diff --git a/interactive/ecal_emb.ipynb b/interactive/ecal_emb.ipynb
index 8f2ed01d2253223476c67b34db4186f035857550..41bef57b4f3ee0365128c39ce8d3f12aa508b4fb 100644
--- a/interactive/ecal_emb.ipynb
+++ b/interactive/ecal_emb.ipynb
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -417,268 +417,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
-      "  if __name__ == '__main__':\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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8/7tV1ZF/b9LhL83tsc52TFYAAAAAAAAAABAgvm4DFX9+a9XKaKr8Jdl+7FXwMVkBAACAgHrsscf8cpyHH37YL8cJhI897xgxqyJ+R6/pZsTi3/+8yueN21PxA1D96avNRi+ZoW2Do41Yq8OZRmzj6Dgj5io2P3TV+9b83tj+88zzegvNgoqtp/9kxH54OsWIJTcziyzaLZQY1bhRhfutxq21lWf1ugIAEMpqwjhsSNJIRblOjGWs3q/tvodbjSXcVexXVPOmRuxYi3pGrNZWM9d70KIwtZWu5ngtL7OOGbvQvIrYeoeMWOmRGCNWciDeiMXlmZUGWjy9wzyeEZGKUiuOJ9OmmuPVyORkI9bqr/uMmNVrs9SimLaVwqu7lv9cWlIkLVxgKw/+xWQFAAAAAmrSpElyuVzyequ+8NnlcoX0h2QAAIBQxDgMCBG+7gNVdowww2QFAAAAAm7mzJlVzvV6vRozZowfewMAAFBzMA4DQoCP20CVHSPcMFkBAACAgHK5XLr++ut9OgYfkgEAAJxjHAYglDFZAQAAgIDyZdsBfx4DAACgpmEcBoQGr/f4zddjhBsmKwAAABBQhw6ZxfuCcYxg86U4s1Wxx1OLREtS3R+Kq3T8Fv8w87ZcaxZnTPzOXHp+6IIiI1Y8/LARK/nRLJQYEW+WXSz9ySzO2GK4Gdt53yVGzPXbi42YLFbLn7M4xwza0LfXFCMW8dm/q3QsSdr2dsfynz1HzecRAABf1YRx2IL8OUpMTDxjG6uxlN1C3HZzT23njTb/DBu58msjZlWE2tOrsxGL+MQcc0TtM1+bYykJZu4xsyD2sV1m4WxXsjkm9B6NNmKFjcxe584wX4OkaY2NWJ0vt1e4v9jmc64DB4yQ3dfr5DFXmR/em1j+c0FBgZKSqrcui9cP20D5vI1UCKrxkxXdPnxCkfG1bLffdsdj1dib4wbUv8VxTou8/Y5zfnScIbXo5Txn21XOc37+VYmzhKPOf5X7dNroOOfznc0d5yTFOf+gGelyPjVa4o101P78WPu/92U2J2xynPP+4fMd5xTHOLsWSarzg/lmWZmDrZ213/0L569LqxHmwKMytbuaf2ypTJOl+Y5zIo6Yb+yVcedsdpzjmMftOGVgo/+z3bbUU7U/3AHwn9q1a4fEMQAAAGoaxmEAQtkZ/8IbGen8D4ancrlcKi21mhMEAAAATu/gwYP69NNPFRcXp8svv1xRUTX+ezYAAAABwTgMqGZel+8Fsmvaygqv16vmzZ1/k/zk/J9++qnK+QAAAAh/69at07hx4yRJc+fOVcOGDfXDDz/osssu0969eyVJnTp10sqVK5WUlBTMrgIAAIQVxmFAcFCzwtoZJytcLpe2bt3q0wn8sToDAAAA4WvOnDn6/vvvNXnyZJ1zzjmSpDvvvFN79uxRv3791K5dO82ZM0fPP/+8Jk2aFNzOAgAAhBHGYQBCSaUrK3zlj2MAAAAgfC1fvlyzZ8/WFVdcIUnavn27PvroI3Xv3l1Lly6VJPXp00cTJkwI+w/Jdgs2Win9eacRi6sdV+H+9gfs1UVyuc0xfGmSubVrocf8OBH9o1kXqzDeojhjhHmOCLPWo45e0808XorZMGmLWfNodzezXesp/zVP4qrY7tB1ZmHupO/M+lCutRuMmNWnn6oUUy8oKFDSKLOANwAA/lRTx2FW780Dm91txEp3/Gwr1845ms94xmjT9t49Rsxz5IgRsyqmbaV0yzYj1uhpMxbVwtxJZ+O4NPO8kebIxmMxXlO0xwgdyDMLex/pGWPE4tq0rHB/YIt7jDY/PWiOYRutNmvEDmh7vxGzW3RbFqFq5ZX1wNHpMcLMGScr7r33Xp9P4I9jAAAAIHxt3bpVPXr0KL//3nvvSZLGjh1bHuvTp49+/PHHgPcNAAAgnDEOA4LD63XJ62PNCV/zQ5HVXFi5Z54xZ/yc8scxAAAAEL5iY2NVUFBQfv/NN99UrVq1NGTIkPKYx+NRTIz5TSwAAABUHeMwAKHkjJMVAAAAQHXLzMzU008/raNHj+r111/XV199pauvg/zcWwAAIABJREFUvlp16tQpb/Ppp5+qadOmQewlAABA+GEcBgSR18dbGDrjNlCnKioq0hdffCFJ6tatm2rVOr4f7ZQpU/Tuu+8qPj5ed911l37960Bv8gUAAICz1X333aeBAwfq+eeflyTVqlVLDzzwgCRp7969eu+99/Too4/qt7/9bTC7GRCR7VrbaueKNr/d+NGxuUbs1P14mzy52TzYE+PMfhw1a0zU2RRnxI40M+tEtGxv1s44dMysY1FaN9KIlRww2+0eau5HnFCn0Ij9vDvRbLfRPMfGpzOMWNtxFetYJOYcMtp41m00z3m/uX9y6tfmc2dXnz5Plv9cWmpeNwAA/sY47ITFP041Ypa1DWw6NdccgUhmpQdr3kvPN2Ku//eNEct5pauZbFEnrHa9o0YssuiYEUtMMNs1bLTbiO06ZNan8H6YYsTcsea2RQ2XVazbsfGx+kab1tevNmJW42Z3jjnWtXoNd9is41ad2AbKmqPJirfeektjxoxR8+bNtXr1ajVs2FDPPfecHnroofI2a9asUf369dW7d29/9xUAAABhKCsrS//4xz80a9YsRUREaOzYscrMzJQk5eTkaN68eWrTpo2uv/76IPcUAAAgvDAOA85Ohd/m6Oi/zS/TnO0cTVa8++67uuWWWzR9+nRJUmlpqZ555hnVqVNHS5YsUfv27XX77bfrmWeeYbICAAAAtvz44486//zz9Ze//EUpKRW/gXXppZdq5cqVQeoZAABAeGMcBgSJj1s5xWVmqFarZjq8fK3fuhQKHNWs2LBhgyZOnFh+f9myZdq9e7duueUWXXLJJapbt64mT56sdevW+b2jAAAACE/p6elq0aKF7rjjjmB3BQAAoEZhHAYEi8tPt/DiaGXFvn37Ksyyvvvuu3K5XBoxYkR5rEmTJtq/f7//eljN0oZ/ryhXtO32/eR8r7qPPe84au/Oc/78OT1HVVVlr76o3s73gSvJjXXUfvu99zg+xw1f3OA4p/CouT90ZfIjzb2cK7Mt+hzHOY/kDXHUfm8L59+OqBtp7lVYmfPTf3Kcsz0/2XHO/jbOXxvXYUf/BMq1x9xHuzI7xzv//W/2/p7KG53iuzvMvSAr0/r/NjjOiTo33VH70i3bHJ+jKkpzzT0zT9vWW1KNPQFQVX/+85910003BbsbAAAANQ7jMAChwtFf6ho3bqyvv/5a3bt31/79+/XOO+8oIyNDnTp1Km+zY8cOpaWl+b2jAAAACE/Jycm64YYbFBPjfOI53CzZMMVWO2+JWcTZ6kslW9/qVOF+q8ftFW32xJgfExJ+NEtAdv2VOfH92bZzjVh0tPnljYc6LzJiC/d1MmJfftPK7Msc83cl5aD5nGy6xVxbXzfb/PKB58iRCvdL6pvFxH96qrsRy3hxuxEr3fGzEbN6bay+bBS15qTnk8l1AEAAMA47we77td0v8kYmV/wipvvAgap1TJJVHWVvD7Podr3PI43YvovMcVitaHOc4XabG/DUr33EiF2b9pURezTH/AJtSqkR0uUjzC2LFjSuWBS81auFRpuoJo2NmNdjbw8lq9ew5TPPGbEuY07E3MX2xsw+8XEbqPJjhBlH20BdffXVuu666zR+/HhdccUVOnz4sG677bbyx71er6ZMmaL27dv7vaMAAAAIT7169dJXX5kfek517rnmH8EBAABQdYzDgCDx+ukWZhxNVtx///1q0KCBnn32WX3zzTfq27evbr/9dknSZ599piZNmuiNN97Q0KFDq6WzAAAACD/PPvusJkyYoDVr1pyx3bZt2wLTIQAAgBqCcRiAUOJoG6jk5GRlZ2dr/fr1crlc6tChQ/lj7du315tvvilJ6tatm397CQAAgLB14403qqCgQD169FDDhg3VtGlTxcWZ2/C4XOFXQA4AACCYGIcBQeJ1We/v5fQYYcZZddn/yczMNGIpKSnq1auXzx0CAABAzbJq1aryn3fu3KmdO3datuNDMgAAgH8xDgOCw+s9fvP1GOGmSpMVlYmMjJTbbRZvAQAAAKx4PGbx5lNFRDjawRSSkhfHV7jvOrjXVt6hdPMblV6Lp//ny8yi1k0XHzRiHotvfR3ymOfYsDvNPG9tszrj3vPNItm68KgRqmXxe3X4UvNzSoMZFYuKFieaxSnPvd9ie4wWzc2YBavCjlY+Kvxb+c8FBQVKSppvKw8AAF/UxHFYq6fMAsvnRlX9z6RW7/XdfvunCvcT3zKLS1s5duVFRqzWh9lGrOA3FxuxAxZlhC89P8eIxUWaBbY/39XMiGUk7jFiz/63nxGLOmA+dwd7m0Wq3/v8QiP2/9m79+ioqvP/45+ZkAQSSAgEEiRCuIMQKvdSuaioQWAh2gqoFSFeammLioIWBFEUK7YIbdGvNyD4wy+I1irwFeRqlYsGtYBR5CJBUBIgQMIlMSQzvz9iomEPyZyZycxk8n6tddYyz9l7n2eSEPfMPmc/YZdUbGfbssNo856L7+91fZ4wYt9P/pURGzB0thHbv2qyEft54fRip/n9gX9U+q/wP//5j7/yAAAAQC2VmprqVrs77rijmjMBAACoXZiHAQHiiwLZte3JiiuvvJLHvAAAAFCt3nvvPbfaLVy4sJozAQAAqF2YhwEBQs0Kl6p8vmn69OmWBnQ6nZo5c6bHCQEAAKD22r9/v7Zv366cnBxNmDBBJ0+eVGRkpKKioqruDAAAAI8xDwMQaFUuVjz22GOWB33iCXPPMAAAAOBiMjMzde+992rLli3lsQkTJuiTTz7R6NGj9fe//1233367T661YsUKDR8+XFLpjTau7NmzR1OnTtXGjRtVUFCgLl26aOLEiRo1apRPcgAAAAgWzMMA/7M5Sw9vxwg1lS5WbNy40aNBPe1X5vjx4xo/fryWL1+uhQsXauzYsS7bJScn6+DBgy7PtWnTRvv27fMqDwAAAFS/ffv2qX///srLy1PPnj2VlJSkf//735Kk/v3769FHH9Xvfvc7JSUl6aqrrvLqWvn5+Ro/fnylbXbs2KH+/fure/fu2rZtm5o2baq5c+dq9OjR2r9/v6ZMmeJVDr7gqojjz4sClmm4uGJR6L1Lu7o1/sdLHjRiyc//1YidHN7RiJ0/HG7EerbNMmKJdfKMWJv4XCO2K/dSIxbdzywUfuy7hkas/T1mMcqj75g5597eo8LXp8wmav2mGSs+4Pq9yIWubzXRiL13wCzsCQCAv9WGeZirOVLL/t2M2PtF/+tWX3fFvX9BYevL2httSr40i19/O9gsZt7u/8zxY143C3afa2IWmN51tJkRqxdhFpC+rEmOEftVA/Oz1T0NmxqxY5eZ4zWILDJiJ6PrGbFmo76pONbv+hpt3P05xF3S24j9x0UxbVd+uP6nwubF5wulte+41c9j1KxwqdLFioEDB3o06AcffOBx37feekvjx49XUZH5C+1K69atFR5uviFq2bKlR9cHAACAf82YMUPt27fXkiVL1KZNG0lSWFiYJCkqKkoPPvigIiMj9eyzz3r9JvmRRx5RUlKSDh8+7PK8w+HQmDFj5HA49MYbb6hp09I3Y9OnT1dGRoamTZum4cOHq0uXLl7lAQAAEAyYhwEIJlVuA+WJxx9/3HKtC0l64YUXNHPmTC1YsEDLly9Xenp6lX3Wr1+v5ORkD7IsVSf5UtWxR7rd/r395h1lvubqTrnqkBrlm0f4qhJ5wnqfVq+bq7mVMm/+q9LhX56x3Mf+TF3LfU7Fh1nuU9fFCndVfjhv7Z/z5+esL+h9nZ9guc/BU3GW+xRta2S5T6T1H43qXW7tl/P0Huuv5dJ3jlru4/jmW8t9YnebdzZUh/f2PWupvSd3oXjyN/D6S+9zv7HjB+l7y5cAUI02bNigdevWlb9BdmX06NF6+umnvbrO5s2btWDBAm3fvl0pKSkXzWXnzp0aNWpU+RvkMmlpaVq5cqXmzZunl19+2atcAAAAggHzMCBAKLDtUqWfbl599dX+ykOSlJKSoszMTMXFxWn5cv98YA8AAIDAOnHihNq1a1dpmzp16ujECQ/ugPhRUVGR7r77bk2aNKnSu/FWrVolSerb13z8vCxW1gYAAKCmYx4GBAjbQLlU6WLFpk2bPBrUZvNsVadfv34e9QMAAEDNdckll+iDDz7QNddcc9E2Gzdu1KWXmrUL3PXkk0/K4XDo0UcfrbTdrl27JMnlk7uJiYmqW7eujhw5otzcXDVu3NjjfAAAAIIB8zAA3nr33Xc1c+ZM1atXTyUlJZo3b5569uzp0VhV7hvjcDgsD2q3m4VgqsuLL76o9957T/v27ZPNZlPnzp11xx136He/+51f8wAAAIBnRowYodtuu02zZ8/Wbbfdpjp1Kk5RN2zYoD/+8Y8aM2aMR+NnZmZq9uzZWrt2rSIjK9/+Mzs7W5IUF+d667/Y2FgVFhYqJycnoG+SPS32WOeL+mZwpBm6rvfjRqzd9i+M2DezzTsfW3Yz99pzuHhEfcvptkbspoTPjNiBE+b2kE1+d86IxbRrYMTqfWBuYZn/qVmI+9Ls4orjf5xv9vt1HyMW/dbHRsyV4oOHjJirn2FY/E+/U8UO92r4AQDgjVCch90QO0Z1bD/Vt/XXdusXKsmt+DTK2mMvGm06PPGcEWs3YYs5mN3cYvybWWYx6aRN5rbiUcvMp2JOp0cZsUvrnTRiz2ddacTaxB4383Ph2xPmz7FL4hEjlri54mfP9sFm0fESF+PXaX6JEav/pZnb9a3NveOLs8ztt3/+2xnmtL49u2Uh8mTFp59+qltvvVWffPKJLrvsMq1cuVKpqanKzMxUYmKi5fEq/TTf0yLZnvbzxNatW/XSSy8pNzdXu3fvVv/+/TV+/HiNGDFCJSWufpUBAAAQTKZNm6aYmBilpaUpJiam/C6cAQMGqEWLFrr22msVExOjP//5z5bHdjgcuvvuuzV27Fj179+/yvYFBQWSpPDwcJfnIyIiJEnnzpkflgMAANQ0zMOAAHH66Aiwp59+WqmpqbrsssskScOGDVNCQoLmz5/v0XiVLlZs3LjRo0E97WfVggUL9P7776t3796KjIxU8+bN9eyzz+qGG27QihUr9M9//tMveQAAAMBzcXFx+uijjzRixAj98MMP+uyzz+R0OvXRRx/p+++/129+8xv95z//UUxMjOWx58+fr4MHD+qZZ55xq329evUkSefPu76bqqio9G73qCjzbjQAAICahnkYUDscP35cI0eOlM1m06JFiyptm5+frwceeEAtWrRQ3bp11b59ez355JMu/22uW7fO2PKpV69eWrt2rUd5VrkNlCtOp1MbNmzQ9u3blZOTozlz5uj7779XcXGxWrRo4VEinrhYAfB77rlH77zzjhYvXqz77rvPb/kAAADAMwkJCXrrrbeUk5Oj7du3Ky8vTw0bNlSvXr3UpEkTj8Y8dOiQpkyZosWLFys2NtatPomJicrMzNTJk+Zj8JKUl5dXnm9lpkyZUn73X2pqqlJTUy1kjtrqeNEhHS8q3TLK4bS+HS8AAJ4ItXnYPn0hu7P0/uzGqrwtUCbXma1c5UiSHPLDPMxpKz28HcMNb731lsaPH1++4FeZ/Px8XXHFFTp58qSWLl2qHj16aPXq1RozZoy2bNmiFStWKCysdFuyEydOKC8vT82aNaswRmJiot577z3rr0ceLFZs3LhRaWlp+vbbb+V0OmWz2TRnzhx98cUXGjJkiGbMmFFlwZzq1qZNG0nS7t27q2y758SHstlKvw3x9ZLVJCq5OlMDAATAscKDOl54UJLkdLJFIBBsnnjiCU2fPl1S6ZvPoUOH+mTc9evX68yZM7rpppsu2sZmK53gDxw4UJs2bVJKSorWr1+vAwcOGG2zs7NVWFioZs2aVVmvYtasWR7dgYjaLT7iUsVHlBYwLXYU6VBhZoAzAgCEulCch7VVlwo1KwB3NLYlqrFKaywUO8/rsPZX6/VsztLD2zGq8sILL2jmzJlasGCBli9frvT09ErbT506VV988YVWrVqlfv36SZJuvPFGzZgxQw899JBefPFFjR8/XpJ09uxZSTLq0URGRnq8XZulxYrPPvtMQ4YMUXh4uH7zm98oKSlJc+fOlSRde+21WrZsme666y5ddtlllf4xqm5Op/s/6faN+quOvfICPwCAmq1J3ZZqUrelJKnY8YO+PbsrwBkB+LnHH39cv/3tb9W6dWufjjt27FiNHTvW5bmyN8cXzhuHDBmiuXPnatu2bUafrVu3lrcJNFeFIl0VbLY3qFh0+tInXRRsfOIBI+R0UUy7aHAvI9bA/CxBBV3MDweuav61EcsrNrdwyDzX3IjVr/uDETvR/1IzvwbmnWUls8x27dZvN9v1Tanw9Zl25h2gW5Y/ZMS84ern9fXUduX/7SgslB7x6SUBADCE4jzsnbzFFW4auabfk0abdR+5d6O1u8W5Xf1/3R1JGwvca+gwb7pr8rn5+Wfkus+N2L7HzTnc+WxzfnVTktl36CVnjNg5R4QR++ibNkbMvr+eEfvsB3Oe2Oa2itc9Naa90Sb+/W+M2HuH5hmxVnP/ZsQO3G8W2K5Kfn6+208EBbuUlBRlZmYqLi5Oy5dX/vt8+vRpvfLKK2rWrJmuv/76CufGjh2rSZMm6bnnnitfrIiOjpYk/fBDxd+nH374wePt2iqtWXGhmTNn6pprrtHhw4e1bNky/e1vP/0C2Gw2/frXv9b8+fP1j3/8w6NkrPjrX/+qO+64w+W5/ftLV746dOhQ7XkAAADAO06nU7/4xS90zTXXaPny5SouLg5YLoMGDVJKSopWrlypo0ePVji3YMEC2e12TZgwIUDZAQAA+BbzMCBA/FRgu1+/foqLi3MrpQ0bNqiwsFB9+vQpX1Qs07hxY7Vv31779u3Tnj17JEmNGjVSw4YNlZ2dXaFtdnZ2+c5HVllarNi8ebP+8Y9/VPpI+5AhQ/Tll196lIwVZ86c0Zo1a3T69Gnj3AsvvCBJ+u1vf1vteQAAAMB7hw8f1vDhwzVz5kw1b95ckydP1r59+/yeh91uV3p6umw2m0aOHKn9+/crPz9fM2fO1MqVKzVjxgx17drV73kBAABUF+ZhACRp167SXSiSk5Ndni+Ll7WTpGuuuUbbt1d8cnn79u265pprPMrB0mLF6dOndckll1TapqioyOUCgq/ZbDbl5OToxhtv1Pbt21VQUKDvvvtODz74oFatWqXU1FT96U9/qvY8AAAA4J2FCxcqNjZWEyZM0M6dO/X222/r2LFjuvzyy3X11Vdr2bJlOn/+vNfXWbRokWw2W4W7hMq+3rRpU3msW7duysjIUHx8vHr37q3ExES9++67ev311zVt2jSv8wAAAAgWzMMAlCl7QuJiT2I0bNhQkpSTk1Mee+SRR7RmzRp99dVXkqT/+7//05EjR/SHP/zBoxwsLVYkJyfrnXfeqbTNqlWrPH7MIysrq/wPVVmxj3HjxslmsxkrOpMnT9bSpUvVoEED3XDDDYqJiVGnTp20ZcsW/fOf/9SqVasUHk4xHQAAgGB34daev/rVr7Rw4UJ99913Gjp0qNLS0tS8eXNNmjSp/JFjT4wdO1ZOp9PlceWVV1Zo27FjR7355pvKzc3VuXPnlJGRoVtuucXjawMAAAQj5mFAYNj0U5Ftjw8f51RQUFpD5WKfqUdElNYr+Xnx7B49emjJkiUaM2aMBgwYoKeeekpr1qxRYmKiRzlYKrA9evRojRs3Tl9++aXuuusuNW/+UwG88+fP67XXXtPEiRP18MMPe5RMcnKy28Wx69Wrp1GjRmnUqFEeXatc0XnJ7v6ajScFc9wtxuPNNTxxYcFFtxQWWu6S8A8XhRyrEt/Yeh+L9v6zj+U+9Q9Y/zNgO2IWHqpKTrj1Ij72o9ausz8u3vI19q+0vhD5QyP3C96Xib3iuOU+vRK+tdxn0zvdLbVvudUsQFWVowOaWO7T9ESe9T6fWH+iLaxTu6obeenbx35V7deQpGPXtnS7bUlRobSkGpMB4BP79u3TSy+9pEWLFqmgoEAFBQV6//339eKLL6pHjx56+OGHNXjw4ECnGTCu5ovuzDkHJ4z3+JqRx84ZsZKO5pylYV2zUOTX58w3K3Hh5ngFJeZ8Ju5PDiN29CpzTuYMM0I63tUc75I15l7c4blnK3wd8a35Gq6/5I/mNePM7XGdEeZbLMeOr4xYVT+v/Px8xT7iXvFPAAB8KdTmYa6KaXs6l7LCnfHsH5hFrV2xdetsxPKTzc8zG7ZrZcRavGfOa05cZha/3nOZOV/rGn3IiO0719SIFZ8xP9xuv+qsEXOEmxO2sLYVc264eKvR5nzfXxixHnfOMWIHXjWLaQ9ufI8RKzl50oj9XLHT+6eJquS0lR4Wnftqtwp2f106RIlZeN0b9eqV/l5c7GmqoqIiSTKKZw8fPlzDhw/3SQ6WnqyYPHmyOnfurMcff1wtWrRQfHzph50tWrRQVFSU7r77bnXu3FkPPmi9yjoAAABqp7Cw0jctxcXFeuONNzRo0CB16NBBf/3rX1VUVKR7771Xn332mXbs2KEjR47o1ltv1e9//3vNmjUrwJkDAADUbMzDgJolqlNHNb7xBjW+8QY1GjbEp2OXPQ1x8iKLOadOnZIkJSQk+PS6P2dpsaJevXratGmTHnjgAdWvX18nTpyQ0+nU4cOHVb9+fT300ENav359+SMhAAAAQFWcTqcefvhhJSUl6ZZbbtHGjRvVq1cvvfLKK/r+++/1/PPP6/LLL5ckRUdH6+6779Z//vMfzZs3L8CZAwAA1GzMw4AAcfro8KGUlBRJ0oEDB1yez8rKqtCuOljaBkoqXbD429/+ptmzZ2v37t3Ky8tTw4YN1bFjR9ktbKcEAAAAlHn22WcVGxur3//+97rnnnvUtWvXStvn5+crPz/fT9kBAACELuZhQAD4YrHBx4sVV199tSIjI/XJJ5/I6XTKZvtpm6rc3Fzt2bNHbdq0Ufv27X174Z+xvFhRJiwsTJ07m/ulAQAAAFYtXLhQI0eOLN8ntTKbN2/WVVddpQ4dOvghMwAAgNDGPAyoec7t3q1zmV/6dMwGDRrozjvv1PPPP6/33ntPQ4b8tM3UokWL5HQ6df/99/v0mheytFiRn5+vRYsWSZK6dOmiq6++uvzcihUrdPDgQd11112qW7euT5MEAABA6Bo4cKDuuOMOt9v37dtXJ0+eVJ06Ht93U6O4WwDSnXarc55365olV3U3YnmtIo1Y/e/N4tdH8s2i0/3i95ux6D1G7PkjVxmxfWlmsceSuuZtZG0nbjNix37f14jZepmPrZdk7DJiF/L0e36xdv4o7AkAQFVq6zzM1/9fd4en/STJtifLiDX/3CxgrcaNjFCdg98ZMXt7s2D1h4dbG7HRvzDnV3abOQ9b5zBvaC9IMD8fzultFthOnvZtha+P32PO336IMwtRf/n0A0bMm++xv9mcpYenojt0VL2WyTq9ebPvkpI0a9Ysbdq0Sffcc4+WLl2qHj16aPXq1ZoxY4auu+463XvvvT693oUs7du0aNEi3X///Zo1a5Z2795d4VxxcbGmTp2qAQMGlBfbAAAAAKqyceNGt9qlpaVJkux2u6KjoxUZaX54DgAAAPcxDwMCxE81K7KysmSz2WSz2ZSeni5JGjdunGw2m5KTk432sbGx2rJli37zm9/olltuUcOGDTV58mRNnjxZK1asqPaFSkuLFStWrNDw4cN14MABjR8/vsK5G2+8UQcPHlSDBg301FNP+TRJAAAAoGxyDQAAAP9iHgbUTMnJyXI6nS6PsoLZF4qNjdXcuXN16NAh/fDDD9q7d6+mTZumiIiIas/X0mLFvn37NHv27IvuYdewYUPNnTtX//73v32SHAAAAGqHzz//XDfccIPi4+MVFhbm8gAAAIDvMQ8DAsBPT1bUNJae28jOzlarVq0qbdOhQwcdPnzYq6QAAABQe3z++ee64oorFBMTo86dO+vDDz/UwIEDJUkFBQX68ssvdfbsWQ0YMCDAmQIAAIQW5mFAYHhbs+Lc17t19kvfFtgOBpYWK+Lj47Vr1y51724W3Cuzc+dONWnSxOvEAAAAUDs88cQTGj58uJYsWVJ+997P908+efKkRo8erREjRgQwy8Bxt+iyPSrKiPUd9dcKX9df/rFb4xfEhxsxp1nXUEX1zeDZ/bFGrH67QiPWwG7Gss+axblbTdlqxMJizHYlZnoqijXzc7oopu284vILAuY7R3cLNlI4GwBQk9TWeZjb/18PG2nE3C263eP/plb4unE3swi18/NMt8ZPrW8WQT8xzixE3WihOW8qucr8HDfitMOI9Unab8Tq2s4bsY/zzELc9vpmu+Mp5s48yVO3GLELX6+7P5u+35izv1gXc8TVp151a7yfy8/PV2ysOacNJlEdOqpuy2Tlb/Vtge1As7QN1PXXX69x48Zp3759Ls/v3btXd955p4YMGeKT5AAAABD6Nm/erJkzZ150i4G4uDj9/e9/10svveTnzAAAAEIb8zAgQJw23xwhxtKTFdOnT1f37t3VqVMndevWTR06dFB0dLTOnj2r3bt36/PPP1d8fLymTZtWXfkCAAAgxJw+fVotW7Ys/zoyMlJnzpxR/fr1y2NJSUn6+uuvA5EeAABAyGIeBgSIL2pO1PaaFUlJSfrggw90++23a/v27dq+fXuF8z179tTixYvVvHlznyZZnYq/z5Zs5mPuF+PJI9zuPr7kz2tIkuP0act9/CV3SPtqv0a7P5rbIFTFk59N+yfnWO6jU+7/TpaJ2WdtNXX3Mevf4/pXHbXcx7auqeU+x481sNzn8yWXV93oAskbXD8ldjHOhEaWrxHe1PrP8nQ/85HKquR2tl7w7NInzW0wqmL1b00Ly1eQ9NgDlrtsXzDR7bb5+fmKXTK16oYA/CYpKUnffPONOnbsKElq0aKFPvzwQ11//fXlbd5I3+rKAAAgAElEQVR///0Kb5oBAADgPeZhAIKJpcUKSerUqZO2b9+ujIwMZWRk6NSpU2rYsKF69+6tnj17VkeOAAAACGE9e/bUhAkT9NprrykhIUEDBw5UWlqaHn30UbVt21Y7d+7U008/rV/+8peBThUAACCkMA8DAsPbAttlY4Qay4sVZXr16qVevXr5MhcAAADUQqNGjdLtt9+uX//61/roo4/0yCOPaOnSpZowYYIkyel0KiIiQk8++WSAMw1ua86kV9mmd+Tf3Bpr67KHjJi7T9edmGN+mLH4n9cbsV13JBmx4oUJ5njjEo2Yq+KRrp6AHZww3ojZksynwIs3/7fC1/YG5lOeZhlK9wtsAgAQrGrrPMyTnTOsajRsT4Wv33fzmq7mEva6dY3Yp6+aOwxcu9Dse7JdpBFr8pm528qOWeaOFYummLt4ZP6zixHruO6AEStq28yIuXLh63V3flV/ubljilly271rXuy61crLbaDO7tmtc1+ZBdprOo8XKwAAAABfGDFihE7/bHvKVq1a6eOPP9acOXN08OBBtWjRQuPHj1e3bt0CmCUAAEDoYR4G1EzR7TuqXotk5X28OdCp+FSlixVNmzbV0aPW96j39RgAAACoXTp27KiXXnop0GkAAADUOszDAD/wwTZQoVhg217ZyePHj3t9AV+MAQAAAKSlpQU6BQAAgFqJeRjgY04fHSGmym2gPvzwQzmdnr9ym83c2wwAAACwKj09XQsWLAh0GgAAALUO8zAA/lDlYsWVV17phzQAAABQW7Ru3TrQKdRajVbvdavdNf3MIpp14hsbseIOlxqxqGzz4e2IfLM89eZvW5ntLjH7Jq3MMWK2luZ13S1sHdYw1oidSOtb4ev4T06aHb/Y7db4Z3/dx63c/F7EEQAAMQ+rjKv/X5+52fz/+tZlDxmxsA5tjVjJ1/uqvObgpvcaMVdzhMEdH3Gr7+nRvzRi8S9tNWKubku3JfU2YhsOtDNijc6bfbPS2hixpFlbjJin85/sB35lxBK3njFiYV9muTVeUMzDfPFkRG17suKOO+7wVx4AAACoJbKystSyZctApwEAAFDrMA8DgoPNy5oVZ/fu1pmvM32XUJCodLFi4cKF/soDAAAAtciBAwcs97HbKy23BgAAADcwDwNqvuh2HVX30mTlfbI50Kn4FH9pAAAA4FeePr3LU78AAADeYR4GIJhVWbMCAAAA8CVPn97lqV8AAADvMA8DggQ1K1xisQIAAAB+9eWXX+qyyy4L+Bi1UcnxXLfa2bbsMGKOOuZbh7C8JkYs6YX9Zt/Tp41YXjuzUOKlb39nxIoPHDRiroosno8yi24n/+uYETvR3SwUXtjIVuFrh5vFtF2Jfutjj/sCAFDdmIddnKuiy9e3uN+tvq6KabtTxHn10f9xa/zVu/9ixFwVBD/brIMRa+BivDpJzY1YYcMwI1b8bbQ53rJtRuzUo+bczFOuXlfzTmah75LYemYsP99neSAwWKyoxdz5o3mh1K7TrF/ooPmmsyqN/2+P9etYlH/rLy33Se3+mOU+xbfHWO7T7EPLXVR/+VbrnSw61KuL5T5xhx2W+yStyrPcpyQuynKfQ3e0tdT+0lXufcDzc3HvW/9dLm5vfthSlUvfNj9UqoonfwOscjXJqI4+VhQ7z1fr+ACqlpKSopKSkoCPAQAAUNswDwOCg7cFtsvGCDUsVgAAAMCvnE7vZ9W+GAMAAKC2YR4GBBH+KRlYrAAAAIDfzZw506s3ujabrepGAAAAMDAPAxCsWKwAAACA382YMYM3yQAAAAHAPAwIAl4W2D67b7dO78n0WTrBwtJiRVpamhYsWFBlu7CwMPauAwAAgEsLFy4MdAq1xnW9ZvhsLGdxsRlzUYj6+D19jVijrwuNWFiBeY3E/zXrQ307qZvZ7rktF0uzgq9e6WnEIrLND1iSH604nqu6Ti1ffNata/qjJhQAAJ5iHmaNM9os4uxKdf//v+WCZ4xYexftXM2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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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ff96tZAAAAFA9ZWZm6qGHHtKWLT/tUTthwgR9/vnnGjVqlP7617/q3nvv9cq9VqxYocGDB0u6/EEbZ/bu3aunn35aGzduVEFBgW688UZNnDhRI0eO9EoOAAAAgYI6DPA9m+Py4ek1gk25ixUbN25066Luzitx4sQJjR8/XsuWLdP8+fM1duxYp+MSExN1+PBhp+datGih/fv3e5QHAAAAKt/+/fvVs2dP5eXlqXPnzmrWrJk+/PBDSVLPnj31zDPP6He/+52aNWumW2+91aN75efna/z48eWO2bFjh3r27KmOHTtq27ZtatiwoWbPnq1Ro0bpwIEDmjJlSoX3GRIzWjVsP3VCdNZQ0ZmKmv2Vd71+9e43YqeT25b52nHXL126/oX+ZjPtVvMvGLEzfzYbWF/cU9eIXdPWbPb4Ro75uzxeWNuI2c+ZHSXPD8o37/ud2YyyRsa3RiykWVNz7tHvjdiVnP1uXP29+uJ6AAC4IxjrsCvd0SXViK3JMGOu2rDhKbfmufp/v7Nx17xoNp12psb/NTFiZhtqydbcbHQdFnbJiGUXRhux5bkdjNiRZHM7opB6Zu3Y7K/mW9Ehn24t83XWRLOZdpNP8ozYhboxRuzg//7CiLlaX/scPSucKnexonfv3m5d9JNPPnF77vvvv6/x48erqMh84eNM8+bNFRZmvoC59tpr3bo/AAAAfCs1NVWtWrXSO++8oxYtWkiSQkNDJUlRUVF67LHHFB4erldeecXjF8lPPvmkmjVrpqNHjzo9b7fbNXr0aNntdr377rtq2LChpMtbo2ZkZGjq1KkaPHiwbrzxRo/yAAAACATUYQACSYXbQLnjueees9zrQpJef/11TZ8+XfPmzdOyZcuUlpZW4Zz169crMTHRjSzd485qnNVPSPVv+kfL98jtnWh5Tp0l2yzPCbnGtU/j/Zx9xzeW54TVucnyHKscIdab0NjOh1qek9DK/CRhRb4/YX4isSKRX1jbQ/JftRIt3yO8hrP1+PL9kBVreY7tjPV/mlq8a67YV6TeZ/+2NN6dTzt2/N0sy3NquvDpzitZ/81INRrHW58UEuLGnSqfld9Nfn6+YmLMT2AA8J8NGzZo3bp1pS+QnRk1apRmzpzp0X02b96sefPmafv27UpKSrpqLjt37tTIkSNLXyCXSElJ0cqVKzVnzhy99dZbHuUCAAAQCKjDAD+hwbZT5b4jeNttt/kqD0lSUlKSMjMzFRsbq2XLeAQaAACgOjh16pSuv/76csfUqFFDp06dcvseRUVFeuCBBzRp0qRyP423atUqSVL37t2NcyWxkjEAAABVHXUY4CdsA+VUuYsVmzZtcuuiNpt7qzo9evRwax4AAACqriZNmuiTTz7R7bffftUxGzdu1DXXXOP2PV544QXZ7XY988wz5Y7btWuXJDl9cjc+Pl4RERHKysrSyZMnVb9+fbfzAQAACATUYQA8tXz5ck2fPl2RkZG6dOmS5syZo86dO7t1rQr3WrHb7ZYvGuLDbULeeOMNffzxx9q/f79sNpvatWunMWPG6He/+51P8wAAAIB7hg4dqnvuuUcvv/yy7rnnHtWoUbZE3bBhg/7whz9o9OjRbl0/MzNTL7/8stauXavwcLMJ889lZ2dLkmJjnW9jGBMTo8LCQuXk5Fh6kexJM2VXx9kLCo1Y7OYjZb522kj6HTOUNdbcXrE4J9KI1cg1P6TkCDE/4tUw6owRK7hk9p3rVv+QEbtw0XzJcuqcuf3lgRE1jVjbvWZTyEuN65mxlo3KfB266UtjjLebX9NMGwAQCIKxDhsSM1o1bGad4WuubCWfHHWvS9fal9bRiF0/xqxXHIVmPfjDZLNhdcjX5j3qds82Yq1qHzNiMTXOG7Em1x8373vM3OL8fGOzXqubmFDm62bpJ40xxXFm7ZfwvGtNx92puXyyfXSQPFnxxRdf6O6779bnn3+uG264QStXrlRycrIyMzMVH299+/Fy3813t0m2u/PcsXXrVr355ps6efKk9uzZo549e2r8+PEaOnSoLl0yu9gDAAAgsEydOlXR0dFKSUlRdHR06adwevXqpYSEBPXt21fR0dF66qmnLF/bbrfrgQce0NixY9WzZ88KxxcUFEiSwsKcv8CtWfPyC6zz580XaQAAAFUNdRjgJw4vHX42c+ZMJScn64YbbpAkDRo0SI0aNdLcuXPdul65ixUbN25066LuzrNq3rx5WrNmjbp27arw8HA1bdpUr7zyioYMGaIVK1bov//7v32SBwAAANwXGxurzz77TEOHDtWFCxf05ZdfyuFw6LPPPtMPP/yg3/zmN/rnP/+p6GjzU/IVmTt3rg4fPqyXXnrJpfGRkZefHiguLnZ6vqioSJIUFWV+ugsAAKCqoQ4DqocTJ05oxIgRstlsWrBgQblj8/Pz9eijjyohIUERERFq1aqVXnjhBad/N9etW2ds+dSlSxetXbvWrTwr3AbKGYfDoQ0bNmj79u3KycnRrFmz9MMPP+jixYtKSEio+AJecrUG4A8++KA++ugjLVy4UA8//LDP8gEAAIB7GjVqpPfff185OTnavn278vLyVLduXXXp0kUNGjRw65pHjhzRlClTtHDhQpcf446Pj1dmZqZyc3Odns/LyyvNtzz7tVshjsufC6qvRqpvs/4INKqf9PR0paenS/rpDRkAACobdRjghzrMYbt8eHoNF7z//vsaP368S99Xfn6+br75ZuXm5mrJkiXq1KmTVq9erdGjR2vLli1asWKFQkNDJUmnTp1SXl6eGjduXOYa8fHx+vjjj61/P3JjsWLjxo1KSUnRf/7zHzkcDtlsNs2aNUu7d+/WgAEDlJqaWmHDnMrWokULSdKePXsqHDtlypTSx8iSk5OVnJxcqbkBAHyPN3+AwPb8889r2rRpki6/+Bw4cKBXrrt+/XqdPXtWd95551XH2GyXC/zevXtr06ZNSkpK0vr163Xw4EFjbHZ2tgoLC9W4ceMK+1W01I0BsVcyqpafvx7Jz893+/F5AABcRR0GXObrOszmuHx4eo2KvP7665o+fbrmzZunZcuWKS0trdzxTz/9tHbv3q1Vq1apR48ekqRhw4YpNTVVjz/+uN544w2NHz9eknTu3DlJMvrRhIeHu71dm6XFii+//FIDBgxQWFiYfvOb36hZs2aaPXu2JKlv375aunSp7r//ft1www3l/mNU2RwO13/TM2bMcOtRNgBA1cGbP0Bge+655/Tb3/5WzZs39+p1x44dq7Fjxzo9V/Li+Mq6ccCAAZo9e7a2bdtmzNm6dWvpmIp8lLewwhrT1abbne6bZcRqZV80YuEXzKbYH/9ndpmv+7V5stycShSdijBiUdmhRqzZhB1GLOFftYxYrRpmbtdH5hixrCKzEWNegZlLvYXmPc71txuxi1lmo0g5iR1efFOZryMevsGc50S/tub+3ZdizEbka7dNc+l6AAD4WjDWYZXN1RruSqFOnlI5PqilEfvi7YlG7LrFM4zYvrndjNj1//UvI1brFrNJ9iW72RmgYdQZI5Z/0azD6oSaTbwTo08Zse8PxRmxsPvNOizrt2Vrp/x9ZoP1S7XMOu+GA02N2MWj3xsxZ5I7PmvEzl9T+6frFJvfY1WVlJSkzMxMxcbGatmy8v+cnjlzRn//+9/VuHFj9e/fv8y5sWPHatKkSXr11VdLFytq1bpck1+44nXIhQsX3N6urdyeFVeaPn26br/9dh09elRLly7VX/7yl9JzNptNv/71rzV37lz97W9/cysZK/785z9rzJgxTs8dOHBAktS6detKzwMAAACecTgc+sUvfqHbb79dy5Yt08WL5hvxvtKnTx8lJSVp5cqVOnas7Au7efPmKSQkRBMmTPBTdgAAAN5FHQb4iY8abPfo0UOxseYCkDMbNmxQYWGhunXrVrqoWKJ+/fpq1aqV9u/fr71790qS6tWrp7p16yo7u+wiVHZ2dunOR1ZZWqzYvHmz/va3v5X7KbEBAwbo66+/disZK86ePav09HSdOWOu+r3++uuSpN/+9reVngcAAAA8d/ToUQ0ePFjTp09X06ZNNXnyZO3fv9/neYSEhCgtLU02m00jRozQgQMHlJ+fr+nTp2vlypVKTU1V+/btfZ4XAABAZaEOAyBJu3btkiQlJiY6PV8SLxknSbfffru2b99eZtz27dt1++23u5WDpcWKM2fOqEmTJuWOKSoqcrqA4G02m005OTkaNmyYtm/froKCAn3//fd67LHHtGrVKiUnJ+uPf/xjpecBAAAAz8yfP18xMTGaMGGCdu7cqX/84x86fvy4brrpJt12221aunSpiouLPb7PggULZLPZynxKqOTrTZs2lcY6dOigjIwMxcXFqWvXroqPj9fy5cu1ePFiTZ061eM8AAAAAgV1GIASJU9IXO1JjLp1L2/ZmpPz03auTz75pNLT0/XNN99Ikv7v//5PWVlZ+q//+i+3crC0WJGYmKiPPvqo3DGrVq1y+zGPQ4cOlf5DVdLsY9y4cbLZbMaKzuTJk7VkyRLVqVNHQ4YMUXR0tNq2bastW7bov//7v7Vq1SqFhdFMBwAAINBdubXnr371K82fP1/ff/+9Bg4cqJSUFDVt2lSTJk0qfeTYHWPHjpXD4XB63HLLLWXGtmnTRu+9955Onjyp8+fPKyMjQ3fddZfb9wYAAAhE1GGAf9j0U5Nttw8v51RQUCBJV31PvWbNmpJUpnl2p06d9M4772j06NHq1auXXnzxRaWnpys+Pt6tHCw12B41apTGjRunr7/+Wvfff7+aNv2pkUlxcbEWLVqkiRMn6oknnnArmcTERJebY0dGRmrkyJEaOXKkW/dylysNc67krPGOt9VZ4qR5YAXc+V563PmK5Tn2nh0sz3GEevuvm3dExJ+zPKfYSdOiisTFWn86KWx/TUvjszvXsXyP+svNhpEViWhl/fu/0Nx6IyN7uNn0syI1r73G0vhbb/+T5XuE17f0z6wkyVFg/fsPbdTQ8hynTUe9zBf//ll10eH5p4IAVL79+/frzTff1IIFC1RQUKCCggKtWbNGb7zxhjp16qQnnnhC/fr183eaLnO1EaOzcV+4UbNd7XqhcfVdmtfq958bsQsDuxgxZ40ds7LyjdjYlmazx19GHjBiiwt+acTOfG9uQVvczvx/v/5283VE9iO/MmLxs7cYseZ3/7vM167WyT8km///7pz9qEtz3W3OCQBAZavqddhHeQvL3cLeU67+f33luDs6pRpjnDXTdlYjmG24pdDWZvTYA92NWMNRmUbs0LwEI5YXYb7n81CTTU7ubHrjq55GrEZ0kRHLymhsxPY9VfZn0PGBWcaYwjjzvZUTt5nfQ8aC2UbMnZorPz9fMTHTyh3jMYft8mHR+W/2qGDPt5cvcemSV1OKjLz8Z+BqT1MVFV3+nV7ZPHvw4MEaPHiwV3Kw9C7i5MmT1a5dOz333HNKSEhQXNzlru4JCQmKiorSAw88oHbt2umxxx7zSnIAAAAIfqGhl994vnjxot5991316dNHrVu31p///GcVFRXpoYce0pdffqkdO3YoKytLd999t37/+99rxowZfs4cAACgaqMOA6qWqLZtVH/YENUfNkT1Bg3w6rVLnobIzc11ev706dOSpEaNGnn1vj9nabEiMjJSmzZt0qOPPqratWvr1KlTcjgcOnr0qGrXrq3HH39c69evL30kBAAAAKiIw+HQE088oWbNmumuu+7Sxo0b1aVLF/3973/XDz/8oNdee0033XSTJKlWrVp64IEH9M9//lNz5szxc+YAAABVG3UY4CcOLx1elJSUJEk6ePCg0/OHDh0qM64yWN6fJDIyUn/5y1/08ssva8+ePcrLy1PdunXVpk0bhYRY3+4FAAAAeOWVVxQTE6Pf//73evDBB9W+fftyx+fn5ys/39xuCAAAANZQhwF+4I3FBi8vVtx2220KDw/X559/LofDIZvtp22qTp48qb1796pFixZq1aqVd2/8M9Y3U/9RaGio2rVr581cAAAAUE3Nnz9fI0aMKN0ntTybN2/WrbfeqtatW/sgMwAAgOBGHQZUPef37NH5zK+9es06derovvvu02uvvaaPP/5YAwb8tM3UggUL5HA49Mgjj3j1nleytFiRn5+vBQsWSJJuvPFG3XbbbaXnVqxYocOHD+v+++9XRESEV5MEAABA8Ordu7fGjBnj8vju3bsrNzdXNWq4/bmbSjckZrRq2MJKv3a3EaMVzpoHXunSiZMuXSu0fj0jZg8zGwA2f89svne4f10jlpUQY8SaOGm6eKQg1ohFNT5rxC6cNZtmNppnPq5uzzM/9fmfp8ym281mlm267WojRlebaTtls95QEQAAb6MO8x3HV2aja2ec5dtz8CtGLGLl50as4NcNjdglJ0/BFJ4zt/A/UaOWEfvholmbdYk4bMRaNcsxYt8eaGLEnJSTuvaNst/b4bcmGWNcqXMlqe9C18YFApvj8uGuWq3bKPLaRJ3ZvNl7SUmaMWOGNm3apAcffFBLlixRp06dtHr1aqWmpuqOO+7QQw895NX7XcnSvk0LFizQI488ohkzZmjPnj1lzl28eFFPP/20evXqVdpsAwAAAKjIxo0bXRqXkpIiSQoJCVGtWrUUHh5emWkBAAAEPeowwE981LPi0KFDstlsstlsSktLkySNGzdONptNiYmJxviYmBht2bJFv/nNb3TXXXepbt26mjx5siZPnqwVK1ZU+kKlpcWKFStWaPDgwTp48KDGjx9f5tywYcN0+PBh1alTRy+++KJXkwQAAABKimsAAAD4FnUYUDUlJibK4XA4PUoaZl8pJiZGs2fP1pEjR3ThwgXt27dPU6dOVc2a5hM53mZpsWL//v16+eWXr7qHXd26dTV79mx9+OGHXkkOAAAA1cNXX32lIUOGKC4uTqGhoU4PAAAAeB91GOAHPnqyoqqx9NxGdna2rrvuunLHtG7dWkePHvUoKQAAAFQfX331lW6++WZFR0erXbt2+vTTT9W7d29JUkFBgb7++mudO3dOvXr18nOmAAAAwYU6DPAPT3tWnP92j8597d0G24HA0mJFXFycdu3apY4dO151zM6dO9WgQQOPEwMAAED18Pzzz2vw4MF65513Sj+99/P9k3NzczVq1CgNHTrUj1la81HeQkVHm02gK5MrzSNdbU546VSuEYv80GzimH/3L825EXYj9k1+vBE7Vc/8lOb+U3FGrOiC+ZLl2o8vGDFFRhih7/7L/KBV4jNbjNiVP7t+de8zr++BO7o+Z8Qu3mq+pvr57+eiw2xeDgCAt1GH+Y6rjb6d1WtHF3UwYgeXm9dr+dIsl+7b8mVz3Pkcsw9JkxvNmjCj8FozvzVmLP6wWRMWmz28Fbvviprnd+YYZ448/Ssjds2LZp0XrKJat1HEtYnK3+rdBtv+ZmkbqP79+2vcuHHav3+/0/P79u3TfffdpwEDBnglOQAAAAS/zZs3a/r06VfdYiA2NlZ//etf9eabb/o4MwAAgOBGHQb4icPmnSPIWHqyYtq0aerYsaPatm2rDh06qHXr1qpVq5bOnTunPXv26KuvvlJcXJymTp1aWfkCAAAgyJw5c0bXXvvTp7HCw8N19uxZ1a5duzTWrFkzffvtt/5IDwAAIGhRhwF+4o2eE9W9Z0WzZs30ySef6N5779X27du1ffv2Muc7d+6shQsXqmnTpl5NsqqzdWhnafyaL1It38PVR/o9nXNpeDfLc+Sw/jcn7AvnT+9404mbrK8+Fp+Isjznmt/stjwn9Prmlucc622t4VVxfk3L92jzcKblORkfJlme4zhn6Z8mSVJ4dp7lOf8ZeY2l8Q5Lz6Jddm3ad5bn2BvUsz5n9x7Lc9z5c7b625csz7GqX9IzludcyqRwBqqyZs2a6bvvvlObNm0kSQkJCfr000/Vv3//0jFr1qwp86IZAAAAnqMOAxBILL8j2LZtW23fvl0ZGRnKyMjQ6dOnVbduXXXt2lWdO3eujBzZEa/QAAAgAElEQVQBAAAQxDp37qwJEyZo0aJFatSokXr37q2UlBQ988wzatmypXbu3KmZM2fql780+yMAAADAfdRhgH942mC75BrBxvrHl3/UpUsXdenSxZu5AAAAoBoaOXKk7r33Xv3617/WZ599pieffFJLlizRhAkTJEkOh0M1a9bUCy+84OdMq55b+pV9Iu7MuO6uTXTyZOz3T5pNDJv+yWxiWPs/Nxkx++vmpzFProo054YXGbHCf9U3YrmtzPzi9xQYsX1TJhqxvs9U/HTx6tNvVzjGijWfP2t5Tn5+vmJiYryaBwAAV6IOCzzOGmK3feZVI+Zsx5T9TuY6G1fDSXPqC3FmQ2y7k3bHm/OuN2IxBy4ZseIoc27kSfMeIZ98ZcSu5HJzcicNtp3NdfYzcfUeXuPhNlDn9u7R+W+s74AS6NxerAAAAAC8YejQoTpz5kzp19ddd53+9a9/adasWTp8+LASEhI0fvx4dejQwY9ZAgAABB/qMKBqqtWqjSITEpX3r83+TsWryl2saNiwoY4dO+bRDbxxDQAAAFQvbdq00ZtvvunvNAAAAKod6jDAB7ywDVQwNtgut13siRMnPL6BN64BAAAApKSk+DsFAACAaok6DPAyh5eOIFPhNlCffvqpHE72rHWVzWZzey4AAABQIi0tTfPmzfN3GgAAANUOdRgAX6hwseKWW27xQRoAAACoLpo3b+7vFKqNsDXby3xdz9kgJ72kQ9q3MWJNPjlnDnTywaTi6DAjduD+aCP2QW5nI5a7vrERa7b5vBFb9+nTZi7/Y4ZcbZ545ThXGzE64/PmjAAAWEAdVjV988KjRqzXjmIjlnzTVHNy1yQjdI2TRtQHXuluxJ7bN8iIXV/3uBGrvexfRiz0evPPmuP7bCN2scdNZb52VnOFREUZsfSzaUbM1TosIOo1bzwZUd2erBgzZoyv8gAAAEA1cejQIV177bX+TgMAAKDaoQ4DAoPNw54V5/bt0dlvM72XUIAod7Fi/vz5vsoDAAAA1cjBgwctzwkJKbfdGgAAAFxAHQZUfbWub6OIaxKV9/lmf6fiVfxLAwAAAJ9y9+ldnvoFAADwDHUYgEBWYc8KAAAAwJvcfXqXp34BAAA8Qx0GBAh6VjjFYgUAAAB86uuvv9YNN9zg92v4kquNnr3N3XvYd+4xYjUaNDAH3tDKCOUnmC8xrnnvkhFbs7+rEdvzJ7N5pDPJ7c3mkY7wUCMWWjfGpetdvK2TS+OuFBDNGQEAsKA61mHBKurzQ0bs0nGz+bWzOmejizVMq+mvGrHjL2WZsYfM5twNvzhrxBz7zhuxkM/+XWEetpphRsyT+vqOLqlGbE2GGYPvsVjhA2u+SLU03tlftspQOMh8gViR2sv+Zf0+/5/1+zg6X295jlXXPbXV8pwjT//K8pyzw7tZnvNDX7vlObaIC5bG1/gh3PI9Mn5IsDznfBPzzYmKXJNueYpybq5neU6Tl7dYv5FF5/t1sTzn8CDrO/Rd/wfLU7T625esT/KB1bteqNTr5+fnKybGtTevAFSOpKQkXbpk/f8Hb18DAACguqEOAwKDpw22S64RbFisAAAAgE85HJ5X1d64BgAAQHVDHQYEEP4qGVisAAAAgM9Nnz7doxe6NpvNi9kAAABUH9RhAAIVixUAAADwudTUVF4kAwAA+AF1GBAAPGywfW7/Hp3Zm+m1dAKFpcWKlJQUzZs3r8JxoaGh7F0HAAAAp+bPn+/vFKoNV3qhOWtE6CyW3GGaEUv/6nkj1mXMLCP2/a1mP6bwExWmdlXpO6e7Pbf/tWYT74iwsi+L/NUQHQCAykYdFjxW57zm0rj+LScZMVdrnb1TzbqpbaHZdPubF81xHR80a8LTo35pxFo8ts2IXWn1qb9XOEZy/fty1kz753MvOopdup8nPO1ZUbtFG0U2S1Te9s3eSyoAWFqsSEtL02uvvaaIiIirjlm0aJHHSQEAACB4jRkzxt8pAAAAVEvUYQACmfk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\n",
-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import h5py\n",
     "import sys\n",
@@ -761,7 +502,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/pytorch_job_wganHCAL_nccl.yaml b/pytorch_job_wganHCAL_nccl.yaml
index b3618b45dda216c69c2dcead56605bab479b634e..61a91a38d946a6b572e7d8293972db790a3479a6 100644
--- a/pytorch_job_wganHCAL_nccl.yaml
+++ b/pytorch_job_wganHCAL_nccl.yaml
@@ -15,22 +15,32 @@ spec:
             mount-nvidia-driver: "true"
           annotations:
             sidecar.istio.io/inject: "false"
-        spec:
+        spec: 
+          affinity:
+              nodeAffinity:
+                requiredDuringSchedulingIgnoredDuringExecution:
+                  nodeSelectorTerms:
+                  - matchExpressions:
+                    - key: magnum.openstack.org/nodegroup
+                      operator: In
+                      values:
+                      - v100
+                      - v100s
           containers:
             - name: pytorch
-              image: gitlab-registry.cern.ch/eneren/pytorchjob:ddpv3
+              image: gitlab-registry.cern.ch/eneren/pytorchjob:Peter_image
               imagePullPolicy: Always
               env:
               - name: PYTHONUNBUFFERED
                 value: "1"
               command: [sh, -c] 
               args:  
-                - python -u wganHCAL.py --backend nccl --epochs 50 --exp wganHCALv1 --lrCrit 0.00001 --lrGen 0.00001;
+                - python -u wgan_ECAL_HCAL_3crit.py --backend nccl --epochs 70 --chpt --chpt_eph 404 --exp wganHCAL_p2critv4 --batch-size 50 --ncrit 4 --lrCrit_E 0.000001 --lrGen_E 0.000001 --lrCrit_H_E 0.00000001 --lrGen_H_E 0.0000001 --lrGen_H 0.000001 --lrCrit_H 0.000001  
               resources: 
                 limits:
                   nvidia.com/gpu: 1
     Worker:
-      replicas: 1
+      replicas: 4
       restartPolicy: OnFailure
       template:
         metadata:
@@ -41,16 +51,26 @@ spec:
           annotations:
             sidecar.istio.io/inject: "false"
         spec:
+          affinity:
+              nodeAffinity:
+                requiredDuringSchedulingIgnoredDuringExecution:
+                  nodeSelectorTerms:
+                  - matchExpressions:
+                    - key: magnum.openstack.org/nodegroup
+                      operator: In
+                      values:
+                      - v100
+                      - v100s
           containers: 
             - name: pytorch
-              image: gitlab-registry.cern.ch/eneren/pytorchjob:ddpv3
+              image: gitlab-registry.cern.ch/eneren/pytorchjob:Peter_image
               imagePullPolicy: Always
               env:
               - name: PYTHONUNBUFFERED
                 value: "1"
               command: [sh, -c] 
               args:  
-                - python -u wganHCAL.py --backend nccl --epochs 50 --exp wganHCALv1 --lrCrit 0.00001 --lrGen 0.00001;
+                - python -u wgan_ECAL_HCAL_3crit.py --backend nccl --epochs 70 --chpt --chpt_eph 404 --exp wganHCAL_p2critv4 --batch-size 50 --ncrit 4 --lrCrit_E 0.000001 --lrGen_E 0.000001 --lrCrit_H_E 0.00000001 --lrGen_H_E 0.0000001 --lrGen_H 0.000001 --lrCrit_H 0.000001 
               resources: 
                 limits:
                   nvidia.com/gpu: 1