diff --git a/doc/pub/week38/ipynb/week38.ipynb b/doc/pub/week38/ipynb/week38.ipynb index c8b2e0165..303d4a616 100644 --- a/doc/pub/week38/ipynb/week38.ipynb +++ b/doc/pub/week38/ipynb/week38.ipynb @@ -1360,9 +1360,22 @@ "id": "994cc8dc", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bootstrap Statistics :\n", + "original bias std. error\n", + " 100.171 14.9711 100.174 0.151379\n" + ] + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -1420,9 +1433,23 @@ "id": "f369a227", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# the histogram of the bootstrapped data (normalized data if density = True)\n", "n, binsboot, patches = plt.hist(t, 50, density=True, facecolor='red', alpha=0.75)\n", @@ -1631,9 +1658,33 @@ "id": "c0b43b12", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Error: 0.013121574062587286\n", + "Bias^2: 0.012073649469946107\n", + "Var: 0.0010479245926411787\n", + "0.013121574062587286 >= 0.012073649469946107 + 0.0010479245926411787 = 0.013121574062587286\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1707,9 +1758,99 @@ "id": "4e70511b", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Polynomial degree: 0\n", + "Error: 0.32149601703519115\n", + "Bias^2: 0.3123314713548606\n", + "Var: 0.009164545680330616\n", + "0.32149601703519115 >= 0.3123314713548606 + 0.009164545680330616 = 0.3214960170351912\n", + "Polynomial degree: 1\n", + "Error: 0.08426840630693412\n", + "Bias^2: 0.0796891867672603\n", + "Var: 0.004579219539673834\n", + "0.08426840630693412 >= 0.0796891867672603 + 0.004579219539673834 = 0.08426840630693413\n", + "Polynomial degree: 2\n", + "Error: 0.10398646080125037\n", + "Bias^2: 0.10077114273548984\n", + "Var: 0.0032153180657605116\n", + "0.10398646080125037 >= 0.10077114273548984 + 0.0032153180657605116 = 0.10398646080125036\n", + "Polynomial degree: 3\n", + "Error: 0.06547790180152352\n", + "Bias^2: 0.062082386342319454\n", + "Var: 0.0033955154592040923\n", + "0.06547790180152352 >= 0.062082386342319454 + 0.0033955154592040923 = 0.06547790180152355\n", + "Polynomial degree: 4\n", + "Error: 0.06844519414009445\n", + "Bias^2: 0.06453579006728322\n", + "Var: 0.003909404072811221\n", + "0.06844519414009445 >= 0.06453579006728322 + 0.003909404072811221 = 0.06844519414009444\n", + "Polynomial degree: 5\n", + "Error: 0.05227921801205679\n", + "Bias^2: 0.04818727730430286\n", + "Var: 0.004091940707753925\n", + "0.05227921801205679 >= 0.04818727730430286 + 0.004091940707753925 = 0.05227921801205679\n", + "Polynomial degree: 6\n", + "Error: 0.03781367141738902\n", + "Bias^2: 0.03365768507152769\n", + "Var: 0.0041559863458613296\n", + "0.03781367141738902 >= 0.03365768507152769 + 0.0041559863458613296 = 0.03781367141738902\n", + "Polynomial degree: 7\n", + "Error: 0.027609773491022394\n", + "Bias^2: 0.022999498260366198\n", + "Var: 0.004610275230656182\n", + "0.027609773491022394 >= 0.022999498260366198 + 0.004610275230656182 = 0.02760977349102238\n", + "Polynomial degree: 8\n", + "Error: 0.017355848195593312\n", + "Bias^2: 0.010331721306655165\n", + "Var: 0.007024126888938144\n", + "0.017355848195593312 >= 0.010331721306655165 + 0.007024126888938144 = 0.01735584819559331\n", + "Polynomial degree: 9\n", + "Error: 0.026605727637184558\n", + "Bias^2: 0.010018312644139219\n", + "Var: 0.016587414993045335\n", + "0.026605727637184558 >= 0.010018312644139219 + 0.016587414993045335 = 0.026605727637184554\n", + "Polynomial degree: 10\n", + "Error: 0.021592704588021178\n", + "Bias^2: 0.010516485576646504\n", + "Var: 0.01107621901137467\n", + "0.021592704588021178 >= 0.010516485576646504 + 0.01107621901137467 = 0.021592704588021174\n", + "Polynomial degree: 11\n", + "Error: 0.07160048164232538\n", + "Bias^2: 0.014436800088896381\n", + "Var: 0.05716368155342902\n", + "0.07160048164232538 >= 0.014436800088896381 + 0.05716368155342902 = 0.0716004816423254\n", + "Polynomial degree: 12\n", + "Error: 0.11547777218876518\n", + "Bias^2: 0.016285782696017142\n", + "Var: 0.09919198949274803\n", + "0.11547777218876518 >= 0.016285782696017142 + 0.09919198949274803 = 0.11547777218876518\n", + "Polynomial degree: 13\n", + "Error: 0.2284246870217162\n", + "Bias^2: 0.01975416527168255\n", + "Var: 0.20867052175003364\n", + "0.2284246870217162 >= 0.01975416527168255 + 0.20867052175003364 = 0.2284246870217162\n" + ] + }, + { + "data": { + "image/png": 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367z99tv4+Piwbt06Xn/99Tq/V7t27Vi4cCHbt2/nhRde4I033mDu3Llu5+zbt49PPvmEzz//nM8//5xVq1bx1FNPOZ+fPXs2Tz/9NA8//DDbt29n0aJFxMTEAI6QNWHCBIKDg1m9ejVr164lODiYSy65xDnq01S0W3NDFefCs47Q0rNsIQtuH824HtFN9/1ERMTpxF1/SypLGLZomEdq2XTTJgJ9A0/r3J07d9K7d2+++eYbJkyYAMC4cePo1KkTixYtqnX+5ZdfTu/evfn73/8OOEZY8vPz2bp1q9t5JpOJjz/+mGuuuabO7/vss8+yZMkSvvvuO8AxwvLss8+SmZlJu3btALjvvvtYvXo1GzdupLCwkOjoaF5++WXuuOOOWtd78803eeaZZ9ixYwcmkwlw3J4KCwvjk08+YeLEiXXW0Ri7NfvU+4zULTACrKFQnk+CKZvU3GJAgUVEROrXq1cvRo4cyZtvvsmECRPYt28fa9asYfny5dhsNp566imWLFlCeno65eXllJeXExQU5HaNIUOGnPL7/Pvf/2bevHns3buXoqIiqqqqaoWAzp07O8MKQIcOHcjOzgZgx44dlJeXc8EFF9R5/S1btrB3716314MjkOzbt++0fhZnSoGloUwmiOwCh7fS2ZSpTRBFRDwowCeATTdtOvWJTfS9G2Lq1KncfffdvPLKK7z11lskJiZywQUX8OyzzzJ37lzmzZtH//79CQoKYubMmbVusZwYYE60ceNGbrjhBh577DEuvvhiQkNDef/993nuuefczvP19XX72mQyYbc75mMGBJz8PdntdgYPHsx7771X67no6Kb9x7sCy5mIcASWRO3aLCLiUSaT6bRvy3japEmTuOeee1i0aBFvv/02d955JyaTiTVr1nD11Vdzyy23AI5QsGfPHnr37t2g669bt47ExEQefPBB57G6ViadTPfu3QkICODrr7+u85bQoEGDWLJkCe3bt2/a6Rd10KTbM1Ez8daUSYqax4mIyGkIDg5m8uTJ/PnPf+bw4cPcdtttAHTr1o3k5GTWr1/Pjh07+N3vfkdmZmaDr9+tWzdSU1N5//332bdvHy+++CIff/xxg67h7+/P/fffz3333cc777zDvn372LhxI//85z8BuPnmm4mKiuLqq69mzZo1HDhwgFWrVnHPPfdw6NChBtfcEAosZ8IlsKTmlWC3t4p5yyIi0sSmTp3K0aNHufDCC0lISADg4YcfZtCgQVx88cWMHz+e2NjYeifRnszVV1/Nvffey913382AAQNYv349Dz/8cIOv8/DDD/OnP/2Jv/zlL/Tu3ZvJkyc757gEBgayevVqEhIS+NWvfkXv3r25/fbbKS0tbfIRF60SOhOpG+HNizlkRDG6/EU2zD6fDqENu5cpIiINd7LVJuK9GmOVkEZYzkT1CEtHUy5+VKpFv4iISBNTYDkTQdHgF4wZg3hTtuaxiIiINDEFljNhMrnsKaRNEEVERJqaAsuZck68zSJFmyCKiIg0KQWWM6WlzSIiIs1GgeVMuQWW098ES0REzp5+57YsjfHfS4HlTLnMYSksq+JoSeUpXiAiImfLYrEANPnOwNK4SkocUydO3BagIdSa/0xVB5Y4cw6+VJGSW0xEkJ+HixIRad18fHwIDAzkyJEj+Pr6Yjbr393ezDAMSkpKyM7OJiwszBk4z4QCy5lqFwu+gVgqS+hkOkJKbgkDE8I9XZWISKtmMpno0KEDBw4caPA+OeI5YWFhxMbGntU1FFjOVM3S5qyfHSuFtLRZRKRZ+Pn50b17d90WaiF8fX3PamSlhgLL2YhIqg4sWikkItKczGazWvO3Mbr5dzZcm8epF4uIiEiTUWA5G+rFIiIi0iwUWM6GywhLTlEFReVVHi5IRESkdVJgORvVgSXefAQLNlI18VZERKRJKLCcjXYdwccfX2x0NOXotpCIiEgTUWA5G2YzhCcB2gRRRESkKSmwnC1NvBUREWlyCixnK8JlhEVzWERERJqEAsvZcq4UylRgERERaSIKLGfLeUsoi8P5pZRX2TxckIiISOujwHK2IrsCkGDKxmTYScsr9XBBIiIirc8ZBZb58+eTlJSEv78/gwcPZs2aNfWe+9FHH3HRRRcRHR1NSEgII0aM4Msvv3Q7Z+HChZhMplqPsrKyMymveYV0AosffqYqOpBLap4m3oqIiDS2BgeWJUuWMHPmTB588EG2bt3KmDFjuPTSS0lNTa3z/NWrV3PRRRexbNkytmzZwoQJE7jyyivZunWr23khISFkZGS4PVrExlZmC4R3BqCzOZODOZrHIiIi0tgavFvz888/z9SpU7njjjsAmDdvHl9++SWvvvoqc+bMqXX+vHnz3L5+8skn+fTTT/nPf/7DwIEDncdNJhOxsbENLcc7RHSBnN10NmWRql4sIiIija5BIywVFRVs2bKFiRMnuh2fOHEi69evP61r2O12CgsLiYiIcDteVFREYmIicXFxXHHFFbVGYE5UXl5OQUGB28NjXHdtVi8WERGRRtegwJKTk4PNZiMmJsbteExMDJmZmad1jeeee47i4mImTZrkPNarVy8WLlzIZ599xuLFi/H392fUqFHs2bOn3uvMmTOH0NBQ5yM+Pr4hb6VxuTWP0wiLiIhIYzujSbcmk8nta8Mwah2ry+LFi3n00UdZsmQJ7du3dx4fPnw4t9xyC+eeey5jxozhgw8+oEePHrz00kv1Xmv27Nnk5+c7H2lpaWfyVhqHywhL2tESbHbDc7WIiIi0Qg2awxIVFYXFYqk1mpKdnV1r1OVES5YsYerUqXz44YdceOGFJz3XbDZz3nnnnXSExWq1YrVaT7/4puQSWKpsNg4fKyU+ItDDRYmIiLQeDRph8fPzY/DgwSQnJ7sdT05OZuTIkfW+bvHixdx2220sWrSIyy+//JTfxzAMtm3bRocOHRpSnueExoPZB39TJTEc1cRbERGRRtbgVUKzZs1iypQpDBkyhBEjRrBgwQJSU1OZNm0a4LhVk56ezjvvvAM4wsqtt97KCy+8wPDhw52jMwEBAYSGhgLw2GOPMXz4cLp3705BQQEvvvgi27Zt45VXXmms99m0LD4Qlgh5+0gyZ3Iwt5hR3aI8XZWIiEir0eDAMnnyZHJzc3n88cfJyMigX79+LFu2jMTERAAyMjLcerK8/vrrVFVVMWPGDGbMmOE8/pvf/IaFCxcCcOzYMe666y4yMzMJDQ1l4MCBrF69mqFDh57l22tGEV0gbx+JpixSNfFWRESkUZkMw2gVM0QLCgoIDQ0lPz+fkJCQ5i9g2X3w7eu8VnUlW3vO5PUpQ5q/BhERkRbmdP9+ay+hxqJdm0VERJqMAktjqd4EsabbbSsZuBIREfEKCiyNxWVpc0lFFUeKyj1ckIiISOuhwNJYQuPBZCHQVE57jum2kIiISCNSYGksPn4Q5tgeQC36RUREGpcCS2OquS1kziJVmyCKiIg0GgWWxuSyCeJBjbCIiIg0GgWWxhThWCmUaMoiRe35RUREGo0CS2NyjrBkkaJbQiIiIo1GgaUxudwSOlZSQX5JpYcLEhERaR0UWBpTeCJgIthURhQFpORplEVERKQxKLA0Jh+rox8LatEvIiLSmBRYGltEEqB5LCIiIo1JgaWxOXuxaIRFRESksSiwNDaXTRAVWEREpDVI3p7F2j05VFTZPVaDAktjc9kEUZNuRUSkNZjzxQ5u+ecmvtqR5bEaFFgaW3VgSTJlklVQRmmFzcMFiYiInLmU3GL2HynGx2xidPcoj9WhwNLYwjsDEGIqIZxCUtXxVkREWrAVO7MBGNI5nBB/X4/VocDS2HwDIKQToJVCIiLS8q3YdQSACT3be7QOBZam4DqPRRNvRUSkhSqpqGLD/lwAzu+lwNL61LToN2dq4q2IiLRYG/blUlFlp1NYAN3aB3u0FgWWpqARFhERaQW+qZ6/cn6v9phMJo/WosDSFFxWCimwiIhIS2QYBitr5q/0ivZwNQosTcNlhCX9WCmVNs812hERETkTu7OKSD9WitXHzIgunlvOXEOBpSlU7ycUbioi2F5I+tFSDxckIiLSMCt2OW4HjegaSYCfxcPVKLA0Db8gCI4FHKMsB7W0WUREWhjX+SveQIGlqbjsKaTmcSIi0pLkl1ayJeUo4Pn+KzUUWJpK9W2hRFMmB3MUWEREpOVYs+cINrtBt/bBxEcEerocQIGl6bj0YklVLxYREWlBVuys6W7r+dVBNRRYmkpNYFEvFhERaUHsdoNVux3zVyZ4yfwVUGBpOq7N4/JKsNsNDxckIiJyaj+l55NTVEGw1YchiRGeLsdJgaWphDvmsESZCrBWFZFVWObhgkRERE6tZjnzmO5R+Pl4T0zwnkpaG/8QCHLc+0swZWnirYiItAgrqpcze8vqoBoKLE0pwnVpsybeioiIdztSWM4Ph/IBGO9FE25BgaVpOeexZHJQE29FRMTLrdrtWB3Ur1MI7UP8PVyNOx9PF9CquWyCuFKBRUREvFzN/JUTbwct2bkEk8nEBQkXEBkQ6YnSFFiaVE3zOLPa84uIiHertNlZvbtmd+bjgcUwDN746Q2ySrKIDYplbNxYj9SnW0JNyaUXS2puCYahpc0iIuKdvk85SmFZFRFBfpwbF+Y8vjNvJ1klWQT4BDCswzCP1afA0pSqA0t70zFs5UXkFVd4uCAREZG6fVN9O2hcj2gsZpPz+MpDKwEY3mE4VovVE6UBCixNKyAMAh33+moayImIiHijldXt+E9cHbQ6bbXjePz45i7JjQJLU3PpeJuqibciIuKF0o+VsiurELPJMcJS40jJEX7O/RnAY3NXaiiwNDWXlUKaeCsiIt6oplncoIRwwgL9nMdXH3KMrvSL7EdUQJRHaqtxRoFl/vz5JCUl4e/vz+DBg1mzZk2953700UdcdNFFREdHExISwogRI/jyyy9rnbd06VL69OmD1WqlT58+fPzxx2dSmvdx6cWiERYREfFGzu62J2x2WDN/ZVz8uOYuqZYGB5YlS5Ywc+ZMHnzwQbZu3cqYMWO49NJLSU1NrfP81atXc9FFF7Fs2TK2bNnChAkTuPLKK9m6davznA0bNjB58mSmTJnCDz/8wJQpU5g0aRKbNm0683fmLWpWCmlps4iIeKGyShvr9uUA7v1XyqrK2Hh4I+D5+SsAJqOBa22HDRvGoEGDePXVV53HevfuzTXXXMOcOXNO6xp9+/Zl8uTJ/OUvfwFg8uTJFBQU8MUXXzjPueSSSwgPD2fx4sWndc2CggJCQ0PJz88nJCSkAe+oiR36Dv5xARlGBFf6LuC7hy7ydEUiIiJOK3dlc9tbm4kN8WfD7PMxmRwrhFYfWs2Mr2cQGxTL8uuWO483ttP9+92gEZaKigq2bNnCxIkT3Y5PnDiR9evXn9Y17HY7hYWFREQc37J6w4YNta558cUXn/Sa5eXlFBQUuD28UvUISwdTHkVFhRSVV3m4IBERkeNW7qppFhftFkpWpa0CYFzcuCYLKw3RoMCSk5ODzWYjJibG7XhMTAyZmZmndY3nnnuO4uJiJk2a5DyWmZnZ4GvOmTOH0NBQ5yM+Pr4B76QZBUaAfxgACaZsUnRbSEREvIRhGHxTx+7MhmGw6pAjsHh6dVCNM5p0e2LSMgzjtNLX4sWLefTRR1myZAnt27tP7GnoNWfPnk1+fr7zkZaW1oB30MycHW8zSdHEWxER8RL7c4pJzSvBz2JmVLfjq4C8pbutqwbtJRQVFYXFYqk18pGdnV1rhORES5YsYerUqXz44YdceOGFbs/FxsY2+JpWqxWr1XMd9xokogsc/l6BRUREvErN6qBhXSIIsh6PBN7S3dZVg0ZY/Pz8GDx4MMnJyW7Hk5OTGTlyZL2vW7x4MbfddhuLFi3i8ssvr/X8iBEjal1z+fLlJ71mi+Kyp5BuCYmIiLeo2Z15/Am7M9fMX/GG1UE1Grxb86xZs5gyZQpDhgxhxIgRLFiwgNTUVKZNmwY4btWkp6fzzjvvAI6wcuutt/LCCy8wfPhw50hKQEAAoaGhANxzzz2MHTuWp59+mquvvppPP/2Ur776irVr1zbW+/Qsl263/9EIi4iIeIGi8iq+PZAHwISe7t1tf8n9BfCe+StwBnNYJk+ezLx583j88ccZMGAAq1evZtmyZSQmJgKQkZHh1pPl9ddfp6qqihkzZtChQwfn45577nGeM3LkSN5//33eeustzjnnHBYuXMiSJUsYNsw77pudtZrAYtYIi4iIeIe1e3KotBl0jgykS3Sw83hNd9v+Uf093t3WVYNHWACmT5/O9OnT63xu4cKFbl+vXLnytK55/fXXc/31159JOd4vsisAHcklt6CA8iobVh+Lh4sSEZG2bGU9t4Nq5q940+gKaC+h5hEYiWENwWwyiOMIaXmlnq5IRETaMMMwnPNXzu/lvd1tXSmwNAeTCVNEEuDYBFG3hURExJO2ZxSQVVBOgK+FoUnHG7l+m/ktZbYyYoNi6Rne04MV1qbA0lxcNkHU0mYREfGkmuXMo7pF4e97fIrCyrSVgPd0t3WlwNJctLRZRES8xAqXdvw1XLvbjovz/O7MJ1JgaS4uS5tT8jTCIiIinnG0uIKtqUcB93b8O/N2kl2STYBPAEM7DPVUefVSYGkuEY6VQup2KyIinrR6zxHsBvSKbUfHsADncW/sbutKgaW5VI+wdDLlkHW0gCqb3cMFiYhIW+Tc7LCX93e3daXA0lyC22P4BmExGcTas8jIL/N0RSIi0sbY7AardlfPX3G5HZRdku2V3W1dKbA0F5MJk+s8Ft0WEhGRZrYt7SjHSioJ8fdhUEKY87i3drd1pcDSnKp7sXQ2ZXJQK4VERKSZrdjpGF0Z2yMaH8vxCODNq4NqKLA0J5cRllStFBIRkWZWM3+lpXS3daXA0pzUi0VERDwkM7+M7RkFmEyOEZYart1te4T38GCFJ6fA0pyqN0FUt1sREWluNZsdnhMXRlTw8WXL3tzd1pUCS3OqHmGJM+WQnluAYRgeLkhERNoK52aHLquDvL27rSsFluYUHIvhE4CvyUZEVRZHCss9XZGIiLQB5VU21u7JAdzb8Xt7d1tXCizNyWx27trcWS36RUSkmXx38CjFFTaigq306xjqPF7T3XZEhxFe2d3WlQJLc3PZtflgjibeiohI06vZnXl8z2jM5uPzVLy9u60rBZbm5jLCoqXNIiLSHL7ZVXs5s2t32zFxYzxSV0MosDS3iJqVQlkc1EohERFpYim5xew/UoyP2cTo7se72LaE7rauFFiam7MXSyap6sUiIiJNrOZ20JDO4YT4+zqP19wO8vbVQTUUWJpbdWCJN2WTllPo4WJERKS1W7Gr9maHZVVlbMzw/u62rhRYmltIJwyLFT+TjcDyTPJLKj1dkYiItFIlFVVs2J8LuM9faSndbV0psDQ3sxlTeGegZmmzbguJiEjT2LAvl4oqO53CAujWPth5vKV0t3WlwOIJLvNYNPFWRESaiutmhzXBpCV1t3WlwOIJrrs2a+KtiIg0AcMwWFkzf8Wlu+2OvB0tprutKwUWT4g8vmuzRlhERKQp7M4qIv1YKVYfMyO6HF+2XLM6qCV0t3WlwOIJbkubFVhERKTx1Wx2OKJrJAF+FufxmttBLWV1UA0FFk+oDiwJpixScwo8XIyIiLRGrvNXatR0tzVhahHdbV0psHhCSByG2RerqQpzUSYlFVWerkhERFqR/NJKtqQcBWB8j+OBpaV1t3WlwOIJFh9M4YkAJJq1p5CIiDSuNXuOYLMbdI0OIiEy0Hm8Zv7K2LixnirtjCmweIrLPJYUzWMREZFGtGKnY3WQ6+2gltjd1pUCi6e4bIKYoqXNIiLSSOx2g1W7HfNXXNvxt8Tutq4UWDwl4vjSZo2wiIhIY/kpPZ+cogqCrT4M6RzhPN4Su9u6UmDxFN0SEhGRJlCzOmh0tyj8fBx/5l2727bE20GgwOI5EUlATbdb7dosIiKNY+Wu2suZXbvbnhd7nqdKOysKLJ4SloBhshBgqqDyWAYVVXZPVyQiIi3ckcJyfjiUD8D4nsfb8bfU7rauFFg8xeILYQkAJJBF+rFSDxckIiIt3ardjtVB/TqF0D7E33l85aGVQMu9HQQKLB5lqtkE0ZyplUIiInLWatrxu64Oyi7JZnvu9hbZ3daVAosnRTqWNmulkIiInK1Km53Vu2t2Z24d3W1dKbB4klYKiYhII/k+5SiFZVVEBPlxblyY83jN/JVx8eM8VFnjUGDxJLdeLLolJCIiZ+6b6ttB43pEYzE7+qy4drcdF9cGA8v8+fNJSkrC39+fwYMHs2bNmnrPzcjI4KabbqJnz56YzWZmzpxZ65yFCxdiMplqPcrKys6kvJajZg6LSXNYRETk7KysbsfvujpoU8amFt3d1lWDA8uSJUuYOXMmDz74IFu3bmXMmDFceumlpKam1nl+eXk50dHRPPjgg5x77rn1XjckJISMjAy3h7+/f73ntwphCRgmM0GmckqOZmC3G56uSEREWqD0Y6XsyirEbHKMsNSoWR3UUrvbumpwYHn++eeZOnUqd9xxB71792bevHnEx8fz6quv1nl+586deeGFF7j11lsJDQ2t97omk4nY2Fi3R6vnY4XQOAA62g6TWdDKR5RERKRJrKjubjsoIZywQD/A0d12dZpjwm1LXs5co0GBpaKigi1btjBx4kS34xMnTmT9+vVnVUhRURGJiYnExcVxxRVXsHXr1rO6Xkthqt4EsbM5i4O6LSQiImegJrBMOLG7bWnL7m7rqkGBJScnB5vNRkxMjNvxmJgYMjMzz7iIXr16sXDhQj777DMWL16Mv78/o0aNYs+ePfW+pry8nIKCArdHi+Scx5JFqlYKiYhIA5VV2li3Lwdw779SszpoZMeRLba7raszmnR74n0wwzDO6t7Y8OHDueWWWzj33HMZM2YMH3zwAT169OCll16q9zVz5swhNDTU+YiPjz/j7+9R1YElyZRJSp4Ci4iINMzG/bmUVdqJDfGnd4d2zuOu81dagwYFlqioKCwWS63RlOzs7FqjLmdVlNnMeeedd9IRltmzZ5Ofn+98pKWlNdr3b1ZaKSQiImdh5a6aZnHRzsGD1tLd1lWDAoufnx+DBw8mOTnZ7XhycjIjR45stKIMw2Dbtm106NCh3nOsVishISFujxbJ5ZZQSo4Ci4iInD7DMPimev7KeNfbQYcct4NaendbVz4NfcGsWbOYMmUKQ4YMYcSIESxYsIDU1FSmTZsGOEY+0tPTeeedd5yv2bZtG+CYWHvkyBG2bduGn58fffr0AeCxxx5j+PDhdO/enYKCAl588UW2bdvGK6+80ghv0cuFd8bARIiplIK8rLO+vSYiIm3H/pxiUvNK8LWYGN3teDCpWR3U0rvbumpwYJk8eTK5ubk8/vjjZGRk0K9fP5YtW0ZiYiLgaBR3Yk+WgQMHOj/fsmULixYtIjExkYMHDwJw7Ngx7rrrLjIzMwkNDWXgwIGsXr2aoUOHnsVbayF8/SGkExQcIrriEHnFFUQGt/zJUSIi0vRqVgcNS4okyOr4k96autu6anBgAZg+fTrTp0+v87mFCxfWOmYYJ2+INnfuXObOnXsmpbQKpsguUHCIRFMWB3NLFFhEROS0OHdndlnOXNPdtkNQhxbf3daV9hLyBjV7CpkzSc3TPBYRETm1ovIqvj2QB8CEnrW7246NG9uqphgosHgDl00QD+ZoabOIiJza2j05VNoMOkcG0iU6GGh93W1dKbB4A5elzanqxSIiIqdhRR2rg1pbd1tXCizewHWERb1YRETkFAzDcM5fOb9X6+1u60qBxRuEJwEQZirmWE6Wh4sRERFvtz2jgOzCcgJ8LQxNinAeb23dbV0psHgDv0Ds7RxN8kJK0ygsq/RwQSIi4s1qbgeN6haFv68FaJ3dbV0psHgJc82uzaZMUrQJooiInMQKl3b8NVpjd1tXCizeIsJxW6izKUsTb0VEpF5HiyvYmnoUqHt35tbU3daVAou3qFkpZNbEWxERqd/qPUewG9Arth0dwwIAKK0qbZXdbV0psHgL50qhTFJ1S0hEROpR12aH32Z8S7mtvNV1t3WlwOItXHZt1giLiIjUxWY3WLXbMX/FdTmz6+qg1tTd1pUCi7eoDiyRpkLyco54uBgREfFG29KOcqykkhB/HwYlhAGtu7utKwUWb2ENxh7kSMvWohTKKm0eLkhERLzNip2Of9CO7RGNj8XxJ3x73nZnd9shsUM8WV6TUmDxIqbI6qXNZHLoqOaxiIiIu5r5K3WtDmqN3W1dKbB4EZPrPBZtgigiIi4y88vYnlGAyQTjetbuv9JaVwfVUGDxJjW9WMxZpKgXi4iIuFhZvXfQOXFhRAU7RlJcu9uOjRvryfKanAKLN3HZtTlFK4VERMSFc7ND19tBNd1to/sTGRDpkbqaiwKLN3HZtVnt+UVEpEZ5lY21e3KAE9rxV89fGR833hNlNSsFFm9SHViiTfkcyc3xcDEiIuItvjt4lOIKG1HBVvp1DAXcu9u29ttBoMDiXfxDsVUP6fkcO0CVze7hgkRExBsc724bjdnsaAzXFrrbulJg8TLm6qXNcUYmGfllHq5GRES8gXP+ShvrbutKgcXLmFzmsahFv4iIpOQWs/9IMT5mE6O7RwFtp7utKwUWb+PSi0UTb0VEZEX17aAhncMJ8fcF3Lvbnhd7nifLazYKLN6mZoTFrKXNIiICK3Y52vHX193Wz+LnkbqamwKLt4nUCIuIiDiUVFSxYX8uABNc56+krQRaf3dbVwos3qZ6hCXWdJTMnDwPFyMiIp60YV8uFVV2OoUF0L19MABZxVnsyNvRJrrbulJg8TYB4dis4Y7Pj+7HMAzP1iMiIh7j3OywV7RzJdDqdMdk27bQ3daVAosXMlXfFupgyyC7sNzD1YiIiCcYhsHK6vkrrsuZ21J3W1cKLF7IHKkW/SIibd3urCLSj5Vi9TEzootjObNrd9tx8W1n/goosHgnl00Q1YtFRKRt+nRbOgAjukYS4GcBYFPGJmd32+5h3T1ZXrNTYPFGEY5ut51NWaRqhEVEpM3ZfDCP11fvB+BXg+Kcx11XB7WF7rauFFi8Uc0IizmLlDwFFhGRtiSvuII/LNqKzW5wzYCOXHlOB6C6u+2httXd1pUCizeqDiydTLlkaGmziEibYbcb/OmDbWQWlNElOognru3vHEnZnredI6VHCPQJbDPdbV0psHijwAhsfiEA2HMPerYWERFpNgvW7GfFriNYfcy8ctMggqw+zufaYndbVwos3shkgogkACIrDnGspMLDBYmISFP77mAez365C4BHr+pL7w4hbs8756+0sdVBNRRYvJQl0jHxVi36RURav6PFFfxhsWPeytUDOnLDefFuz7t2tx3TaYyHqvQsBRZvVbMJopY2i4i0ana7wZ8+/IGM/DK6RLnPW6nRVrvbulJg8VYuIyxa2iwi0nq9sWY/3+zMxs/HzMs3DSLYZd5Kjbba3daVAou3qh5hSTJnclCBRUSkVdqSksczNfNWruxLn44htc5py91tXSmweKvqwNKRXA7nHvVwMSIi0tiOuvRbufLcjtw4NL7O82q623YM6tjmutu6UmDxVkHR2HyDMJsMKrW0WUSkVTEMg//78AcO55eRFBXEk9f2q7dzrevqoLbW3daVAou3Mpkg3DHKElKSRklFlYcLcqiy2fnn2gOMe3YF/1iz39PliIi0SP9Yc4CvnfNWBtLO37fO8+yG3dnddlxc270dBGcYWObPn09SUhL+/v4MHjyYNWvW1HtuRkYGN910Ez179sRsNjNz5sw6z1u6dCl9+vTBarXSp08fPv744zMprVWxRB3ftTnVC1r0b9qfy+UvruWvn28nJbeEv/13B59sTfd0WSIiLcqWlKM8/b+dAPzlij707Rha77k78na06e62rhocWJYsWcLMmTN58MEH2bp1K2PGjOHSSy8lNTW1zvPLy8uJjo7mwQcf5Nxzz63znA0bNjB58mSmTJnCDz/8wJQpU5g0aRKbNm1qaHmtS0TNSqFMDuZ4LrBkF5Qx8/2tTF6wkV1ZhYQF+nJh7xgA7vv3j2w+qO0DREROx7GSCv64eCtVdoMrzunAzcMSTnp+W+9u66rBgeX5559n6tSp3HHHHfTu3Zt58+YRHx/Pq6++Wuf5nTt35oUXXuDWW28lNLTuFDlv3jwuuugiZs+eTa9evZg9ezYXXHAB8+bNa2h5rUuE6whL8/diqbn9c/5zq/hk22FMJrhpWAIrf9ebBV3Wcmv3Sipsdu565ztS1CtGROSkauatpB8rpXNkIHN+VbvfyonaendbVw0KLBUVFWzZsoWJEye6HZ84cSLr168/4yI2bNhQ65oXX3zxSa9ZXl5OQUGB26PVcWse17wjLK63f4rKqzg3LpRPp4/kycRthL01CvPXj/BY3n2c36GCoyWV/HbhZvJLKpu1RhGRluSfaw/w1Y7j/Vbqm7dSQ91t3TUosOTk5GCz2YiJiXE7HhMTQ2Zm5hkXkZmZ2eBrzpkzh9DQUOcjPr7u5WAtWnVgiTMdIT0nv1m+ZXZBGfcu2eZ2+2fOr/rz8Q0dOeebW+Gzu6EsH8y+mIqzeN3yDN1CDPYfKWbav7ZQUWVvljpFRFqS71OP8tQXjnkrD1/Rh36d6p+3UuOr1K8AOCf6nDbb3dbVGU26PXEIyzCMs15q1dBrzp49m/z8fOcjLS3trL6/V2oXi83ij8VkUJ5zsEm/levtn4+3pjtv/6y4dzQ3Vn6M+bWRcGA1+ATARX+FuzdDUHt8c7bzceybtPMzsWF/Lg998hOGYTRprSIiLcmxEke/lSq7weXndOCWU8xbAdifv5+Xtr4EwMTEiac4u22o3f/3JKKiorBYLLVGPrKzs2uNkDREbGxsg69ptVqxWq1n/D1bBJMJIzwJcnYQUJRCRZUdP5/GX4m+aX8uf/n0F3ZlFQJwblwof72mH+dYUmDRJZDxg+PEpLFw5QvOkR9uXAwLL6dd6tcs6xXHuJ8u5oPvDtE5Kojp47s1ep0iIi2NY97Kj6QfKyUxMpCnTmPeSkllCfeuuJfiymKGxAzhpt43NVO13q1Bf/38/PwYPHgwycnJbseTk5MZOXLkGRcxYsSIWtdcvnz5WV2ztbBEOVYKJZDFoaONO4+l3ts/dw7inB1zYcEER1jxD4WrXoZbPzseVgDihsC1rwEQv/ttFg34BYBn/reLZT9lNGqtIiItkWPeShZ+FjOvnMa8FcMweHjdw+zP30/7gPY8O+5ZfMwNGltotRr8U5g1axZTpkxhyJAhjBgxggULFpCamsq0adMAx62a9PR03nnnHedrtm3bBkBRURFHjhxh27Zt+Pn50adPHwDuuecexo4dy9NPP83VV1/Np59+yldffcXatWsb4S22bKbqTRA7mzJJySuhS3TwWV+zymbn7Q0pzE3eTVF5FSYT3Dg0gf83sSfh2Zvg9ashr7opXJ9r4NJnoF09o119r4XcffDNXxm+8yn+2u9ZHv45lnuXbKNDqD8DE8LPul4RkZZoq9u8ld6nNW/lne3vsDxlOT5mH54b/xxRAVFNXWaL0eDAMnnyZHJzc3n88cfJyMigX79+LFu2jMTERMDRKO7EniwDBw50fr5lyxYWLVpEYmIiBw8eBGDkyJG8//77PPTQQzz88MN07dqVJUuWMGzYsLN4a62Ey0qhlJxi6Hl2l6v39k8kkPwn+L46aLbrAJc/B70uP/VFx/zJEVp+WMQtaY+yq8vz/Gt/IHe+8x0fTx9FfETg2RUtItLC5JdUcnfNvJX+HbhleOIpX7M5czNzt8wF4L7z7mNA+wFNXGXLYjJayQzJgoICQkNDyc/PJySk9m6XLdaB1fD2ley3x/LueR/xyJV9z+gy2QVlzPliJx9Xd6YNC/Tl/kt6MXlIPOad/4Fl/wdFWY6Th9wOFz7quBV0uqrK4d1rIWUd9tB4buZJNmRZ6BETzL9/P5KQUwyDioi0FoZhcNe7W0jenkVCRCCf/3H0KX8HZhVnMenzSeSV5XFFlyt4cvSTbWbfoNP9+629hLxd9QhLvOkIh3IKG/zyelf//Gk8N/byxfzBLfDBFEdYiewGv/0CrpjbsLAC4GOFyf+CiC6Y89N4O3Ae8cGwO6vI8a8Mm5Y7i0jb8Oa6gyRvPz5v5VRhpdJWyf+t+j/yyvLoEd6Dv4z4S5sJKw2hwOLt2nXEbvbD12SjtIFLmzftz+WKl9ybv30yfRRPXt2X8J2L4JVhsPNzMPvAmP+Daesg8SwmOgdGwE0fgH8ofhlb+E/C+wT4mlm9+wiPfPaLljuLSKu3Le0YT32xA4CHruhN/7hT/+Pv79/9nW1HttHOtx1zx88lwCegqctskTT12NuZzdjCOmPO241v/kFsdgOL+eTJO7uwjDnL6rn9k7cP3r4ZUqonNHccBFe9BLH9GqfeqO6OkZZ3ryVs/2d83j+eC7eO4r1NqSRFBXHHmC6nvoaISAvkmLfyPZU2g8v6xzLlNOatfL7/cxbtXATAnDFzSAg5dY+WtkojLC2AJcrR06STkUlmQVm959Xc/rng73Xc/hncAfO65+HVkY6w4hsIFz8Jd3zVeGGlRtJYuGIeAF23v8JbAx0rjp5YtoPk7VmN+71ERLyAYRj8v3//wKGjpSREBPLUdeec8rbOrrxdPLb+MQB+d87vtF/QKSiwtADmSMeoRJIps95NBr89kOe8/VPoevvn2v6EH/vZ0VPl68fBVg5dz4fpG2DEDDBbmqboQVNg1EwAxu16nNl9j2IY8MfFW/k5vXm2GRARaS4L1x9keQPmrRRUFHDvynsps5UxquMofn/u75up0pZLgaUlqJ54m2jKJOWETRCzCx3N3ya9voGdmS7N36aP4twYX/jyQfjHBZD1EwSEw7Wvwy0fQXjnpq/7gkeg95WYbBXcdfhhrkuqoLTSxtS3N5ORX9r0319EpBn8kHaMJ5c55q08ePmp563YDTsPrnmQtMI0OgZ15KkxT2Fpqn88tiKaw9ISOHuxZPFddWCpaf42L3k3hSc2fwvyg30r4D/3wLEUxzX6XQ+XPAXB0c1Xt9kM1y6A/MswHd7KM4FPsL/9Y2zNLmfqwu/4cNoIgqz6n6CItFz5pZXMqJ63cknfWG4dcep5K//46R+sPLQSP7Mfz094njD/sKYvtBXQCEtL4FzanE1qTsHJb/+YiuCT6fDuNY6wEhLnWLlz/T+bN6zU8AuEG9+HkE5YcvewOPRVYoLMbM8o4J73t2Kza+WQiLRMhmFw/79/5NDRUuIjAnj6+lPPW1mfvp6Xt74MwEPDH6Jv5Jn11mqLFFhagtA47GZfrKYqtu/aWfftn7hQ+HkpvDIUtr0HmGDoXTBjI/S42LP1t4uFm5aAbxD+aWv4b9dPsfqY+GpHNk/8d4dnaxMROUNvrz/I/37JxNdi4pWbBhEacPJ5K+lF6dy35j4MDK7rfh3Xdr+2mSptHRRYWgKzhaoQxzBjR3uG++qfoQmYCw/D4hvh37dD8RGI6gm3fwmXPQvWdh4uvlpsf7j+TTCZidq9mI8HbgXgzXUHeHfDQc/WJiLSQD8eOsYT1fNW/nxZb86JCzvp+eW2cmatnEV+eT59I/sye9jsZqiydVFgaSF8ox2bII6PKjx++yfAB759w9EAbvcXYPaFcQ/AtDWQ4IX7MPW8BCY+AUCfn55l/uDDADzy2S+s3JXtycpERE6b67yVi/vGcNvIzqd8zZxNc9ieu50waxhzx8/FarE2faGtjAJLC1Gza/NdfQ3OjQ+DI7vgrUsdewBVFELceY6gMmG2o02+txr+exgyFTC4dPdfuKdPMXYD7l60lZ2ZBZ6uTkTkpAzD4IGlP5KWV0pceADPXH/uKeetLN29lKV7lmI2mXlm7DN0CO7QTNW2LgosLUX1xFuO7IJVz8BroyFtI/gGwaXPOG4Bte/t2RpPh8nkqLfr+ZgqS5h55C9cmminqLyK29/aTHZh/Y3xREQ87Z0NKXzx8+nPW/k552ee2OQYWf7DwD8wouOI5iizVVJgaSkikhwf9ybDiifAVgHdLoIZm2DY75quAVxTsPjArxdCdC9MhRm8ZDxNn0gzh/PLuPPt7yitsHm6QhGRWn46lO9cKDD70t6O0e6TOFp2lFkrZ1Fpr2RC/ARu73d7M1TZeimwtBQRXY9/HhgJ1/0Tbv4QwuI9V9PZ8A91rBwKjMIn+yf+3f5NIgPM/HAon1kfbMOu5c4i4kUKyhzzVipsdib2ieG3ozqf9Hyb3cb9q+8noziDhHYJPDH6Ccwm/ck9G/rptRThnR3LlM+7A2Zshv7XO26vtGThneHGxWCxEnhgOZ/3/go/i5kvfs7kmS93ebo6ERHg+LyV1LwS4sIDePY05q28su0VNmRsIMAngLkT5tLOz0tWbLZgCiwthcnkWKZ8+XMQFOnpahpP/FC4Zj4AHbb/gyVDdgLw2qp9vP9tqicrExEB4N2NKSz7yTFv5eWbBhEaePJ5KytSV/DGT28A8OiIR+kR3qM5ymz1FFjE8/pfD+P/DMDAn/7Gc4PzAHjok59ZtzfHk5WJSBv3c3o+f/vcMW/lgUt7M+AU81ZSClL481rH77Nbet/CZV0ua+oS2wwFFvEO4+6DcyaDvYpf7f0zd/WupMpuMO1fW9ibXejp6kSkDXKdt3JRnxhuP8W8lZLKEmaumElRZRED2w9k1pBZzVNoG6HAIt7BZIKrXoL44ZjKC3jg6COcH2+isKyK3y7cTG5RuacrFJE2xDAMZi/9iZTcEjqFBfD3U8xbMQyDxzY8xt5je4kKiOK5cc/haz75rSNpGAUW8R4+VrjhPQjvjPnYQV73m0vXcF/S8kq5690tlFVqubOINI9/bUrlvz9l4GM28fJNA085b2XRzkUsO7AMi8nC38f9nehAD2w228opsIh3CYpy7C5tDcU3/Vs+jl9MiL+FLSlHue/fP2IYWu4sIk3r5/R8/vqf7QA8cGkvBiaEn/T8rdlb+fvmvwPwpyF/YnDM4CavsS1SYBHvE90TJr0NJgshuz/i83M24GM28dkPh5n71R5PVycirVhReZVz3sqFvWOYOjrppOfnlObwp5V/osqo4pLOl3BL71uaqdK2R4FFvFPXCXDF8wAk/DiPd4elAfDi13v46PtDnqxMRFqxp7/YeXzeyq/POem8lUp7Jf+36v84UnqEbmHdeGzkY6fszyJnToFFvNfg22DE3QCM+PFh/jq4BID7l/7Ipv25HixMRFqjjftzeXdjCgDPXH8OYYF+Jz1/3pZ5bMnaQpBvEHPHzyXQN7A5ymyzFFjEu130OPS8DGzl3HLgAab0Mqi0GfzuX1s4kFPs0dLKq2ykHyvlh7RjfL0jiyWbU1mz54jm2Yi0QKUVNu5f+iMANw5NYFS3qJOe/7+D/+Od7e8A8MSoJ+gc2rmpS2zzfDxdgMhJmS3wqzfgrUsxZf7IY0WPs7fT39iQXsntCzfz8fSRp/xXUEOUVdrIKSrnSGE5OUUV5BSVk1NY7vhYVMGR6q+PFJVTWFZV5zX6dAjhjxd0Z2KfGMxmDQ+LtAR/X76LlNwSOoT68+fLep303L1H9/KXdX8BYGq/qVyQeEFzlNjmmYxW8s/BgoICQkNDyc/PJyQkxNPlSGMrOAxvnA+FGZQnjueizLtJza9gWFIE704dhp9P/YOFpRXVIcQZPiqqA4nro4KcwnIKy+sOIfXxtZiICrYSFWwlPMiPLQfzKK7ebbpXbDvuPr8bl/brgEXBRcRrbUk5yvWvrccw4K3fnseEnu3rPbeooogb/3sjBwsOMqzDMF678DV8zPq3/9k43b/fCizSchzeBm9dCpUlHO1zK2N+uZyichuXn9OBEV0ij4ePwgq3gFITIE6Xn8VMVLAf0e2szjAS1c7v+OfBVqKrvw4N8HWbZHe0uIK31h3grXUHneGnW/tg/nB+N644p6OCi4iXKau0cfmLa9h3pJjrBsXx3KRz6z3XMAzuXXkvX6d+TUxgDB9c+QER/hHNWG3rpMAirdPO/8L7NwMGewc9xMUb+2Kzn/p/wlYfc3XwsBId7FcdOlwCSbAfUdVfh/j7nN5Mf8OAyhIoyYWSPCg9CqHxENWN/NJKFq47yD/X7qeg+tZRl6ggZkzoxtUDOuJj0fQxEW/wzP92Mn/lPqLbWUm+d+xJbzG/+fObzN0yF1+zL29f8jb9o/s3Y6WtlwKLtF7rX4LlDwEmNgx7mbkpXQkN9HWEkOrgEV0dTmrCSLD1FCHEboeyY9XBI8/9Y0muy7Gj7s/Z6tgyoNcVMO5+6HAOhWWVvLMhhTfW7OdYSSUAiZGBzBjfjWsHdcJXwUXEY346lM8189dhsxu8PmUwF/eNrffcTRmbuCv5LuyGnYeHP8yknpOasdLWTYFFWi/DgP/cA9+/Db5BMPVLiHX5l05VuUuoyD0hhBytO4yUHgPO8P8VzL4QGAH+oZCz5/h1el3h2NSxw7kUlVfxr40pvLF6P7nFFQDEhQcwfXw3rh8cd9I5OCLS+Cqq7Fz18lp2ZhZy5bkdeenGgfWem1mcyeTPJ5NXlsc13a7h8ZGPq99KI1JgkdbNVgn/ug4OrILASAjpdDyMVJ7Fcme/dhAYDgERjhDi9jGy+vNw9+f8gh2bNwJk74TVz8DPH+EMLj0vdwSXjgMoqahi0aZUXlu1n5zqDR07hvrz+/Fd+fWQePx9LWf3cxGR0zLvq93M+2oPEUF+JN87lshga53nVdgq+O3/fsuPOT/SO6I371z6Dv4+/s1cbeumwCKtX+lR+OdEyNld+zmTuZ7QUUcYCYx0fB4QDj6NtET6yC5Y/Sz89G+cwaXHpTD+fug4kLJKG4u/TeW1VfvIKnAEl5gQK9PGdeXGoQkKLiJNaEdGAVe+tJYqu8FLNw7kynM71nvuXzf8lQ92f0CIXwhLrlhCXLu4Zqy0bVBgkbah6IhjlMUa4j76YQ0FsxfcZjmy2xFcfv43GHbHsR6XOOa4dBpEWaWND79LY/7KfWTklwEQFWxl2rgu3DQsgUA/LZcUaUxVNjvXzl/PT+n5TOwTw+tTBtd7e+eTvZ/w8LqHMWHilQteYUzcmGautm1QYBHxJjl7qkdcPjweXLpf7Bhx6TSY8iobS7ek88qKvaQfKwUgMsiPO8d2YcrwRIKsCi4ijWH+yr08879dhAb4knzvWNqH1H17Z0fuDqZ8MYVyWznTB0zn9+f+vpkrbTsUWES8Uc5eWPN3+HGJS3CZCOMegLjBVNrsfLzVEVxSch17J4UH+nLHmC7cOiKRdv6+HixepGXbm13IZS+upaLKznO/PpfrBtd9eye/PJ/Jn08mvSidMZ3G8PIFL2M2ecGIbSulwCLizXL3weqa4FLd2K7bhY7gEn8eVTY7n247zMsr9jr3TArx9+H20Un8dlQSoQEKLiINYbMb/Pq19XyfeozxPaN567bz6rwVZDfs3P313axJX0NccBzvX/E+odZQD1TcdiiwiLQEuftgzXPww/vHg0vXC2D8AxA/FJvd4PMfD/PSN3vZm10EQDurD78d1ZnbRyc16j5KIq3ZP9ce4K+fbyfY6sPye8fSMSygzvPe+vktnt/yPFaLlfcue4+eET2budK2R4FFpCXJ2w+rn4MfFrsEl/MdIy4Jw7DbDb74OZMXv97DrqxCAIL8LNw6sjN3jE6qd0mmiMDBnGIueWE1ZZV2nry2PzcNS6jzvO2527l52c1U2at4dMSjXNfjumautG1SYBFpifIOVI+4LAZ79UaMXSY4RlwShmO3GyzfnsWLX+9he0YBAAG+FqaMSOTOMV2IbqfgIuLKbje48Y2NbDqQx8iukbx3x7A6bwWVVJYw+fPJHCw4yIUJF/L8+OfVHK6ZKLCItGRHDzqCy7ZFx4NL0jhHcEkciWEYfL0jmxe/2cOPh/IB8Pc1c9PQRH43rgsx9ax8EGlr3t2YwsOf/EyAr4Xl944lPiKwzvMe3/A4H+7+kPaB7Vl65VLC/MOat9A27HT/fp/RtOf58+eTlJSEv78/gwcPZs2aNSc9f9WqVQwePBh/f3+6dOnCa6+95vb8woULMZlMtR5lZWVnUp5IyxfeGa56Cf7wPQz6DZh9HP1m3roU3r4SU8p6LuwTw6czRvHWb89jQHwYZZV23lx3gDHPrOCRT392Lo8WaasOHS3hqWU7ALj/kp71hpWvU7/mw90fYsLEk6OfVFjxUg0OLEuWLGHmzJk8+OCDbN26lTFjxnDppZeSmppa5/kHDhzgsssuY8yYMWzdupU///nP/PGPf2Tp0qVu54WEhJCRkeH28PfXvxKljQtPhKtedASXwbc59i06sBoWXgYLr8CUso4JPdvz8fSRvDt1KEMSw6mosvP2hhTGPrOCGe99z5aUo55+FyLNzjAMZn/0E8UVNoYkhnPriM51npddks2j6x8F4La+tzGsw7DmK1IapMG3hIYNG8agQYN49dVXncd69+7NNddcw5w5c2qdf//99/PZZ5+xY8cO57Fp06bxww8/sGHDBsAxwjJz5kyOHTt2hm9Dt4SkjTiWCmvnwvfvgt2x+zOJox23ipLGYBgGG/bn8sqKvazbm+t82YD4MKaOTuKSfrHaIVrahA82p3Hf0h+x+pj54p4xdIkOrnWO3bDzu+TfsTFjI70jevPeZe/ha1HLgObWJLeEKioq2LJlCxMnTnQ7PnHiRNavX1/nazZs2FDr/IsvvpjvvvuOyspK57GioiISExOJi4vjiiuuYOvWrSetpby8nIKCAreHSKsXlgBXzIU/boUhUx0jLilr4e0r4K3LMB1cw8gukbx3x3D+N3MMk4Y4doLelnaMPyzeythnVvDaqn3kl1Se+nuJtFCZ+WX89b/bAZh1UY86wwrAu9vfZWPGRvwt/jw19imFFS/XoMCSk5ODzWYjJibG7XhMTAyZmZl1viYzM7PO86uqqsjJyQGgV69eLFy4kM8++4zFixfj7+/PqFGj2LNnT721zJkzh9DQUOcjPj6+IW9FpGULi4crnod7tsF5d4DFD1LWwdtXwluXwf5V9IppxzPXn8v6B85n5oXdiQr2IyO/jKe+2MnwOV/z8Cc/s/9IkaffiUijMgyDBz/+icKyKs6ND+OOMV3qPG9n3k5e+P4FAO4beh9dQus+T7zHGY0Nn7jUyzCMky7/qut81+PDhw/nlltu4dxzz2XMmDF88MEH9OjRg5deeqnea86ePZv8/HznIy0t7UzeikjLFhoHlz8Hf9wG593pCC6p6+Gdq+AfF8DPS4kKsDDzwh6svf98nr3+HHrFtqO00sa7G1M4/7lVTF24mXV7c2glCwaljfvsh8N8vTMbX4uJZ68/B4u59t+m0qpS7l99P5X2SibET+D67td7oFJpqAbtqBYVFYXFYqk1mpKdnV1rFKVGbGxsnef7+PgQGRlZ52vMZjPnnXfeSUdYrFYrVqt6TogAENoJLv87jJkFa+fBloWQvgX+fTuExMGwu/Af9Bt+PSSe6wfHsWFfLm+uO8DXO7Odj16x7bh9dBJXndsRf1+Lp9+RSIMdKSznkc9+AeCP53enR0y7Os977rvn2J+/n+iAaB4b+Zj6rbQQDRph8fPzY/DgwSQnJ7sdT05OZuTIkXW+ZsSIEbXOX758OUOGDMHXt+77hYZhsG3bNjp06NCQ8kQkpCNc9gzc+7OjS25gFBQcguS/wPN9YNl9mI4eYGS3KP7xm/P45k/juXVEIgG+FnZmFnLfv39k9NPfMDd5N0cKyz39bkQa5JHPfuZYSSV9OoQwbXzXOs9ZmbaSJbuWAPC30X8j3D+8GSuUs9HgVUJLlixhypQpvPbaa4wYMYIFCxbwxhtv8Msvv5CYmMjs2bNJT0/nnXfeARzLmvv168fvfvc77rzzTjZs2MC0adNYvHgx113naHv82GOPMXz4cLp3705BQQEvvvgi7777LuvWrWPo0KGnVZdWCYnUobIMfvoQNs6H7O3VB03Q8zIYMR0SR4HJRH5JJe9vTuXt9Qc5nO/of+RnMXP1gI7cPjqJ3h30/1Pi3Zb9lMH0977Hx2zikxmj6Nep9oaFR0qOcN1n13G0/Ci/6fMb/u+8//NApXKi0/373aBbQgCTJ08mNzeXxx9/nIyMDPr168eyZctITEwEICMjw60nS1JSEsuWLePee+/llVdeoWPHjrz44ovOsAJw7Ngx7rrrLjIzMwkNDWXgwIGsXr36tMOKiNTD1x8GTYGBt8D+lbDhFdibDLv+63jEngMj7ia077X8blxXbh+dxJe/ZPLPtQfYmnqMD7cc4sMthxjZNZKpo5OY0LM95jrmBIh40tHiCv7y6c8A/H581zrDit2w89C6hzhafpReEb3446A/NneZcpbUml+krTmyCza+6tghuqq6G25wLAy9E4bcDoERAHyfepR/rj3A/37OxGZ3/JpIigrit6M6c92gOIKsDf73jkiTuHfJNj7emk739sF8/sfRWH1qz8F6d/u7PLP5GawWKx9c8QFdwrQqyFtoLyERObmSPPjuTfj2DSiqnhjvEwADboTh0yGqOwDpx0p5Z/1BFn2bSmGZY1+jEH8fbhyWwG9GdKZjWICn3oEIX+/IYurb32E2wdLfj2RgQu05KbvydnHjf2+k0l7JQ8MeYnKvyR6oVOqjwCIip6eqAn75yHG7KPPH48e7T3QEly7jwWSiuLyKf285xFvrDnAwtwQAi9nEpf1imTo6qc4/FCJNKb+0kolzV5FVUM5dY7vw58t61zqnrKqMGz6/gX35+xgfN54Xz39Rq4K8jAKLiDSMYTiaz22YD7uWAdW/Gtr3dUzQ7Xc9+Ppjtxt8szObf649wIb9x9v/D0yobv/fNxYftf+XZnD/v39kyXdpJEUF8cU9Y+pcjv/kpidZvHMxUQFRLL1qKRH+ER6oVE5GgUVEzlzuPtj0Gmx9DyqLHceCoh1ddYdMheBoALYfLuDNdQf4bNthKmx2ADqFBfCbkYlMPi+B0AC1OpemsWbPEab881tMJvjgdyM4r3PtILL60GpmfD0DgNcufI1RnUY1d5lyGhRYROTslR6FLW/DtwugIN1xzGKFc34Nw2dATB8AsgvL+NfGVN7bmEJucQUAgX4Wfj04jttGJZEUFeSpdyCtUFF5FRfPXU36sVJuG9mZR6/qW+ucnNIcrvvsOvLK8ril9y3cP/R+D1Qqp0OBRUQaj60Stn/q6OeSvuX48S4TYMQM6HoBmM2UVdr4bNth3lx3gJ2Zhc7TzokLZWKfGC7qE0uPmGDNIZCz8pdPf+adDSnEhQfw5cyxtVasGYbB9K+nszZ9LT3Ce7Do8kVYLeqM7q0UWESk8RkGpH0LG1+BHf8Bw3EbiKieMPz3cO4N4BuAYRis35fLP9ceYMWubFx/yyRGBnJR7xgm9o1lcGJ4nXu9iNRn4/5cbliwEYD37hjGqG5Rtc55b8d7PPXtU1gtVt6//H26hXdr7jKlARRYRKRpHT0ImxbA9+9ARfVoSkCEo5fL0DuhXSzguF309Y5skrdnsXZvDhVVduclIoL8uKBXey7qE8OY7tEE+GkPI6lfaYWNS15YTUpuCTcOjWfOr86pdc7uo7u58fMbqbBX8Odhf+bGXjd6oFJpCAUWEWkeZQWw9V+w6VU4Vt3l2uwL/a93LIvucPyPSnF5Fat3H2H59iy+2ZlNfmml8zl/XzNjukczsU8MF/SOISLIr7nfiXi5v32+nX+sPUCHUH++vHcsIf7uk7rLbeXc8PkN7D22l7FxY3n5/Jd1+7EFUGARkeZlt8HOzx3LotM2Hj+eONoxSbfXFRB0fPi+0mZn84E8lm/PInl7FunHSp3PmU0wpHNE9byXGBIjNWm3rfs+9SjXvboew4C3bjuPCb3a1zrnqW+f4r0d7xHhH8FHV31EZECkByqVhlJgERHPSd/iCC6/fAyGzXHMZHZsttjnakd4CTm+G7thGGzPKCB5exbLf8lie0aB2+V6xrRjYl9HeOnfKVT/am5jyiptXPHSWvZmF/GrQZ14ftKAWuesObSG6V9PB2D+BfMZEzemmauUM6XAIiKel3/IsWfRjs8g4wf35+KHQe+roPeVEJ7o9lRaXglf7XCMvGw6kOfcywigQ6g/F/aOYWLfGIYlReLnoyZ1rd0z/9vJ/JX7iAq28tWssYQFut8uzC3N5Vef/Yq8sjxu7n0zDwx9wEOVyplQYBER73L0oGNl0fbP4NC37s91GAB9roLeV0OU+4qOYyUVrNiVzfJfsli1+wglFTbnc+38fZjQ0zFpd3zPaNr5q1Fda/PToXyumb8Om93gtVsGc0m/WLfnDcNgxtczWJO+hm5h3Xj/ive1hLmFUWAREe9VcBh2fO4YeUlZd3x5NED7Po6Rlz5XOT53uf1TVmlj/b4ckrdnkbw9m5yicudzvhYTI7pGOee9xIT4N+c7kiZQUWXnqpfXsjOzkMvP6cArNw2qdc7inYt5ctOT+Jn9WHzFYnqE9/BApXI2FFhEpGUoOgK7/usYeTmwCuxVx5+L6Fo98nIVdBzoFl7sdoOtacdYvj2T5F+y2J9T7HbZc+PDmNgnhol9YujWXs3qWqIXvtrD3K92ExHkR/K9Y4kMdh852Xt0Lzf89wbKbeU8MPQBbu59s4cqlbOhwCIiLU/pUdj1P8fIy96vwXZ8BIXQBMd8lz5XQdxQMLvPXdmbXeSYtLs9k62px9ye6xwZyMS+sVzUJ4ZBCWpW1xLszCzgypfWUmkzePHGgVx1bke358tt5dz035vYfXQ3ozqN4tULXlUobaEUWESkZSsvhN1fOsLLnmSoLDn+XHAs9L7CMfKSOAos7q3ZswvK+GpHNsnbM1m3N9e5MSNAZJCfc9LuqG5Rde7w21YUlFWyJ6uIjmH+xIb4e80f/CqbnWvnr+en9Hwu6hPDgimDa9X29LdP868d/yLCP4KlVy0lKqB2x1tpGRRYRKT1qCiBfV87bhvt/h+Uuyx7DoyEnpc5lksnjQMf9xUkRTXN6n7J5Jud2RSUHb/lFOhnYVyPaCb2jeH8njGEBrbuSbt2u2P5+KrdR1i1+wjfpxylqnoFVqCfhaSoILpEB9MlKogu0UF0jQ4mKSqo1l49Te3Vlft4+n87CfH3IXnWuFrzkdalr2PaV9MAeOWCVxgbN7ZZ65PGpcAiIq1TVTnsXwU7PoWdy6A07/hz1lDoeYlj5KXbBeAb4PbSSpudbw/ksfyXTJZvzyIjv8z5nMVsYniXCCb2cdw66hjm/tqWKq+4gjV7HAFl9e4ct4nKANHtrOQVV7gtHT9RbIg/XaIdIaZLVLAzzHQMC2j022t7s4u47MU1VFTZefb6c/j1kHj391OWx3WfXUdOaQ439LyBB4c/2KjfX5qfAouItH62KkhZ6xh52fk5FGUdf843CLpf5Jjz0v1isAa7vdQwDH5OL2D59kyW/5LFrqxCt+f7d6reYbpvDD1j2nnN7ZJTsdkNtqUdc46i/HjomNvmk4F+FkZ2jWJcz2jG94gmPiKQSpud1LwS9h8pZv+RIsfHHMfH3OKKer+Xn4+ZpMjjozGOUOP4eGLb/NOt/devref71GOM6xHNwt+e5/ZzNwyDP37zR1YeWknX0K68f8X7+PtoNVhLp8AiIm2L3ebYSXrHZ44AU3Do+HMWq2PEpe+1ji67foG1Xp6SW+zstLs5Jc/tj3xCRKBjxZGX7jCdXVDGyuqAsnZPjtseTQC9Ytsxrmc043pEMyQxokHN9o6VVLCvJsjkHA80KbklbnODThQVbK0OMsdHZbpEBxMfHoCPpe7v/+baAzz++XaCrT58ee9YOp0wyrVk5xL+tulv+Jp9WXz5YnpG9Dzt9yHeS4FFRNouw4DD3zuCy47PIG//8eesodD/Ohg4pdZS6Ro5ReV8syOb5dszWb3HfYfpyCA/Lujdnol9Yhnd3TOTdiuq7GxJOeocRdlxwlYGIf4+jOnhCCjjekQ3SU8am93g0FHHqMy+E8JMdmF5va/ztZhIiAh0jsR0rQ4zVh8Lv359PWWVdp64th83D3Pvfrz/2H4mfT6Jcls59513H1P6TGn09ySeocAiIgKO8JL1C2z/FH58//iO0gAx/WDgLXDOZAiMqPPlxeVVrNlzhOW/ZPH1CTtMB/g6Ju1e1CeGC3q3r9UyvjGl5ZU4A8r6vTkUu3T8NZngnLgwZ0A5Ny603lGM5lBYVsmBnGLnLaZ9OcXsyy7iYG4xZZX1j8oAjOgSyXt3DMPsMopVYavgpv/exK6juxjZcSSvXvgqZpO2ZGgtFFhERE5kt8PB1fD9u45tAmr6vFj8oNfljvDSZQKY6x41qbTZ2Xwwj+W/1N5h2mI2MbRzhHOTxrjw2redGqKs0sbG/bnOkLL/iHtjvKhgP8ZWB5Qx3aOJCGq6sNRY7HaDw/mlx+fKuISaw/llhAX68tmM0SREuv/s/r7577y9/W3CreEsvWop0YHRHnoHbZhhOPokWUNqtRE4WwosIiInU5IHPy+F79+BzB+PHw+Jg4E3w4CbILxzvS83DINfDhewfHsWy3/JZGem+6Tdvh1DmNgnlol9Y+gVe+pJu4ZhsD+nmFW7HAFl4/5cyl1uRVnMJgYnhDvnovTpEOI2CtHSlVRUYTaZat1iW394Pb9L/h0AL054kQkJEzxRXutmq4TCTCjMgIJ0KMiAwsPVHzMcW2kUZkJVKUzfCO17N+q3V2ARETldGT84Rl1++gDK8o8fTxoHg251TNT1Pfk8kNTcEsc2Aduz2HwwD9dVwvERAY7w0ieGwYnhzts1ReVVrN+b4xxFOXS01O2aHUP9nQFlZLeoM1p505IdLTvKdZ9dx5HSI0zuOZmHhj/k6ZJaFsNw/O/ZGToyTggj1R+LjwCnGQVu/RS6jG/UMhVYREQaqrLMsTz6+3cc+xrV8A+DcyY5bhl1OPeUl8krruDrHVks357F6t1H3EZKwgN9Gd+zPRn5pWxJOUql7fivYD+LmWFdIpxzUdryHkiGYXDPintYkbaCLqFdeP+K9wnwaR29cRqFrQqKMusOIK4BxbVD9MmYfaFdBwjpUP2x4wkfq4/7Nv5/AwUWEZGzcTQFtr0HW99zXyIde45j1KX/9RAQfsrLlFRUsWZPTvWk3SyOlbgvOU6KCnIGlGFdIgj0a/qusoZhsD9/P6sPrWZn3k46Bneka1hXuoV1Iyk0CavFeuqLNLEPd3/I4xsex8fsw+LLF9MropenS2palWWO7SjKC6ofhVBWAGXHXEZGXIJIUTanPSriHwrtOjpCR0jH45+7fgyMrLU/V3NRYBERaQx2G+xfCVvfhZ3/BVt1IzWL1bEZ46Ap0Hnsaf2yr7LZ+S7lKGv35BDdzsr4ntEkRgY1bf3VSqtK2Zy5mdWHVrPm0BoOFx+u8zyzyUx8u3i6hnZ1hpiuYV1JCk3Cz9I8E3v35+9n8n8mU2Yr4/+G/B+/6fubZvm+Z8RW6RI0qkOGa/Bwfn3iOQXux2z1N+irl9nHsa9WvaMi1R/r6DvkTRRYREQaW0ke/LjEMd8l+5fjx8MSYMAtjom6YfH1v76ZHSo8xJr0Naw+tJrNmZspd9n92s/sx3mx5zGg/QCySrLYd2wfe4/tpbCisM5rWUwW4tvFOwNMzcfOIZ3xtTTe3JpKWyU3L7uZHXk7GN5hOK9f9HrzLGGuLHNMOD2WCvmHHCti3EJGvvvXNcGjqvTU124Iv3ZgrX74hzhW5bSLdbkt4zIqEhTtsVGRxqTAIiLSVAwDDm91jLr89G+XzRhN0PV8x1yXXpeDT/PeWqm0VbI1e6tjFCV9Dfvz97s9HxsUy9hOYxkTN4ahsUMJ9HX/l7dhGBwpPcLeY3vZd2yfM8TsO7aPosqiOr+nxWQhISTBGWC6hnWlW2g3EkMT8TU3PMg8/93zvPXLW4RZw1h61VLaB7Zv8DVqqVmSm5/mCCPH0qo/T6v+/BAUZ5/d9/ANPB40rCHugaPWsZqvTzjmF1zvkvrWTIFFRKQ5VJQ4erpsfRcOrjl+PCDC0ZBu4C0Q26/Jvv2RkiOsTV/LmvQ1rD+8nuLK4/1aLCYLA9oPYEynMYyNG0u3sG5nNInXMAyyS7KPB5j840HG9fu58jH5kBiS6DYa0y2sG/Eh8fUGmY0ZG7lz+Z0AzJswjwsSLji9Am1Vjnkd+YdOCCLVYST/EFTUHbjc+AY5RshCOjlGL04VMFyDSCOOMrU1CiwiIs0tb79jku62RY4VGzU6DnRsBdD/escEyLNgs9v4Ofdn1hxy3OrZkbfD7fkI/whGdxrNmLgxjOgwglDr2X2/kzEMg6ySLGd4cR2ZKamqe3WKj9mHziGda91aCvELYdJ/JpFdms31Pa7nkRGPHH9RRbHLyEiqy+fVAaXgMBi2Or+fm6BoCI13hJLQmkfc8a8DwuvcqkGalgKLiIin2G2w7xvH8uhdX4C9emWQjz/0udoRXmL6gsnseJgt1Z9bXL4+/oczvzyf9YfXs+bQGtamr+Vo+VG3b9c3si9j48YyptMY+kb1bf629XY72KscocFehWGrJKPoMHvz97E//wB7Cw6yryCVfUVplNrKTnqpzr5hLAkbSmBBpst8krxT12D2hdBOx4NIWHUYcQaTTk2yJFfOngKLiIg3KM6BH9533DI6svO0XmIAu319WRMUyJqAALZZfbG7BJhgu8HIChtjKuyMrjCIoibomOsIPmb3x4nhyGRyBCyXwOH82vk48fgJz5/m8lo7kOFjYZ+vL3v9fJ0fD/j6Umo2Y7XbeScjiz4VlbVfbA09IYTEuY+UBMe0igmobZECSyO5b/V97Dm6h4R2CSSEJBDfLp74dvEkhCQQGxiLpQ1OkBKRM2AYkL7FMeryy8cuE3UdSkwmNgX4szrAnzWBAWT5uPdj6VZRwZiSMsaUljKgrJwWMWPCZHYsvXU+LO5fVz9vN1tIt1iw+gbSPqyz+8hITUg5y1tp4r1O9+9303coauH2HN3D3mN72Xtsb63nfMw+xAXHOQOMM8y0S6BTcKdGXeonIi2cyQRxQxyPK18Au43UghTHip7D69ic/T2V9uMjC/4WK0OjBzA25jxGtx9Mp4AoMOyO4GO3VX9e/dH5tVHHMdfzTvi65mH2cYy41BUqzD6OkYv6gke9r7Oc9nwQM+A9i8HFW2mE5RTSCtJIKUwhtSCVtMI00grTSC1M5VDhIbdfLicym8x0COrgDDAJIQnEtYsjoZ3jo1pMi7RehmFQVFnEsfJj5Jfnk1+ez7HyY86vc0pz+DbzW1IKUtxe1ym4k3NFz3mx5+Hvc/L9i0RaA90SamI2u43skmxSC1NJLawOMwVpzs9LT9FMqH1g+zrDTHy7eNr5tWvy+kXk9JTbyp2B48TgceLXNR8LyguoMqpOeW0fkw+DYgY5J8wmhSa12b2DpO1SYPEgwzDILcsltcARZlILHCMyNeGmvk6SNSL8I5wBpmZEJiHE8XmYNUy/0EQawDAMbIYNm2GjtLLUGTAKKgocn5edEDgq8t3Cx6n+8XEy/hZ/Qq2hhFnDCLOGEWINcX7eO7I3IzqMINgvuBHfrUjLo8DixfLL84+HmerbSzVf55WdfPmexWQhwCcAfx9/AnwC3D+3OL4O8A3A31LH8y6Puo4F+ATga/Ztc4HIbtix2W1UGVXY7I4/bFX2KscfuZMcr/na9Xmb3YZR83+G46PdsGNggIHzc7vh2L3X+bxx/DV2HF/X1OZ2vnH8es7XuDxfcy071bsDGzi/j9tHo+6va7geP/G1ta554rXquGaVvcrxczZsbj8/m2HDbtidz1cZVdjtdZ9X32vczqk+z3ktw+782ZwNi8lCqDWUEL/jgaMmiIRaQ91CievXuqUjcmqadOvFQq2h9I/uT//o/rWeK64sdsyTKXAJM9WjNFklWdgMG0WVRfW2yT5bZpPZEWhqAo+vSxByCTr+Pv6YMNX+Y+n6h/Rkf1wNnH+Y6/rjfuIfcNc/9rXOr/kXdE2IOEXAODGIOP8QS5sQ5BtUO3D4hRLmf0IQ8av+6B9KsG9w8/c2ERE3ZxRY5s+fz7PPPktGRgZ9+/Zl3rx5jBkzpt7zV61axaxZs/jll1/o2LEj9913H9OmTXM7Z+nSpTz88MPs27ePrl278sQTT3DttdeeSXktWpBvEL0ietW5lXpZVRkFFQWUVpVSVlVGaVUpJVUlzs9dj7s+ymxllFa6fF59XklVifPzmgnEdsNOcWVxve222xIfkw8WswWLyYLFbHH72sfs4zzu+rXZZMZkMmHG8dGEyfnRbDK7fW0y1fHcieefcI2TXavWMRwjZSeOmJ14vL6v3V5z4rn1vcb5wf14zc/PbDIf/5m6/Pxcj5lNZnzMjnNrvaau19b1GrO5zvOsFqtW74m0UA0OLEuWLGHmzJnMnz+fUaNG8frrr3PppZeyfft2EhISap1/4MABLrvsMu68807+9a9/sW7dOqZPn050dDTXXXcdABs2bGDy5Mn89a9/5dprr+Xjjz9m0qRJrF27lmHDhp39u2wl/H38m2yIudJeSVlVWd2BxzUQ2Y5/bhiG2x9oTJz2H+qaf63Wer6e1zjPdw0DLn+Yfcw+9YYIZ9ioI3jUF0Rq3peIiHiHBs9hGTZsGIMGDeLVV191HuvduzfXXHMNc+bMqXX+/fffz2effcaOHcf3u5g2bRo//PADGzZsAGDy5MkUFBTwxRdfOM+55JJLCA8PZ/HixadVV0uawyIiIiIOp/v3u0E3ZSsqKtiyZQsTJ050Oz5x4kTWr19f52s2bNhQ6/yLL76Y7777jsrKypOeU981AcrLyykoKHB7iIiISOvUoMCSk5ODzWYjJibG7XhMTAyZmZl1viYzM7PO86uqqsjJyTnpOfVdE2DOnDmEhoY6H/Hx6pMoIiLSWp3RtPcT7+0bhnHS+/11nX/i8YZec/bs2eTn5zsfaWlpp12/iIiItCwNmnQbFRWFxWKpNfKRnZ1da4SkRmxsbJ3n+/j4EBkZedJz6rsmgNVqxWq1NqR8ERERaaEaNMLi5+fH4MGDSU5OdjuenJzMyJEj63zNiBEjap2/fPlyhgwZgq+v70nPqe+aIiIi0rY0eFnzrFmzmDJlCkOGDGHEiBEsWLCA1NRUZ1+V2bNnk56ezjvvvAM4VgS9/PLLzJo1izvvvJMNGzbwz3/+0231zz333MPYsWN5+umnufrqq/n000/56quvWLt2bSO9TREREWnJGhxYJk+eTG5uLo8//jgZGRn069ePZcuWkZiYCEBGRgapqanO85OSkli2bBn33nsvr7zyCh07duTFF1909mABGDlyJO+//z4PPfQQDz/8MF27dmXJkiXqwSIiIiKA9hISERERD2qSPiwiIiIinqDAIiIiIl5PgUVERES8ngKLiIiIeD0FFhEREfF6DV7W7K1qFjtpE0QREZGWo+bv9qkWLbeawFJYWAigTRBFRERaoMLCQkJDQ+t9vtX0YbHb7Rw+fJh27dqddNPEhiooKCA+Pp60tDT1d3Ghn0tt+pnUpp9J3fRzqU0/k9rays/EMAwKCwvp2LEjZnP9M1VazQiL2WwmLi6uya4fEhLSqv8Hc6b0c6lNP5Pa9DOpm34utelnUltb+JmcbGSlhibdioiIiNdTYBERERGvp8ByClarlUceeQSr1erpUryKfi616WdSm34mddPPpTb9TGrTz8Rdq5l0KyIiIq2XRlhERETE6ymwiIiIiNdTYBERERGvp8AiIiIiXk+B5RTmz59PUlIS/v7+DB48mDVr1ni6JI+ZM2cO5513Hu3ataN9+/Zcc8017Nq1y9NleZU5c+ZgMpmYOXOmp0vxuPT0dG655RYiIyMJDAxkwIABbNmyxdNleUxVVRUPPfQQSUlJBAQE0KVLFx5//HHsdrunS2tWq1ev5sorr6Rjx46YTCY++eQTt+cNw+DRRx+lY8eOBAQEMH78eH755RfPFNtMTvYzqays5P7776d///4EBQXRsWNHbr31Vg4fPuy5gj1EgeUklixZwsyZM3nwwQfZunUrY8aM4dJLLyU1NdXTpXnEqlWrmDFjBhs3biQ5OZmqqiomTpxIcXGxp0vzCps3b2bBggWcc845ni7F444ePcqoUaPw9fXliy++YPv27Tz33HOEhYV5ujSPefrpp3nttdd4+eWX2bFjB8888wzPPvssL730kqdLa1bFxcWce+65vPzyy3U+/8wzz/D888/z8ssvs3nzZmJjY7nooouc+8W1Rif7mZSUlPD999/z8MMP8/333/PRRx+xe/durrrqKg9U6mGG1Gvo0KHGtGnT3I716tXLeOCBBzxUkXfJzs42AGPVqlWeLsXjCgsLje7duxvJycnGuHHjjHvuucfTJXnU/fffb4wePdrTZXiVyy+/3Lj99tvdjv3qV78ybrnlFg9V5HmA8fHHHzu/ttvtRmxsrPHUU085j5WVlRmhoaHGa6+95oEKm9+JP5O6fPvttwZgpKSkNE9RXkIjLPWoqKhgy5YtTJw40e34xIkTWb9+vYeq8i75+fkAREREeLgSz5sxYwaXX345F154oadL8QqfffYZQ4YM4de//jXt27dn4MCBvPHGG54uy6NGjx7N119/ze7duwH44YcfWLt2LZdddpmHK/MeBw4cIDMz0+33rtVqZdy4cfq96yI/Px+TydTmRixbzeaHjS0nJwebzUZMTIzb8ZiYGDIzMz1UlfcwDINZs2YxevRo+vXr5+lyPOr999/n+++/Z/PmzZ4uxWvs37+fV199lVmzZvHnP/+Zb7/9lj/+8Y9YrVZuvfVWT5fnEffffz/5+fn06tULi8WCzWbjiSee4MYbb/R0aV6j5ndrXb93U1JSPFGS1ykrK+OBBx7gpptuavUbIp5IgeUUTCaT29eGYdQ61hbdfffd/Pjjj6xdu9bTpXhUWloa99xzD8uXL8ff39/T5XgNu93OkCFDePLJJwEYOHAgv/zyC6+++mqbDSxLlizhX//6F4sWLaJv375s27aNmTNn0rFjR37zm994ujyvot+7dausrOSGG27Abrczf/58T5fT7BRY6hEVFYXFYqk1mpKdnV0r/bc1f/jDH/jss89YvXo1cXFxni7Ho7Zs2UJ2djaDBw92HrPZbKxevZqXX36Z8vJyLBaLByv0jA4dOtCnTx+3Y71792bp0qUeqsjz/t//+3888MAD3HDDDQD079+flJQU5syZo8BSLTY2FnCMtHTo0MF5XL93HWFl0qRJHDhwgG+++abNja6AVgnVy8/Pj8GDB5OcnOx2PDk5mZEjR3qoKs8yDIO7776bjz76iG+++YakpCRPl+RxF1xwAT/99BPbtm1zPoYMGcLNN9/Mtm3b2mRYARg1alStJe+7d+8mMTHRQxV5XklJCWaz+69ci8XS5pY1n0xSUhKxsbFuv3crKipYtWpVm/29C8fDyp49e/jqq6+IjIz0dEkeoRGWk5g1axZTpkxhyJAhjBgxggULFpCamsq0adM8XZpHzJgxg0WLFvHpp5/Srl075+hTaGgoAQEBHq7OM9q1a1drDk9QUBCRkZFtem7Pvffey8iRI3nyySeZNGkS3377LQsWLGDBggWeLs1jrrzySp544gkSEhLo27cvW7du5fnnn+f222/3dGnNqqioiL179zq/PnDgANu2bSMiIoKEhARmzpzJk08+Sffu3enevTtPPvkkgYGB3HTTTR6summd7GfSsWNHrr/+er7//ns+//xzbDab83dvREQEfn5+niq7+Xl2kZL3e+WVV4zExETDz8/PGDRoUJtewgvU+Xjrrbc8XZpX0bJmh//85z9Gv379DKvVavTq1ctYsGCBp0vyqIKCAuOee+4xEhISDH9/f6NLly7Ggw8+aJSXl3u6tGa1YsWKOn+P/OY3vzEMw7G0+ZFHHjFiY2MNq9VqjB071vjpp588W3QTO9nP5MCBA/X+7l2xYoWnS29WJsMwjOYMSCIiIiINpTksIiIi4vUUWERERMTrKbCIiIiI11NgEREREa+nwCIiIiJeT4FFREREvJ4Ci4iIiHg9BRYRERHxegosIiIi4vUUWERERMTrKbCIiIiI11NgEREREa/3/wFeGur1AV/LvQAAAABJRU5ErkJggg==", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -2068,9 +2237,25 @@ "id": "52169944", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'DataFiles/EoS.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 33\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msave_fig\u001b[39m(fig_id):\n\u001b[1;32m 31\u001b[0m plt\u001b[38;5;241m.\u001b[39msavefig(image_path(fig_id) \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.png\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mformat\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpng\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m---> 33\u001b[0m infile \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata_path\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mEoS.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;66;03m# Read the EoS data as csv file and organize the data into two arrays with density and energies\u001b[39;00m\n\u001b[1;32m 36\u001b[0m EoS \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(infile, names\u001b[38;5;241m=\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDensity\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEnergy\u001b[39m\u001b[38;5;124m'\u001b[39m))\n", + "File \u001b[0;32m~/miniforge3/envs/myenv/lib/python3.9/site-packages/IPython/core/interactiveshell.py:286\u001b[0m, in \u001b[0;36m_modified_open\u001b[0;34m(file, *args, **kwargs)\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m}:\n\u001b[1;32m 280\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 281\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIPython won\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m by default \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 282\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 283\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myou can use builtins\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m open.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 284\u001b[0m )\n\u001b[0;32m--> 286\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'DataFiles/EoS.csv'" + ] + } + ], "source": [ "# Common imports\n", "import os\n", @@ -2176,11 +2361,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "98337a7f", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, "outputs": [], "source": [ @@ -2408,7 +2596,10 @@ "id": "fad06644", "metadata": { "collapsed": false, - "editable": true + "editable": true, + "jupyter": { + "outputs_hidden": false + } }, "outputs": [], "source": [ @@ -2504,7 +2695,25 @@ ] } ], - "metadata": {}, + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.15" + } + }, "nbformat": 4, "nbformat_minor": 5 }