diff --git a/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb b/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb index 24686f4..59158b4 100644 --- a/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb +++ b/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 7. Tranformation functions\n", + "# 7. Transformation functions\n", "\n", "Coordinate transformations can be performed by matrix operations. Some common ones are:\n", "\n", @@ -74,7 +74,7 @@ "* In the **scaling matrix** $C_x$ and $C_y$ denote the scaling in the $x$- and $y$-direction, respectively. \n", "\n", "\n", - "* The **mirroring matrix** has no inputs and can bee seen as a boolean operation. It can be done in exactly one way or not done at all. \n", + "* The **mirroring matrix** has no inputs and simply flips the sign for the directions to be mirrored. \n", "\n", "See more here: https://upload.wikimedia.org/wikipedia/commons/2/2c/2D_affine_transformation_matrix.svg" ] @@ -86,13 +86,13 @@ "## Vectorization in `numpy`\n", "`numpy` can perform calculation in a vectorized manner meaning that vector and matrix operations can be done on entire arrays at a time as opposed to value by value. \n", "\n", - ">**Vectorization can eliminate the use of for loops in many scenarios**\n", + ">**Vectorization can eliminate the use of for-loops in many scenarios**\n", "> \n", ">This makes the code easier to read and write. And as an added bonus, vectorized calculations are also much faster than their looping counterparts.\n", "\n", - "For the equations above, we can utilize vectorization by using a arrays (or lists) of values for $x$ and $y$ instead of single values. That implies that $1$ also must be an array of ones with the same size.\n", + "For the equations above, we can utilize vectorization by using an arrays of values for $x$ and $y$ instead of single values. That implies that $1$ also must be an array of ones with the same size.\n", "\n", - "Thus, each vector $[x, y, 1]^T$ on the right hand side of the equations is actually an **array of arrays.**\n", + "Thus, each vector $[x, y, 1]^T$ on the right hand side of the equations are actually an **array of arrays.**\n", "\n", "The resulting vector $[x_{\\text{transformed}}, y_{\\text{transformed}}, 1]^T$ is of course also an **array or arrays.**\n", "\n", @@ -274,7 +274,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Unpacking values for the tranformation examples\n", + "### Unpacking values for the transformation examples\n", "The resulting array of arrays will have the following code structure\n", "\n", "~~~python \n", @@ -364,7 +364,7 @@ } ], "source": [ - "# Create 1x5 vector of ones (1D array)\n", + "# Create 5x1 vector of ones (1D array)\n", "np.ones(5)" ] }, @@ -398,7 +398,7 @@ "metadata": {}, "source": [ "# Exercise 1\n", - "Write a function that implements rotation of a array of coordinates `x` and `y`. The angle of rotation in clockwise direction should be an input parameter with default value of 90 degrees. The function should return the rotated coordinates `xr` and `yr`.\n", + "Write a function that implements rotation of an array of coordinates `x` and `y`. The angle of rotation in clockwise direction should be an input parameter with default value of 90 degrees. The function should return the rotated coordinates `xr` and `yr`.\n", "\n", "Test the function with these arrays.\n", "\n", @@ -448,7 +448,7 @@ "\n", "Since the given coordinates in Exercise 1 are symmetric about the $y$-axis, the mirrored coordinates will lie on top of the original ones. Try to test it by plotting.\n", "\n", - "You can quickly make a more visible test by moving all the $x$-coordinates, say 20 units to the right. Since we are using `numpy` this can be done by simply adding 20 to the array itself `x + 20`. This is a simple example of vectorization." + "You can quickly make a more visible test by moving all the $x$-coordinates, say 20 units to the right. Since we are using `numpy` this can be done by simply adding 20 to the array itself `x + 20`. This is refered to as Broadcasting." ] }, { @@ -463,7 +463,7 @@ "```python\n", "def transform(x, y, rotation=0, scaling=(1, 1), translation=(0, 0), mirroring=False):\n", " '''\n", - " Perform a combined coordinate transformation according to given inputs. If no inputs are given, returns the unchanged coordinates.\n", + " Perform a combined coordinate transformation according to given inputs. If no inputs are given, return the unchanged coordinates.\n", "\n", " Args:\n", " x (array) : x-values to transform.\n", @@ -488,7 +488,7 @@ "metadata": {}, "source": [ "# Additional Exercise\n", - "Write a alternative function for translation where the translation input can be given as a distance that the points should move and the corresponding angle from the $x$-axis. This can often be useful instead of the one defined earlier where the distances are given parallel to the $x$- and $y$-axes." + "Write an alternative function for translation where the translation input can be given as a distance that the points should move and the corresponding angle from the $x$-axis. This can often be useful instead of the one defined earlier where the distances are given parallel to the $x$- and $y$-axes." ] }, { @@ -803,7 +803,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb b/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb index 1bc649a..4b9225a 100644 --- a/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb +++ b/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb @@ -96,7 +96,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -112,7 +112,7 @@ " ''' \n", " Plot the transformed coordinates (xr, yr). Optionally plot the original coordinates (x, y).\n", " All four inputs are of type list or array and should all have same length. \n", - " Optionally give a title tp the plot as a string.\n", + " Optionally give a title to the plot-function as a string.\n", " '''\n", " \n", " # Plot transformed coordintes\n", @@ -123,7 +123,7 @@ " plt.plot(x, y, '.-', color='black')\n", " \n", " # Set title if that was input\n", - " if title is not None:\n", + " if title:\n", " plt.title(title, fontsize=15)\n", " \n", " # Set same scaling on x- and y-axis and show the plot\n", @@ -150,7 +150,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -197,7 +197,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEMCAYAAADAqxFbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAH69JREFUeJzt3X+cHHWd5/HXO4lDouOGXxFB1OCZ6ILOKo7sjUaYNQriL1QU0VVx8Yjsyerq6S2u7i0u5mB113vcnp4xngFWo+gKCPgTjY6gDiuDhuaXmaAgIAGC6JDWLMlkPvfHtyZ2Nd3TPdPdUz2T9zOPfqTr17c+9e3q+tT3W9VTigjMzMwmLSg6ADMz6y5ODGZmluPEYGZmOU4MZmaW48RgZmY5TgxmZpbjxGBmZjlODGZmljMriUHSWyVdL2mHpN9I+qmkj7V5HRdKGmlTWc+QFJIG21HebKqOvZ31UmNdp0h6ayfKbofqba8Xb6t1pOQGSafNtAxrnaRPSPpMh9fxiM9a0uskXSHpV5LK2bHuDTMo+6mSPpWVv0fSUJPLvTX7zle/zqyYZ1p1s2i6wU+XpPcD5wIfAc4GFgPPAd4EvKfT6zfOBZZ0qOxTgIOBCztUfquqt71T8Z4CHAB8vs3l2vR8FPiZpPMi4rYOraPWZ/0e4Hbg3cADwEuBz0s6OCL+zzTKPipb9lqgZwaxvRDYWTH8i4r306qbjicG4CzgUxHxtxXjrpT0oVlY97wkaSGwMCJ2NZo3In4+CyF1pVnc9ncCn42I3bO0PqshIu6Q9APgL4H/1qHV1PqsXxERD1QMf1fSYaSEMZ3EcGVEXA4g6cukk5jpuC4iyrUmTLduZqMraX/g3uqRUfVHmiQdK+l7WVNsTNKQpGdn0waypto9kn4nabOkP29m5ZJWSfq+pN9L+rWkT0t6bNU8/1XSXVnZVwKHNll23Ziz6adIulHSw1n5ayU9Ihk3mm+yq0PSqyTdDPwH8KfNxF6rm6SivBdLKmXL/kDSURXzTFnnki4ETgaOq2i6ntNsvUs6StI3JT2YlX+rpHdMUdcvzNZxWMW44azJvX/FuBslra3e9kbxZvPUrY8p4noq8DzgyxXjJtdxYsW4IyTdL+lfGpXZTZS6NT5VY/xGSdcUEVMDlwB/Lqntx7ZanzVAVVKY9FPgcdMpPyImZh5dU5qum9lIDD8B/krSaZIOqjWDUn/4JmA3cBrweuAa4AnZLE8Gfgj8F+AVpA28QA368SQ9Pyv3XuC1wF+TmmoXVMxzEvAJ4KvAa4AbgQ2NNqpRzJKOB76Ybf9JpDOH9wIfryqnqfmA5aTuuPOybbh9prFnnkRqXq4F3kDaib8kSdn0RnV+LvA90hdgIHv9v2ybGtY7cAWwh9Sl+Mpsu3MJu8owqa5fkK3j0aQuyV3A87NxB5Ka47UOWHXjbbI+6lkN/A64YXJERHw/W9ffZXEtJX1GPyZ1N8wl1wLPrRwh6RjgVLqzK/hHwCHAM2tNVLKo0atO2Y/4rKfwPOCWGW3BzP1c0rikLZLeXmP6lHWTExEdfQF9pL6uACaAm4F/AP6oYp5hYARQE+WJ1AX2KeC7FeMvBEaq5r0G+F7VuBdmsTwjG/4x8I2qeT6dzTM4RRxTxkz6QlWv+7+TDoaHT2e+bNsCeFbVfA1jr1MvFwLjwIqKca/Klnv6NOr8y8BQjfmnrHdSEzmAZ05zXxoGPl5R3gPAxcD52bhXZvX2R7W2fYp4p1UfVcuuJzXhq8e/IFv+eOBbwGagt9Pft3a/gNNJCXlxxbgfAp8rOrY68S7KPssz6kx/a/a5TPmazmddY77VpGPdW1vYjpr7ap15TwA+mO1rJwL/mm3Hu6dTN5WvjrcYIqIE/DHpS/t/SQeZvwNGJPVKegypW+SiyKKvJukASf8i6ZeknXQ3sAZYWW+92RnlAOmsr/JM4AfZ8s9R6qt/NnB51eKXTrVNjWLOyj0a+LeqSV8ktdIGpjNf5lcRsblqHdOOvcIdEbG1Ynjy7ObwrPxp13m2XMN6Bx4E7gLWSXq9pGab3NeQtRiAY7Ph71eNuyEiHmqyvEpT1scUHk9KUDkRcQ3wHeAyUjJ8edTp/22FpGdKunqay5wiqdmW5bWkA8qzsmVfT9pn/3aqhWaiHdsSEePAb0mfSy1XklpAjV611Pysq+JZTrowfXlEXNjkZrQkIr4VER+OiKsi4hsR8RbgS8AHK7uNmqibvWbldtWIeDgiroyIsyLiSFL3xArgbaQr/AK2TVHEhaSumo+SsuJzSV0mi6dY5gBgISkZ7a54PQw8CngisIy0099ftWz1cK2yp4r54Gwd91WNnxw+cJrzUWOemcY+6bdVw5MXsifr9EKmX+fQRL1H6ks9ntTVtAG4V9I1qrg+U8fVwDOyawovICWGa4B+SYsrxs1Eo/qoZzFp22q5DXg08PcRcfcM42rkaFL32HSX+UmT894KjAHPzer4fOBjEXHnNNfZbFzt2JaHqf+5PUhqvTV61TLVZz3ZlfkN4E5SF2mRvkw6fiyvGj9V3exVyA/cIuIzpA/o6cBvSM2umhd8s53xZaQv18cj4rsRMULj2H9Lak79PbXPCDYA20lNq+oz1kZnsFPGTDqr2F2jnEOy/x+c5nyQtqXSTGNvqIU6h+bqnYj4WUScTLo54UWknfVrDS6M/ZCUkAeB/0xKFDcDZVLz/Whmnhhm6kHSNuRIWkPqhrmBdCJUPf01kq5Tuqh/q6SnZOMPkrRB6V74UUlnZeOPzy62/1TSzZImW0nPJjswSnq8pM9LulbSLZJOzsYfrnSh/yZJnyZ9Dk0lhqxFfF22zLtJt/+eP9NtmWI72rkt+5P/7lQ6jfwJS71XLTU/6yyuR5OuI/UAL4uI39UpY7ZVHzemqpuKpTrf5/e4GuOWkQ5q52TDPyLtfI/orweWZhv3FxXjHgv8GnigYtyFPLIv/UfAxgbxXcfMrjHUjTmbPkxFf3w27n088hpDw/lqbVuzsdepl1rjlmfLvXwadf554No6dTNlvddY5g3ZOg9sMF+J1H30EOmWXUjdad/Pln98ve2cIt4p66NBPB8Cflk17sWkFsdbSAksgBMrpveQutJ6s+FeUmtqQbY//GU2XsAh2fuDJvc1UiK9Int/Nek63kJS19WzJ793wN1ZGVcDL8nGv4n03XvMND6bD2fxPgSsqZo2rW2ptx3t2hbSsSVIt5DW2paDgP5Gr2Y/62z8IuBrpJO1ldPZ76eo86avMdRZ/uIsngXN1k1u+XZsRIMA7yNdtHktqQ/4zaSzqIeAI7J5js2+SN8k3V1zAnAO2ZeSdJH1dtLthq8G/p10QbtRYlhFajp9lnTHzwtJF5/+bfIDzMoL4JOk7o212Y7eKDE0ivn4rIwLsmnvJd1muq6qnIbz1dq2ZmOvUy+1xi2n4kDYZJ3/D9JdGq8ifaEOa6beSV/+q0hdiX+W1d9mYHMT+9PHszi/WTHuvdm40am2c4p4G9bHFPFMfn7LsuGjSK2mD1fM823gxxXDjwJGgYtIB8cF2fiXU3WSULHM20kJ94bsc/gi6UB5H+nA9ArSgaCyO2SU1PL7akU5fwLcUjE8SON9/RXZPDeSJeOZbkut7cjGt7wt2bgTSa35gzpwLMt91hXj12fj30k6Eah87ddsXZO6HV+bvYZJreHJ4Udn87yFlAyfXLHcJcDfZNv+ctL3LoC/mmndzEZieAfpIHAP6YB3B+nM7elV8x1HOhv4PemL9T2yu3CApwLfJX2p7yTdtXMODRJDNv5PSQfvh7LlbwE+BiytmOcs0hnJ74GvV+wAdb8sjWLOpr+e9GXalZW/FlhUo5wp56u3bc3EXmvZOuOWk08MzdT5waSLqw9my57TTL2TzgA/Szow/AfpWsMXgCc1sT+9PlvX31atK4ANU21nvXibqY8p4ukhtaTenG3X7aQEqIp5js3KelnFuMWkGzK+AfxrNu6DVCSUinlfm813QDb8T6SLvyvI7pIBPgC8r8ayHwT+oWL4DCruKCLdRhzAkVNs42Sr54Q605valnrbkb1veVuycf+bqjvi2vWq/Kyrxt9B/Tucljdb1xX7XN1y+MNdVZXl/k9gC+kYsBO4vjrG6dZN2yvPL7/2tVf2hfvaNOZ/Gn/oTnkd8OXs/duAr1RMm+xGOhf4UPb+aGAH6ezvFNJfFQD4C9JvR3qy4UNJXTdnAl/Jxh2WHcTeUxHLhxodLEi/Ofl6q9tSbzuy4XZsy0LSSdKbuuWzrlq2YV13MO5p1c1s/EkMs/nuo8AWSSsjYrSJ+d8HHCtpB6n7ZPLHSJ8jdcfcKmknqZ95Lem+9CuVfkn9XdJNCz8F3sUf7uL5HKmr4hZJZdKZ7RuBjcCpSr+Yv4d0h1HlxdrnkVpyOdkNCH2ks/zVpG6bVrel3nZAuvDc6ra8jnTGfHGdWNthup91pZp1PUumVTeT2dzMWiDpVGBbpF89z3mSTiB1+9wOvCsivlpwSA0p/Sr/VxExrd9CzGA9c+6znm7dODGYmVmOH9RjZmY5XXWN4eCDD47ly5cXHYaZ2Zxy/fXXPxARy9pVXlclhuXLlzMy0pGHjZmZzVvZ3zRrG3clmZlZjhODmZnlODGYmVmOE4OZmeU4MZiZWY4Tg5mZ5TgxzGOlcokN926gVC4VHYoZ4H1yruiq3zFY+5TKJc7YegbjMY4QK5espHdhb9Fh2T6svKfM6M70d+d61MO6Fevo6+0rOCqrxS2GeWqkPMJ4jAMQBDv27Cg4ItvX7dizg8j+jcc4I2X/mLVbucUwT/X39iNEEOyn/Vi7fK3PzqxQpXKJ00dPJwgWaRH9vf1Fh2R1uMUwT/X19rFyyUoO6znMTXbrCt4n5w63GOax3oW99C7s9RfQuob3ybnBLQYzM8txYjAzsxwnBjMzy3FiMDOzHCcGMzPLcWIwM7McJwYzM8txYjAzsxwnBjMzy3FiMDOznLYkBkkbJN0v6aaKcQdK+rakrdn/B7RjXWZm1lntajFcCLykatzZwKaIWAFsyobNzKzLtSUxRMTVwINVo08CLsreXwS8qh3rMjOzzurkNYZDImIbQPb/42rNJGmNpBFJI9u3b+9gOGZm1ozCLz5HxPqI6I+I/mXLlhUdjpnZPq+TieE+SYcCZP/f38F1mZlZm3QyMVwBnJa9Pw24vIPrMjOzNmnX7apfAIaBp0m6W9LbgPOBF0vaCrw4GzYzsy7Xlkd7RsQb6kxa3Y7yzcxs9hR+8dk6p7ynzLZd2yiVS0WH0tVK5RIb7t3QUj21o4x9gffJuaEtLQbrPqVyidGdowTB6aOns3LJSnoX9hYdVtcp7ykzunMUgB71sG7Fumk/qL5ULnHG1jMYj3GEXNd1lPeU2bJzCwBnbj1zRnVts8MthnlqpDyy930Q7Nizo8BouteOPTuI7N94jOfqrVkj5RHGYxxwXU+lsl5mWtc2O9ximKf6e/vpUQ/jMc4iLWLt8rU+O6uhVC5x+ujpBMEiLaK/t3/aZfT39iNEEOyn/VzXdZTKJc7ceubefXImdW2zQxFRdAx79ff3x8iIzyLapVQuMVIeob+33weqKbzx1jeyY8+Olg7o7ShjX+B9sjMkXR8Rbcu0bjHMY329ff7yNaF3YS+9C3tbqqt2lLEv8D45N/gag5mZ5TgxmJlZjhODFWp4eJjzzjuP4eHhokOZ81yX1i6+xmCFGR4e5rjjjmP37t0sWLCAvr4+li5dOutxTP6OYXDJYKFltGJsbIxSqUREsHjxYjZt2sTAwEAhsdjc5xaDFWZoaIjdu3cDMDExwdjYWMERzV1jY2NMTEwQEezatYuhoaGiQ7I5zC0GK8zg4CALFixgYmKCJUuWsHHjxkLOcteMrgFg/cr1hZbRiuHhYVatWsXExAQ9PT0MDg4WEofND24xWGEGBgbo6+vjiCOOcNdHi1yX1k5uMVihli5dytKlS30gawPXpbWLWwxmZpbjxGBmZjlODGZmluPEYGZmOU4MZmaW48RgZmY5TgxmZpbjxGBmZjlODGZmluPEYGZmOU4MZmaW48RghRobG+POO+/sqofLNPPAm258KE431qXNTf4jelaY4eFhSqUSExMTrFq1qise1NPMA29qPWDovp779pZRhLGxMTZv3gzA6tWr/RdWrSVuMVhhhoaGiAigex7U08wDb7rxAUOVMfhBPdYqtxisMIODgyxevJhdu3bR09PTFQ/qaeaBN7UeMHTBQRfsLaMIw8PDrF69em9d+kE91gonBivMwMAAmzZtYmhoiMHBwa7o+ph84M3Y2FjdRFVrngtGLygg2nxM3VaXNnc5MVihBgYGuu4g1swDb7rxoTjdWJc2N/kag5mZ5XS8xSDpDmAHsAcYj4j+Tq/TzMxmbra6kv4sIh6YpXWZmVkL3JVkZmY5s5EYArhK0vWS1lRPlLRG0oikke3bt89COGZmNpXZSAzPj4ijgROBd0g6tnJiRKyPiP6I6F+2bNkshGNmZlPpeGKIiHuy/+8HLgOO6fQ6zcxs5jqaGCQ9RtJjJ98DxwM3dXKdZmbWmk7flXQIcJmkyXV9PiK+2eF1mplZCzqaGCLiF8CfdHIdZmbWXr5d1czMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsp+OJQdJLJG2RdJukszu9PjMza01HE4OkhcAngBOBI4E3SDqyk+s0M7PWdLrFcAxwW0T8IiJ2ARcDJ3V4nWZm1oJOJ4YnAHdVDN+djdtL0hpJI5JGtm/f3uFwzMyskU4nBtUYF7mBiPUR0R8R/cuWLetwOGZm1kinE8PdwBMrhg8H7unwOs3MrAWdTgzXASskHSGpBzgVuKLD6zQzsxYs6mThETEu6SzgW8BCYENE3NzJdZqZWWs6mhgAIuLrwNc7vR4zM2sP//LZzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxynBjMzCynY4lB0jmSfiVpc/Z6aafWZWZm7bOow+X/r4j4pw6vw8zM2shdSWZmltPpxHCWpJKkDZIOqDWDpDWSRiSNbN++vcPhmJlZIy0lBknfkXRTjddJwCeB/wQ8C9gG/HOtMiJifUT0R0T/smXLWgnHzMzaoKVrDBHxombmk/Rp4KutrMvMzGZHJ+9KOrRi8NXATZ1al5mZtU8n70r6iKRnAQHcAby9g+syM7M26VhiiIg3d6psMzPrHN+uaoUaHh7mvPPOY3h4uOhQ9hobG+POO++cMqZm5plt3ViXNjd1+gduZnUNDw9z3HHHsXv3bhYsWEBfXx9Lly6d9ThGd44CMLhkkLGxMTZv3gzA6tWr2bRpEwMDA4+Iu1QqMTExwapVq+jr6+O+nvv2llGEsbExSqUSEcHixYtrxm3WLLcYrDBDQ0Ps3r0bgImJCcbGxgqOiFwMu3btYmho6BHzDA0NERFAd8U9MTFBRNSN26xZbjFYYQYHB1mwYAETExMsWbKEjRs3FnKWu2Z0DQDrV65neHiY1atXs2vXLnp6ehgcHHzE/IODgyxevHjvPBs3buSCgy7YW0YRhoeHWbVqFRMTE3XjNmuWE4MVZmBggL6+PsbGxgpLCrVi2rRpE0NDQwwODtaMqdY8F4xeUEC0+Zi6rS5t7nJisEItXbqUpUuXdtWBbGBgoGE8zcwz27qxLm1u8jUGMzPLcWIwM7McJwYzM8txYjAzsxwnBjMzy3FiMDOzHCcGMzPLcWIwM7McJwYzM8txYjAzsxwnBjMzy3FisELdc889lEol1q8v5q+Szifd+PAgm5s0+Xflu0F/f3+MjIwUHYbNkvXr1/P2t//hUeArVqzgsMMOm/U4Jh/Us3LJykLLaEXlA4aWLFniB/XsYyRdHxH97SrPLQYrzCWXXJIbfuCBBwqKZO5r5gFDZs3yn922wpx88slcddVVe4fPP/981qxZM+txVD6op8gyWtHMA4bMmuXEYIWZTAKXXHIJJ598ciFJYb5o5gFDZs1yYrBCrVmzxgmhTbrx4UE2N/kag5mZ5TgxmJlZjhPDPFYql9hw7wZK5VLRoXS18p4y23Zta6me2lHGvsD75NzgawzzVKlc4oytZzAe4wixcslKehf2Fh1W1ynvKbNl5xYAztx6JutWrKOvt29aZZTKJUZ3jhIEp4+e7rquo7ynvPf3Hj3qmVFd2+xwi2GeGimPMB7jAATBjj07Co6oO1XWy3iMM1Ke/g8sK5dxXde3Y88OIvs307q22eEWwzzV39uPEEGwn/Zj7fK1PjuroVQucebWMxmPcRZpEf290//xaH9vPz3q2VuG67q2UrnE6aOnE8SM69pmh/8kxjz2xlvfyI49O3ygaqBULjFSHqG/t3/G9dSOMvYF3ic7o91/EsMthnmsd2EvvQt7/QVsoK+3r+U6akcZ+wLvk3ODrzGYmVlOS4lB0usk3SxpQlJ/1bT3S7pN0hZJJ7QWppmZzZZWu5JuAl4DfKpypKQjgVOBo4DDgO9IWhkRe1pcn5mZdVhLLYaIuDUittSYdBJwcUQ8HBG3A7cBx7SyLjMzmx2dusbwBOCuiuG7s3GPIGmNpBFJI9u3b+9QOGZm1qyGXUmSvgM8vsakD0TE5fUWqzGu5n2xEbEeWA/pdtVG8ZiZWWc1TAwR8aIZlHs38MSK4cOBe2ZQjpmZzbJOdSVdAZwqaT9JRwArgB93aF1mZtZGrd6u+mpJdwMDwNckfQsgIm4GvgTcAnwTeIfvSDIzmxtaul01Ii4DLqszbS2wtpXyzcxs9vmXz2ZmluPEYGZmOU4MZmaW48RgZmY5TgxmZpbjxGBmZjlODGZmluPEYGZmOU4MZmaW48Qwj23ftZ3RnaNcuv3SokMxA6C8p8y2XdsolUtFh2JTUET3/KXr/v7+GBkZKTqMeeHS7Zey9q4//EWSJ/U8iWU9ywqMyPZ15T1ltuxMz/XaT/uxbsU6+nr7Co5qfpB0fUT0N56zOW4xzFObfrspN/ybPb8pKBKzZMeeHXvfj8c4I2WfBHarVp/5bF1q9f6ruXbHtXuH33nYO3nNstcUGJHt60rlEmduPZPxGGeRFtHf27YTXGszJ4Z5ajIJbPrtJlbvv9pJwQrX19vHuhXrGCmP0N/b726kLuZrDGZmc5yvMZiZWUc5MZiZWY4Tg5mZ5TgxmJlZjhODmZnlODGYmVlOV92uKmk78Mts8GDggQLDaYZjbI+5ECPMjTgdY3vMtRifHBFt+5s3XZUYKkkaaed9uZ3gGNtjLsQIcyNOx9ge+3qM7koyM7McJwYzM8vp5sSwvugAmuAY22MuxAhzI07H2B77dIxde43BzMyK0c0tBjMzK4ATg5mZ5XRVYpD0UUk/k1SSdJmk/SumvV/SbZK2SDqh4DhfJ+lmSROS+ivGL5e0U9Lm7LWu22LMpnVNXU6SdI6kX1XU3UuLjmmSpJdkdXWbpLOLjqcWSXdIujGru6752/WSNki6X9JNFeMOlPRtSVuz/w/owhi7an+U9ERJ35N0a/a9flc2vjN1GRFd8wKOBxZl7/8R+Mfs/ZHADcB+wBHAz4GFBcb5x8DTgCGgv2L8cuCmouuxQYxdVZcVcZ0DvLfoOGrEtTCro6cAPVndHVl0XDXivAM4uOg4asR1LHB05fcC+Ahwdvb+7MnveZfF2FX7I3AocHT2/rHAaPZd7khddlWLISKuiojxbPBa4PDs/UnAxRHxcETcDtwGHFNEjAARcWtEbClq/c2YIsauqss54Bjgtoj4RUTsAi4m1aE1ISKuBh6sGn0ScFH2/iLgVbMaVJU6MXaViNgWET/J3u8AbgWeQIfqsqsSQ5XTgW9k758A3FUx7e5sXDc6QtJPJX1f0guKDqaGbq7Ls7JuxA1Fdy9U6Ob6qhTAVZKul7Sm6GAaOCQitkE64AGPKzieerpxf0TScuDZwL/Tobqc9Wc+S/oO8Pgakz4QEZdn83wAGAc2Ti5WY/6O3mfbTJw1bAOeFBG/lvQc4CuSjoqIh7ooxlmvy70rniJe4JPAuVks5wL/TDo5KFph9TVNz4+IeyQ9Dvi2pJ9lZ8I2M125P0rqBS4B/joiHpJq7Z6tm/XEEBEvmmq6pNOAlwOrI+s4I52lPbFitsOBezoTYdIozjrLPAw8nL2/XtLPgZVARy4GziRGCqjLSc3GK+nTwFc7HE6zCquv6YiIe7L/75d0GakLrFsTw32SDo2IbZIOBe4vOqBqEXHf5Ptu2R8lPYqUFDZGxKXZ6I7UZVd1JUl6CfA3wCsj4vcVk64ATpW0n6QjgBXAj4uIcSqSlklamL1/CinOXxQb1SN0ZV1mO/WkVwM31Zt3ll0HrJB0hKQe4FRSHXYNSY+R9NjJ96SbOLql/mq5Ajgte38aUK91W5hu2x+VmgafAW6NiI9VTOpMXRZ9tb3qyvttpP7czdlrXcW0D5DuDtkCnFhwnK8mnUk+DNwHfCsbfzJwM+nOlZ8Ar+i2GLutLiti+ixwI1DKdvZDi46pIraXku4C+Tmpm67wmKrie0q2z92Q7X9dEyPwBVIX6+5sf3wbcBCwCdia/X9gF8bYVfsjsIrUrVWqOD6+tFN16T+JYWZmOV3VlWRmZsVzYjAzsxwnBjMzy3FiMDOzHCcGMzPLcWIwM7McJwYzM8v5/1clWMefXmuJAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -244,7 +244,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAeJklEQVR4nO3dfZQddZ3n8fcniZ1kaDegNM8PiWPgCJ4IejeaBYfWIGKWAXmQiTguiGuIq2d03B0fhl3k6DCIo6NnRMm0yqh7ArgKAdQIhGiPMqdBOhjaRMgDGCEmQIeHJi2RTqe/+0dVQ+Xm3u7bna6+fbs+L849t+pXv6r7rapQ31sPfb+KCMzMrLim1DsAMzOrLycCM7OCcyIwMys4JwIzs4JzIjAzKzgnAjOzgnMisIokXSkpJG2qMn1zOv3KTNt3JHWOW5BjSNIPJbXXO47RkHRWui9mp+Oz0/GzcvispvTfxkljvWyrn2n1DsAmtD8BcySVIuKlA7yk/wwcm07P+jwwcxzjs8q2AwuAh3NYdhPwWWALsDaH5Vsd+IzAhvJH4GfA4rL2xWn7H7ONEfFIRKwbaoGSZlRpH3UCkTRVUtNo528EI9k+EfFiRNwbEc/lGZNNHk4ENpybgAslCSB9vzBt30v5pSFJl6SXKOZLape0C/i7zKWL90n6nqTngB+l80xNLz08JulFSeslXVTpcyS9W9J6kjOTN6fTjpF0k6RnJL0g6U5Jx5fNf7SklZJ2Sdoi6b/XujEknSvpV+m8T6fLOTYz/e2S7pP0J0lPSvqGpOayZcyRdKuk5yXtlPQjSa8t6xOSPiHpq5K6gd8Mbv90+zyVzvs94D+VzbvPpaF0Pb8k6W8lbZX0bLqdDsz0OUDStZI2pNvud5K+Lim7/J3p+7+ln5G9JDVD0hclPZ7uuwclLSqL7WxJayT9MY3hPkmn1br9LR9OBDacW4BDgVPT8bcCLcCKESzjRuDHwKL0fdCXSA4s7wH+MW37HHA50AacDfwHsFzSe8uWORv4InB1utzfSXoVcA9wPLCUJGEdANw9+I06TWS3Aa8HPgh8AvgYyaWUIUl6P8n2eCRd9geAjSTbA0knAHcAO4DzSS6hXAT8MLOM6cBq4HXAh4BLgDnAv6fxZ/0dcDjwfuBv0ra/Aa5It88FwK50O9TiQmAhsAT4FHAWL293gD8DppJs/3cB/wd4O/CDTJ+3p+//QLLNFpBciiJdz0vSZf4lcD9w++D9BEl/nvb5WTr9fST/HsrX28ZbRPjl1z4v4EpgRzp8G/D1dPgbwK3p8A7gysw83wE6M+OXAAF8rGzZs9P2FWXtryK53PTZsvaVwIayzwngpLJ+nweeBl6VaTsI6AE+ko4vSud9c6bPsUA/0D7E9pgC/AG4ZYg+NwGbgKmZtgvTz1uQji9NP+s1mT5HAX3AZzJtAfy6bPlTgW3AdWXtq9L+s8u271mZPltIEti0TNtXgSeGWJ9pwCnpso5J25rT8UvK+i5M208ra/8F8IN0+ALg6Xr/2/Zr35fPCKwWNwEXpN9mL6DCZaFh/KTG9teTfCv9QVn794HjJB2SaftDRJTfrDyd5KD4vKRpkqaRnHGsAUppn/nAkxFx3+BMEfH7tM9QjgeOAP5tiD7zSZLbnkzbzSQH/lMzfR6IiEczn7+V5MznVPZWvn2OJjlDuK2s/ZZhYh/084joz4z/Fjgke39F0vsl/VpSL7Cb5AwL4Lhhln068ATwH4PbPt3+q3l52/8GmCXpu5LOkHRAjXFbzpwIrBa3k3wTvIrkUsuPRjj/kzW2H16lfXD8oGGWeTDwVyQHsOzrbSQHUYDDgKcqzFupLevV6fv2IfocXh5XmhSe5uXLH/v0ST3JvpdIyvsdViXW4WIfVH7zuA8QyZNASDoX+B7QQXK57i3AuWnfijf5Mw5O4yvf9leSbvuI2ACcA7yG5Cxvh6QbJLXUGL/lxI+P2rAi4o+Sfgz8Lclp/h+Hm6d8ETW2Dx5kDyE5eA46NH1/ZphlPkOStD5fYdrgTc4n0uWXO4Tkens1g/EcPkSf7eXLljSVJIk8k+lzYoV5D2Xv9YN91/GJTKxZldZnNN4D3BcR/2OwYQQ3cp8huXT27qE6RcRPgJ9ImgX8V5LLU19j3yfTbBz5jMBqdR3JmcCyHD9jHfACyQEp60JgY0R0DzP/apKD7PqI6Cx7bUj73A8cKunNgzNJOgZ44zDL3kByoLt4iD73AeemB/9B55F84bon0+dNkuZkPv9I4L9k+lTzOEkyOKes/bxh5qvVTODFsrb3lY33pe/lZwirSc4Ieits+33+yDAieiLiBpKHDk4Yg9htP/iMwGoSEe1Ae86f8YykrwL/W1I/0ElykFsElD81VMk/A38N/EzS10gO3IcCpwH3RMSNJJckHgR+IOlTJI+efo5hLq9ExICkT5I8wbSc5EmoIHmK5sb0YPcPwK+BWyVdR3IT+BrgzojoSBf1HZIndn4q6QpgD+mNeeBfh4lhj6QvAl+StAP4JcnTSa+rYdvUYhXwdUmXkySsRSQ3gbMx9En6HckjxetItl9XOu+dwCpJ1wDrSR5rPQmYERGfkXQZyVNGd5Dc9J5LkvS/N0bx2yg5EdhEcwXJzdUPkxzENwN/HRHD3qCOiB2S3kJyL+MrwIEkl2LuITlYEREh6WySxy+vJ0kA/wi8g+Q691DLv0HSn0ger/whyRNO9wLd6fT1kt6VLu8W4HmShPHJzDJelHQ6SdL6Nsk1+nbgvIgovzRUyVdJ7iUsBT5Ocinsk8DyGuYdzr+SXL//GMk3/lUkj7/eW9ZvKcmjv3cD04E5EbFF0nnA36dxHUNyuWgtyaUfSPbB2STr/iqSffNNkn1udaQIl6o0Mysy3yMwMys4JwIzs4JzIjAzKzgnAjOzgmvIp4YOPvjgmD17dr3DMDNrKGvWrNkREfv8JXdDJoLZs2fT2dmQhbDMzOpG0u8rtfvSkJlZwTkRmJkV3JgkAknXpxWT1mXaXiVplaRN6ftBVea9OO2zSdJQv+NiZmY5GKszgu8AZ5a1fRpYHRFzSX6Q6tPlM6UVmT5LUmZwPvDZagnDzMzyMSaJICJ+wb4/oXsO8N10+LtU/nnadwKrIuKZiHiW5LdNyhOKmZnlKM97BIdGxHaA9L3Sb6YfSfLTuoO2pm1mZjZO6n2zWBXaKv4KnqQlkjoldXZ3D/ez9GZmVqs8E8GTkg4HSN8r/d77Vl4uIQjJ77dvq7SwiGiLiFJElFpaXNnOzGys5JkIbuflak4Xs2/BbUgKWZwh6aD0JvEZaZuZmY2TsXp89EaSgtfHS9oq6YPAF4B3SNpEUvTjC2nfkqRvQVKRiqS+7P3p63M1FucwM7Mx0pCFaUqlUvgnJszMRkbSmogolbfX+2axmZnVmROBmVnBORGYmRWcE4GZWcE5EZiZFZwTgZlZwTkRmJkVnBOBmVnBORGYmRWcE4GZWcE5EZiZFZwTgZlZwTkRmJkVXKESQVdvF9c/cT1dvV31DsVS3icTU0dHB1dffTUdHR31DsVSee6TaWO+xAmqq7eLD236EP3RjxDHzTyO5qnN9Q6r0Hr39LJx10YAmtTEsrnLmNc8r85RWUdHB6eddhq7d+9mypQpzJs3j1mzZtU7rELr6emhq6uLiGDGjBmsXr2aBQsWjNnyC3NG0NnbSX/0AxAEO/fsrHNEtnPPTiL9rz/66ex1jYmJoL29nd27dwMwMDBAT09PnSOynp4eBgYGiAj6+vpob28f0+UX5oyg1FxCiCCYrulcNfsqf/uss67eLi7deClBME3TKDXvUy/D6qC1tZUpU6YwMDDAzJkzWb58+Zh++7SR6+jo4NRTT2VgYICmpiZaW1vHdPm5nhFIOl7S2szreUkfL+vTKqkn0+eKPGKZ1zyP42YexxFNR/gSxAThfTIxLViwgHnz5jFnzpwxvwRho5P3Psn1jCAiNgAnAUiaCvwBWFGh6y8j4qw8YwFontpM89RmH3AmEO+TiWnWrFnMmjXLSWACyXOfjOc9goXAIxHx+3H8TDMzG8Z4JoLFwI1Vpi2Q9KCkn0o6sVIHSUskdUrq7O7uzi9KM7OCGZdEIKkJOBv4QYXJDwDHRsQbgK8Bt1ZaRkS0RUQpIkotLS35BWtmVjDjdUbwLuCBiHiyfEJEPB8RvenwSuAVkg4ep7jMzApvvBLBe6lyWUjSYZKUDs9PY3p6nOIyMyu83P+OQNKfAe8ALsu0LQWIiGXABcCHJfUDu4DFERF5x2VmZoncE0FEvAC8uqxtWWb4WuDavOMwM7PKCvMTE2ZmVpkTgZlZwTkRmJkVnBOBmVnBORGYmRWcE4GZWcE5EZiZFVyhEkHvnl62921vuPq4tdb1bcT6v426Tya7np4eHnvssYaqWTySmr6NWJM5z32iRvwj3lKpFJ2dIytrmK2G1Ug1i2ut69uINZl79/SyYdcGAKZruovTTBDZaliNUrN4JDV9G7Emc09PD2vXrgVg5syZoy5OI2lNROxTCrAwZwTZeriNVLO41rq+jViTORujaxZPHO3t7Qx+QWyUmsUjqenbiDWZszG6ZvF+KDWXaFIT/dHPNE1rmJrFtdb1bcSazF29XSzdtPSlfeKaxRNDa2srM2bMoK+vj6ampoaoWTySmr6NWJO5o6ODhQsXvrRPxrpmcWEuDUFy4Ons7aTUXJrwB8msix66iJ17dg57cK+130TSqPtksuvo6KC9vZ3W1tYJf5AcdPLJJ9PT01PTgX0kfSeKsdgn1S4NFeaMAJJi6Y14sKm1rm8j1v9t1H0y2S1YsKBhDpCDRlLTtxFrMue5Twpzj8DMzCpzIjAzKzgnAjOzgss9EUjaIuk3ktZK2ucOrxL/ImmzpC5Jb8w7JjMze9l43Sx+W0TsqDLtXcDc9PVm4Lr03czMxsFEuDR0DvC9SNwLHCjp8HoHZWZWFOORCAK4S9IaSUsqTD8SeDwzvjVt24ukJZI6JXV2d3fnFKqZWfGMRyI4JSLeSHIJ6COS/qJsuirMs89fuUVEW0SUIqLU0tKSR5xmZoWUeyKIiG3p+1PACmB+WZetwNGZ8aOAbXnHZWZmiVwTgaQDJL1ycBg4A1hX1u124L+lTw+9BeiJiO15xmVmZi/L+6mhQ4EVkgY/64aIuEPSUoCIWAasBBYBm4EXgA/kHJOZmWXkmggi4lHgDRXal2WGA/hInnGYmVl1E+HxUTMzqyMnAjOzgnMiMDMrOCcCM7OCcyIwMys4JwIzs4JzIjAzKzgnAjOzgnMiMDMrOCcCM7OCcyIwMys4JwIzs4JzIjAzKzgnAjOzgnMiMDMrOCcCM7OCcyIwMyu43BKBpKMl/VzSQ5LWS/pYhT6tknokrU1fV+QVj5mZVZZnqcp+4H9GxANpAfs1klZFxG/L+v0yIs7KMQ4zMxtCbmcEEbE9Ih5Ih3cCDwFH5vV5ZmY2OuNyj0DSbOBk4L4KkxdIelDSTyWdOMQylkjqlNTZ3d2dU6RmZsWTeyKQ1AzcDHw8Ip4vm/wAcGxEvAH4GnBrteVERFtElCKi1NLSkl/AZmYFk2sikPQKkiSwPCJuKZ8eEc9HRG86vBJ4haSD84zJzMz2ludTQwK+DTwUEf9cpc9haT8kzU/jeTqvmMzMbF95PjV0CvB+4DeS1qZtfw8cAxARy4ALgA9L6gd2AYsjInKMyczMyuSWCCLiHkDD9LkWuDavGMzMbHj+y2Izs4JzIjAzKzgnAjOzgnMiMDMrOCcCM7OCcyIwMys4JwIzs4JzIjAzKzgnAjOzgnMiMDMrOCcCM7OCcyIwMys4JwIzs4JzIjAzKzgnAjOzgnMiMDMruPEoXn+mpA2SNkv6dIXp0yV9P51+n6TZecdkZmYvy7t4/VTg68C7gBOA90o6oazbB4FnI+K1wFeAa/KMyczM9pb3GcF8YHNEPBoRfcBNwDllfc4BvpsO/xBYOFjQ3szM8pd3IjgSeDwzvjVtq9gnIvqBHuDV5QuStERSp6TO7u7unMI1MyuevBNBpW/2MYo+RERbRJQiotTS0jImwZmZWf6JYCtwdGb8KGBbtT6SpgGzgGdyjsvMzFJ5J4L7gbmS5khqAhYDt5f1uR24OB2+APhZROxzRmBmZvmYlufCI6Jf0keBO4GpwPURsV7S54DOiLgd+DbwfyVtJjkTWJxnTGZmtrdcEwFARKwEVpa1XZEZ/hPwnrzjMDOzyvyXxWZmBedEYGZWcE4EZmYF50RgZlZwTgRmZgXnRGBmVnBOBGZmBedEYGZWcE4EZmYF50RgZlZwTgRmZgXnRGBmVnBOBGZmBedEYGZWcE4EZmYF50RgZlZwuRSmkfRPwF8CfcAjwAci4rkK/bYAO4E9QH9ElPKIx8zMqsvrjGAV8PqImAdsBD4zRN+3RcRJTgJmZvWRSyKIiLsioj8dvRc4Ko/PMTOz/Tce9wguBX5aZVoAd0laI2nJUAuRtERSp6TO7u7uMQ/SzKyoRn2PQNLdwGEVJl0eEbelfS4H+oHlVRZzSkRsk3QIsErSwxHxi0odI6INaAMolUox2rjNzGxvo04EEXH6UNMlXQycBSyMiIoH7ojYlr4/JWkFMB+omAjMzCwfuVwaknQm8Cng7Ih4oUqfAyS9cnAYOANYl0c8ZmZWXV73CK4FXklyuWetpGUAko6QtDLtcyhwj6QHgV8BP4mIO3KKx8zMqsjl7wgi4rVV2rcBi9LhR4E35PH5ZmZWO/9lsZlZwTkRmJkVnBOBmVnBORGYmRWcE4GZWcE5EZiZFZwTgZlZwTkRmJkVnBOBmVnBORGYmRWcE4GZWcE5EZiZFZwTgZlZwTkRmJkVnBOBmVnBORGYmRWcE4GZWcHllggkXSnpD2mpyrWSFlXpd6akDZI2S/p0XvGYmVlluZSqzPhKRHyp2kRJU4GvA+8AtgL3S7o9In6bc1xmZpaq96Wh+cDmiHg0IvqAm4Bz6hyTmVmh5J0IPiqpS9L1kg6qMP1I4PHM+Na0bR+SlkjqlNTZ3d2dR6xmZoW0X4lA0t2S1lV4nQNcB/w5cBKwHfhypUVUaItKnxURbRFRiohSS0vL/oRtZmYZ+3WPICJOr6WfpG8CP64waStwdGb8KGDb/sRkZmYjk+dTQ4dnRs8F1lXodj8wV9IcSU3AYuD2vGIyM7N95fnU0BclnURyqWcLcBmApCOAb0XEoojol/RR4E5gKnB9RKzPMSYzMyuTWyKIiPdXad8GLMqMrwRW5hWHmZkNrd6Pj5qZWZ05EZiZFVyhEkFXbxfXP3E9Xb1d9Q5lRHr39LK9b/uwcdfabyJp1H0y2XV0dHD11VfT0dFR71Bq1tPTw2OPPVZTzCPpO1HkuU8UUfGx/QmtVCpFZ2fniObp6u3iQ5s+RH/0I8RxM4+jeWpzThGOnd49vWzYtQGA6ZrOsrnLmNc8b59+Xb1dXLrxUoJomPXr3dPLxl0bAWhSU9V1s/HV0dHBaaedxu7du5kyZQrz5s1j1qxZ9Q5rSD09PaxduxaAmTNnsnr1ahYsWFCxb0dHB6eeeioDAwMNtX5dXV1EBDNmzBhy/YYiaU1ElMrbC3NG0NnbSX/0AxAEO/fsrHNEtcnG2R/9dPZWToDZ9kZZv517dhLpf0Otm42v9vZ2du/eDcDAwAA9PT11jmh42Rj7+vpob2+v2re9vZ3BL8CNtH4DAwNExLDrNxp5/+jchFFqLiFEEEzXdK6afVVDfPvs6u1i6aal9Ec/0zSNUvM+yRxI1q9JTS/1a4T1y57FDLVuNr5aW1uZMmUKAwMDzJw5k+XLl4/q2+d46ujoYOHChfT19dHU1ERra2vVvq2trcyYMeOlvo2yfoNnMcOt32gU5tIQwEUPXcTOPTsb4iCZ1dXbRWdvJ6Xm0pBx19pvImnUfTLZnXzyyfT09DTEQXJQR0cH7e3ttLa2DhvzSPpOFGOxT6pdGirMGQFA89Rmmqc2N9wBZ17zvJpirrXfRNKo+2SymzVrFrNmzWqYgyTAggULao53JH0nijz3SWHuEZiZWWVOBGZmBedEYGZWcE4EZmYF50RgZlZwTgRmZgXnRGBmVnBOBGZmBZfLH5RJ+j5wfDp6IPBcRJxUod8WYCewB+iv9BdvZmaWr1wSQUT81eCwpC8DQ/2q09siYkcecZiZ2fBy/YkJSQIuBN6e5+eYmdno5X2P4K3AkxGxqcr0AO6StEbSkqEWJGmJpE5Jnd3d3WMeqJlZUY36jEDS3cBhFSZdHhG3pcPvBW4cYjGnRMQ2SYcAqyQ9HBG/qNQxItqANkh+fXS0cZuZ2d5GnQgi4vShpkuaBpwHvGmIZWxL35+StAKYD1RMBGZmlo88Lw2dDjwcEVsrTZR0gKRXDg4DZwDrcoynIWv6Tnbdfd1s3LWRW7pvqXcolrFt2za6urpoa2urdyiWyrPOcm6FaSR9B7g3IpZl2o4AvhURiyS9BliRTpoG3BARV9Wy7NHWLG60mr6TXXdfN4/1PfbS+OVHX855LefVMSIDaGtr47LLLntpfO7cuRxxxBF1jMhGUpN5KONeszgiLskmgbRtW0QsSocfjYg3pK8Ta00Co9WINX0nu2f3PLvX+OrnVtcpEsu6+eab9xrfscNPd9fbSGoyj0ZhKpQ1Yk3fye6W7lu46vGX8//CAxfWMRobdP7553PXXXe9NP6FL3yBJUuGfKjPcjaSmsyjUaiaxY1Y03eyu6X7FlY/t5qFBy70ZaEJpK2tjZtvvpnzzz/fSWCCGIs6y9UuDRUqEZiZFdm43yMwM7PG4ERgZlZwTgRmZgXnRGBmVnBOBGZmBedEYGZWcE4EZmYF50RgZlZwTgRmZgXnRGBmVnBOBGZmBedEYGZWcE4EZmYFt1+JQNJ7JK2XNCCpVDbtM5I2S9og6Z1V5p8j6T5JmyR9X1LT/sRjZmYjt79nBOtICtTvVXBe0gnAYuBE4EzgG5KmVpj/GuArETEXeBb44H7GY2ZmI7RfiSAiHoqIDRUmnQPcFBEvRsTvgM3A/GwHSQLeDvwwbfou8O79icfMzEYur3sERwKPZ8a3pm1Zrwaei4j+IfqYmVnOhq1ZLOlu4LAKky6PiNuqzVahrbwUWi19snEsAZYAHHPMMdW6mZnZCA2bCCLi9FEsdytwdGb8KGBbWZ8dwIGSpqVnBZX6ZONoA9ogKVU5ipjMzKyCvC4N3Q4sljRd0hxgLvCrbIdIiiX/HLggbboYqHaGYWZmOdnfx0fPlbQVWAD8RNKdABGxHvh/wG+BO4CPRMSedJ6Vko5IF/Ep4BOSNpPcM/j2/sRjZmYjp+SLeWMplUrR2dlZ7zDMzBqKpDURUSpv918Wm5kVnBOBmVnBNeSlIUndwO9HOfvBJE8sTQaTZV0my3qA12Wimizrsr/rcWxEtJQ3NmQi2B+SOitdI2tEk2VdJst6gNdlopos65LXevjSkJlZwTkRmJkVXBETQVu9AxhDk2VdJst6gNdlopos65LLehTuHoGZme2tiGcEZmaW4URgZlZwhUgEkv5J0sOSuiStkHRg2j5b0i5Ja9PXsnrHOpxq65JOG7Y86ERSrdRpg+6X/SrbOlFJulLSHzL7YlG9YxoJSWem232zpE/XO579IWmLpN+k+2Fsf2MnIib9CzgDmJYOXwNckw7PBtbVO74xWpcTgAeB6cAc4BFgar3jHWZdXgccD7QDpUx7I+6XauvScPulbL2uBP5XveMYZexT0+39GqAp3Q8n1Duu/VifLcDBeSy7EGcEEXFXvFwJ7V6S2gcNaYh1GbY86EQT1UudNpwh1qXh9sskMh/YHBGPRkQfcBPJ/rAyhUgEZS4FfpoZnyPp15L+XdJb6xXUKGXXpZbyoI2kkfdL1mTYLx9NL0VeL+mgegczApNh22cFcJekNWnFxjEzbIWyRlFLSU1JlwP9wPJ02nbgmIh4WtKbgFslnRgRz49L0FWMcl1GVPpzvIyy1GnD7pdKs1Voq/t+yRpqvYDrgM+TxPx54MskX0AawYTf9iN0SkRsk3QIsErSwxHxi7FY8KRJBDFMSU1JFwNnAQsjveAWES8CL6bDayQ9AhwH1LXYwWjWhdrKg4674dalyjwNuV+qmJD7JavW9ZL0TeDHOYczlib8th+JiNiWvj8laQXJpa8xSQSFuDQk6UySamhnR8QLmfYWSVPT4deQlNR8tD5R1qbaulBDedBG0Yj7ZQgNvV8kHZ4ZPRdYV69YRuF+YK6kOZKagMUk+6PhSDpA0isHh0keGhmzfTFpzgiGcS3JUxurJAHcGxFLgb8APiepH9gDLI2IZ+oXZk0qrktErJc0WB60n0x50IlK0rnA14AWklKnayPinTTgfqm2Lo24X8p8UdJJJJdUtgCX1Tec2kVEv6SPAneSPEF0fSRldBvRocCK9P/5acANEXHHWC3cPzFhZlZwhbg0ZGZm1TkRmJkVnBOBmVnBORGYmRWcE4GZWcE5EZiZFZwTgZlZwf1/396/YCz3ul0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -291,7 +291,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -655,7 +655,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.3" }, "latex_envs": { "LaTeX_envs_menu_present": true,