Repository: pybamm-team/PyBaMM

Issue:
Electrode height input doesn't work with DFN
**Describe the bug**
I think inputs need to be passed to discretisation in order to intialise the DFN model

**To Reproduce**
```
import pybamm
import numpy as np
pybamm.set_logging_level('INFO')

e_height = 0.25

model = pybamm.lithium_ion.DFN()
geometry = model.default_geometry
param = model.default_parameter_values
param.update(
    {
        "Electrode height [m]": "[input]",
    }
)
param.process_model(model)
param.process_geometry(geometry)
inputs= {
        "Electrode height [m]": e_height,
        }
A_cc = param.process_symbol(pybamm.geometric_parameters.A_cc).evaluate(u=inputs)
var = pybamm.standard_spatial_vars
var_pts = {var.x_n: 5, var.x_s: 5, var.x_p: 5, var.r_n: 10, var.r_p: 10}
spatial_methods = model.default_spatial_methods

solver = model.default_solver
sim = pybamm.Simulation(
    model=model,
    geometry=geometry,
    parameter_values=param,
    var_pts=var_pts,
    spatial_methods=spatial_methods,
    solver=solver,
)
sim.solve(t_eval=np.linspace(0, 0.05, 100), inputs=inputs)
```




Discussion:

Patch:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5fca98a70..3e6cf962d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -53,7 +53,7 @@
 
 ## Bug fixes
 
--   Time for solver should now be given in seconds ([#832](https://github.com/pybamm-team/PyBaMM/pull/832))
+-   Moved evaluation of initial conditions to solver ([#839](https://github.com/pybamm-team/PyBaMM/pull/839))
 -   Fixed a bug where the first line of the data wasn't loaded when parameters are loaded from data ([#819](https://github.com/pybamm-team/PyBaMM/pull/819))
 -   Made `graphviz` an optional dependency ([#810](https://github.com/pybamm-team/PyBaMM/pull/810))
 -   Fixed examples to run with basic pip installation ([#800](https://github.com/pybamm-team/PyBaMM/pull/800))
@@ -74,6 +74,7 @@
 
 ## Breaking changes
 
+-   Time for solver should now be given in seconds ([#832](https://github.com/pybamm-team/PyBaMM/pull/832))
 -   Model events are now represented as a list of `pybamm.Event` ([#759](https://github.com/pybamm-team/PyBaMM/issues/759)
 -   Removed `ParameterValues.update_model`, whose functionality is now replaced by `InputParameter` ([#801](https://github.com/pybamm-team/PyBaMM/pull/801))
 -   Removed `Outer` and `Kron` nodes as no longer used ([#777](https://github.com/pybamm-team/PyBaMM/pull/777))
diff --git a/examples/notebooks/solvers/dae-solver.ipynb b/examples/notebooks/solvers/dae-solver.ipynb
index 7ec0606b3..962afeafe 100644
--- a/examples/notebooks/solvers/dae-solver.ipynb
+++ b/examples/notebooks/solvers/dae-solver.ipynb
@@ -76,7 +76,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -164,7 +164,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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8H72OIiIiFUiFbUDNjLt6nMWO/Sl8vLxkl/QXEfFpq6bBc21gTI3s76umeZ1IyqHgAH9u69aERVv2smzrXq/jiIiUHtXFMlVhG1CA7s0jaVW3Oq/M30ymVvITEckuqjNHQvJ2wGV/nzmy2MU2ISGBNm3a5D4eP348Y8aMKV5W8dwfuzSgZpVAXpob73UUEZHSUUp1cdSoUUycODH38ZgxYxg/fnwxw1YMFboBNTNG9DiLLXsO89man72OIyLivTljIT3l+LH0lOxxkRNUCQrg5q6NmbdxN2t3JnsdR0Sk5JVSXRwyZAjTpv3WxE6bNo0hQ4YU65wVRYVuQAF6tzmTJpFnMHHeZq3kJyKSnFi0can0rj+/EdWCA3h53mavo4iIlLxSqosdOnRg165d7Ny5k5UrV1KzZk2io6OLdc6KosI3oP5+xp3dz2L9zweYt1H7mYlIJRcWVbTxQgoICCAr67cF31JTU4t1Pik/wkIDue68hsxa8zPxuw55HUdEpGSVUl0EGDRoENOnT+eDDz7Q1c88KnwDCtA/ph5RNUN5aa72MxORSq7naAgMPX4sMDR7vBjq1KnDrl27SEpKIi0tjf/973/FOp+UL7dc0JjgAD9ema+roCJSwZRSXYTsj+G+//77TJ8+nUGDBhX7fBVFpWhAA/39+NNFTflh236+3az9zESkEms3GPpOgLBowLK/952QPV4MgYGBjB49ms6dO3PJJZfQokWLkskr5UJ41WCGdm7Axyt2sC3piNdxRERKTinVRYDWrVtz8OBB6tevT926dYuftYII8DpAWRnUKYqJc+N5/qtNnN80HDPzOpKIiDfaDS6RwnqikSNHMnLkyBI/r5QPt1/UlHe/38ZL837kqYHtvY4jIlJySqkuAqxevbpUzuvLKsUVUICQQH9G9GjKkoR9fBO/x+s4IiIiPqVO9RD+2LkB//lhBwl7DnsdR0REfFSlaUABBp8TTb2wEJ77cpPuBRURkRJlZlPNbJeZrSng+INmtiLna42ZZZpZrZxjCWa2OufY0rJNXnh3dm9KgJ/xovYFFRGR36lSNaDBAf6M+MNZRCX+j7SnW8GYGvBcm2JvNCsi4jW9qfb7leDf7k2g9yle52nnXIxzLgb4C/C1c25vnik9co7HllSgkla7egjXntuQzJXvk/6M6qiIiBRdpbkH9JghwYsYEDSFkCNp2QPJ22Fmzj1LpfTZbxGR0hQSEkJSUhLh4bq/vaiccyQlJRESElIS51pgZo0KOX0o8F6xX9QDd9deQWDAZAIPHs0eUB0VEZEiqHQNaMC8xwkg7fjB9BSYM1aFU0R8UlRUFImJiezevdvrKD4pJCSEqKji7/dWWGZWhewrpXflGXbAbDNzwGvOuUkFPHc4MBygQYMGpR01X9XjngQ7evyg6qiIiBRSpWtASU4s2riISDkXGBhI48aNvY4hhdcXiDvh47cXOOd2mFlt4Esz2+CcW3DiE3Ma00kAsbGx3nzuWnVURESKoVLdAwpAWAHvchc0LiIiUrKu4YSP3zrnduR83wV8BHT2IFfhqI6KiJS5tLQ0hgwZwllnnUWXLl1ISEg4ac727dvp0aMHrVq1onXr1rzwwgtlH7QQKl8D2nM0BIYeN+QCQ7PHRURESpGZhQEXAZ/kGTvDzKod+xnoBeS7km65kE8dRXVURKRUTZkyhZo1axIfH8+9997Lww8/fNKcgIAAnnnmGdatW8eiRYuYOHEi69at8yDtqVW+BrTdYOg7AcKicRiJWRGs6qD7VkREpHjM7D3gO6C5mSWa2S1mdruZ3Z5n2lXAbOdc3o006wDfmNlKYDHwqXPu87JLXkQn1lEXwY5u/1QdFRHJMWrUKCZOnJj7eMyYMYwfP75Y5/zkk0+44YYbABg4cCBz5sw5aRX3unXr0rFjRwCqVatGy5Yt2bFjR7FetzRUvntAIbtIthtMZmYWN76wEDbA55dmEeBf+fpxEREpGc65oYWY8ybZ27XkHdsCtC+dVKUkp44eOJLO5U/N5ZwttZhyodehREROds8997BixYoSPWdMTAzPP/98gceHDBnCPffcw4gRIwCYNm0aX3zxxUnzunXrxsGDB08aHz9+PBdffPFxYzt27CA6OhrIvtIZFhZGUlISERER+WZISEhg+fLldOnSpdC/V1mpnA1ojgB/Px7o1Zzb/7WM//6wg8HnRHsdSURExGeEVQnk9u5NeerzjSxJ2Ms5jWp5HUlExHMdOnRg165d7Ny5k927d1OzZs3c5jGvhQsXlsrrHzp0iKuvvprnn3+e6tWrl8prFEelbkABLm1dh5joGjz31Sb6xdQjJNDf60giIiI+46bzG/NmXAL//GwDH95+nvaiFZFy5VRXKkvToEGDmD59Or/88gtDhgzJd05RroDWr1+f7du3ExUVRUZGBsnJyYSHh5/03PT0dK6++mqGDRvGgAEDSuaXKWGVvgE1Mx7u3YKhry/ine+2ctuFTbyOJCIi4jNCg/y5++JmPPrRGuZu2EXPlnW8jiQi4rkhQ4Zw2223sWfPHr7++ut85xTlCmi/fv146623OO+885g+fTp/+MMfTnrDzznHLbfcQsuWLbnvvvuKlb806aZH4Lym4Vx4diQT58dzIDXd6zgiIiI+ZXBsNI3Cq/DU5xvJzPJme1IRkfKkdevWHDx4kPr161O3bt1in++WW24hKSmJs846i2effZZx48YBsHPnTi6//HIA4uLieOedd5g7dy4xMTHExMQwa9asYr92Sav0V0CPeejS5lzx4je8vmAL9/dq7nUcERERnxHo78f9vZrz5/eW88mKHQzoqD1BRURWr15dYucKCQnhww8/PGm8Xr16uU3mBRdccNLKuOWRroDmaFM/jL7t6zF54U/sOpjqdRwRERGf0qdtXdrUr86zX24iLSPT6zgiIlJOqQHN4/5LziY9M4uX5sZ7HUVERMSn+PkZD13agsR9Kbz3/Tav44iISDlVqAbUzHqb2UYzizezUfkcb2Bm88xsuZmtMrPLSz5q6WsUcQZDzonm399vY2vS4dM/QURERHJ1axbBeU3CeXFuPIfSMryOIyKVmC98FLWiKOrf+rQNqJn5AxOBy4BWwFAza3XCtMeAac65DsA1wMtFSlGO3N2zGYH+fjz1+Uavo4iIiPgUM+Phy1qQdPgor3292es4IlJJhYSEkJSUpCa0DDjnSEpKIiQkpNDPKcwiRJ2BeOfcFgAzex/oD6zL+9rAsV1Ow4CdhU5QztSuHsKfLmrC81/9yE0Je4nVptoiIiKFFhNdg37t6zFpwRaGdm5AvRqhXkcSkUomKiqKxMREdu/e7XWUSiEkJISoqMIvPleYBrQ+sD3P40SgywlzxgCzzezPwBnAxfiw4Rc24b3F23j80/V8dMf5+PlpU20REZHCeqh3cz5f+wtPf7GR54bEeB1HRCqZwMBAGjdu7HUMKUBJLUI0FHjTORcFXA68Y2YnndvMhpvZUjNbWp7fkagSFMCDl7Zg5fb9zFzlsxdzRUREPBFVswq3XtCYj5bvYFXifq/jiIhIOVKYBnQHEJ3ncVTOWF63ANMAnHPfASFAxIkncs5Ncs7FOudiIyMjf1/iMjKgQ31a16vOU59vJDVdy8mLiIgUxR3dmxJRNYi//2+97sMSEZFchWlAlwDNzKyxmQWRvcjQjBPmbAN6AphZS7Ib0PJ7ibMQ/PyMR/u0ZMf+FKbG/eR1HBEREZ9SLSSQey85m8UJe/li7a9exxERkXLitA2ocy4DuAv4AlhP9mq3a81srJn1y5l2P3Cbma0E3gNudBXg7c7zm0Zwccs6vDxvM3sOpXkdR0RExKcMiY2mWe2qjPtsPUczsryOIyIi5UCh7gF1zs1yzp3tnGvqnHsiZ2y0c25Gzs/rnHNdnXPtnXMxzrnZpRm6LP3l8hakpmfy3JebvI4iIiLiUwL8/Xi0T0sSko7wzqKtXscREZFyoKQWIaqwmkZW5dpzG/Le4m1s/OWg13FERER8SvfmtenWLIIXvtrEvsNHvY4jIiIeUwNaCHf3bMbg4EXUer0jbkwNeK4NrJrmdSwRERGf8FifVvwh42t4vg2ojoqIVGpqQAuh5uaP+bvfJCIzd2E4SN4OM0eqeIqISC4zm2pmu8xsTQHHu5tZspmtyPkanedYbzPbaGbxZjaq7FKXjea7PuOpwMnUTP8VVEdFRCo1NaCFMWcsAVmpx4+lp8Ccsd7kERGR8uhNoPdp5izMWSshxjk3FsDM/IGJwGVAK2CombUq1aRlbc5YgtwJi/mpjoqIVEpqQAsjObFo4yIiUuk45xYAe3/HUzsD8c65Lc65o8D7QP8SDec11VEREcmhBrQwwqKKNi4iIpK/88xspZl9Zmatc8bqA9vzzEnMGas4VEdFRCSHGtDC6DkaAkOPG0qz4OxxERGRwvkBaOicaw+8CHxc1BOY2XAzW2pmS3fv3l3iAUtNPnX0qF+I6qiISCWkBrQw2g2GvhMgLBowDgbX5cG0W5gX3N3rZCIi4iOccwecc4dyfp4FBJpZBLADiM4zNSpnLL9zTHLOxTrnYiMjI0s9c4k5oY7uC6zDw0dvIf7My71OJiIiZSzA6wA+o93g7C8gKCOTNc8vZPXMdZzfNJzgAH+Pw4mISHlnZmcCvzrnnJl1JvtN4CRgP9DMzBqT3XheA/zRu6SlJE8dzTyUxlfj57Nn5lrevrkzZuZxOBERKSu6Avo7BAf4M7pvK37ac5jJC3/yOo6IiJQDZvYe8B3Q3MwSzewWM7vdzG7PmTIQWGNmK4EJwDUuWwZwF/AFsB6Y5pxb68XvUFYiqgZz3yVns/DHPXy+5hev44iISBnSFdDfqXvz2lzW5kwmzPmRK9rVpWH4GV5HEhERDznnhp7m+EvASwUcmwXMKo1c5dV15zbkw6WJjJm5lguaRVAtJNDrSCIiUgZ0BbQY/tq3NYH+fvzfJ2txznkdR0RExGcE+Pvx5IC27DqYxjOzN3kdR0REyoga0GI4MyyE+3udzYJNu/nfqp+9jiMiIuJTYqJrcN25DXnruwRWJe73Oo6IiJQBNaDFdP15jWhbP4y/zVxHckq613FERER8ygOXNieyajCPfLSajMwsr+OIiEgpUwNaTP5+xj8GtGXv4TSe/mKD13FERER8SvWQQEb3bcWaHQd467utXscREZFSpga0BLSpH8YN5zfi3e+38cO2fV7HERER8Sl92tale/NInp29kZ+TU7yOIyIipUgNaAm5v1dz6lQL4ZH/riZdHyESEREpNDPj8f5tyHSOMTMq9A40IiKVnhrQElI1OIAx/Vqz4ZeDTPlGe4OKiIgURXStKozs2Ywv1v7KF2u1N6iISEWlBrQEXdq6Dpe2rsOzX25i8+5DXscRERHxKbd1a0KrutV57OM1JB/Rwn4iIhWRGtASdOwjRKGB/jw8fRVZWdobVEREpLAC/f14amA79h4+yuOfrvM6joiIlAI1oCWsdvUQRl/RiqVb9/H2dwlexxEREfEpbeqHcftFTZi+LJH5G3d5HUdEREqYGtBSMKBjfbo3j+Sfn29k+94jXscRERHxKX/+QzPOql2VR/67moOp+iiuiEhFoga0FJgZT17Vlr5+3xAysT1uTA14rg2smuZ1NBERkXIvJNCfpwa245xDX5HxTGtQHRURqTACvA5QUdXbNpMn/V8nIDM1eyB5O8wcmf1zu8HeBRMREfEBHfd/SZvgqQSlq46KiFQkugJaWuaMJSAr9fix9BSYM9abPCIiIr5kzliCVEdFRCocNaClJTmxaOMiIiLyG9VREZEKSQ1oaQmLKtq4iIiI/EZ1VESkQlIDWlp6jobA0OOGUlwQv3Z+yKNAIiIiPiS/OkowR7o96lEgEREpCWpAS0u7wdB3AoRFA0ZmtSjG2u0MX9GUjMwsr9OJiIiUbyfU0aNV6/NIxq2M+rGF18lERKQYtApuaWo3OHelPn+g66qdvPfv5bw8fzMjezbzNpuIiEh5l6eOBgFN5vzIM19u4pJWdejbvp632URE5HfRFdAydEW7evRrX48Jc35kdWKy13FERKQEmdlUM9tlZmsKOD7MzFaZ2Woz+9bM2uc5lpAzvsLMlpZdat9yR/emxETX4Od/yiUAACAASURBVLGP1/BLcurpnyAiIuWOGtAy9nj/NkRUDeaeD5aTmp7pdRwRESk5bwK9T3H8J+Ai51xb4HFg0gnHezjnYpxzsaWUz+cF+Pvx7OD2pGVk8tB/VuGc8zqSiIgUkRrQMhZWJZCnB7Vj8+7D/GPWeq/jiIhICXHOLQD2nuL4t865fTkPFwFazvV3aBJZlUcvb8mCTbt569sEr+OIiEgRqQH1QLdmkdzctTFvfbeVr9b96nUcEREpe7cAn+V57IDZZrbMzIYX9CQzG25mS81s6e7du0s9ZHl17bkN+UOL2jz52QbW7TzgdRwRESkCNaAeefiy5rSuV50Hp6/UfSwiIpWImfUguwF9OM/wBc65jsBlwAgzuzC/5zrnJjnnYp1zsZGRkWWQtnwyM54e2I4aoYH8+b0fOHI0w+tIIiJSSIVqQM2st5ltNLN4MxtVwJzBZrbOzNaa2b9LNmbFExzgz4tDO5CWkcU9HywnM0v3sYiIVHRm1g6YDPR3ziUdG3fO7cj5vgv4COjsTULfEV41mOeGxLBlz2HGzlzndRwRESmk0zagZuYPTCT7XdlWwFAza3XCnGbAX4CuzrnWwD2lkLXCaRJZlb/1a82iLXt5ZX6813FERKQUmVkD4L/Adc65TXnGzzCzasd+BnoB+a6kK8frelYEd1zUlPeXbOd/q3Z6HUdERAqhMFdAOwPxzrktzrmjwPtA/xPm3AZMPLa4Qs47uFIIAztF0a99PZ776keWbS1w7QoRESnnzOw94DuguZklmtktZna7md2eM2U0EA68fMJ2K3WAb8xsJbAY+NQ593mZ/wI+6t5LzqZDgxr85b+r2b73iNdxRETkNArTgNYHtud5nJgzltfZwNlmFmdmi8ws32XotXjCycyMJ65qQ70aIYx8bwXJKeleRxIRkd/BOTfUOVfXORfonItyzk1xzr3qnHs15/itzrmaOVut5G63kvMGb/ucr9bOuSe8/U18S6C/HxOu6QAO7n5/ORmZWV5HEhGRUyipRYgCgGZAd2Ao8LqZ1ThxkhZPyF+1kEAmXNOBXw+k8uCHK7WvmYiISBFE16rCkwPa8sO2/Yyfven0TxAREc8UpgHdAUTneRyVM5ZXIjDDOZfunPsJ2ER2QyqF1KFBTUZd1oLZ635l8sKfvI4jIiLiU/q2r8cfuzTg1a8386W2OBMRKbcK04AuAZqZWWMzCwKuAWacMOdjsq9+YmYRZH8kd0sJ5qwUbrmgMb1bn8na2ZNJe7oVjKkBz7WBVdO8jiYiIlLujb6iFW3qV+eraS+S8Uxr1VERkXIo4HQTnHMZZnYX8AXgD0x1zq01s7HAUufcjJxjvcxsHZAJPJh3eXkpHDPj2Vab8Ns8meDDadmDydth5sjsn9sN9i6ciIhIORcS6M9bsVup8sVrBBw8mj2oOioiUq6ctgEFcM7NAmadMDY6z88OuC/nS4qhyoIngLTjB9NTYM5YFU4REZHTCF80Djh6/KDqqIhIuVFSixBJSUlOLNq4iIiI/EZ1VESkXFMDWt6ERRVtXERERH6jOioiUq6pAS1veo6GwNDjhlIIYnfnhz0KJCIi4kPyqaOpBHO42yMeBRIRkbzUgJY37QZD3wkQFg0YGdWiGMvtDP2+AQdT071OJyIiUr6dUEfTzqjPXzJu5faVTcnIzPI6nYhIpVeoRYikjLUbnLtQQgDQd/Mepk1ZzL0frGTSdZ3w8zNv84mIiJRneepoMHDukm08/J/V/PPzDTzap5W32UREKjldAfUB5zeN4P/6tOSr9b/y/FebvI4jIiLiU4ac04AbzmvI6wt/4r8/aDEiEREvqQH1ETec34jBsVFMmBvPrNU/ex1HRETEpzx2RSvObVKLUf9dzcrt+72OIyJSaakB9RFmxuNXtqFDgxrcP20l638+4HUkERERnxHo78fLwzoRWTWY4e8sZdeBVK8jiYhUSmpAfUhwgD+vXduJ6qEB3Pb2UvYePnr6J4mIiAgAtc4I4vXrYzmQksHt/1pGWkam15FERCodNaA+pnb1EF67LpZdB9MY/vZSUtNVPEVERAqrVb3qPDO4PT9s28/D01fhnPM6kohIpaIG1AfFRNfgmUHtWbp1Hw+peIqIiBTJ5W3r8kCvs/l4xU6e/+pHr+OIiFQq2obFR/VtX49te4/w9BcbaRRehft6Nfc6koiIiM8Y0eMsEpKO8MKcH2kUUYWrOkR5HUlEpFJQA+rD7uzelK1Jh5kwN54G4WcwsJOKp4iISGGYGU9e1ZYd+1J4aPoq6oWF0qVJuNexREQqPH0E14eZGU9c1ZauZ4UT99HLpD7dEsbUgOfawKppXscTEalUzGyqme0yszUFHDczm2Bm8Wa2ysw65jl2g5n9mPN1Q9mlrtyCAvx49dpONKhVhY/efp708a1UR0VESpmugPq4QH8/Xo/5Cb/EyYQcTsseTN4OM0dm/9xusHfhREQqlzeBl4C3Czh+GdAs56sL8ArQxcxqAX8FYgEHLDOzGc65faWeWAirEsgH5yVyxuxXCTyUs7q86qiISKnRFdAKoMrCJwgh7fjB9BSYM9abQCIilZBzbgGw9xRT+gNvu2yLgBpmVhe4FPjSObc3p+n8Euhd+onlmIjvxxHKCVubqY6KiJQKNaAVQXJi0cZFRMQL9YHteR4n5owVNH4SMxtuZkvNbOnu3btLLWilozoqIlJm1IBWBGH5Lz6UVT3f//8iIiI+yjk3yTkX65yLjYyM9DpOxVFAHXUFjIuIyO+nBrQi6DkaAkOPGzrigpgach2ZWdojVESknNgBROd5HJUzVtC4lJUC6uiM8Fs8CiQiUnGpAa0I2g2GvhMgLBowCItmcdsx/H1bWx77eA3OqQkVESkHZgDX56yGey6Q7Jz7GfgC6GVmNc2sJtArZ0zKygl11IVF82mjv3D3urN5fcEWr9OJiFQoWgW3omg3+LiV+roDd1bdwMvzNxNZNYj7ejX3LJqISGVgZu+R/c9vhJklkr2ybSCAc+5VYBZwORAPHAFuyjm218weB5bknGqsc+5UixlJachTRw0YkOWY/95ynpi1nvCqQQzoqI/jioiUBDWgFdiDlzYn6dBRJsyNp3poILd2a+J1JBGRCss5N/Q0xx0wooBjU4GppZFLfh9/P+PZIe3Zn3KUB6evompwAL1an+l1LBERn6eP4FZgZsYTV7Xh8rZn8vdP1/OvRVu9jiQiIuIzggP8ee26WNrWD+Oufy/n601aeVhEpLjUgFZwAf5+PD+kAz1b1Oaxj9cwfZmWlBcRESmsqsEBvHVTZ86qXZXhby/lu81JXkcSEfFpakArgaAAPyYO68gFZ0Xw0PSV/G/VTq8jiYiI+IywKoH869YuNKhVhVveWsKyrfu8jiQi4rPUgFYSIYH+TLq+E7ENa3HP+yv4ct2vXkcSERHxGbXOCOLdW7tQp3oIN76xmDU7kr2OJCLik9SAViJVggKYcmMsreuHMeLdH3Qvi4iISBHUrh7Cu7d2oXpIINdN+Z4NvxzwOpKIiM9RA1rJVAsJ5O2ce1k+eed5Up9qCWNqwHNtYNU0r+OJiIiUa/VqhPLebecSHODP2689zdHxrVRHRUSKQNuwVEJhVQL5sOt2/P/3OiFH0rIHk7fDzJHZP+fZT1RERESO1yC8CjO776Tq7NcIOqQ6KiJSFLoCWkmdsfBJQkg7fjA9BeaM9SaQiIiID4n8/p+Eqo6KiBSZGtDKKrmA7VgKGhcREZHfqI6KiPwuakArq7CofIePhNYt4yAiIiI+qIA6mnZGvTIOIiLiW9SAVlY9R0Ng6HFDqQTzyIErmbZ0u0ehREREfEQBdfSxg1cRF7/Ho1AiIuWfGtDKqt1g6DsBwqIBg7BorN8EkppcyUPTVzF54RavE4qIiJRf+dTRtMueY3WtS7npjSV8vuYXrxOKiJRL5pzz5IVjY2Pd0qVLPXltKVhaRib3frCCWat/4a4eZ3F/r7MxM69jiYiUOTNb5pyL9TpHQVRHy6fkI+nc9OZiVmzfz7gB7Rh8TrTXkUREPFFQHS3UFVAz621mG80s3sxGnWLe1WbmzKzcFmw5teAAf14c2pFrzonmpXnx/N8na8jK8uZNChEREV8TViWQf93aha5nRfDQf1bx+gJ9okhEJK/TNqBm5g9MBC4DWgFDzaxVPvOqAXcD35d0SClb/n7GPwa05faLmvKvRdu4+4MVHM3I8jqWiIiIT6gSFMDkG2Lp07YuT8xaz9NfbMCrT5yJiJQ3AYWY0xmId85tATCz94H+wLoT5j0O/BN4sEQTiifMjFGXtSAsNJB/fr6BAynpvDysI2cEF+Z/MiIiIpVbcIA/E4Z2oHpoABPnbWbv4XQe79+aAH8tvyEilVth/hWsD+RdFjUxZyyXmXUEop1zn57qRGY23MyWmtnS3bt3FzmslL07ujdl3IC2fBO/hyGTvmPXgVSvI4mIiPgEfz/jyavacmf3pry3eBu3vb2Uw2kZXscSEfFUsd+GMzM/4Fng/tPNdc5Ncs7FOudiIyMji/vSUkau6dyAyTfEsmX3Ya56+Vt+Xvg2PNcGxtTI/r5qmtcRRUREyiUz46HeLXjiqjZ8vWk3QyZ9R/L376qOikilVZgGdAeQdwm3qJyxY6oBbYD5ZpYAnAvM0EJEFUuP5rWZ9qfz6HF0PjXm3A/J2wGX/X3mSBVPEan0Trdgn5k9Z2Yrcr42mdn+PMcy8xybUbbJpSwM69KQyTfE0mL35wR9dq/qqIhUWoW5oW8J0MzMGpPdeF4D/PHYQedcMhBx7LGZzQcecM5pbfgKpk39MMac8R8CDh49/kB6CswZm70nmohIJZRnwb5LyL5VZYmZzXDO5a6X4Jy7N8/8PwMd8pwixTkXU1Z5xRt/aFGHC6p/RNChtOMPqI6KSCVy2iugzrkM4C7gC2A9MM05t9bMxppZv9IOKOVLwMEd+R9ITizbICIi5Uvugn3OuaPAsQX7CjIUeK9Mkkm5EnRoZ/4HVEdFpJIo1JKmzrlZwKwTxkYXMLd78WNJuRUWlfOxoeNlVa9f/BuKRUR8V34L9nXJb6KZNQQaA3PzDIeY2VIgAxjnnPu4gOcOB4YDNGjQoARiS5kroI66sCjMgzgiImVNPYMUTc/REBh63NARF8Szmdfwc3KKR6FERHzKNcB051xmnrGGzrlYsm9xed7Mmub3RC3mVwEUUEcnBV7LwdR0j0KJiJQdNaBSNO0GQ98JEBYNGIRFs+W8J3nzUGf6vhjHD9v2eZ1QRMQLp1uwL69rOOHjt865HTnftwDzOf7+UKlI8qmjy9r/jad3tuOql78lYc9hrxOKiJQqc8558sKxsbFu6VKtU1RRbPr1ILe+tZRfklP5x4C2XN0pyutIIiLFYmbLcq5KFmZuALAJ6El247kE+KNzbu0J81oAnwONXU4BNrOawBHnXJqZRQDfAf3zLmCUH9XRiuXbzXu4890fcA5eHtaRrmdFnP5JIiLlWEF1VFdApUScXacan4zoSqeGNbn/w5WMnbmO9Mwsr2OJiJSJIizYdw3wvjv+3d+WwFIzWwnMI/se0FM2n1LxnN80ghkjLqBO9WCun7qYyQu34NVFAhGR0qQroFKi0jOzeOLT9bz5bQKxDWsycVhH6lQP8TqWiEiRFeUKqBdURyumg6np3D9tJbPX/UqftnX558B2VA0u1JqRIiLliq6ASpkI9PdjTL/WvHBNDGt3HqDPhG9YtCXJ61giIiI+oVpIIK9d14lRl7XgszU/0/+lb/jx14NexxIRKTFqQKVU9I+pzyd3daV6SADDJn/PnGkv4p5rA2NqwHNtYNU0ryOKiIiUS2bG7Rc15d1bzyU5JZ3+E+NY9r/Xsuun6qiI+Dg1oFJqzq5TjU/u6sqjUas5b+1YLHk74LL3P5s5UsVTRETkFM5rGs7//tyN22ospeWSx3L2D1UdFRHfpgZUSlW1kEBuSnuHKnb0+APpKTBnrDehREREfMSZYSHcY++pjopIhaEGVEqdJSfmO+4KGBcREZHfWHIBW8qqjoqID1IDKqUvLP89Qff4R7LrQGoZhxEREfExBdTRvQG1OZSWUcZhRESKRw2olL6eoyEw9LihDP8QxqUP5rIXFjJv4y6PgomIiPiAfOpoul8IY1Ou5ooJC1mdmOxRMBGRolMDKqWv3WDoOwHCogGDsGgC+r/IHXeNIrJaMDe9sYQxM9aScjTT66QiIiLlTz51NPDKF/njrQ+SlpHFgFfieHl+PJlZ3uztLiJSFOacN/9YaQNtAUhNz+Sfn2/gjbgEmkScwTOD29OhQU2vY4mIFLiBdnmhOioA+48c5ZGPVjNr9S90bFCDZwbH0DjiDK9jiYgUWEd1BVQ8FRLoz1/7tubft3UhLSOLq1/5lqe/2MDRjCyvo4mIiJR7NaoEMfGPHXnhmhjidx3i8hcW8vZ3CWTpaqiIlFNqQKVcOL9pBJ/f042BnaKYOG8z/SfGsf7nA9l7nGnjbRERkQKZGf1j6jP73os4p3EtRn+yluunLmbfon+phopIuaMGVMqNaiGBPDWwPZOvj2X3wTQmTRxH+sd/1sbbIiIihXBmWAhv3XQOT1zVhrrbZhDy+b2qoSJS7qgBlXLn4lZ1mH3vhTwWMp3ArBO2adHG2yIiIgUyM4Z1acg/wj4ilKPHH1QNFZFyIMDrACL5qXVGEGQUsD2LNt4WERE5pYCDO/Mdd8mJWBlnERHJS1dApfwqYOPt1Cp1yziIiIiIjymghu72i2DNDu0bKiLeUQMq5Vc+G2+nEsxD+6/kvg9WsPtgmkfBREREyrl8amiGfwgvuD/Sf2IcT85az+G0DI/CiUhlpgZUyq98Nt726z+Bht1vZOaqnfzhmfm8GfcTGZnaskVEROQ4+dTQgP4v8tCD/8fAjlFMWrCFns98zf9W7cSrPeFFpHIyr/7R0QbaUhybdx9izIy1LPxxDy3OrMbjV7bhnEa1vI4lIhVIQRtolxeqo1Icy7buY/Qna1i78wDnNw1nbP/WnFW7mtexRKQCKaiO6gqo+KSmkVV5++bOvDKsIwdS0hn06nfcNy3nY7naO1REPGBmvc1so5nFm9mofI7faGa7zWxFzteteY7dYGY/5nzdULbJpTLq1LAmM+66gMf7t2bNjmR6P7+Qf8xaz6G0DNVRESlVWgVXfJaZcVnbulzUPJKX5sbz+sItBK6dzt/9X/9t+5Zj+55B9seRRERKgZn5AxOBS4BEYImZzXDOrTth6gfOubtOeG4t4K9ALOCAZTnP3VcG0aUS8/czrjuvEZe1rctTn2/gtQVbSFn2PqN5lYBM1VERKR26Aio+r0pQAA/1bsHn91zIgwEfaO9QEfFCZyDeObfFOXcUeB/oX8jnXgp86Zzbm9N0fgn0LqWcIieJqBrMUwPb8587zucu9+5vzecxqqMiUoLUgEqF0TSyKhGZu/M/qL1DRaR01Qe253mcmDN2oqvNbJWZTTez6CI+V6RUdWpYk8isPfkfVB0VkRKiBlQqlgL2PdsbUJud+1PKOIyIyHFmAo2cc+3Ivsr5VlFPYGbDzWypmS3dvbuAN9xEisEKqKP7g+qQfCS9jNOISEWkBlQqlnz2PUv3C+HvaYPoMX4+T3y6jr2Hj3oUTkQqsB1AdJ7HUTljuZxzSc65YxsYTwY6Ffa5ec4xyTkX65yLjYyMLJHgIsfJp44etWDGHB5At6fm8vL8eI4c1f6hIvL7qQGViiWffc8Cr3yR++9/jL7t6zHlm5/o9s+5PPvlJg6k6p1cESkxS4BmZtbYzIKAa4AZeSeYWd08D/sB63N+/gLoZWY1zawm0CtnTKTs5VNHg656iT/d9RfOaVSLpz7fyIVPzeetbxNIy8j0Oq2I+CDtAyqVSvyugzz75SZmrf6FGlUCueOiplx/XiNCN/wne4GF5MTsj/H2HK3V/kQquaLuA2pmlwPPA/7AVOfcE2Y2FljqnJthZv8gu/HMAPYCdzjnNuQ892bgkZxTPeGce+N0r6c6Kl5YtnUvT32+ke9/2kv9GqHcfXEzBnSoT8Da6aqjInKcguqoGlCplNbsSGb87I3M37ib66p8z195jYC8q+cGhma/A6ziKVJpFbUBLWuqo+IV5xzfxO/h6S82sioxmVvDljIq4+XjV89VHRWp9NSAiuRj8U97afxOFyKzdp18MCwa7l1T9qFEpFxQAypyas45vlj7Kx3+cwF1XD6LYqmOilRqBdVR3QMqlVrnxrWIyMp/JUmnJedFREQKZGb0bnMmtV3+W7eojopIfgrVgJpZbzPbaGbxZjYqn+P3mdm6nL3N5phZw5KPKlI6Clpy/mfCmTDnR5JTtFiRiIhIQQqqo78SwTvfJZCarsWKROQ3p21AzcwfmAhcBrQChppZqxOmLQdic/Y2mw48VdJBRUpNPkvOZ/mH8mnEbTz75Sa6jpvLE5+u0z6iIiIi+cmnjmb6h/Be9Rv5v0/WcsE/5/HS3B/Zp23QRAQIKMSczkC8c24LgJm9D/QH1h2b4Jybl2f+IuDakgwpUqqOLZCQZ/U+v56jua3dYLruPMBrCzYzNS6BqXEJXNGuLrd1a0Kb+mHZz1k1Tav+iYhI5ZZPHfXvOZp72g6iy5YkXvt6C+Nnb2LivM0Mio3ilgsa0zD8DNVQkUrqtIsQmdlAoLdz7tacx9cBXZxzdxUw/yXgF+fc3/M5NhwYDtCgQYNOW7duLWZ8kbKxY38Kb8b9xHuLt3MoLYPzmoTzWIPVtFr2f1h6niujWvVPpMLQIkQiJWfjLweZvHALH6/YQUaW47HoNdyY9Bz+maqhIhVVmSxCZGbXArHA0/kdd85Ncs7FOudiIyMjS/KlRUpV/RqhPNqnFd/+5Q88cnkLEpIOE/btuOObT4D0lOx3c0VERCRX8zOr8fSg9sQ9/Afu7N6Uy3ZNOr75BNVQkUqiMA3oDiA6z+OonLHjmNnFwKNAP+dcWsnEEylfqocEMvzCpix4qAf1/ZLyn6RV/0RERPJVu3oID17agrrkX0O1cq5IxVeYBnQJ0MzMGptZEHANMCPvBDPrALxGdvOZz4aKIhVLoL9fgav+7faP5Iu1v5CRmVXGqURERHxDQTV0pwvnjn8t49vNe/Bqr3oRKV2nbUCdcxnAXcAXwHpgmnNurZmNNbN+OdOeBqoCH5rZCjObUcDpRCqOfFb9S/cL4SX+yJ/eWcaFT83jxTk/8nOyVs8VERE5Tn4r0AeEsrTpXXy3JYk/vv49vZ5bwJtxP7H/iFbPFalITrsIUWnR4glSIeSzgl9G64HM2bCLd77byjfxe/AzuPDsSIbERtOzZR2C1k3Xqn8iPkCLEImUsgJWwU1Nz2TGyp38a9FWViUmExTgx6Wtz2RIbDTnNw3Hb82HqqMiPqCgOqoGVKQUbUs6wrSl25m+LJFfDqQyLHQRf7VJBGWl/jZJq/6JlEtqQEW8t3ZnMtOWbOfjFTtJTknnxmqLeTTzVQJVR0XKPTWgIh7KzHIs2LSbdtO7Ep6Rz23SYdFw75qyDyYiBVIDKlJ+pKZn8sXaXzh/ZnciM1VHRXxBmWzDIiL58/czerSoTXjG7nyPu+REPl31M6npmWWcTEREpPwLCfSnf0x9IjMLrqNfb9qtBQBFfECA1wFEKpWwKEjeftLwL4Qz4t8/UC04gN5tzuTKDvU5t0k4/n6WPaGA+2REREQqlQLq6M+Ec8PUxURUDeaKdnW5qkN92kWFYaY6KlLeqAEVKUs9R8PMkdmbbR8TGEqdK/7Bu2d04aPlO/hszS98uCyROtWD6dO2HtdWWUTjRY9gx56TvD37HKDiKSIilUsBdTSyzxO8GtCJT1bs4N+Lt/Hmtwk0jjiDK9rV5ZqQRdRb+LDqqEg5oXtARcraad6FTU3PZM76XXy8Ygdfb9rNXL+7iPLbc/J5dL+LSKnSPaAi5dRp6mhySjqfr/mZT1bsZNGWJBYEjlQdFfGAFiES8UEHU9OpOi4S4+T/Th1G5v/tJcBft3KLlAY1oCK+L+lQGrXG1ymwjrrR+/A7druLiJQoLUIk4oOqhQRiYVH5HtuRFU6nv3/F3e8vZ8bK7OXpRURE5DfhVYNPWUfPGzeHv/x3FV+t+5WUo1oIUKQs6B5QkfIun/tdXEAoSR1HccnhOszdsItPVuwkwM84p1EteraszcUt69Ao4gwtuiBShsysN/AC4A9Mds6NO+H4fcCtQAawG7jZObc151gmsDpn6jbnXL8yCy5S0RVQR3e2e5BOB2syc+XPvLd4OyGBflxwVgQ9W9ahZ4va1E6YoRoqUgr0EVwRX3CKRjIzy7Fi+z6+Wr+LOet/ZdOvhwC4LWwpD6a/TJA26xb5XYryEVwz8wc2AZcAicASYKhzbl2eOT2A751zR8zsDqC7c25IzrFDzrmqRcmnOipSBKeoo0czsvj+pyTmrN/FV+t/JXFfCv38vuGpoCmEkPbbOVRDRYpE94CKVBLb9x7hq/W/csXcXvlu1p1etT4B96/9bWl6Efn/9u48NtK7vuP4++s5PYdve9e73susCdklG5IsZzgLgpAqDVVbGlokQoMoBVpQpUqlaRGKREmhUtMKKCAKhVKRAKUQKAhCAxQShbAJSTYHyTp7sOs97PVtz3g8Y//6x/PM7Phaz2btmWe8n5c0muf4jf195pnxx7/nXNYFdkBfDnzEOfcmf/xDAM65j63Q/irgk865a/1xdUBFAsA5xzNnpuj+4n6acqeXzJ+OdzP2nl+xtaWxBtWJ1JeVclSH4IpsMNvaErzz2l1wz/I36w5NnuTa2+/lVX2dvOr5HVz7vA5ak9FzDXTYrshzsRUovznhCeCl52l/C/D9svG4mR3AOzz3dufct5Z7kZm9G3g3wPbt2y+qYBFZysy4bHMacmeWnd+YPc3e2++ltzPJq/s6eVVfBy/rbScZK/uXWjkqcl7qgIpsVCvcrDvbuJkr2Q7rBQAAFZhJREFUe1r43uOnuOvAccxgT3cTL+tt5y2h+3jhQ3+HFXSvNJH1YmZvB/YDrymbvMM5N2BmvcC9ZnbQOffs4tc65z4HfA68PaBVKVjkUrRChs6lt/C3b7icnx06y52/9O43Gm4wrtzWwst627jB7uOyB29VjoqchzqgIhvVCjfrTl5/G/+67xoKc/M8emKcnx86ywOHh/nKA8d4Z8PtWEN24c/JZ70tuQpOkfMZALaVjff40xYwszcAtwKvcc6VTi5zzg34z4fN7CfAVcCSDqiIVMkKGRp540d4175e3vWqXmbycxw4OsrP+8/yiyPDfOanh3lb+O+VoyKrUAdUZKMqBt0KhwGFQw1cs6OVa3a08gH6mMnPEfvo8LI/an78BLfd/USp/Rad+yKy2C+BPjPbhdfxvAn4o/IG/nmfnwWuc84Nlk1vBTLOuZyZdQDXAh+vWuUistQqGQoQj4R4ZV8Hr+zrAGAqVyD5sZVz9OPf/zXX7Gjl6u0ttKdi674IIkGlDqjIRrbvrRVvcY1HQisecjQc6uSuXx7n3+8/CkB3c5yrd7RyzXavQ7pnSxORkG4rLJcu51zBzN4P/ADvNixfcM49YWa3AQecc3cDnwBSwNf9i4AVb7dyOfBZM5vHuz/37eVXz11vH/zgB3nkkUeq9etE6kyH/wC+/Wng0+dvfiIPhdySyXmL8PAX30rx4p/xSIh0PEw6FiEVD5OIhta2bJHn4EUvehF33HHHuv8edUBF5JwVDjnqvOGjHNz7Rn59epIDR0d46DdjPHxslP957BQA8UgD+3pauHp7Ky/a1swVPS1saY7rSrtySXHOfQ/43qJpHy4bfsMKr7sfuGJ9qxORqmjdCWcPgZs/N80aiHT08uJEK9O5OSZn8kzlCoxl8gxNep3VUIORjkdIxcKkYmGSsZA27MqGpQ6oiJxznkOOwsALtzbzwq3N3Hyt1+zUeJaHj43x0LFRHvrNKJ//2WEK897W3Y5UlCu2ep3RK3uauaKnma50vDbLJSIrqsbWbpFLSoVXwXXOcWw4U8rQh4+N8vSZScYcjAFbmuPs62nhip5mruxp4YqtzTQnItVfHpE1pvuAisiamcnP8dSpCQ4OjPPYiXEeOzFG/+AUfp+UzU1x9vU0s6+nmb1bm9nT3URXOqY9pRJIF3If0FpQjopsPFO5Ak8UM3RgnIMnxjg6nCnN39GeYF9PC/u2NrN3SxOXdzctvJWaSIDoPqAisu7ikRBXbW/lqu2tpWnTuQJPnprg0eNjHBwY5+CJcX745Ln7q7Ulo7xgc5rLu5v8R5q+rjTRsA49EhGRS0sqFualve28tLe9NG08k/c27A6M8djxcR4+Nsp3Hj1Zmr+pKVaWoU3s6U6zqyNFqEEbdyWY1AEVkXWVjIV58c42XryzrTRtYibPUycneOrUBE+dmuTXpyf4ygPHyBW8c2bCDcburtS5DummNH1dKbY0N9KgQBURkUtIcyKy4Gq7AGencn6Gejn61KkJfn7obOk0mFi4gcs2p7l8s5ejz9+UZndXik4ddSQBoENwRSQQ5uYdR85OlwWqF6qnJ2ZKbRLRELu7UuzuTLF7U4q+Li9Qt7cltKVX1pwOwRWRejJbmKd/cOpchp72cnRkerbUpikepm9Tmt2dKfo2pdjdlaJvU1oXDpR1oUNwRSTQQv5ez91dKW64cktp+uj0LP1DUxw6M8WhwUn6B6e4/9lhvvmrgVKbaLiB3o5k6fW7OpLsbE+ysyNJc6Mu2CAiIhtfNNzAni1N7NnSVJrmnGNoMsehwSn6B70cPXRmih89dYa7Dpy77VppA29Xiud1ludogkRU3QVZW/pEiUigtSajvDi58BBe8A7jfXZwqhSq/YNTPHpijO/6t4YpaktG2dmeYGdHkl1+p3RXh/eciulPoIiIbFxmRldTnK6mONfu7lgwb2R6dkGntH9wivv7h/nmwwML2m1qirGz/Vx2FjumO9uT3j3ERS6Q/vsSkbrUFI8sueAReFfiPTac4cjZaY4OT3P07DRHzk5zX//ZJaHakYqxsz3BtrYE21ob6WlN0NPWyLbWBN3NccK6B5uIiGxQbckoL9nVxkt2LdzAOzmT59hwpixDveF7njzDcNnhvADdzXF2tCfY1uplaU9rY+l5Uzqu6zbIstQBFZENJR4JcdnmNJdtTi+Zl5kteKF6dpojfrAeHc7w4JERvv1ItnS7GPAOCd7cFGdbm9cx3dZ6Lli3tjbSlY7pJuEiIrLhpOOR0n2/FxvP5jk27G3YPep3TI8NT/PTZ4YYnMwtaBsNNbClJV7qkPaU52hLIx2pmK7fcIlSB1RELhmJaLh0mfrFZgvznB6f4fhohhOjGY6PZL3n0Sw/OzTEmYmFwdpg0JmOsbm5kS3NcTY3x+lujtPd3Ei3P76pKa5OqoiIbBjNjRHvPqQ9LUvmzeTnGBjLcnwkw4nRrJ+nWU6MZPjhyYkle0/DDcampvL8XJihW9RJ3bDUARURwbt4w/b2BNvbE8vOn8nPcXIsy/HRLAOjWU6PZzk1PsPpiRmeOTPJT58ZIjM7t+A1ZtCZipVCdVNTjK6mOJ2pGJ1NMTpTMbqaYrQnFbAiIlLf4pEQz+v0LmK0nOlcodRBPTnmZ+j4DCfHszw+MM49T54p3Y6tKNRgbErH6G5p9DbspuN0leVnZ9obbk1EdbhvHVEHVESkAvFIiN7OFL0rBKtzjslcgVNjM5waz/qhOlPqqD47NMV9z55lcqaw5LUNBm3JGF1pL0wXPsfpTMdoT0VpT0ZpikcUsiIiUneSsTDP3+Tdk3Q5zjlGM/lShp4a9/K02FF98uQEP54YXLKxF7y9qR3FTmlqYZaWcjQZpS0VJR0L65YzNaYOqIjIGjAzmuIRmjZHlj3/tGgmP8fQZI7ByRxDkzNlw7nS8NOnJxmayjE3v/Q+zaEGozXhdUbbFj3aU0untSWiupiSiIgEnpmVsmvvlqXnnxZN5woLsnNwUZaeHJ/h0RPjDE/ncEtjlGiogdZkhLak1yltTS7M1PayTG1NRGlJRHWU0hpTB1REpIrikZB31d225Q/1LZqfd4xmZhn0Q3VkOsfw1CyjmVlGpmcZnvKenzrlnVczns2v+LOaGyO0JaM0NUZoaYzQ3BihJeE9lz9aEtEF83R5fRERCZpkLEwyFmZnR/K87Qpz84xMz5Y6psPTs16WTs8yOu1n6fQsx0czjEzNMplbeoQSeEcptSSitCTKMzS6KD8XDjf5w7GwcnQ56oCKiARQQ4PRnorRnopxeffq7Qtz84xm8n6g5hjxw7X8MZ7NM5aZ5ejwNOPZPBPZPMvsZC2JhRuWhGs6HiEVC5OOh0nFw6TjEdLF8Zg/Hj83rr2vIiJSC+FQQ+keqJXIFeYYy+RLG3jLs3R4epbxTJ7xbJ6hqRz9Q1OMZfLLnlZTrjESWrLBNxUP07RClqbiC/M0FQtvyL2v6oCKiGwA4VCDf65LDFj5EOBy8/PeeasT2TxjfrCOZb2O6ng2Xwrb4ryBsRmmcpNMzRSYnClQOF/v1dcYCXmBWh60MS+AU7EwiWiIZPE5GqYxGiIZC5GIhklGwyRiIRLR4nhIHVoREVkXsXCITU0hNlXYYQWYm3dMFDMzm2eslJ/nsvRcvub5zUiGyZkCkzN5pnKF824ELkpGQ6VOarHTmvazNBELlbKylKFl415+nsvZRDQYHVp1QEVELlENDVbaIrutbfX25Zxz5ArzTMzkSx3SqZwXqpOLxqdyBSZmCn67PEOTOSZnCkznCkzPzi17rutKouEGkn6IJqIhErHwgvG/uf5yNjdX/s+DiIjIcxVqMFr980gvlHOOzOzcitm5XJYWp50cyzI5UyA7O8f0bGUd2aJ4pKGUmctt6P3HP7hy3Tf2qgMqIiIXzMyIR0LEIyG6KtvhuiznHLNz82Ryc2Tyc2T8TmkmVyDjB2tmdo7pXDFo58jMFpjOzZHNe8+ZWS+Ms/k5CvPzq/9SERGRGjOz0vmsF7LXdbHiBuFiVhazM7vsuJ+hfrZmcudydmQ6Sy4/V5U9pBV1QM3sOuCfgRDweefc7Yvmx4AvA9cAw8AfOueOrm2pIiKy0ZgZsXCIWDhEa62LWQMXk5dm9iHgFmAO+Avn3A+qWLqIiNSh8g3Cbc9hT2wtrLp/1cxCwKeANwN7gLeZ2Z5FzW4BRp1zu4F/Av5hrQsVEREJsovJS7/dTcBe4Drg0/7PExER2VAqOcD3JUC/c+6wc24WuBO4cVGbG4Ev+cPfAF5vusOriIhcWi4mL28E7nTO5ZxzR4B+/+eJiIhsKJV0QLcCx8vGT/jTlm3jnCsA40D74h9kZu82swNmdmBoaOi5VSwiIhJMF5OXlbxWOSoiInWvqtezd859zjm33zm3v7Ozs5q/WkREpO4pR0VEpN5V0gEdALaVjff405ZtY2ZhoBnv4goiIiKXiovJy0peKyIiUvcq6YD+Eugzs11mFsW7SMLdi9rcDbzDH/594F7n3AXckUZERKTuXUxe3g3cZGYxM9sF9AEPVqluERGRqln1NizOuYKZvR/4Ad5l5b/gnHvCzG4DDjjn7gb+DfgPM+sHRvBCV0RE5JJxMXnpt/sa8CRQAN7nnJuryYKIiIisI6vVjsr9+/e7AwcO1OR3i4iIrMbMHnLO7a91HStRjoqISJCtlKNVvQiRiIiIiIiIXLpqtgfUzIaAY2v04zqAs2v0s2ql3peh3uuH+l8G1V979b4Mqn+hHc65wF5qVjm6RL0vg+qvvXpfhnqvH+p/GVT/QsvmaM06oGvJzA4E+TCpStT7MtR7/VD/y6D6a6/el0H1X7o2wntX78ug+muv3peh3uuH+l8G1V8ZHYIrIiIiIiIiVaEOqIiIiIiIiFTFRumAfq7WBayBel+Geq8f6n8ZVH/t1fsyqP5L10Z47+p9GVR/7dX7MtR7/VD/y6D6K7AhzgEVERERERGR4Nsoe0BFREREREQk4NQBFRERERERkaoIfAfUzK4zs6fNrN/M/nqZ+TEzu8uf/wsz21k270P+9KfN7E3VrLushtXq/0sze9LMHjOz/zWzHWXz5szsEf9xd3UrX1Djastws5kNldX6rrJ57zCzQ/7jHdWtvFTDavX/U1ntz5jZWNm8mq8DM/uCmQ2a2eMrzDcz+xd/+R4zs6vL5gXh/V+t/j/26z5oZveb2ZVl84760x8xswPVq3pJjastw2vNbLzss/Lhsnnn/fxVQwX1/1VZ7Y/7n/s2f17N14GZbTOzH/t/K58wsw8s0ybQ34NaUo4qRy+WcrTm779yVDl6UQKXo865wD6AEPAs0AtEgUeBPYvavBf4jD98E3CXP7zHbx8Ddvk/JxTA+l8HJPzhPyvW749P1ck6uBn45DKvbQMO+8+t/nBr0Opf1P7PgS8EbB28GrgaeHyF+dcD3wcMeBnwi6C8/xXW/4piXcCbi/X740eBjjpYB68Fvnuxn79a1b+o7Q3AvUFaB0A3cLU/nAaeWebvUKC/BzV875Sj9bEObkY5up7LoBwN/jp4LcrR9aw/UDka9D2gLwH6nXOHnXOzwJ3AjYva3Ah8yR/+BvB6MzN/+p3OuZxz7gjQ7/+8alq1fufcj51zGX/0AaCnyjWuppJ1sJI3Afc450acc6PAPcB161TnSi60/rcBX61KZRVyzv0fMHKeJjcCX3aeB4AWM+smGO//qvU75+7364NgfgcqWQcruZjvz5q5wPqD+B045Zx72B+eBJ4Cti5qFujvQQ0pR2tPOVpjytHaU47WVtByNOgd0K3A8bLxEyx9s0ptnHMFYBxor/C16+1Ca7gFb8tDUdzMDpjZA2b2lvUosAKVLsPv+bvrv2Fm2y7wteup4hr8w7Z2AfeWTQ7COljNSssYhPf/Qi3+Djjgh2b2kJm9u0Y1VerlZvaomX3fzPb60+pqHZhZAi9U/qtscqDWgXmHh14F/GLRrI30PVhLytHa/w1XjtZ+HaxmI/39UI7WkHK0MuGLebGsHTN7O7AfeE3Z5B3OuQEz6wXuNbODzrlna1PheX0H+KpzLmdmf4q3Jf23alzTc3ET8A3n3FzZtHpZB3XPzF6HF5yvLJv8Sv/97wLuMbNf+1shg+ZhvM/KlJldD3wL6KtxTc/FDcB9zrnyrbyBWQdmlsIL9Q865yZqUYMEl3I0EJSjNaQcDQTlaAWCvgd0ANhWNt7jT1u2jZmFgWZguMLXrreKajCzNwC3Ar/jnMsVpzvnBvznw8BP8LZWVNuqy+CcGy6r+/PANZW+tgoupIabWHTIREDWwWpWWsYgvP8VMbN9eJ+dG51zw8XpZe//IPDfVP/wv4o45yacc1P+8PeAiJl1UEfrwHe+70BN14GZRfBC8z+dc99cpkndfw/WiXKUmv8NV45S83Wwmrr/+6EcDQzlaCVcDU+IXe2Bt4f2MN7hHMUTj/cuavM+Fl484Wv+8F4WXjzhMNW/eEIl9V+Fd3J136LprUDMH+4ADlGbk64rWYbusuHfBR5w505aPuIvS6s/3Ba0+v12L8A7SdyCtg7837+TlU/c/20WnjT+YFDe/wrr3453btkrFk1PAumy4fuB62pRfwXLsLn42cELlt/466Oiz1+t6/fnN+Od35IM2jrw38svA3ecp03gvwc1Wu/KUaccXe/6/XbK0drVrxytcf3+fOVopfXU6kN4AW/Y9XhXanoWuNWfdhveVk6AOPB1/4v3INBb9tpb/dc9Dbw5oPX/CDgDPOI/7vanvwI46H/RDgK3BHgdfAx4wq/1x8ALyl77J/666QfeGcT6/fGPALcvel0g1gHelrRTQB7vuPtbgPcA7/HnG/Apf/kOAvsD9v6vVv/ngdGy78ABf3qv/94/6n++bq1F/RUuw/vLvgMPUPZPwHKfv6DV77e5Ge+CM+WvC8Q6wDuczAGPlX1Orq+n70EtH6v9DUQ5GoRlUI6ub/3KUeXoutbvt7kZ5WhFj+KWBhEREREREZF1FfRzQEVERERERGSDUAdUREREREREqkIdUBEREREREakKdUBFRERERESkKtQBFRERERERkapQB1SkzplZi5m9t9Z1iIiI1CPlqEh1qQMqUv9aAAWniIjIc6McFakidUBF6t/twPPM7BEz+0StixEREakzylGRKjLnXK1rEJGLYGY7ge86515Y41JERETqjnJUpLq0B1RERERERESqQh1QERERERERqQp1QEXq3ySQrnURIiIidUo5KlJF6oCK1Dnn3DBwn5k9rosniIiIXBjlqEh16SJEIiIiIiIiUhXaAyoiIiIiIiJVoQ6oiIiIiIiIVIU6oCIiIiIiIlIV6oCKiIiIiIhIVagDKiIiIiIiIlWhDqiIiIiIiIhUhTqgIiIiIiIiUhX/DwPrDHs/oyXrAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -282,7 +282,7 @@
     "disc = pybamm.Discretisation()\n",
     "disc.process_model(model)\n",
     "\n",
-    "print(f\"y0_guess={model.concatenated_initial_conditions.flatten()}\")\n",
+    "print(f\"y0_guess={model.concatenated_initial_conditions.evaluate().flatten()}\")\n",
     "dae_solver.set_up(model)\n",
     "print(f\"y0_fixed={model.y0}\")"
    ]
@@ -304,7 +304,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.7"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/examples/notebooks/spatial_methods/finite-volumes.ipynb b/examples/notebooks/spatial_methods/finite-volumes.ipynb
index 45d8f40bb..00d5c6aee 100644
--- a/examples/notebooks/spatial_methods/finite-volumes.ipynb
+++ b/examples/notebooks/spatial_methods/finite-volumes.ipynb
@@ -167,7 +167,7 @@
     },
     {
      "data": {
-      "image/png": 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AWHjbPjeluz+Z5MUTqAXYxGYBQ9JtAQCYZZuugK6lu/+/3S4E2Nx4wNCxQwee8Px4mu2xl10xzdIAAGBTO2pAgekSMAQAwF4gHh7mgIAhAAD2Ag0ozAEBQwCwvs0yEoDZoQGFOSFgCADWNp6RAMy26u6ha9iWpaWlPnHixNBlwK5aPnU6R2+9NzcdudKqJsygqrqnu5c2HzmbzJ3sVWdnJKySkQDDW2/utAIKM8CRWwDYPhkJMH+k4MKApNsCwM7JSID5YwUUBuTILQCcGxkJMF+sgMKAHLkFgHNz/BWPn2J27GVXDFgJsBVWQGGCthIL78gtAACLwgooTNB4uNCxQwfWHOPILQAAi0IDChMgXAgAAJ5ooltwq+qaqvpwVT1YVa/eYNzfrKquqrm9xhqMEy4EAABPNLEGtKrOT/LmJC9JcnmS66rq8jXGPS3JDyV5/6RqgWkTLgQAAE80yRXQg0ke7O6Pdvfnkrw9ybVrjPvHSX46yfopLTCHhAsBO2H3EAB72STPAX1Wko+P3X84yVXjA6rqm5I8u7v/dVX96Hp/UVXdkOSGJNm/f/8ESoXtWz51OkdvvTc3HblyzZVN4ULAdo3tHvqOrMybd1fV7d19/1nj7B4CYC4NdhmWqjovyT9L8iObje3um7t7qbuX9u3bN/niYAvGE24BdondQwDsaZNcAf1EkmeP3b949NiqpyW5Isl7qypJnpHk9qp6aXefmGBdcE4k3AITZPcQAHvaJFdA705yWVU9p6qenOTlSW5ffbK7P9PdF3X3pd19aZLfTaL5ZOZJuAWGYvcQAPNuYg1odz+a5GiSdyV5IMk7uvu+qnp9Vb10Uv8uTJqEW2CCtrN76GNJnp+V3UOCiACYC5PcgpvuviPJHWc99tp1xr5gkrXAVm0WLpQ8nnB75OD+3HLXQzn5WadhAbviC7uHstJ4vjzJkdUnu/szSS5avV9V703yP9s9BMC8mGgDCvNoPFzo2KEDa46RcAtMQnc/WlWru4fOT/LW1d1DSU509+0b/w0AMNs0oDAiXAiYBXYPAbCXDXYZFpg1woUAAGCyNKAwIlwIAAAmyxZcGCNcCAAAJkcDysLYSrqtcCEA+GJbmT8BtsoWXBbGeLotALA15k9gN1kBZc+TbgsA22f+BCbBCih7nnRbANg+8ycwCRpQ9jzptgCwfeZPYBI0oOwJy6dO5/DxO7O8TmrtarrtbTdeneuvuiQnHzkz5QoBYP6YP4HdVt09dA3bsrS01CdOnBi6DGbMT9z2B/nVux7K9Qf359ihA0OXA+wxVXVPdy9tPnI2mTsBmLb15k4hRMw1AQkAADA/bMFlrglIAACA+aEBZa4JSAAAgPlhCy5zbzUg4cjB/bnlrodycp0gIgAAYFgaUGba8qnTOXrrvbnpyJXrrmoef8Xj5zYfe9kV0yoNAADYJltwmWlv+s2P5O6PfTpv+ncfGboUAADgHFkBZSZJtwUAgL3HCigzSbotAADsPRpQZpJ0WwAA2Hs0oAxm+dTpHD5+Z5bXSa1dTbe97carc/1Vl+TkI2emXCEAALCbnAPKYMYDho4dOvCE56XbAgDA3qIBZeoEDAEAwGKyBZepEzAEAACLSQPK1AkYAgCAxWQLLoNYDRg6cnB/brnroZxcJ4gIAADYOzSg7LrlU6dz9NZ7c9ORK9dd1RQwBAAAi8cWXHbdeLotAADAKiug7BrptgCwdVvZMQSw11gBZddItwWArbNjCFhEVkDZNdJtAWBzdgwBi8wKKFu2fOp0Dh+/M8sbJNauptveduPVuf6qS3LykTNTrBAAZp8dQ8AiswLKlo1vFTp26MCaY6TbAsDG7BgCFpkGlE3ZKgQAu8v1sIFFNdEGtKquSfLGJOcneUt3v+Gs5384yX+f5NEkJ5P83e7+40nWxPa971UvzLE7Hsi77/tUTn/+sVz4pPPyXd/wjLzme547dGkAMJfsGAIW1cTOAa2q85O8OclLklye5LqquvysYfcmWeru/zzJO5P8k0nVw87ZKgQAAOyGSYYQHUzyYHd/tLs/l+TtSa4dH9Dd7+nuvxjd/d0kF0+wHs6BcCEAAOBcTXIL7rOSfHzs/sNJrtpg/CuT/Ju1nqiqG5LckCT79+/frfoYs9nFsG0VAgAAztVMXIalqv5WkqUkP7PW8919c3cvdffSvn37plvcgnAxbAAAYNImuQL6iSTPHrt/8eixL1JV357kNUm+rbvt65wyCbcAs0WAHwB72SRXQO9OcllVPaeqnpzk5UluHx9QVVcmOZ7kpd29PMFaWIeLYQPMDgF+AOx1E2tAu/vRJEeTvCvJA0ne0d33VdXrq+qlo2E/k+SvJvkXVfWBqrp9nb+OCZFwCzBTBPgBsKdN9Dqg3X1HkjvOeuy1Y7e/fZL/PpuHCyUuhg0wQwT4AbCnTbQBZXjj4ULHDh1Yc4yEW4D5Mxbg921rPd/dNye5OUmWlpZ6iqUBwLo0oHuUcCGAuSTAD4A9bSYuw8LuEy4EMJcE+AGwp2lA9yjhQgDzR4AfAHudLbh7mHAhgPkjwA+AvUwDOqe2km4rXAgAAJgltuDOqfF0WwAAgHlgBXTOSLcFAADmlRXQOSPdFgA2tnzqdA4fvzPLsg8AZo4GdM5ItwWAjTlNBWB22YI7gzYLGJJuCwBP5DQVgNmnAZ1B40dujx068ITnpdsCwBO971UvzLE7Hsi77/tUTn/+sVz4pPPyXd/wjLzme547dGkAjGhAZ4gjtwCwc05TAZh9zgGdIQKGAODcrJ6mctuNV+f6qy7JyUfODF0SAGOsgM4QR24B4Nw4TQVgtmlAZ4yAIQAAYK/SgE7RZum2iSO3AADA3uUc0ClyXTIAAGCRWQGdAum2AAAAVkCnQrotAACABnQqpNsCAABoQHfF8qnTOXz8zixvkFjrumQAAMCicw7oLhgPFzp26MCaY6TbAgAAi04Deg6ECwEAAGydLbjnQLgQAADA1mlAz4FwIQAAgK2zBfccrYYLHTm4P7fc9VBObhBEBAAAsMg0oJtYPnU6R2+9NzcduXLNlU3hQgAAAFtjC+4mxhNuAQAA2DkroOuQcAsAALC7rICuQ8ItAADA7tKArkPCLQAAwO5a2AZ0+dTpHD5+Z5Y3SK1dTbi97carc/1Vl+TkI2emWCEAzJatzJ0AsJGFPQd0PFzo2KEDa46RcAsAj9vK3AkAG1m4BlS4EABsj7kTgN0y0S24VXVNVX24qh6sqlev8fxTqurXRs+/v6ounWQ9iXAhANgucycAu2ViDWhVnZ/kzUlekuTyJNdV1eVnDXtlkj/r7q9N8rNJfnpS9awSLgQA22PuBGC3THIL7sEkD3b3R5Okqt6e5Nok94+NuTbJ60a335nkpqqq7u4J1vWFcKEjB/fnlrseyklhCgCwIXMnALthkg3os5J8fOz+w0muWm9Mdz9aVZ9J8hVJ/mR8UFXdkOSGJNm/f/85FyZcCAC2x9wJwG6Yi8uwdPfN3b3U3Uv79u0buhwAAAB2YJIN6CeSPHvs/sWjx9YcU1UXJPmyJH86wZoAAAAYyCQb0LuTXFZVz6mqJyd5eZLbzxpze5LvG93+3iS/NenzPwEAABjGxM4BHZ3TeTTJu5Kcn+St3X1fVb0+yYnuvj3JLyT55ap6MMmns9KkAgAAsAdNMoQo3X1HkjvOeuy1Y7dPJ/lvJ1kDAAAAs2EuQogAAACYfxpQAAAApqLmLfOnqk4m+eNd+usuylnXHJ0z815/Mv+vQf3Dmvf6k/l/DYtS/yXdPbfXATN3zjTv5+7xXu4u7+fuWsT3c825c+4a0N1UVSe6e2nzkbNp3utP5v81qH9Y815/Mv+vQf2Lx3u2u7yfu8d7ubu8n7vL+/k4W3ABAACYCg0oAAAAU7HoDejNQxdwjua9/mT+X4P6hzXv9Sfz/xrUv3i8Z7vL+7l7vJe7y/u5u7yfIwt9DigAAADTs+groAAAAEyJBhQAAICpWMgGtKquqaoPV9WDVfXqoevZiar6WFX9QVV9oKpODF3PZqrqrVW1XFUfGnvsy6vq31bVR0a//7Uha9zMOq/hdVX1idHn8IGq+u4ha9xIVT27qt5TVfdX1X1V9UOjx+fic9ig/rn4DKrqwqq6q6p+f1T/Pxo9/pyqev/o++jXqurJQ9e6lg3qf1tV/dHY+/+8oWvdTFWdX1X3VtWvj+7PxWcwC/bC/DkL1vs+49yc/bPNzlXV06vqnVX1h1X1QFV989A1zauq+gejn/MPVdWtVXXh0DUNbeEa0Ko6P8mbk7wkyeVJrquqy4etasde2N3Pm5NrCr0tyTVnPfbqJL/Z3Zcl+c3R/Vn2tjzxNSTJz44+h+d19x1Trmk7Hk3yI919eZLnJ/mB0X/78/I5rFd/Mh+fwZkkL+rub0zyvCTXVNXzk/x0Vur/2iR/luSVA9a4kfXqT5IfHXv/PzBciVv2Q0keGLs/L5/BoPbY/Dm0jb7P2Lmzf7bZuTcm+Y3u/vok3xjv645U1bOS/E9Jlrr7iiTnJ3n5sFUNb+Ea0CQHkzzY3R/t7s8leXuSaweuac/r7t9O8umzHr42yS+Nbv9SkpdNtahtWuc1zI3u/mR3/97o9mezMpk8K3PyOWxQ/1zoFY+M7j5p9KuTvCjJO0ePz/L7v179c6WqLk7yPUneMrpfmZPPYAaYP3fJvH+fzaKzf7bZuar6siTfmuQXkqS7P9fdfz5sVXPtgiR/paouSPIlSf7DwPUMbhEb0Gcl+fjY/Yczn1/6neTdVXVPVd0wdDE79FXd/cnR7U8l+aohizkHR6vqg6MtujO5ffVsVXVpkiuTvD9z+DmcVX8yJ5/BaHvYB5IsJ/m3Sf7fJH/e3Y+Ohsz099HZ9Xf36vv/U6P3/2er6ikDlrgV/1uSVyV5bHT/KzJHn8HA9sr8OVPW+D5jZ87+2WbnnpPkZJJfHG1pfktVPXXoouZRd38iyf+a5KEkn0zyme5+97BVDW8RG9C94r/q7m/KylaoH6iqbx26oHPRK9cDmrvVlCQ/l+RrsrIl8ZNJ/umw5Wyuqv5qkn+Z5O9396nx5+bhc1ij/rn5DLr7L7v7eUkuzspq0tcPXNK2nF1/VV2R5Mez8jr+yyRfnuTHBixxQ1X1N5Isd/c9Q9cCycbfx2ydn+1dd0GSb0ryc919ZZL/lNk9PWemjQ6KX5uVpv6ZSZ5aVX9r2KqGt4gN6CeSPHvs/sWjx+bK6IhKuns5yW1Z+Z/ZefMfq+qrk2T0+/LA9Wxbd//H0f+UP5bk5zPjn0NVPSkr/7Pzq939r0YPz83nsFb98/YZJMloK9N7knxzkqePtuUkc/J9NFb/NaOthN3dZ5L8Ymb7/b86yUur6mNZ2T76oqyc5zR3n8FA9sT8OSvW+T5mZ57ws11VvzJsSXPt4SQPj+1yeWdWGlK279uT/FF3n+zuzyf5V0m+ZeCaBreIDejdSS4bpR4+OSsnAt8+cE3bUlVPraqnrd5O8p1JPrTxn5pJtyf5vtHt70vyfw1Yy46sNm4jhzLDn8PoXLdfSPJAd/+zsafm4nNYr/55+Qyqal9VPX10+68k+Y6snPf1niTfOxo2y+//WvX/4djBi8rKuZMz+f4nSXf/eHdf3N2XZuW7/7e6+/rMyWcwA+Z+/pwVG3wfswPr/Gwv/CrTTnX3p5J8vKr++uihFye5f8CS5tlDSZ5fVV8y+rl/cQQ65YLNh+wt3f1oVR1N8q6sJFG9tbvvG7is7fqqJLet/HecC5Lc0t2/MWxJG6uqW5O8IMlFVfVwkp9M8oYk76iqVyb54ySHh6twc+u8hheMLjvRST6W5O8NVuDmrk7yiiR/MDqPL0n+Yebnc1iv/uvm5DP46iS/NEoSPS/JO7r716vq/iRvr6pjSe7NKPRhBq1X/29V1b4kleQDSf6HIYvcoR/LfHwGg9oj8+esWPP7bIZTvFk8P5jkV0cHmz6a5O8MXM9c6u73V9U7k/xeVtKv701y87BVDa9WTvkCAACAyVrELbgAAAAMQAMKAADAVGhAAQAAmAoNKAAAAFOhAQUAAGAqNKAwh6rq/9nm+BdU1a9Pqh4AmAfmTxieBhTmUHd/y9A1AMC8MX/C8DSgMIeq6pHR7y+oqvdW1Tur6ktVUkkAAAGQSURBVA+r6lerqkbPXTN67PeS/Ddjf/apVfXWqrqrqu6tqmtHj/+Dqnrr6PaBqvpQVX3JAC8PACbC/AnD04DC/Lsyyd9PcnmS/yzJ1VV1YZKfT/JfJ/kvkjxjbPxrkvxWdx9M8sIkP1NVT03yxiRfW1WHkvxikr/X3X8xvZcBAFNl/oQBaEBh/t3V3Q9392NJPpDk0iRfn+SPuvsj3d1JfmVs/HcmeXVVfSDJe5NcmGT/6M//7SS/nOT/7u7fmd5LAICpM3/CAC4YugDgnJ0Zu/2X2fznupL8ze7+8BrPXZbkkSTP3KXaAGBWmT9hAFZAYW/6wySXVtXXjO5fN/bcu5L84Ni5LleOfv+yJG9K8q1JvqKqvneK9QLALDB/woRpQGEP6u7TSW5I8q9HIQrLY0//4yRPSvLBqrpvdD9JfjbJm7v73yd5ZZI3VNVXTrFsABiU+RMmr1a2twMAAMBkWQEFAABgKjSgAAAATIUGFAAAgKnQgAIAADAVGlAAAACmQgMKAADAVGhAAQAAmIr/H5OWJGWvnSABAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -338,7 +338,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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Ig1p+mICwArftyg6i039+5NrXF/PW/C1sP3C8jNOJSLlQCrXKI488wmuvvXbq+YQJE5g0aVIJhC0dRSlAVwDNjTHhxhgvXE2F5uTewRiTuy/v1cCmnM/nAMOMMd7GmHCgOfBr8WP/jQLOjJ+a+iIiIhVeVo3T7uRwKeSNv0iZ6jkePH3zDFlPX2zPfzPuihZkZGXz9DfruXTSL/R+aQEv/biR9XuPYm3xJ4CJSAVQCrXK0KFDiY7+q4CNjo5m6NCh5/z1StsZp+BaazONMWOA73AtwzLdWrvGGDMRiLXWzgHGGGMuBzKAw+RMv83ZLxpXw6JM4O5S74CrM+MiIpXaTL+RDD36PH4m/a9BT1/XG38Rp52cRpdrep3pOZ4GkUMYC4zt2Zz4Qyf4bs1evl+zj5djNvHSj5toHOTHlRF1ubJtXdqHBeLmpjVHRSqlUqhVOnTowP79+9m9ezeJiYnUrFmTBg0anPlAhxTpHlBr7TxgXr6x8bk+v/dvjv0P8J9zDXjWAsJyLmkXMF4MHh4eZGdnn3qempparK8nIiJn79vVe3liR1tC24+n1563quz9M1LORQ7523+PDWr5cevFTbj14iYkJqfxw9p9fLtmL9MWbuOt+Vup6+/DNZH16NuuPpFhARijYlSk0iilWmXw4MF89tln7N27t1xf/YQSbEJUbvQcf6o74iklcGa8Tp067N+/n4MHD1K9enW++uorevfuXcywIiJSVEknMvj3l6tpU8+fHoPvBvd7nI4kUmwhNby5oUtDbujSkKQTGcSs38e8P/fw3tLtvLNoG42C/OgbWZ9+7evTok4Np+OKSHGVUq0ydOhQbrvtNg4cOMD8+fOLGbJ0Vb4CtICpLyVxZtzT05Px48fTuXNnQkNDadWqVQmEFRGRovrvvHUcOp7OjJs64elelBYGIhVLgJ8nAzuGMbBjGEknMvhuzV7mxu3m9V828+rPm2lZpwZ927mujDYKquZ0XBE5F6VUq7Rt25bk5GRCQ0OpV69eCQQtPZWvAIUzTn05V2PHjmXs2LEl/nVFROTvLd58gE9i47nz0qZEhAY4HUek1AX4eTKkUwOGdGpAYnIa36zew9w/djPp+41M+n4j7cICuLZDKP3ah1KrmpfTcUXkbJRSrfLnn3+W+NcsDZWzABURkUrjeFomj3weR5Pgatzbs/mZDxCpZEJqeDPiwsaMuLAxu4+k8FXcbmav2s2EuWt56ut19GhVm+s6hnFZq9p4eWh2gIiUbypARUSkXHv22/UkHE7hk9EX4uPp7nQcEUfVD/Rl9CVNGX1JU9bvPcrnv+3ii1W7+GHtPgL9POnXrj7XdQxT8yIRKbcqTAFqra3y/5FqjTARqWoWbz7AzKU7uOWicDqH13I6jki50qquP/93lT8PXdmShZsP8Plvu/hkRTwzl+6gWe3qDOwYynUdw6jj7+N0VJFKryrXKmdbo1SIAtTHx4eDBw8SFBRUpf9iDx48iI+PXkREpGpITs3goc9cU28fvLKl03FEyi0Pdzd6tKxNj5a1SUrJYN6fe/jfygSe+3YDk77bwGWtajOsU0MubRmChxp4iZS4qlyrnEuNUiEK0LCwMBISEkhMTHQ6iqN8fHwICyveGkEiIhXFf+etZ09SCp/d2VVTb0WKKMDXk+s7N+T6zg3ZfuA4n8TG82lsAj+ui6Wuvw+Do8IYEtWABrX8nI4qUmlU9VrlbGsUU96mdUZFRdnY2FinY4iIiBPioiFmIjYpgV3ZQaxsPob+w+9zOlUexpiV1toop3Po9VKKKiMrm5h1+5m1YifzN7reIF/ULJjrOzekV9YCPH5+skSXgxARgcJfLyvEFVAREakC4qJPLc5tgDC3A4TueBbiQvWGWKQYPN3d6B1Rl94Rddl1JIXoFfF8GhvPtx9PoYfXO3iQ7toxKd71Owj6nRORUqMbAUREpHyImQgZKXmGTGaKa1xESkRooC/3XdGChQ9fxrOBs/E9WXyelJGC1e+ciJQiFaAiIlI+JCWc3biInDN3N4PviT0FbrNJCbyzcCtJJzLKOJWIVAUqQEVEpFzI8g8teEOAmq+JlIpCfrcOuoXw1Nfr6PL0jzzyvzjW7E4q42AiUpmpABURkXLhw2ojOWG98g56+rqaoohIyes53vU7lpunLyED/sO8sRdzbYdQZv++i6unLGLQG0uY88duMrKynckqIpWGClAREXHcvD/3MH5bW35p8RgENACM67HvFDVDESktkUNcv2MF/M61qe/P0wMjWf7o5Tx2dWsSj6Ux9uNVdH/uZ6Yu2EJSiqbnisi50TIsIiLiqH1HU7nypQU0quXHZ3d2xdO9fJ8b1TIsUhVlZ1t+3rCfdxZuY+nWg1TzcmdwVANu7hZOwyCtKSoip9MyLCIiUu5kZ1se+PQPUjOymDy0fbkvPkWqKjc3Q8/WdejZug5rdicxbdE2Ply+g5lLt9OrTV1uvTic8xvVxBjjdFQRKedUgIqIiGNmLt3Owk0HeHJABE1CqjsdR0SKoG39AF4c0p6He7di5tLtfLBsJ9+u2Uu7BoHcclE4V0XUxUMnk0SkEPrfQUREHLFpXzJPf7OeHi1DuLFLQ6fjiMhZquPvw4NXtmLpo5fx5IAIjqZkMPbjVVw66RdmLt1OSnqW0xFFpBxSASoiImUuPTObf37yO9W8PXh2UKSm7YlUYH5eHgy/oBEx47rz9ogo6vj7MP7LNVz07E+8+tMmrScqInloCq6IiJS5l2M2smb3Ud4afj61a/g4HUdESoCbm+GKNnW4vHVtVmw/zBu/bGbS9xt5c/5W/tGlITdfFE4df/2+i1R1KkBFRKRMxW4/xBu/bGFIVBhXtq3rdBwRKWHGGDqH16JzeGfW7j7Km/O38PbCrcxYvJ3rzg9l9CVNCQ+u5nRMEXGIClARESl9cdEQMxGblECYCWZk9X9wf98rnU4lIqWsTX1/plzfgQd6tWTqwi1ExybwyYp4+pxXjzE9mtG6nr/TEUWkjOkeUBERKV1x0TB3LCTFY7DUtYk8lv0W1Td87nQyESkjDYP8eGrAeSx++DLu6N6UBRsS6fPyQkbPjGX1riSn44lIGSpSAWqM6W2M2WCM2WyMeaSA7eOMMWuNMXHGmBhjTKNc27KMMb/nfMwpyfAiIlIBxEyEjJQ8Q+5ZKa5xEalSQmp481DvVix6+DLu7dmcpVsPcs0ri7j1vRXEJRxxOp6IlIEzFqDGGHfgNaAP0Aa43hjTJt9uq4Aoa20k8BnwXK5tKdba9jkf/Uoot4iIVBRJCWc3LiKVXoCfJ/dd0YLFj1zGuCtasGL7Yfq9uphRM37l93gVoiKVWVGugHYGNltrt1pr04FZQP/cO1hrf7bWnsh5ugwIK9mYIiJSUdmA0II3BOilQqSq8/fxZGzP5ix6uAcPXtmSVfFHGPDaYkZM/5WVOw47HU9ESkFRCtBQID7X84ScscLcAnyT67mPMSbWGLPMGDOgoAOMMaNz9olNTEwsQiQREako5tUezQnrlXfQ0xd6jncmkIiUOzV8PLm7RzMWPXwZD/duxepdSVz3xhKGT1uuK6IilUyJNiEyxtwIRAHP5xpuZK2NAm4AXjLGNM1/nLV2qrU2ylobFRISUpKRRETEQUu3HGTM6mbMDnsYAhoAxvXYdwpEDnE6XpkpQi+FRjk9FOKMMb8YY3R5WKqk6t4e3HlpUxY93IP/u6oVa3YfZcBri7n1vVh2LXgPJkfAhEDXY1y003FF5BwUZRmWXUCDXM/DcsbyMMZcDvwL6G6tTTs5bq3dlfO41RjzC9AB2FKMzCIiUgEcPp7OfZ/8TnhQNfqP+Cd4P+B0JEfk6qVwBa5ZRCuMMXOstWtz7TYJmGmtfc8YcxnwNDC87NOKlA9+Xh6MvqQpN3RpxIxF20hY+B41t74FJt21Q1K8q7s2VKmTWSKVQVGugK4Amhtjwo0xXsAwIE83W2NMB+AtoJ+1dn+u8ZrGGO+cz4OBbkDuF1wREamErLU89L84Dh1PZ8r1HajmXaWXnT5jLwVcTf5+yvn85wK2i1RJ1b09uKdnc572/wK/k8XnSRnqpi1SEZ2xALXWZgJjgO+AdUC0tXaNMWaiMeZkV9vngerAp/mWW2kNxBpj/sD1gvpMvjO+IiJSCX2wbAc/rN3Hw31aEREa4HQcpxWll8IfwMCcz68FahhjgvJ/IfVMkKrK7ehpk+8AsEkJ7D+aWsZpRKQ4inRK2lo7D5iXb2x8rs8vL+S4JcB5xQkoIiIVy/q9R3ny63Vc2jKEm7s1djpORfEA8Kox5iZgAa5bXbLy72StnQpMBYiKirJlGVDEUQFhrmm3+ey2QfR8/mdGXtiYuy5tRoCfpwPhRORslGgTIhERqdpOpGdyz0er8PfxZNLgdhhjnI5UHpyxl4K1dre1dqC1tgOufgpYa9X6U+SknuNd3bNz8/TF68oJXBVRj6kLt3Lxcz/x1vwtpGacdu5GRMoRFaAiIlIirLU8Nns1mxOP8dLQ9gRX93Y6UnlRlF4KwcaYk6/JjwLTyzijSPkWOcTVPTtfN+2QrsN5cWh75o29mI6NavL0N+vp+cJ8/rcygaxsTRIQKY+qdFcIEREpOZ/GJvD5b7u4t2dzLmoe7HSccsNam2mMOdlLwR2YfrKXAhBrrZ0DXAo8bYyxuKbg3u1YYJHyKnJIoR1vW9fz591RnVmy+QBPf7Oe+z/9g7cXbuWRPq3o3iJEszFEyhFjbfk6OxQVFWVjY2OdjiEiIkURFw0xE7FJCey2QcyudQt33PMo7m6V982eMWZlzvrWjtLrpUjBsrMtX/25h+e/W0/8oRS6NQvikd6tOS+syjdEEylThb1eagquiIicm7ho1zp8SfEYLKHmAHclT8F99adOJxORKszNzdCvXX1ixl3K433bsHb3Ufq+uoixH68i/tAJp+OJVHkqQEVE5NzETHStw5eLydS6fCJSPnh5uDGqWzjzH+rB3T2a8v3avVz2wi88PW8dR1MznI4nUmWpABURkXOTlHB24yIiDvD38eTBK1vxywM96N8+lLcWbKXH87/w4fIdZGZlOx1PpMpRASoiIuckvXr9gjcEhJVtEBGRIqgb4MOkwe2YO+YimoZU519frOaaVxaxaNMBp6OJVCkqQEVE5KwdTc3gmfQhpJBvqRVPX9d6fSIi5dR5YQF8cvsFvPGPjhxPz+TGacu59b0VbE085nQ0kSpBBaiIiJwVay2P/C+O9451Zs/Fz5y2Ll9hyySIiJQXxhj6nFePH+7rzsO9W7Fs6yF6TV7AxLlrSTqh+0NFSpPWARURkbPyzsJtzPtzL4/2aUWT7ldBz5udjiQick58PN2589KmDDo/jBd/2MCMJdv4fFUC465owQ2dG+Lhrms1IiVNv1UiIlJkS7Yc4Jlv19Mnoi6jL2nidBwRkRIRUsObpwdG8vU9F9O6rj/jv1zDNa8sYvnWg05HE6l0VICKiEiR7D6Swj0fraJxkB/PD26HMcbpSCIiJapNfX8+uq0Lb97YkeTUTIZOXca9s1axNynV6WgilYYKUBEROaO0zCzu/PA30jKzeWt4FNW9dQeHiFROxhh6R9Tjx3HdGXtZM75Z7Vo/9M35W0jP1LItIsWlAlRERM7oiblr+SP+CJMGR9KsdnWn44iIlDpfL3fG9WrJj/d1p2vTYJ75Zj29X17Ago2JTkcTqdBUgIqIyN+KXhHPR8t3ckf3pvSOqOd0HBGRMtUwyI93RkYx46ZOZGdbRkz/ldvfjyX+0Amno4lUSJpDJSIip4uLhpiJ2KQEutkgHqx3C7f36uN0KhERx/RoVZuuzYJ4Z+E2Xv1pM5dvmM9dlzbj9u5N8PF0dzqeSIWhK6AiIpJXXDTMHQtJ8RgsoeYAdyVPwWPNZ04nExFxlLeHO3f3aEbM/d25vE0dJv+4kV6TFzBf03JFikwFqIiI5BUzETJS8gyZzBTXuIiIUD/Ql9du6MiHt3bBw80wcvqvjPnoN/YfVbdckTNRASoiInklJZzduIhIFdWtWTDf/PNi7ru8Bd+v3UfPF+bz3pLtZP8RDZMjYEKg6zEu2umoIuWGClAREcnjuG/dgjcEhJVtEBGRCsDbw517L2/Od/+8hHYNAln51Uu9l7sAACAASURBVFukfzEGkuIB63qcO1ZFqEgOFaAiInLKyh2H+XfydaQZ77wbPH2h53hnQomIVADhwdV4/5bOPBPwBT6k5d2YodsYRE5SASoiIgDsSUrh9vdXsjLgcjKuegkCGgDG9dh3CkQOcTqiiEi5ZozBL2VvgdusbmMQAbQMi4iIACnpWYyeuZKU9Ew+uq0L1evUgE43OB1LRKTiCQjLmX6b10H3EFIPnyCspp8DoUTKD10BFRGp4qy1PPS/OFbvTuLlYR1oUaeG05FERCqunuNdty3kkuHmw7MZQ+g1eQEzFm8jK9s6FE7EeUUqQI0xvY0xG4wxm40xjxSwfZwxZq0xJs4YE2OMaZRr20hjzKacj5ElGV5ERIrvjflbmPvHbh7o1ZLL29RxOo6ISMUWOcR120Ku2xg8B7zCvff9i06Na/HE3LUMenMJG/clO51UxBHG2r8/A2OMcQc2AlcACcAK4Hpr7dpc+/QAlltrTxhj7gQutdYONcbUAmKBKMACK4HzrbWHC/vzoqKibGxsbDG/LRERKYqYdfu4dWYs10TWZ8qw9hhjnI5U7hljVlpro5zOoddLkYrHWsvs33cxce5ajqVlcnePZtx1aTO8PDQpUSqfwl4vi/KvvTOw2Vq71VqbDswC+ufewVr7s7X2RM7TZcDJXv1XAj9Yaw/lFJ0/AL3P9ZsQEZGSs27PUcZ+vIq29f157rpIFZ8iIqXMGMO1HcL4cVx3rjqvHi/9uIlrXlnIbzsLvTYjUukUpQANBXLfSZ2QM1aYW4BvzuZYY8xoY0ysMSY2MTGxCJFEROScxLkWR7cTAgl8qyMDPZfw9ogofL3cnU4mIlJlBFX35uVhHZh+UxTHUjO57o0lTJizhuNpmU5HEyl1JXq93xhzI67pts+fzXHW2qnW2ihrbVRISEhJRhIRkZPiol2LoSfFY7DUI5EnzFTq7ZjrdDIRkSrpslZ1+H5cd0Zc0Ij3lm6n1+QF/LJhv9OxREpVUQrQXUCDXM/DcsbyMMZcDvwL6GetTTubY0VEpAzETHQthp6LW6YWRxcRcVJ1bw+e6B/BZ3dciK+XOzfNWMG46N9JOpHhdDSRUlGUAnQF0NwYE26M8QKGAXNy72CM6QC8hav4zH3a5juglzGmpjGmJtArZ0xERMpaYYuga3F0ERHHnd+oFl+PvYh7LmvGl7/vptdL8/lp/T6nY4mUuDMWoNbaTGAMrsJxHRBtrV1jjJlojOmXs9vzQHXgU2PM78aYOTnHHgKexFXErgAm5oyJiEgZO+5Tt+ANAWEFj4uISJny9nDn/l4tmX1XNwJ9vbj53Vjuj/6DpBRdDZXKw6MoO1lr5wHz8o2Nz/X55X9z7HRg+rkGFBGR4lu06QD/OzaQZzzfwfvUXRK4FkvvOb7wA0VEpMydFxbAnHu68epPm3n9ly0s2pzIMwMj6dGqttPRRIpNiw6JiFRym/cnc+eHK1kb1Jvsa17Oszg6fae4Fk0XEZFyJf/V0FHvruCBT3U1VCq+Il0BFRGRiml/cio3zViBt4c7026KwrfmJXD+9U7HEhGRIjp5NfSVmM28MX8LizYd4OmB5+lqqFRYugIqIlJJHUvLZNSMFRw6ns70m6IIq+nndCQRETkH3h7uPHBlS764qyv+vh66GioVmgpQEZFKKD0zmzs/WMn6vcm89o+ORIYFOh1JRESKKTIskLn3XMTdPZryxapdXDl5AfM3JjodS+SsqAAVEalkrLU88r84Fp6cptVS07RERCoLbw93HryyFV/c1ZUaPh6MnP4r479cTUp6ltPRRIpE94CKiFQGcdEQMxGSEjjqVYfMYwO5/4qbGRLVwOlkIiJSCk5eDX3+uw1MW7SNRZsO8OLQ9rRvoBkvUr7pCqiISEUXFw1zx0JSPGAJSN/LJO9pjAlZ5XQyEREpRT6e7vz7mjZ8dGsXUjOyuO6NJUz+YSMZWdlORxMplApQEZGKLmYiZKTkGfKyaZiYiQ4FEhGRstS1WTDf/PMS+rWrz8sxm7jujSVs3n/M6VgiBVIBKiJS0SUlnN24iIhUOgG+nkwe2p7X/9GRnYdOcPWUhby3ZDvZ2dbpaCJ5qAAVEang0qvXL3hDQFjZBhEREcdddV49vv/nJVzYNIjH56xh5Ixf2ZuU6nQskVNUgIqIVGA7Dh5n4olBpOCdd4OnL/Qc70woERFxVG1/H2bc1ImnBkQQu/0wvSbP58vfdzkdSwRQASoiUmHtO5rKjdOW8zUXcaTnJAhoABjXY98pEDnE6YgiIuIQYww3XtCIefdeTJOQ6tw763fu++R3klMznI4mVZyWYRERqYCOnEhn+LTlHDqWzke3XUC9BoFw8QinY0khjDG9gZcBd+Ada+0z+bY3BN4DAnP2ecRaO6/Mg4pIpRMeXI3P7riQV3/ezJSYTcTuOMTLwzrQsWFNp6NJFaUroCIiFczxtExumrGC7QdP8PbIKNppzbdyzRjjDrwG9AHaANcbY9rk2+0xINpa2wEYBrxetilFpDLzcHfjn5e3IPr2C8nOhsFvLuWVmE1kqUGROEAFqIhIBZKWmcXo92P5c1cSr17fga5Ng52OJGfWGdhsrd1qrU0HZgH98+1jAf+czwOA3WWYT0SqiKjGtfjmnxdz9Xn1eOGHjVw/dRmHln0AkyNgQqDrMS7a6ZhSyWkKrohIBZGZlc29H//O4s0HmTS4Hb3a1nU6khRNKBCf63kC0CXfPhOA740x9wDVgMsL+kLGmNHAaICGDRuWeFARqfz8fTx5eVh7Lm0ZwtLZb+C7dyqQ7tqYFA9zx7o+Vx8BKSW6AioiUp7FRcPkCOyEQJKfaYXXus8Yf00bBp2vJVYqmeuBd621YcBVwPvGmNNeo621U621UdbaqJCQkDIPKSKVgzGGgR3DeDrgC3xPFp8nZaRAzERngkmVoCugIiLlVVy060x0RgoGqJmxjxd8puPp3wEIdzqdFN0uoEGu52E5Y7ndAvQGsNYuNcb4AMHA/jJJKCJVkkdyIbP9kxLKNohUKboCKiJSXsVMdJ2JzsUzO1VnpiueFUBzY0y4McYLV5OhOfn22Qn0BDDGtAZ8gMQyTSkiVU9AwbNpkr3rkq0GRVJKVICKiJRTtrAz0DozXaFYazOBMcB3wDpc3W7XGGMmGmP65ex2P3CbMeYP4GPgJmut3v2JSOnqOR48ffMMpRlv/pV8LSOm/0picppDwaQy0xRcEZFy6qh3HQLS9p6+oZAz1lJ+5azpOS/f2Phcn68FupV1LhGp4k42GoqZ6Dq5GRCGV8/xdE29gMfnrKHPywt5eVh7ujVTx3UpOSpARUTKoVdiNrEpeSCTvKfhZXOdgfb0dZ2xFhERKQmRQ/J0vDW47hPo0LAmYz76jRunLeeeHs0Y27M5Hu6aPCnFp39FIiLlzFvzt/DCDxvxaDcUjwGvQkADwLge+05Ra3wRESl1LevW4Msx3Rh8fhhTftrMDe8sZ29SqtOxpBLQFVARkXJk+qJtPP3Neq6OrMdzgyJxc28P7VRwiohI2fPz8uC5Qe24sGkQ//piNX1eXsCLQ9rTo1Vtp6NJBVakK6DGmN7GmA3GmM3GmEcK2H6JMeY3Y0ymMWZQvm1Zxpjfcz7yd/0TEZEc7yzcysSv1nJl2zq8NLS9pjqJiEi5cG2HML665yLqBvgy6t0V/HfeOjKysp2OJRXUGd/dGGPcgdeAPkAb4HpjTJt8u+0EbgI+KuBLpFhr2+d89Ctgu4hIlffm/C089fU6+kTU5dUbOuKp4lNERMqRJiHV+eKurgy/oBFTF2xl8JtLiT90wulYUgEV5R1OZ2CztXartTYdmAX0z72DtXa7tTYO0KkQEZGiiouGyRHYCYFcE9OLCY3XMOX6Dio+RUSkXPLxdOfJARG8/o+ObNl/jKunLOTb1XucjiUVTFHe5YQC8bmeJ+SMFZWPMSbWGLPMGDOgoB2MMaNz9olNTNS62yJSBcRFw9yxkBSPwRLmdoCRB1/Ec81nTicTERH5W1edV4+vx15MeHA17vjgNx7/cjVpmVlOx5IKoixOszey1kYBNwAvGWOa5t/BWjvVWhtlrY0KCQkpg0giIs6yMRMhIyXPmMlIca3FJiIiUs41DPLj0zu6cstF4by3dAdD3lpGwmFNyZUzK0oBugtokOt5WM5YkVhrd+U8bgV+ATqcRT4RkUrHWuta8LsghY2LiIiUM14ebvz7mja8eWNHtu4/xjWvLOKXDfudjiXlXFEK0BVAc2NMuDHGC9fatEXqZmuMqWmM8c75PBjoBqw917AiIhWdtZb/zlvHruyggncICCvbQCIiIsXUO6Iec+65iLr+Pox6dwUvfr+BrGzrdCwpp85YgFprM4ExwHfAOiDaWrvGGDPRGNMPwBjTyRiTAAwG3jLGrMk5vDUQa4z5A/gZeMZaqwJURKqkrGzL/33xJ28v3May8Luxnr55d/D0hZ7jnQknIiJSDOHB1Zh9dzcGnx/GlJ82M2L6cg4cS3M6lpRDHkXZyVo7D5iXb2x8rs9X4Jqam/+4JcB5xcwoIlLhpWdmMy76d76K28OYHs24rtdVmD/DXPd8JiW4rnz2HA+RQ5yOKiIick58PN15blA7ohrV4t9frubqKQt57YaORDWu5XQ0KUeKVICKiMi5S0nP4q4PV/LzhkQe7dOK27vn9GKLHKKCU0REKp0hnRoQERrAXR+uZOjUZTzapxW3XBSOMcbpaFIOaLE5EZFSlJyawcgZv/LLxkT+e+15fxWfIiIilVib+v7Muecirmhdh6e+XscdH6zkaGqG07GkHFABKiJS0uKiYXIEdkIgKc+1JjR+Li8P68ANXRo6nUxERKTM+Pt48saNHXns6tb8uG4//V5ZxJrdSU7HEoepABURKUlx0TB3LCTFY7DUzk5kkvc0+plFTicTEREpc8YYbr24CbNGX0BKRhYDX1/CF6u05FhVpgJURKQkxUyEjJQ8Q+5Zqa5xERGRKqpT41p8PfZiOjQM5L5P/mDCnDVkZGU7HUscoAJURKQE2aRCzuoWNi4iIlJFBFf35oNbunDrReG8u2Q7N7y9jP3JqU7HkjKmAlREpIT8sHYfu21QwRsDTlupSkREpMrxcHfjsWva8PKw9vy5K4lrpixi5Y7DTseSMqQCVESkBHy0fCe3vx/LrBo3YT1882709HWt8SkiIiIA9G8fyhd3dcPH051hU5fy/rIdWGudjiVlQAWoiEgxWGt58YeN/N8Xf9K9RQh3jn0U028KBDQAjOux7xSt9ykiIpJP63r+zB1zEd2aBfPv2at58LM4UjOynI4lpczD6QAiIhVVZlY2j81ezawV8QyJCuM/156Hp7ubq9hUwSkiInJGAX6eTB/ZiZdiNjElZhMb9ibzxo0dCavp53Q0KSW6Aioicg6OpWUy+v2VzFoRzz2XNePZ6yJdxaeIiIicFTc3w7grWvDOiCi2HzhO31cWsXjzAadjSSnRuyURkaKKi4bJEdgJgRx/phX+m7/gP9dGcH+vlhhjnE4nIiJSoV3epg5fjulGcHVvhk9bzlvzt+i+0EpIBaiISFHERcPcsZAUj8FSxybygvc0/uG73OlkIiIilUaTkOrMvrsbfSLq8fQ36xnz8SpOpGc6HUtKkApQEZGiiJkIGSl5htyzUl3jIiIiUmKqeXvw6g0deLh3K+b9uYdBbywl4fAJp2NJCVEBKiJyBtZabFJCwRsLGxcREZFzZozhzkubMn1kJ+IPn6D/q4vZ/ON0mBwBEwJdj3HRTseUc6ACVETkb2RkZfPo53+yKzuo4B0Cwso2kIiISBXSo1VtZt/djWs9llB/4cOQFA9Y1+PcsSpCKyAVoCIihTh0PJ0R035l1op4/mg5Fuvpm3cHT1/oOd6ZcCIiIlVE05Dq/J93NH4mPe+GjBTdClMBaR1QEZECrNtzlNtmxrI/OY0Xh7Tj6o5XQ1w91wtdUoLrymfP8VrvU0REpAy4Hd1V8AbdClPhqAAVEcnn67g9PPDpHwT4evLp7RfSrkGga0PkEBWcIiIiTggIy5l+m1d69fp4ORBHzp2m4IqI5FrfM+m/Lflu1hTa1Pdnzj3d/io+RURExDk9x7tufcklBW8ePXotX8XtdiiUnAtdARWRqu3k+p4ZKRggIH0vk7ynYS5sh2eNrk6nExEREfhrBlKuW2HSuz3K9pXhjPloFev2HOX+K1ri5maczSlnpAJURKq2Atb39LJp8PNT0H6YQ6FERETkNPluhQkAPuqYxfjZa3jt5y1s2JvM5KHtqeHj6VxGOSNNwRWRKk3re4qIiFRc3h7uPHPdeUzs35afNyQy8PUlxB864XQs+RsqQEWkSsrIyuapr9ZqfU8REZEKzhjDiAsb8/7Nndl3NJX+ry1mxfZDTseSQhSpADXG9DbGbDDGbDbGPFLA9kuMMb8ZYzKNMYPybRtpjNmU8zGypIKLiJyrfUdTueHtZbyzaBvLwu/W+p4iIiKVQNdmwcy+uxsBvp784+3lfLZSs5nKozMWoMYYd+A1oA/QBrjeGNMm3247gZuAj/IdWwt4HOgCdAYeN8bULH5sEZFzs2TLAa6espA1u48y5foODBo1DtN3CgQ0AIzrse8ULbciIiJSATUJqc7su7oR1bgmD3z6B898s57sbOt0LMmlKE2IOgObrbVbAYwxs4D+wNqTO1hrt+dsy8537JXAD9baQznbfwB6Ax8XO7mIyJnERZ/qlmcDwvih/u3c8XsTwoOr8fFtF9C8Tg3XflrfU0REpNII8PPkvZs78/icNbw5fwtbE48xeWh7qnmr/2p5UJQpuKFA7lVfE3LGiqJIxxpjRhtjYo0xsYmJiUX80iIif+Pk8ipJ8YDFJMVz0dqJjG+0hi/HXPRX8SkiIiKVjqe7G/8ZEMHjfdvw47p9DH5zKbuPpJz5QCl15aIJkbV2qrU2ylobFRIS4nQcEakMClhexc+kMzJlJtV1BlRERKTSM8Ywqls4027qxM5DJ+j/2mJ+jz/idKwqrygF6C6gQa7nYTljRVGcY0VEzllhy6sYLa8iIiJSpfRoWZvP7+qKj6cbQ99aypw/djsdqUorSgG6AmhujAk3xngBw4A5Rfz63wG9jDE1c5oP9coZExEpNQmHT5DoVshsCi2vIg4oQjf5ycaY33M+NhpjdIpeRKQEtahTg9l3dSMyLICxH69i8g8bsVbNiZxwxgLUWpsJjMFVOK4Doq21a4wxE40x/QCMMZ2MMQnAYOAtY8yanGMPAU/iKmJXABNPNiQSESkN367ew1UvL2RS1lAy3X3ybtTyKuKAonSTt9beZ61tb61tD7wCfF72SUVEKreg6t58cGsXBp0fxssxmxjz8SpSM7KcjlXlFOlGKGvtPGBevrHxuT5fgWt6bUHHTgemFyOjiMgZHU/L5Kmv1/HxrztpFxbA3dc/iseuyFNdcAkIcxWf6nYrZe+M3eTzuR7XEmYiIlLCvD3ceX5QJM1rV+eZb9eTcDiFd0ZEEVLD2+loVYY6cYhIhbdyxyHGRf/BzkMnuL17E+6/oiVeHm4QpOVVpFwoqCN8l4J2NMY0AsKBnwrZPhoYDdCwYcOSTSkiUkUYY7i9e1MaB1fj3lmruPb1xbw7qhPNaqtDflkoF11wRUTOSlw0TI7ATggk6b8teX/q82RlWz4ZfSGP9mntKj5FKqZhwGfW2gLnhKlrvIhIybmybV0+GX0hqRnZDHx9CUu2HHA6UpWgd2kiUrHkWt/TYAlI38tzXtP48Yr9dA6v5XQ6kYKcTUf4YcDHpZ5IREQAaNcgkC/u6kodfx9GTPuVz1aqW35pUwEqIhWKLWB9Ty+bhs/8pxxKJHJGReomb4xpBdQElpZxPhGRKq1BLT8+u7MrFzQJ4oFP/+DF7zeoQ24pUgEqIhXG1sRjha7vidb3lHKqKN3kcwwDZlm96xERKXMBvp7MGNWJIVFhTPlpM/d98jtpmeqQWxrUhEhEyr3MrGymLdrGiz9s5GePIOpTwD0aWt9TyrEzdZPPeT6hLDOJiEhenu5uPHtdJI2CqvH8dxvYnZTK1OHnE+jn5XS0SkVXQEWkXNuwN5nr3ljC09+s55IWIVTrM9G1nmduWt9TRERESoAxhrt7NGPK9R34Pf4IA19fwvYDx52OVanoCqiIlB9x0afW7bQBoXxb53bGrmlGDR9PXrm+A9dE1sOYKPD11PqeIiIiUmr6tatP/QAfbpsZy8A3lvD2iPM5v5GaHZYEU95uNYmKirKxsbFOxxCRsnayu22uBkMnrBef1nuQa268l6DqWiBaygdjzEprbZTTOfR6KSJS+rYfOM6od1ew60gKLwxuR9929Z2OVGEU9nqpKbgiUj4U0N3Wz6QzMmWmik8RERFxROPganx+Z1fahwVyz8ereO3nzeqQW0wqQEXEcdZadbcVERGRcqlmNS/ev7Uz/dvX5/nvNvDY7NVkZmU7HavCUgEqIo7acfA4I2esYFd2UME7qLutiIiIOMzbw53JQ9pz56VN+XD5Tu74YCUp6Vqm5VyoABURR6RlZvHqT5voNXkBv+04zObIcVh1txUREZFyys3N8HDvVkzs35aY9fu5/u1lHDyW5nSsCkddcEWk9OXqbktAGGta38uY1c3ZduA4V59Xj39f04a6AVdCXIi624qIiEi5NuLCxtTx92Hsx6u47o0lvHdzZxoFVXM6VoWhLrgiUroK6W77os8YLhp4J5e2rO1gOJGzpy64IiICsHLHYW59bwVuxjD9pk60axDodKRyRV1wRcQZhXS3/ZdPtIpPERERqbDOb1ST/93ZFT9vd4ZNXcZP6/c5HalCUAEqIqUmO7vw7rYmaVcZpxEREREpWU1CqvP5nd1oVrs6t81cyce/7nQ6UrmnAlRESsWSLQfo/9pidbcVERGRSi2khjezRl/Axc2DefTzP3nx+w1aK/RvqAAVkRK1YW8yo2b8yg1vL+fgsTT2RD2k7rYiIiJSqVXz9uDtEVEMiQpjyk+b+eidF7CT28KEQJgc4eqJIYC64IpIceTqbptZI5TogFE8tqU11bw9eLRPK0Z2bYyPZ09oXFPdbUVERKRS83R349nrIumR/gvdNzyLMemuDUnxroaMoPc/qAAVkXOVr7utR3ICA44+i2+r/6PH4LsJ9PP6a9/IIfoPV0RERCo9Ywx99r0NJ4vPkzJSXCfj9X5IU3BF5Nxk//hEgd1trz00LW/xKSIiIlKVFNKAsdDxKkYFqIicldSMLKYv2gZHC+liq/9cRUREpCorpNFievX6ZRykfFIBKiJFkp6ZzfvLdnDp878w8au1HHQPKXhHdbcVERGRqqzneFfDxVxS8Oax5IEs2XzAoVDlh+4BFZHT5WouZANCWRY+hgfWt2TXkRTOb1STF4e0I+TEf/LcAwqou62IiIjIyfs8czVgTLvwUf5Y2oDZM1YweWh7ro6s52xGBxWpADXG9AZeBtyBd6y1z+Tb7g3MBM4HDgJDrbXbjTGNgXXAhpxdl1lr7yiZ6CJSKvI1FzJJCbRbNZ6BNcYSdfMdXNI8GGMMcPp/rupuKyIiIsJpDRgDgejIDG55bwVjPv6NQ8fbMvzCxo7Fc9IZC1BjjDvwGnAFkACsMMbMsdauzbXbLcBha20zY8ww4FlgaM62Ldba9iWcW0RKSfaPT+BWQHOhce6fYFr8O+/O6m4rIiIiUiQBfp58cGsXxnz0G//+cg2Jx9K57/LmOSf2q46i3APaGdhsrd1qrU0HZgH98+3TH3gv5/PPgJ6mqv0kRSq4IyfSmfzDxkKbCxk1FxIREREpFh9Pd9688XyGRIUxJWYT/5q9mqxs63SsMlWUKbihQHyu5wlAl8L2sdZmGmOSgKCcbeHGmFXAUeAxa+3C/H+AMWY0MBqgYcOGZ/UNiMhZyHVv58kps7sa9uXdxdv4cPlOTqRnMbx6CMGZ+08/Vs2FRERERIrNw92NZ6+LJLi6N6//soVDx9J5aVh7fDzdnY5WJkq7C+4eoKG1tgMwDvjIGOOffydr7VRrbZS1NiokpJDOmiJSPCfv7UyKBywkxZP2xRien/Qk0xdv54o2dfjun5cQ3O8/p3VuU3MhERERkZJjjOGh3q0Yf00bvl2zl5HTf+VoaobTscpEUQrQXUCDXM/DcsYK3McY4wEEAAettWnW2oMA1tqVwBagRXFDi8g5iJmYt2Mt4G3TeMLvfyx4qAcvD+tAy7o1XPd09p0CAQ0A43rsO0X3eoqIiIiUsJsvCuflYe1ZueMwQ99axv6jqU5HKnVFmYK7AmhujAnHVWgOA27It88cYCSwFBgE/GSttcaYEOCQtTbLGNME+P/27j6+6rr84/jrOtvYgI2BjOFggHeQEgjBQFFTEyu1lBIFbzBU1NSUfmqWhnf5S/2ZD6Us8yYxRTICK5mlUaZlJaAzdAFqId4AYgyQCYzdnO36/XGOctjOkcPYOd9zxvv5eJzHzvmez+Fcuzjjw7XP3WBgVYdFLyJJ2VLfRGHtGuItzC5u/C/FPVuNeGpzIREREZG0mDCyP726deHiOS8z8b4XePT8w9ivpHvQYaXMLkdA3T0MXAYsJHKkyjx3X25mN5vZKdFms4DeZraSyFTba6LXjwaqzewVIpsTXezumzr6mxDZ61XPg5nD4Kaeka/V8wBY8d6HfPe3/+KwW//M2pbe8V+rtZ0iIiIigTp6SB8eu/BwttaHmXjvCyxbWxt0SClj7pm161JFRYVXVVUFHYZI9mh1bidAOKeAH3e/nB+t/wz5uSFOGdGPy0qWMuiFa3aehpvXVdNrRXaTmb3s7hVBx6H+UkSk83mzZivnPLiELfVhZp07hrH77xN0SO2WqL9MZgquiGSyOGs7c5vrOXPLwxR96SxOG11Oz25dgBHQu1ubXXBVfIqIiIhkhgP7FPL4JUcwZdYSzpm1hPumjOZzB5cGHVaHUgEqksXqm5rJT7C26Y9QCAAAEpdJREFUs69v4ILPHrDzRa3tFBEREclo/Xp2Zf7XxzH15y9y4ewq7po8klNG9As6rA6T6mNYRGRPxFnb6e68snozM377L8bc8kzCtZ2mtZ0iIiIiWal3YT6PXXg4owb14ptzlzJn8TtBh9RhNAIqkqlar+2sXU3TE5dzx1Ov8cDmCgryQpw0rIy6fb6LvzgDa722U+d2ioiIiGStHgV5zD5/LJf+4p9c98Qyarc3cemxB2IWb+5b9lABKpKp4qztzGup54LGOex/6nl86dAyehTkASOhb5HWdoqIiIh0MgV5Odx/zmi+Nf9V7lj4Bh9ub+KaEw/O6iJUBahIUKrnxS0a65uaee719ZyQYG1naUsNZ44duPNFre0UERER6ZTyckLMnDSSHgV53P/8KjbXNXHrqcPJCWVnEaoCVCQIcabXNi+4nF8ufpfb1w5nS0OYRQW9KWND29dqbaeIiIjIXiUUMm6e8GmKu+bxk+dWsqWhiZmTR5KfmxN0aLtNmxCJBCHO9Nqc5nqOW3svJwzblznTDqP0K7dG1nLG0tpOERERkb2SmfGtL36KGScdwlP/ep8LHqmirjEcdFi7TQWoSBrV1jXx65fX4LVr4j5fZhu54/QRHDW4hJyRk+Hku6F4AGCRryffram2IiIiInuxC48+gB9MPJR/rNzAlAeXUFvXFHRIu0VTcEU6WszaTi8u579jvs3v/CiefX09L761iXCLc0RBCWXUtHlpm6NTtLZTRERERFqZNGYARQW5TJ+7lMkPLGL2tLGUFhUEHVZSNAIq0pGq5+GV06F2NeBY7Wp6/Okqqp/+GRu2NnDBZw9gwTeOZN9TNb1WRERERNrvxOFlPHTuGN7ZWMfp9y1i9aa6oENKigpQkWRVz4OZw+CmnpGv1fMAcHdWrt/K7EVvs2HBDCy889rObtbIXb0r+eMVx3DNiQczYkBP7NBJml4rIiIiInvks4P7MOeCw/hgWyOT7l/EqpqtQYe0S5qCK5KMOLvWhhdcztzF7/CTDaN4/8N6AKYUtJ1WC5C7ZW3bi5peKyIiIiJ7aPSgXsy9aBznzFrCpPsXM+eCsRy8b4+gw0pII6AiSWh+5nttdq3Nba7nuPfuY/SgXtz61eH89epj267h/IiOThERERGRFBnarwe/+vo4ckIw+f7FvLp6c9AhJaQCVKTV1Fqvnsc7G7cxv2o133m8muPu/AuWaNdaNnLP2aM467CBDOrdHRt/g9Z2ioiIiEjaHVRayPyvH0FRQS5nP7iEl97eFHRIcakAlb1b9Tz8yR2bBlG7mvrfXMadd36fqx+v5g/L3+eAku5sKyiL+/K4u9ZqbaeItGJmJ5jZG2a20syuSdBmkpmtMLPlZvZYumMUEZHsN7B3N+ZfPI7SonzOmbWEv/0n/vKwIJm7Bx3DTioqKryqqiroMKQziDkOheJyGH8DzcNO582arbyyejPVazYzvfqrlLa0/cHcWlDGe+e9xEF9CgmFrO0aUIiMbKq4FNnrmNnL7l6xG+1zgH8DnwfWAC8BZ7r7ipg2g4F5wHHu/oGZlbr7+k/6c9VfiohIIjVbGjhn1hJW1Wzjp2eP4vihfdMeQ6L+UpsQSfaJU1i2KQKjI5sWs2lQ/W8u4/rHX2V+4xEAFObncrNtiPsWhfXvM6Rv0Y4LH/35u3pfEZG2xgIr3X0VgJnNBSYAK2LaXAjc4+4fAOyq+BQREfkkfYrymXvR4Ux96EUunvMyMyeP5OQR/YIOC1ABKtkmzm60PDmdbY1hXu31BV5bt4XX1n3I1a99l74tO28aVEADM/Lnc/iESxgxoCcHlHQn9KPy6PTbVuJtGqRda0WkffoDsf/QrAEOa9VmCICZ/QPIAW5y9z+0/oPM7CLgIoCBAwemJFgREekcenbrwpwLDmPaw1VMn7uU7Y3NTBozIOiwVIBKBtnFyKa70/Kn75HTajdamrbzQeX1nNVYDEBJYRfuaIk/stmzaT0TR8cUl+NviD+1VpsGiUh65QKDgWOBcuB5Mxvu7jttY+juDwAPQGQKbrqDFBGR7FJUkMcj54/loker+Pavq9ne1MzUI/YLNCYVoJJ6SU6ZbT2y2bzgcv7y+n9ZGDqaleu38mbNNpa2rAFr+xb9Qxt55PyxHFJWRGlRAcxMcmRTU2tFJPXWArG/ci6PXou1Blji7k3AW2b2byIF6UvpCVFERDqrrl1yeHBqBZc9tpQbK5dT19jMJcceGFg8KkCl/dpZWPqT0/mwvon/lJ7Iu5vqeGdjHVOXXMc+4Z1HNnOa6/nUsh/ynS6HcGCf7nz50DLq3iijsH5dm1CsuJxjhvTZcWF3RjY1tVZEUuslYLCZ7U+k8DwDOKtVmyeAM4Gfm1kJkSm5q9IapYiIdFr5uTn89OxRXDXvVW7/w+vUNYa58vNDMIszspNiKkClrXYWljw5HQc2HTCBdbX1rKutZ9xTN1DYasqsNW1ny+9u4LTGnpHHBt/Mj7/fRv/QRqquOz7mfW9OrrDUyKaIZAh3D5vZZcBCIus7H3L35WZ2M1Dl7pXR575gZiuAZuBqd98YXNQiItLZ5OWEmDl5JF3zcvjxsyupa2zmui8dkvYiVAVoZ5BMwZhsuwQjltubmlk38GQ2bGlgw9ZGjolTWNK0nfd+fS1HNnT/+NKq/HUJp8z+/LwxDNynG+W9uhL6cfwps3HP2YTkvl+NbIpIhnD3p4CnWl27Iea+A1dGbyIiIimREzJuO3U4XbvkMOvvb1HXGOaWrwyPHDuYJkkVoGZ2AvAjIr+5fdDd/6/V8/nAbGA0sBGY7O5vR5+7FphG5De60919YYdF/0k6sijr6HYpLhh5cnrkfuwGPtXzoHI6Ft55jeUr737AayUnULu9ic11jVz6ynX0ijNiuWnBdYxv7PHxtUSFZT/byI0nD6WsuICy4q74vHLYsqZNOysu53OfKt1xQVNmRURERERSLhQybjx5KN3zc7jnuTf59IaFnL3tYax2bVpmDe6yAI0eoH0PMQdom1ll7AHaRArMD9z9IDM7A7gdmGxmQ4msdfk00A94xsyGuHtzR38jO0myKAukXYIRxoZwCw0HT6Qh3ExDuIXc5Y/T96/fJhRTMIYXXM7Stzexct+TaGhqpj7cwlkvXE+POCOR65+YwdnP9GVbQ5itDWGe9mvpb23XWPZ98QdMbIyMMnbNy+HanMRTYWdOHkFJYT4lhfn4L8vhw/iF5XlH7r/jwudv1JRZEREREZEMYmZc/cWDGb7pjxz9+g8wa4w8kajO6cj3jsz6+cTgxhE5j+yL0cfXArj7bTFtFkbbLDKzXOB9oA9wTWzb2HaJ3q+iosKrqqr26Jti5rC40zk35pYyY9BcHMcdbn33TErCbQuuDTmlXNn/F3yUm7vem0Kf5rbtakKlfKN0No7T4nBvzVRKW9q2W0cfTsm7j3BzC79vvoR+1vaIkDUtJRzVePfHj//eZTrloV23W5V/FvFGzB3j0oP+TPf8XArzc7nxn0ditP27doyaq96nuGse+bk5CXNH8QC4YtmOx60LaYgUliff3f4RXxGRLGBmL7t7RdBxdEh/KSIie7dk/+/fDon6y2Sm4CZzgPbHbaKbLdQCvaPXF7d6bf84wXXswdq1bUfmAHqFa1i1YSuGYQb7hGvittunuYba7U0YkQ1yejfHb9e7pYZQCIwQZtCnJX67fdnA8Yf0JTdklL0Sf0+J/qGNXP/loeTnhsjPDdH/d4nbLb52PPm5IQrycrB7BiRcO3nvlNE7LryZeI1laVHBjgvJToXVWkwRERERkeyWoG5KeL0DZMQmRB1+sHZx/GIrVFzOH684ZseFBGdFhorLWfCNI5NqN/eicbtsZ8Xl3Hbq8MiDtxK3mXZUzNTVvyVut29xOwpGFZYiIiIiIhIrQd1E641AO1AoiTbJHKD9cZvoFNxiIpsRJfPajjf+hkhxFStRUZbudh39nodOikx7LR4AWORrvGmwybb7qO0Vy+CmzZGvKjJFRERERDqfZGuODpTMCGgyB2hXAlOBRcBpwLPu7mZWCTxmZncR2YRoMPBiRwWfULKjeEG06+j3/KhtMkWiRixFREREROQjAWwEustNiADM7CTgh+w4QPuW2AO0zawAeBT4DLAJOMPdV0VfOwM4HwgD/+PuT3/Se2lTBRERyWTahEhERGTX9mQTomQO0K4HTk/w2luAW3YrWhEREREREel0klkDKiIiIiIiIrLHVICKiIiIiIhIWqgAFRERERERkbRQASoiIiIiIiJpoQJURERERERE0iKpY1jSycxqgHfa+fISYEMHhrM3Ue72jPLXfspd+yl3e6a9+Rvk7n06OpjdtYf9pbSln6fUUF5TQ3lNDeW1Y8XtLzOuAN0TZlaVCWezZSPlbs8of+2n3LWfcrdnlD+Jpc9DaiivqaG8pobymh6agisiIiIiIiJpoQJURERERERE0qKzFaAPBB1AFlPu9ozy137KXfspd3tG+ZNY+jykhvKaGspraiivadCp1oCKiIiIiIhI5upsI6AiIiIiIiKSoVSAioiIiIiISFpkZQFqZieY2RtmttLMronzfL6Z/Sr6/BIz2y/9UWamJHJ3pZmtMLNqM/uzmQ0KIs5MtKvcxbSbaGZuZtrGO0Yy+TOzSdHP33IzeyzdMWaqJH5uB5rZc2a2NPqze1IQcWYiM3vIzNab2bIEz5uZ3R3NbbWZjUp3jJI+6gNTQ/1jaqjfTA31qRnA3bPqBuQAbwIHAF2AV4GhrdpcCtwXvX8G8Kug486EW5K5+xzQLXr/EuUu+dxF2xUBzwOLgYqg486UW5KfvcHAUqBX9HFp0HFnwi3J3D0AXBK9PxR4O+i4M+UGHA2MApYleP4k4GnAgMOBJUHHrFvKPgvqAwPKa7Sd+scOzqv6zZTlVX1qim/ZOAI6Fljp7qvcvRGYC0xo1WYC8Ej0/uPAeDOzNMaYqXaZO3d/zt3rog8XA+VpjjFTJfO5A/hf4HagPp3BZYFk8nchcI+7fwDg7uvTHGOmSiZ3DvSI3i8G3ktjfBnN3Z8HNn1CkwnAbI9YDPQ0s7L0RCdppj4wNdQ/pob6zdRQn5oBsrEA7Q+sjnm8Jnotbht3DwO1QO+0RJfZksldrGlERgYkidxFp+4NcPffpzOwLJHMZ28IMMTM/mFmi83shLRFl9mSyd1NwBQzWwM8BVyentA6hd39d1Gyl/rA1FD/mBrqN1NDfWoGyA06AMlMZjYFqACOCTqWbGBmIeAu4NyAQ8lmuUSmEx1LZNTheTMb7u6bA40qO5wJPOzud5rZOOBRMxvm7i1BByaSjdQHdhz1jymlfjM11KemWDaOgK4FBsQ8Lo9ei9vGzHKJDJ9vTEt0mS2Z3GFmxwMzgFPcvSFNsWW6XeWuCBgG/MXM3iaylqxSGy18LJnP3hqg0t2b3P0t4N9EOta9XTK5mwbMA3D3RUABUJKW6LJfUv8uSqegPjA11D+mhvrN1FCfmgGysQB9CRhsZvubWRcimwxVtmpTCUyN3j8NeNY9spJ4L7fL3JnZZ4D7iXS8Wkuwwyfmzt1r3b3E3fdz9/2IrB06xd2rggk34yTzc/sEkd/iYmYlRKYWrUpnkBkqmdy9C4wHMLNDiHSWNWmNMntVAl+L7oZ7OFDr7uuCDkpSQn1gaqh/TA31m6mhPjUDZN0UXHcPm9llwEIiO1k95O7LzexmoMrdK4FZRIbLVxLZfOKM4CLOHEnm7g6gEJgf3bfpXXc/JbCgM0SSuZMEkszfQuALZrYCaAaudve9fuZCkrm7CviZmV1BZPOEc/VLtwgz+yWR/6CVRNfz3AjkAbj7fUTW95wErATqgPOCiVRSTX1gaqh/TA31m6mhPjUzmPIpIiIiIiIi6ZCNU3BFREREREQkC6kAFRERERERkbRQASoiIiIiIiJpoQJURERERERE0kIFqIiIiIiIiKSFClARERERERFJCxWgIiIiIiJRFqH/I4ukiH64RDopMxtjZtVmVmBm3c1suZkNCzouERGRTGNm+5nZG2Y2G1gGDAg6JpHOytw96BhEJEXM7PtAAdAVWOPutwUckoiISMYxs/2AVcAR7r442GhEOjcVoCKdmJl1AV4C6ol0qs0BhyQiIpJxogXoc+6+f8ChiHR6moIr0rn1BgqBIiIjoSIiIhLftqADENkbqAAV6dzuB64HfgHcHnAsIiIiIrKXyw06ABFJDTP7GtDk7o+ZWQ7wgpkd5+7PBh2biIiIiOydtAZURERERERE0kJTcEVERERERCQtVICKiIiIiIhIWqgAFRERERERkbRQASoiIiIiIiJpoQJURERERERE0kIFqIiIiIiIiKSFClARERERERFJi/8HSyYQid0/zsoAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 2 Axes>"
       ]
@@ -469,7 +469,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -549,7 +549,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -892,7 +892,7 @@
     {
      "data": {
       "text/plain": [
-       "0.4124502999475226"
+       "0.37473963500000007"
       ]
      },
      "execution_count": 25,
@@ -913,7 +913,7 @@
     {
      "data": {
       "text/plain": [
-       "0.2925413999473676"
+       "0.2939778999999998"
       ]
      },
      "execution_count": 26,
@@ -1105,7 +1105,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x288 with 3 Axes>"
       ]
@@ -1119,7 +1119,7 @@
    "source": [
     "c_e_0 = model.initial_conditions[c_e].evaluate()\n",
     "c_s_0 = model.initial_conditions[c_s].evaluate()\n",
-    "y0 = model.concatenated_initial_conditions\n",
+    "y0 = model.concatenated_initial_conditions.evaluate()\n",
     "\n",
     "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(13,4))\n",
     "ax1.plot(x_fine, 1 + 0.1*np.sin(10*x_fine), x, c_e_0, \"o\")\n",
@@ -1152,7 +1152,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 936x288 with 3 Axes>"
       ]
@@ -1237,7 +1237,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/pybamm/discretisations/discretisation.py b/pybamm/discretisations/discretisation.py
index 790098fd5..b74ac08a7 100644
--- a/pybamm/discretisations/discretisation.py
+++ b/pybamm/discretisations/discretisation.py
@@ -178,9 +178,7 @@ class Discretisation(object):
         for event in model.events:
             pybamm.logger.debug("Discretise event '{}'".format(event.name))
             processed_event = pybamm.Event(
-                event.name,
-                self.process_symbol(event.expression),
-                event.event_type
+                event.name, self.process_symbol(event.expression), event.event_type
             )
             processed_events.append(processed_event)
         model_disc.events = processed_events
@@ -402,7 +400,7 @@ class Discretisation(object):
         # check that all initial conditions are set
         processed_concatenated_initial_conditions = self._concatenate_in_order(
             processed_initial_conditions, check_complete=True
-        ).evaluate(0, None)
+        )
 
         return processed_initial_conditions, processed_concatenated_initial_conditions
 
@@ -996,17 +994,20 @@ class Discretisation(object):
         """Check initial conditions are a numpy array"""
         # Individual
         for var, eqn in model.initial_conditions.items():
-            assert type(eqn.evaluate(0, None)) is np.ndarray, pybamm.ModelError(
+            assert isinstance(
+                eqn.evaluate(t=0, u="shape test"), np.ndarray
+            ), pybamm.ModelError(
                 """
                 initial_conditions must be numpy array after discretisation but they are
                 {} for variable '{}'.
                 """.format(
-                    type(eqn.evaluate(0, None)), var
+                    type(eqn.evaluate(t=0, u="shape test")), var
                 )
             )
         # Concatenated
         assert (
-            type(model.concatenated_initial_conditions) is np.ndarray
+            type(model.concatenated_initial_conditions.evaluate(t=0, u="shape test"))
+            is np.ndarray
         ), pybamm.ModelError(
             """
             Concatenated initial_conditions must be numpy array after discretisation but
diff --git a/pybamm/simulation.py b/pybamm/simulation.py
index 993d4d37e..2983a34d4 100644
--- a/pybamm/simulation.py
+++ b/pybamm/simulation.py
@@ -474,25 +474,15 @@ class Simulation:
         if solver is None:
             solver = self.solver
 
-        if save is False:
-            # Don't pass previous solution
-            self._solution = solver.step(
-                None,
-                self.built_model,
-                dt,
-                npts=npts,
-                external_variables=external_variables,
-                inputs=inputs,
-            )
-        else:
-            self._solution = solver.step(
-                self._solution,
-                self.built_model,
-                dt,
-                npts=npts,
-                external_variables=external_variables,
-                inputs=inputs,
-            )
+        self._solution = solver.step(
+            self._solution,
+            self.built_model,
+            dt,
+            npts=npts,
+            external_variables=external_variables,
+            inputs=inputs,
+            save=save,
+        )
 
     def get_variable_array(self, *variables):
         """
diff --git a/pybamm/solvers/algebraic_solver.py b/pybamm/solvers/algebraic_solver.py
index 3ea4d1200..db366fc1f 100644
--- a/pybamm/solvers/algebraic_solver.py
+++ b/pybamm/solvers/algebraic_solver.py
@@ -79,7 +79,7 @@ class AlgebraicSolver(object):
             jacobian = None
 
         # Use "initial conditions" set in model as initial guess
-        y0_guess = model.concatenated_initial_conditions
+        y0_guess = model.concatenated_initial_conditions.evaluate(t=0)
 
         # Solve
         solve_start_time = timer.time()
diff --git a/pybamm/solvers/base_solver.py b/pybamm/solvers/base_solver.py
index 8dd2ce273..1c031b8b8 100644
--- a/pybamm/solvers/base_solver.py
+++ b/pybamm/solvers/base_solver.py
@@ -48,7 +48,6 @@ class BaseSolver(object):
         self.max_steps = max_steps
 
         self.models_set_up = set()
-        self.model_step_times = {}
 
         # Defaults, can be overwritten by specific solver
         self.name = "Base solver"
@@ -115,7 +114,7 @@ class BaseSolver(object):
 
         """
         inputs = inputs or {}
-        y0 = model.concatenated_initial_conditions
+        y0 = model.concatenated_initial_conditions.evaluate(0, None, inputs)
 
         # Set model timescale
         model.timescale_eval = model.timescale.evaluate(u=inputs)
@@ -138,9 +137,7 @@ class BaseSolver(object):
         if model.convert_to_format != "casadi":
             simp = pybamm.Simplification()
             # Create Jacobian from concatenated rhs and algebraic
-            y = pybamm.StateVector(
-                slice(0, np.size(model.concatenated_initial_conditions))
-            )
+            y = pybamm.StateVector(slice(0, np.size(y0)))
             # set up Jacobian object, for re-use of dict
             jacobian = pybamm.Jacobian()
         else:
@@ -280,13 +277,13 @@ class BaseSolver(object):
             residuals, residuals_eval, jacobian_eval = process(all_states, "residuals")
             model.residuals_eval = residuals_eval
             model.jacobian_eval = jacobian_eval
-            y0_guess = model.concatenated_initial_conditions.flatten()
+            y0_guess = y0.flatten()
             model.y0 = self.calculate_consistent_state(model, 0, y0_guess)
         else:
             # can use DAE solver to solve ODE model
             model.residuals_eval = Residuals(rhs, "residuals", model)
             model.jacobian_eval = jac_rhs
-            model.y0 = model.concatenated_initial_conditions[:, 0]
+            model.y0 = y0.flatten()
 
         # Save CasADi functions for the CasADi solver
         # Note: when we pass to casadi the ode part of the problem must be in explicit
@@ -564,7 +561,7 @@ class BaseSolver(object):
 
         # Add model and inputs to solution
         solution.model = model
-        solution.inputs = inputs
+        solution.inputs = ext_and_inputs
 
         # Identify the event that caused termination
         termination = self.get_termination_reason(solution, model.events)
@@ -580,7 +577,14 @@ class BaseSolver(object):
         return solution
 
     def step(
-        self, old_solution, model, dt, npts=2, external_variables=None, inputs=None
+        self,
+        old_solution,
+        model,
+        dt,
+        npts=2,
+        external_variables=None,
+        inputs=None,
+        save=True,
     ):
         """
         Step the solution of the model forward by a given time increment. The
@@ -604,7 +608,8 @@ class BaseSolver(object):
             values at the current time
         inputs : dict, optional
             Any input parameters to pass to the model when solving
-
+        save : bool
+            Turn on to store the solution of all previous timesteps
 
         Raises
         ------
@@ -634,20 +639,22 @@ class BaseSolver(object):
         ext_and_inputs = {**external_variables, **inputs}
 
         # Run set up on first step
-        if model not in self.model_step_times:
+        if old_solution is None:
             pybamm.logger.info(
                 "Start stepping {} with {}".format(model.name, self.name)
             )
             self.set_up(model, ext_and_inputs)
-            self.model_step_times[model] = 0.0
+            t = 0.0
             set_up_time = timer.time()
         else:
+            # initialize with old solution
+            t = old_solution.t[-1]
+            model.y0 = old_solution.y[:, -1]
             set_up_time = 0
 
         # Non-dimensionalise dt
         dt_dimensionless = dt / model.timescale_eval
         # Step
-        t = self.model_step_times[model]
         t_eval = np.linspace(t, t + dt_dimensionless, npts)
         # Set inputs and external
         self.set_inputs(model, ext_and_inputs)
@@ -662,15 +669,11 @@ class BaseSolver(object):
 
         # Add model and inputs to solution
         solution.model = model
-        solution.inputs = inputs
+        solution.inputs = ext_and_inputs
 
         # Identify the event that caused termination
         termination = self.get_termination_reason(solution, model.events)
 
-        # Set self.t and self.y0 to their values at the final step
-        self.model_step_times[model] = solution.t[-1]
-        model.y0 = solution.y[:, -1]
-
         pybamm.logger.debug("Finish stepping {} ({})".format(model.name, termination))
         if set_up_time:
             pybamm.logger.debug(
@@ -684,7 +687,7 @@ class BaseSolver(object):
             pybamm.logger.debug(
                 "Step time: {}".format(timer.format(solution.solve_time))
             )
-        if old_solution is None:
+        if save is False or old_solution is None:
             return solution
         else:
             return old_solution + solution


Test patch:
diff --git a/tests/integration/test_models/standard_model_tests.py b/tests/integration/test_models/standard_model_tests.py
index 821428c2e..421c79164 100644
--- a/tests/integration/test_models/standard_model_tests.py
+++ b/tests/integration/test_models/standard_model_tests.py
@@ -136,7 +136,7 @@ class OptimisationsTest(object):
             if simplify:
                 eqn = eqn.simplify()
 
-            y = self.model.concatenated_initial_conditions
+            y = self.model.concatenated_initial_conditions.evaluate(t=0)
             if use_known_evals:
                 eqn_eval, known_evals = eqn.evaluate(0, y, known_evals={})
             elif to_python:
diff --git a/tests/integration/test_solvers/test_external_variables.py b/tests/integration/test_solvers/test_external_variables.py
new file mode 100644
index 000000000..cd2a43abb
--- /dev/null
+++ b/tests/integration/test_solvers/test_external_variables.py
@@ -0,0 +1,65 @@
+#
+# Test solvers with external variables
+#
+import pybamm
+import numpy as np
+import unittest
+
+
+class TestExternalVariables(unittest.TestCase):
+    def test_on_dfn(self):
+        e_height = 0.25
+
+        model = pybamm.lithium_ion.DFN()
+        geometry = model.default_geometry
+        param = model.default_parameter_values
+        param.update({"Electrode height [m]": "[input]"})
+        param.process_model(model)
+        param.process_geometry(geometry)
+        inputs = {"Electrode height [m]": e_height}
+        var = pybamm.standard_spatial_vars
+        var_pts = {var.x_n: 5, var.x_s: 5, var.x_p: 5, var.r_n: 10, var.r_p: 10}
+        spatial_methods = model.default_spatial_methods
+
+        solver = pybamm.CasadiSolver()
+        sim = pybamm.Simulation(
+            model=model,
+            geometry=geometry,
+            parameter_values=param,
+            var_pts=var_pts,
+            spatial_methods=spatial_methods,
+            solver=solver,
+        )
+        sim.solve(t_eval=np.linspace(0, 3600, 100), inputs=inputs)
+
+    def test_external_variables_SPMe(self):
+        model_options = {
+            "thermal": "x-lumped",
+            "external submodels": ["thermal"],
+        }
+        model = pybamm.lithium_ion.SPMe(model_options)
+        sim = pybamm.Simulation(model)
+        t_eval = np.linspace(0, 100, 3)
+        T_av = 0
+        for i in np.arange(1, len(t_eval) - 1):
+            dt = t_eval[i + 1] - t_eval[i]
+            external_variables = {"X-averaged cell temperature": T_av}
+            T_av += 1
+            sim.step(dt, external_variables=external_variables)
+        var = "Terminal voltage [V]"
+        t = sim.solution.t[-1]
+        y = sim.solution.y[:, -1]
+        u = external_variables
+        sim.built_model.variables[var].evaluate(t, y, u)
+        sim.solution[var](t)
+
+
+if __name__ == "__main__":
+    import sys
+
+    print("Add -v for more debug output")
+
+    if "-v" in sys.argv:
+        debug = True
+    pybamm.settings.debug_mode = True
+    unittest.main()
diff --git a/tests/unit/test_discretisations/test_discretisation.py b/tests/unit/test_discretisations/test_discretisation.py
index b3e9495e7..d30b6f11f 100644
--- a/tests/unit/test_discretisations/test_discretisation.py
+++ b/tests/unit/test_discretisations/test_discretisation.py
@@ -593,7 +593,7 @@ class TestDiscretise(unittest.TestCase):
         combined_submesh = mesh.combine_submeshes(*whole_cell)
         disc.process_model(model)
 
-        y0 = model.concatenated_initial_conditions
+        y0 = model.concatenated_initial_conditions.evaluate()
         np.testing.assert_array_equal(
             y0, 3 * np.ones_like(combined_submesh[0].nodes[:, np.newaxis])
         )
@@ -638,7 +638,7 @@ class TestDiscretise(unittest.TestCase):
         model.variables = {"ST": S * T}
 
         disc.process_model(model)
-        y0 = model.concatenated_initial_conditions
+        y0 = model.concatenated_initial_conditions.evaluate()
         y0_expect = np.empty((0, 1))
         for var_id, _ in sorted(disc.y_slices.items(), key=lambda kv: kv[1]):
             if var_id == c.id:
@@ -716,7 +716,7 @@ class TestDiscretise(unittest.TestCase):
         disc.process_model(model)
         combined_submesh = mesh.combine_submeshes(*whole_cell)
 
-        y0 = model.concatenated_initial_conditions
+        y0 = model.concatenated_initial_conditions.evaluate()
         np.testing.assert_array_equal(
             y0,
             np.concatenate(
@@ -815,7 +815,7 @@ class TestDiscretise(unittest.TestCase):
         )
 
         disc.process_model(model)
-        y0 = model.concatenated_initial_conditions
+        y0 = model.concatenated_initial_conditions.evaluate()
         np.testing.assert_array_equal(
             y0, 3 * np.ones_like(combined_submesh[0].nodes[:, np.newaxis])
         )
@@ -842,7 +842,7 @@ class TestDiscretise(unittest.TestCase):
         submesh = mesh["negative electrode"]
 
         discretised_model = disc.process_model(model, inplace=False)
-        y0 = discretised_model.concatenated_initial_conditions
+        y0 = discretised_model.concatenated_initial_conditions.evaluate()
         np.testing.assert_array_equal(
             y0, 3 * np.ones_like(submesh[0].nodes[:, np.newaxis])
         )
diff --git a/tests/unit/test_solvers/test_base_solver.py b/tests/unit/test_solvers/test_base_solver.py
index 62120bcde..ce44197a3 100644
--- a/tests/unit/test_solvers/test_base_solver.py
+++ b/tests/unit/test_solvers/test_base_solver.py
@@ -41,6 +41,7 @@ class TestBaseSolver(unittest.TestCase):
         model = pybamm.BaseModel()
         a = pybamm.Scalar(1)
         model.algebraic = {a: a}
+        model.concatenated_initial_conditions = pybamm.Scalar(0)
         solver = pybamm.ScipySolver()
         with self.assertRaisesRegex(pybamm.SolverError, "Cannot use ODE solver"):
             solver.set_up(model)
diff --git a/tests/unit/test_solvers/test_scikits_solvers.py b/tests/unit/test_solvers/test_scikits_solvers.py
index da2e6a3a6..e3b39791a 100644
--- a/tests/unit/test_solvers/test_scikits_solvers.py
+++ b/tests/unit/test_solvers/test_scikits_solvers.py
@@ -688,6 +688,7 @@ class TestScikitsSolvers(unittest.TestCase):
         model = pybamm.BaseModel()
         a = pybamm.Scalar(1)
         model.algebraic = {a: a}
+        model.concatenated_initial_conditions = a
         solver = pybamm.ScikitsOdeSolver()
         with self.assertRaisesRegex(pybamm.SolverError, "Cannot use ODE solver"):
             solver.set_up(model)