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path: root/notebooks/plot_gromov.ipynb
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-rw-r--r--notebooks/plot_gromov.ipynb55
1 files changed, 26 insertions, 29 deletions
diff --git a/notebooks/plot_gromov.ipynb b/notebooks/plot_gromov.ipynb
index 6a237e6..f565bfb 100644
--- a/notebooks/plot_gromov.ipynb
+++ b/notebooks/plot_gromov.ipynb
@@ -74,7 +74,7 @@
"cov_t = np.array([[1, 0, 0], [0, 1, 0], [0, 0, 1]])\n",
"\n",
"\n",
- "xs = ot.datasets.get_2D_samples_gauss(n_samples, mu_s, cov_s)\n",
+ "xs = ot.datasets.make_2D_samples_gauss(n_samples, mu_s, cov_s)\n",
"P = sp.linalg.sqrtm(cov_t)\n",
"xt = np.random.randn(n_samples, 3).dot(P) + mu_t"
]
@@ -97,9 +97,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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8z0jX7JUL6DngMSHEs8BFYElKeaDcPwrFQSBY+G8WOPog87KyMux2e8R7xSocg9fPz89z8+ZNmpub42olYTQaqaio4MSJE8zPzzM8PMz6+jqFhYUUFRUlrFI2GS2AeOsAGhsbaWlpAWiI9pqEKAAhxDeAe4B8IcQo8GnADCCl/Cvge8BvAAOAA3hPIp6rUCjusFn4Bws3PQvHaDRSVla2zV3iR7cAVlZW6OnpoampCbPZvON75uXlkZeXh8fjCeTLW61WiouLyc3NjbtR3WGKAcRLQhSAlPIdEd6XwIcS8SyFQrEVKSUejyes8O/q6iItLQ2Hw7Grrg+Hw0F3dzeNjY1xuTF0Qu3PbDYHgp2rq6tMTExw48YN8vLyKC4u3lDDEA3JnAV0oBSAQqHYP3Th7/P5Qgr/3t5ejEYjx48fZ35+ftdOvrqiqa+vDymM9X1FK3i326eeUqppGrOzswwMDOD1eikqKqKwsBCTKbJoS1YLwOVyRd05dKcoBaBQHGCklHi93pDCHwgIxjNnzgTe1zQt4S2evV4vS0tLYWsKdBLdX8hgMARaMLtcLiYnJ2lrayMjI4Pi4uJtu27q+9kLYrEA4g0Cx4NSAArFAUUX/sFD3IMZHBzE4XBsyMIJnvObKDRNo729nbS0NLKzsxN671jYrraguLh4i1BN5iwg5QJSKBRhkVKytrbGyMgIVVVVW4TL8PAwCwsLNDY2bngv1v4+0ezj2rVr5Ofns7gYsfXMnqDXFmRlZeHz+Zienqa7uxuDwUBxcTH5+fkYjcakdQGpGIBCoQiLfvL3eDwsLCxQXV294f3x8XGmpqY4f/78FrdDovv7XL9+nZSUFCorK7l69WrStY/WawuKi4txOBxMTk4yNDREdnY2aWkRm2UmFGUBKBSKhODz+TAajVuE+dTUFCMjIzQ1NYX08yfSBTQ4OIjX66Wurg6AzKtXSfmnf8Jgs6E99BDssJAz0cokLS2N6upqqqqqmJ+fZ2hoiPX1daxWa2B2bzKgRkIqFIqwCCEwGo1bFMDs7CyDg4M0NTWFzYJJVBB2dHSUhYUFzp07hxACw7/+KxV/+IeYrVaMUmL4l3/B++yzEKbPUCR20zev1xZIKVlYWEAIkbDagkTgcrn2LAicdL2AFApFdASf5hcWFujv7+f8+fPbFl8lwgKYnp5mbGyMxsbGgKA0fOUraGlpyNxcKCxETE9jeOGFHT1nt5FSYjKZKC0tpbm5mcrKSubn57l8+TIDAwP7NrdAuYAUCkVE9NP80tISPT09gTm+2xFPEDg4gLmwsMCNGze2uJiE2w2bT823RxwmK5sDs5mZmWRmZm6pLSguLsZms0VVW5AI1EzgQ47qKqpIBEIIfD4fnZ2dUVfexhoEDnYZra6u0t3dzblz57YoGt/b3oZxZQWxtgbz85CWhvbqV8f2gZIEvbZAn1ugt87u7u4OObcg0exlHYBSAPvAQR0urxRXcrG2tsb6+jpnz56NOqMl3jGP6+vrXL16lbNnz4YUTtoHPsD0O9+Jz25HNjXh/eu/hoqKqJ+zH0STmqnXFly4cAG73c7k5CSXL19mcHAQp9O5K/tSaaCKpOSpp5QSSBb0UY6pqalkZGREfV2sMQCDwYDb7ebKlSvU1taGf5bRyMJb34rlgx8MO2Am2YglN18IQXZ2NtnZ2Xi9XmZmZkLWFiQCZQEcEGIRhmq4vCKRDA4OcubMmZiFTjx1AFevXuX48ePk5OREvHeii8x2k3jvbzKZAnMLTp48yerq6rZzC2J9jsoCOiDE4so5qMPlleJKTmpra+NquxCLC0jTNFZWVigqKsJms0Vcn8jUzYMyFD4tLY2amhouXLhAfn4+w8PDtLa2MjIygvt2EDyWPkCgsoAUScSTT94R9kLcUWCKg0m0FoDe2dNiscQ0ozfZKoG3I5G9gLabWxCN8gxmN5r1hUNZADGSiBOxGi6vSCSxCN1oYwB9fX2YTCbS09Ojvn+iXUC7zW7tVZ9bEFxbsLq6uq+1BeFQCiBGEuHKOajuE6W4ko9Yg7rRCOmhoSGcTienTp2KyWV00BQA7L6rKTMzk+rqarKysjh27BgDAwO0trYyPj6O1+vd1WdHg3IBKaLmoCquw8jm9s7RugwMBgM+ny/s++Pj48zOznL+/PkN8wOi3dNBUgBSyj1p+aD/foLnFkxMTIScWxCvW6qyspLMzEyMRiNXr15tkVI2R3OdUgA7QJ2IFftNPGmd4U6es7OzDA8P09zcHBCMsQj1SGt9Ph/d3d2kpaVht9uTpvnabrNZqFutViorK6moqGBpaYmJiQn6+/ux2WwU3G6gF48S+I//+A/y8/MBohL+oFxAOyKZTsTJtBfF3hGqI+h2hFMYS0tL9PX1cf78+Q0tD2JVAOHQ5wYcO3YMs9lMR0cH165dY25uLuz99yINdC+yjcJlAem1BadPn+b8+fNYrVY+/elPMz09zT/+4z/i8Xh2fW8JUQBCiDcKIXqFEANCiI+HeP/dQogZIUT77X/vT8RzFXc4qNXFip2ht4OIZf1mBbC2thZoJ7H5VB6rWyfc2r6+PlJTUykrK8NutwcCpLOzs1y+fJmhoSFcLteG58aFy4UYHERMTERMWdsrBRDNc/Tags9//vNkZWXR3d0dc2zn13/912lqakII8Wi01+3YBSSEMAJfAe4FRoHLQojnpJTdm5b+o5TysZ0+T6FQ3CHW1g6b1+sVxQ0NDSHbScTiYgqnLIaHhwMtK4LdT5mZmdx11114vV6mp6fp7OzEbDZTUlIS1+lfTE1h+dznEHNzoGl4X/96vO9+952UvX0iljoAr9dLeno6T8V4ovvFL35BSUkJ09PTFBYWfkgIcV1K+bNI1yXCArgbGJBS3pRSuoFngd9KwH0VEVBFWkeXeGf8BlsAHo+HK1eucPr0aTIzM8Ou30kMYGZmhsnJSerr68Oegk0mE3a7naamJqqrq5mbm2N+fp7R0dGY+u2Yv/51xOIisqQEWVKC6d/+DcOVK2HXJ5MFoBNvJ9CSkhIAvebgO/jlckQSoQBKgJGg70dvv7aZtwkhOoQQ3xZClCXguUeeg1pdrEgc8cYAfD4fV65cobq6etvePTtRAMvLy/T399PY2Bh1llJGRgYnT54kNzcXq9VKV1cXHR0dzM7ORvycYngYqberMBhACL81EIb9jgGEwuVyxRwcX1tbY2VlJfA18OtAZzTX7lUW0L8C35BSuoQQvwv8LfCroRbe9l89ClBeXr5H21MoDiaR0jo3o1sAHR0dFBcXU1hYGHF9PEHg9fV1rl27FrJ1dLT3KigooLKyktXVVcbHx7lx4wYFBQXY7fbQHUmPH8d49SrSbgevF6REblPFvFcpq7s9EH5qaooHHngAQHexfVdK+YNork2EAhgDgk/0pbdfCyClDFbDXwU+H+5mUspngGcAmpubD05S8T6jUlKPJvG4gObn5ykuLqasLLIhHmuMQUqJx+Ohvb2dM2fOJGTwum4V+Hy+QBdOo9GI3W4nLy8vcLr2vOc9iD/6IwyjowB4H3wQ7fa84nAkmwUQTx+g6upqrl69GvzSZ6O9NhEK4DJwQghRhV/wPwz8P8ELhBDFUsqJ29/+JtCTgOcqglBun6NJrApgbMx/NqupqYlqfawWgKZptLe3U1VVFVezumA2P9doNFJUVERRURFra2uMj49z8+ZN8vPzsdvtpObm4v7MZxDz80iLBbKyIt4/GWMAe9UJFBKgAKSUXiHEY8APASPwdSlllxDivwMtUsrngP9XCPGbgBeYB9690+cqFEeZeILAejZOZmZmTH3wY1Ew4+PjASG9EyLtLz09nRMnTgSsguvXryOEwG63k5+fv69D3TcTawxgrzqBQoJiAFLK7wHf2/Tap4K+/gTwiUQ8S6FQ3CFaBTA5OcnU1BSnT5+mv78/6vvHYgHMzs4ihKCysjLq+++UYKvA4XAwPj7O4OAg+fn5FBcXb+uCSkYLwO1272mFdPKoSYViE8qtFZloFMDc3ByDg4OcO3cOk8kU10jISIyPj7O+vo7NZotfqC4vw+JiIK3NMDWF6R/+AfPXvrZtOqdOWloax48f58KFC2RmZtLb28uVK1eYmpoK+TNKxiygvRwHCaoXkCKJUSMoI2MwGLZtGbC8vExvby9NTU2YTCZ8Pl/Cu4fOzc0xPDxMeXn5xr3MzSHGxpAlJZCXF/4GPh/mL3wB8/f8TgTfq16F+d57Sf/udzGaTEiLBfPVq3g8HrS7I6e360PdbTYbDoeDiYkJhoaGyMvLw263JyQwHQuxNJ07kC4ghUKxP2xnATgcDq5du0ZjY2NAqOy0cngzq6urXL9+nebmZubn5wNTsAzPP4/xYx8LTBHyfeELaPfdF/Iepn/5F8zPP4+02cBgwPiLX1A0NYVISUGeOAGAtFgw/uQnUSmAYPSJXVVVVczOztLX14eUkuLiYjRN2zMLILi/0nbsdRBYuYAUSYWqbo6OSEFgl8tFe3s7dXV1pKenb7gu3srhUM+4evUqDQ0NWK1WhNvNse98B+P/+B+YHnvMX4xltfqF+kc/CvPzIe9j6OoCiwWMRhACmZFB6u1UzgCa5r9fnOhWQWNjI6dOncLhcDA1NcXo6OiuD2mJNQZwoLKAFIpEokZQxkYoBeD1erly5Qp33XUXWZtSIXfSOiLUM06dOuVvI+F2U/jII5iuX8fodoPTibDZ/OmYFgvC6fQ3aAvRckIrLwe32//LFgIcDtbq6zGlp8PoKMJiAYcD72/+ZtT73o7U1FSqq6vxeDxYrVYGBgbw+XwUFxdjs9kSPo5xtyuBd4JSAIeQYCGqONxsFuiapnHlyhUqKirIC+F3j7W7Z6j1Uko6OjooKysLPMPw4x9j6O9HMxohIwOcTpiehuxscLmQQvgrdEPgffvbMb78Mobr1/0WQFkZU7/92xiLi8nq6ACHA3n2LNqpU1HvO1pycnKorKzE6XQyPj5OS0sLOTk52O12MjIyEvKMvegFFC9KARxCDkvwVFU3b48QYoMC0AWzzWajuLg47DWxECoGcP36dY4dOxZoQAbA7V40COF31WRmwvIyYn0daTDg/eIXIScHQgWs09JwfelLGPr6wOdDO3kS3+AgMjcX3/33x7TfWAgWzCkpKVRXVwdm+N68eROPx4Pdbt+xVRCrBRDsstttlAJQJC2HQYntNroCkFLS09NDeno6FRUVCbv/ZhfQ0NAQXq+XU5tO49orXoHBYEC4XAEloL3+9fieftp/8r9dFRxWAZnNaGfOJGzf8WIwGMjPzyc/Px+n08nExAStra1kZWVht9vDdk3djlgtgNtTvfYEFQQ+JKjg6dFEVwA3b95E0zSOHz+e0PsHu4CmpqaYmZnhzJkzWwVaRQVzX/0q7pISsFrR7r0X79//PbK2NiD89fslC5EEc0pKClVVVVy4cIH8/HyGhobiGui+272AdoKyAA4JKnh6NDEYDKyuruL1emlsbEy4gNUVwOLiIjdv3twwL3gz3uZm+r/xjS3WQTDJNDQ+2pO5EIK8vDzy8vI2DHTX3WCRrAJVCaw4kCjrIfmZn58PTNvajf43QgjcbjddXV00NjZiNpu3XZtMAn430Ae6X7hwAZvNxtDQEC0tLYyNjYW1CmKtBFZ1AIodkajgqZoznNwsLCwwPDxMZmZmwlMXdTRNY2pqirq6OlJTU7ddm2gFkMxD4YUQ5ObmUl9fT0NDA16vl7a2Nnp6elheXt6w91gtAOUCUuwIdXI//EgpGRkZoaGhgZ6e3emurmkaAwMDZGVlbakn2G2i7lY6M4OhpQXhcqEdP45WWxt1wViiFIzFYqGiooLy8vKAUnY6nYEmdbFmASkLQLFvqGDywUAIwdmzZ0lPT49pIli0SCm5du0aeXl5EU/+wXvaUxfQ4iKm55+HxUWkz4fxxRf9VcUxkMiYiW4V1NXV0dDQgKZptLW1sby8zOrqalQ/m722AJQCUGxAzRk+WMQrdCNd09/fj9VqpaioaEdD4eN5drQYJieRmubPMkpLQ7PZ/LUEUbKb3UAtFgvl5eVcuHABi8XC5OQkLS0tjIyMbNu8TxWCKRSKqIlHgOnFXeGuHRkZYW1tjcbGxi3+7Eh7ibR2eHgYn89zeHu8AAAgAElEQVSH3W7fNqAcDdJkgmDrx+OBGNwne2GtCCEwmUyBzKjJyUna29tJT0/HbreTlZW14fdw4CaCKQ4vqhI3udlJADOcX3pmZobx8XGam5sDlcaJUgCjo6MsLi6SlZUVEIKlpaUcO3Ysrs8hy8ogPx8xMgJmM2gavte+NqZ77OU8AKPRSFlZGaWlpSwtLTE+Pk5/f38gVmA2m+OyAHw+H83NzZSUlPD888/HdK1SAIqwKLfP4SRcQ7jl5WX6+/tpbm4OZBXF0j10O2G6sLDA6Ogo586dQ0pJaWkpi4uLgYCp3W6nsLBww3MjYrXive8+xK1b/iCw3b793IFN7NdEMCEE2dnZZGdn4/F4AlbBwsJCoEFdLHzxi1/k9OnTLC8vx7w3FQM4BChBrYiFUKd6p9PJtWvXOHv27IZCpFhjDKHWOhwOuru7aWxs3CDgc3JyqKuro76+HpfLRWtrK/39/TgcjrD32oLVijx5Eq2+Pibhv5dsp2jMZjNlZWU0Nzdjs9kYGRnhjW98I52dnVHde3R0lO9+97u8//3vj2tvSgEccJ58UuXrK2Jj86leb+1cW1u7pRFZLAog1Fqv18vVq1epq6sL69u2Wq1UVVXR3NxMdnY2fX19zM7OsrCwEFPr6ljZKwsAIls0QggaGxvJysrihz/8ITU1NVHd9z//5//M5z//+biLAJUCOOAo4a+IlWALQNM02tvbqaysJCcnZ9u1kdisAKSUXL16lcrKyqjqCAwGAwUFBTQ2NpKdnc3q6iotLS0MDg7icrmi/HTRs5cKIFrcbjf5+flRpd4+//zz2Gw2mpqa4n5eQhSAEOKNQoheIcSAEOLjId63CiH+8fb7vxRCVCbiuUcZPV9fR+XrH21i7fGvdxDt7u4mNzd32/bR8SqA3t5esrKywt57O0wmE2VlZTQ1NZGSkkJnZyednZ0sLCwkLHsnWdtWRHuaf/HFF3nuueeorKzk4Ycf5oUXXuCd73xnbM+KZ4PBCCGMwFeANwG1wDuEELWblr0PWJBSHgf+FHh6p889yoRz+3z600oBHCUijYUMh75+cHAQIQRVVVXbPiOWILAuVEdHR3E6nVG7MsJhNBopLi6mqamJ8vLyQD796OhoTB05t9vzQeVzn/sco6OjDA0N8eyzz/Krv/qr/P3f/31M90iEBXA3MCClvCmldAPPAr+1ac1vAX97++tvA78mDvJPfp/ZXKwFqljrKBOPApiZmWFhYYHTp09vKwTjKTSbn59ndHSU+vr6hArYY8eOcfr0aRobGwNVttevX2dFH0YTI8nmAtoPiyQRaaAlwEjQ96PAxXBrpJReIcQSkAfMJuD5Rx6Vr3+0iVUBuFwuFhYWeMXtIS7bEasLyOv10tPTQ1NTU/QN6tbXMX3rWxgGB9Fqa/E+8MC2gtlsNlNeXk5ZWRkLCwsMDg7i8XgoKSnBZrNF7UJJVhdQPErpnnvu4Z577on5uqSrAxBCPAo8ClBeXr7Pu0l+lNtHEYsCWF1dZWFhgdraWkymyP/7xxIE9vl8LC8vc/fdd4fN+Nki3Hw+rP/lv2C8cgUsFvi3f/P383nHOyI+V++9k5ubG5jpe/nSJSpv3qToxg1M+fl43/pWZGFh+HssLyPcbmReHkTx8zhsJMIFNAaUBX1fevu1kGuEECYgC5gLdTMp5TNSymYpZXNBQUECtnewiSTclfBXRKsAXC5XYGZwtG0YorUANE2jq6uL1NTU0Bk/c3OIvj6YmNi49xs3MF67hiwsRObmIm02TP/+75gWF6Pan44+0/eVU1PYv/51nD//Oevf+hb8/u8j50KIGinJf+EF0h5/HOsTT2D91Kcg1LpDTiIUwGXghBCiSghhAR4Gntu05jngkdtfPwi8IJPV/koyVJqnIhyxBIF9Ph/t7e2cPHmSlJSUuAK726Fn/IRSLKKrC+MXvoDhf/0vTF/8Isaf/Sx4Y2y4u57OFmeHU8u3v425pISs6mqs1dVoMzPc+MY3uHXrFm63O7DO0N1N4U9/ilZUhCwtRUxOYn7mGYwvvojxhRcQk5NxPX8zsYg5TdP2PCaxY5vntk//MeCHgBH4upSySwjx34EWKeVzwNeAvxNCDADz+JWEQqFIAJEUgJSSjo4OSkpKyM/PZ2lpKaH+75GREdxuN2fOnKG1tXXjmx4Phm9+E5mfD6mp4HZj/tGP8NTXI/Py0GpqkJWViJs3ITUVsbaG78IFvAmo6jWbTFjS0zleU8OYycTVq1dJS0ujtLSUnMlJJCBuKyyZmYn5n/4J7do1vwKyWnH91/+K3OGM5WSeBwwJqgOQUn5PSnlSSlkjpfzs7dc+dVv4I6V0SinfLqU8LqW8W0p5MxHPPawclJ78ybafo0okBdDb20tGRgalpaVAbKmdkZibm2N8fJy6urrQ1oLTCW63X/gDmExoAGtr/u8tFpxf/CLe++9Hq67G+5rXYPrhDzl/8SJF99yDobc3pv143/pWxMwMzM8jJieR2dlw992UlJQEGqaNjo7SPTOD9PnQbqeSGvr6QEpkRQWyvByMRszPPruzHw6xZRo5nc49nQcMSRgEVhycAe9PPaWUQDKwnQLQXR/19fVRrY+a+XncP/kJM0NDnP2d38FoNAaKyzaQno602WB6GgoK0BYXkWYz7sxMjPrpODsbzxNPwOIiGXV1iNtNzUyDgxjvu4+1ri6I8mTsfctbkJmZGF96CZmdjfftbw/0CApuwuY+fpzR69cRLS2YUlJIN5kwBtVDyNRURJzppcHEOg1sry0ApQAUigNOOIE+PT3N9PQ0TU1NG06hsWT2hGR0FNPb345vaoozFguG55/H861vIXJzt97XYEB717sw/J//A7duQUYG2nvfi+HYMXw+Hz6fL9Aq2bhpmpeQEhwODENDaHfdFd3ehMD3a7+GduKEP75gs4VcZrFamX3Tm6j+4AdZnJzk1sAAZV//OpbpaVIyMzFMT+N5eOee6lgsAKUAFFtIthz/zVXI+t+2Skfde7YLAi8tLTEwMMCFCxe2nEB36gIy/PEf456cxJSbi8FshrExjH/1V/g++cnQF+Tl4fnQh9CcToTVikEILPhPx16vF03T/NZDdrZ/qEswbjcyRI+isLhcpPzu72J86SUQAu30adb/7u8gM3PrWiGgsJDswkKyz57FbbPh/tu/ZXVsDO8995D+67/OTsVxsscAlAJIcpJNqB4U99RRYrMCcDgcdHZ2cu7cuZBZOQaDYduxhJFY6+8nxWrFpN/baNyS3hmMlNKf4WK1brFELBYLmqb5rYG77sL1wANY//mfkR4PmEx4PvjBsKf4UJj/+q8x/uIXgZiDoasLy9NP4/7MZyJea3nta+G1r8Xs8zE9Pc1gTw8Wi4WSkhJycnLiytBRFoBCodhVghWAx+Ohvb2duro60tLSQq7fyfD24eFhzI2NlA8M+FM1pfS7Wl7zmpDrpZT4fD6EEGEFocFgCJySPX/5l3jvv5+Zl14i5cIFUu+/nyjrif33unbN/0VQBoVRfy1K9P5DxcXFrKysMDo6yo0bNzZM7ooWFQNQHFqSzT11VNEVgN7auaamZtv2y/EGgefm5piYmKD5U59CEwLDt7/td7O8731oDz20Zb0u/KWUUQtBo8nExIULTFdUcPr06cDn0sdTRrqPduoU/Pu/3zFNNQ3t9OmYP6tOZmYmp0+f3jC5S8+oygzlVtqEsgAUh5Zkc08dVXSXTmdnJzabjcJtWh/o62O1ANbW1rh+/bp/XKTViu8zn8H31FP+k3YIoay7fWJtuLa8vMzw8DBNTU2YTKaAAtADxl6vF5PJFFYReD7wAYwvv4yxvd2vnE6cwPXxLR3qY0af3FVaWsrCwgJDQ0O43W7sdjs2my1s3yNlASgUil0hOAg8OztLRkYGFRUVUV0XiwWgD3apr6/fKKC2afYWfHKPVgG43W66u7tpaGgI9CnST/26MvB6vRuyh3TLIEBqKs5/+AcM/f3g86GdPOkfGB+CeHz6wf2HXC4XY2NjtLa2kpubi91u3+J2UxaA4kATHPRVJCcLCws4nU6am5ujWh+LC0jTNBwOBw0NDRw7diyqawJB3xiEv6ZpXLt2jePHj2+NXayuYvzWtzD39GDJycHz0EN4y8vx3W4X4fP5MBqNdxSB0eh3Be0yVquV6upqKisrmZ2dpbe3FyEEpaWl5OXlBRRtLFlA4Zro7RZqJKRiW1QvouRGn51rs9miFraxuICuX7+OyWTCFkMmjtfrjUn4AwwMDJCbm0t+fv6W94zPPouhuxtpt4PXi+WrX8W8uorFYsFsNmMwGPD5fHg8nl2dIRwOg8GAzWbj3LlznDhxgvn5eS5fvhxwE8VSCXwgW0Eojh7KKth/vF4vAwMDHD9+PK6RkJG4desWXq8Xq9Ua1f31oO/8/HzUewGYmJhgfX2dysrKrW96vRiuX0eWlvpjDVlZ4PMhJiYCBWQWiwWLxRJQBG63G5/PF/Ez7kY/yvT0dE6ePElTUxMWi4XBwUFmZ2dZXFyM+LwD2wtIcbiIpheRsgz2H5PJxMWLF7FarTFPBIskjGZnZ5mcnKSurg6j0Rhxve72qaurY2pqikuXLjE6Ohpw04RjZWWF4eFhzpw5E/qkbDIh09LA4fB/r2ng9d7pLRT0mXRFoMcLdmQVuN0Yf/ADzH/2Z5j++q8Rg4MxXW40GrHb7VRXV5OVlcX4+DgtLS2MjY2FHWWpLADFrhLtqX3zyEn9a3XqTz70IGksQi6SBbC6ukpvby+NjY2BQGskBaAHfTMzMzlz5gznzp3D4/Fw6dIl+vv7WV9f33KN2+2mq6uLurq6bYfT+B5+GDE/jxgeRgwPo128iAxlLeD/eZjNZlJSUjCbzQghAoogkjIKxvjTn/rbQo+PYxgcxPTNbyLimBcgpSQtLY3a2lrOnj2L1+ulra2N3t5eVldXN6zdjxiACgIfIXbavE21gUhO4h0KHwq3201HRwcNDQ2B02gkhaG7W4L9/haLhaqqKioqKpienqazsxOLxUJ5eTnZ2dkAdHZ2UlNTQ3p6+rb7lbW1eD72McTEBGRkIGtq7vzxbYPRaAw0qdMzh4JrCra99vvfx9jdjbRa/RZHSgq+++7zTw6LgeAsIIvFQkVFBeXl5czPz3Pjxg18Ph8lJSUUFBTErACcTieve93rcLlceL1eHnzwQZ6K0TRXCkCxLcHFXqoNRHISjwUQ6kSvaRpXr17l+PHjG4qctnMZRcr4MRgMgQrapaUlRkZG6O/vx2QycezYMaKe+ldYuO1ox+3QraRgZeD1egN736IMpMTQ14fMyICMDADE0BBMTkJdXUzPDnV/IQR5eXnk5eWxvr7O+Pg4PT09vPzyy+TFoGCsVisvvPACGRkZeDweXvOa1/CmN72JV7ziFVHfQ7mADjjRjIzcyWwBdbJPbvTT7E4tACklPT095Ofnb8n4CacwomnzEExWVhZ1dXUUFxezvr7OzMwMAwMDOJ3OqPe+E/R6AqvVytTUFDk5OaGDxlIGMo5YWoLFRX+jujgUUKQ6gNTUVGpqanjFK15Beno6f/EXf8HXvva1qO4thCDjtoLyeDx4PJ6YaxuUAjjgRLL4dsufr9pAJA+JUADDw8NomhYyEyeUCyi4zUMsQmdlZYWxsTEuXrzIxYsXSU9Pp6Ojg46OjqgyZRLB0tIS09PT3HXXXRuCxl6v19+dFPC9/vXIwkK08nJkURFafT1a0LyAaIm2DiAlJYWioiL++I//mEceeSTieh2fz0djYyM2m417772XixcvxrQ/5QJSxIWyDJKHeBRAsKCdnZ1lamqK5ubmkMJ8swUQb5sHj8dDV1cX9fX1gaCv3nRtcXGRkZER+vr6KC0tpaioKOoCqljweDz09PRw9uzZwP1195CUMlBpvP7mN2PNyPDHAfLy8L75zQF3UCzE8jPS00C3C4hvxmg00t7ezuLiIg888ACdnZ3UxeCmUhbAASRet446tR9OdpIFtDnjJ9z6YAUQT5sHKSXXrl2juro6ZNA3Ozub+vp6Ghoa8Ny8yeDTTzP1d3+HS0//TABSSrq6uqiuriY1RBqp0WjEarX6awqsVlz33ovj8cdxvutd+OKcURxrL6B4s4Cys7P5lV/5FX7wgx/EdJ1SAAeQeN066tR+OInXAgjO+NluFm2wAoinzQP4K30Lx8Yo/rd/w/jd7/pnBYcg7coVTv2n/8SZL3+Z8ieegDe8gc4rV1haWtq6r4EBLA8/jPU1r8H8e78Hs7Pb7mF4eJjU1NSIVc3BNQXBgeN4agp2sxfQzMwMi4uLAKyvr/OjH/2IUzG2wNiRC0gIkQv8I1AJDAEPSSkXQqzzAXpT7mEp5W/u5LkKhcJPrIJYv0bP+Dlx4kTEtsa6wtBdJLE+c2pqCvP3v0/1t7/tf0HT/GMkv/hF2KR4LB/4AKyvI4xGhJRkDwxwvLWVPqMRl8tFaWkphYWFGJaXsbz3vbC6CunpGF98EfF7v4f72WdDdiddXFwMjMeMluDsIT3mof/b0HtoG3azG+jExASPPPJIIID90EMP8eY3vznq62HnMYCPA/8upfxDIcTHb3//ByHWrUspG3f4LEUIlFtHEStSSpxOZyD/PBK6wtALqWIR/qurqwzevMnrnn/eP9oxJcWfZtndjeHyZbRXv/rOYrcbMTkZ/GBwuchYXqahoYH1+XlW/uEfmLp+nUzAsrSEuO2akbm5GPr6YG4ONn0m3e+/nZtrO/RrdGtAjxN4vV6MRuO2dQWxxgBicQE1NDRw5cqVqNeHYqcuoN8C/vb2138LvGWH9ztU7IXLZb/dOvv9fEXs3Lp1CyCq1tFAoJo2lsEuQGBGQd2ZMwiX685pXw9aBVcHr65i/vjHkRaLfy6w0+mfOGa1ol24AEDGd7+LfWqKkpMnMTud+KanWV9Z8Ssmn89/zxDtmLu6uqipqdni94+HzS0ndKsonHso2ecB7FQBFEop9WGgk0C4RNkUIUSLEOJlIcSRURKJ6JeT7AJW9QQ6WMzMzDA9PU1KSkrUJ1MhBPPz8zGlaEop6ezspLq6moxjx/Ddc4//dO9ywcICpKSgBWWrGJ9/HjEwgPb61yNzc/Wb4Plv/w3tta8Fl8vf47+8HENqKul3342pqgrr8jK+iQlc09PMv+MdaJuEfLR+/1jRW07oQWNdSeo1BcE/h92yABJBRBeQEOLHQFGItz4Z/I2UUgohwv2FVEgpx4QQ1cALQohrUsobYZ73KPAoQHl5eaTtHXp22r5BodBZXV2lv7+f5uZmWlpaorrG5/NRXl7OyMgIly5doqioiJKSkm2DxgA3btwgb2GBovV15OIi3ieegPR0DC+/jKyqwvPhD0PRHbEixsf97qG0NLQ3vxlmZ5HV1Xg/9CH/ApMJaTT6FYjVClKi/cqv4KutxeB04iwtZcpqZeYnP6GgqoqSkhIcDkfMfv942K7lRCwWgNPpTD4FIKV8fbj3hBBTQohiKeWEEKIYmA5zj7Hb/70phPgJcA4IqQCklM8AzwA0NzcfuGYDR6FfzlH4jIeNaDN+gtEzfqxWKydOnKC6upqJiQna2to4duwYFRUVIVM6p6enMf7gBxx/+WX/H4em4Xvb2/xKIAxaXR3GF15Aer1gMCDW1vCdO3dngdGI7777MH7nOwiDAXw+fE1NaG99K6K7m4z3vY/Tq6uclpKJxx+ntb4ep9NJfX39rtQThCJUy4ngKuNI+ziI7aCfA/SytUeAf9m8QAiRI4Sw3v46H3g10L3D5yYtiai83Wn7ht1GdQtNHoLdC+FcNPqw+BMnTgRaB0QiVJsHo9FIaWkpFy9exGaz0dvby5UrV5ibmws8e3V1lVudnZz45S+RxcXIsjJkSQnG73wHZmbCPk97/evxPvAAYnISMTaG79578T3wwMY9NTfj+8AH8L3lLXjf9S60Bx4AKbH87u8iVlYgPR0sFoq/9CWOzc0FLJfW1lamp6f3pMoY7rScWF5exmg0kp6evqEjabhUUk3Tws4W3i12mgX0h8A3hRDvA24BDwEIIZqBD0gp3w+cBv4/IYSGX+H8oZTy0CqARKCariliRc/V3+xv1oOgNpst6sZrwW0eQp1ahRDk5+eTn5/vF/i3bjEwMEBxcTFjY2OcrazEIARSn8VrMiENBoTDQdg/ZYMB3/veh++d7/T/wYdxhciyMmRZ2Z0XFhb8bZr1cZUWCx6nk5zZWew1NQA4HA5GRka4ceMGxcXFlJSUYA4zJzhRuN1uBgYGAoNhgt1D+u8pVCppPHOKd8KOFICUcg74tRCvtwDvv/31S0D9Tp5zUDkKKZpH4TMeBPRisM0CZWhoCCFE1Bk/sbZ5yMjI4MyZM7hcLlpaWtA0jQmPh4zcXExTU8iCAn9qZlYWMppAbKwukKws/8l/fR1SU/G53WhuN8V33x1YkpaWxl133YXX62V8fJzW1laysrIoKyuL2iKKBV3pnjhxIuBuS0RNwW6gKoF3kUS4RJJdwCq3T3IQqhp4enqa2dlZamtrtwjz7VpCx1PpOzo6is1m49WvfjWpmZm0vOENTKem4h0eBpsN7x/8wZYpXgnBYMD9pS+BEMj1dbzLy/h+//cRtbVblppMJsrLy7l48SIFBQX09fXR1tbGzMxMQt1DY2NjpKamhpxvHG6Mpd7Nc69RzeCSHCVgFdGwWQGsrKwwMDBAc3NzWDfOZp9zvG0epqenWVpa4ty5cwghsNvtFBcXM3/33bTduoUmJeUWC/kxNo+LFu1Vr2L9xz9m4Ic/JK+2ltzz57ddH+zCWltbC7iH7HY7drs9pmZsm1lbW2NsbIzm5uaIa/WaAk3TaGlpYXl5Oe7nxotSAArFASY4QKsrAD3j5+zZs2EzfnSFoSuAmNo8uN1gNoMQrK2tcfPmTZqamjZcFzz0ZG1tjeHhYW7cuEFJSQl2uz3hwc5ba2vIu+8m9+TJmK5LT0/n1KlTeDwexsfHuXz5Mjk5OZSVlUWcVLYZTdPo6uri9OnTMX0+p9PJRz/6UX70ox8drBiAQqFIDnRXgp7xc9ddd23r3w5uCa37pCFCEHJ5GfMnPoHx5ZfBbMb50Y/SWV7OmTNntgZVp6YwjI0hs7NJr6ri9OnTeDweRkdHuXTpEvn5+ZSVlSUk731xcZGZmZkd5fubzebAuMbZ2VmuX7+OwWCgrKyMvLy8qATzzZs3sdlsHNMD0lEgpeSpp57id37nd2Ju5JYIlAJQKA4BugLo6uqisLAwpP85GN0FFBz0jRSINH/2sxhfftkf2HW7kU89xYk/+ZMtzeQMLS2Y/vRP/dk8Ph++Bx7A9/DDmM3mwJzgqakpOjo6SE1NpaKiIiahGYzb7d5Rn5/NCCEoKCigoKCA1dVVhoeHGRgYoKSkhOLi4rDuoYWFBZaWljgfwf20mZ///Of09PTwZ3/2ZzveezwoBaBQHAIMBgPj4+MYDIaoKuh1F5CenhiN8DT88pf+hm5CsK5pGIGCqSl8wYt8Pkx//ufIrCx/Xx6fD+N3voP2qlchb+/LYDBQXFxMUVERi4uLDA4O4vF4KC8vp6CgIKYZA11dXRw/fjwhfX42k5GRQW1tLR6Ph7GxMS5fvkxubi5lZWWkBfUc8ng89Pb2cvbs2ZhcOMvLy/zBH/wBzz333J7n/+soBaBQHAKcTidOp5NXvOIVUQkhIQRerxez2YzBYIjqGllUhBgexpOaitfjIc1qxbN5UIrD4W/XoNccGI3+f4uLsEkxCSHIyckhJycnkKt/8+bNqIOxt27dIj09PfrB8nFiNpuprKykvLycmZkZuru7MZlMlJWVkZubS29vLxUVFTEpISklH//4x3n88cejTtHdDY5UGqjKqFEcNoQQrKyssLi4SFVVVdRuEN1lFEvGj+eTn0QDPNPTZLrdaM3N+O69d+OijAxkSQliasr//coKGI3IkpJt763n6jc1NSGl5PLly/T19bEe3DE0CN3vf/z48aj2nggMBgOFhYU0NzdTU1PD5OQkL774ImtrazE3m/v+97/PwsIC7373u3dns1Ei9qo8Oh6am5tltE2rokFV1SqCEUK0Sikj5+slnoT9FTqdTl566SVycnLIy8ujsDBcQ96gh0vJ0NAQk5OTlJeXY7PZolIcXq+Xaz/6EbVeL6n5+f42zaFO6ZOTmL/wBcTICGRk4Hn8cWR9bLWgmqYxMzPD8PAwVquV8vJysrOzAb/fv7W1lcbGxl1x/USL0+mkra0Nm83GzMwMeXl5lJWVRdzT7Ows9913Hz/+8Y+j+n3FQdR+KKUAFIea4LYamzkMCsDlcrG4uMj8/DypqakUFxdv/+CgNg9ut5vh4WHm5uYC6Znh3C5SSjo6OrDZbBGfcfsCf0//lJQ7Ta3iZGlpiVu3bgUmgk1MTFBWVrbrrp/tkFLS1tZGVVUVubm5AYU1MjKC2WymrKyMnJycLdaVpmk88sgjvOMd7+DBBx/cre1F/QM/9C6gZG+spthdDvu8AovFQnZ2dlRzgTe3eUhJSeHkyZM0NzejaRqXL1+mv78fl8u15dqhoaGoFEwAIfyVvwnIa8/KyqKhoYG6ujrGxsZYXl5mbW1tXypndW7dusWxY8fIvT27INg9VFVVxfj4OJcuXWJsbGzDfIBvfvObpKWl8ba3vW2/tr4BZQEoDjXb/c4PgwUQfJIXQlAW3ChtE8F96kP5/TVNY2pqipGREdLT06moqCAjI4PZ2Vlu3brFuXPn9q1nDfhTLQcGBjh79iyTk5OMj4+TnZ1NeXn5hqyc3WZlZYWenp6wVdY6LpeLsbExpqamyMrKYmVlhccff5yf/vSn5OTk7OYWlQWgOLocJatPF+SRLIBo2jzo6ZkXLlygqKiIvr4+WlpauH79OnV1dfsq/N1uN9evX6e+vh6LxRLo6ZObm0tPTw/t7e0xTy2LB5/PR3d3N7W1tRF/Hlarlerqai5evMjKyoXeC64AABndSURBVArvec97yMnJYTJ47vE+c6TSQJO9sZoiMRzFdtoGgyGsSySmNg/caeOQlZXFpUuXSE9P5+rVq5SVlVFYWLjniiA43z+4clgIgc1mw2azsby8HCja2s19DgwMYLfbY+oiajAY6Ojo4Dd+4zd417vetW85/6E4UgrgMJ4AFQoIbwFE3eYhxHVdXV1UVVVRXFyM0+lkZGSEoaEh7HY7JSUlO2qaFgtDQ0NkZGRsG/Q9duwYdXV1OJ1ORkdH+eUvfxn1+MpomZubw+FwcDLGfkMDAwP8zd/8Db/4xS9i7i+02ygXkOJQcxSsPiFESAUQS5uHzQwNDZGSkhII+qakpHDixAkuXLiAECIQMHY6nQn7HKFYWFhgdnaWmtvDXSKRkpLC8ePHufvuuzGbzbS1tdHd3c3a2tqO9uF2u+nr6wvZWns7vF4vjz32GF/+8peTTvjDEbMAFEePo2L1hVIAsbR5CGZ2dpb5+XnOBc/kvY3eU7+0tJTp6Wk6OjpIS0ujoqJiS08gACYnsXzkIxh6etDq63H/yZ9AhD5FOrrfP57gsz6+sqSkhLm5OXp7exFCUF5eTm5ubszWUE9PDzU1NTHP7P3Sl77Eq171Kl796lfHdN1eoRSAQnEI2KwAggeRxyLsHA4HAwMDnD9/fluhazAYKCoqorCwMJCdI6WkoqLijoB1uUh5wxsQo6P+nkAjI6Rcv47zpZdCF5AFEc7vHyvhxleWlpZSVFQUlT9+fHwcs9kcc7VvZ2cnzz33HD//+c/j3f6uoxSAQnEICFYA8Q528fl8XLt2jdra2qj95kIIcnNzyc3N3SBgy8rKsI+NIWZmQNPAYACfDzEygrhxA3nXXdveNxq/f6zo4yvdbjcjIyNcunQJm81GaWlp2JO93qPowoULMT3L5XLx2GOP8cwzz8RsNewlKgZwwDkqLg7F9ugKYKdB37KysrhbM+sCtrGxEYfDwbW+PjSvd+Minw8iKJeFhQXm5uai9vvHisVioaamhosXL5Kamkp7ezv9L7zA+osvwupqYF28A14APve5z/GWt7yFxsbGRG8/oSgFcMA57JWuisjoQWDd7RNP0PfWrVtYLBbsdvuO92O1Wjl+/Di1Dz2Es74en8GA9HqRZjO+e+5BVlaGvVb3++9F3YHBYMBut/PqH/6Q+ocf5tiDD2I6dYql//gPpJQMDg4G0mFj4dKlS7z88ss88cQTu7TzxLGjn7AQ4u1CiC4hhCaECFtRKYR4oxCiVwgxIIT4+E6eqVAothLc3z/WsYJzc3PMzc3FnN4YCaPZjPje9/B98pM47ruPm+9+N22f+ATLKysh10sp6ezs5MSJEwmZFBYNhv/7fzH/5V8iNA2T14t5bY3cRx/lpZdeCvQcioW1tTU+8pGP8NWvfnXP0mR3wk5VbCfwVuBn4RYIIYzAV4A3AbXAO4QQtTt87pHmKFW6KqLDaDQG5vPG0iNnfX2dvr6+3TtxW634PvIRDN/4BsVPP01JZSU3b96ktbWV2dnZDZW7Q0NDZGZmRpxmlkhEX9/tL27/z2Q0Ypmdxahp2Gw2Wlpaok53lVLyqU99ive+970JV6a7xY5UlJSyByL6Gu8GBqSUN2+vfRb4LaB7J88+yhzFSldFePRsn4sXLzI5OUlbWxvZ2dkRh5QEB333IlAZPABmbW2NW7ducePGDcrKyrBarczNzcU8UnGnyBMnbn8h/f8z+Xy48/Mpr6nBbrcH+iNFM77yJz/5CTdu3OArX/nKHn6CnbEXMYASYCTo+9HbrykUih3icDj40Ic+RHd3NwaDgZKSkkCPnM7OTjo7O1kJ4XKRUtLd3U1JSUnMPu5EkJ6eTm1tLefOnWN1dZX29naysrI2dM7cC7RXvQrPBz/on1pmtaJlZtL72c8GCuCC+yOVlpYyODhIS0sL09PTG6yXxcVFPvGJT/C1r31tX3smxUpEC0AI8WOgKMRbn5RS/kuiNySEeBR4FIhqtulR5yhUuirCk5qaykMPPcQnP/lJLBYLH/7wh3nlK1+JzWajoKCAhYUF+vv7EUJQWVlJdnY2QgiGh4cxm82URJjUtduYzWZWV1epr6/H5XLR2tpKTk4O5eXlezbsxfupT+F773vxjI3RtrZG42tes8Wrsd34yoKCAp544gk+9rGPxRwz2G8S0g5aCPET4GNSyi29m4UQrwSelFK+4fb3nwCQUn4u0n0T3Q5aoQjmMLSDDtxQSlpaWnj66aeZnp7m8ccf5w1veEPgNLqyssLQ0BBOp5O8vDzm5uZoamr6/9u78+Cqy3OB49/HhARMwiLmIITkBJQtJTSQIG2vjWRAXMq0gFi3jrm4UCvK4sVeuXdu1Tp0SsQSpIhaaua6F2/Fa1VAHdyghhCBiCBQQk5ONuBAEiH7Wd77R5ZyJZCc5Jyck5znM8NMlpPf+/yc8X1/7/s+v/cJ+NNqUVERLpeLMS1LMcYYHA4HxcXFREZGYrVae2SGYoxh7969WK1Whn63zvEFOJ1OSkpK2gq7bN26lcSLZDj1oKA6Dno3MEZERolIBHAb8E4PtKtUyBARpk6dyptvvsmf/vQntm7dSkZGBq+//jpOp5OYmBiSk5O56qqrsNvtuFwuKioqOiwi40+VlZXn5fu3nvA5depUEhISsNlsfPnllzgcDr8e9dxaA6GznT80z16io6Pp168fy5cv529/+5vf4vOXbs0ARGQusA6IBaqBfcaY60VkBLDRGHNTy+duArKBMOBFY8zKzlxfZwDKn/rSDKA95eXlrFmzhm3btpGZmcm8efP44osvyMjIYMCAAdjtdhwOR4+f7gn/rOs7efLkDlM+6+rqKC4u5ttvvyU+Pr7TRzh0Vk1NDQcOHCAtLc2r63o8Hu68804WLFjAnDlzfBaPD2hNYKU60tcHgFZVVVWsX7+e559/nmuuuYannnqqrZShy+WirKyM8vJyYmNjSUhI8NnxyRfSutySkJDgVcpnU1MTpaWlnDhxgmHDhjFy5Mhux+rxeMjPz2fChAntH2Z3Ea+++io7d+4kJyfH63cv2pOYmEhMTAxhYWGEh4fTjb6v08EE/5sKSqluGTJkCGlpadhsNqZMmcJPfvITrr32Wh566CHi4uKwWq3Ex8e3pZAOGjQIq9XqtzKLRUVFDBw40Ot8/4iICEaPHo3VaqWioqIt3bU7JSELCwsZNmyY151/SUkJf/zjH/n000990vm3+vjjj3v2PQidAahQFSozAPhnYZjw8HBcLhebNm1i7dq1jBs3jiVLljB+/HhEBGMMp06dwmazERkZSWJiYpfPBmpPZWUlx44d6/C00c5o3TC22+1ERER4vWFcWVmJzWZj8uTJXnXiHo+HOXPm8OijjzJz5syuhN6uxMRE8vPzfTEA6BKQUh0JpQGgPR6Ph23btvHUU08RHR3Nww8/3FbwBZqXjmw2G8YYEhMTGTJkSLeedhsbG9mzZ0+n1v299e2331JcXExTUxMJCQnExsZeNFan00l+fn6XYnn++ecpKipi7dq1Pn36HzVqVNt/41/+8pcsXLiwq5fSAUCpjoT6ANDKGENubi5ZWVlUV1ezdOlSZsyY0faEXlNTg81mo66uDqvVisVi8brj60qaZVfU1dVht9uprq5m5MiRDB8+vN2N3f3792OxWBg2bJhX1z9y5Ah33303O3bs8PkSWVlZGXFxcZw8eZLrrruOdevWkZ6e3pVLBVUaqFIqiIkIP/zhD3nrrbdYv349b7/9NhkZGWzatAmn00l0dDQTJ04kOTmZ6upqdu3aRWlpqVdv7bau+/uz8we49NJLGT9+PKmpqTidTvLy8igsLKSpqantMxUVFYiI152/y+Vi0aJFbNiwwS/7I60v5VksFubOnUteXp7P2/guHQCUUkDzQJCUlEROTg5vvfUWBQUFpKen88ILL1BfX8+AAQMYN24cU6ZMobGxkby8PIqKijo8fK6yspLKykpGjx7dQ3fSnKM/atQorr76avr378+ePXv45ptvqKyspLi4mPHjx3t9zTVr1pCRkcG0adN8Hm9tbW3bkR21tbV88MEHTJw40eftfJdmASmlzhMfH8+aNWs4ffo069evZ/r06cyfP5/77ruPwYMHc+WVV5KYmEhZWVnbxmVCQsJ5h8o1NjZy+PDhLtX19YWwsDDi4uIYMWIEp06doqCggOjoaGpqahg8eHCnr1NQUMCWLVv47LMLHnzcLSdOnGDu3LlA80zjjjvu4IYbbvBLW+fSPQAVsnQPoPPq6urYuHEjGzduZMaMGTz44INtB6a1nphpt9uJiYnBarUSFRXVY+v+nVVUVITb7SY2Npbi4mIaGxuxWq0dbhg3NDQwa9YscnJySE5O7sGIu0w3gZXqiA4A3nM6nbzxxhs888wzJCcns3jxYsaMGdOWQnr69GmKi4sJDw+nX79+REREcNVVVwU6bM6cOcOhQ4dIS0trm4nU19djt9upqqpqmyW0t2H8m9/8BovF0isqfLXQAUCpjugA0HUej4f33nuP1atXM3ToUJYtW8aUKVPanqRLSkooLCwkJiaGxMRELrvsMp+mTHrD7Xaze/dukpOTiYqKOu/3TqeT0tJSjh8/jsViIT4+vu0N47///e88+eSTbN++3afHT/iZDgBKdUQHgO4zxrBjxw6ysrKoq6tj2bJljB07liNHjvCjH/0It9uNzWajtraWhIQELBZLj+8FHDp0iOjoaEaOHHnRz3k8Ho4fP05JSQnR0dHU1dWxdOlS3nzzzaCYxXhB00C7S8srKtUxEeHHP/4x77zzDtnZ2bz++uvMnDmTvLw8wsPDiYqK4nvf+x6TJk3izJkz7Nq1i5KSkh4r/OJwOGhoaOhU3YPWIvGtmUP3338/Ho+HqqqqHog0MHQAuIAnngh0BEr1HiJCcnIyP/jBD5g7dy5VVVWkp6fz4osv0tDQQP/+/Rk7dixpaWm4XC7y8vK8rl/sraamJo4ePUpSUpJXy08iQlFREaNGjSInJ4f6+nq/xRhougR0AVprt+/TJSDfq62tpX///oSFheFwOFi3bh2bN2/m1ltv5Z577mk7q8ftdlNeXk5ZWRlDhgzBarX69HgIYwwFBQXExcURGxvr1d9WVVVx4403smXLFp9VTHO73aSlpREXF8e7777rk2tehC4BdcXjjzd3/K0PC61f63KQUp0TFRXVtlkaGxvLb3/7W7744guioqK4/vrreeyxxzh+/DhhYWHEx8czbdo0Bg0axFdffcWBAweoqanxSRxlZWVERkZ63fkbY1i+fDmPPvqoT8tlrl27lgkTJvjser6iA8A5Hn+8+am/9cm/9WsdAJTquujoaJYtW0Z+fj5JSUnccsstLF68mMLCQkSEK664gqlTp3LFFVdw+PBh9u3bR3V1dZfbq62tpbS0lLFjx3r9t2+//TZut5vbb7+9y+1/V2lpKe+99x733nuvz67pKzoAKKV6REREBAsWLCAvL4/Zs2fzq1/9iszMTAoKCgAYOnQoqampjB49GrvdTn5+vtelID0eDwcPHiQpKcnrtM3jx4+zatUqnn32WZ+mrC5dupSsrKyA119uT/BFFCQeeyzQESjVN4WFhTFnzhw+//xzFi1axJNPPsm8efP47LPP8Hg8DBw4kEmTJpGUlITD4SAvL4/y8vJO1S8+duwYl19+udc1DDweD4sXL2blypU+Lcjy7rvvYrFYSE1N9dk1fUk3gVXI0k3g4NC6YZuVlYXNZuOhhx5i9uzZbU/wjY2N2O12Tp06RVxcHHFxce0+3VdXV3P06FFSU1O9foJ/6aWX2L17Nxs3bvTp0/+KFSt4+eWXCQ8Pp6GhgTNnzjBv3jxeeeUVn7XRDn0RTKmO9MUBoKSkhLvuuosTJ04gIixcuJAlS5b4qzmfKyws5OmnnyY3N5eFCxdy6623th0w53K5KC0tpaKi4rw3dl0uF/n5+Xz/+99nwIABXrVpt9u57bbb+Pzzz70uDemNTz75hNWrV/edLCARuUVEDoiIR0Qu+D+SiNhEZL+I7BMR7dGV8pPw8HCefvppDh48SG5uLuvXr+fgwYOBDqvTrrzySp599lm2bNmC3W4nPT2dZ555hrNnzxIeHk5iYiLTpk0jMjKSPXv2cOjQIerr6zl8+DBWq9Xrzt/tdvPAAw+wZs0av3b+waq7ewBfA/OAzpyRmmGMSQnQE5dSIWH48OFMmTIFgJiYGCZMmEBZWVmAo/LesGHD+N3vfsfOnTsJCwtj5syZPPHEE5w8eZJLLrmEkSNHMm3aNIYMGcKePXuorKwkOjra63aee+45UlJSmD59uu9v4jumT5/eE0//XunWAGCM+cYYc9hXwSilfMdms7F3716/FDDpKQMHDuSRRx4hPz+fMWPGMHfuXB5++GGKi4sREQYNGsQll1zCuHHj+Mc//sHevXupqqrqVObQoUOH+Mtf/sLKlSsDdlBdoPVUQRgDfCAiBnjeGPNCD7WrVEiqqanh5ptvJjs72+uMmGAUGRnJvffey4IFC9i8eTP33HMP8fHxnD17luzsbCwWCxaLhbNnz2Kz2Th69OhFz/p3Op08+OCDPPfcc14vG/UlHc4AROQjEfm6nX8/86Kda4wxU4AbgUUicsFKxyKyUETyRSTf4XB40UTfoi+fqa5yOp3cfPPN3HnnncybNy/Q4fhUWFgY8+fPZ8eOHQwdOpSioiKWLFnCjh07MMYQExNDcnIyEydOpLKykl27dlFWVnZeCunq1auZNWsWaWmhvSLtkywgEfkEWG6M6XCDV0QeB2qMMas7+mwoZwHpWUT+1xezgIwxZGZmctlll5Gdne2vZoJCVlYWixcv5sCBA6xatYry8nKWLFnCDTfc0JYm2tTUhN1ux+FwMGLECOLi4ti/fz+PPPIIn376Kf369QvwXfhF8JwFJCJRIhLT+jUwi+bNY9UNOkNQ7dm5cycvv/wy27dvJyUlhZSUFN5///1Ah+UXv/71r+nfvz+pqals2rSJnJwcPvroIzIyMnjllVdoampqq0g2depUAO6//37uu+8+fv/73/fVzt8r3ZoBiMhcYB0QC1QD+4wx14vICGCjMeYmERkNbG75k3DgNWPMys5cP9RmAI8/3v4x1I89dn6HrzOE7uuLMwAFFRUVZGdns2XLFu666y4yMzPbahSvWLGCU6dOUVZWxrZt23x6AmkQ0RfBeruOOngdALpPB4C+rbq6mg0bNvDaa6/x05/+lJSUFDZs2MCHH37Y7fKODQ0NpKen09jYiMvlYv78+TwRPEVEgmcJSPmOHletVOcNHjyYFStWsHv3buLj43nggQfYsGGDT2r7RkZGsn37dgoKCti3bx9bt24lNzfXB1H3rF45AIRCh9feYXR6XLVS3mst73jy5EnGjRvnk2uKSNuLZ06nE6fT2SvfJeiVA0DwzLT8Rzt1pXzL1x202+0mJSUFi8XCdddd1ytfuOuVA4DS46pVcHC73UyePJnZs2cHOpQeFxYWxr59+ygtLSUvL4+vv+59yY29ZgDQ9e//L1TvWwWXYC112JMGDx5MRkYGW7duDXQoXutVA4CufysVPIK51KG/ORyOtrKV9fX1fPjhh4wfPz7AUXmvp84CUkr1Ma2lDs+ePRvoUHpcRUUFmZmZuN1uPB4PP//5z3vlMlivHAB0/VupwDq31OEnn3wS6HB63KRJk9i7d2+gw+i2XrMEdC5d9lEqsHbu3Mk777xDYmIit912G9u3b+cXv/hFoMNSXtI3gVXI0jeBfaMHSx2qztE3gZVSSl1cr9wDUEoFj+nTp/dISUXlezoDUEqpEKUDgFJKhaig3gQWEQdQ7OdmLgdO+bmNQOnL9wbdvz+rMSbWV8Eo1dsE9QDQE0QkP0CZIH7Xl+8N+v79qX8SkcHARmAizVlUdxtjvvBDO/HAS8CwlnZeMMas9XU7wUI3gZVSvcFaYKsxZr6IRACX+qkdF/Bvxpg9LaVsvxSRD40xB/3UXkDpHoBSKqiJyCAgHfgzgDGmyRhT7Y+2jDEVxpg9LV+fBb4B4vzRVjDQAQBeCHQAftSX7w36/v2pZqMAB5AjIntFZKOIRPm7URFJBCYDu/zdVqCE/B6AUiq4iUgakAv8izFml4isBc4YY/7Lj21GA58CK40xb/mrnUDTGYBSKtiVAqXGmNYn8f8BpvirMRHpB/wVeLUvd/6gAwAAIvKUiBwSka9EZHNLxkGvJiI3iMhhETkqIo8GOh5fEZF4EflYRA6KyAERWRLomJR/GWOOAyUi0lrQdwbgl01Zaa4b+WfgG2PMH/zRRjDRJSBARGYB240xLhFZBWCM+fcAh9VlIhIGHAGuo/npaTdwe1/IZBCR4cDwc7M0gDl94d7UhYlICs1poBHAMWCBMabKD+1cA3wO7Ac8LT/+D2PM+75uKxhoGihgjPngnG9zgfmBisVHrgaOGmOOAYjIG8DP8NNTU08yxlQAFS1fnxWR1iyNXn9v6sKMMfsAv7/zYYzZgRenafZ2ugR0vruBLYEOopvigJJzvi+lD6ayhUKWhlL+FDIzABH5CLiinV/9pzHmf1s+8580vwjyak/GprzXkqXxV2CpMeZMoONRqjcKmQHAGDPzYr8XkX8FZgMzTO/fGCkD4s/5fmTLz/qEUMrSUMqfdBOY5owZ4A/AtcYYR6Dj6S4RCad5E3gGzR3/buAOY8yBgAbmAy1ZGv8NVBpjlgY6HqV6Mx0AABE5CkQCp1t+lGuMuT+AIXWbiNwEZANhwIvGmJUBDsknQi1LQyl/0gFAKaVClGYBKaVUiNIBQCmlQpQOAEopFaJ0AFBKqRClA4BSSoUoHQCUUipE6QCglFIhSgcApZQKUf8Hlcqa7NPKroIAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f5c871e15f8>"
+ "<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
@@ -133,9 +133,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f5c9220df60>"
+ "<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
@@ -179,36 +179,33 @@
"text": [
"It. |Loss |Delta loss\n",
"--------------------------------\n",
- " 0|3.731009e-02|0.000000e+00\n",
- " 1|1.846414e-02|-1.020678e+00\n",
- " 2|1.752056e-02|-5.385587e-02\n",
- " 3|1.470479e-02|-1.914863e-01\n",
- " 4|1.371582e-02|-7.210441e-02\n",
- " 5|1.263823e-02|-8.526431e-02\n",
- " 6|1.190590e-02|-6.151022e-02\n",
- " 7|1.014664e-02|-1.733837e-01\n",
- " 8|1.011396e-02|-3.230516e-03\n",
- " 9|1.011363e-02|-3.245532e-05\n",
- " 10|1.011363e-02|-3.245682e-07\n",
- " 11|1.011363e-02|-3.245683e-09\n",
- " 12|1.011363e-02|-3.245598e-11\n",
+ " 0|3.135088e-02|0.000000e+00\n",
+ " 1|1.414971e-02|-1.215656e+00\n",
+ " 2|9.934682e-03|-4.242736e-01\n",
+ " 3|7.486162e-03|-3.270729e-01\n",
+ " 4|7.415422e-03|-9.539599e-03\n",
+ " 5|6.433930e-03|-1.525492e-01\n",
+ " 6|6.020392e-03|-6.868966e-02\n",
+ " 7|6.012738e-03|-1.272962e-03\n",
+ " 8|6.012661e-03|-1.278831e-05\n",
+ " 9|6.012660e-03|-1.278889e-07\n",
+ " 10|6.012660e-03|-1.278889e-09\n",
+ " 11|6.012660e-03|-1.278958e-11\n",
"It. |Err \n",
"-------------------\n",
- " 0|7.847531e-02|\n",
- " 10|2.424218e-03|\n",
- " 20|4.250670e-02|\n",
- " 30|5.679949e-05|\n",
- " 40|1.219762e-08|\n",
- " 50|1.121975e-11|\n",
- "Gromov-Wasserstein distances: 0.01011363084946804\n",
- "Entropic Gromov-Wasserstein distances: 0.0063386519916289385\n"
+ " 0|7.283759e-02|\n",
+ " 10|4.751585e-03|\n",
+ " 20|4.981526e-09|\n",
+ " 30|3.401818e-14|\n",
+ "Gromov-Wasserstein distances: 0.0060126599835825445\n",
+ "Entropic Gromov-Wasserstein distances: 0.00591822665714488\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f5c850d1550>"
+ "<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
@@ -260,7 +257,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.6.5"
}
},
"nbformat": 4,