1, 1), (0, 0)}, {(-1, 1), (-2, 1), (0, 0)}, {(-1, 1), (0, 0), (-1, -1)}, {(-1, 1), (0, 0), (1, -1)}]\n",
"CHECK 3 :c,len=> 6 6\n"
]
},
{
"data": {
"image/png": 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Ak8D3Bn25G3gn8M7B/WH5lUZfG/zd6c1yXt+hKkkNupovy0hSs4y7JDXIuEtSg4y7JDXIuEtSg4y7JDXIuEtSg4y7JDXo/wB6eEsTuB3ULgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TwJOTXHwN99eBU+sw22oN3VNV/W5VPbOqdgJ/DHxoUmHvYOh+es+bf2BpHx9bx9m66vIc79/nq4DP10Z/k1BVPWo/WLqKXQAeZOmHisd753+WpX8WX1z3SuDrLL1O+OZJz73Cfp7K0m8sfKP351N652eA9/VuTwHvZSnop4C/mPTcl7Of3vErgLuB/wQ+CGye9OyXu6e+9a8D3jPpuS/ze+41wI+Ar/Z9vHDSsy/bxyOe48AtwL7e7ccBHwPmgX8Hfm7SMw/78B2qktQgX5aRpAYZd0lqkHGXpAYZd0lqkHGXpAYZd0lqkHGXpAYZd0lq0P8DHjmbzANhASwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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vWeQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(0, 0), (-1, 1), (0, 1), (-2, 0), (-1, -1), (-2, -1), (0, -1), (-2, 1)]\n",
"[(2, 1), (1, 2), (2, 2), (0, 1), (1, 0), (0, 0), (2, 0), (0, 2)]\n",
"[(0, 0), (-1, 1), (0, 1), (-2, 0), (-1, -1), (-2, -1), (0, -1), (-2, 1)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(-1, 0), (-2, 1), (-1, 1), (-3, 0), (-2, -1), (-3, -1), (-1, -1), (-3, 1)]\n",
"[(1, 1), (0, 2), (1, 2), (-1, 1), (0, 0), (-1, 0), (1, 0), (-1, 2)]\n",
"[(0, 1), (-1, 2), (0, 2), (-2, 1), (-1, 0), (-2, 0), (0, 0), (-2, 2)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(0, 1), (-1, 2), (0, 2), (-2, 1), (-1, 0), (-2, 0), (0, 0), (-2, 2)]\n",
"[(-1, 1), (-2, 2), (-1, 2), (-3, 1), (-2, 0), (-3, 0), (-1, 0), (-3, 2)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(0, 1), (-1, 2), (0, 2), (-2, 1), (-1, 0), (-2, 0), (0, 0), (-2, 2)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(0, -1), (-1, 0), (0, 0), (-2, -1), (-1, -2), (-2, -2), (0, -2), (-2, 0)]\n",
"[(0, 1), (-1, 2), (0, 2), (-2, 1), (-1, 0), (-2, 0), (0, 0), (-2, 2)]\n",
"[(1, 0), (0, 1), (1, 1), (-1, 0), (0, -1), (-1, -1), (1, -1), (-1, 1)]\n",
"[(2, -1), (1, 0), (2, 0), (0, -1), (1, -2), (0, -2), (2, -2), (0, 0)]\n",
"[{(0, 0), (1, 1), (-1, 0), (-1, -1)}, {(0, 0), (1, 1), (-1, 0), (-2, -1)}, {(0, 0), (-1, 0), (2, 1), (1, 1)}, {(2, 2), (0, 0), (-1, 0), (1, 1)}, {(2, 0), (0, 0), (-1, 0), (1, 1)}, {(-1, 0), (0, 0), (-2, 0), (-2, -1)}, {(-1, 0), (0, 0), (-2, 0), (-3, 0)}, {(-3, -1), (-1, 0), (0, 0), (-2, 0)}, {(0, 1), (-1, 1), (0, 0), (0, 2)}, {(0, 1), (-1, 1), (0, 0), (-1, 0)}, {(0, 1), (-1, 1), (-1, 2), (0, 0)}, {(-1, 1), (-2, 1), (0, 0), (0, 1)}, {(0, 1), (-1, 1), (0, 0), (-1, -1)}, {(-1, 1), (-2, 1), (-1, 2), (0, 0)}, {(-1, 1), (-2, 1), (0, 0), (-1, 0)}, {(-1, 1), (-3, 1), (-2, 1), (0, 0)}, {(-1, 1), (-2, 1), (0, 0), (-3, 0)}, {(-1, 1), (-2, 1), (0, 0), (-3, 2)}, {(-1, 1), (1, 0), (-2, 1), (0, 0)}, {(-1, 1), (0, -1), (-2, 1), (0, 0)}, {(-1, 1), (-2, 1), (0, 0), (-1, -1)}, {(-1, 1), (0, 0), (0, 2), (-1, -1)}, {(-1, 1), (0, 0), (-2, 0), (-1, -1)}, {(1, 0), (-1, 1), (0, 0), (-1, -1)}, {(0, -1), (-1, 1), (0, 0), (-1, -1)}, {(-1, -1), (-1, 1), (0, 0), (-2, -1)}, {(-1, -1), (-1, 1), (0, 0), (-1, -2)}, {(0, -2), (-1, 1), (0, 0), (-1, -1)}, {(1, 0), (-1, 1), (0, 0), (1, -1)}, {(-1, 1), (0, 0), (1, -1), (1, 1)}, {(-1, 1), (0, 0), (1, -1), (2, -1)}, {(2, 0), (-1, 1), (0, 0), (1, -1)}, {(0, -2), (-1, 1), (0, 0), (1, -1)}, {(-1, 1), (0, 0), (1, -1), (2, -2)}]\n",
"CHECK 4 :c,len=> 34 34\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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,
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zTwM9w+yP/hPvfYnn5XZmr0x+DJwEHpw7L8D1wJPdx6EW5mWhc9PoOfMaZp/yOdK9XtFtHwD3dsvvAA5258xB4COT7nsJ5+MV7z/wCWYvNAEuBr7QZdC/AtdPqlf/wleSGtTkbR9Jap3hL0kNMvwlqUGGvyQ1yPCXpAYZ/pLUIMNfkhpk+EtSg/4XiDB6UDiaXA4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Z7cDrk2zqniZ4fbdv6pLsAv4EeFNV/WREzUVJfvH8OrP9f3NyXY62mP6Bu4EdSV6QZAOzH4BN/YmNxVrN879Iq3n+DwHnn77bAzzlN5nu53Zjt34p8Grg/ol1+FSLmc+57+stwJdHXdituGl/Ij6pF/CPzP4gfgP4AnBFt38A3DSn7l3Aie71+9Pue05fJ5i9N3hP9zr/hMDzgNu69auYfaLgXuAYs7/uT733xfbfbb8R+DazV2urqf83M3uV9lPgDHD7Gpv/sf2v8vl/LnAEON4tL+n2P/HzC7wKuK+b//uAd6+Cvp8yn8AHmb0IAngW8Lnu5+M/gKsm1Zt/4StJDWrmto8k6f8Z/pLUIMNfkhpk+EtSgwx/SWqQ4S9JDTL8JalBhr8kNej/AEDgcuf8iCayAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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lBrhhcPsGYLn/mXwLeGmSTUkey8IPUzfqyzJd9nMCeHKSi6/h/jpwah1mW62he6qq362qZ1bVTuCPgQ9NKuwdDN3P4HnzDyzs42PrOFtXXZ7ji/f5KuDztdHfJFRVj9oPFq5i54AHWfih4vHB+Z9l4b/FF9e9Evg6C68TvnnSc6+wn6ey8BsL3xj8+ZTB+R7wvsHtKeC9LAT9FPAXk577cvYzOH4FcDfwn8AHgc2Tnv1y97Ro/euA90x67sv8nnsN8CPgq4s+Xjjp2Zfs4xHPceAWYN/g9uOAjwGzwL8DPzfpmYd9+A5VSWqQL8tIUoOMuyQ1yLhLUoOMuyQ1yLhLUoOMuyQ1yLhLUoOMuyQ16P8BjXSxKPo1adUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zZfB3fhnLn5L5xuDPlw7294APDB7/LPDg4Jx5ELhj1nOv4/F43jkA3M3yhSTAi4CPDRr0r8D1s5rV31CVpAY1eVtGkjY74y5JDTLuktQg4y5JDTLuktQg4y5JDTLuktQg4y5JDfpfhwt8CzWrHZQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADhRJREFUeJzt3W+MZXV9x/H3x112TWlEkFUQ2C6GbSJUo3VKtMbaFEkWm7BqNYW0ERrNPrCkj9pkE5oa6ROsaW2MpO1WieiDQjVat3Er8sfWBxXLECm6EGQkUcaluoolUVoo8O2DOZhxuDNz556z987O7/1Kbubec39zfr9fdu97z96d2UlVIUlqywtmvQBJ0vQZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAZtn/UCVnPmmWfWnj171h33je89fuIXMyOvOue0WS9BOim13IV77rnnh1W1a73zbNr479mzh/n5+fXHHfzCFFYzG/PX//aslyCdlFruQpLvjHMe3/aRpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lq0CDxT3Jjkh8k+eYqzyfJR5IsJLkvya8OMa8kaTJDXfl/Ati3xvOXAXu72wHgbwaaV5I0gUHiX1VfAR5bY8h+4JO15C7gxUnOHmJuSdLGTes9/3OAR5Y9XuyO/ZwkB5LMJ5k/fvz4lJYmSe2ZVvwz4lg970DVoaqaq6q5XbvW/eHzkqQJTSv+i8B5yx6fCxyb0tySpBWmFf/DwLu7r/p5PfB4VT06pbklSStsH+IkSf4B+E3gzCSLwPuBUwCq6m+BI8BbgQXgCeAPhphXkjSZQeJfVVeu83wBfzjEXJKk/vwOX0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lqkPGXpAYZf0lq0Ekf/1N3bpv1Ek6IrbovaRq26utnyH2lqgY72ZDm5uZqfn5+1suQpJNKknuqam69cSf9lb8kaeOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1aJD4J9mX5MEkC0kOjnj+6iTHk9zb3d47xLySpMls73uCJNuAG4BLgUXg7iSHq+r+FUNvqapr+s4nSepviCv/i4GFqnq4qp4Cbgb2D3BeSdIJMkT8zwEeWfZ4sTu20u8kuS/JZ5KcN+pESQ4kmU8yf/z48QGWJkkaZYj4Z8SxlT8h5p+BPVX1auB24KZRJ6qqQ1U1V1Vzu3btGmBpkqRRhoj/IrD8Sv5c4NjyAVX1o6p6snv498DrBphXkjShIeJ/N7A3yflJdgBXAIeXD0hy9rKHlwMPDDCvJGlCvb/ap6qeTnINcCuwDbixqo4muQ6Yr6rDwB8luRx4GngMuLrvvJKkyfkD3CVpC/EHuEuSVmX8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGtT7P3aTpM3movd/kZ8++cyslzG4U3du4+gH9g1yLq/8JW05WzH8MOy+jL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNWiQ+CfZl+TBJAtJDo54fmeSW7rnv5ZkzxDzSpIm0zv+SbYBNwCXARcCVya5cMWw9wA/rqoLgA8DH+w7ryRpckNc+V8MLFTVw1X1FHAzsH/FmP3ATd39zwCXJMkAc0uSJjBE/M8BHln2eLE7NnJMVT0NPA68ZIC5JUkTGCL+o67ga4IxJDmQZD7J/PHjxwdYmiRplCHivwict+zxucCx1cYk2Q6cBjy28kRVdaiq5qpqbteuXQMsTZI0yhDxvxvYm+T8JDuAK4DDK8YcBq7q7r8TuLOqnnflL0maju19T1BVTye5BrgV2AbcWFVHk1wHzFfVYeDjwKeSLLB0xX9F33klSZPrHX+AqjoCHFlx7M+W3f9f4F1DzCVJ6s/v8JWkBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8ZekBhl/SWqQ8Ze05Zy6c9usl3BCDLmv7YOdSZI2iaMf2DfrJWx6XvlLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoOMvyQ1yPhLUoN6xT/JGUluS/JQ9/H0VcY9k+Te7na4z5ySpP76XvkfBO6oqr3AHd3jUf6nql7T3S7vOackqae+8d8P3NTdvwl4W8/zSZKmoG/8X1ZVjwJ0H1+6yrgXJplPclcS/4CQpBlb9//zT3I7cNaIp67dwDy7q+pYklcAdyb5RlV9e8RcB4ADALt3797A6SVJG7Fu/KvqLas9l+T7Sc6uqkeTnA38YJVzHOs+PpzkX4HXAs+Lf1UdAg4BzM3N1Vg7kCRtWN+3fQ4DV3X3rwI+v3JAktOT7Ozunwm8Ebi/57ySpB76xv964NIkDwGXdo9JMpfkY92YVwLzSf4T+DJwfVUZf0maoV4/w7eqfgRcMuL4PPDe7v6/A6/qM48kaVh+h68kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDjL8kNcj4S1KDev3HbpvBRe//Ij998plZL2Nwp+7cxtEP7Jv1MiRtUSf9lf9WDD9s3X1J2hxO+vhLkjbO+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDWoV/yTvCvJ0STPJplbY9y+JA8mWUhysM+ckqT++l75fxN4B/CV1QYk2QbcAFwGXAhcmeTCnvNKknrY3ueTq+oBgCRrDbsYWKiqh7uxNwP7gfv7zC1Jmtw03vM/B3hk2ePF7pgkaUbWvfJPcjtw1oinrq2qz48xx6i/FtQqcx0ADgDs3r17jFNLkiaxbvyr6i0951gEzlv2+Fzg2CpzHQIOAczNzY38A0KS1N803va5G9ib5PwkO4ArgMNTmFeStIq+X+r59iSLwBuALyS5tTv+8iRHAKrqaeAa4FbgAeAfq+pov2VLkvro+9U+nwM+N+L4MeCtyx4fAY70mUuSNBy/w1eSGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBxl+SGmT8JalBqdqcPyo3yXHgO+uN23HWBa+bwnIAeOaJx9n2C6dNazqe+q+Fe07wFGcCPzzBc0zbVtuT+9n8Ntuefqmqdq03aNPGfzNKMl9Vc7Nex1C22n5g6+3J/Wx+J+uefNtHkhpk/CWpQcZ/Yw7NegED22r7ga23J/ez+Z2Ue/I9f0lqkFf+ktQg47+GJO9KcjTJs0lW/df8JPuSPJhkIcnBaa5xI5KckeS2JA91H09fZdxfdPt+IMlHkmTaax3XBva0O8mXuj3dn2TPdFc6nnH30419UZLvJfnoNNe4EePsJ8lrkny1+z13X5LfncVa17LeazzJziS3dM9/bbP+/lrO+K/tm8A7gK+sNiDJNuAG4DLgQuDKJBdOZ3kbdhC4o6r2And0j39Okl8H3gi8GvgV4NeAN09zkRu07p46nwQ+VFWvBC4GfjCl9W3UuPsB+HPg36ayqsmNs58ngHdX1UXAPuCvk7x4imtc05iv8fcAP66qC4APAx+c7io3zvivoaoeqKoH1xl2MbBQVQ9X1VPAzcD+E7+6iewHburu3wS8bcSYAl4I7AB2AqcA35/K6iaz7p66F+r2qroNoKp+UlVPTG+JGzLOrxFJXge8DPjSlNY1qXX3U1XfqqqHuvvHWPqDed1vUpqicV7jy/f5GeCSzfw3ZjD+QzgHeGTZ48Xu2Gb0sqp6FKD7+NKVA6rqq8CXgUe7261V9cBUV7kx6+4J+GXgv5N8NsnXk3you5rbjNbdT5IXAH8J/MmU1zaJcX59fibJxSxdeHx7Cmsb1ziv8Z+NqaqngceBl0xldRPaPusFzFqS24GzRjx1bVV9fpxTjDg2sy+hWms/Y37+BcArgXO7Q7cl+Y2qWvWtrxOt755Y+n3+JuC1wHeBW4CrgY8Psb6NGmA/7wOOVNUjm+HicoD9PHees4FPAVdV1bNDrG0g47zGN1UHxtF8/KvqLT1PsQict+zxucCxnuec2Fr7SfL9JGdX1aPdC23U+95vB+6qqp90n/MvwOtZ4989TrQB9rQIfL2qHu4+559Y2tNM4j/Aft4AvCnJ+4BfBHYk+UlVzeSLDQbYD0leBHwB+NOquusELXVS47zGnxuzmGQ7cBrw2HSWNxnf9unvbmBvkvOT7ACuAA7PeE2rOQxc1d2/Chj1N5vvAm9Osj3JKSz9Y+9mfttnnD3dDZye5Ln3kX8LuH8Ka5vEuvupqt+rqt1VtQf4Y+CTswr/GNbdT/e6+RxL+/j0FNc2rnFe48v3+U7gztrs30RVVd5WubF0FbwIPMnSP3re2h1/OUt/7X5u3FuBb7H0PuW1s173Gvt5CUtfcfFQ9/GM7vgc8LHu/jbg71gK/v3AX8163X331D2+FLgP+AbwCWDHrNfeZz/Lxl8NfHTW6+75e+73gf8D7l12e82s175iH897jQPXAZd3918IfBpYAP4DeMWs17zeze/wlaQG+baPJDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg4y/JDXI+EtSg/4fO2xCff3ff2UAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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r6qllZi5O8qKzt1nM/9W1S7m8LvmBB4BdSS5PsoXFN5em/mmHrtbz8R/Den4ODgNnP8F2I3DOXyL91+5F/dtbgauBR9Ys4bm6HM/B/Xoz8PnlTt4mbtrvOE/iB/g7Fl9oDwH/AGzrr+8BHxyYexsw1/9567RzD+SaY/G63IP9n7Pvrr8SONK/fQWL78Z/BTjO4p/iU8/eNX9/+U3Av7N4prWe8v8qi2dYTwPfAY5upOPfdR/W+XPwUuBzwNf7v1/SX//caxj4OeDh/nPwMHDTOsh9zvEEbmfxRAfghcDH+6+RfwWuWKtsfkNVkhrUxGUZSdIPs9wlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWrQ/wPyzFqnwzodPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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A7K2qZ5aZuTjJS87cZjH/V9cu5fK65AceAHYluSLJRSy+uTT1Tzt0tZ6P/xjW83NwGDjzCbYbgbP+Eum/drf0b28FrgEeWbOEZ+tyPAf3683A55c7eZu4ab/jPIkf4O9YfKE9BPwDsK2/vgd8aGDubcBc/+et0849kGuOxetyD/Z/zry7/krgSP/2lSy+G/8V4DiLf4pPPXvX/P3lNwH/weKZ1nrK/yssnmE9C3wbOLqRjn/XfVjnz8HLgc8BX+//fll//QuvYeBngYf7z8HDwE3rIPdZxxO4ncUTHYAXA5/ov0b+DbhyrbL5DVVJalATl2UkST/IcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUH/D628VREAaUX6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADUNJREFUeJzt3V+InfWdx/H3p8kmUmFT/8Qa/wQtBnYjXfpnkO72ZtlWiBZM/wl6U10sQVjZa0HYsr1Ze9WlIF1SV2r3Qt0ViikbKlVbvFhsHcGqUVxToThENNWSi9rVTfrdizwu0/FMZjLn5JzJfN8vOJzznPPz+f3m4cx7njmeM0lVIUnq5UOzXoAkafqMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8ZekhjbPegHL2fThbbV520WzXsYZ8fFLt816CZI2qGeeeeY3VbV9pXHrNv6bt13Ejlv+edbLOCPm7/7CrJcgaYNK8uvVjPNlH0lqyPhLUkPGX5IaMv6S1JDxl6SGjL8kNWT8Jakh4y9JDRl/SWrI+EtSQ8Zfkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNTST+Se5L8maSF5Z5PEm+k+RwkueSfGoS80qS1mZSZ/7fB/ac4vHrgF3DZR/w3QnNK0lag4nEv6qeBN4+xZC9wA/qpKeAjyTZMYm5JUmnb1qv+V8KvLZoe2G4748k2ZdkPsn8iXeOTWlpktTPtOKfEffVB+6o2l9Vc1U1t+nD26awLEnqaVrxXwAuX7R9GXBkSnNLkpaYVvwPAF8b3vXzGeBYVb0+pbklSUtsnsROkjwA/DVwYZIF4BvAnwBU1b8AB4HrgcPAO8DfTmJeSdLaTCT+VXXzCo8X8HeTmEuSND4/4StJDRl/SWrI+EtSQ8Zfkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv6S1NC6jf+Hklkv4Yw4d+umWS9Bktg86wUs5+pL/pT5u78w62VI0oa0bs/8JUlnjvGXpIaMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDVk/CWpoYnEP8meJC8nOZzkzhGP35rkaJJnh8vXJzGvJGltxv6rnkk2AfcA1wILwNNJDlTVi0uGPlRVd4w7nyRpfJM4878GOFxVr1bVe8CDwN4J7FeSdIZMIv6XAq8t2l4Y7lvqK0meS/JwkstH7SjJviTzSeaPHj06gaVJkkaZRPxH/ZNbtWT7R8AVVfUXwGPA/aN2VFX7q2ququa2b98+gaVJkkaZRPwXgMVn8pcBRxYPqKq3qurdYfN7wKcnMK8kaY0mEf+ngV1JrkyyBbgJOLB4QJIdizZvAF6awLySpDUa+90+VXU8yR3Ao8Am4L6qOpTkm8B8VR0A/j7JDcBx4G3g1nHnlSStXaqWvjy/PszNzdX8/PyslyFJZ5Ukz1TV3Erj/ISvJDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv6S1JDxl6SGjL8kNWT8Jakh4y9JDY39h92k9eLqb/yY3717YtbLmLhzt27i0D/umfUyNqSN+JzZcvFVq/qT+Z75a8PYaN/E79uoX9d60PnYGn9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv6S1JDxl6SGjL8kNWT8Jakh4y9JDRl/SWrI+EtSQ8Zfkhoy/pLUkPGXpIYmEv8ke5K8nORwkjtHPL41yUPD4z9PcsUk5pUkrc3Y8U+yCbgHuA7YDdycZPeSYbcBv62qq4BvA98ad15J0tpN4sz/GuBwVb1aVe8BDwJ7l4zZC9w/3H4Y+FySTGBuSdIaTCL+lwKvLdpeGO4bOaaqjgPHgAsmMLckaQ0mEf9RZ/C1hjEk2ZdkPsn80aNHJ7A0SdIok4j/AnD5ou3LgCPLjUmyGdgGvL10R1W1v6rmqmpu+/btE1iaJGmUScT/aWBXkiuTbAFuAg4sGXMAuGW4/VXgiar6wJm/JGk6No+7g6o6nuQO4FFgE3BfVR1K8k1gvqoOAP8K/FuSw5w8479p3HklSWs3dvwBquogcHDJff+w6Pb/ADdOYi5J0vj8hK8kNWT8Jakh4y9JDRl/SWrI+EtSQ8Zfkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv7aMM7dumnWSzgjNurXtR50PrapqlmvYaS5ubman5+f9TIk6ayS5JmqmltpnGf+ktSQ8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv6S1JDxl6SGjL8kNTRW/JOcn+QnSV4Zrs9bZtyJJM8OlwPjzClJGt+4Z/53Ao9X1S7g8WF7lN9X1SeGyw1jzilJGtO48d8L3D/cvh/44pj7kyRNwbjx/2hVvQ4wXF+0zLhzkswneSqJPyAkacY2rzQgyWPAxSMeuus05tlZVUeSfAx4IsnzVfWrEXPtA/YB7Ny58zR2L0k6HSvGv6o+v9xjSd5IsqOqXk+yA3hzmX0cGa5fTfIz4JPAB+JfVfuB/XDyH3NZ1VcgSTpt477scwC4Zbh9C/DI0gFJzkuydbh9IfBZ4MUx55UkjWHc+N8NXJvkFeDaYZskc0nuHcb8OTCf5JfAT4G7q8r4S9IMrfiyz6lU1VvA50bcPw98fbj9X8DHx5lHkjRZfsJXkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDU01h92k6Sz2dXf+DG/e/fErJcxUVsuvurTqxnnmb+ktjZa+E+H8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkPGX5IaMv6S1JDxl6SGjL8kNWT8Jakh4y9JDRl/SWrI+EtSQ8Zfkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNGX9Jamis+Ce5McmhJH9IMneKcXuSvJzkcJI7x5lTkjS+cc/8XwC+DDy53IAkm4B7gOuA3cDNSXaPOa8kaQybx/mPq+olgCSnGnYNcLiqXh3GPgjsBV4cZ25J0tpN4zX/S4HXFm0vDPdJkmZkxTP/JI8BF4946K6qemQVc4z6taCWmWsfsA9g586dq9i1JGktVox/VX1+zDkWgMsXbV8GHFlmrv3AfoC5ubmRPyAkSeObxss+TwO7klyZZAtwE3BgCvNKkpYx7ls9v5RkAfhL4D+TPDrcf0mSgwBVdRy4A3gUeAn496o6NN6yJUnjGPfdPj8Efjji/iPA9Yu2DwIHx5lLkjQ5fsJXkhoy/pLUkPGXpIaMvyQ1ZPwlqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDVk/CWpIeMvSQ0Zf0lqyPhLUkOpWp//VG6So8CvpzTdhcBvpjTX2cZjM5rHZbSz6rhsufiqT09rrhPvHGPTh7ed8XmOH3uTE+8cy0rj1m38pynJfFXNzXod65HHZjSPy2gel+Wtt2Pjyz6S1JDxl6SGjP9J+2e9gHXMYzOax2U0j8vy1tWx8TV/SWrIM39Jaqhl/JPcmORQkj8kWfb/vifZk+TlJIeT3DnNNc5CkvOT/CTJK8P1ecuMO5Hk2eFyYNrrnKaVngNJtiZ5aHj850mumP4qp28Vx+XWJEcXPU++Pot1TluS+5K8meSFZR5Pku8Mx+25JJ+a9hrf1zL+wAvAl4EnlxuQZBNwD3AdsBu4Ocnu6SxvZu4EHq+qXcDjw/Yov6+qTwyXG6a3vOla5XPgNuC3VXUV8G3gW9Nd5fSdxvfGQ4ueJ/dOdZGz831gzykevw7YNVz2Ad+dwppGahn/qnqpql5eYdg1wOGqerWq3gMeBPae+dXN1F7g/uH2/cAXZ7iW9WA1z4HFx+xh4HNJVvyAzVmu4/fGqlTVk8DbpxiyF/hBnfQU8JEkO6azuj/WMv6rdCnw2qLtheG+jeyjVfU6wHB90TLjzkkyn+SpJBv5B8RqngP/P6aqjgPHgAumsrrZWe33xleGlzYeTnL5dJa27q2brmyexaTTkOQx4OIRD91VVY+sZhcj7jvr3xp1quNyGrvZWVVHknwMeCLJ81X1q8mscF1ZzXNgQz5PVrCar/lHwANV9W6S2zn529HfnPGVrX/r5vmyYeNfVZ8fcxcLwOKzlcuAI2Puc+ZOdVySvJFkR1W9Pvwq+uYy+zgyXL+a5GfAJ4GNGP/VPAfeH7OQZDOwjVP/2r8RrHhcquqtRZvfo8H/C1mlddMVX/ZZ3tPAriRXJtkC3ARs6He2cPLru2W4fQvwgd+QkpyXZOtw+0Lgs8CLU1vhdK3mObD4mH0VeKI2/odnVjwuS17HvgF4aYrrW88OAF8b3vXzGeDY+y+1Tl1VtbsAX+LkT+B3gTeAR4f7LwEOLhp3PfDfnDyrvWvW657CcbmAk+/yeWW4Pn+4fw64d7j9V8DzwC+H69tmve4zfEw+8BwAvgncMNw+B/gP4DDwC+Bjs17zOjku/wQcGp4nPwX+bNZrntJxeQB4HfjfoTG3AbcDtw+Ph5PvlPrV8P0zN6u1+glfSWrIl30kqSHjL0kNGX9Jasj4S1JDxl+SGjL+ktSQ8Zekhoy/JDX0f4Mx5q19cEjfAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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GvyQ1yPCXpAYZ/pLUIMNfkhr0/+Ysz5/dfhjoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"import itertools\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def px(a):\n",
" return (a[0]+1,a[1])\n",
"def py(a):\n",
" return (a[0],a[1]+1)\n",
"def pxy(a):\n",
" return (a[0]+1,a[1]+1)\n",
"\n",
"def mx(a):\n",
" return (a[0]-1,a[1])\n",
"def my(a):\n",
" return (a[0],a[1]-1)\n",
"def mxy(a):\n",
" return (a[0]-1,a[1]-1)\n",
"\n",
"def pmxy(a):\n",
" return (a[0]+1,a[1]-1)\n",
"def mpxy(a):\n",
" return (a[0]-1,a[1]+1)\n",
"\n",
"def connect(a):\n",
" return [px(a),py(a),pxy(a),mx(a),my(a),mxy(a),pmxy(a),mpxy(a)]\n",
"\n",
"def checksize(a,N):\n",
" if len(set(a))==N:\n",
" return True\n",
" else:\n",
" False\n",
" \n",
"def rot1(at):\n",
" bt=[]\n",
" a=[[-100,-100]]*len(at)\n",
" for n in range(0,len(at)):\n",
" b=at[n][0]\n",
" a[n][0]=-at[n][1]\n",
" a[n][1]=b\n",
" bt.append((a[n][0],a[n][1]))\n",
" return bt\n",
" \n",
"def rot2(at):\n",
" bt=[]\n",
" a=[[-100,-100]]*len(at)\n",
" for n in range(0,len(at)):\n",
" a[n][0]=-at[n][0]\n",
" a[n][1]=-at[n][1]\n",
" bt.append((a[n][0],a[n][1]))\n",
" return bt\n",
" \n",
"def rot3(at):\n",
" bt=[]\n",
" a=[[-100,-100]]*len(at)\n",
" for n in range(0,len(at)):\n",
" b=at[n][0]\n",
" a[n][0]=at[n][1]\n",
" a[n][1]=-b\n",
" bt.append((a[n][0],a[n][1]))\n",
" return bt\n",
"\n",
"def revx(at):\n",
" bt=[]\n",
" a=[[-100,-100]]*len(at)\n",
" for n in range(0,len(at)):\n",
" a[n][0]=at[n][0]\n",
" a[n][1]=-at[n][1]\n",
" bt.append((a[n][0],a[n][1]))\n",
" return bt\n",
"\n",
"def revy(at):\n",
" bt=[]\n",
" a=[[-100,-100]]*len(at)\n",
" for n in range(0,len(at)):\n",
" a[n][0]=-at[n][0]\n",
" a[n][1]=at[n][1]\n",
" bt.append((a[n][0],a[n][1]))\n",
" return bt\n",
"\n",
"\n",
"def shift(a,bs):\n",
" al=list(itertools.permutations(a))\n",
" \n",
" b=[]\n",
" for x in bs:\n",
" b.append(x)\n",
"\n",
" for x in al:\n",
" c=x[0][0]-b[0][0]\n",
" d=x[0][1]-b[0][1]\n",
" BOOL=True\n",
" for n in range(1,len(b)):\n",
" cc=x[n][0]-b[n][0]\n",
" dd=x[n][1]-b[n][1]\n",
" if c==cc and d==dd:\n",
" BOOL=BOOL and True\n",
" else:\n",
" BOOL=BOOL and False\n",
" break\n",
" if BOOL:\n",
" break\n",
" return BOOL\n",
"\n",
"def setlist(LS):\n",
" LL=[]\n",
" for l in LS:\n",
" LL.append(list(l))\n",
"\n",
" return LL\n",
"\n",
"def dbcheck(ss,N):\n",
" count=0\n",
" for s in ss:\n",
" for t in ss:\n",
" if s==t:\n",
" count+=1\n",
" print('CHECK',N,':c,len=>',count,len(ss))\n",
" return\n",
"\n",
"def prep(s,l,N):\n",
" for ps in s:\n",
" for p in ps:\n",
" cp=connect(p)\n",
" print(cp)\n",
" for cl in cp:\n",
" if cl not in ps:\n",
" pss=list(ps)\n",
" pss.append(cl)\n",
" pss.sort()\n",
" if checksize(pss,N):\n",
" if l==[]:\n",
" l.append(pss)\n",
" elif pss not in l:\n",
" l.append(pss)\n",
" \n",
" return l\n",
"\n",
"def rot123(l):\n",
" for ps in l:\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(ps,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
" \n",
" for ps in l:\n",
" q1=rot1(ps)\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(q1,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
"\n",
" for ps in l:\n",
" q2=rot2(ps)\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(q2,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
"\n",
" for ps in l:\n",
" q3=rot3(ps)\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(q3,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
" \n",
" return l\n",
"\n",
"def revxy(l):\n",
" for ps in l:\n",
" q1=revx(ps)\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(q1,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
"\n",
" for ps in l:\n",
" q1=revy(ps)\n",
" for qs in l:\n",
" if ps!=qs:\n",
" if shift(q1,qs) and (ps in l):\n",
" l.remove(ps)\n",
" break\n",
" return l\n",
"\n",
"def plot2d(s):\n",
" for f in s:\n",
" x, y = zip(*f)\n",
" plt.scatter(x, y,marker=\",\",s=3000)\n",
" plt.show()\n",
"\n",
" print('')\n",
" return\n",
"\n",
"def output(l):\n",
" s=[]\n",
" for ps in l:\n",
" s.append(set(tuple(ps)))\n",
" \n",
" print(s)\n",
" return s\n",
"\n",
"SR=False\n",
"\n",
"o=(0,0)\n",
"s1=[{o}]\n",
"\n",
"l2=[]\n",
"l2=prep(s1,l2,2)\n",
"l2=rot123(l2)\n",
"l2=rot123(l2)\n",
"if SR==True:\n",
" l2=revxy(l2)\n",
"s2=output(l2) \n",
"dbcheck(s2,2)\n",
"plot2d(s2)\n",
"\n",
"l3=[]\n",
"l3=prep(s2,l3,3)\n",
"l3=rot123(l3)\n",
"l3=rot123(l3)\n",
"if SR==True:\n",
" l3=revxy(l3)\n",
"s3=output(l3)\n",
"dbcheck(s3,3)\n",
"plot2d(s3)\n",
"\n",
"l4=[]\n",
"l4=prep(s3,l4,4)\n",
"l4=rot123(l4)\n",
"l4=rot123(l4)\n",
"if SR==True:\n",
" l4=revxy(l4)\n",
"s4=output(l4)\n",
"dbcheck(s4,4)\n",
"plot2d(s4)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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