Repository: pybamm-team/PyBaMM

Issue:
Loud solver failure
**Summary**
Solvers can currently fail without raising an error (only warnings), which then leads to obscure errors when trying to make a `ProcessedVariable`.

**Solution**
Each solver should check that the `integrate` method has been successful, and otherwise raise the appropriate error. 
Also applies to the root-finding algorithm for DAE solvers (currently, the solver will just proceed with inconsistent initial conditions).

Discussion:

Patch:
diff --git a/examples/notebooks/models/lead-acid.ipynb b/examples/notebooks/models/lead-acid.ipynb
index bc035249f..6383fa968 100644
--- a/examples/notebooks/models/lead-acid.ipynb
+++ b/examples/notebooks/models/lead-acid.ipynb
@@ -266,16 +266,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Solved the LOQS model in 0.254 seconds\n",
-      "Solved the Composite model in 0.665 seconds\n",
-      "Solved the Newman-Tiedemann model in 20.462 seconds\n"
+      "Solved the LOQS model in 0.232 seconds\n",
+      "Solved the Composite model in 0.529 seconds\n",
+      "Solved the Newman-Tiedemann model in 6.404 seconds\n"
      ]
     }
    ],
    "source": [
     "timer = pybamm.Timer()\n",
     "solvers = {}\n",
-    "t_eval = np.linspace(0, 1, 100)\n",
+    "t_eval = np.linspace(0, 0.5, 100)\n",
     "for model in models:\n",
     "    solver = model.default_solver\n",
     "    start = timer.time()\n",
@@ -306,7 +306,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -344,12 +344,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5a20aea52380410bb37300efc22d3c50",
+       "model_id": "420ea191f2e9418c945dc77d4a1be029",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "interactive(children=(FloatSlider(value=0.0, description='t', max=21.84323946881931, step=0.05), Output()), _d…"
+       "interactive(children=(FloatSlider(value=0.0, description='t', max=19.658915521937374, step=0.05), Output()), _…"
       ]
      },
      "metadata": {},
@@ -379,12 +379,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0da8624ee9bd471c8805829f6442244d",
+       "model_id": "6c5a8fe3316e43af9e025d3cd2ca0447",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "interactive(children=(FloatSlider(value=0.0, description='t', max=0.9597787039329694, step=0.05), Output()), _…"
+       "interactive(children=(FloatSlider(value=0.0, description='t', max=0.9630882856706693, step=0.05), Output()), _…"
       ]
      },
      "metadata": {},
@@ -427,7 +427,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.5.6"
   }
  },
  "nbformat": 4,
diff --git a/examples/notebooks/solvers/scikits-dae-solver.ipynb b/examples/notebooks/solvers/scikits-dae-solver.ipynb
index ef299f8e4..eea260fdd 100644
--- a/examples/notebooks/solvers/scikits-dae-solver.ipynb
+++ b/examples/notebooks/solvers/scikits-dae-solver.ipynb
@@ -49,7 +49,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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oIiLlS0R08caLYOjQobz99tsA5OTk8P777zN48OBT5r333nv07t2bpKQkli5dSnx8PNu2bePBBx/ku+++IykpiYULF/LJJ5+c9vtSU1OJiYk5vh0dHU1qqh4d4itmubezLN6yj7U7DngdR0TEG6VQL6Hsa2Z5UqEb0O6tIqlfowrvL9TRWxGRE/QcBcFhJ44Fh+WOn6UmTZpQp04dlixZwtdff02HDh2oU6fOKfMuuOAC3njjDUaPHs3y5csJDw9n4cKFdO/encjISIKCghg0aBA//PDDWWcR37ju/CiCA433F+h2FhGppEqhXkLlrpkVugENCgzgxo4xzFy7i2370s/8BhGRyqJdf7h6HETEAJb7++pxueMlMGzYMN58803eeOMNhg4dWuCcbt268cMPPxAVFcVtt912/AhwcUVFRbF16/8ao5SUFKKios7qs6RgdapXoVfsOfx3SQpHs/RsbRGphEqpXkLZ1szypEI3oAA3XRCDc2gpeRGRk7XrD39YAaP35f72QTG99tpr+fLLL1m4cCG9e/cucM7mzZupX78+d9xxB8OGDWPx4sV06tSJmTNnsnv3brKzs5k4cSKXXnrpab/rggsuYN26dWzcuJGMjAzef/99LTxUCgZ0imHf4Uy+XKFna4tIJVUK9RLKtmaWJ0FeByhtMbWrcum5kby/YAu/+1ULggMrfM8tIuKZkJAQevToQc2aNQkMDCxwzvfff8+TTz5JcHAw1atX5+2336ZBgwY8/vjj9OjRA+ccV111Ff369TvtdwUFBfH888/Tu3dvsrOzGTp0KG3atCmNP6tS69K8Lo3rVOXdeZvpF68zzCIivlKWNRNg4MCBfP/99+zevZvo6GgeffRRbr/9dl//WWdU4RtQgFsvasztbyXyTfIOrmzbwOs4IiIVVk5ODvPmzePDDz8sdM6QIUMYMmTIKeMDBw5k4MCBp4xv2rQJgIMHD56y78orr+TKK688+8A+ZGbjgV8DO51zcQXsfwAYlLcZBLQGIp1ze81sE3AAyAaynHMJZZP6zAICjMGdG/PYtFWs2r6f1g1qeB1JRKRCKOuaOXHixLMP60OV4nRg91b1iKoZxttzN3kdRUSkwkpOTqZFixb07NmTli1b+vzzAwMDSUtLO+Gh2oUZNGgQM2fOJDQ01Oc5TuNNoE9hO51zTzrn4p1z8cDDwEzn3N58U3rk7S83zecxNyZEUyUogHfmbfY6iohIhVCeauYDDzzAu+++S7Vq1XyeoyCV4gxoYIAx6MJGPPHlGtbtOEDL+uFeRxIRqXBiY2PZsGHD8e3ly5dzyy23nDCnSpUqzJ8//6w+PyYm5oRFh05nwoQJZ/UdJeGc+8HMmhRx+kCgfByKLoKaVUPo274hnyxJ5aErzqNGaLDXkURE/Fp5qplPPvkkTz755Fl9z9moFA0owE0JMTzzzTrenbeZR/udcmWUiEiF4JzDzLyOAUDbtm1JSkryOsYpnHOefr+ZVSX3TOnd+YYd8LWZOeBl59wrhbx3ODAcoFGjRqUd9QS3XNSYDxel8PHiVIZc3KRMv1tExNfKU72E8lszC1LSOlopLsGF3KXkr2rXgI8Wp3LoaJbXcUREfC40NJQ9e/Z43mCVZ8459uzZU9aX5p7samDOSZffdnXOnQ9cAYw0s24FvdE594pzLsE5lxAZGVkWWY9rF12T9tERvDNvs/4bExG/pnp59nxRRyvNGVCAwRc25uMlqXySlMqgzo29jiMi4lPR0dGkpKSwa9cur6OUa6GhoURHR3sZYQAnXX7rnEvN+73TzD4GOgHl7qnigy9szAOTlzF3wx4ubl7X6zgiImdF9bJkSlpHK1UDen6jmsQ2qME7czdzc6dG5eq0u4hISQUHB9O0aVOvY8hpmFkEcCkwON9YNSDAOXcg73UvYIxHEU/r6vYNeWzaKt6dt1kNqIj4LdVLb1WaS3ABzIxbL2rM6p8PkLj5F6/jiIhIBWJmE4G5QCszSzGz281shJmNyDftWuBr59yhfGP1gdlmthRYAHzunPuy7JIXXWhwIP0TYvhq5Q5+TjvidRwREfFDlaoBBegb35Dw0CDenqul5EVExHeccwOdcw2cc8HOuWjn3OvOuZeccy/lm/Omc27ASe/b4Jxrn/fTxjn3WNmnL7pBnRuRneN4b8EWr6OIiIgfqnQNaNWQIG5KiOGL5dvZnpbudRwRERG/0rhONX51Xj3em7+ZI5nZXscRERE/U+kaUIAhFzchxzne0VlQERGRYhvapSm7D2Ywdek2r6OIiIifqZQNaEztqvSKPYf3FmwhPUNHb0VERIqjS4s6tKofzuuzN+oxBiIiUiyVsgEFGNq1KfsOZ/LfJSleRxEREfErZsbQrk1Y/fMB5m7Y43UcERHxI5W2Ab2gSS3aRkUwfvZGcnJ09FZERKQ4+sVHUbtaCONnb/I6ioiI+JFK24AeO3r7065DzFq/2+s4IiIifiU0OJBBnRsxffUONu0+dOY3iIiIUIkbUICr2jYkMrwK42dv9DqKiIiI37nlwsYEBRhv/rjJ6ygiIuInitSAmlkfM1tjZuvN7KEC9jcysxlmtsTMlpnZlb6P6nshQQHcemFjZq7dxfqdB7yOIyIi4lfq1Qjl6nYN+TBxK/uPZHodR0RE/MAZG1AzCwReAK4AYoGBZhZ70rQ/A5Occx2AAcCLvg5aWm7u3IiQoADGz9nkdRQRERG/M7RrUw5lZDNp4Vavo4iIiB8oyhnQTsB659wG51wG8D7Q76Q5DqiR9zoC8JsHg9WpXoXrOkTx0aIU9hw86nUcERERvxIXFUGnprV5Y84mMrNzvI4jIiLlXFEa0Cgg/2HNlLyx/EYDg80sBZgG/K6gDzKz4WaWaGaJu3btOou4pWPYJc04mpXDW7qHRUREpNju7NaM1H3pfLbMb44/i4iIR3y1CNFA4E3nXDRwJfCOmZ3y2c65V5xzCc65hMjISB99dcm1qFedy2Pr89bczRw6muV1HBEREb/So1U9WtarzsszN+CcHm0mIiKFK0oDmgrE5NuOzhvL73ZgEoBzbi4QCtT1RcCyMuLS5qSlZ/KB7mEREREploAA485Lm7P65wN8v7b8XOEkIiLlT1Ea0IVASzNramYh5C4yNOWkOVuAngBm1prcBtSvKlDHxrXo1KQ2r8/eqHtYREREiqlv+4Y0iAjl5Zk/eR1FRETKsTM2oM65LOBu4CtgFbmr3a40szFm1jdv2v3AHWa2FJgI3Ob88BqcUU1W8MHhOwj6W214Og6WTfI6koiIiF8ICQrgseareCplMG50TdVREREpUFBRJjnnppG7uFD+sVH5XicDXXwbrYwtm0SbRX/BAtJzt9O2wtR7cl+36+9dLhEREX+wbBI91v5ddVRERE7LV4sQ+b/pY7DM9BPHMtNh+hhv8oiIiPiT6WOwLNVRERE5PTWgx6SlFG9cREQkHzMbb2Y7zWxFIfu7m1mamSXl/YzKt6+Pma0xs/Vm9lDZpfYh1VERESkCNaDHREQXb1xEROREbwJ9zjBnlnMuPu9nDICZBQIvAFcAscBAM4st1aSlQXVURESKQA3oMT1HQXDYCUNHrUruuIiIyBk4534A9p7FWzsB651zG5xzGcD7QD+fhisLBdTRDNVRERE5iRrQY9r1h6vHQUQMYOyvcg4PHL2dZbV7eZ1MREQqjovMbKmZfWFmbfLGooD8D6FOyRvzLyfV0b1B9Xk46w52NfW/XlpEREpPkVbBrTTa9T++Up8dyWTmv2aQ/t16Xr01weNgIiJSASwGGjvnDprZlcAnQMvifICZDQeGAzRq1Mj3CUsqXx3dt+sgH/97JnVnbeDhK1t7HExERMoLnQEtRHhoML/p0oRvkneQvG2/13FERMTPOef2O+cO5r2eBgSbWV0gFYjJNzU6b6ygz3jFOZfgnEuIjIws9cwl0SyyOle3b8g78zaz91CG13FERKScUAN6Gr+5uCnhVYJ4fsY6r6OIiIifM7NzzMzyXncitwbvARYCLc2sqZmFAAOAKd4l9Z27e7QgPTOb12dv8DqKiIiUE2pATyOiajBDLm7CFyt+Zt2OA17HERGRcszMJgJzgVZmlmJmt5vZCDMbkTflBmCFmS0FxgEDXK4s4G7gK2AVMMk5t9KLv8HXWtYP58q4Brz142bSDmd6HUdERMoBNaBnMLRrU8KCA3l+xnqvo4iISDnmnBvonGvgnAt2zkU75153zr3knHspb//zzrk2zrn2zrkLnXM/5nvvNOfcuc655s65x7z7K3zv7l+14ODRLN74caPXUUREpBxQA3oGtauFcMuFjZm6dBsbdh30Oo6IiIhfad2gBpfH1mf87I3sP6KzoCIilZ0a0CIYdkkzqgQF8ux03QsqIiJSXL/v2ZL9R7IYP1tnQUVEKjs1oEUQGV6FIRc3YcrSbaz5WfeCioiIFEdcVAS929Tn9Vkb+UUr4oqIVGpqQItoxKXNqB4SxL+/WeN1FBEREb9z3+WtOJiRxcs/aEVcEZHKTA1oEdWsGsLtlzTlq5U7WJ6S5nUcERERv9LqnHD6tm/Imz9uZOeBI17HERERj6gBLYbbuzalZtVgxuosqIiISLHde9m5ZGY7/vP9T15HERERj6gBLYbw0GBGXNqc79fsInHTXq/jiIiI+JWmdatxw/nRTJi3hW370r2OIyIiHlADWkxDLmpC3epVePKrNTjnvI4jIiLiV+65rCUAz32n52uLiFRGakCLKSwkkLt7NGf+xr3MWb/H6zgiIiJ+JapmGAM7xfBh4lY27znkdRwRESljakDPwsDOjYiqGcYTX60mJ0dnQUVERIpjZI8WBAUaY79e63UUEREpY2pAz0KVoEDu73Uuy1LS+Gz5dq/jiIiI+JV6NUIZ1rUZU5ZuY1nKPq/jiIhIGVIDepauiY+idYMaPPHlao5mZXsdR0RExK/ceWkz6lQL4R/TVmlNBRGRSkQN6FkKCDAeufI8Un5J5525m72OIyIi4lfCQ4P5/WUtmbdhLzPW7PQ6joiIlBE1oCVwSctILmlZl+e+W0/a4Uyv44iIiPiVgZ0a0bRuNf45bTVZ2TlexxERkTKgBrSEHr6iNfuPZPLiTC0nLyIiUhzBgQH8X+9WrNt5kI8Wp3gdR0REyoAa0BKKbViD6zpE88acTaT8ctjrOCIiIn6lT9w5dGhUk7Ffr+VwRpbXcUREpJSpAfWB+3udC8C/tZy8iIhIsZgZf7qyNTsPHOX1WRu9jiMiIqVMDagPNKwZxtAuTfk4KZXlKWlexxEREfErCU1q07tNfV6a+RM7DxzxOo6IiJQiNaA+8tsezalTLYRHp67UcvIiIpWQmY03s51mtqKQ/YPMbJmZLTezH82sfb59m/LGk8wssexSlx8PXdGajOwcnvhyjddRRESkFKkB9ZEaocE80LsViZt/YcrSbV7HERGRsvcm0Oc0+zcClzrn2gJ/A145aX8P51y8cy6hlPKVa03rVmNol6ZMXpTC0q37vI4jIiKlRA2oD93QMYa4qBr8c9pqLaQgIlLJOOd+APaeZv+Pzrlf8jbnAdFlEsyP3P2rFtStXoXRU1eSk6OriUREKiI1oD4UGGCMvroNP+8/woszfvI6joiIlF+3A1/k23bA12a2yMyGF/YmMxtuZolmlrhr165SD1nWwkODebBPK5Zs2ccnSalexxERkVKgBtTHEprUpl98Q16ZtYEte/RYFhEROZGZ9SC3AX0w33BX59z5wBXASDPrVtB7nXOvOOcSnHMJkZGRZZC27F1/fjTtY2ry+BerOXhUVxOJiFQ0RWpAzayPma0xs/Vm9lAhc/qbWbKZrTSz93wb0788dMV5BJrx2LRkr6OIiEg5YmbtgNeAfs65PcfGnXOpeb93Ah8DnbxJ6L2AAGP01bHsPHCUF2as9zqOiIj42BkbUDMLBF4g96hsLDDQzGJPmtMSeBjo4pxrA9xbCln9RoOIMEb2aM5XK3cwZ/1ur+OIiEg5YGaNgP8Ctzjn1uYbr2Zm4cdeA72AAlfSrSw6NKrFdedH8fqsjWzafcjrOCIi4kNFOQPaCVjvnNvgnMsA3gf6nTTnDuCFY4sr5B3BrdSGXdKMmNphzJz8Au7pNjC6JjwdB8ugKt1IAAAgAElEQVQmeR1NRERKgZlNBOYCrcwsxcxuN7MRZjYib8oooA7w4kmPW6kPzDazpcAC4HPn3Jdl/geUMw/1OY/gQOPr95/DPR2nOioiUkEEFWFOFLA133YK0PmkOecCmNkcIBAYXVDxzFtYYThAo0aNziav3wgNDuTFtj/RfN7z2JGM3MG0rTD1ntzX7fp7F05ERHzOOTfwDPuHAcMKGN8AtD/1HZVbvRqhPBe3ngtXjsVMdVREpKLw1SJEQUBLoDswEHjVzGqePKkyLJ6QX9vVz1L1WNE8JjMdpo/xJpCIiIgf6ZH6H9VREZEKpigNaCoQk287Om8svxRginMu0zm3EVhLbkNauaWlFG9cREREjrO0Qh7FojoqIuK3itKALgRamllTMwsBBgBTTprzCblnPzGzuuRekrvBhzn9U0QhzxgvbFxERET+R3VURKTCOWMD6pzLAu4GvgJWAZOccyvNbIyZ9c2b9hWwx8ySgRnAA/mXl6+0eo6C4LAThlxQWO64iIiInF5BdTRYdVRExJ8VZREinHPTgGknjY3K99oB9+X9yDHHFkiYPgaXlkKqq8PCmLu5VgsniIiInNnJdTSnDpta309X1VEREb9VpAZUSqBdf2jXHwNe/Hg5HyzcSsvUNOKiIrxOJiIiUv7l1VGc44FX57NyWRrfXn6EeuGhXicTEZGz4KtVcKUIHux9HrWqhvDgR8vIzM7xOo6IiIjfMDP+fm0cR7JyGD1lpddxRETkLKkBLUMRVYP5+zVtWLltP6/8oDWaREREiqN5ZHXuvawl05b/zLTl272OIyIiZ0ENaBnrE9eAq9o24Nlv17F+5wGv44iIiPiV4Zc0o21UBKM+XcEvhzLO/AYRESlX1IB6YHTfNlSrEsgDk5eRneO8jiMiIuI3ggIDeOKGduw7nMmYz5K9jiMiIsWkBtQDkeFVGN23DUu27OONORu9jiMiIuJXWjeowcgeLfh4SSrTV+3wOo6IiBSDGlCP9G3fkMta1+PJr9awcfchr+OIiIj4lZE9WtCqfjiPfLyctPRMr+OIiEgRqQH1iJnx92vaEhIUwIMfLSNHl+KKiIgUWUhQAE/e2I5dB47yj89XeR1HRESKSA2oh86JCOUvV8WyYONexutSXBERkWJpF12T4d2a80HiVl2KKyLiJ9SAeuzGhGgua12fJ75cw5qftSquiIhIcfzh8pacd044D360jD0Hj3odR0REzkANqMfMjMevb0uNsCDu/SCJo1nZXkcSERHxG1WCAnlmQDz707N4+L/LcU63tIiIlGdqQMuButWr8Ph17Vi1fT///mat13FERET8ynnn1OD/+rTi6+QdfJiY4nUcERE5DTWg5cRlsfUZ2CmGV37YwPwNe7yOIyIixWRm481sp5mtKGS/mdk4M1tvZsvM7Px8+4aY2bq8nyFll7riGNqlKRc1q8OjU1eyZc9hr+OIiEgh1ICWI3++KpZGtaty36SlHDiiJeVFRPzMm0Cf0+y/AmiZ9zMc+A+AmdUG/gp0BjoBfzWzWqWatAIKCDCe6t+eADPum5REtlaXFxEpl9SAliPVqgTx7/7xbE9LZ9SnK72OIyIixeCc+wHYe5op/YC3Xa55QE0zawD0Br5xzu11zv0CfMPpG1kpRFTNMMZc04bEzb/w4oz1XscREZECqAEtZzo2rsU9PVvy8ZJUJi/SfSwiIhVIFLA133ZK3lhh43IWromPom/7hjz97VoWbjrd8QAREfGCGtBy6He/asmFzWrzl09WsH7nQa/jiIhIOWFmw80s0cwSd+3a5XWccsnMeOzaOGJqV+WeiUv45VCG15FERCQfNaDlUGCA8eyADoSFBHL3e4s5kqlHs4iIVACpQEy+7ei8scLGT+Gce8U5l+CcS4iMjCy1oP4uPDSYF24+nz0HM/jjh0v1aBYRkXJEDWg5Vb9GKGP7t2f1zwf422fJXscREZGSmwLcmrca7oVAmnNuO/AV0MvMauUtPtQrb0xKIC4qgoevPI/pq3cyfs4mr+OIiEgeNaDlWI9W9bizWzMmzN/C58u2ex1HREROw8wmAnOBVmaWYma3m9kIMxuRN2UasAFYD7wK/BbAObcX+BuwMO9nTN6YlNBtFzfh8tj6PP7FKpal7PM6joiIAObVZSkJCQkuMTHRk+/2J5nZOdz40lx+2nmQz+7pSuM61byOJCJSIZnZIudcgtc5ikp1tGj2Hc7gymdnERQYwNTfdSUiLNjrSCIiFVJR66jOgJZzwYEBPDewAwEBxp3vLCI9Q/eDioiIFFXNqiE8d/P5bNuXzn0fJJGj54OKiHhKDagfiKldlWcHxLNmxwE+fGMs7uk4GF0Tno6DZZO8jiciIlKudWxci7/8Opbpq3fy9QfP5dZP1VEREU8EeR1AiqZ7q3r8p91PdFv9JGZ5S8qnbYWp9+S+btffu3AiIiLl3K0XNSZgxYd0W/0EqI6KiHhGZ0D9SO+fX6GqnfQ8s8x0mD7Gm0AiIiJ+wswYdPBN1VEREY+pAfUjlpZS8I7CxkVEROS4gP0FPl5VdVREpAypAfUnEdHFGxcREZH/UR0VEfGcGlB/0nMUBIedMJRhVXA9R3kUSERExI8UUEczA0Jzx0VEpEyoAfUn7frD1eMgIgYw9lc5hz8evZ1X93X0OpmIiEj5l6+OOoy9QfW5/8hQvgrs5nUyEZFKQ6vg+pt2/Y+v1Fc9x5E9cQn//GI1zSOr07N1fY/DiYiIlHN5ddSAqpnZbH55Ln/4IIkPR1xEm4YRXqcTEanwdAbUjwUEGE/d2J64hhHcM3EJq3/e73UkERERvxEaHMirtyZQIzSYO95KZOeBI15HEhGp8NSA+rmwkNziWa1KEMPeSmT3waNeRxIREfEb9WqE8tqQBPYezuDOdxZxJDPb60giIhWaGtAK4JyI3OK568BRhr2VSHqGiqeIiEhRxUVF8HT/eJZs2cf9k5aSk+O8jiQiUmGpAa0g2kXXZNzADixL2cfvJi4mKzvH60giIiJ+44q2DXjkyvP4fPl2Hpu2yus4IiIVVpEaUDPrY2ZrzGy9mT10mnnXm5kzswTfRZSi6t3mHB7t24ZvV+3kr1NW4pyO4IqIiBTVHZc047aLm/D67I28NmuD13FERCqkM66Ca2aBwAvA5UAKsNDMpjjnkk+aFw78HphfGkGlaG65qAnb0o7wn+9/omHNMEb2aOF1JBEREb9gZvzl17Hs2H+Ev3++inMiQvl1u4ZexxIRqVCKcga0E7DeObfBOZcBvA/0K2De34B/AVpCzmMP9GrFNfENefKrNXy0KMXrOCIiIn4jMMB4+qZ4EhrX4r4PljJ/wx6vI4mIVChFaUCjgK35tlPyxo4zs/OBGOfc56f7IDMbbmaJZpa4a9euYoeVogkIMJ64oT1dWtThwY+W8d3qHV5HEhER8RuhwYG8NiSBmNphDHs7kZXb0ryOJCJSYZR4ESIzCwD+Ddx/prnOuVeccwnOuYTIyMiSfrWcRkhQAC8N7kjrBjW4693FzP1JR3BFRESKqmbVEN4a2onwKkHc+voCftp10OtIIiIVQlEa0FQgJt92dN7YMeFAHPC9mW0CLgSmaCEi74WHBvPW0E40ql2VYW8tJGnrPq8jiYhUWGdasM/MnjazpLyftWa2L9++7Hz7ppRtcilMdK2qvDusM2Yw+LX5pPxy2OtIIiJ+rygN6EKgpZk1NbMQYABwvDg659Kcc3Wdc02cc02AeUBf51xiqSSWYqldLYR3h3WmTvUqDBm/gNU/7/c6kohIhZNvwb4rgFhgoJnF5p/jnPuDcy7eORcPPAf8N9/u9GP7nHN9yyy4nFGzyOq8PbQzh45mMfi1+ew8oKUuRERK4owNqHMuC7gb+ApYBUxyzq00szFmpiLpB+rXCGXCsM6EBgcw+LUFbNp9yOtIIiIVTVEX7DtmIDCxTJJJicU2rMEbv+nEzgNHueW1Bew7nOF1JBERv1Wke0Cdc9Occ+c655o75x7LGxvlnDvlMiHnXHed/Sx/YmpX5d3bO5PjHINem8/WvbqMSETEh864YN8xZtYYaAp8l284NG+Rvnlmdk1hX6LF/LzTsXEtXr01gY27DzFk/ALS0jO9jiQi4pdKvAiR+I+W9cN5e2gnDhzJZMAr89SEioh4YwAw2TmXnW+ssXMuAbgZeMbMmhf0Ri3m560uLery4qDzSd6+n1tfn68mVETkLKgBrWTioiJ4744LOXg0S02oiIjvnGnBvvwGcNLlt8651LzfG4DvgQ6+jyi+cFlsfV4c1JHk7fu55fX5pB1WEyoiUhxqQCuhuKgIJgzrzKGMLF574V9kjW0Do2vC03GwbJLX8URE/NFpF+w7xszOA2oBc/ON1TKzKnmv6wJdgOQySS1n5fLY+rw0uCOrtx/g1RceJ+ffqqMiIkUV5HUA8UZcVARTL91G3RkvEnQgbzGFtK0w9Z7c1+36exdORMTPOOeyzOzYgn2BwPhjC/YBifnWTBgAvO+cc/ne3hp42cxyyD0w/LhzTg1oOdezdX0+viSFpnPHEWCqoyIiRaUGtBKLWfwUcNJKfpnpMH2MCqeISDE556YB004aG3XS9ugC3vcj0LZUw0mpaLPqWTDVURGR4tAluJVZWkrxxkVEROR/VEdFRIpNDWhlFhFd4PDRag3KOIiIiIgfKqSOZlZvWMZBRET8hxrQyqznKAgOO2HoCFV4ZP91fLd6h0ehRERE/EQBdTSdEEYfup4VqWkehRIRKd/UgFZm7frD1eMgIgYwiIgh66pnWFf/Coa/vYhPlhT2BAEREREpqI7uv3ws31fpwcBX5jF/wx6vE4qIlDt24kJ8ZSchIcElJiZ68t1yegeOZHLH24nM27CXh684j+HdmmFmXscSESlVZrbIOZfgdY6iUh0tv7anpTP4tfls/SWdp/vHc1U73doiIhVfUeuozoDKKcJDg3nzN524ql0D/vnFakZ9upKs7ByvY4mIiPiFBhFhTB5xMW2jIhj53mJe/WEDXh3wFxEpb9SASoFCgwN5bkAH7uzWjHfmbebOdxZxOCPL61giIiJ+oVa1ECYM68xVbRvw2LRV/HXKSrJz1ISKiKgBlUIFBBgPX9mav/Vrw4w1O7np5XnsPHDE61giIiJ+ITQ4kOcGdmB4t2a8PXczd76TqIO5IlLpqQGVM7rloia8emsC63ce5NoXfmTV9v1eRxIREfELAQHGI3kHc79bnXswd3tautexREQ8owZUiqRn6/p8cOeFZOXkcN2LP/LF8u1eRxIREfEbxw7mbth1kL7Pz2HR5l+8jiQi4gk1oFJk7aJrMvXurpzXIJy7Jizm6W/WkqP7WURERIqkZ+v6fDyyC1VDAhn4yjwmJW71OpKISJlTAyrFUq9GKBPvuJAbOkbz7PR13DVhEYeO6n4WERGRoji3fjifjuxCp6a1+b/Jy3h0qlaaF5HKRQ2oFFtocCBP3tCOv/w6lm+Sd3Ddiz+yec8hr2OJiIj4hZpVQ3jzNxcwtEtT3piziSFvLGDvoQyvY4mIlAk1oHJWzIzbuzblraGd+Hn/EX793Gy+XPGz17FERET8QlBgAKOujuWJG9qxcOMv/HrcLN0XKiKVghpQKZFLWkby2e+60rRuNUa8u4iP33oa93QbGF0Tno6DZZO8jigiIlJu9U+I4aO7LiYw0Ljp5bnM+PAF3NNxqqMiUmGpAZUSi6ldlQ9HXMRTrdbQe8M/sLQUwEHaVph6j4qniIjIabSNjuCzuy/hwahldF4xGkvbiuqoiFRUakDFJ6oEBXLDvvFUtZPuYclMh+ljvAklIiLiJyKqBjMs413VURGp8NSAiu+kpRQ47AoZFxGpSMysj5mtMbP1ZvZQAftvM7NdZpaU9zMs374hZrYu72dI2SaX8sJUR0WkElADKr4TEV3g8E6ry+qf95dxGBGRsmNmgcALwBVALDDQzGILmPqBcy4+7+e1vPfWBv4KdAY6AX81s1plFF3Kk0Lq6O7ASLanpZdxGBGR0qEGVHyn5ygIDjthKDswlHEMpO/zcxg/eyM5Oc6jcCIipaoTsN45t8E5lwG8D/Qr4nt7A9845/Y6534BvgH6lFJOKc8KqKNZgaH8K7M/fZ6ZxefLtnsUTETEd9SAiu+06w9Xj4OIGMAgIobAfs/xh/v/zCUt6jLms2SGvLFAR3FFpCKKArbm207JGzvZ9Wa2zMwmm1lMMd8rFV0BdTSo33OMvOcRmtSpysj3FvPHD5ey/0im10lFRM5akNcBpIJp1z/3J5+6wGtDEnh3/hYe+zyZXv/+gT//ujX9E2IwM29yioiUvanAROfcUTO7E3gL+FVxPsDMhgPDARo1auT7hOK9AupoU2DyXRczbvo6XpixntnrdvPP69rS47x63mQUESkBnQGVMmFm3HJhY766txuxDWvw4EfLuXX8AlL36WyoiFQIqUBMvu3ovLHjnHN7nHNH8zZfAzoW9b35PuMV51yCcy4hMjLSJ8HFPwQHBnB/r1Z8/Nsu1AgL4jdvLuT+SUtJO6yzoSLiX9SASplqXKcaE++4kL/1a8Oizb/Q698zeXfeZt0bKiL+biHQ0syamlkIMACYkn+CmTXIt9kXWJX3+iugl5nVylt8qFfemMgp2sfUZOrvuvK7X7Xgk6RULn96Jt8k7/A6lohIkakBlTIXEGDcclETvrq3G/GNavLnT1Yw4NV5rNtxwOtoIiJnxTmXBdxNbuO4CpjknFtpZmPMrG/etHvMbKWZLQXuAW7Le+9e4G/kNrELgTF5YyIFqhIUyP29WvHpyC7UrhbCHW8nMnLCYn5OO+J1NBGRMzLnvDnzlJCQ4BITEz35bik/nHN8sHAr//xiNYeOZjG8WzN+96uWhIUEeh1NRCoZM1vknEvwOkdRqY4KQEZWDi/P/InnZqwnJDCA+y4/l1svakxQoM4xiEjZKmod1f+dxFNmxoBOjfju/kvpFx/Fi9//xOVPz+S71bqcSERE5ExCggL4Xc+WfPOHbnRsXIsxnyXT74U5JG3d53U0EZEC6QyolCvzN+zhz5+sYN3Og/RuU59/tFhNnXmPQ1pK7gO6e446ZXVAERFf0BlQ8XfOOaYt/5kxn61k54Gj3NypEQ9HL6f67H+ojopIqStqHS3SY1jMrA/wLBAIvOace/yk/fcBw4AsYBcw1Dm3udippdLr3KwOn99zCa/P3sj678YTtv4VsIzcnWlbYeo9ua9VPEVERE5gZlzVrgHdzq3L09+sY++8dwhc+hqgOioi5ccZL8E1s0DgBeAKIBYYaGaxJ01bAiQ459oBk4EnfB1UKo+QoADu6t6cf0V8QtVjzecxmekwfYw3wURERPxAeGgwo66O5clanxKG6qiIlC9FuQe0E7DeObfBOZcBvA/0yz/BOTfDOXc4b3Meuc8wEymRoAMFPgYPl5ZSxklERET8T/DBbQWOq46KiJeK0oBGAVvzbafkjRXmduCLgnaY2XAzSzSzxF27dhU9pVROEQUfx0jNqcPtby4kedv+Mg4kIiLiRwqro64Of/xwKVv3Hi5wv4hIafLpKrhmNhhIAJ4saL9z7hXnXIJzLiEyMtKXXy0VUc9REBx2wpALCiO5zb0s3LSXq56bxT0Tl7Bp9yGPAoqIiJRjhdTRhc3uZsrSbfxq7PeMnrKSXQeOehRQRCqjoixClArE5NuOzhs7gZldBvwJuNQ5p/+TSckdWyBh+pjjq/dZz1H0atefWYczefmHn3hjziamLd9O/wti+H3PltSvEeptZhERkfKikDp6bbv+XJiWzrjp63hn3mYmJW5laJemDL+0GTVCg73NLCIV3hkfw2JmQcBaoCe5jedC4Gbn3Mp8czqQu/hQH+fcuqJ8sZaPF1/YeeAIz3+3nokLthBgxs2dG3Fnt+acE6FGVESKR49hkcpow66DjP1mLZ8v205EWDBDuzTlti5NiAhTIyoixVPUOlqk54Ca2ZXAM+Q+hmW8c+4xMxsDJDrnppjZt0BbYHveW7Y45/qe7jNVOMWXtuw5zLjv1vHxklQCzbgxIZq7ujcnulZVr6OJiJ9QAyqV2YrUNJ75di3frtpJeJUghlzchKFdm1K7WojX0UTET/i0AS0NKpxSGrbuPcx/Zv7Eh4lbcQ6uOz+K33ZvQZO61byOJiLlnBpQEVi5LY0XZqznixU/ExYcyOALGzPskqbUC9eVRSJyempApVLbnpbOyzM3MHHBFjKzc7iibQOGdW1Kh0a1YNmkE+6HoecoPZBbRNSAiuSzbscBnp+xnqlLtxEcGMD1HaO5vWtTmkdWVx0VkQKpARUh9x7R12dv5L35WzhwJIt76y3h7kPPEZR95H+TgsPg6nEqniKVnBpQkVNt3H2Il2f+xH+XpJKRlcOfopcz9JdnCMxO/98k1VERQQ2oyAkOHs1i0sKtXDn9cs5xBTyDNiIG/rCi7IOJSLmhBlSkcLsOHOXdeZu5ac4VNGT3qRNUR0UqvaLWUZ8+B1SkvKpeJYihXZtS3xVQNAGXllLGiURERPxHZHgV/nD5uTRgT4H7VUdFpKjUgEqlYhHRBY6n5tRh0Gvz+GL5djKzc8o4lYiIiH8orI5uc3UY8c4i5qzfjVdX14mIf1ADKpVLz1G596rk44LCSI69l027D3PXhMV0/dd3PP3NWrbtSy/kQ0RERCqpAupoTlAYic3vZv7GPQx6bT49x87k9dkb+eVQhkchRaQ80z2gUvkUsnpfdo5jxuqdvDt/MzPX5t4n2rVFXW7oGE3vNucQGhzocXARKU26B1SkiAqpo0cys/lixXbembuZxVv2ERxoXNa6PjcmRNOtZSRBgTrvIVKRaREikRLYuvcwkxelMHlRCqn70gkPDeLq9g25oWM0HWJqYmZeRxQRHytpA2pmfYBngUDgNefc4yftvw8YBmQBu4ChzrnNefuygeV5U7c45/qe6ftUR6U8W7V9P5MXpfDJklT2HMogMrwK13WI4oaO0bSsH+51PBEpBWpARXwgJ8cxb+MeJiemMG3Fdo5k5tA8shrXxEdxdfuGNKlbTc9DE6kgStKAmlkgsBa4HEgBFgIDnXPJ+eb0AOY75w6b2V1Ad+fcTXn7DjrnqhfnO1VHxR9kZOUwY81OJi9KYcbqnWTlONrH1KRf+4Zc1a4B9WuEqo6KVBBqQEV87MCRTKYt385Hi1JZsGkvAHfXWczv058nOEfPFRXxdyVsQC8CRjvneudtPwzgnPtnIfM7AM8757rkbasBlQpv98GjfLIklf8uTiV5+37M4L76S7lr/7MEqY6K+L2i1tGgsggjUhGEhwZz0wWNuOmCRmzbl8605dvpO+P3JzafAJnpuUdyVThFKpMoYGu+7RSg82nm3w58kW871MwSyb0893Hn3CcFvcnMhgPDARo1alSiwCJlrW71Kgy7pBnDLmnG+p0H+WzZNm6c83uCnOqoSGWiu8FFzkLDmmEMu6QZ9XIKfq5oTloK//n+J37adbCMk4lIeWdmg4EE4Ml8w43zjhrfDDxjZs0Leq9z7hXnXIJzLiEyMrIM0oqUjhb1qnPvZeee9vnc78zdxPY0rUgvUtHoDKhISUREQ9rWU4Z3B9TlX1+u5l9frqZ5ZDV6tTmHXrH1aR9dk4AALWAkUgGlAjH5tqPzxk5gZpcBfwIudc4dPTbunEvN+73BzL4HOgA/lWZgkfLACqmjO6wuf/l0JX/5dCXtoiPoFVufXm3OoWW96loIUMTP6R5QkZJYNgmm3pN7udAxefeupDa6mm+Td/B18s/M37CXrBxHvfAqdG8VyaXn1qNri7pEVA32LruInKCE94AGkbsIUU9yG8+FwM3OuZX55nQAJgN9nHPr8o3XAg47546aWV1gLtAv/wJGBVEdlQrhNHV0/TlX8nXyz3yTvIMlW/YB0LhOVXq0qsel50ZyYbM6hIXoEWki5YUWIRIpK0VYvS/tcCYz1uzkm+QdzFq3i/1Hsggw6NCoFt3PjeTSVpHENYzIPTuq1QBFPOGDx7BcCTxD7mNYxjvnHjOzMUCic26KmX0LtAW2571li3Our5ldDLwM5JB7a8wzzrnXz/R9qqNSYRSh7u3Yf4RvV+3g2+QdzN2whyOZOYQEBdC5aW0uPTeS7q0iaR6Zd3ZUdVTEE2pARcqprOwclqbs4/s1u5i5dhfLUtIAqF0thHvrLeHmnWMJytZqgCJlraQNaFlTHZX/b+/eg+M66zOOf397k1Z3yxdJlmyFuIkNcRwSp0m5FAohqbmVFlLutH/QMh2ggdBppymXpJRyy0AoA5lOSGgHCgSGlKkHxoSQBJgkTuLYudqxE0/wRYkt2bKtu7S3t3+cI1mOdhUdebVnj/R8ZjS7e3T21et3Ej367Xnf9yxV49k8Ow6c4Ld+jj7b5+230NmS5u9X7uLqF25UjoqEQAWoSEQcH57gvmeP89tnjvGPT7+L1czckCHX2EXiH3YXebeIlIsKUJFoev7UGL975hi/2dfH9fvfw2qbmaP5pi7in1KOiiwkFaAiEeRuaMGY+f9kwRl/Uv8zXnXuci4/t5VLu1tZ05rWRgwiZaQCVCT6ZsvRN7ds5VXrlnP5y1q5pHsZbU21IfRQZPHSfUBFIqjUboCj6XbWtzey7akj/PgR7/srGmq4ZG0Lm7uXsbl7GRs7m6lNFtmMQWthRERkiSiVo8O1baxqquHHOw7z3w8cALwpu5MZurl7GRvaG0nEi9yhUDkqUlYqQEWqyRWfK7obYMNbPs93Nl1KvuB4tm+InQdPsvPgSXYdPMmv9vR6p8WNjZ3NbF67jFeubeHCzmbWPv8LbHp7A4e99kHhKSIii0+JHG1667/x/U2Xk8kV2HNkcCpDH/p9P1sffwGAdDLORWua2dy9jIu6WtjU1ULbwa3KUZEy0xRckWoT8JPW48MT7Dp4kp2HvDB9vGeATK4AwAO11xRdU0rzGrj2qYX6F4hEkvas5P8AABAjSURBVKbgiiwSAXLUOccLA+NTBemuQyfZ/cIg+YL39/H22mvoUI6KzInWgIosUZlcgWd6h3iiZ4D3bdtUfC0Mxlcu387L25tY397IupUNpBJFph2JLCEqQEUEYCyTZ8+RAZ7sGeCv77q4aI46jJte/RDr25vY0NHIOcvrice0L4MsbVoDKrJEpRIxNnY2s7GzGR4ovhbmWGwF373v92TzXqgmYsa6lQ2sb29kQ0cjG9ob2dDeREdz7cyNjrQWRkREFrF0Ks7m7lY2d7fCw8VztM9W8K179+NfKKUmEeP8tkYvR/0MXd/eyMrGmpk/QDkqS5wKUJHFrMRamLa3f5E9F2zhuWMj7D06yN6jQ+w76q0tnVwLA9BYm2B9m3eFdN2qel49eg+veOSzxHJaCyMiIkvAbDn68i082zvM3qOD7Ds6xN6jQ/xm3zF+urNn6tQVDSnOW9XIulX1rFvZwB8N38P6HZ9WjsqSpim4IotdwE9aB8ayPNPrBeneI4M82zvMc8eHOT6c4b7UNXTFZq6FGUl38Oz7H+Sc5XU0p5O6PYxEkqbgikhR89ibYbIg3XtkkP3HhtnfN8zQeK5kjo6mV/PcBx/knBX1NNTo+pBEk9aAikhZnRrN0PzVVSXvr3buxA8A76pp9/I61rbWsba1nrWtdVOvO5prtcW9VC0VoCKyUJxzHB/OsOJrbS+Zo631KT9Dvfxc01pHd2sda5fX0dZYS6zYWlPlqFQBrQEVkbJqqUt5oVZkLUy+cTW3vHszh06McujEKAf7R9l7ZIi79vROrTMFb61p57I0a1vr6FqWZnVzmsuG7+bSJ24gntd0JBERWZzMzFsPOkuO3nz1JRzsH/WzdIRHD5/kF08emdqRF7x9Htb4Odq5LM3qljSXDd3NxY9drxyVyFABKiJzV2ItTPKqG7jqgvYZp+cLjqOD4xzsH+GwX5hOFqlPHxn0p/XeSDw2duYbs2P0b/00Nx/aSEdzLZ0taVY11bKqsYZVTTXUJOKz91OfBIuISDWaJUffcmHHjNOz+QIvnBo7Iz8P+c8fPXyKU6NZ7kt9tUSOfoZbei5kdUuajuZa2ppqWdVUw4qGGpLFZiNNpxyVBaQCVETmbjJ85hhK8ZjR2ZKmsyUN62Z+fzybp+bf+4u+d1nuGD986BBj2fyM77XUJb1itNEL01WNXnHa1lTLhmPbeNn2fynvBg8KYhERKYeAOZqMx+heXk/38vqi3x+ZyFH3pVI52sd/3X+ATL5wxnEzWF6fYqWfnZP56eVpDeuP/ZLu+69TjsqC0RpQEQnXTRuLTkeieQ3uk08yMJbl+VNj9A1O0Dc07j9O0Ds4Tt/QBMeGvOOTU31LbfBwPL6KL2/4KcvrUyxvSNFaX8Py+hSt/teKhhrSqSJXVp/4SdFPq3n7NxWei4zWgIpIJM2So4VPPEn/SIYjA16O9k7L0WND4/T62Xp8ODM11Xe2HL3x5Xf4GXpmlk4eKzpDSTm6ZGgNqIhEQ4npSFzxOcyMlroULXUpLlhdugnnHCdHs/QNjdP5n8U/CW7NH+P+/cfpH8mQyRWKnpNOxmmtT7GsPklLOkVzOskXDnyGZdmZU5syv7qBvjVvo6UuRX0qHmznX30SLCIi5TJLjsZi3trTovcjnSZfcJwYydA7OE7nd0rn6L37+jgxkiFXKH4Bq6Em4eVoXZKmdJKWuhSff650jvZ3v53mdJJ0Ujm6lKgAFZFwBZyOVIyZTV3JLLXBQ6y5i+3XXoFzjuGJHCdGMvSPZDgxnKF/ZGLq+YmRDCdHMwyMZTkyMEZztq/oz0wMvcBrv3Kv9zxmXtCmvcBtrE3QWJugoSZBQ02ShtoEjTXesfP7tnHRo58jnh/3Gho4jNt6Dc5B7KIqmtqkcBcRiYYy5Gh8eqE6S44+fO2bcM4xOJajf2RiKkv7hzOcmMzSkQynRrOcGsvSc3L2HH3Vl+4BIBWP0ZRO0pxO0JxO0lh7OjsbahLe89okjTUJzuvbxqZdn1WORpim4IrI4lLuqT4lpjaN1a1m6xvuZGAsy8BYllOj2annwxM5hsZzDI/nGJ7wviaVmtrUU1jBVXx7KmjrUwnSqTh1/lc6mTj9fOoxwfm929j8xPUkJoMYKCTSDL7pa9hF76YuFX/pzSZebCGmS5U7iBcg2DUFV0SEiuXoaHo1//eGO8/Iz4Ex7wPg4fEcQxOnc3Q0c3o/iNlydIvdPC1HJ/PSz9Pk6eycnqfn927j4sdn5ujQlX6OJuPFbyE3G+Xo7OfNpQA1sy3AfwBx4Fbn3Jdf9P0a4HvAZqAfeI9z7sBsbSo4RWTBlPOXahlCpFBwjGS8EG2/qaPoPeAcxhf/8AGGJ3IMjucY9QN3LJv3HjN5RjPesYlpU4hnC+LXZr7pdTdu1CTi1CZj1CTi1PiP3usYtck4NYnTx67b95csy/bOaHMk3cGv//TuqTZqE3FSiRipeIxkwkjGveepRIxkPEYy7h/bcwexn5cxiBdoPVE5CtCzyUszuw74MJAHrnHO3Tnbz1KOisiCqbIczRfc1Ae6q79ROke/cOkDfvGaZWTCz85sblqOeo/TN2aaS46m4rEZ2Tk9V1/8eN2+q2kpkaN3b7nHf7+Xv1M5Oj03p7LVP7Z7ceXoSxagZhYHngGuBHqAHcD7nHN7pp3zUWCTc+7vzOy9wF84594zW7sKThGJjHIG8SybRXDtU3NqIl9wXmE6kWPl19tLBvFtV+zywzfPRLbAeO7Mx4lpj+PTHh/IvIvYS9woPYhS4X7UVvKBhltJxr0gTk4GcCJGaloIT4ZyIhYjETc++eQ7ac4cnfmDAoxhMWdbgJ5NXprZK4AfAZcBq4FfA+c752ZuA+1TjopIZFRZjubyBUazXjG6apYcvfWNuxj1i1gvL0tn5/TH7ZmrK5ajH2y8bVrRaqezNB4jlbCp4jbhZ2k8Fn6OzmUN6GXAfufcc37DtwPvAPZMO+cdwA3+858C3zIzc2HN7xURKadN7y7fuo1ZNouYq3jM/PWliZJrday5i7/543Pn18ebirdZaOrk7r96PeNZ7yrseDZPNu/I5gpk8wUy+QKZXME7lj99rPM3xTe0aHPH2dDeRMY/N5svkM05xsayfjt+G7kC2YIjly+Qyzs+Sy8U26tioGd+/97ymXde+sdvd85NAL83s/1+e9sr1HcRkYVTZTmaiMdoisdoqk3OmqN/+7ry5+ivP3Q6RyeyeT8D3VTeTWWin6eZfIHO35bO0fPbGsjkTuduNl9gJJOfmaN5R65QHTk6lwK0E5g+gj3A5aXOcc7lzGwAWA7MLNVFRJayMmwWcYYyBPFc20xceT3rVjYEb+/R0uH+7Q9cEry9EsFOc1fwtsrrbPKyE3jwRe/tXLiuiohEVMRz9A9WzSNHHyudozd/YHPw9kLO0YrugmtmHwE+ArB27dpK/mgRkepRzk+Cyx3EC9FmucN9If5YiAjlqIgIylGIdI7OpQB9Hlgz7XWXf6zYOT1mlgCa8TZXOINz7hbgFvDWrsynwyIi8iLlDOKFaLPcQbwQfyyUx9nk5VzeqxwVEVkIytGK5uhcNiFK4G2qcAVeGO4A3u+c2z3tnI8BF07bVOGdzrlZ/wXaPEFERKpJGTYhmndemtkFwA85vQnR3cB52oRIRESiomybEPlrVD4O3Im3rfx3nXO7zezzwCPOua3AbcD3/U0TTgDvPbvui4iIRMvZ5KV/3k/wNizKAR+brfgUERGJqjndB3Qh6JNbERGpJuW4D2glKUdFRKSazDVHY5XojIiIiIiIiIgKUBEREREREakIFaAiIiIiIiJSESpARUREREREpCJC24TIzI4BB8vU3ArgeJnaWio0ZsFpzILTmAWj8QqunGPW7ZxbWaa2FpxyNHQas+A0ZsFovILTmAVX8RwNrQAtJzN7JEo7F1YDjVlwGrPgNGbBaLyC05iVh8YxOI1ZcBqzYDRewWnMggtjzDQFV0RERERERCpCBaiIiIiIiIhUxGIpQG8JuwMRpDELTmMWnMYsGI1XcBqz8tA4BqcxC05jFozGKziNWXAVH7NFsQZUREREREREqt9iuQIqIiIiIiIiVU4FqIiIiIiIiFRE5AtQM9tiZvvMbL+Z/XPY/al2ZvZdM+szs6fC7ksUmNkaM7vXzPaY2W4z+0TYfap2ZlZrZg+b2eP+mP1r2H2KCjOLm9mjZvbzsPsSBWZ2wMyeNLPHzOyRsPsTVcrRYJSjwShHg1OOzo8yNLiwcjTSa0DNLA48A1wJ9AA7gPc55/aE2rEqZmavA4aB7znnNobdn2pnZh1Ah3Nul5k1AjuBP9d/Y6WZmQH1zrlhM0sC9wGfcM49GHLXqp6ZfQq4FGhyzr0t7P5UOzM7AFzqnNNNx+dJORqccjQY5WhwytH5UYYGF1aORv0K6GXAfufcc865DHA78I6Q+1TVnHO/A06E3Y+ocM4dcc7t8p8PAU8DneH2qro5z7D/Mul/RfeTrgoxsy7grcCtYfdFlhTlaEDK0WCUo8EpR4NThkZL1AvQTuDwtNc96JeaLBAzOwe4GHgo3J5UP38azGNAH3CXc05j9tK+AfwTUAi7IxHigF+Z2U4z+0jYnYko5ahUjHJ07pSjgSlD5yeUHI16ASpSEWbWANwBfNI5Nxh2f6qdcy7vnHsl0AVcZmaapjYLM3sb0Oec2xl2XyLmtc65S4A3Ax/zp0aKSBVSjgajHJ07ZehZCSVHo16APg+smfa6yz8mUjb++os7gB845/437P5EiXPuFHAvsCXsvlS51wB/5q/FuB14o5n9T7hdqn7Ouef9xz7gZ3jTSSUY5agsOOXo/ClH50QZOk9h5WjUC9AdwHlm9jIzSwHvBbaG3CdZRPyNAG4DnnbOfT3s/kSBma00sxb/eRpvc5O94faqujnnrnPOdTnnzsH7PXaPc+6DIXerqplZvb+hCWZWD1wFaFfS4JSjsqCUo8EpR4NRhs5PmDka6QLUOZcDPg7cibeo/SfOud3h9qq6mdmPgO3AejPrMbMPh92nKvca4EN4n6Y95n+9JexOVbkO4F4zewLvj9u7nHPaEl3KrQ24z8weBx4GfuGc+2XIfYoc5WhwytHAlKPBKUelEkLL0UjfhkVERERERESiI9JXQEVERERERCQ6VICKiIiIiIhIRagAFRERERERkYpQASoiIiIiIiIVoQJUREREREREKkIFqEhEmVmLmX007H6IiIhEkXJUJBwqQEWiqwVQcIqIiMyPclQkBCpARaLry8A6/6beN4bdGRERkYhRjoqEwJxzYfdBRObBzM4Bfu6c2xhyV0RERCJHOSoSDl0BFRERERERkYpQASoiIiIiIiIVoQJUJLqGgMawOyEiIhJRylGREKgAFYko51w/cL+ZPaXNE0RERIJRjoqEQ5sQiYiIiIiISEXoCqiIiIiIiIhUhApQERERERERqQgVoCIiIiIiIlIRKkBFRERERESkIlSAioiIiIiISEWoABUREREREZGKUAEqIiIiIiIiFfH/vXc9lFHRzFEAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -102,7 +102,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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oIiLlS0R08caLYOjQobz99tsA5OTk8P777zN48OBT5r333nv07t2bpKQkli5dSnx8PNu2bePBBx/ku+++IykpiYULF/LJJ5+c9vtSU1OJiYk5vh0dHU1qqh4d4itmubezLN6yj7U7DngdR0TEG6VQL6Hsa2Z5UqEb0O6tIqlfowrvL9TRWxGRE/QcBcFhJ44Fh+WOn6UmTZpQp04dlixZwtdff02HDh2oU6fOKfMuuOAC3njjDUaPHs3y5csJDw9n4cKFdO/encjISIKCghg0aBA//PDDWWcR37ju/CiCA433F+h2FhGppEqhXkLlrpkVugENCgzgxo4xzFy7i2370s/8BhGRyqJdf7h6HETEAJb7++pxueMlMGzYMN58803eeOMNhg4dWuCcbt268cMPPxAVFcVtt912/AhwcUVFRbF16/8ao5SUFKKios7qs6RgdapXoVfsOfx3SQpHs/RsbRGphEqpXkLZ1szypEI3oAA3XRCDc2gpeRGRk7XrD39YAaP35f72QTG99tpr+fLLL1m4cCG9e/cucM7mzZupX78+d9xxB8OGDWPx4sV06tSJmTNnsnv3brKzs5k4cSKXXnrpab/rggsuYN26dWzcuJGMjAzef/99LTxUCgZ0imHf4Uy+XKFna4tIJVUK9RLKtmaWJ0FeByhtMbWrcum5kby/YAu/+1ULggMrfM8tIuKZkJAQevToQc2aNQkMDCxwzvfff8+TTz5JcHAw1atX5+2336ZBgwY8/vjj9OjRA+ccV111Ff369TvtdwUFBfH888/Tu3dvsrOzGTp0KG3atCmNP6tS69K8Lo3rVOXdeZvpF68zzCIivlKWNRNg4MCBfP/99+zevZvo6GgeffRRbr/9dl//WWdU4RtQgFsvasztbyXyTfIOrmzbwOs4IiIVVk5ODvPmzePDDz8sdM6QIUMYMmTIKeMDBw5k4MCBp4xv2rQJgIMHD56y78orr+TKK688+8A+ZGbjgV8DO51zcQXsfwAYlLcZBLQGIp1ze81sE3AAyAaynHMJZZP6zAICjMGdG/PYtFWs2r6f1g1qeB1JRKRCKOuaOXHixLMP60OV4nRg91b1iKoZxttzN3kdRUSkwkpOTqZFixb07NmTli1b+vzzAwMDSUtLO+Gh2oUZNGgQM2fOJDQ01Oc5TuNNoE9hO51zTzrn4p1z8cDDwEzn3N58U3rk7S83zecxNyZEUyUogHfmbfY6iohIhVCeauYDDzzAu+++S7Vq1XyeoyCV4gxoYIAx6MJGPPHlGtbtOEDL+uFeRxIRqXBiY2PZsGHD8e3ly5dzyy23nDCnSpUqzJ8//6w+PyYm5oRFh05nwoQJZ/UdJeGc+8HMmhRx+kCgfByKLoKaVUPo274hnyxJ5aErzqNGaLDXkURE/Fp5qplPPvkkTz755Fl9z9moFA0owE0JMTzzzTrenbeZR/udcmWUiEiF4JzDzLyOAUDbtm1JSkryOsYpnHOefr+ZVSX3TOnd+YYd8LWZOeBl59wrhbx3ODAcoFGjRqUd9QS3XNSYDxel8PHiVIZc3KRMv1tExNfKU72E8lszC1LSOlopLsGF3KXkr2rXgI8Wp3LoaJbXcUREfC40NJQ9e/Z43mCVZ8459uzZU9aX5p7samDOSZffdnXOnQ9cAYw0s24FvdE594pzLsE5lxAZGVkWWY9rF12T9tERvDNvs/4bExG/pnp59nxRRyvNGVCAwRc25uMlqXySlMqgzo29jiMi4lPR0dGkpKSwa9cur6OUa6GhoURHR3sZYQAnXX7rnEvN+73TzD4GOgHl7qnigy9szAOTlzF3wx4ubl7X6zgiImdF9bJkSlpHK1UDen6jmsQ2qME7czdzc6dG5eq0u4hISQUHB9O0aVOvY8hpmFkEcCkwON9YNSDAOXcg73UvYIxHEU/r6vYNeWzaKt6dt1kNqIj4LdVLb1WaS3ABzIxbL2rM6p8PkLj5F6/jiIhIBWJmE4G5QCszSzGz281shJmNyDftWuBr59yhfGP1gdlmthRYAHzunPuy7JIXXWhwIP0TYvhq5Q5+TjvidRwREfFDlaoBBegb35Dw0CDenqul5EVExHeccwOdcw2cc8HOuWjn3OvOuZeccy/lm/Omc27ASe/b4Jxrn/fTxjn3WNmnL7pBnRuRneN4b8EWr6OIiIgfqnQNaNWQIG5KiOGL5dvZnpbudRwRERG/0rhONX51Xj3em7+ZI5nZXscRERE/U+kaUIAhFzchxzne0VlQERGRYhvapSm7D2Ywdek2r6OIiIifqZQNaEztqvSKPYf3FmwhPUNHb0VERIqjS4s6tKofzuuzN+oxBiIiUiyVsgEFGNq1KfsOZ/LfJSleRxEREfErZsbQrk1Y/fMB5m7Y43UcERHxI5W2Ab2gSS3aRkUwfvZGcnJ09FZERKQ4+sVHUbtaCONnb/I6ioiI+JFK24AeO3r7065DzFq/2+s4IiIifiU0OJBBnRsxffUONu0+dOY3iIiIUIkbUICr2jYkMrwK42dv9DqKiIiI37nlwsYEBRhv/rjJ6ygiIuInitSAmlkfM1tjZuvN7KEC9jcysxlmtsTMlpnZlb6P6nshQQHcemFjZq7dxfqdB7yOIyIi4lfq1Qjl6nYN+TBxK/uPZHodR0RE/MAZG1AzCwReAK4AYoGBZhZ70rQ/A5Occx2AAcCLvg5aWm7u3IiQoADGz9nkdRQRERG/M7RrUw5lZDNp4Vavo4iIiB8oyhnQTsB659wG51wG8D7Q76Q5DqiR9zoC8JsHg9WpXoXrOkTx0aIU9hw86nUcERERvxIXFUGnprV5Y84mMrNzvI4jIiLlXFEa0Cgg/2HNlLyx/EYDg80sBZgG/K6gDzKz4WaWaGaJu3btOou4pWPYJc04mpXDW7qHRUREpNju7NaM1H3pfLbMb44/i4iIR3y1CNFA4E3nXDRwJfCOmZ3y2c65V5xzCc65hMjISB99dcm1qFedy2Pr89bczRw6muV1HBEREb/So1U9WtarzsszN+CcHm0mIiKFK0oDmgrE5NuOzhvL73ZgEoBzbi4QCtT1RcCyMuLS5qSlZ/KB7mEREREploAA485Lm7P65wN8v7b8XOEkIiLlT1Ea0IVASzNramYh5C4yNOWkOVuAngBm1prcBtSvKlDHxrXo1KQ2r8/eqHtYREREiqlv+4Y0iAjl5Zk/eR1FRETKsTM2oM65LOBu4CtgFbmr3a40szFm1jdv2v3AHWa2FJgI3Ob88BqcUU1W8MHhOwj6W214Og6WTfI6koiIiF8ICQrgseareCplMG50TdVREREpUFBRJjnnppG7uFD+sVH5XicDXXwbrYwtm0SbRX/BAtJzt9O2wtR7cl+36+9dLhEREX+wbBI91v5ddVRERE7LV4sQ+b/pY7DM9BPHMtNh+hhv8oiIiPiT6WOwLNVRERE5PTWgx6SlFG9cREQkHzMbb2Y7zWxFIfu7m1mamSXl/YzKt6+Pma0xs/Vm9lDZpfYh1VERESkCNaDHREQXb1xEROREbwJ9zjBnlnMuPu9nDICZBQIvAFcAscBAM4st1aSlQXVURESKQA3oMT1HQXDYCUNHrUruuIiIyBk4534A9p7FWzsB651zG5xzGcD7QD+fhisLBdTRDNVRERE5iRrQY9r1h6vHQUQMYOyvcg4PHL2dZbV7eZ1MREQqjovMbKmZfWFmbfLGooD8D6FOyRvzLyfV0b1B9Xk46w52NfW/XlpEREpPkVbBrTTa9T++Up8dyWTmv2aQ/t16Xr01weNgIiJSASwGGjvnDprZlcAnQMvifICZDQeGAzRq1Mj3CUsqXx3dt+sgH/97JnVnbeDhK1t7HExERMoLnQEtRHhoML/p0oRvkneQvG2/13FERMTPOef2O+cO5r2eBgSbWV0gFYjJNzU6b6ygz3jFOZfgnEuIjIws9cwl0SyyOle3b8g78zaz91CG13FERKScUAN6Gr+5uCnhVYJ4fsY6r6OIiIifM7NzzMzyXncitwbvARYCLc2sqZmFAAOAKd4l9Z27e7QgPTOb12dv8DqKiIiUE2pATyOiajBDLm7CFyt+Zt2OA17HERGRcszMJgJzgVZmlmJmt5vZCDMbkTflBmCFmS0FxgEDXK4s4G7gK2AVMMk5t9KLv8HXWtYP58q4Brz142bSDmd6HUdERMoBNaBnMLRrU8KCA3l+xnqvo4iISDnmnBvonGvgnAt2zkU75153zr3knHspb//zzrk2zrn2zrkLnXM/5nvvNOfcuc655s65x7z7K3zv7l+14ODRLN74caPXUUREpBxQA3oGtauFcMuFjZm6dBsbdh30Oo6IiIhfad2gBpfH1mf87I3sP6KzoCIilZ0a0CIYdkkzqgQF8ux03QsqIiJSXL/v2ZL9R7IYP1tnQUVEKjs1oEUQGV6FIRc3YcrSbaz5WfeCioiIFEdcVAS929Tn9Vkb+UUr4oqIVGpqQItoxKXNqB4SxL+/WeN1FBEREb9z3+WtOJiRxcs/aEVcEZHKTA1oEdWsGsLtlzTlq5U7WJ6S5nUcERERv9LqnHD6tm/Imz9uZOeBI17HERERj6gBLYbbuzalZtVgxuosqIiISLHde9m5ZGY7/vP9T15HERERj6gBLYbw0GBGXNqc79fsInHTXq/jiIiI+JWmdatxw/nRTJi3hW370r2OIyIiHlADWkxDLmpC3epVePKrNTjnvI4jIiLiV+65rCUAz32n52uLiFRGakCLKSwkkLt7NGf+xr3MWb/H6zgiIiJ+JapmGAM7xfBh4lY27znkdRwRESljakDPwsDOjYiqGcYTX60mJ0dnQUVERIpjZI8WBAUaY79e63UUEREpY2pAz0KVoEDu73Uuy1LS+Gz5dq/jiIiI+JV6NUIZ1rUZU5ZuY1nKPq/jiIhIGVIDepauiY+idYMaPPHlao5mZXsdR0RExK/ceWkz6lQL4R/TVmlNBRGRSkQN6FkKCDAeufI8Un5J5525m72OIyIi4lfCQ4P5/WUtmbdhLzPW7PQ6joiIlBE1oCVwSctILmlZl+e+W0/a4Uyv44iIiPiVgZ0a0bRuNf45bTVZ2TlexxERkTKgBrSEHr6iNfuPZPLiTC0nLyIiUhzBgQH8X+9WrNt5kI8Wp3gdR0REyoAa0BKKbViD6zpE88acTaT8ctjrOCIiIn6lT9w5dGhUk7Ffr+VwRpbXcUREpJSpAfWB+3udC8C/tZy8iIhIsZgZf7qyNTsPHOX1WRu9jiMiIqVMDagPNKwZxtAuTfk4KZXlKWlexxEREfErCU1q07tNfV6a+RM7DxzxOo6IiJQiNaA+8tsezalTLYRHp67UcvIiIpWQmY03s51mtqKQ/YPMbJmZLTezH82sfb59m/LGk8wssexSlx8PXdGajOwcnvhyjddRRESkFKkB9ZEaocE80LsViZt/YcrSbV7HERGRsvcm0Oc0+zcClzrn2gJ/A145aX8P51y8cy6hlPKVa03rVmNol6ZMXpTC0q37vI4jIiKlRA2oD93QMYa4qBr8c9pqLaQgIlLJOOd+APaeZv+Pzrlf8jbnAdFlEsyP3P2rFtStXoXRU1eSk6OriUREKiI1oD4UGGCMvroNP+8/woszfvI6joiIlF+3A1/k23bA12a2yMyGF/YmMxtuZolmlrhr165SD1nWwkODebBPK5Zs2ccnSalexxERkVKgBtTHEprUpl98Q16ZtYEte/RYFhEROZGZ9SC3AX0w33BX59z5wBXASDPrVtB7nXOvOOcSnHMJkZGRZZC27F1/fjTtY2ry+BerOXhUVxOJiFQ0RWpAzayPma0xs/Vm9lAhc/qbWbKZrTSz93wb0788dMV5BJrx2LRkr6OIiEg5YmbtgNeAfs65PcfGnXOpeb93Ah8DnbxJ6L2AAGP01bHsPHCUF2as9zqOiIj42BkbUDMLBF4g96hsLDDQzGJPmtMSeBjo4pxrA9xbCln9RoOIMEb2aM5XK3cwZ/1ur+OIiEg5YGaNgP8Ctzjn1uYbr2Zm4cdeA72AAlfSrSw6NKrFdedH8fqsjWzafcjrOCIi4kNFOQPaCVjvnNvgnMsA3gf6nTTnDuCFY4sr5B3BrdSGXdKMmNphzJz8Au7pNjC6JjwdB8ugKt1IAAAgAElEQVQmeR1NRERKgZlNBOYCrcwsxcxuN7MRZjYib8oooA7w4kmPW6kPzDazpcAC4HPn3Jdl/geUMw/1OY/gQOPr95/DPR2nOioiUkEEFWFOFLA133YK0PmkOecCmNkcIBAYXVDxzFtYYThAo0aNziav3wgNDuTFtj/RfN7z2JGM3MG0rTD1ntzX7fp7F05ERHzOOTfwDPuHAcMKGN8AtD/1HZVbvRqhPBe3ngtXjsVMdVREpKLw1SJEQUBLoDswEHjVzGqePKkyLJ6QX9vVz1L1WNE8JjMdpo/xJpCIiIgf6ZH6H9VREZEKpigNaCoQk287Om8svxRginMu0zm3EVhLbkNauaWlFG9cREREjrO0Qh7FojoqIuK3itKALgRamllTMwsBBgBTTprzCblnPzGzuuRekrvBhzn9U0QhzxgvbFxERET+R3VURKTCOWMD6pzLAu4GvgJWAZOccyvNbIyZ9c2b9hWwx8ySgRnAA/mXl6+0eo6C4LAThlxQWO64iIiInF5BdTRYdVRExJ8VZREinHPTgGknjY3K99oB9+X9yDHHFkiYPgaXlkKqq8PCmLu5VgsniIiInNnJdTSnDpta309X1VEREb9VpAZUSqBdf2jXHwNe/Hg5HyzcSsvUNOKiIrxOJiIiUv7l1VGc44FX57NyWRrfXn6EeuGhXicTEZGz4KtVcKUIHux9HrWqhvDgR8vIzM7xOo6IiIjfMDP+fm0cR7JyGD1lpddxRETkLKkBLUMRVYP5+zVtWLltP6/8oDWaREREiqN5ZHXuvawl05b/zLTl272OIyIiZ0ENaBnrE9eAq9o24Nlv17F+5wGv44iIiPiV4Zc0o21UBKM+XcEvhzLO/AYRESlX1IB6YHTfNlSrEsgDk5eRneO8jiMiIuI3ggIDeOKGduw7nMmYz5K9jiMiIsWkBtQDkeFVGN23DUu27OONORu9jiMiIuJXWjeowcgeLfh4SSrTV+3wOo6IiBSDGlCP9G3fkMta1+PJr9awcfchr+OIiIj4lZE9WtCqfjiPfLyctPRMr+OIiEgRqQH1iJnx92vaEhIUwIMfLSNHl+KKiIgUWUhQAE/e2I5dB47yj89XeR1HRESKSA2oh86JCOUvV8WyYONexutSXBERkWJpF12T4d2a80HiVl2KKyLiJ9SAeuzGhGgua12fJ75cw5qftSquiIhIcfzh8pacd044D360jD0Hj3odR0REzkANqMfMjMevb0uNsCDu/SCJo1nZXkcSERHxG1WCAnlmQDz707N4+L/LcU63tIiIlGdqQMuButWr8Ph17Vi1fT///mat13FERET8ynnn1OD/+rTi6+QdfJiY4nUcERE5DTWg5cRlsfUZ2CmGV37YwPwNe7yOIyIixWRm481sp5mtKGS/mdk4M1tvZsvM7Px8+4aY2bq8nyFll7riGNqlKRc1q8OjU1eyZc9hr+OIiEgh1ICWI3++KpZGtaty36SlHDiiJeVFRPzMm0Cf0+y/AmiZ9zMc+A+AmdUG/gp0BjoBfzWzWqWatAIKCDCe6t+eADPum5REtlaXFxEpl9SAliPVqgTx7/7xbE9LZ9SnK72OIyIixeCc+wHYe5op/YC3Xa55QE0zawD0Br5xzu11zv0CfMPpG1kpRFTNMMZc04bEzb/w4oz1XscREZECqAEtZzo2rsU9PVvy8ZJUJi/SfSwiIhVIFLA133ZK3lhh43IWromPom/7hjz97VoWbjrd8QAREfGCGtBy6He/asmFzWrzl09WsH7nQa/jiIhIOWFmw80s0cwSd+3a5XWccsnMeOzaOGJqV+WeiUv45VCG15FERCQfNaDlUGCA8eyADoSFBHL3e4s5kqlHs4iIVACpQEy+7ei8scLGT+Gce8U5l+CcS4iMjCy1oP4uPDSYF24+nz0HM/jjh0v1aBYRkXJEDWg5Vb9GKGP7t2f1zwf422fJXscREZGSmwLcmrca7oVAmnNuO/AV0MvMauUtPtQrb0xKIC4qgoevPI/pq3cyfs4mr+OIiEgeNaDlWI9W9bizWzMmzN/C58u2ex1HREROw8wmAnOBVmaWYma3m9kIMxuRN2UasAFYD7wK/BbAObcX+BuwMO9nTN6YlNBtFzfh8tj6PP7FKpal7PM6joiIAObVZSkJCQkuMTHRk+/2J5nZOdz40lx+2nmQz+7pSuM61byOJCJSIZnZIudcgtc5ikp1tGj2Hc7gymdnERQYwNTfdSUiLNjrSCIiFVJR66jOgJZzwYEBPDewAwEBxp3vLCI9Q/eDioiIFFXNqiE8d/P5bNuXzn0fJJGj54OKiHhKDagfiKldlWcHxLNmxwE+fGMs7uk4GF0Tno6DZZO8jiciIlKudWxci7/8Opbpq3fy9QfP5dZP1VEREU8EeR1AiqZ7q3r8p91PdFv9JGZ5S8qnbYWp9+S+btffu3AiIiLl3K0XNSZgxYd0W/0EqI6KiHhGZ0D9SO+fX6GqnfQ8s8x0mD7Gm0AiIiJ+wswYdPBN1VEREY+pAfUjlpZS8I7CxkVEROS4gP0FPl5VdVREpAypAfUnEdHFGxcREZH/UR0VEfGcGlB/0nMUBIedMJRhVXA9R3kUSERExI8UUEczA0Jzx0VEpEyoAfUn7frD1eMgIgYw9lc5hz8evZ1X93X0OpmIiEj5l6+OOoy9QfW5/8hQvgrs5nUyEZFKQ6vg+pt2/Y+v1Fc9x5E9cQn//GI1zSOr07N1fY/DiYiIlHN5ddSAqpnZbH55Ln/4IIkPR1xEm4YRXqcTEanwdAbUjwUEGE/d2J64hhHcM3EJq3/e73UkERERvxEaHMirtyZQIzSYO95KZOeBI15HEhGp8NSA+rmwkNziWa1KEMPeSmT3waNeRxIREfEb9WqE8tqQBPYezuDOdxZxJDPb60giIhWaGtAK4JyI3OK568BRhr2VSHqGiqeIiEhRxUVF8HT/eJZs2cf9k5aSk+O8jiQiUmGpAa0g2kXXZNzADixL2cfvJi4mKzvH60giIiJ+44q2DXjkyvP4fPl2Hpu2yus4IiIVVpEaUDPrY2ZrzGy9mT10mnnXm5kzswTfRZSi6t3mHB7t24ZvV+3kr1NW4pyO4IqIiBTVHZc047aLm/D67I28NmuD13FERCqkM66Ca2aBwAvA5UAKsNDMpjjnkk+aFw78HphfGkGlaG65qAnb0o7wn+9/omHNMEb2aOF1JBEREb9gZvzl17Hs2H+Ev3++inMiQvl1u4ZexxIRqVCKcga0E7DeObfBOZcBvA/0K2De34B/AVpCzmMP9GrFNfENefKrNXy0KMXrOCIiIn4jMMB4+qZ4EhrX4r4PljJ/wx6vI4mIVChFaUCjgK35tlPyxo4zs/OBGOfc56f7IDMbbmaJZpa4a9euYoeVogkIMJ64oT1dWtThwY+W8d3qHV5HEhER8RuhwYG8NiSBmNphDHs7kZXb0ryOJCJSYZR4ESIzCwD+Ddx/prnOuVeccwnOuYTIyMiSfrWcRkhQAC8N7kjrBjW4693FzP1JR3BFRESKqmbVEN4a2onwKkHc+voCftp10OtIIiIVQlEa0FQgJt92dN7YMeFAHPC9mW0CLgSmaCEi74WHBvPW0E40ql2VYW8tJGnrPq8jiYhUWGdasM/MnjazpLyftWa2L9++7Hz7ppRtcilMdK2qvDusM2Yw+LX5pPxy2OtIIiJ+rygN6EKgpZk1NbMQYABwvDg659Kcc3Wdc02cc02AeUBf51xiqSSWYqldLYR3h3WmTvUqDBm/gNU/7/c6kohIhZNvwb4rgFhgoJnF5p/jnPuDcy7eORcPPAf8N9/u9GP7nHN9yyy4nFGzyOq8PbQzh45mMfi1+ew8oKUuRERK4owNqHMuC7gb+ApYBUxyzq00szFmpiLpB+rXCGXCsM6EBgcw+LUFbNp9yOtIIiIVTVEX7DtmIDCxTJJJicU2rMEbv+nEzgNHueW1Bew7nOF1JBERv1Wke0Cdc9Occ+c655o75x7LGxvlnDvlMiHnXHed/Sx/YmpX5d3bO5PjHINem8/WvbqMSETEh864YN8xZtYYaAp8l284NG+Rvnlmdk1hX6LF/LzTsXEtXr01gY27DzFk/ALS0jO9jiQi4pdKvAiR+I+W9cN5e2gnDhzJZMAr89SEioh4YwAw2TmXnW+ssXMuAbgZeMbMmhf0Ri3m560uLery4qDzSd6+n1tfn68mVETkLKgBrWTioiJ4744LOXg0S02oiIjvnGnBvvwGcNLlt8651LzfG4DvgQ6+jyi+cFlsfV4c1JHk7fu55fX5pB1WEyoiUhxqQCuhuKgIJgzrzKGMLF574V9kjW0Do2vC03GwbJLX8URE/NFpF+w7xszOA2oBc/ON1TKzKnmv6wJdgOQySS1n5fLY+rw0uCOrtx/g1RceJ+ffqqMiIkUV5HUA8UZcVARTL91G3RkvEnQgbzGFtK0w9Z7c1+36exdORMTPOOeyzOzYgn2BwPhjC/YBifnWTBgAvO+cc/ne3hp42cxyyD0w/LhzTg1oOdezdX0+viSFpnPHEWCqoyIiRaUGtBKLWfwUcNJKfpnpMH2MCqeISDE556YB004aG3XS9ugC3vcj0LZUw0mpaLPqWTDVURGR4tAluJVZWkrxxkVEROR/VEdFRIpNDWhlFhFd4PDRag3KOIiIiIgfKqSOZlZvWMZBRET8hxrQyqznKAgOO2HoCFV4ZP91fLd6h0ehRERE/EQBdTSdEEYfup4VqWkehRIRKd/UgFZm7frD1eMgIgYwiIgh66pnWFf/Coa/vYhPlhT2BAEREREpqI7uv3ws31fpwcBX5jF/wx6vE4qIlDt24kJ8ZSchIcElJiZ68t1yegeOZHLH24nM27CXh684j+HdmmFmXscSESlVZrbIOZfgdY6iUh0tv7anpTP4tfls/SWdp/vHc1U73doiIhVfUeuozoDKKcJDg3nzN524ql0D/vnFakZ9upKs7ByvY4mIiPiFBhFhTB5xMW2jIhj53mJe/WEDXh3wFxEpb9SASoFCgwN5bkAH7uzWjHfmbebOdxZxOCPL61giIiJ+oVa1ECYM68xVbRvw2LRV/HXKSrJz1ISKiKgBlUIFBBgPX9mav/Vrw4w1O7np5XnsPHDE61giIiJ+ITQ4kOcGdmB4t2a8PXczd76TqIO5IlLpqQGVM7rloia8emsC63ce5NoXfmTV9v1eRxIREfELAQHGI3kHc79bnXswd3tautexREQ8owZUiqRn6/p8cOeFZOXkcN2LP/LF8u1eRxIREfEbxw7mbth1kL7Pz2HR5l+8jiQi4gk1oFJk7aJrMvXurpzXIJy7Jizm6W/WkqP7WURERIqkZ+v6fDyyC1VDAhn4yjwmJW71OpKISJlTAyrFUq9GKBPvuJAbOkbz7PR13DVhEYeO6n4WERGRoji3fjifjuxCp6a1+b/Jy3h0qlaaF5HKRQ2oFFtocCBP3tCOv/w6lm+Sd3Ddiz+yec8hr2OJiIj4hZpVQ3jzNxcwtEtT3piziSFvLGDvoQyvY4mIlAk1oHJWzIzbuzblraGd+Hn/EX793Gy+XPGz17FERET8QlBgAKOujuWJG9qxcOMv/HrcLN0XKiKVghpQKZFLWkby2e+60rRuNUa8u4iP33oa93QbGF0Tno6DZZO8jigiIlJu9U+I4aO7LiYw0Ljp5bnM+PAF3NNxqqMiUmGpAZUSi6ldlQ9HXMRTrdbQe8M/sLQUwEHaVph6j4qniIjIabSNjuCzuy/hwahldF4xGkvbiuqoiFRUakDFJ6oEBXLDvvFUtZPuYclMh+ljvAklIiLiJyKqBjMs413VURGp8NSAiu+kpRQ47AoZFxGpSMysj5mtMbP1ZvZQAftvM7NdZpaU9zMs374hZrYu72dI2SaX8sJUR0WkElADKr4TEV3g8E6ry+qf95dxGBGRsmNmgcALwBVALDDQzGILmPqBcy4+7+e1vPfWBv4KdAY6AX81s1plFF3Kk0Lq6O7ASLanpZdxGBGR0qEGVHyn5ygIDjthKDswlHEMpO/zcxg/eyM5Oc6jcCIipaoTsN45t8E5lwG8D/Qr4nt7A9845/Y6534BvgH6lFJOKc8KqKNZgaH8K7M/fZ6ZxefLtnsUTETEd9SAiu+06w9Xj4OIGMAgIobAfs/xh/v/zCUt6jLms2SGvLFAR3FFpCKKArbm207JGzvZ9Wa2zMwmm1lMMd8rFV0BdTSo33OMvOcRmtSpysj3FvPHD5ey/0im10lFRM5akNcBpIJp1z/3J5+6wGtDEnh3/hYe+zyZXv/+gT//ujX9E2IwM29yioiUvanAROfcUTO7E3gL+FVxPsDMhgPDARo1auT7hOK9AupoU2DyXRczbvo6XpixntnrdvPP69rS47x63mQUESkBnQGVMmFm3HJhY766txuxDWvw4EfLuXX8AlL36WyoiFQIqUBMvu3ovLHjnHN7nHNH8zZfAzoW9b35PuMV51yCcy4hMjLSJ8HFPwQHBnB/r1Z8/Nsu1AgL4jdvLuT+SUtJO6yzoSLiX9SASplqXKcaE++4kL/1a8Oizb/Q698zeXfeZt0bKiL+biHQ0syamlkIMACYkn+CmTXIt9kXWJX3+iugl5nVylt8qFfemMgp2sfUZOrvuvK7X7Xgk6RULn96Jt8k7/A6lohIkakBlTIXEGDcclETvrq3G/GNavLnT1Yw4NV5rNtxwOtoIiJnxTmXBdxNbuO4CpjknFtpZmPMrG/etHvMbKWZLQXuAW7Le+9e4G/kNrELgTF5YyIFqhIUyP29WvHpyC7UrhbCHW8nMnLCYn5OO+J1NBGRMzLnvDnzlJCQ4BITEz35bik/nHN8sHAr//xiNYeOZjG8WzN+96uWhIUEeh1NRCoZM1vknEvwOkdRqY4KQEZWDi/P/InnZqwnJDCA+y4/l1svakxQoM4xiEjZKmod1f+dxFNmxoBOjfju/kvpFx/Fi9//xOVPz+S71bqcSERE5ExCggL4Xc+WfPOHbnRsXIsxnyXT74U5JG3d53U0EZEC6QyolCvzN+zhz5+sYN3Og/RuU59/tFhNnXmPQ1pK7gO6e446ZXVAERFf0BlQ8XfOOaYt/5kxn61k54Gj3NypEQ9HL6f67H+ojopIqStqHS3SY1jMrA/wLBAIvOace/yk/fcBw4AsYBcw1Dm3udippdLr3KwOn99zCa/P3sj678YTtv4VsIzcnWlbYeo9ua9VPEVERE5gZlzVrgHdzq3L09+sY++8dwhc+hqgOioi5ccZL8E1s0DgBeAKIBYYaGaxJ01bAiQ459oBk4EnfB1UKo+QoADu6t6cf0V8QtVjzecxmekwfYw3wURERPxAeGgwo66O5clanxKG6qiIlC9FuQe0E7DeObfBOZcBvA/0yz/BOTfDOXc4b3Meuc8wEymRoAMFPgYPl5ZSxklERET8T/DBbQWOq46KiJeK0oBGAVvzbafkjRXmduCLgnaY2XAzSzSzxF27dhU9pVROEQUfx0jNqcPtby4kedv+Mg4kIiLiRwqro64Of/xwKVv3Hi5wv4hIafLpKrhmNhhIAJ4saL9z7hXnXIJzLiEyMtKXXy0VUc9REBx2wpALCiO5zb0s3LSXq56bxT0Tl7Bp9yGPAoqIiJRjhdTRhc3uZsrSbfxq7PeMnrKSXQeOehRQRCqjoixClArE5NuOzhs7gZldBvwJuNQ5p/+TSckdWyBh+pjjq/dZz1H0atefWYczefmHn3hjziamLd9O/wti+H3PltSvEeptZhERkfKikDp6bbv+XJiWzrjp63hn3mYmJW5laJemDL+0GTVCg73NLCIV3hkfw2JmQcBaoCe5jedC4Gbn3Mp8czqQu/hQH+fcuqJ8sZaPF1/YeeAIz3+3nokLthBgxs2dG3Fnt+acE6FGVESKR49hkcpow66DjP1mLZ8v205EWDBDuzTlti5NiAhTIyoixVPUOlqk54Ca2ZXAM+Q+hmW8c+4xMxsDJDrnppjZt0BbYHveW7Y45/qe7jNVOMWXtuw5zLjv1vHxklQCzbgxIZq7ujcnulZVr6OJiJ9QAyqV2YrUNJ75di3frtpJeJUghlzchKFdm1K7WojX0UTET/i0AS0NKpxSGrbuPcx/Zv7Eh4lbcQ6uOz+K33ZvQZO61byOJiLlnBpQEVi5LY0XZqznixU/ExYcyOALGzPskqbUC9eVRSJyempApVLbnpbOyzM3MHHBFjKzc7iibQOGdW1Kh0a1YNmkE+6HoecoPZBbRNSAiuSzbscBnp+xnqlLtxEcGMD1HaO5vWtTmkdWVx0VkQKpARUh9x7R12dv5L35WzhwJIt76y3h7kPPEZR95H+TgsPg6nEqniKVnBpQkVNt3H2Il2f+xH+XpJKRlcOfopcz9JdnCMxO/98k1VERQQ2oyAkOHs1i0sKtXDn9cs5xBTyDNiIG/rCi7IOJSLmhBlSkcLsOHOXdeZu5ac4VNGT3qRNUR0UqvaLWUZ8+B1SkvKpeJYihXZtS3xVQNAGXllLGiURERPxHZHgV/nD5uTRgT4H7VUdFpKjUgEqlYhHRBY6n5tRh0Gvz+GL5djKzc8o4lYiIiH8orI5uc3UY8c4i5qzfjVdX14mIf1ADKpVLz1G596rk44LCSI69l027D3PXhMV0/dd3PP3NWrbtSy/kQ0RERCqpAupoTlAYic3vZv7GPQx6bT49x87k9dkb+eVQhkchRaQ80z2gUvkUsnpfdo5jxuqdvDt/MzPX5t4n2rVFXW7oGE3vNucQGhzocXARKU26B1SkiAqpo0cys/lixXbembuZxVv2ERxoXNa6PjcmRNOtZSRBgTrvIVKRaREikRLYuvcwkxelMHlRCqn70gkPDeLq9g25oWM0HWJqYmZeRxQRHytpA2pmfYBngUDgNefc4yftvw8YBmQBu4ChzrnNefuygeV5U7c45/qe6ftUR6U8W7V9P5MXpfDJklT2HMogMrwK13WI4oaO0bSsH+51PBEpBWpARXwgJ8cxb+MeJiemMG3Fdo5k5tA8shrXxEdxdfuGNKlbTc9DE6kgStKAmlkgsBa4HEgBFgIDnXPJ+eb0AOY75w6b2V1Ad+fcTXn7DjrnqhfnO1VHxR9kZOUwY81OJi9KYcbqnWTlONrH1KRf+4Zc1a4B9WuEqo6KVBBqQEV87MCRTKYt385Hi1JZsGkvAHfXWczv058nOEfPFRXxdyVsQC8CRjvneudtPwzgnPtnIfM7AM8757rkbasBlQpv98GjfLIklf8uTiV5+37M4L76S7lr/7MEqY6K+L2i1tGgsggjUhGEhwZz0wWNuOmCRmzbl8605dvpO+P3JzafAJnpuUdyVThFKpMoYGu+7RSg82nm3w58kW871MwSyb0893Hn3CcFvcnMhgPDARo1alSiwCJlrW71Kgy7pBnDLmnG+p0H+WzZNm6c83uCnOqoSGWiu8FFzkLDmmEMu6QZ9XIKfq5oTloK//n+J37adbCMk4lIeWdmg4EE4Ml8w43zjhrfDDxjZs0Leq9z7hXnXIJzLiEyMrIM0oqUjhb1qnPvZeee9vnc78zdxPY0rUgvUtHoDKhISUREQ9rWU4Z3B9TlX1+u5l9frqZ5ZDV6tTmHXrH1aR9dk4AALWAkUgGlAjH5tqPzxk5gZpcBfwIudc4dPTbunEvN+73BzL4HOgA/lWZgkfLACqmjO6wuf/l0JX/5dCXtoiPoFVufXm3OoWW96loIUMTP6R5QkZJYNgmm3pN7udAxefeupDa6mm+Td/B18s/M37CXrBxHvfAqdG8VyaXn1qNri7pEVA32LruInKCE94AGkbsIUU9yG8+FwM3OuZX55nQAJgN9nHPr8o3XAg47546aWV1gLtAv/wJGBVEdlQrhNHV0/TlX8nXyz3yTvIMlW/YB0LhOVXq0qsel50ZyYbM6hIXoEWki5YUWIRIpK0VYvS/tcCYz1uzkm+QdzFq3i/1Hsggw6NCoFt3PjeTSVpHENYzIPTuq1QBFPOGDx7BcCTxD7mNYxjvnHjOzMUCic26KmX0LtAW2571li3Our5ldDLwM5JB7a8wzzrnXz/R9qqNSYRSh7u3Yf4RvV+3g2+QdzN2whyOZOYQEBdC5aW0uPTeS7q0iaR6Zd3ZUdVTEE2pARcqprOwclqbs4/s1u5i5dhfLUtIAqF0thHvrLeHmnWMJytZqgCJlraQNaFlTHZX/b+/eg+M66zOOf397k1Z3yxdJlmyFuIkNcRwSp0m5FAohqbmVFlLutH/QMh2ggdBppymXpJRyy0AoA5lOSGgHCgSGlKkHxoSQBJgkTuLYudqxE0/wRYkt2bKtu7S3t3+cI1mOdhUdebVnj/R8ZjS7e3T21et3Ej367Xnf9yxV49k8Ow6c4Ld+jj7b5+230NmS5u9X7uLqF25UjoqEQAWoSEQcH57gvmeP89tnjvGPT7+L1czckCHX2EXiH3YXebeIlIsKUJFoev7UGL975hi/2dfH9fvfw2qbmaP5pi7in1KOiiwkFaAiEeRuaMGY+f9kwRl/Uv8zXnXuci4/t5VLu1tZ05rWRgwiZaQCVCT6ZsvRN7ds5VXrlnP5y1q5pHsZbU21IfRQZPHSfUBFIqjUboCj6XbWtzey7akj/PgR7/srGmq4ZG0Lm7uXsbl7GRs7m6lNFtmMQWthRERkiSiVo8O1baxqquHHOw7z3w8cALwpu5MZurl7GRvaG0nEi9yhUDkqUlYqQEWqyRWfK7obYMNbPs93Nl1KvuB4tm+InQdPsvPgSXYdPMmv9vR6p8WNjZ3NbF67jFeubeHCzmbWPv8LbHp7A4e99kHhKSIii0+JHG1667/x/U2Xk8kV2HNkcCpDH/p9P1sffwGAdDLORWua2dy9jIu6WtjU1ULbwa3KUZEy0xRckWoT8JPW48MT7Dp4kp2HvDB9vGeATK4AwAO11xRdU0rzGrj2qYX6F4hEkvas5P8AABAjSURBVKbgiiwSAXLUOccLA+NTBemuQyfZ/cIg+YL39/H22mvoUI6KzInWgIosUZlcgWd6h3iiZ4D3bdtUfC0Mxlcu387L25tY397IupUNpBJFph2JLCEqQEUEYCyTZ8+RAZ7sGeCv77q4aI46jJte/RDr25vY0NHIOcvrice0L4MsbVoDKrJEpRIxNnY2s7GzGR4ovhbmWGwF373v92TzXqgmYsa6lQ2sb29kQ0cjG9ob2dDeREdz7cyNjrQWRkREFrF0Ks7m7lY2d7fCw8VztM9W8K179+NfKKUmEeP8tkYvR/0MXd/eyMrGmpk/QDkqS5wKUJHFrMRamLa3f5E9F2zhuWMj7D06yN6jQ+w76q0tnVwLA9BYm2B9m3eFdN2qel49eg+veOSzxHJaCyMiIkvAbDn68i082zvM3qOD7Ds6xN6jQ/xm3zF+urNn6tQVDSnOW9XIulX1rFvZwB8N38P6HZ9WjsqSpim4IotdwE9aB8ayPNPrBeneI4M82zvMc8eHOT6c4b7UNXTFZq6FGUl38Oz7H+Sc5XU0p5O6PYxEkqbgikhR89ibYbIg3XtkkP3HhtnfN8zQeK5kjo6mV/PcBx/knBX1NNTo+pBEk9aAikhZnRrN0PzVVSXvr3buxA8A76pp9/I61rbWsba1nrWtdVOvO5prtcW9VC0VoCKyUJxzHB/OsOJrbS+Zo631KT9Dvfxc01pHd2sda5fX0dZYS6zYWlPlqFQBrQEVkbJqqUt5oVZkLUy+cTW3vHszh06McujEKAf7R9l7ZIi79vROrTMFb61p57I0a1vr6FqWZnVzmsuG7+bSJ24gntd0JBERWZzMzFsPOkuO3nz1JRzsH/WzdIRHD5/kF08emdqRF7x9Htb4Odq5LM3qljSXDd3NxY9drxyVyFABKiJzV2ItTPKqG7jqgvYZp+cLjqOD4xzsH+GwX5hOFqlPHxn0p/XeSDw2duYbs2P0b/00Nx/aSEdzLZ0taVY11bKqsYZVTTXUJOKz91OfBIuISDWaJUffcmHHjNOz+QIvnBo7Iz8P+c8fPXyKU6NZ7kt9tUSOfoZbei5kdUuajuZa2ppqWdVUw4qGGpLFZiNNpxyVBaQCVETmbjJ85hhK8ZjR2ZKmsyUN62Z+fzybp+bf+4u+d1nuGD986BBj2fyM77XUJb1itNEL01WNXnHa1lTLhmPbeNn2fynvBg8KYhERKYeAOZqMx+heXk/38vqi3x+ZyFH3pVI52sd/3X+ATL5wxnEzWF6fYqWfnZP56eVpDeuP/ZLu+69TjsqC0RpQEQnXTRuLTkeieQ3uk08yMJbl+VNj9A1O0Dc07j9O0Ds4Tt/QBMeGvOOTU31LbfBwPL6KL2/4KcvrUyxvSNFaX8Py+hSt/teKhhrSqSJXVp/4SdFPq3n7NxWei4zWgIpIJM2So4VPPEn/SIYjA16O9k7L0WND4/T62Xp8ODM11Xe2HL3x5Xf4GXpmlk4eKzpDSTm6ZGgNqIhEQ4npSFzxOcyMlroULXUpLlhdugnnHCdHs/QNjdP5n8U/CW7NH+P+/cfpH8mQyRWKnpNOxmmtT7GsPklLOkVzOskXDnyGZdmZU5syv7qBvjVvo6UuRX0qHmznX30SLCIi5TJLjsZi3trTovcjnSZfcJwYydA7OE7nd0rn6L37+jgxkiFXKH4Bq6Em4eVoXZKmdJKWuhSff650jvZ3v53mdJJ0Ujm6lKgAFZFwBZyOVIyZTV3JLLXBQ6y5i+3XXoFzjuGJHCdGMvSPZDgxnKF/ZGLq+YmRDCdHMwyMZTkyMEZztq/oz0wMvcBrv3Kv9zxmXtCmvcBtrE3QWJugoSZBQ02ShtoEjTXesfP7tnHRo58jnh/3Gho4jNt6Dc5B7KIqmtqkcBcRiYYy5Gh8eqE6S44+fO2bcM4xOJajf2RiKkv7hzOcmMzSkQynRrOcGsvSc3L2HH3Vl+4BIBWP0ZRO0pxO0JxO0lh7OjsbahLe89okjTUJzuvbxqZdn1WORpim4IrI4lLuqT4lpjaN1a1m6xvuZGAsy8BYllOj2annwxM5hsZzDI/nGJ7wviaVmtrUU1jBVXx7KmjrUwnSqTh1/lc6mTj9fOoxwfm929j8xPUkJoMYKCTSDL7pa9hF76YuFX/pzSZebCGmS5U7iBcg2DUFV0SEiuXoaHo1//eGO8/Iz4Ex7wPg4fEcQxOnc3Q0c3o/iNlydIvdPC1HJ/PSz9Pk6eycnqfn927j4sdn5ujQlX6OJuPFbyE3G+Xo7OfNpQA1sy3AfwBx4Fbn3Jdf9P0a4HvAZqAfeI9z7sBsbSo4RWTBlPOXahlCpFBwjGS8EG2/qaPoPeAcxhf/8AGGJ3IMjucY9QN3LJv3HjN5RjPesYlpU4hnC+LXZr7pdTdu1CTi1CZj1CTi1PiP3usYtck4NYnTx67b95csy/bOaHMk3cGv//TuqTZqE3FSiRipeIxkwkjGveepRIxkPEYy7h/bcwexn5cxiBdoPVE5CtCzyUszuw74MJAHrnHO3Tnbz1KOisiCqbIczRfc1Ae6q79ROke/cOkDfvGaZWTCz85sblqOeo/TN2aaS46m4rEZ2Tk9V1/8eN2+q2kpkaN3b7nHf7+Xv1M5Oj03p7LVP7Z7ceXoSxagZhYHngGuBHqAHcD7nHN7pp3zUWCTc+7vzOy9wF84594zW7sKThGJjHIG8SybRXDtU3NqIl9wXmE6kWPl19tLBvFtV+zywzfPRLbAeO7Mx4lpj+PTHh/IvIvYS9woPYhS4X7UVvKBhltJxr0gTk4GcCJGaloIT4ZyIhYjETc++eQ7ac4cnfmDAoxhMWdbgJ5NXprZK4AfAZcBq4FfA+c752ZuA+1TjopIZFRZjubyBUazXjG6apYcvfWNuxj1i1gvL0tn5/TH7ZmrK5ajH2y8bVrRaqezNB4jlbCp4jbhZ2k8Fn6OzmUN6GXAfufcc37DtwPvAPZMO+cdwA3+858C3zIzc2HN7xURKadN7y7fuo1ZNouYq3jM/PWliZJrday5i7/543Pn18ebirdZaOrk7r96PeNZ7yrseDZPNu/I5gpk8wUy+QKZXME7lj99rPM3xTe0aHPH2dDeRMY/N5svkM05xsayfjt+G7kC2YIjly+Qyzs+Sy8U26tioGd+/97ymXde+sdvd85NAL83s/1+e9sr1HcRkYVTZTmaiMdoisdoqk3OmqN/+7ry5+ivP3Q6RyeyeT8D3VTeTWWin6eZfIHO35bO0fPbGsjkTuduNl9gJJOfmaN5R65QHTk6lwK0E5g+gj3A5aXOcc7lzGwAWA7MLNVFRJayMmwWcYYyBPFc20xceT3rVjYEb+/R0uH+7Q9cEry9EsFOc1fwtsrrbPKyE3jwRe/tXLiuiohEVMRz9A9WzSNHHyudozd/YHPw9kLO0YrugmtmHwE+ArB27dpK/mgRkepRzk+Cyx3EC9FmucN9If5YiAjlqIgIylGIdI7OpQB9Hlgz7XWXf6zYOT1mlgCa8TZXOINz7hbgFvDWrsynwyIi8iLlDOKFaLPcQbwQfyyUx9nk5VzeqxwVEVkIytGK5uhcNiFK4G2qcAVeGO4A3u+c2z3tnI8BF07bVOGdzrlZ/wXaPEFERKpJGTYhmndemtkFwA85vQnR3cB52oRIRESiomybEPlrVD4O3Im3rfx3nXO7zezzwCPOua3AbcD3/U0TTgDvPbvui4iIRMvZ5KV/3k/wNizKAR+brfgUERGJqjndB3Qh6JNbERGpJuW4D2glKUdFRKSazDVHY5XojIiIiIiIiIgKUBEREREREakIFaAiIiIiIiJSESpARUREREREpCJC24TIzI4BB8vU3ArgeJnaWio0ZsFpzILTmAWj8QqunGPW7ZxbWaa2FpxyNHQas+A0ZsFovILTmAVX8RwNrQAtJzN7JEo7F1YDjVlwGrPgNGbBaLyC05iVh8YxOI1ZcBqzYDRewWnMggtjzDQFV0RERERERCpCBaiIiIiIiIhUxGIpQG8JuwMRpDELTmMWnMYsGI1XcBqz8tA4BqcxC05jFozGKziNWXAVH7NFsQZUREREREREqt9iuQIqIiIiIiIiVU4FqIiIiIiIiFRE5AtQM9tiZvvMbL+Z/XPY/al2ZvZdM+szs6fC7ksUmNkaM7vXzPaY2W4z+0TYfap2ZlZrZg+b2eP+mP1r2H2KCjOLm9mjZvbzsPsSBWZ2wMyeNLPHzOyRsPsTVcrRYJSjwShHg1OOzo8yNLiwcjTSa0DNLA48A1wJ9AA7gPc55/aE2rEqZmavA4aB7znnNobdn2pnZh1Ah3Nul5k1AjuBP9d/Y6WZmQH1zrlhM0sC9wGfcM49GHLXqp6ZfQq4FGhyzr0t7P5UOzM7AFzqnNNNx+dJORqccjQY5WhwytH5UYYGF1aORv0K6GXAfufcc865DHA78I6Q+1TVnHO/A06E3Y+ocM4dcc7t8p8PAU8DneH2qro5z7D/Mul/RfeTrgoxsy7grcCtYfdFlhTlaEDK0WCUo8EpR4NThkZL1AvQTuDwtNc96JeaLBAzOwe4GHgo3J5UP38azGNAH3CXc05j9tK+AfwTUAi7IxHigF+Z2U4z+0jYnYko5ahUjHJ07pSjgSlD5yeUHI16ASpSEWbWANwBfNI5Nxh2f6qdcy7vnHsl0AVcZmaapjYLM3sb0Oec2xl2XyLmtc65S4A3Ax/zp0aKSBVSjgajHJ07ZehZCSVHo16APg+smfa6yz8mUjb++os7gB845/437P5EiXPuFHAvsCXsvlS51wB/5q/FuB14o5n9T7hdqn7Ouef9xz7gZ3jTSSUY5agsOOXo/ClH50QZOk9h5WjUC9AdwHlm9jIzSwHvBbaG3CdZRPyNAG4DnnbOfT3s/kSBma00sxb/eRpvc5O94faqujnnrnPOdTnnzsH7PXaPc+6DIXerqplZvb+hCWZWD1wFaFfS4JSjsqCUo8EpR4NRhs5PmDka6QLUOZcDPg7cibeo/SfOud3h9qq6mdmPgO3AejPrMbMPh92nKvca4EN4n6Y95n+9JexOVbkO4F4zewLvj9u7nHPaEl3KrQ24z8weBx4GfuGc+2XIfYoc5WhwytHAlKPBKUelEkLL0UjfhkVERERERESiI9JXQEVERERERCQ6VICKiIiIiIhIRagAFRERERERkYpQASoiIiIiIiIVoQJUREREREREKkIFqEhEmVmLmX007H6IiIhEkXJUJBwqQEWiqwVQcIqIiMyPclQkBCpARaLry8A6/6beN4bdGRERkYhRjoqEwJxzYfdBRObBzM4Bfu6c2xhyV0RERCJHOSoSDl0BFRERERERkYpQASoiIiIiIiIVoQJUJLqGgMawOyEiIhJRylGREKgAFYko51w/cL+ZPaXNE0RERIJRjoqEQ5sQiYiIiIiISEXoCqiIiIiIiIhUhApQERERERERqQgVoCIiIiIiIlIRKkBFRERERESkIlSAioiIiIiISEWoABUREREREZGKUAEqIiIiIiIiFfH/vXc9lFHRzFEAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -137,7 +137,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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XUURESpeIqMKN+yAhIYEJEyYAkJ2dzQcffMDtt99+2rz333+f7t27k5SUxPLly4mLi2Pbtm0MGzaMWbNmkZSUxOLFi/nkk0/OuL/U1FSio6NPvI6KiiI1VbcOKSpmOZezLN2yj3U7DngdR0TEG8VQL6Hka2ZpUqYb0M7NalK7cgU+WKxfb0VETtJ1OASHnTwWHJYzfo4aNGhA9erVWbZsGV9//TVt2rShevXqp8279NJLefvttxkxYgQrV64kPDycxYsX07lzZ2rWrElQUBD9+/fnu+++O+csUjRuuSSS4EDjg0W6nEVEyqliqJdQvmtmmW5AgwID+G3baOas28W2felnf4OISHnRqjfcOAYiogHL+XvjmJzx8zBo0CDGjx/P22+/TUJCQr5zOnXqxHfffUdkZCR33XXXiV+ACysyMpKtW//XGKWkpBAZGXlOnyX5q35BBbrFXMh/lqVwNEv31haRcqiY6iWUbM0sTcp0AwrQ59JonENLyYuInKpVb/jjKhixL+dvERTTm2++mS+//JLFixfTvXv3fOds3ryZ2rVrc/fddzNo0CCWLl1Ku3btmDNnDrt37+bYsWNMmjSJq6666oz7uvTSS/npp5/YuHEjGRkZfPDBB1p4qBj0bRfNvsOZfLlK99YWkXKqGOollGzNLE2CvA5Q3KKrVeSqi2rywaIt/OHqJgQHlvmeW0TEMyEhIXTp0oUqVaoQGBiY75xvv/2WZ555huDgYC644AImTJhAnTp1GDVqFF26dME5R48ePejVq9cZ9xUUFMTLL79M9+7dOXbsGAkJCbRo0aI4vla51qFxDepXr8h7CzbTK05HmEVEikpJ1kyAfv368e2337J7926ioqJ44oknGDhwYFF/rbMq8w0owJ2X12fgO4l8k7yDG1rW8TqOiEiZlZ2dzYIFC5gyZUqBcwYMGMCAAQNOG+/Xrx/9+vU7bXzTpk0AHDx48LRtN9xwAzfccMO5By5CZjYO+A2w0zkXm8/2R4D+uS+DgOZATefcXjPbBBwAjgFZzrn4kkl9dgEBxu3t6/PkjDWs2b6f5nUqex1JRKRMKOmaOWnSpHMPW4TKxeHAzs1qEVkljAnzN3kdRUSkzEpOTqZJkyZ07dqVpk2bFvnnBwYGkpaWdtJNtQvSv39/5syZQ2hoaJHnOIPxwHUFbXTOPeOci3POxQGPAXOcc3vzTOmSu73UNJ/H/TY+igpBAby7YLPXUUREyoTSVDMfeeQR3nvvPSpVqlTkOfJTLo6ABgYY/S+rx9Nf/shPOw7QtHa415FERMqcmJgYNmzYcOL1ypUrueOOO06aU6FCBRYuXHhOnx8dHX3SokNnMnHixHPax/lwzn1nZg18nN4PKB0/RfugSsUQerauyyfLUnn0+oupHBrsdSQREb9WmmrmM888wzPPPHNO+zkX5aIBBegTH80L3/zEews280Sv086MEhEpE5xzmJnXMQBo2bIlSUlJXsc4jXPO0/2bWUVyjpTel2fYAV+bmQNed869UcB7BwODAerVq1fcUU9yx+X1mbIkhY+XpjLgigYlum8RkbKutNbM4lAuTsGFnKXke7Sqw0dLUzl0NMvrOCIiRS40NJQ9e/Z43mCVZs459uzZU9Kn5p7qRmDeKaffdnTOXQJcDww1s075vdE594ZzLt45F1+zZs2SyHpCq6gqtI6K4N0Fm/W/MREROWfl5ggowO2X1efjZal8kpRK//b1vY4jIlKkoqKiSElJYdeuXV5HKdVCQ0OJioryMkJfTjn91jmXmvt3p5l9DLQDSt1dxW+/rD6PTF3B/A17uKJxDa/jiIiIHypXDegl9aoQU6cy787fzO/a1Ss1p6mJiBSF4OBgGjZs6HUMOQMziwCuAm7PM1YJCHDOHch93g0Y6VHEM7qxdV2enLGG9xZsVgMqIiLnpNycggtgZtx5eX3W/nKAxM2/eh1HRETKEDObBMwHmplZipkNNLMhZjYkz7Sbga+dc4fyjNUG5prZcmAR8Llz7suSS+670OBAesdH89XqHfySdsTrOCIi5c7GjRtp3749TZo0oU+fPmRkZJw255tvvqFt27a0bNmStm3bMmvWLA+SFqxcNaAAPePqEh4axIT5WkpeRESKjnOun3OujnMu2DkX5Zwb65x7zTn3Wp45451zfU953wbnXOvcRwvn3JMln953/dvX41i24/1FW7yOIiJS7gwbNow//vGPrF+/nqpVqzJ27NjT5tSoUYPp06ezcuVK3nnnndNW1/VauToFF6BiSBB94qMZ/8Mmtt9wMXUiwryOJCIi4jfqV6/E1RfX4v2Fm/l958aEBgd6HUlE5Jw9+OCDRb76bFxcHC+88MIZ5wwfPpxq1arx4IMPAvDnP/+ZWrVq8cADDxT4Huccs2bN4v333wdgwIABjBgxgnvvvfekeW3atDnxvEWLFqSnp3P06FEqVKhwrl+pSJW7I6AAA65oQLZzvKujoCIiIoWW0KEhuw9mMH35Nq+jiIj4pYSEBCZMmABAdnY2H3zwATfddBNxcXH5PpKTk9mzZw9VqlQhKCjnGGJUVBSpqaln3M9HH33EJZdcUmqaTyiHR0ABoqtVpFvMhby/aAt/uLopYSH69VZERMRXHZpUp1ntcMbO3chtbaO0qJ+I+K2zHaksLg0aNKB69eosW7aMHTt20KZNG+rXr3/Go7G7d+8u1D5Wr17NsGHD+Prrr883bpEqlw0oQELHhny5+hf+syxFt2QREREpBDMjoWMDhn20UrdkERE5R4MGDWL8+PH88ssvJCQkcODAAa688sp8577//vs0b96cffv2kZWVRVBQECkpKURGRuY7PyUlhZtvvpkJEybQuHHj4vwahVZuG9BLG1SlZWQE4+ZupN+l9QgI0K+3IiIivuoVF8lTX/7IuLmb1ICKiJyDm2++meHDh5OZmcn7779PYGDgWa9H7dKlC1OnTqVv376888479OrV67Q5+/bto0ePHowaNYoOHToUV/xzVi6vAYX//Xr7865DfL++cIezRUREyrvQ4ED6t6/HzLU72LT70NnfICIiJwkJCaFLly707t2bwEDfLgl86qmneO6552jSpAl79uxh4MCBAEybNo3hw4cD8PLLL7N+/XpGjhx54hrSnTt3Ftv3KCxzznmy4/j4eJeYmOjJvo/LyMqmw1OziKlTmXcS2nmaRUREvGVmS5xz8V7n8FVpqKM79x+hw1Oz6N++PiN6tvA0i4iIr9asWUPz5s29jkF2djaXXHIJU6ZMoWnTpl7HKZT8/g19raM+HQE1s+vM7EczW29mj+azvZ6ZzTazZWa2wsxu8Dm9h0KCArjzsvrMWbeL9TsPeB1HRETEr9SqHMqNreoyJXEr+49keh1HRMRvJCcn06RJE7p27ep3zef5OmsDamaBwCvA9UAM0M/MYk6Z9hdgsnOuDdAXeLWogxaX37WvR0hQAOPmbfI6ioiIiN9J6NiQQxnHmLx4q9dRRET8RkxMDBs2bGD06NFeRylxvhwBbQesd85tcM5lAB8Ap17t6oDKuc8jAL+5MVj1CypwS5tIPlqSwp6DR72OIyIi4ldiIyNo17Aab8/bROaxbK/jiIj4xKvLEMuC8/2386UBjQTy/qyZkjuW1wjgdjNLAWYAf8jvg8xssJklmlnirl27ziFu8Rh0ZSOOZmXzzg+bvI4iIiLid+7p1IjUfel8tsJvfn8WkXIsNDSUPXv2qAk9B8459uzZQ2ho6Dl/RlHdhqUfMN45N9rMLgfeNbNY59xJP4U6594A3oCcxROKaN/nrUmtC7g2pjbvzN/MPVc1plKFcnt3GhERkULr0qwWTWtdwOtzNnBTXCRmurWZiJReUVFRpKSkUJoOiPmT0NBQoqKizvn9vnRaqUB0ntdRuWN5DQSuA3DOzTezUKAGUHrW+z2LIVc15pvkHXy4eCsJHRt6HUdERMRvBAQY91zVmD9NWc6363bRpVktryOJiBQoODiYhg31//e94sspuIuBpmbW0MxCyFlkaNopc7YAXQHMrDkQCvjVTwpt61elXYNqjJ27UdewiIiIFFLP1nWpExHK63N+9jqKiIiUYmdtQJ1zWcB9wFfAGnJWu11tZiPNrGfutIeBu81sOTAJuMv54UnVwxus4sPDdxP092rwfCysmOx1JBEREb8QEhTAk43X8GzK7bgRVVRHRUQkXz5d7Oicm0HO4kJ5x4bneZ4MdCjaaCVsxWRaLPkrFpCe8zptK0y/P+d5q97e5RIREfEHKybTZd0/VEdFROSMfDkFt3yYORLLTD95LDMdZo70Jo+IiIg/mTkSy1IdFRGRM1MDelxaSuHGRURE8jCzcWa208xWFbC9s5mlmVlS7mN4nm3XmdmPZrbezB4tudRFSHVURER8oAb0uIgClhIuaFxERORk48ldEf4MvnfOxeU+RgKYWSDwCnA9EAP0M7OYYk1aHFRHRUTEB2pAj+s6HILDTho6ahVyxkVERM7COfcdsPcc3toOWO+c2+CcywA+AHoVabiSkE8dzVAdFRGRU6gBPa5Vb7hxDEREA8b+ChfyyNGBrKjWzetkIiJSdlxuZsvN7Asza5E7FglszTMnJXfMv5xSR/cG1eaxrLvZ1dD/emkRESk+Pq2CW2606n1ipT47ksmcp2aTPms9b94Z73EwEREpA5YC9Z1zB83sBuAToGlhPsDMBgODAerVq1f0Cc9Xnjq6b9dBPn5uDjW+38BjNzT3OJiIiJQWOgJagPDQYP6vQwO+Sd5B8rb9XscRERE/55zb75w7mPt8BhBsZjWAVCA6z9So3LH8PuMN51y8cy6+Zs2axZ75fDSqeQE3tq7Luws2s/dQhtdxRESklFADegb/d0VDwisE8fLsn7yOIiIifs7MLjQzy33ejpwavAdYDDQ1s4ZmFgL0BaZ5l7To3NelCemZxxg7d4PXUUREpJRQA3oGERWDGXBFA75Y9Qs/7TjgdRwRESnFzGwSMB9oZmYpZjbQzIaY2ZDcKbcBq8xsOTAG6OtyZAH3AV8Ba4DJzrnVXnyHota0djg3xNbhnR82k3Y40+s4IiJSCqgBPYuEjg0JCw7k5dnrvY4iIiKlmHOun3OujnMu2DkX5Zwb65x7zTn3Wu72l51zLZxzrZ1zlznnfsjz3hnOuYucc42dc0969y2K3n1XN+Hg0Sze/mGj11FERKQUUAN6FtUqhXDHZfWZvnwbG3Yd9DqOiIiIX2lepzLXxtRm3NyN7D+io6AiIuWdGlAfDLqyERWCAnlxpq4FFRERKawHujZl/5Esxs3VUVARkfJODagPaoZXYMAVDZi2fBs//qJrQUVERAojNjKC7i1qM/b7jfyqFXFFRMo1NaA+GnJVIy4ICeK5b370OoqIiIjfeejaZhzMyOL177QirohIeaYG1EdVKoYw8MqGfLV6BytT0ryOIyIi4leaXRhOz9Z1Gf/DRnYeOOJ1HBER8Yga0EIY2LEhVSoGM1pHQUVERArtwWsuIvOY49/f/ux1FBER8Yga0EIIDw1myFWN+fbHXSRu2ut1HBEREb/SsEYlbrskiokLtrBtX7rXcURExANqQAtpwOUNqHFBBZ756kecc17HERER8Sv3X9MUgJdm6f7aIiLlkRrQQgoLCeS+Lo1ZuHEv89bv8TqOiIiIX4msEka/dtFMSdzK5j2HvI4jIiIlTA3oOejXvh6RVcJ4+qu1ZGfrKKiIiEhhDO3ShKBAY/TX67yOIiIiJUwN6DmoEBTIw90uYkVKGp+t3O51HBEREb9Sq3Iogzo2YtrybaxI2ed1HBERKUFqQM/RTXGRNK9Tmae/XMvRrGNexxEREfEr91zViOqVQvjnjDVaU0FEpBxRA3qOAgKMx2+4mJRf03l3/mav44iIiPiV8NBgHrimKQs27GX2jzu9jiMiIiVEDeh5uLJpTa5sWoOXZq0n7XCm13FERET8Sr929WhYoxL/mrGWrGPZXscREZESoAb0PD12fXP2H8nk1TlaTl5ERKQwggMD+H/dm/HTzoN8tDTF6zgiIlIC1ICep5i6lbmlTRRvz9tEyq+HvY4jIiLiV66LvZA29aow+ut1HM7I8jqOiIgUMzWgReDhbhcB8JyWkxcRESkUM+PPNzRn54GjjP05tNk6AAAgAElEQVR+o9dxRESkmKkBLQJ1q4SR0KEhHyelsjIlzes4IiIifiW+QTW6t6jNa3N+ZueBI17HERGRYqQGtIj8vktjqlcK4Ynpq7WcvIhIOWRm48xsp5mtKmB7fzNbYWYrzewHM2udZ9um3PEkM0ssudSlx6PXNyfjWDZPf/mj11FERKQYqQEtIpVDg3mkezMSN//KtOXbvI4jIiIlbzxw3Rm2bwSucs61BP4OvHHK9i7OuTjnXHwx5SvVGtaoREKHhkxdksLyrfu8jiMiIsVEDWgRuq1tNLGRlfnXjLVaSEFEpJxxzn0H7D3D9h+cc7/mvlwARJVIMD9y39VNqHFBBUZMX012ts4mEhEpi9SAFqHAAGPEjS34Zf8RXp39s9dxRESk9BoIfJHntQO+NrMlZja4oDeZ2WAzSzSzxF27dhV7yJIWHhrMsOuasWzLPj5JSvU6joiIFAM1oEUsvkE1esXV5Y3vN7Blj27LIiIiJzOzLuQ0oMPyDHd0zl0CXA8MNbNO+b3XOfeGcy7eORdfs2bNEkhb8m69JIrW0VUY9cVaDh7V2UQiImWNTw2omV1nZj+a2Xoze7SAOb3NLNnMVpvZ+0Ub0788ev3FBJrx5Ixkr6OIiEgpYmatgLeAXs65PcfHnXOpuX93Ah8D7bxJ6L2AAGPEjTHsPHCUV2av9zqOiIgUsbM2oGYWCLxCzq+yMUA/M4s5ZU5T4DGgg3OuBfBgMWT1G3UiwhjapTFfrd7BvPW7vY4jIiKlgJnVA/4D3OGcW5dnvJKZhR9/DnQD8l1Jt7xoU68qt1wSydjvN7Jp9yGv44iISBHy5QhoO2C9c26Dcy4D+ADodcqcu4FXji+ukPsLbrk26MpGRFcLY87UV3DPt4ARVeD5WFgx2etoIiJSDMxsEjAfaGZmKWY20MyGmNmQ3CnDgerAq6fcbqU2MNfMlgOLgM+dc1+W+BcoZR697mKCA42vP3gJ93ys6qiISBkR5MOcSGBrntcpQPtT5lwEYGbzgEBgRH7FM3dhhcEA9erVO5e8fiM0OJBXW/5M4wUvY0cycgbTtsL0+3Oet+rtXTgRESlyzrl+Z9k+CBiUz/gGoPXp7yjfalUO5aXY9Vy2ejRmqqMiImVFUS1CFAQ0BToD/YA3zazKqZPKw+IJebVc+yIVjxfN4zLTYeZIbwKJiIj4kS6p/1YdFREpY3xpQFOB6Dyvo3LH8koBpjnnMp1zG4F15DSk5VtaSuHGRURE5ARLK+BWLKqjIiJ+y5cGdDHQ1MwamlkI0BeYdsqcT8g5+omZ1SDnlNwNRZjTP0UUcI/xgsZFRETkf1RHRUTKnLM2oM65LOA+4CtgDTDZObfazEaaWc/caV8Be8wsGZgNPJJ3eflyq+twCA47acgFheWMi4iIyJnlV0eDVUdFRPyZL4sQ4ZybAcw4ZWx4nucOeCj3IccdXyBh5khcWgqprjqLo+/jZi2cICIicnan1tHs6mxq/jAdVUdFRPyWTw2onIdWvaFVbwx49eOVfLh4K01T04iNjPA6mYiISOmXW0dxjkfeXMjqFWn899oj1AoP9TqZiIicg6JaBVd8MKz7xVStGMKwj1aQeSzb6zgiIiJ+w8z4x82xHMnKZsS01V7HERGRc6QGtARFVAzmHze1YPW2/bzxndZoEhERKYzGNS/gwWuaMmPlL8xYud3rOCIicg7UgJaw62Lr0KNlHV7870+s33nA6zgiIiJ+ZfCVjWgZGcHwT1fx66GMs79BRERKFTWgHhjRswWVKgTyyNQVHMt2XscRERHxG0GBATx9Wyv2Hc5k5GfJXscREZFCUgPqgZrhFRjRswXLtuzj7XkbvY4jIiLiV5rXqczQLk34eFkqM9fs8DqOiIgUghpQj/RsXZdrmtfima9+ZOPuQ17HERER8StDuzShWe1wHv94JWnpmV7HERERH6kB9YiZ8Y+bWhISFMCwj1aQrVNxRUREfBYSFMAzv23FrgNH+efna7yOIyIiPlID6qELI0L5a48YFm3cyzidiisiIlIoraKqMLhTYz5M3KpTcUVE/IQaUI/9Nj6Ka5rX5ukvf+THX7QqroiISGH88dqmXHxhOMM+WsGeg0e9jiMiImehBtRjZsaoW1tSOSyIBz9M4mjWMa8jiYiI+I0KQYG80DeO/elZPPaflTinS1pEREozNaClQI0LKjDqllas2b6f575Z53UcERERv3LxhZX5f9c14+vkHUxJTPE6joiInIEa0FLimpja9GsXzRvfbWDhhj1exxERkUIys3FmttPMVhWw3cxsjJmtN7MVZnZJnm0DzOyn3MeAkktddiR0aMjljarzxPTVbNlz2Os4IiJSADWgpchfesRQr1pFHpq8nANHtKS8iIifGQ9cd4bt1wNNcx+DgX8DmFk14G9Ae6Ad8Dczq1qsScuggADj2d6tCTDjoclJHNPq8iIipZIa0FKkUoUgnusdx/a0dIZ/utrrOCIiUgjOue+AvWeY0guY4HIsAKqYWR2gO/CNc26vc+5X4BvO3MhKASKrhDHyphYkbv6VV2ev9zqOiIjkQw1oKdO2flXu79qUj5elMnWJrmMRESlDIoGteV6n5I4VNC7n4Ka4SHq2rsvz/13H4k1n+j1ARES8oAa0FPrD1U25rFE1/vrJKtbvPOh1HBERKSXMbLCZJZpZ4q5du7yOUyqZGU/eHEt0tYrcP2kZvx7K8DqSiIjkoQa0FAoMMF7s24awkEDue38pRzJ1axYRkTIgFYjO8zoqd6yg8dM4595wzsU75+Jr1qxZbEH9XXhoMK/87hL2HMzgT1OW69YsIiKliBrQUqp25VBG927N2l8O8PfPkr2OIyIi528acGfuariXAWnOue3AV0A3M6uau/hQt9wxOQ+xkRE8dsPFzFy7k3HzNnkdR0REcqkBLcW6NKvFPZ0aMXHhFj5fsd3rOCIicgZmNgmYDzQzsxQzG2hmQ8xsSO6UGcAGYD3wJvB7AOfcXuDvwOLcx8jcMTlPd13RgGtjajPqizWsSNnndRwREQHMq9NS4uPjXWJioif79ieZx7L57Wvz+XnnQT67vyP1q1fyOpKISJlkZkucc/Fe5/CV6qhv9h3O4IYXvycoMIDpf+hIRFiw15FERMokX+uojoCWcsGBAbzUrw0BAcY97y4hPUPXg4qIiPiqSsUQXvrdJWzbl85DHyaRrfuDioh4Sg2oH4iuVpEX+8bx444DTHl7NO75WBhRBZ6PhRWTvY4nIiJSqrWtX5W//iaGmWt38vWHL+XUT9VRERFPBHkdQHzTuVkt/t3qZzqtfQaz3CXl07bC9Ptznrfq7V04ERGRUu7Oy+sTsGoKndY+DaqjIiKe0RFQP9L9lzeoaKfczywzHWaO9CaQiIiInzAz+h8crzoqIuIxNaB+xNJS8t9Q0LiIiIicELA/39urqo6KiJQgNaD+JCKqcOMiIiLyP6qjIiKeUwPqT7oOh+Cwk4YyrAKu63CPAomIiPiRfOpoZkBozriIiJQINaD+pFVvuHEMREQDxv4KF/KnowN5c19br5OJiIiUfnnqqMPYG1Sbh48k8FVgJ6+TiYiUG1oF19+06n1ipb4Lsh3HJi3jX1+spXHNC+javLbH4UREREq53DpqQMXMY2x+fT5//DCJKUMup0XdCK/TiYiUeToC6scCAoxnf9ua2LoR3D9pGWt/2e91JBEREb8RGhzIm3fGUzk0mLvfSWTngSNeRxIRKfPUgPq5sJCc4lmpQhCD3klk98GjXkcSERHxG7Uqh/LWgHj2Hs7gnneXcCTzmNeRRETKNDWgZcCFETnFc9eBowx6J5H0DBVPERERX8VGRvB87ziWbdnHw5OXk53tvI4kIlJmqQEtI1pFVWFMvzasSNnHHyYtJetYtteRRERE/Mb1Levw+A0X8/nK7Tw5Y43XcUREyiyfGlAzu87MfjSz9Wb26Bnm3Wpmzsziiy6i+Kp7iwt5omcL/rtmJ3+bthrn9AuuiIiIr+6+shF3XdGAsXM38tb3G7yOIyJSJp11FVwzCwReAa4FUoDFZjbNOZd8yrxw4AFgYXEEFd/ccXkDtqUd4d/f/kzdKmEM7dLE60giIiJ+wcz4629i2LH/CP/4fA0XRoTym1Z1vY4lIlKm+HIEtB2w3jm3wTmXAXwA9Mpn3t+BpwAtIeexR7o146a4ujzz1Y98tCTF6zgiIiJ+IzDAeL5PHPH1q/LQh8tZuGGP15FERMoUXxrQSGBrntcpuWMnmNklQLRz7vMzfZCZDTazRDNL3LVrV6HDim8CAoynb2tNhybVGfbRCmat3eF1JBEREb8RGhzIWwPiia4WxqAJiazeluZ1JBGRMuO8FyEyswDgOeDhs811zr3hnIt3zsXXrFnzfHctZxASFMBrt7eleZ3K3PveUub/rF9wRUREfFWlYgjvJLQjvEIQd45dxM+7DnodSUSkTPClAU0FovO8jsodOy4ciAW+NbNNwGXANC1E5L3w0GDeSWhHvWoVGfTOYpK27vM6kohImXW2BfvM7HkzS8p9rDOzfXm2HcuzbVrJJpeCRFWtyHuD2mMGt7+1kJRfD3sdSUTE7/nSgC4GmppZQzMLAfoCJ4qjcy7NOVfDOdfAOdcAWAD0dM4lFktiKZRqlUJ4b1B7ql9QgQHjFrH2l/1eRxIRKXPyLNh3PRAD9DOzmLxznHN/dM7FOefigJeA/+TZnH58m3OuZ4kFl7NqVPMCJiS059DRLG5/ayE7D2ipCxGR83HWBtQ5lwXcB3wFrAEmO+dWm9lIM1OR9AO1K4cycVB7QoMDuP2tRWzafcjrSCIiZY2vC/Yd1w+YVCLJ5LzF1K3M2//Xjp0HjnLHW4vYdzjD60giIn7Lp2tAnXMznHMXOecaO+eezB0b7pw77TQh51xnHf0sfaKrVeS9ge3Jdo7+by1k616dRiQiUoTOumDfcWZWH2gIzMozHJq7SN8CM7upoJ1oMT/vtK1flTfvjGfj7kMMGLeItPRMryOJiPil816ESPxH09rhTEhox4EjmfR9Y4GaUBERb/QFpjrnjuUZq++ciwd+B7xgZo3ze6MW8/NWhyY1eLX/JSRv38+dYxeqCRUROQdqQMuZ2MgI3r/7Mg4ezVITKiJSdM62YF9efTnl9FvnXGru3w3At0Cboo8oReGamNq82r8tydv3c8fYhaQdVhMqIlIYakDLodjICCYOas+hjCzeeuUpska3gBFV4PlYWDHZ63giIv7ojAv2HWdmFwNVgfl5xqqaWYXc5zWADkByiaSWc3JtTG1eu70ta7cf4M1XRpH9nOqoiIivgrwOIN6IjYxg+lXbqDH7VYIO5C6mkLYVpt+f87xVb+/CiYj4GedclpkdX7AvEBh3fME+IDHPmgl9gQ+ccy7P25sDr5tZNjk/DI9yzqkBLeW6Nq/Nx1em0HD+GAJMdVRExFdqQMux6KXPAqes5JeZDjNHqnCKiBSSc24GMOOUseGnvB6Rz/t+AFoWazgpFi3WvAimOioiUhg6Bbc8S0sp3LiIiIj8j+qoiEihqQEtzyKi8h0+WqlOCQcRERHxQwXU0cwL6pZwEBER/6EGtDzrOhyCw04aOkIFHt9/C7PW7vAolIiIiJ/Ip46mE8KIQ7eyKjXNo1AiIqWbGtDyrFVvuHEMREQDBhHRZPV4gZ9qX8/gCUv4ZFlBdxAQERGR/Oro/mtH822FLvR7YwELN+zxOqGISKljJy/EV3Li4+NdYmKiJ/uWMztwJJO7JySyYMNeHrv+YgZ3aoSZeR1LRKRYmdkS51y81zl8pTpaem1PS+f2txay9dd0nu8dR49WurRFRMo+X+uojoDKacJDgxn/f+3o0aoO//piLcM/XU3WsWyvY4mIiPiFOhFhTB1yBS0jIxj6/lLe/G4DXv3gLyJS2qgBlXyFBgfyUt823NOpEe8u2Mw97y7hcEaW17FERET8QtVKIUwc1J4eLevw5Iw1/G3aao5lqwkVEVEDKgUKCDAeu6E5f+/Vgtk/7qTP6wvYeeCI17FERET8QmhwIC/1a8PgTo2YMH8z97ybqB9zRaTcUwMqZ3XH5Q1488541u88yM2v/MCa7fu9jiQiIuIXAgKMx3N/zJ21NufH3O1p6V7HEhHxjBpQ8UnX5rX58J7LyMrO5pZXf+CLldu9jiQiIuI3jv+Yu2HXQXq+PI8lm3/1OpKIiCfUgIrPWkVVYfp9Hbm4Tjj3TlzK89+sI1vXs4iIiPika/PafDy0AxVDAun3xgImJ271OpKISIlTAyqFUqtyKJPuvozb2kbx4syfuHfiEg4d1fUsIiIivriodjifDu1Au4bV+H9TV/DEdK00LyLlixpQKbTQ4ECeua0Vf/1NDN8k7+CWV39g855DXscSERHxC1UqhjD+/y4loUND3p63iQFvL2LvoQyvY4mIlAg1oHJOzIyBHRvyTkI7ftl/hN+8NJcvV/3idSwRERG/EBQYwPAbY3j6tlYs3vgrvxnzva4LFZFyQQ2onJcrm9bksz90pGGNSgx5bwkfv/M87vkWMKIKPB8LKyZ7HVFERKTU6h0fzUf3XkFgoNHn9fnMnvIK7vlY1VERKbPUgMp5i65WkSlDLufZZj/SfcM/sbQUwEHaVph+v4qniIjIGbSMiuCz+65kWOQK2q8agaVtRXVURMoqNaBSJCoEBXLbvnFUtFOuYclMh5kjvQklIiLiJyIqBjMo4z3VUREp89SAStFJS8l32BUwLiJSlpjZdWb2o5mtN7NH89l+l5ntMrOk3MegPNsGmNlPuY8BJZtcSgtTHRWRckANqBSdiKh8h3daDdb+sr+Ew4iIlBwzCwReAa4HYoB+ZhaTz9QPnXNxuY+3ct9bDfgb0B5oB/zNzKqWUHQpTQqoo7sDa7I9Lb2Ew4iIFA81oFJ0ug6H4LCTho4FhjKGfvR8eR7j5m4kO9t5FE5EpFi1A9Y75zY45zKAD4BePr63O/CNc26vc+5X4BvgumLKKaVZPnU0KzCUpzJ7c90L3/P5iu0eBRMRKTpqQKXotOoNN46BiGjAICKawF4v8ceH/8KVTWow8rNkBry9SL/iikhZFAlszfM6JXfsVLea2Qozm2pm0YV8r5R1+dTRoF4vMfT+x2lQvSJD31/Kn6YsZ/+RTK+TioicsyCvA0gZ06p3ziOPGsBbA+J5b+EWnvw8mW7PfcdfftOc3vHRmJk3OUVESt50YJJz7qiZ3QO8A1xdmA8ws8HAYIB69eoVfULxXj51tCEw9d4rGDPzJ16ZvZ65P+3mX7e0pMvFtbzJKCJyHnQEVEqEmXHHZfX56sFOxNStzLCPVnLnuEWk7tPRUBEpE1KB6Dyvo3LHTnDO7XHOHc19+RbQ1tf35vmMN5xz8c65+Jo1axZJcPEPwYEBPNytGR//vgOVw4L4v/GLeXjyctIO62ioiPgXNaBSoupXr8Skuy/j771asGTzr3R7bg7vLdisa0NFxN8tBpqaWUMzCwH6AtPyTjCzOnle9gTW5D7/CuhmZlVzFx/qljsmcprW0VWY/oeO/OHqJnySlMq1z8/hm+QdXscSEfGZGlApcQEBxh2XN+CrBzsRV68Kf/lkFX3fXMBPOw54HU1E5Jw457KA+8hpHNcAk51zq81spJn1zJ12v5mtNrPlwP3AXbnv3Qv8nZwmdjEwMndMJF8VggJ5uFszPh3agWqVQrh7QiJDJy7ll7QjXkcTETkrc86bI0/x8fEuMTHRk31L6eGc48PFW/nXF2s5dDSLwZ0a8YermxIWEuh1NBEpZ8xsiXMu3uscvlIdFYCMrGxen/MzL81eT0hgAA9dexF3Xl6foEAdYxCRkuVrHdV/ncRTZkbfdvWY9fBV9IqL5NVvf+ba5+cwa61OJxIRETmbkKAA/tC1Kd/8sRNt61dl5GfJ9HplHklb93kdTUQkXzoCKqXKwg17+Msnq/hp50G6t6jNP5uspfqCUZCWknOD7q7DT1sdUESkKOgIqPg75xwzVv7CyM9Ws/PAUX7Xrh6PRa3kgrn/VB0VkWLnax316TYsZnYd8CIQCLzlnBt1yvaHgEFAFrALSHDObS50ain32jeqzuf3X8nYuRtZP2scYevfAMvI2Zi2Fabfn/NcxVNEROQkZkaPVnXodFENnv/mJ/YueJfA5W8BqqMiUnqc9RRcMwsEXgGuB2KAfmYWc8q0ZUC8c64VMBV4uqiDSvkREhTAvZ0b81TEJ1Q83nwel5kOM0d6E0xERMQPhIcGM/zGGJ6p+ilhqI6KSOniyzWg7YD1zrkNzrkM4AOgV94JzrnZzrnDuS8XkHMPM5HzEnQg39vg4dJSSjiJiIiI/wk+uC3fcdVREfGSLw1oJLA1z+uU3LGCDAS+yG+DmQ02s0QzS9y1a5fvKaV8isj/d4zU7OoMHL+Y5G37SziQiIiIHymojrrq/GnKcrbuPZzvdhGR4lSkq+Ca2e1APPBMftudc2845+Kdc/E1a9Ysyl1LWdR1OASHnTTkgsJIbvEgizftpcdL33P/pGVs2n3Io4AiIiKlWAF1dHGj+5i2fBtXj/6WEdNWs+vAUY8Cikh55MsiRKlAdJ7XUbljJzGza4A/A1c55/RfMjl/xxdImDnyxOp91nU43Vr15vvDmbz+3c+8PW8TM1Zup/el0TzQtSm1K4d6m1lERKS0KKCO3tyqN5elpTNm5k+8u2AzkxO3ktChIYOvakTl0GBvM4tImXfW27CYWRCwDuhKTuO5GPidc251njltyFl86Drn3E++7FjLx0tR2HngCC/PWs+kRVsIMON37etxT6fGXBihRlRECke3YZHyaMOug4z+Zh2fr9hORFgwCR0acleHBkSEqREVkcLxtY76dB9QM7sBeIGc27CMc849aWYjgUTn3DQz+y/QEtie+5YtzrmeZ/pMFU4pSlv2HGbMrJ/4eFkqgWb8Nj6Kezs3JqpqRa+jiYifUAMq5dmq1DRe+O86/rtmJ+EVghhwRQMSOjakWqUQr6OJiJ8o0ga0OKhwSnHYuvcw/57zM1MSt+Ic3HJJJL/v3IQGNSp5HU1ESjk1oCKwelsar8xezxerfiEsOJDbL6vPoCsbUitcZxaJyJmpAZVybXtaOq/P2cCkRVvIPJbN9S3rMKhjQ9rUqworJp90PQxdh+uG3CKiBlQkj592HODl2euZvnwbwYEB3No2ioEdG9K45gWqoyKSLzWgIuRcIzp27kbeX7iFA0eyeLDWMu479BJBx478b1JwGNw4RsVTpJxTAypyuo27D/H6nJ/5z7JUMrKy+XPUShJ+fYHAY+n/m6Q6KiKoARU5ycGjWUxevJUbZl7LhS6fe9BGRMMfV5V8MBEpNdSAihRs14GjvLdgM33mXU9ddp8+QXVUpNzztY4W6X1ARUqrCyoEkdCxIbVdPkUTcGkpJZxIRETEf9QMr8Afr72IOuzJd7vqqIj4Sg2olCsWEZXveGp2dfq/tYAvVm4n81h2CacSERHxDwXV0W2uOkPeXcK89bvx6uw6EfEPakClfOk6POdalTxcUBjJMQ+yafdh7p24lI5PzeL5b9axbV96AR8iIiJSTuVTR7ODwkhsfB8LN+6h/1sL6Tp6DmPnbuTXQxkehRSR0kzXgEr5U8DqfceyHbPX7uS9hZuZsy7nOtGOTWpwW9soure4kNDgQI+Di0hx0jWgIj4qoI4eyTzGF6u28+78zSzdso/gQOOa5rX5bXwUnZrWJChQxz1EyjItQiRyHrbuPczUJSlMXZJC6r50wkODuLF1XW5rG0Wb6CqYmdcRRaSInW8DambXAS8CgcBbzrlRp2x/CBgEZAG7gATn3ObcbceAlblTtzjnep5tf6qjUpqt2b6fqUtS+GRZKnsOZVAzvAK3tInktrZRNK0d7nU8ESkGakBFikB2tmPBxj1MTUxhxqrtHMnMpnHNStwUF8mNrevSoEYl3Q9NpIw4nwbUzAKBdcC1QAqwGOjnnEvOM6cLsNA5d9jM7gU6O+f65G476Jy7oDD7VB0Vf5CRlc3sH3cydUkKs9fuJCvb0Tq6Cr1a16VHqzrUrhyqOipSRqgBFSliB45kMmPldj5aksqiTXsBuK/6Uh5If5ngbN1XVMTfnWcDejkwwjnXPff1YwDOuX8VML8N8LJzrkPuazWgUubtPniUT5al8p+lqSRv348ZPFR7Offuf5Eg1VERv+drHQ0qiTAiZUF4aDB9Lq1Hn0vrsW1fOjNWbqfn7AdObj4BMtNzfslV4RQpTyKBrXlepwDtzzB/IPBFntehZpZIzum5o5xzn+T3JjMbDAwGqPf/27v72Lru+o7j7+99vr6+vn6OEztxmqRNRpI+kEApT2UbVF3HKH9so0NM+wPEHwNBtT+moYlpQ5oEQkydtGkagv4Bm9Yh2ERWELQdLazQQpM2TZs0SZM0Se04tuP4+ek+/fbHOb6+dpzWN3bu8bU/L8k65/zuOTe//BTl4+95+J1t21bUYZFqa62P85kP7OAzH9jBmYEJHj92iT/65ReJOOWoyEaip8FFbsCWxiSf+cAO2otLv1e0ONrDvzxzlrODE1XumYisdWb2KeAg8PWy5m7/rPEngUfMbOdSxzrnvumcO+icO9jW1laF3orcHLva63n4w7e95fu5v/vcefpGNSO9yHqjK6AiK5HpgtE3r2m+Emrlaz85ydd+cpKdbSnu29vBfe/YxB1djYRCmsBIZB3qBbaWbXf5bQuY2YeBvwbudc7NzrU753r95Tkzewa4Czh7MzssshbYdXK031r58g+P8+UfHuf2rgz3vWMT9+3t4Nb2ek0EKFLj9AyoyEoc+x78zxe824Xm+M+u9G77A5460c8TJy7z63NXyRcd7ek4H9rdxr23tfP+Xa1k6qLB9V1EFljhM6ARvEmIfhev8HwB+KRz7njZPncB3wfud869XtbeBEw552bNrBV4DniwfAKjpShHZV14ixw90/EAT5y4zNg2a28AABKrSURBVJMn+nnp4ggA3S11/Pbudu69rY337GghGdMr0kTWCk1CJFIty5i9b3Qqx9OnBnjyRD//9/ogYzN5QgZ3bWviQ7e1ce/uNvZtyejqqEiAVuE1LA8Aj+C9huVR59zfm9lXgMPOuUNm9hSwH+jzD7nonPuYmb0X+FegiPdozCPOuW+/3Z+3Wjn68MMPc/To0RV/j8gNmxyE4fOQn4VIHJq2Q2rhLebZQpHhySzDUznGpnMUnSNkRjoRobEuRmNdlKTe1y1SsTvvvJNHHnlkVb5LkxCJVMvtf/y2EyVk6qJ8/K5OPn5XJ/lCkZd7Rnjm1CA/Pz3IN548zTeePE1zKsYHb23lvbtauWdHC1ub66r0FxCR1eCc+zHw40Vtf1O2/uHrHPcrvMJUZGNKtV1TcC4WC4fY1JBgU0OConOMz+QZmcoxMp3lwtAkF4YgHgmTqYuSSURpSEaIhjXVichapCugIgG7MjHLs69f4eenB/nF6UGGJrMAdDUlec+OFu7Z0cI9O1vY0pgMuKci69tKr4BWm3JUxNM7Ms0vTg/yzKkBfnVmiPHZPOBNdDSXoXff0kxLfTzgnoqsb7oFV6QGOec43T/B8+eGeO7sEM+/McTIVA6Abc113LOjhbt3NHOwu5mtzUlNxCCyilSAitS+fKHI8UtjPOfn6AvnrzKVLQCwe1O6VIy+s7uJTQ2JgHsrsr6oABVZB4pFx8nL415Bem6IX58bYmzGO7PbWh/nndsaOdDdxIHuJvZ1Zkjo+ReRG6YCVGT9yRWKvNI76p3UPTfE4fPDTOe8grSzMVnK0APdTezpSBPRbbsiN0wFqMg6VCg6Xh8Y58iFYY5cGObFC8OcH5oCIBo29nVmOLCtiTu3NbK/M8O25jpdJRVZJhWgIutfNl/kRN9YKUMPX7hK/5j3RqRkNMwdWzMc6G7ijq5Gbu9qZFNDXDkqskwqQEU2iCsTs7x4YZgjF70wfblnlGy+CEBDIsL+rgz7OjPc3ukVpbp1V2RpKkBFNh7nHJdGZ0oF6YsXhzl+aYxC0fv9uLU+zv7OBvZ3eRl6e1dGt+6KXIdmwRXZIFrr49y3t4P79nYA3tnd0/3jHOsZ5ZXeUV7pHeHRZ98gV/DCNJOMsr8zw97OBn6ro4HdHWl2ttUTi+i2IxER2VjMjM7GJJ2NST52xxYAprMFTvSN8krPKMd6R3m1d5Sfnx7Er0lpS8fZ35lh35YGdnc0sGdzmu0tKcJ6lZrIsqgAFVlnYpEQ+zq9q55zZvMFTl0e5xU/SI/1jC4oSiMhY2dbPbs70uzZnGZPR5o9HQ1sziR0tVRERDaUZCzMge5mDnQ3l9qmsnlOXBrjWI+fo72jPHNqoFSUxiMhbtuU9nLUz9DdHWna0pp5V2QxFaAiG0A8EuZ2/3mWOblCkXODk5y8PMbJy+Ocuuw9W3ro5UulfdKJCLs3eVdId7anvGVbPV1NSU3UICIiG0ZdLMLB7c0c3D5flM7kCrzeP8HJy2OcujzOycvjPHNqkO8f6Snt01of49b29IIM3dlez+aGBCFdMZUNSgWoyAYVDYfY3eGdrX2wrH10Osfpfi9IT/aN8Xr/BP97sp//PJwtO9bY3pJaUJjuaKtne0sdmWRUV01FRGTdS0TD7O/KsL8rs6D9ysRsqSA92TfGmcEJfnj0EuP+LPbesSF2tHrF6M62FDva6tnRmmJ7a4r6uH49l/VN/8JFZIFMMsq7tjfzrrKzvAAjU1nODk5ydnCCc/7y9MA4T73WT744P5lZOhGhu6WObc11bGtOsa25rrS9OZPQlVMREVnXWuvjtO6K875draU25xxXJrILMvTs4ARH3xzm8WOXKJ8TtDkV8zPUy8+tzXV0N9exraWOTWldOZXapwJURJalsS7Gge4YB7qbFrTnCkUuXp3i7MAEF69OcfHqFBeGpjjZN86TJ/pLz5mC96xpZ1OSbc11dDUl2ZJJsrkxyZbGBJ2NSToyCeIRvctURETWFzOjLR2nLR3nPTtaFnw2kytwfmiSc4OTXBia8rN0kpfeHOZHr/SVZuQFb56HrX6OdjYl2eJPoLSlMcnmTIJNDQmiOtEra5wKUBFZkWg4VHquZbFC0XF5bIYLQ5O86Remc0Xqa31jXJnIXnNMa32czsYEW8oCtbMxSXtDgvZ0nPaGuIpUERFZNxLRMHs6GtjT0XDNZ7lCkUsj0wvy86K//tKbI4xM5RbsHzLY1JBYkJ/lxWl7Q5zW+riKVAmUClARuWnCofnp7dl57eczuQKXR2e4NDJN78g0l0Zm6Bv11k/3e5M5TOcK1xzXWBf1itG0F6btaa84nQvXuc+SMRWqIiJSu6LhEN0tKbpbUkt+Pjmbp2/Uy89LI9N+nnrrr/aO8sTxfrKF4oJjzKAlFaPNz85r8tM/4duW1glfuTlUgIpIYBLRMNv9SReW4pxjdDpH78g0A2OzDIzP+MtZ+sdmGBif5Y1zkwyMzyy41XdOKhamuT5GcypOSypGcypGSypGy6K25lSM1vq4ClYREakpqXiEXe1pdrWnl/y8WHQMTWbpG/VytL8sRwfHZ+gfm+XkZe+OpPJbfeekE5GyrIyXZejCLJ1rU8Eqy6ECVETWLDOjsS5GY12MvVuuv59zjuGp3DUF6tXJLFcns1yZ8LZf6xtjaDJLNl9c8nuS0TDNqRhNqSiNyRiZZJSGZJTGuiiZZJTGpLfMJKNk5trqYqRiYc38KyIia04oNP/s6VspFB1XJ7P0j80wOD5/wndoMsvQZJark7P0DE9xrGeEq5PZBZMPlquPR7wcrZvLzxiZZMTP0NiC/MyU5WsyqhzdSFSAikjNM7PSlcw9HW+9r3OOidk8V+dCdSLL0ORsaf3qZJbhqSyj0zn6RqcZnc4xOp1b8grrnEjIvKD1C9Z0IkI6EaE+HqE+HqU+ESEd99v8du/zaGm7Ph4hrJkNRUQkAOFlFqrg5ejYdJ6hydlSlg5NeEXqkH/id2Qqx8h0jp7h+Rxd6grrnFg4REMyWipW04n57KyPe9mZTkS97URZW9l2KhbRDME1QgWoiGwoZuaFWCJ63WdqFnPOMZUtlEJ0ZCrnr2eXaMsxMZunb3SGiZk8E7Pez3LUxcKlUE3FIiRjYer8n2Q0Mr9eWkaoi5a3ze9TV3a8JpsQEZHVYmbeVcy6KDvalnfM3Mnfuawcm/YK1MX5OZerI1NZ3hyeKuXoVPba+SCWUl9WsKbKsjEZC5fl5RJ5ek3GRubXo2G9Qm6VLasANbP7gX8EwsC3nHNfXfR5HPgOcAAYAj7hnDu/ul0VEQmGmZGKR0jFI2xpTFZ8fLHomMz6xehMnnF/ee22V7yOzeSZ8gP36mSWnuEC09kCU1mvbfY6txBfTzRsxCNhEtEQ8UiYuL/0tkMkomHikdCCfRYv49EQibJj57ZjkRCxcIhoxIiGvfVYJEQ0HCIanm/bKGelV5KXZvYl4NNAAfiCc+6nVey6iMhNU37yd+sNHF8outIJ3bm8HJ8p384v2B6fzTE562XnwPgMU9m5HPWWiydmejuxcOia7HyrzExEQ8T9bC1l7OJtf72Uo+W5WcpWvy20vnL0bQtQMwsD/wx8BOgBXjCzQ865E2W7fRoYds7tMrOHgK8Bn7gZHRYRqTWh0Hzwkln59xWKjulcoVSkTmULTOfK1v3lVDbvrecKzOaKzOQXLmf95fBklhl/u3w5ky8seDn6SoRDRjRsiwrU+bCNl7dFQsTKQnhuv0goRMRvj4SMSDhER0OCT969bXU6uUIryUszewfwELAX2AI8ZWa3OeeWd9pfRGQdC4es9NzoasgXikzllsjLspO9C/I0l/dzcz47yzPzykR+wfZsvshMzluuVo5GQgtzMRY2v0ANlRWtVpavIWIRKxW3ET9Lw6GFObqnI80D+zevTieX+3dZxj7vBs44584BmNljwINAeaA+CPytv/594J/MzJxbrSEXEZE54ZCVbjO6mZxz5IuuFKJLLXMFRy5fJFcoki0UyeaLXlthcZvXPr8+v2+2MN+Wyzump3PX7ld05AtF8gVHrugt80XH3i0Na6YAZQV56bc/5pybBd4wszP+9z1Xpb6LiGwYkXCIhnCIhsTqFLTX45yXcaXszBUX5OhsruBnoCvlXSkTF2XkgiwtfT6Xs/O5mysUmcwWlszbfCk/53P0o7dvXpMFaCfwZtl2D3D39fZxzuXNbBRoAa6sRidFRKT6zKx0hXLpCf6D5Zx7y0ktArCSvOwEnl90bOfN66qIiNxsZt4jMPFI+KYXuzfCOUcQMVrVJ2rN7LNmdtjMDg8ODlbzjxYRkXXGzDbcxBDKURERWS1mFsgM/MtJ7l5Y8Lxwl9+25D5mFsF7ymlo8Rc5577pnDvonDvY1rbMabNERERqw0rycjnHKkdFRKTmLacAfQG41cxuMbMY3iQJhxbtcwj4M3/9D4Gf6flPERHZYFaSl4eAh8wsbma3ALcCv6lSv0VERKrmbZ8B9Z9R+TzwU7xp5R91zh03s68Ah51zh4BvA9/1J024ihe6IiIiG8ZK8tLf73t4Exblgc9pBlwREVmPLKgLlQcPHnSHDx8O5M8WERFZzMyOOOcOBt2P5VKOiojIWrLcHN1YszeIiIiIiIhIYFSAioiIiIiISFWoABUREREREZGqUAEqIiIiIiIiVRHYJERmNghcWKWvawWurNJ3bRQas8ppzCqnMauMxqtyqzlm3c65mnm5pnI0cBqzymnMKqPxqpzGrHJVz9HACtDVZGaHa2nmwrVAY1Y5jVnlNGaV0XhVTmO2OjSOldOYVU5jVhmNV+U0ZpULYsx0C66IiIiIiIhUhQpQERERERERqYr1UoB+M+gO1CCNWeU0ZpXTmFVG41U5jdnq0DhWTmNWOY1ZZTReldOYVa7qY7YungEVERERERGRtW+9XAEVERERERGRNU4FqIiIiIiIiFRFzRegZna/mZ0yszNm9ldB92etM7NHzWzAzF4Nui+1wMy2mtnTZnbCzI6b2ReD7tNaZ2YJM/uNmb3sj9nfBd2nWmFmYTN7ycweD7ovtcDMzpvZK2Z21MwOB92fWqUcrYxytDLK0copR2+MMrRyQeVoTT8DamZh4DTwEaAHeAH4E+fciUA7toaZ2QeBCeA7zrl9QfdnrTOzzcBm59yLZpYGjgAf17+x6zMzA1LOuQkziwLPAl90zj0fcNfWPDP7C+Ag0OCc+2jQ/VnrzOw8cNA5p5eO3yDlaOWUo5VRjlZOOXpjlKGVCypHa/0K6LuBM865c865LPAY8GDAfVrTnHO/AK4G3Y9a4Zzrc8696K+PA68BncH2am1zngl/M+r/1O6Zrioxsy7g94FvBd0X2VCUoxVSjlZGOVo55WjllKG1pdYL0E7gzbLtHvSfmtwkZrYduAv4dbA9Wfv822COAgPAk845jdnbewT4S6AYdEdqiAOeMLMjZvbZoDtTo5SjUjXK0eVTjlZMGXpjAsnRWi9ARarCzOqBHwAPO+fGgu7PWuecKzjn7gS6gHebmW5Tewtm9lFgwDl3JOi+1Jj3O+feCfwe8Dn/1kgRWYOUo5VRji6fMnRFAsnRWi9Ae4GtZdtdfpvIqvGfv/gB8O/Ouf8Kuj+1xDk3AjwN3B90X9a49wEf85/FeAz4HTP7t2C7tPY553r95QDw33i3k0pllKNy0ylHb5xydFmUoTcoqByt9QL0BeBWM7vFzGLAQ8ChgPsk64g/EcC3gdecc/8QdH9qgZm1mVmjv57Em9zkZLC9Wtucc19yznU557bj/T/2M+fcpwLu1ppmZil/QhPMLAXcB2hW0sopR+WmUo5WTjlaGWXojQkyR2u6AHXO5YHPAz/Fe6j9e86548H2am0zs/8AngN2m1mPmX066D6tce8D/hTvbNpR/+eBoDu1xm0GnjazY3i/3D7pnNOU6LLaNgHPmtnLwG+AHznnfhJwn2qOcrRyytGKKUcrpxyVaggsR2v6NSwiIiIiIiJSO2r6CqiIiIiIiIjUDhWgIiIiIiIiUhUqQEVERERERKQqVICKiIiIiIhIVagAFRERERERkapQASpSo8ys0cz+POh+iIiI1CLlqEgwVICK1K5GQMEpIiJyY5SjIgFQASpSu74K7PRf6v31oDsjIiJSY5SjIgEw51zQfRCRG2Bm24HHnXP7Au6KiIhIzVGOigRDV0BFRERERESkKlSAioiIiIiISFWoABWpXeNAOuhOiIiI1CjlqEgAVICK1Cjn3BDwSzN7VZMniIiIVEY5KhIMTUIkIiIiIiIiVaEroCIiIiIiIlIVKkBFRERERESkKlSAioiIiIiISFWoABUREREREZGqUAEqIiIiIiIiVaECVERERERERKpCBaiIiIiIiIhUxf8D8rWPnb4yOVsAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -187,27 +187,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "algebraic residual at (0, y0_bad, [0]) is -1\n"
+      "algebraic residual at (0, y0_bad, [0]) is -1\n",
+      "Error test failures occurred too many times during one internal time step or minimum step size was reached.\n"
      ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 936x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
     "y0_bad = np.array([1, 3])\n",
     "print(\"algebraic residual at (0, y0_bad, [0]) is {}\".format(exponential_decay_dae(0, y0_bad, [0])[1]))\n",
-    "t_sol, y_sol = dae_solver.integrate(exponential_decay_dae, y0_bad, t_eval)\n",
-    "plot(t_sol, y_sol)"
+    "try:\n",
+    "    dae_solver.integrate(exponential_decay_dae, y0_bad, t_eval)\n",
+    "except pybamm.SolverError as e:\n",
+    "    print(e)"
    ]
   },
   {
@@ -233,7 +224,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -282,7 +273,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
diff --git a/pybamm/__init__.py b/pybamm/__init__.py
index 0986eccea..15b81fc6e 100644
--- a/pybamm/__init__.py
+++ b/pybamm/__init__.py
@@ -100,7 +100,7 @@ from .expression_tree.independent_variable import (
 from .expression_tree.independent_variable import t
 from .expression_tree.vector import Vector, StateVector
 
-from .expression_tree.exceptions import DomainError, ModelError
+from .expression_tree.exceptions import DomainError, ModelError, SolverError
 from .expression_tree.simplify import (
     simplify,
     simplify_if_constant,
diff --git a/pybamm/expression_tree/exceptions.py b/pybamm/expression_tree/exceptions.py
index e754b1db6..0422e6c74 100644
--- a/pybamm/expression_tree/exceptions.py
+++ b/pybamm/expression_tree/exceptions.py
@@ -13,3 +13,11 @@ class ModelError(Exception):
     """Model error: the model is not well-posed (can be before or after processing)"""
 
     pass
+
+
+class SolverError(Exception):
+    """
+    Solver error: a solution to the model could not be found with the chosen settings
+    """
+
+    pass
diff --git a/pybamm/solvers/dae_solver.py b/pybamm/solvers/dae_solver.py
index e2ae63537..4e5b3a872 100644
--- a/pybamm/solvers/dae_solver.py
+++ b/pybamm/solvers/dae_solver.py
@@ -13,10 +13,32 @@ class DaeSolver(pybamm.BaseSolver):
     ----------
     tolerance : float, optional
         The tolerance for the solver (default is 1e-8).
+    root_method : str, optional
+        The method to use to find initial conditions (default is "lm")
+    tolerance : float, optional
+        The tolerance for the initial-condition solver (default is 1e-8).
     """
 
-    def __init__(self, tol=1e-8):
+    def __init__(self, tol=1e-8, root_method="lm", root_tol=1e-6):
         super().__init__(tol)
+        self.root_method = root_method
+        self.root_tol = root_tol
+
+    @property
+    def root_method(self):
+        return self._root_method
+
+    @root_method.setter
+    def root_method(self, method):
+        self._root_method = method
+
+    @property
+    def root_tol(self):
+        return self._root_tol
+
+    @root_tol.setter
+    def root_tol(self, tol):
+        self._root_tol = tol
 
     def solve(self, model, t_eval):
         """Calculate the solution of the model at specified times.
@@ -118,11 +140,18 @@ class DaeSolver(pybamm.BaseSolver):
             return algebraic(0, y0)
 
         # Find the values of y0_alg that are roots of the algebraic equations
-        sol = optimize.root(root_fun, y0_alg_guess, method="hybr")
+        sol = optimize.root(
+            root_fun, y0_alg_guess, method=self.root_method, tol=self.root_tol
+        )
         # Return full set of consistent initial conditions (y0_diff unchanged)
         y0_consistent = np.concatenate([y0_diff, sol.x])
 
-        return y0_consistent
+        if sol.success and np.all(sol.fun < self.root_tol):
+            return y0_consistent
+        else:
+            raise pybamm.SolverError(
+                "Could not find consistent initial conditions: {}".format(sol.message)
+            )
 
     def integrate(
         self, residuals, y0, t_eval, events=None, mass_matrix=None, jacobian=None
diff --git a/pybamm/solvers/scikits_dae_solver.py b/pybamm/solvers/scikits_dae_solver.py
index 6b608c80c..c92f8c52a 100644
--- a/pybamm/solvers/scikits_dae_solver.py
+++ b/pybamm/solvers/scikits_dae_solver.py
@@ -25,13 +25,17 @@ class ScikitsDaeSolver(pybamm.DaeSolver):
     tolerance : float, optional
         The tolerance for the solver (default is 1e-8). Set as the both reltol and
         abstol in solve_ivp.
+    root_method : str, optional
+        The method to use to find initial conditions (default is "lm")
+    tolerance : float, optional
+        The tolerance for the initial-condition solver (default is 1e-8).
     """
 
-    def __init__(self, method="ida", tol=1e-8):
+    def __init__(self, method="ida", tol=1e-8, root_method="lm", root_tol=1e-6):
         if scikits_odes_spec is None:
             raise ImportError("scikits.odes is not installed")
 
-        super().__init__(tol)
+        super().__init__(tol, root_method, root_tol)
         self._method = method
 
     @property
@@ -103,4 +107,9 @@ class ScikitsDaeSolver(pybamm.DaeSolver):
         sol = dae_solver.solve(t_eval, y0, ydot0)
 
         # return solution, we need to tranpose y to match scipy's interface
-        return sol.values.t, np.transpose(sol.values.y)
+        if sol.flag in [0, 2]:
+            # 0 = solved for all t_eval
+            # 2 = found root(s)
+            return sol.values.t, np.transpose(sol.values.y)
+        else:
+            raise pybamm.SolverError(sol.message)
diff --git a/pybamm/solvers/scikits_ode_solver.py b/pybamm/solvers/scikits_ode_solver.py
index 693ee7faa..407f41b6a 100644
--- a/pybamm/solvers/scikits_ode_solver.py
+++ b/pybamm/solvers/scikits_ode_solver.py
@@ -127,4 +127,9 @@ class ScikitsOdeSolver(pybamm.OdeSolver):
         sol = ode_solver.solve(t_eval, y0)
 
         # return solution, we need to tranpose y to match scipy's ivp interface
-        return sol.values.t, np.transpose(sol.values.y)
+        if sol.flag in [0, 2]:
+            # 0 = solved for all t_eval
+            # 2 = found root(s)
+            return sol.values.t, np.transpose(sol.values.y)
+        else:
+            raise pybamm.SolverError(sol.message)
diff --git a/pybamm/solvers/scipy_solver.py b/pybamm/solvers/scipy_solver.py
index a0b9baebe..78312a567 100644
--- a/pybamm/solvers/scipy_solver.py
+++ b/pybamm/solvers/scipy_solver.py
@@ -84,4 +84,7 @@ class ScipySolver(pybamm.OdeSolver):
             **extra_options
         )
 
-        return sol.t, sol.y
+        if sol.success:
+            return sol.t, sol.y
+        else:
+            raise pybamm.SolverError(sol.message)


Test patch:
diff --git a/tests/unit/test_solvers/test_dae_solver.py b/tests/unit/test_solvers/test_dae_solver.py
new file mode 100644
index 000000000..0614a3243
--- /dev/null
+++ b/tests/unit/test_solvers/test_dae_solver.py
@@ -0,0 +1,56 @@
+#
+# Tests for the DAE Solver class
+#
+import pybamm
+import unittest
+import numpy as np
+
+
+class TestDaeSolver(unittest.TestCase):
+    def test_find_consistent_initial_conditions(self):
+        # Simple system: a single algebraic equation
+        def rhs(t, y):
+            return np.array([])
+
+        def algebraic(t, y):
+            return y + 2
+
+        solver = pybamm.DaeSolver()
+        y0 = np.array([2])
+        init_cond = solver.calculate_consistent_initial_conditions(rhs, algebraic, y0)
+        np.testing.assert_array_equal(init_cond, -2)
+
+        # More complicated system
+        vec = np.array([0.0, 1.0, 1.5, 2.0])
+
+        def rhs(t, y):
+            return y[0:1]
+
+        def algebraic(t, y):
+            return (y[1:] - vec[1:]) ** 2
+
+        y0 = np.zeros_like(vec)
+        init_cond = solver.calculate_consistent_initial_conditions(rhs, algebraic, y0)
+        np.testing.assert_array_almost_equal(init_cond, vec)
+
+    def test_fail_consistent_initial_conditions(self):
+        def rhs(t, y):
+            return np.array([])
+
+        def algebraic(t, y):
+            # algebraic equation has no root
+            return y ** 2 + 1
+
+        solver = pybamm.DaeSolver()
+        y0 = np.array([2])
+        with self.assertRaises(pybamm.SolverError):
+            solver.calculate_consistent_initial_conditions(rhs, algebraic, y0)
+
+
+if __name__ == "__main__":
+    print("Add -v for more debug output")
+    import sys
+
+    if "-v" in sys.argv:
+        debug = True
+    unittest.main()
diff --git a/tests/unit/test_solvers/test_scikits_solvers.py b/tests/unit/test_solvers/test_scikits_solvers.py
index 8760e4b9a..bfbf65432 100644
--- a/tests/unit/test_solvers/test_scikits_solvers.py
+++ b/tests/unit/test_solvers/test_scikits_solvers.py
@@ -1,17 +1,17 @@
 #
-# Tests for the Scikits Solver class
+# Tests for the Scikits Solver classes
 #
 import pybamm
-from pybamm.solvers.scikits_ode_solver import scikits_odes_spec
-from tests import get_mesh_for_testing, get_discretisation_for_testing
-
-import unittest
 import numpy as np
 import scipy.sparse as sparse
+import unittest
+import warnings
+from pybamm.solvers.scikits_ode_solver import scikits_odes_spec
+from tests import get_mesh_for_testing, get_discretisation_for_testing
 
 
 @unittest.skipIf(scikits_odes_spec is None, "scikits.odes not installed")
-class TestScikitsSolver(unittest.TestCase):
+class TestScikitsSolvers(unittest.TestCase):
     def test_ode_integrate(self):
         # Constant
         solver = pybamm.ScikitsOdeSolver(tol=1e-8)
@@ -36,6 +36,23 @@ class TestScikitsSolver(unittest.TestCase):
         t_sol, y_sol = solver.integrate(exponential_decay, y0, t_eval)
         np.testing.assert_allclose(y_sol[0], np.exp(-0.1 * t_sol))
 
+    def test_ode_integrate_failure(self):
+        # Turn off warnings to ignore sqrt error
+        warnings.simplefilter("ignore")
+
+        def sqrt_decay(t, y):
+            return -np.sqrt(y)
+
+        y0 = np.array([1])
+        t_eval = np.linspace(0, 3, 100)
+        solver = pybamm.ScikitsOdeSolver()
+        # Expect solver to fail when y goes negative
+        with self.assertRaises(pybamm.SolverError):
+            solver.integrate(sqrt_decay, y0, t_eval)
+
+        # Turn warnings back on
+        warnings.simplefilter("default")
+
     def test_ode_integrate_with_event(self):
         # Constant
         solver = pybamm.ScikitsOdeSolver(tol=1e-8)
@@ -203,6 +220,17 @@ class TestScikitsSolver(unittest.TestCase):
         np.testing.assert_allclose(y_sol[0], np.exp(-0.1 * t_sol))
         np.testing.assert_allclose(y_sol[1], 2 * np.exp(-0.1 * t_sol))
 
+    def test_dae_integrate_failure(self):
+        solver = pybamm.ScikitsDaeSolver(tol=1e-8)
+
+        def constant_growth_dae(t, y, ydot):
+            return [0.5 * np.ones_like(y[0]) - ydot[0], 2 * y[0] - y[1]]
+
+        y0 = np.array([0, 1])
+        t_eval = np.linspace(0, 1, 100)
+        with self.assertRaises(pybamm.SolverError):
+            solver.integrate(constant_growth_dae, y0, t_eval)
+
     def test_dae_integrate_bad_ics(self):
         # Constant
         solver = pybamm.ScikitsDaeSolver(tol=1e-8)
diff --git a/tests/unit/test_solvers/test_scipy_solver.py b/tests/unit/test_solvers/test_scipy_solver.py
index 14cc173cd..842028087 100644
--- a/tests/unit/test_solvers/test_scipy_solver.py
+++ b/tests/unit/test_solvers/test_scipy_solver.py
@@ -2,10 +2,10 @@
 # Tests for the Scipy Solver class
 #
 import pybamm
-
 import unittest
 import numpy as np
 from tests import get_mesh_for_testing
+import warnings
 
 
 class TestScipySolver(unittest.TestCase):
@@ -33,6 +33,23 @@ class TestScipySolver(unittest.TestCase):
         t_sol, y_sol = solver.integrate(exponential_decay, y0, t_eval)
         np.testing.assert_allclose(y_sol[0], np.exp(-0.1 * t_sol))
 
+    def test_integrate_failure(self):
+        # Turn off warnings to ignore sqrt error
+        warnings.simplefilter("ignore")
+
+        def sqrt_decay(t, y):
+            return -np.sqrt(y)
+
+        y0 = np.array([1])
+        t_eval = np.linspace(0, 3, 100)
+        solver = pybamm.ScipySolver(tol=1e-8, method="RK45")
+        # Expect solver to fail when y goes negative
+        with self.assertRaises(pybamm.SolverError):
+            solver.integrate(sqrt_decay, y0, t_eval)
+
+        # Turn warnings back on
+        warnings.simplefilter("default")
+
     def test_integrate_with_event(self):
         # Constant
         solver = pybamm.ScipySolver(tol=1e-8, method="RK45")