You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
298 lines
193 KiB
298 lines
193 KiB
{ |
|
"cells": [ |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 1, |
|
"metadata": { |
|
"scrolled": false |
|
}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x121.536 with 5 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x348.048 with 18 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x313.2 with 16 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x243.504 with 12 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABjCAYAAAAW5jAJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAEQ5JREFUeJzt3XuUJGV9xvHvU92rEjGAgSiiC3gjgJdF0ARlFSUiMQneQE1IThaOJt6jyDnoiQY9EcVocoIKaLhH1iDhEiIxIl5WEdAIuqywG10voKCgUSCguNBVv/zxvtVd09M9U7M7O7M9PJ9z+sx7q7feqund37zV1fUqIjAzM7OZFYs9ADMzs0nggGlmZtaCA6aZmVkLDphmZmYtOGCamZm14IBpZmbWggOm2YSRFJKOGJdfhPGskfSRxdq/2UJxwDSbR5IeIelkSd+TtEnSrZL+S9ILt+JudwU+tRX7NzOgu9gDMFsqJO0BXAXcDbwduJ70R+khwEeB5VtjvxFx29bod6FIKgBFRLnYYzGbiWeYZvPn1PzzgIi4ICK+HREbIuIjwFMAJJ0l6bLmRpIKST+UdGzOS9JbJW3Ms9RbJL1v3E5HXKJ9lKTVkn4u6VeS1kp67gzb7yDpNEk/kfRrSRskvaJR/1JJ38pj+ZGkv5GkGfrbSdK5ku6QdK+kz0nat1G/StI9kl4o6QbgPmBvSedIukzS8ZJuk3SXpJPy+XmXpJ/m8uOH9nespHWSfpln9GdI2nHE/v5Y0nfyMX5R0mMbbR4j6VJJv8jn7H8kvXLcMdoDk2eYZvNA0sOBw4B3RMQ9w/URcWdOng5cKWnXiPhJLns+8Ejg4zn/XuC1wLHAl4FdgP1ajuOhwJeAnwIvBn4MPHWG9gI+DewEHA18B9gLeEiu3x/4N+A9wGrg6cDHgP8DPjym23NyHy8C7gBOBD4j6YkRcW9u8xDgncBfAT8D6nPxbOAW4OB8zKuBFcA3gYOA5wGnSfpcRFyXt6mANwPfB3bP4/ow8OeNMT0YOCEf46+Ak4GLJe0X6fmgp+YxPTcf217jzpk9gEWEX375tYUv4BlAAC9p0fYG4G2N/CeBC3N6e+DXwGtm2D6AI0blgVeTLgnv3HLczycFnL3H1K8GvjBU9i7glkZ+DfCRnH5CHs+zG/U7AHcBr8r5VbnN/kP9ngP8COg0yq4Frh9qdxNw3AzHdBiwCSiG9vesRpvdgRL4/ZxfB5yw2O8jv7btly/Jms2PsZcoRzidNNOpZ6YvAs7MdfuQZkOf38xx7Aesi4j/nUP7n0TEhjH1e5M+l236CrCbpN8c074CrqkLIuIu4FukY6v1gLUjtl8fUz/LvJ30BwZDZb9dZyQ9T9IV+dL13cDFwINIs/ZaBfx3Y0w3k2bf9ZhOBt4h6RpJ78kza7MpHDDN5sdG0ixm7xZtPw7sLukg4CjSJcnLt+LYtpa5LnXUbL8pRt/kc/+IbUaVFQCSdgf+E9gAHAnsDxyT2z2o7Xgj4kxgT+Bs4InA1ZLeNa69PTA5YJrNg4j4BSnovUHS9sP1zZtQctuLSf+xHwOcGxFVrt5Aupx4yGYO5ZvAUyTtPIf2u0oaF+g3AM8aKjuIdEn27jHtC+DAuiDPRJ8MrG85prk4gBQY3xIR10TEd4BHjWhXkC6b12Nantv1Z9YRcUtE/HNEvBz4W+Avt8J4bYI5YJrNn9eTLs1eK+lISXtJ+h1JryV9RtZ0Oml2+VTgrLowB6GTgfdJOlrS4yQ9I/fRxidIN/xcKmmlpMdKOnyGu2Q/D3wNuEjSCyTtKen5kl6c6/8BeE6+S/WJko4C3gr8/ajOImIjcCnwsbz/JwPnkW6k+UTLY5iLjaT/x96cx/4npBuAhvWAf5J0oKQVwLnAjcDnAJS+O3tYPl8rSJ+Dbo0AbxPMAdNsnkTE94GnAVcA7ycFyS8AhzN9trKGdDfomrxd09vz9u8kzYAuAh7dcgy/BJ6T+/4U6fO/dzPmcmSe2f4B6XPK8/L+TiZfzoyIb5Audb4s93VSfs30ZJ+jSZ8X/kf++RvAYTG4Q3beRMQ64K9JdxSvB14FHDei6SbS3br/QvoDoQBeGhH1eSlId9auJ/3+bgf+Yr7Ha5NNg/eLmS0USdsBtwJvjIjViz2epUzSKtJdvNMulZvNhb+HabaAlJ5qszNpVnQvcMHijsjM2nLANFtYy4EfkC6ZHh0Rw3eAmtk2ypdkzczMWvBNP2ZmZi04YJqZmbXgzzC3sh9++0cR/YemBVW+uz+AKl8OrwgI+nVVBGX+HnuZn2EI0KuCIOhVua4K6m+798qqv32vDMqIfv+9Kiir6PdXVkypy1X0yqCq6jGkV6/M21X06yLSdnW6LOmPsSwhD4+qCuor/mUFUUW/LgLqr+pX5aCcgKoX/bpo9BFlytftogz6z4qpBttQRf9LFFEGlDHYrgLKmNaOMoh0Yvr5aen+gUHU6V41KC9Tm35dWVEPPnqDExNVBWU5aFcN0lGWRFXmc5TS/XzVo4pGXT7gqrqfKnpE//1z35R2FWUur9P5/UOP+mE76d2Tt6EiCEK5f0rqE1WpIhT9fBGg/FRAxeD5gAVCqP8XeYEocu2UtDQl39H4tBDdvEhKB1FodLuOmJZP+0r5QZp+H4WgkwcrQbcYbFMU6ZXGDp1OPvYi1ffTBaiYmq/7KzqNPhrtJFF0p5YXuVN1GukC1ChXIer1Yopu0a9DKZ+2EeposF3jIFNdnS6gU6SfkMqlfp26nf4A1emkg+n3183bNMo7BSq6jXxzm07uZ1k/r9wHEkUup+imunxypqc7U8vrPBr0hxrbpJPbf0dKqP4lIJpzx+V7LR/7mEvPMM3MzFpwwDQzM2thogOmpB0lvW4O7a/OP/fIC9ci6QBJH5plu377EXWrJI16dqWZmS0hEx0wgR2B1gEzIp45ouzaiHjTFoxhFaMf9mxmZkvIpAfMk4DHSVor6WxJhwNIukTSWTl9jKQTc/qe4Q4kHSzpspzeJa+rd6OkMyTd3Fj1oSPp9Fz3WUnbSTqCtFrC6jyG7RbioM3MbOFNesB8G/C9iFhBWlppZS7fjcHCsCuBL7fs7wTS6vL7AheSnspSewJwSq67E3hZRFxIWhH+qIhYsTUeLm1mZtuGSQ+YTVcCKyXtQ1px4HZJu5LW5bu6ZR8HAecDRMRngDsadT+IiHqF+OuAPeZj0GZmNhmWzPcwI+LWvEjvYaQZ5cOBlwP3jFnodq42NdIl4MuvZmYPIJM+w7wbeFgj/1XS4rFfJs04j8s/27qKFGSRdCiw02aMwczMlqCJDpgR8XPgKkk3SPoAKTh2I+K7wDdIs8y5BMx3A4fmr5AcCdxGCogzOQf4qG/6MTNb2ib+kmxE/OlQ0Zm5/H7goUNtt88/bwKelNNrgDW5yV3ACyKiJ+lA4OkRsQnot8/bfLCRvgi4aL6Ox8zMtk0THzDn2XLggrzI733Aqxd5PGZmto1wwGyIiI3Afos9DjMz2/ZM9GeYZmZmC0X1skxmZmY2nmeYZmZmLThgmpmZteCbfrayFTv/Xijy6uUIRdFIp1XCCwpAFNSrhhcU6ua6Tn9F+4JlSKJDXq1cnf4K4p1iGfXfPx0tS3V5RfGiWEaheoXyvJJ5f0X1ZYN0d1l/1XWUV2DvNlYsr1dkl6BehV1KK7LXy793G0vNdzRYub0u7y9Rz6BdV4NyCTXzhaBe/7yrKSvLT8kX6q9iPzXN0KrzjdXuG30XBagrGoff36Y+9H4fjaF3OoNtUrup+frcdnNd+l2luk6dV7NOdPqnTyPzdbo+5cuKgk4xlNegv0LFYPvGdt2ioFD93lI/LSmvQZ/rpP57ML1vAeqPcqp+On28U6dLiIqoqtQsqlQGRFUSkcurkqh6RNWo66d7U9JEEOV909uVg3ZU5Yh8OWVfaZtqal1URK+Z7uVt0jFEWR9H9NtFVUEur9tElc9LIx0RRC8G+bIi+t2lurSr1Cb6w4h+u6pRXuXy+tO0qoSqzJmA/uFWEFX6Wecbv46p5dHMq9932ewv0uHWhxgBvXqbCOohVAFlRL9dmfMAFam818jXdQH08gGXEVPqZkqnPus+gpJBfyVVbpfq6ndtEFSankaw9mdfq3PTeIZpZmbWggOmmZlZCzMGTEk7Smq9QLOkq/PPPfLj5ZB0gKQPzbJdv/2IulWS5rxAs6Rz8nqVw+WPknRhI/+vktZJesvm7GumsZuZ2dIx22eYOwKvA05t01lEPHNE2bWkNSM31yrgBuDHW9BHczw/Bo4AkPRI0uPvHp/za+ZzX2ZmtnTMdkn2JOBx+cHiZ0s6HEDSJZLOyuljJJ2Y0/cMdyDpYEmX5fQukq6QdKOkMyTdLGnn3LQj6fRc91lJ2+UZ4gHA6pkebi7pJEnr80zxg42qZ0u6WtL369nm0Izws8Buue93Du9L0v6SviTpOkmX5/U1yeXXS7oeeP0s59DMzJaA2QLm24DvRcQK4HJgZS7fDdgnp1eSltNq4wTgCxGxL3Ah6dmttScAp+S6O4GXRcSFpNnpURGxIiLuHe5Q0m8BLwH2jYinAO9pVO9KWhT6j0jBf9jh9fFFxN819wX0gA8DR0TE/sBZwIl5u7OBN0bEU1set5mZTbi53PRzJbBS0j7AeuD2POM6ELi6ZR8HAecDRMRngDsadT+IiLU5fR2wR8s+7wJ+DZwp6aXArxp1/x4RVUSsBx7Rsr/aXqQVSq6QtBZ4B/DovEj1jhFR/5Hw8Tn2a2ZmE6j19zAj4tYcLA4jzSgfTlps+Z6ImG3NyDY2NdIl0GptybwU1zOAQ0ifTb4BeN6IPsd+t2YMATdGxIFTCtM5MDOzB5jZZph3Aw9r5L8KvJkUMK8EjmNuCzRfRQqySDoU2KnFNsNjmELS9sAOEfFp4C3Allwmbe7r28AueV1MJC2TtG9E3AncKemg3O6oLdifmZlNiBkDZkT8HLhK0g2SPkAKjt2I+C7wDdIscy4B893AofmmmyOB20hBaibnAB+d4aafhwGXSVoHfAU4dg7jGbsvoEOasb4/39yzFqjvAj4aOCW3m+vM1czMJtCCrlYi6cFAmS+jHgiclm+wWbL8aDw/Gm9wWvxovJT0o/H8aLzJfDTeQj9LdjlwgdL/5PcBr17g/ZuZmW2WBQ2YEbER2G9zt5d0CbDnUPHxEXH5Fg3MzMxsFhO1WklEvGSxx2BmZg9MC/oZppmZ2aTyaiVmZmYtOGCamZm1MFGfYU4kKfK3QOBB+TUuPapuWct2o9Iz7bdNH6P2PSZd5X1VXYj8rqo60MvfPrmv8WKW9P0t242rG7X9fOx3tj4qOgRdqvzPKv1s+wvfkl/Wspbt5nO/je3K7vgTM9PJbtNuXH+b+8vawv2qhCJ/46ToDdJzPGPbzH8Dbfqrt+9SUdCjIB10Sg+f0GZ6prpt+H+CuG3s10o8wzQzM2vBAbPBi0Gbmdk4DphmZmYtOGBON2oh6zc1Fqg+X1Ih6abmyiWSNkqa6xJiZmY2IRwwp5u2kDVpIe398gLVr4n0IMxLSQtXI+l3gZsj4vZFGrOZmW1lDpjTjVrIeh2wWtKfQb5FDD4JvCKnX5nzZma2RDlgTje8kHUX+EPgFOBpwNcldYFrgMdL2gV4MXDxQg/UzMwWjgPm7ArgMRHxReB4YAdg+0jPFLwE+EdgQ1471MzMlig/uGB2HeA8STuQlkL8UETcmes+CXwdWLVIYzMzswXigNkQETcBT2rkPzhL+2sZLG9sZmZLmC/JmpmZteCAaWZm1oIDppmZWQsOmGZmZi0ofTvCzMzMZuIZppmZWQsOmGZmZi04YJqZmbXggGlmZtaCA6aZmVkLDphmZmYtOGCamZm14IBpZmbWggOmmZlZCw6YZmZmLThgmpmZteCAaWZm1oIDppmZWQsOmGZmZi04YJqZmbXggGlmZtaCA6aZmVkLDphmZmYtOGCamZm14IBpZmbWggOmmZlZCw6YZmZmLThgmpmZtfD/V5Jtu9jYKhoAAAAASUVORK5CYII=\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x86.688 with 3 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAD/CAYAAAC+cqK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHCpJREFUeJzt3XmU3FWZ//H3B4gS2QKyBUIIawgkkBD2HQcRZpBF8ccEhAkMyyiLR4cZmVEBcRzjOKIEiEExgBJQFFkETpQtsghDWAMYWYQAATEgO4T9+f1xb0vR9FbVVf291fm8zulDf7f7fb7VTT+5t27dRxGBmZlZ1ZaoOgAzMzNwQjIzs0I4IZmZWRGckMzMrAhOSGZmVgQnJDMzK4ITkg1KkkLS/t1tN/lekyW90oq2m0nSfEnHVx2HWXeckGxASFpT0g8lLZD0pqQnJf1I0ogBCmE48Oscy6icoLaot5FuEtvPgXWbEKPZYs0JyVpO0jrA7cBY4J+A9YHPApsAcySNanUMEfF0RLzRorYXRcTCVrRdEklLSVLVcdjg5YRkA+FM4F1gt4i4NiIej4jrgd3y/jM7TpQ0W9IZtRdLOlfSFTXbe0i6UdLzkp6T9BtJY3oKoFPP5tH83zl5/+x8zpaSfivpWUkvSbpJ0rY1bczP3/4iXzc/7//bkJ2kDfOxcZ3uf2Rud0je3ljSlZJelrRQ0oWSVu/lGdaQNFPSXyW9JuluSbvWHD9K0sO5B/qwpCN6aW+kpEtyDC9L+lVtj1XSyZLuy8/3J+ANYJn8M/qBpO/m1/8ZSV+Q9GFJZ0p6QdLjkg7udL8pkh6QtCgPH/6PpKW7uN/h+fpFki6VtHLNOeMkXZt/Pq9Iuqf2NbD25oRkLSVpJWAP4MyIeK32WN6eBuwpacU6ml0G+D6wFbAL8CLwa0kf6uP1W+X/7kEayvtU3l4O+CmwYz7nbuAqSR/Nx7fM/z0iX9ex/TcR8SAwBzio06GDgIsi4i1Jw4EbgPvyfXYDlgUuk9Tl/5OSlgF+B4wC9gXGAafUHN8POIP0uowFTgOmSfpkN+0tAVwGrAbsmr/WAC7t1AtaBzgQ+AywGfB6zfO8DGwNTMn3vRR4ENgCOA84Oz9rh1eBw4AxwOeBfwS+0im0UaTe8z75ddkAmFFz/ALgz6TXbTxwck1M1u4iwl/+atkX6Q9WAPt1c3y/fHyrvD0bOKPTOecCV/Rwj2WAd4AdavYFsH9X26Q/egFs0UvsIv3x+2x37eZ9k4FXaraPAx4DlLdHknqC2+XtU4BrO7WxYu3r0EUsR5ASwMrdHL8ZmNHF63ZTzfZ84Pj8/cfzazaq5vi6vNeThfTH/i1gtU7tzgZu6fQ6PQNcXrNvCPBm59eqUzv/Ajxcs31yjmlkzb4d8uuyQd5+Cfinqn+v/dWaL/eQrBRv9vVESetJukDSnyS9BPyF1Nsf2Z8AJK0q6SxJD0p6kZQAVm2g3Z+Rehs75u1JwKMR8fu8PRHYKQ85vZKH+57Ix9brps0JwNyIeLab42NISanWTcDGPZz/VETM79gREY8AT3W6ZkFE/KWL6+fWXBfAQuDemn1vAc+TXj8AJO2fh0Gfzs/8PT742j4ZEY/XbP8fKUl2DMmeSup5XSfpK5I26ub5rA05IVmrPUT6F253fxg3Bt7mvfd13iX9i7vWkE7bVwCrAEeRemATcht9HbLrznmkYbgvAtuRhoQW1NtupAkOV/PesN1BwMyaU5YArszt135tQHq2ZmpkOf/aa17t5py3urimq31LAEjahpSofwN8kvQz+yof/Nn2HFjEyaTfmUtJP6O5kg6rpw0rlxOStVREPAfMAj4v6SO1x/L20cAlEfFi3v0M6f2ZWpvVXPNRYCPgvyPimoiYR3rvZ6k6wurojS3Zaf8OwOkRcWVE3E/qIXWO5a0uruvK+cBnJE0kvd9zfs2xO0kzDB+LiIc7fb3cTXt3AZvWvsHfyTxg+y6e5w89nL+GamY4SlqX1LPr7pr+2J7U+/lGRMyJiIeAtbs4b01Ja9Vsb0X6OzWvY0dEPBQRUyPiH4AfA4e3IF6rgBOSDYSjSX/Er5H0MUlrSdqF1It4i/SeS4frSJMc9pY0WtKpQO0fqOeBZ4EjJK0vaWdgOqmH1FcLgUXAJyStJmmFvP9B4LN5BtyWpH/Rdx5KnA/8naTVe5mIcSnpX/8/BuZEmuzQ4UxgBeDnkraWtK6k3ZQ+p7VcN+1dkOO+TNKO+Zq9a2aYfQc4WNLRkjaQdCypZ/Y/3bR3DWnYbaakLZQ+kzWTlCyv6+G5GvUgKdkclGP/HGkos7NFwHmSxivNcJwOXBkRD0kammfx7aL0WbKt6TnpWptxQrKWi4hHSTOv7ifNYpsPXE8anhsfEU/XnD6j5utmUi/lkpq23gUOADYlzVI7E/gaaUpyX+N5m5QEDye9Z3JZPnQYabbbHaRkNCPHWutfSTPSniD1Wrq7x2s57s14f++IiHiK1GN4l9R7vD8/xxvdPUdEvArsTBpC/DXp2b9OHl6LiEuBY0nDjX8AvgB8PiJ+3U17QZrJ9gzpZ3E98DSwbz7WVDmO75Bm480lTao4sYtT55Ne+1+TEuMjwKH52DukyR/nAg+QXt9bgC81O16rhlrwu2fWK0nHAN8FPhMRl1cdj1VP0smkWXljq47FquEeklUiIs4ADgY2kTS06njMrHr1vBFs1lQRcVHVMZhZOTxkZ2ZmRfCQnZmZFaGth+zevvKS4rt3s4Z/YLmzogwf+XjvJ1VopfldfVSlPKOWv6HqELqlDTesOoQePfXAi72fVIDVl9is95Mq9Orq/f1ceOstt9xyPa4W7x6SmZkVwQnJzMyK4IRkZmZF6DUhSXpHqRDYfZJ+0Xk9sr7IBb7W6MN55yoXUZN0jFKRsehh/S4zMxsk+tJDWhQR4/Onp98k1TCp12TSoo31uJlUoOuxBu5nZmZtpt5ZdjeS1hBD0qWkRS+XBk6LiB9KWpK0mOQWpDW2ZpDW/NqCtIjjImBb0vLxp5LWDXsWmBwRf669UUTcle/T2JOZmVlb6XNCkrQUsCdpMUiAwyLiubzsyxxJF5Mqca7ZsRaVpGER8UJet+z4iLhd0hDgdGCfiHhG0gHAN0kLW5qZ2WKqLwlpqKS78/c3knpAAMdJ2i9/vxapuNgDwLqSTicVIPttF+2NBsYCV+fez5KkMtFmZrYY60tCWhQR42t35Fo2uwHbRsRrkmYDS0fE85I2Az5Beq/p//HBno+A+yNi2/4Gb2Zmg0ej075XAJ7PyWgjYBuAPBtuiYi4mFSeePN8/sukqp6QelGr5OJbSBoiaZNGH8DMzAaHRhPSLGApSfOAKcCtef+awOw8xHc+8B95/7nA9Lx/SWB/4NuS7gHuBrbrfANJx0laAIwA5ko6u8FYzcysDfQ6ZBcRy3ax7w3SBIeubN55R+4xXVyz625gpy7Om1zz/VRgam/xmZnZ4OCVGszMrAhOSGZmVgQX6DMzsyK4h2RmZkVwQjIzsyK0dcXYK564sy3HG//+mUerDqFudy69Q9UhNGTMq29XHULdXtrkyapDaMjwd9oz7pdeGFl1CHV7aGHVETRm4sSJrhhrZmblc0IyM7MilFygb6akB/J9Z+RVws3MbJAquUDfTGAjYBwwFDi8gfuamVmbKLlA31Ud30u6jbSmnZmZDVLFF+jL5x8MfKGxRzQzs3bQDgX6pgE3RMSNfYjVzMzaVNEF+iSdBKwCHNWHOM3MrI0VW6BP0uGkxDYpIt5tME4zM2sTja7UMAv4l1yg7wHeX6DvHEkdia5zgb6OSQ37A1MlrZBj+D5wf6d7TAceA27JQ3u/iohTGozXzMwKV3KBvrZe1sjMzOrjlRrMzKwITkhmZlYEF+gzM7MiuIdkZmZFcEIyM7MitPVMtgvvWlDZeON/XHRPJfc9/ag/VHLfr//uJ5Xc99Y3j63kvh2ePvkbA37PNWZ+esDvCbDE7NMque+cidX8Tnc49zs3VXLfM2+o5s/X5Qd+r5L7Aux9wTwX6DMzs/I5IZmZWRGckMzMrAgNJaR6q8hKukrSsMZCTIu5Srqi0evNzKx8jfaQ6qoiGxF/HxEv1O5T4h6amZkBzRmyuxFYH1IVWUl3SLpf0pEdJ0iaL2llSaMkPSDpJ8B9wFqSdpd0i6Q7c29r2XzNHpL+KOlO4FNNiNPMzArWr4RUU0X23rzrsIiYSCpZfpykj3Zx2QbAtIjYBHiVVKZit4jYHLgd+JKkpYEfAZ8EJgKr9ydOMzMrX6OfQ6qniuxfO137WER0lKvYBtgYuDmXmPgQcAuwEfBoRDwEIOl84EjMzGzQajQh9bmKbBfXvlp7GXB1REzq1NZ4zMxssdLMSQVdVpHtxa3A9pI63oNaRtKGwB+BUZLWy+dN6q4BMzMbHJqZkGYBS+UqslN4r4pstyLiGWAycKGkueThuoh4nTREd2We1LCwiXGamVmBGhqyq7eKbESMyt8+C4ztdOw6YMsurplFei/JzMwWA/4ckJmZFcEJyczMiuCKsWZmVgT3kMzMrAhOSGZmVoS2rhh78m0nt+V4485PfqbqEOq280qXVx1CQ5bYuavVq8q27bGrVR1CQ2ZNu6vqEBpy16QfVB1C3S5cZt+qQ2jIWWed5YqxZmZWPickMzMrQt0JSdK+kiIvD9RykiZLWmMg7mVmZtVppIc0CbiJgVtfbjLghGRmNsjVlZBy8bwdgH8G/rFm/5cl3SvpHklT8r71JV2T993ZsVCqpH+TNEfSXElfz/tGSZon6Ue5uN9vJQ2VtD+pttLMXDJ9aJOe28zMClPvLLt9gFkR8aCkv0qaCKya92+dV/peKZ87E5gSEZfkgntLSNqdVCNpK1Lpicsl7QQ8nvdPiogjJF0EfDoizpd0DHB8RNze76c1M7Ni1ZuQJgGn5e9/lrcFnBMRrwFExHOSlgPWjIhL8r7XAXJC2h3omB+6LCkRPU4qyNdR9O8OYFQjD2RmZu2pzwkp93w+BoyTFMCSQAC/qON+Ar4VEWd1ansU8EbNrncAD8+ZmS1G6nkPaX/gpxGxdkSMioi1gEeBF4FDJX0EUuKKiJeBBZL2zfs+nI//BjgsvxeFpDUlrdrLfV8GlqvvsczMrN3Uk5AmAZd02ncxMBy4HLhd0t3A8fnYwcBxufDe74HVI+K3wAXALZLuBX5J78nmXGC6JzWYmQ1ufR6yi4hdu9g3tWZzSqdjD5GG+DpfcxrvvQ9Va2zNOf9b8/3FpMRnZmaDmFdqMDOzIjghmZlZEZyQzMysCK4Ya2ZmRXAPyczMitDWBfpGnHNCW3bvrvvdd6oOoW5nr3hZ1SE05Eu/mVd1CHU76WtnVB1CQ04esqDqEBoye86aVYdQt9kv7Fl1CA1xgT4zM2sLTkhmZlYEJyQzMytCvxKSpHfykj7357pH/yqp3hpLoyTd18X+j0u6I9dZukPSB1Z9MDOzwaO/kxoWRcR4gLxI6gXA8sBJfblYUk/3fxb4ZEQ8JWksaWHW9nv30czM+qRpQ3YRsRA4EjhGyShJN+ZqsXdK2g5A0i55/+XAH2rbkLSupLskbRkRd0XEU/nQ/cBQSR9uVrxmZlaWpk77johHJC1JqiK7EPh4RLwuaQPgQlI5coDNgbER8WiuhYSk0aSif5Mj4p5OTX8auDMi3sDMzAalVn4OaQhwhqTxpIJ7G9Ycuy0iHq3ZXgW4DPhURHTuNW0CfJtUadbMzAapps6yk7QuKfksBL4I/AXYjNQz+lDNqa92uvRFUhnzHTq1N4JUg+mQiPhTM2M1M7OyNC0hSVoFmA6cEWmBvBWAP0fEu6RifUv2cPmbwH7AIZIOzO0NA64EToiIm5sVp5mZlam/Q3ZDc5XYIcDbwE+BU/OxacDFkg4BZvHBXtH7RMSrkvYCrpb0CrApsD5woqQT82m758kTZmY2yPQrIUVEt72eXDF205pdX877ZwOza86bT64WGxEvAFvmQ5cD/9Wf+MzMrH14pQYzMyuCE5KZmRXBBfrMzKwI7iGZmVkRnJDMzKwIbV0x9sk11yp+vPHTh59ddQg9WnXC1KpD6NE/nDOp6hD65KgJB1cdQvdOnlh1BD268IAePxFSjP02+UHVIfToJ6s/WHUIvTryyCNdMdbMzMrnhGRmZkVoaUKS9JVcvG9uLuS3dQ/nTpa0Rs32MZIelhSSVm5lnGZmVr2WvYckaVtgL2DziHgjJ5UP9XDJZOA+oKMG0s3AFdSs6mBmZoNXKyc1DAee7ahhFBHPAkiaSFrvbllSVdjJwPakFcFnSloEbBsRd+XzWxiimZmVopVDdr8F1pL0oKRpknaWNAQ4Hdg/IiYCM4BvRsQvgduBgyJifEQsamFcZmZWoJb1kCLildwb2hHYFfg5abHUsaQVvSGVpPhzq2IwM7P20dLPIUXEO6T3gGZLuhc4Grg/IrZt5X3NzKz9tGzITtJoSRvU7BoPzANWyRMekDQklygHeBlYrlXxmJlZ2Vr5HtKywHmS/iBpLrAxcCKwP/BtSfcAdwPb5fPPBabn6eFDJR0naQEwApgrqewlD8zMrF9a+R7SHbyXbGo9C+zUxfkXAxfX7Jqav8zMbDHglRrMzKwITkhmZlYEJyQzMyuCK8aamVkR3EMyM7MiOCGZmVkR2rpi7FE3XtCW443T5lxbdQh1O+2jn6s6hIYcuPD1qkOo2/V7n1Z1CA2ZpIeqDqEhTz1zRNUh1O3O59euOoSG7LXXXq4Ya2Zm5XNCMjOzIpRcMXampAck3SdpRi5dYWZmg1QrF1etrRi7KbAb8EQPl0wG1qjZnglsBIwDhgKHtyZSMzMrQckVY6/qaEjSbaRFVs3MbJAqvmJsvuZgYFYLYzUzs4q1Q8XYacANEXFjq2I1M7PqFV0xVtJJwCrAUS0L0szMilBsxVhJhwOfACZFxLutitPMzMrQyh7SssDpkoYBbwMPA0cCPwSmSloh3//7wP28VzF2EbAtMB14DLglD+/9KiJOaWG8ZmZWoZIrxrb1skZmZlYfr9RgZmZFcEIyM7MiuECfmZkVwT0kMzMrghOSmZkVoa1nsp16362VjTd+aeyzldz3+qtHV3LfHX8/vZL7fnPCoZXct8PXlvzegN/zqo0/POD3BNjz+a9Wct8/LftKJfft8MSFCyq577Cjl67kvhOXuKiS+wKw0vddoM/MzMrnhGRmZkUouUDfjyXdk6/9paRlWxmrmZlVq+QCfV+MiM3ytY8Dx7QqVjMzq17JBfpeyueLVDHWH5gyMxvEii7QJ+kc4GlSKfPTWxirmZlVrGUJKSJeASaSVvh+hlSg7yjeK9B3N/BVeihNHhGHkobx5gEHtCpWMzOrXtEF+jrakPQz4N+Bc1oSqJmZVa7IAn1K1u/4Htgb+GOrYjUzs+qVWqBve+A8ScsDAu4BPtfCWM3MrGIlF+jbvkWhmZlZgbxSg5mZFcEJyczMiuCEZGZmRXDFWDMzK4J7SGZmVgQnJDMzK0JbV4wddcKVxY03zl/6wKpDeJ9x64ysOoQPuOhbb1cdwt9ct8uZVYfwAa8/f2rVIbzPAet8ueoQPuDspa+tOoT32XGnn1YdwgccpIt7P2mAPb3reFeMNTOz8jkhmZlZEfqVkCQNk/T5Xs4ZJem+bo4dI+lhSSFp5Zr9kjQ1H5srafP+xGlmZuXrbw9pGNBjQurFzaRKso912r8nsEH+OhL4QT/uYWZmbaC/CWkKsJ6kuyV9T9K1ku6UdK+kfWrOW0rSTEnzJP1S0kcAIuKuiJjfRbv7AD+J5FZgmKTh/YzVzMwK1t+EdALwp4gYD/wbsF9EbA7sCnw3l44AGA1Mi4gxwEv03qtaE3iiZntB3mdmZoNUMyc1CPhvSXOBa0gJZLV87ImIuDl/fz6wQxPva2Zmg0AzP4d0ELAKMDEi3pI0H1g6H+v8eaHePj/0JLBWzfaIvM/MzAap/vaQ/lblFVgBWJiT0a7A2jXnjeyoEgscCNzUS7uXA4fk2XbbAC9GxJ/7GauZmRWsXwkpIv4K3JyndY8HtpB0L3AI7y85/gBwtKR5wIrkWXOSjpO0gNQDmivp7Hz+VcAjpCqzP6J/M/nMzKwN9HvILiL6slbORt1cOxWY2sX+AI7uZ2hmZtZGvFKDmZkVwQnJzMyK4AJ9ZmZWBPeQzMysCE5IZmZWBBfoy7637xZNaWe/WRs2pR0Aduj/bPdxT17RhEDgmJ0PaUo7ADvtMaMp7Yz54nH9buPMu0Y3IZJkwp6rN6WdWy7496a0A7DN7nv2u421H9q0CZEkK+88rCntTPm/5hWf22OPPfrdxquvHdSESGDtkc2bXLzDEx9rSjvfGrFqU9oBOHSDNVygz8zMyueEZGZmRai6QN9MSQ9Iuk/SDElD8n4X6DMzW8xUXaBvJmkVh3HAUODwvN8F+szMFjNVF+i7KhfhC+A20pp24AJ9ZmaLnSIK9OWhuoOBWXmXC/SZmS1mSinQNw24ISJubGI8ZmbWRiov0CfppHzdUTXHXaDPzGwxU2mBPkmHA58AJkXEuzXnu0CfmdliptICfcB00rDeLXlixIl5vwv0mZktZqou0Nfl/V2gz8xs8eOVGszMrAhOSGZmVgQnJDMzK4IrxpqZWRHcQzIzsyI4IZmZWRHaumLsdjv8Z9PGG4cP37g57awxtintAEwYv0K/27jloeZUshwzpnlr244Z15y2hi87od9tXDf1zCZEkkyYsHTvJ/XBxiOauI7wiv2vGvrjL85sQiDJmOVWbE47q6/TlHYAVtyy/79HZ/xiXhMigY2HNe+5xowY05R2hk1o3u/jOoeOccVYMzMrnxOSmZkVoU8JaaArw0raRdIV9T6MmZm1r772kFwZ1szMWqqvCamKyrDLS7oy96ymS/LwopnZINbXP/JVVIbdCjgW2BhYD/hUHc9lZmZtppFex0BVhr0tIh6JiHeAC7toy8zMBpFGPoc0EJVhR/fUlpmZDT597SFVURl2K0nr5PeODuhoy8zMBqc+JaSKKsPOAc4A5gGPApfU/3hmZtYu+jxkN5CVYSNiNrBTX2MzM7P256nUZmZWBCckMzMrggv0mZlZEdxDMjOzIjghmZlZEdq6QN/m37iuaeON241tThGqiSOWaUo7AButuHy/2xj1nyObEAmsts1mTWkHgHWa1Na6W/e7iS3uvbwJgSR/t866TWln3CobNKUdgA2H9b+tX53yYhMiScZstlrvJ/XByPVWbko7ACPX6n8hzG9/+4QmRAITJ05sSjsAo0ePbko7I0aM6P2kPtpwww1doM/MzMrnhGRmZkXoc0Ia6CJ9Zma2eKmnh+QifWZm1jL1JKQBL9In6cu5/XskTen/45qZWanqmWV3AjA2IsZLWgr4SES8JGll4FZJHdOVRgP/HBE3S5pB6lX9b0cjNUX6vpB3dVmkT9J4UrLaOiJek7RSIw9oZmbtodFJDQNRpG834JyIeA0gIp5rMFYzM2sDjX4OaSCK9JmZ2WKknh7SQBfpuxo4tOM9KA/ZmZkNbn1OSANdpC8iZpGS1e2S7gaOb+wRzcysHdQ1ZDeQRfrysSmk2X1mZjbIeaUGMzMrghOSmZkVwQnJzMyK4IqxZmZWBPeQzMysCE5IZmZWBCckMzMrghOSmZkVwQnJzMyK4IRkZmZFcEIyM7MiOCGZmVkRnJDMzKwITkhmZlYEJyQzMyuCE5KZmRXBCcnMzIrghGRmZkVwQjIzsyI4IZmZWRGckMzMrAhOSGZmVgQnJDMzK4ITkpmZFcEJyczMiuCEZGZmRXBCMjOzIvx/5VlGJSjVEicAAAAASUVORK5CYII=\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x243.504 with 12 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 460.8x313.2 with 16 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"import numpy as np\n", |
|
"import matplotlib.pyplot as plt\n", |
|
"%matplotlib inline\n", |
|
"\n", |
|
"\n", |
|
"cmaps = [('Perceptually Uniform Sequential', [\n", |
|
" 'viridis', 'plasma', 'inferno', 'magma', 'cividis']),\n", |
|
" ('Sequential', [\n", |
|
" 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n", |
|
" 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu',\n", |
|
" 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']),\n", |
|
" ('Sequential (2)', [\n", |
|
" 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n", |
|
" 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n", |
|
" 'hot', 'afmhot', 'gist_heat', 'copper']),\n", |
|
" ('Diverging', [\n", |
|
" 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n", |
|
" 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']),\n", |
|
" ('Cyclic', ['twilight', 'twilight_shifted', 'hsv']),\n", |
|
" ('Qualitative', [\n", |
|
" 'Pastel1', 'Pastel2', 'Paired', 'Accent',\n", |
|
" 'Dark2', 'Set1', 'Set2', 'Set3',\n", |
|
" 'tab10', 'tab20', 'tab20b', 'tab20c']),\n", |
|
" ('Miscellaneous', [\n", |
|
" 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n", |
|
" 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg',\n", |
|
" 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])]\n", |
|
"\n", |
|
"\n", |
|
"gradient = np.linspace(0, 1, 256)\n", |
|
"gradient = np.vstack((gradient, gradient))\n", |
|
"\n", |
|
"\n", |
|
"def plot_color_gradients(cmap_category, cmap_list):\n", |
|
" # Create figure and adjust figure height to number of colormaps\n", |
|
" nrows = len(cmap_list)\n", |
|
" figh = 0.35 + 0.15 + (nrows + (nrows-1)*0.1)*0.22\n", |
|
" fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh))\n", |
|
" fig.subplots_adjust(top=1-.35/figh, bottom=.15/figh, left=0.2, right=0.99)\n", |
|
"\n", |
|
" axes[0].set_title(cmap_category + ' colormaps', fontsize=14)\n", |
|
"\n", |
|
" for ax, name in zip(axes, cmap_list):\n", |
|
" ax.imshow(gradient, aspect='auto', cmap=plt.get_cmap(name))\n", |
|
" ax.text(-.01, .5, name, va='center', ha='right', fontsize=10,\n", |
|
" transform=ax.transAxes)\n", |
|
"\n", |
|
" # Turn off *all* ticks & spines, not just the ones with colormaps.\n", |
|
" for ax in axes:\n", |
|
" ax.set_axis_off()\n", |
|
"\n", |
|
"\n", |
|
"for cmap_category, cmap_list in cmaps:\n", |
|
" plot_color_gradients(cmap_category, cmap_list)\n", |
|
"\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 2, |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 1296x576 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"import matplotlib\n", |
|
"import matplotlib.pyplot as plt\n", |
|
"import numpy as np\n", |
|
"import pandas as pd\n", |
|
"from pylab import get_cmap\n", |
|
"\n", |
|
"data = [{'a': 1, 'b': 1, 'c': 2, 'd': 0},{'a': 1, 'b': 1, 'c': 2, 'd': 0},\n", |
|
" {'a': 1, 'b': 1, 'c': 1, 'd': 2},{'a': 1, 'b': 2.5, 'c': 1, 'd': 2},\n", |
|
" {'a': 1.7, 'b': 2.1, 'c': 2, 'd': 0.2},{'a': 1.7, 'b': 2.1, 'c': 2, 'd': 0.2}]\n", |
|
"cm = get_cmap('Dark2')\n", |
|
"\n", |
|
"cnorm = matplotlib.colors.Normalize(vmin=0, vmax=len(data))\n", |
|
"smap = matplotlib.cm.ScalarMappable(norm=cnorm, cmap=cm)\n", |
|
"_fig, ax = plt.subplots(1, 1, figsize=(18, 8))\n", |
|
"for lx in range(len(ax.axes.lines)):\n", |
|
" ax.axes.lines[lx].set_color(smap.to_rgba(lx))\n", |
|
" print('setting color for %i to %s' % (lx, smap.to_rgba(lx)))\n", |
|
"\n", |
|
"frm = pd.DataFrame(data)\n", |
|
"frm.plot(ax=ax)\n", |
|
"\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 3, |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"setting color for 0 to (0.10588235294117647, 0.6196078431372549, 0.4666666666666667, 1.0)\n", |
|
"setting color for 1 to (0.8509803921568627, 0.37254901960784315, 0.00784313725490196, 1.0)\n", |
|
"setting color for 2 to (0.4588235294117647, 0.4392156862745098, 0.7019607843137254, 1.0)\n", |
|
"setting color for 3 to (0.4, 0.6509803921568628, 0.11764705882352941, 1.0)\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"<matplotlib.legend.Legend at 0x7fcba7d5b588>" |
|
] |
|
}, |
|
"execution_count": 3, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": "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\n", |
|
"text/plain": [ |
|
"<Figure size 1296x576 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"import matplotlib\n", |
|
"import matplotlib.pyplot as plt\n", |
|
"import numpy as np\n", |
|
"import pandas as pd\n", |
|
"\n", |
|
"%matplotlib inline\n", |
|
"\n", |
|
"data = [\n", |
|
" {'a': 1, 'b': 1, 'c': 2, 'd': 0},\n", |
|
" {'a': 1, 'b': 1, 'c': 2, 'd': 0},\n", |
|
" {'a': 1, 'b': 1, 'c': 1, 'd': 2},\n", |
|
" {'a': 1, 'b': 2.5, 'c': 1, 'd': 2},\n", |
|
" {'a': 1.7, 'b': 2.1, 'c': 2, 'd': 0.2},\n", |
|
" {'a': 1.7, 'b': 2.1, 'c': 2, 'd': 0.2}\n", |
|
"]\n", |
|
"cm = matplotlib.cm.Dark2\n", |
|
"\n", |
|
"cnorm = matplotlib.colors.Normalize(vmin=0, vmax=len(data))\n", |
|
"smap = matplotlib.cm.ScalarMappable(norm=cnorm, cmap=cm)\n", |
|
"_fig, ax = plt.subplots(1, 1, figsize=(18, 8))\n", |
|
"\n", |
|
"frm = pd.DataFrame(data)\n", |
|
"frm.plot(ax=ax, legend=False) # legend=False b/c we haven't tweaked colors yet\n", |
|
"\n", |
|
"for lx in range(len(ax.axes.lines)):\n", |
|
" ax.axes.lines[lx].set_color(smap.to_rgba(lx))\n", |
|
"\n", |
|
" # now this will actually print something\n", |
|
" print('setting color for %i to %s' % (lx, smap.to_rgba(lx)))\n", |
|
"\n", |
|
"ax.legend() # and now do the legend" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [] |
|
} |
|
], |
|
"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": "3.5.2" |
|
} |
|
}, |
|
"nbformat": 4, |
|
"nbformat_minor": 2 |
|
}
|
|
|