From 4027a2153fb1eca527c14ac4f5ed36d5d00901b0 Mon Sep 17 00:00:00 2001 From: Ben Letham Date: Wed, 19 Aug 2020 18:57:17 -0700 Subject: [PATCH] Update diagnostics documentation --- notebooks/diagnostics.ipynb | 719 ++++++++++++++---------------------- 1 file changed, 271 insertions(+), 448 deletions(-) diff --git a/notebooks/diagnostics.ipynb b/notebooks/diagnostics.ipynb index 28c6587..8ee987a 100644 --- a/notebooks/diagnostics.ipynb +++ b/notebooks/diagnostics.ipynb @@ -6,15 +6,7 @@ "metadata": { "block_hidden": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Importing plotly failed. Interactive plots will not work.\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext rpy2.ipython\n", "%matplotlib inline\n", @@ -68,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "input_hidden": true }, @@ -76,7 +68,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a1e4d1b9644e4792b4bcbb0e24c1f0a1", + "model_id": "4d1861d99a414fd19b0ad8d4daf98f76", "version_major": 2, "version_minor": 0 }, @@ -96,7 +88,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -161,19 +153,17 @@ ] }, { - "data": { - "text/plain": [ - " ds y yhat yhat_lower yhat_upper cutoff\n", - "1 2010-02-16 8.242493 8.954992 8.423614 9.496403 2010-02-15\n", - "2 2010-02-17 8.008033 8.721365 8.226481 9.219106 2010-02-15\n", - "3 2010-02-18 8.045268 8.605072 8.103985 9.104483 2010-02-15\n", - "4 2010-02-19 7.928766 8.526855 8.023088 9.042035 2010-02-15\n", - "5 2010-02-20 7.745003 8.268741 7.757920 8.779416 2010-02-15\n", - "6 2010-02-21 7.866339 8.599935 8.084956 9.060284 2010-02-15\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + " y ds yhat yhat_lower yhat_upper cutoff\n", + "1 8.242493 2010-02-16 8.954437 8.451457 9.466432 2010-02-15\n", + "2 8.008033 2010-02-17 8.720815 8.240268 9.199979 2010-02-15\n", + "3 8.045268 2010-02-18 8.604422 8.098728 9.113440 2010-02-15\n", + "4 7.928766 2010-02-19 8.526214 7.995282 8.998441 2010-02-15\n", + "5 7.745003 2010-02-20 8.268029 7.765918 8.794452 2010-02-15\n", + "6 7.866339 2010-02-21 8.599200 8.057087 9.092473 2010-02-15\n" + ] } ], "source": [ @@ -184,13 +174,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a27653066bb54f36a540ec95c975b083", + "model_id": "da408f9d6cf940f3ab28dcc7114e629c", "version_major": 2, "version_minor": 0 }, @@ -241,45 +231,45 @@ " \n", " 0\n", " 2010-02-16\n", - " 8.957284\n", - " 8.471820\n", - " 9.464242\n", + " 8.956828\n", + " 8.479812\n", + " 9.450908\n", " 8.242493\n", " 2010-02-15\n", " \n", " \n", " 1\n", " 2010-02-17\n", - " 8.723736\n", - " 8.215131\n", - " 9.236662\n", + " 8.723230\n", + " 8.213162\n", + " 9.217637\n", " 8.008033\n", " 2010-02-15\n", " \n", " \n", " 2\n", " 2010-02-18\n", - " 8.607496\n", - " 8.059417\n", - " 9.089188\n", + " 8.607021\n", + " 8.119864\n", + " 9.066214\n", " 8.045268\n", " 2010-02-15\n", " \n", " \n", " 3\n", " 2010-02-19\n", - " 8.529364\n", - " 8.019238\n", - " 9.034076\n", + " 8.528870\n", + " 8.088676\n", + " 9.024842\n", " 7.928766\n", " 2010-02-15\n", " \n", " \n", " 4\n", " 2010-02-20\n", - " 8.271329\n", - " 7.779745\n", - " 8.760580\n", + " 8.270872\n", + " 7.740251\n", + " 8.760655\n", " 7.745003\n", " 2010-02-15\n", " \n", @@ -289,14 +279,14 @@ ], "text/plain": [ " ds yhat yhat_lower yhat_upper y cutoff\n", - "0 2010-02-16 8.957284 8.471820 9.464242 8.242493 2010-02-15\n", - "1 2010-02-17 8.723736 8.215131 9.236662 8.008033 2010-02-15\n", - "2 2010-02-18 8.607496 8.059417 9.089188 8.045268 2010-02-15\n", - "3 2010-02-19 8.529364 8.019238 9.034076 7.928766 2010-02-15\n", - "4 2010-02-20 8.271329 7.779745 8.760580 7.745003 2010-02-15" + "0 2010-02-16 8.956828 8.479812 9.450908 8.242493 2010-02-15\n", + "1 2010-02-17 8.723230 8.213162 9.217637 8.008033 2010-02-15\n", + "2 2010-02-18 8.607021 8.119864 9.066214 8.045268 2010-02-15\n", + "3 2010-02-19 8.528870 8.088676 9.024842 7.928766 2010-02-15\n", + "4 2010-02-20 8.270872 7.740251 8.760655 7.745003 2010-02-15" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -313,69 +303,78 @@ "source": [ "In R, the argument `units` must be a type accepted by `as.difftime`, which is weeks or shorter. In Python, the string for `initial`, `period`, and `horizon` should be in the format used by Pandas Timedelta, which accepts units of days or shorter.\n", "\n", - "Custom cutoffs can also be supplied as a list of dates to to the `cutoffs` keyword in the `cross_validation` function in Python and R. For example, three cutoffs six months apart, would need to be passed to the `cutoffs` argument in a date format like below:\n", - "```python\n", - "#Python\n", - "cutoffs = [pd.Timestamp('2013-02-15'), pd.Timestamp('2013-08-15'), pd.Timestamp('2014-02-15')]\n", - "```\n", - "```r\n", - "#R\n", - "cutoffs = c(as.Date('2013-02-15'), as.Date('2013-08-15'), as.Date('2014-02-15')\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Cross-Validation in Parallel " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Cross-validation can also be run in parallel mode in Python, by setting specifying the `parallel` keyword. Three modes are supported\n", - "\n", - "* `parallel=\"processes\"`\n", - "* `parallel=\"threads\"`\n", - "* `parallel=\"dask\"`\n", - "\n", - "For problems that aren't too big, we recommend using `parallel=\"processes\"`. It will achieve the highest performance when the parallel cross validation can be done on a single machine. For large problems, a [Dask](https://dask.org) cluster can be used to do the cross validation on many machines. You will need to [install Dask](https://docs.dask.org/en/latest/install.html) separately, as it will not be installed with `fbprophet`.\n", - "\n", - "\n", - "```python\n", - "from dask.distributed import Client\n", - "\n", - "client = Client() # connect to the cluster\n", - "df_cv = cross_validation(m, initial='730 days', period='180 days', horizon='365 days',\n", - " parallel=\"dask\")\n", - "```\n", - "\n", - "The `performance_metrics` utility can be used to compute some useful statistics of the prediction performance (`yhat`, `yhat_lower`, and `yhat_upper` compared to `y`), as a function of the distance from the cutoff (how far into the future the prediction was). The statistics computed are mean squared error (MSE), root mean squared error (RMSE), mean absolute error (MAE), mean absolute percent error (MAPE), median absolute percent error (MDAPE) and coverage of the `yhat_lower` and `yhat_upper` estimates. These are computed on a rolling window of the predictions in `df_cv` after sorting by horizon (`ds` minus `cutoff`). By default 10% of the predictions will be included in each window, but this can be changed with the `rolling_window` argument." + "Custom cutoffs can also be supplied as a list of dates to to the `cutoffs` keyword in the `cross_validation` function in Python and R. For example, three cutoffs six months apart, would need to be passed to the `cutoffs` argument in a date format like:" ] }, { "cell_type": "code", "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "%%R\n", + "cutoffs <- as.Date(c('2013-02-15', '2013-08-15', '2014-02-15'))\n", + "df.cv2 <- cross_validation(m, cutoffs = cutoffs, horizon = 365, units = 'days')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2262c0413dfc4f63ac84b6e7005f9c1c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=3.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "cutoffs = pd.to_datetime(['2013-02-15', '2013-08-15', '2014-02-15'])\n", + "df_cv2 = cross_validation(m, cutoffs=cutoffs, horizon='365 days')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `performance_metrics` utility can be used to compute some useful statistics of the prediction performance (`yhat`, `yhat_lower`, and `yhat_upper` compared to `y`), as a function of the distance from the cutoff (how far into the future the prediction was). The statistics computed are mean squared error (MSE), root mean squared error (RMSE), mean absolute error (MAE), mean absolute percent error (MAPE), median absolute percent error (MDAPE) and coverage of the `yhat_lower` and `yhat_upper` estimates. These are computed on a rolling window of the predictions in `df_cv` after sorting by horizon (`ds` minus `cutoff`). By default 10% of the predictions will be included in each window, but this can be changed with the `rolling_window` argument." + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": { "output_hidden": true }, "outputs": [ { - "data": { - "text/plain": [ - " horizon mse rmse mae mape coverage\n", - "1 37 days 0.4971086 0.7050593 0.5075009 0.05882459 0.6765646\n", - "2 38 days 0.5029463 0.7091870 0.5125229 0.05940706 0.6765646\n", - "3 39 days 0.5252677 0.7247535 0.5186555 0.06001158 0.6751942\n", - "4 40 days 0.5326181 0.7298069 0.5215775 0.06032500 0.6788488\n", - "5 41 days 0.5401377 0.7349406 0.5226521 0.06041353 0.6838739\n", - "6 42 days 0.5438937 0.7374915 0.5230473 0.06043453 0.6891275\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + " horizon mse rmse mae mape coverage\n", + "1 37 days 0.4961337 0.7043676 0.5067661 0.05873288 0.6740521\n", + "2 38 days 0.5019566 0.7084890 0.5117524 0.05931071 0.6740521\n", + "3 39 days 0.5241862 0.7240071 0.5178584 0.05991184 0.6726816\n", + "4 40 days 0.5314370 0.7289973 0.5207051 0.06021607 0.6763362\n", + "5 41 days 0.5388498 0.7340639 0.5216663 0.06029145 0.6838739\n", + "6 42 days 0.5425501 0.7365800 0.5220003 0.06030530 0.6879854\n" + ] } ], "source": [ @@ -386,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -423,52 +422,52 @@ " \n", " 0\n", " 37 days\n", - " 0.493403\n", - " 0.702427\n", - " 0.504660\n", - " 0.058481\n", - " 0.050009\n", - " 0.684102\n", + " 0.494800\n", + " 0.703420\n", + " 0.505277\n", + " 0.058540\n", + " 0.050149\n", + " 0.676565\n", " \n", " \n", " 1\n", " 38 days\n", - " 0.499306\n", - " 0.706616\n", - " 0.509672\n", - " 0.059061\n", - " 0.049334\n", - " 0.684102\n", + " 0.500706\n", + " 0.707606\n", + " 0.510301\n", + " 0.059120\n", + " 0.049955\n", + " 0.675423\n", " \n", " \n", " 2\n", " 39 days\n", - " 0.521533\n", - " 0.722172\n", - " 0.515789\n", - " 0.059662\n", - " 0.049502\n", - " 0.682732\n", + " 0.522967\n", + " 0.723165\n", + " 0.516433\n", + " 0.059724\n", + " 0.050078\n", + " 0.672682\n", " \n", " \n", " 3\n", " 40 days\n", - " 0.528744\n", - " 0.727148\n", - " 0.518585\n", - " 0.059961\n", - " 0.049254\n", - " 0.683874\n", + " 0.530259\n", + " 0.728189\n", + " 0.519331\n", + " 0.060033\n", + " 0.049706\n", + " 0.678849\n", " \n", " \n", " 4\n", " 41 days\n", - " 0.536127\n", - " 0.732207\n", - " 0.519498\n", - " 0.060030\n", - " 0.049334\n", - " 0.691412\n", + " 0.537736\n", + " 0.733305\n", + " 0.520341\n", + " 0.060114\n", + " 0.049955\n", + " 0.685244\n", " \n", " \n", "\n", @@ -476,14 +475,14 @@ ], "text/plain": [ " horizon mse rmse mae mape mdape coverage\n", - "0 37 days 0.493403 0.702427 0.504660 0.058481 0.050009 0.684102\n", - "1 38 days 0.499306 0.706616 0.509672 0.059061 0.049334 0.684102\n", - "2 39 days 0.521533 0.722172 0.515789 0.059662 0.049502 0.682732\n", - "3 40 days 0.528744 0.727148 0.518585 0.059961 0.049254 0.683874\n", - "4 41 days 0.536127 0.732207 0.519498 0.060030 0.049334 0.691412" + "0 37 days 0.494800 0.703420 0.505277 0.058540 0.050149 0.676565\n", + "1 38 days 0.500706 0.707606 0.510301 0.059120 0.049955 0.675423\n", + "2 39 days 0.522967 0.723165 0.516433 0.059724 0.050078 0.672682\n", + "3 40 days 0.530259 0.728189 0.519331 0.060033 0.049706 0.678849\n", + "4 41 days 0.537736 0.733305 0.520341 0.060114 0.049955 0.685244" ] }, - "execution_count": 3, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -503,14 +502,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "output_hidden": true }, "outputs": [ { "data": { - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -523,12 +522,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAF3CAYAAAALu1cUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXtsHNd59p+9kcslubukqQu5lMU4Em1Rji0zUiLnIikNDLUyqtS9pG6CIkjgqhcBCRq0aXozEiMfEiCAgQQK2qppk7Zu4hYNWhswokKxLQlwIyuKZKU2LZGSRUq7FEmtyL1wL9zr9wd7xmdnZ3ZnlzucIfX8AMMiuTtz5sy5POd93/MeR7lcLoMQQgghhFiG0+oCEEIIIYTc7VCQEUIIIYRYDAUZIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxVCQEUIIIYRYDAUZIYQQQojFUJARQgghhFiM2+oCNEpfXx+GhoZMu34qlUJnZ6dp11+rsF6qYZ1ow3rRhvVSDetEG9aLNmu1XiYnJxGNRut+bs0JsqGhIZw/f9606586dQoHDhww7fprFdZLNawTbVgv2rBeqmGdaMN60Wat1svu3bsNfY4uS0IIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCbE48HsfU1BTi8bjVRSGEEGISa+4sS0LuJuLxOE6fPo1SqQSn04n9+/cjEAhYXSxCCCEthhYyQmxMLBZDqVRCMBhEqVRCLBazukiEEEJMgIKMEBsTDAbhdDoRi8XgdDoRDAatLhIhhBAToMuSEBsTCASwf/9+xGIxBINBuisJIWSdQkFGiM0JBAIUYoQQss6hy5IQQgghxGIoyAghhBBCLIaCjBBCCCHEYijICCGEEEIshoKMEEIIIcRiKMgIIYQQQiyGgowQQgghxGIoyAghhBBCLIaCjBBCCCHEYijICCGEEEIshoKMEEIIIcRiKMgIIYQQQiyGgowQQgghxGIoyAghhBBCLIaCjBBCCCHEYijICCGEEEIshoKMEEIIIcRiKMgIIYQQQiyGgowQQgghxGJMFWQnTpzA/fffj23btuEb3/iG5mf+/d//HSMjI9i5cyc+9alPmVkcQgghhBBb4jbrwsViEUePHsXJkycxODiIPXv24PDhwxgZGVE+MzExga9//et47bXX0NPTg7m5ObOKQwghhBBiW0yzkJ07dw7btm3Dfffdh7a2Njz55JN44YUXKj7z93//9zh69Ch6enoAABs3bjSrOIQQQgghtsU0C1kkEsGWLVuUnwcHB/H6669XfGZ8fBwA8OEPfxjFYhFf+cpX8Mu//MtV1zp+/DiOHz8OAAiHwzh16pRZxcbi4qKp11+rsF6qYZ1ow3rRhvVSDetEG9aLNuu9XkwTZEYoFAqYmJjAqVOnEA6HsW/fPvzv//4vgsFgxeeOHDmCI0eOAAB2796NAwcOmFamU6dOmXr9tQrrpRrWiTasF21YL9WwTrRhvWiz3uvFNJdlKBTCzZs3lZ/D4TBCoVDFZwYHB3H48GF4PB685z3vwfDwMCYmJswqEiGEEEKILTFNkO3ZswcTExO4fv06crkcnn/+eRw+fLjiM7/2a7+mmB+j0SjGx8dx3333mVUkQgghhBBbYpogc7vdOHbsGA4ePIgdO3bgk5/8JHbu3Imnn34aL774IgDg4MGDuOeeezAyMoKPfexj+OY3v4l77rnHrCIRsqaIx+OYmppCPB63uiiEEEJMxtQYskOHDuHQoUMVv3vmmWeUfzscDjz77LN49tlnzSwGIWuOeDyO06dPo1Qqwel0Yv/+/QgEAlYXixBCiEkwUz8hNiQWi6FUKiEYDKJUKiEWi1ldJEIIISZCQUaIDQkGg3A6nYjFYnA6nVU7jwkhhKwvLE17QQjRJhAIYP/+/YjFYggGg3RXEkLIOoeCjBCbEggEKMQIIeQugS5LQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYCjJCCCGEEIuhICOEEEIIsRgKMkIIIYQQi6EgI4QQQgixGAoyQgghhBCLoSAjhBBCCLEYUwXZiRMncP/992Pbtm34xje+UfX373//+9iwYQN27dqFXbt24bvf/a6ZxSGEEEIIsSVusy5cLBZx9OhRnDx5EoODg9izZw8OHz6MkZGRis/99m//No4dO2ZWMQghhBBCbI9pFrJz585h27ZtuO+++9DW1oYnn3wSL7zwglm3I4QQQghZs5gmyCKRCLZs2aL8PDg4iEgkUvW5H/3oR3jooYfwm7/5m7h586ZZxSGEEEIIsS2muSyN8Ku/+qv4nd/5HbS3t+Pv/u7v8JnPfAavvPJK1eeOHz+O48ePAwDC4TBOnTplWpkWFxdNvf5ahfVSDetEG9aLNqyXalgn2rBetFnv9WKaIAuFQhUWr3A4jFAoVPGZe+65R/n3U089hS996Uua1zpy5AiOHDkCANi9ezcOHDjQ+gL/H6dOnTL1+msV1ks1rBNtWC/asF6qYZ1ow3rRZr3Xi2kuyz179mBiYgLXr19HLpfD888/j8OHD1d85tatW8q/X3zxRezYscOs4hBCCCGE2BbTLGRutxvHjh3DwYMHUSwW8bnPfQ47d+7E008/jd27d+Pw4cP49re/jRdffBFutxu9vb34/ve/b1ZxCCGEEEJsi6kxZIcOHcKhQ4cqfvfMM88o//7617+Or3/962YWgRBCCCHE9jBTPyGEEEKIxVCQEWJD4vE4pqamEI/HrS4KIYSQVcDStBeEkGri8ThOnz6NUqkEp9OJ/fv3IxAIWF0sQgghJkILGSE2IxaLoVQqIRgMolQqIRaLWV0kQgghJkNBRojNCAaDcDqdiMVicDqdCAaDVheJEEKIydBlSYjNCAQC2L9/P2KxGILBIN2VhBByF0BBRogNCQQCFGKEEHIXQZclIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxVCQEUIIIYRYDAUZIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxVCQEUIIIYRYDAUZIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxVCQEUIIIYRYDAUZIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxVCQEUIIIYRYDAUZIYQQQojFUJARQgghhFgMBRkhhBBCiMVQkBFCCCGEWAwFGSGEEEKIxZgqyE6cOIH7778f27Ztwze+8Q3dz/3oRz+Cw+HA+fPnzSwOIYQQQogtMU2QFYtFHD16FD/+8Y8xNjaGH/7whxgbG6v6XDKZxLe+9S188IMfNKsohBBCCCG2xjRBdu7cOWzbtg333Xcf2tra8OSTT+KFF16o+txf//Vf48/+7M/g9XrNKgohhBBCiK0xTZBFIhFs2bJF+XlwcBCRSKTiMxcuXMDNmzfx+OOPm1UMQgghhBDb47bqxqVSCV/84hfx/e9/v+5njx8/juPHjwMAwuEwTp06ZVq5FhcXTb3+WoX1Ug3rRBvWizasl2pYJ9qwXrRZ7/VimiALhUK4efOm8nM4HEYoFFJ+TiaTePPNN3HgwAEAwMzMDA4fPowXX3wRu3fvrrjWkSNHcOTIEQDA7t27le+YwalTp0y9/lqF9VIN60Qb1os2rJdqWCfasF60We/1YprLcs+ePZiYmMD169eRy+Xw/PPP4/Dhw8rfA4EAotEoJicnMTk5ib1792qKMUIIIYSQ9Y5pgsztduPYsWM4ePAgduzYgU9+8pPYuXMnnn76abz44otm3ZYQokM8HsfU1BTi8bjVRSGEEKLC1BiyQ4cO4dChQxW/e+aZZzQ/u579woRYTTwex+nTp1EqleB0OrF//34EAgGri0UIIeT/YKZ+Qu4CYrEYSqUSgsEgSqUSYrGY1UUihBAiQUFGyF1AMBiE0+lELBaD0+lEMBi0ukiEEEIkLEt7QQhZPQKBAPbv349YLIZgMEh3JSGE2AwKMkLuEgKBAIUYIYTYFLosCSGEEEIshoKMEEIIIcRiKMgIIYQQQiyGgowQQgghxGIoyAghhBBCLIaCjBBCCCHEYijICCGEEEIshoKMEEIIIcRiKMgIIYQQQiyGgowQQgghxGIoyAghhJB1Tjwex9TUFOLxuNVFIToYEmTlchnPPfccnnnmGQDAjRs3cO7cOVMLRgghhJCVE4/Hcfr0aVy8eBGnT5+mKLMphgTZH/3RH+GnP/0pfvjDHwIAuru7cfToUVMLRgghhJCVE4vFUCqVEAwGUSqVEIvFrC4S0cBt5EOvv/46Lly4gEceeQQA0NPTg1wuZ2rBCCHvEo/HEYvFEAwGEQgErC4OIWQNEQwG4XQ6EYvF4HQ6EQwGrS4S0cCQIPN4PCgWi3A4HACA27dvw+lk+Bkhq4FwN5RKJTidTuzfv5+ijBBimEAggP3793NRZ3MMqarPf/7zeOKJJzA7O4u//Mu/xEc+8hH8xV/8hdllI4SA7gZCyMoJBALYunUrxZiNMWQh+/SnP433v//9ePnllwEA//Vf/4UdO3aYWjBCyDJ0NxBCyPrHkCADgHQ6rbgtM5mMmWUihEiY7W5gfBohhFiPIZflM888g8985jOYn59HNBrFZz/7WXzta18zu2yEkP/DLHcDt8MTQtY66yXHmiEL2b/+67/i0qVL8Hq9AIAvf/nL2LVrF/7qr/7K1MIRQsxFjk+LxWKIxWK0khFC1gzradOTIQvZwMAAstms8vPS0hJCoZBphSKErA6MTyOErGXW06YnQxayQCCAnTt34rHHHoPD4cDJkyfxgQ98AJ///OcBAN/+9rdNLSQhxBy4Hd7+MMaPEH3W06LSkCB74okn8MQTTyg/HzhwwKzyEEJWmUAgwInepqwndwwhZrCeFpWGBNlnPvMZs8tBCCFEBWP8CKnPellUGhJkExMT+PM//3OMjY1VxJK98847phWMEELudtaTO4asH+hGNwdDguyzn/0svvrVr+KP//iP8eqrr+J73/seSqWS2WUjhJC7mvXkjiFrn3g8jkgkgrGxMbjdbrrRW4yhXZaZTAYf//jHUS6XsXXrVnzlK1/BSy+9ZHbZCCHkrodH3hA7IOIZL1y4gFu3bsHr9a7JXY12zllmyELW3t6OUqmE7du349ixYwiFQlhcXDS7bIQQQgixASKesa+vT0kS7/f715Qb3e6bZAxZyL71rW8hnU7j29/+Nn7+85/jueeewz//8z+bXTZCCCGw96qe3B2IeMZsNouBgQGMjo7aTtDUQ4hKr9eLRCKBSCRidZEqMGQhczgc+N3f/V1MTU0hn88DAH7v934Pv/jFL0wtHCGE2AErg5jtvqondwd2iGfMZrOYmppq+v7BYBCFQgHj4+NwOBwYGxtDKBSyTX8yJMg+/elP45vf/Cbe9773wek0ZFQjJsNdLoSsDlYLIqa+IHbByvQS8Xgc77zzDqLRKLxeLx577LGGyxIIBDAyMoJsNou+vj5ks1lb9SdDgmzDhg04fPiw2WUhBrF6giDkbsJqQcTUF4QAkUgEyWQSTqcT8/PziEQiTfXDUCiEq1evIpvN2q4/GRJkX/3qV/HUU0/h4x//ONrb25Xf//qv/3rN7504cQJf+MIXUCwW8dRTT+HLX/5yxd//9m//Ft/5znfgcrnQ1dWF48ePY2RkpInHuLuweoIg5G7CakFkB1cRIXbC4XA0/V079ydDgux73/seLl++jHw+r7gsHQ5HTUFWLBZx9OhRnDx5EoODg9izZw8OHz5cIbg+9alP4Q/+4A8AAC+++CK++MUv4sSJEyt5nrsCqycIQu4m7DCAr5dM5IQ0i9/vR3t7O7xeL/r6+hAKhZq+ll37kyFB9rOf/QxXrlxp6MLnzp3Dtm3bcN999wEAnnzySbzwwgsVgszv9yv/TqVSK1K9dxN2mCAIuZuw6wBOyHpHTkbr8XjQ1taGvXv3rsv+aEiQfehDH8LY2FhD7sRIJIItW7YoPw8ODuL111+v+tx3vvMdPPvss8jlcnjllVcMX/9uhxMEIYSQ9YyIl04kElhYWEBHRwd8Ph+KxaLVRTMFQ4Ls7Nmz2LVrF97znvegvb0d5XIZDoejJWkvjh49iqNHj+IHP/gBvva1r+Gf/umfqj5z/PhxHD9+HAAQDodx6tSpFd9Xj8XFRVOvv1ZhvVTDOtGG9aIN66Ua1ok2rJdlYrEYZmZm4Ha7kU6nkc/nUSwW8fbbb+P69etWF6/lGBJkzcR1hUIh3Lx5U/k5HA7X9Pk++eST+MM//EPNvx05cgRHjhwBAOzevRsHDhxouDxGOXXqlKnXbzWrlf5irdXLasA60Yb1og3rpRrWiTasl2XkjALBYBClUgkHDx5ct94hQ4Js69atDV94z549mJiYwPXr1xEKhfD888/jBz/4QcVnJiYmsH37dgDASy+9pPybGIPpLwghhKxX1PHSFy9eXNdznCFB1tSF3W4cO3YMBw8eRLFYxOc+9zns3LkTTz/9NHbv3o3Dhw/j2LFj+MlPfgKPx4Oenh5NdyXRh+kvCCGErGe04qXXa2J00wQZABw6dAiHDh2q+N0zzzyj/Ptb3/qWmbdf9zD9BSGEkLuJ9ewZMlWQEXNh+gtCCCF3E630DNnN0kZBtsZh+gtCiBHsNvkQUg+tNtsqz5AdLW0UZIQQss6x4+RDSC202izQOs+QHWOwnZbenRBCiOnIk0+pVEIsFrO6SGSViMfjmJqaQjwet7ooDVGrzQYCAWzdunVFAsqOMdi0kBFCyDrHjpMPMZ+1bBk1u83aMQabgmwdw5gRQghgz8mHmI8d3XJGWY02a7cYbAqydcpaXhkRQlqPmHyEC4vCbP2z1i2jdhNMZkNBtk5ZyysjQog2K7V6c6F2d0HL6NqCgmydstZXRoSQSlohprhQu/u426xMAq3Fi93DeCjI1ilcGZHVwu6D3Eqxy/O1QkxxoUbWCivpd3opM+xuHaYgW8fcrSsjsnroDXzrBTu5+ISYmpubQ6FQgMvlavgaXKiRtYDRfqcn2tSLl0gkgsXFRWSzWWzcuNG21mHmISOEVNBI3qJIJIJEIgGv17vm8lsZeU475e8KBAIYHR1FoVCA2+3GhQsXDOeWkp+1FTmcCDETI/1OiLaLFy/i9OnTFX1BtgQXCgWMjY1hcnISs7OzmJubs611mBayuxy7uGOIPWjEIhSPxzE2Nob5+XksLCygv7/floOcFkaf024uvmKxCJ/P15Db0k5WPmINa2mcj8fjSKVSKBQKNftdLRe+bAlOpVIYHx9XrjE0NIT777/flvVAQXYXw4GaqGkkTikWi8HtdmN4eBjRaBQjIyO2aj+1JiGjz2k3F18zApGB/Hc3a2mcl8sKAMPDwwiFQk0tluQ0L1evXkUsFoPX67WtGAMoyFbMWlp5qOFAvfYwu701MuGLz2azWfj9foRCoZaXp1nqTUKNPKedYjGbEYhmWfnW8th3N7Ha4/xK2oW6rJ2dnTWvsW3bNgDQFW2Nfs5qKMhWwFpaeWhhN3cMqc1qtLdGJny7WY9k6k1Cdi57PYwKRHlibPWzrvWx725iNcf5lbYLo2VV30dvMWj0c3aBgmwF2MXC1OyKRJ6UXC6XEjjJgdWerFZ7a8QiZCfrkYyRgd2uZW8FWhPj1q1bW3Z9u4x9pD6rufhYabswWlaj91lr7ZSCbAXYwcK00hWJ+CxXu/bHDu1tLbFW3BRmYPZExLa4tjBj8aFlCGhFuzBSVqP3WWvtlIJsBdjB7WFk4K1nQVtrq4i7FTu0t7XAWnNTmIHZExHb4t2NniFgpe3CqLfH6H3WWjulIFshVrs96g28Rixoa20VcTdjdXtbC6zWAsPOQe2rMRGxLd691Es50Uy7aNTbY/Q+a6mdUpCtccTAG4lENP9uZHJaa6sIQmqxGguMtRDUvpYmIrK2MKOPtXIhpV4s2XnxJENBtk64evUqSqUSrl69WjE5GO04HLzJemE1Fhh085O7mZX0MT1x1CqRp14sjY6O4sKFC7ZePAkoyNYBRjMW2311sFLWyiqImI/ZCwy6+cndTjN9TM+yLMbu0dFRFIvFFY3h6vlwenp6zSyeKMhUZLNZTE1NralJ3WjGYjXrScDYyYW0nuq1Vay3OrmbFjqEtAot4wHQ2l3+6vlwYGAAMzMza2LxREEmIQ7gzWazlk/qjdDM5GAnAdMK7OJCWm/12grWa53QzW8ea0HA26GMdihDI2gZD4yO3eJZ4/F43UwC6vmwu7t7TdQTBZlELBZDuVy2fFJvhkYnB7sImFZhFxfSeqvXVrDe6mStTYJrjbUg4O1QxlaUYbXbstYmNCNjt3jWmZkZnD59uuJZa6XgkO9rtzakBQWZRDAYhMPhsHxSNxPRAV0uly0ETKuwiwvJLsLQTqynOrHDRFyL9SAWawl4uzyfHRYZ9cpQr65Wuy3Lc496E1q9sVs8q9frRalUqnjWZt6FXdqRGgoyiUAggK1bt2LHjh22e1GtQGv3yUoDKO2EHVZBdhGGdmI91YkdJmI94vE4Tp48iWw2C5fLhYcffnhNnlKgJ+C1BAQAS9pVKxcZzYqDWmUwIrZWsy3L5Umn03C73di4caNy361bt+reOx6PI5VKoVAoKOFELpdLifVu9F3YeVFFQabC6/W29Mw3O6HugMViseXPareVhxXlsYMwtBvrpU7sbO2LRCIIh8MAgHQ6jaWlJfT29tpqwjGCnoBXj1+RSESxtKz2xNqqRcZKxEGtMhgRW6vZluXy5HI5FAoFQ/eV6wcAent7K9JYFAoFjIyMNGRcsPOiioLsLsLsDmi3lYfdykNag5Wi387Wvjt37iCdTgMACoUCisUistmsJRPOSt+RloBXj18ALJ1YW7HIWKk40CuDXFeFQgGpVKoqGH4127LL5UI6nUYul4PX6zUsoNT1AwDFYlFxX46PjyObzcLr9WJkZMTQnGbnRRUF2V2E2R3QbisPu5VHjd6kZTcro52wg8iWJ0G7vKt4PI533nkHAFAulwEA8/PzSKfTcLlcq14WM96RevwClhNi23FiNYpZ4kAOnh8bG8P4+HhV0nDxObPbbTwex4ULF+B2u1EoFDA6OorBwUFD31XXT1tbm/K7aDQKh8OB7u5uJTuC1jOqsfOiioLsLsOsDij7+e0yQNp5JVQrQaLVgsPO2Elk2+ldxWIxdHR0IBgMYnFxER6PRwlHKBaLVZ+Px+PKTrdWx5mZ9Y60xK+VE2srxLiZ4iAQCCAWi8HtdpveX2rVhWgPImZMqz3qoa6fixcvVonNZDIJh8OBvr4+wxZhu4ZQUJCRFaP28w8PD9simNjOKyG9SUv+/dzcHK5cuYL777/fUNntYq0xk2ZFthl1YydxGAwG4fV60dfXh87OTrS1taGtrU2zjkTw//T0NBwOB/r7+/HYY4+1TDSZsTCzU0C/XnlWIsrMKv9qLErr1YW6DHJAfq3nlvusOtZZ1FkoFFKEmQj4t9PCu1EoyMiKUU9MnZ2dthEEdl0J6Q2U4vdzc3OYnZ0FAMzMzNQd8MWgmM1mUSgUsG/fPsNugWaxasOEXZIg28UCq3XsDKAvVmKxGLLZLNra2gCgZXFmrVqYabUrOwX0a5XHbuEQgHa7MKOMRupi27ZtAAC/31/3XElhvR0bG1MC9/XGM1mYrYfFKAUZWTF2mZjWEnrCQvz+ypUrAFCxNbxe8Gs2m8XCwgKWlpZw5swZPP7448rfWj1QWemua1RkmzV52sECW+s96MUlCmva/Pw8HA4HvF5vS/psKxZmes9jt4B+u495q9k/jabfKBQK2LBhA7LZrO64Jj6fSCQQjUbR1taGQqFQMZ5pYdeFd6NQkJEVY4eJyS40YjXSG0QCgQDuv//+hs5fCwaDKBQKWFpaQnt7O9xut6lWhLVgIRC0YvLUe69WTwT13oNsbXC73Uo7eOyxx1oeQ9aKetZ7HrsF9LdqzGuVlVl9nWb7ZzPlqVUXohwOhwM3btxALBZDJpMBAM2FgPh8X18fZmdnkc1m0dnZCbfbreyyXElZ7Y6pguzEiRP4whe+gGKxiKeeegpf/vKXK/7+7LPP4rvf/S7cbjc2bNiAf/zHf1y3OcDWO1ZPTHag1XEljQz4gUAA+/btw5kzZ+B2u+H1egE0Z0UwMtDZ3UIgozWZj42NIZ1Ow+fz1RUkdgreV5erVryWbG1YWFjA9u3bFfdkrUScRu6rJ05XKlJqtSsxxqyWK64eKx3zWtWutK5jtH/K7xJo/pBvvboQC8WpqSnkcjnkcjn09vZiaGhIMzZWlDubzWJgYAD5fB5er7dKvMlJkL1eL/bu3WvIXV/r+e3Qp00TZMViEUePHsXJkycxODiIPXv24PDhwxgZGVE+88gjj+D8+fPw+Xz4m7/5G3zpS1/Cv/3bv5lVpJZitxdZC/nIivWUmd9uaK1Kxe+bqXOjA77cFh9//HHl38lksiL3jxHRZHSSWGtWUXkyP3nyJMLhMDKZDDo6OjA4OFgzqN2otWE1xwQ5ZjCTyWDnzp3Yvn27pnWir68P8/PziEaj8Pv9KxLPahfUyMhIhaBdqUip167sKo6boVVWZq3rbN26tWoRog6kV9fltm3bWjp+Acvvc2RkBIuLi0in0ygUCnA4HLoblbQWT1r3j0QiuHXrFpxOJ2ZmZpBIJNDb24tCoQAAFdZgvb6qZTm2ui2ZJsjOnTuHbdu24b777gMAPPnkk3jhhRcqBNnHPvYx5d/9aJFcAAAgAElEQVR79+7Fc889Z1ZxWspaGhTkgXt2dhabNm2C1+u1dZnXKlq7icxuJ1ptcevWrZq5f4zcu5FJQhY5erum7LZwEbF2TqcTDodDWY3Xek75veol2VztMUEdMzg+Po7t27dXlbtQKCAajWLDhg0tOUpJtA85KaeR3E+NUEvUrSVXeb2234wVy+h1jFi+1HUJwJTxKxQKobe3Fz6fTwnQB6oFokD9/rXuKU6iKBQKKBQKmJ+fx8DAAKLRKABgcHBQt32Ew2GcOXMGuVwOyWSywnJsdVsyTZBFIhFs2bJF+XlwcBCvv/667uf/4R/+Ab/yK79iVnFayloaFERZ29raUC6X0dbWVnU4K2kN6tXdarQTvXuI3zea+6dRV6ReOgK9v630+Vcq8ERAe6lUQrlcVsRFrecU77VWks3VHhO0YgZr3dPj8bQkVky0D5GUs5HcT82gft/1AsjtIv7FpC/CB7TavhErs5E+pGVVqmf50qrLUChUsVvRSJtWCz8jrmy5fFpW1nrE43FMTk4CWPbEdXV1AQCi0agSqqE3fsXjcZw5cwbRaBRutxvFYrElluNW4SiLtM4t5j/+4z9w4sQJfPe73wUA/Mu//Atef/11HDt2rOqzzz33HI4dO4bTp0+jvb296u/Hjx/H8ePHASw39Oeff96MIgMAFhcXlResRzabxdTUFMrlMhwOB7Zu3ao0BLshrBcAKgIkGy2zkXpZS2SzWSX+oNl3V69OVqOd6N1jJfdupG5isRhmZmaUe27evBlutxtdXV2af1vJoNeq+sxms0gkEsjn8/B4PPD7/Yauo/c84nrRaFSxvGmVTW4vrWh/om+7XC7NPt3q+hcYfV4j1OpDtdq2uu7q1UWrMPLestksJiYmkEql4Ha70dHRgVAo1FDdi3pp5h2qv9Pb24uFhQUUCgWUSiXce++9aG9vRzabhcPhQLlc1nwedf1v3ry54rPy3/P5PIrFIjweT936F+Vzu924c+cOOjo60N7ervkddX0vLi6iUChgZmYGALCwsICOjg60tbXB5/MBADo7O+HxeDSfKRZbTpmSyWRQKBTg9XoxMDBgeAxolj/5kz/B+fPn637ONAtZKBTCzZs3lZ/D4TBCoVDV537yk5/g//2//6crxgDgyJEjOHLkCABg9+7dOHDggCllBoBTp04Zur6dVmN6iNXV5s2bFbeVyObdaJmN1staQNQLAORyOTz66KMN10c8Hserr76KRx55pG5AuNntRH0P8fODDz5oesyg1gr+4sWLOHDgQMstZOJ4FLFi37FjR81NQK2uez1r4OnTp9HW1oaNGzfWXO2LPtSK9ieXSe8ZZStNKw8Zb2VMaq1xxej7jsfjeOmllwAsxw719PTUbRvNIN5bLpdDOp3WzY01NTWlbKRYWlpCT08PPvaxjzVUR+q20kgf0vpOMplU2kI+n0c+n4fb7YbD4cD73/9+3fcov+sLFy6gXC4rbVa4zb1eL9566y04HA5D9S9vNvH5fIrLcMeOHQgGg8ruX5GzDHi3n1y8eBGPPPKI8nx9fX0YGRmB0+nEyZMnUS6XkUwm8cQTT2i+GyvyNTaCaYJsz549mJiYwPXr1xEKhfD888/jBz/4QcVnLl68iN///d/HiRMnsHHjRrOKYgprYVeh2m3V0dGxqhOYXVmpe0l06pmZGZw+fbrmIGlGO1G/J/keRgfwVr3rWm6XVgf+N+JONcNdqvU8U1NTurm31McTCVrp3tRrX83GENbDLvmtZGKx5eOB2tvblbgiM9xPsVgMyWQSd+7cQalUUnJjae0U9Hq96OnpMRQzVQu5zblcLiXWS154Gel3sVgMPp8PwWAQ4XAYwHIY0dzcHM6cOQOfz6f5PkX7UrdzcW3hvna5XGhrazNU/+oQABHT6XK5Kk6Q8Pv96OjoqMhZpvd8586dQ7lcht/vRyKRwPT0tG4iWTtvRjJNkLndbhw7dgwHDx5EsVjE5z73OezcuRNPP/00du/ejcOHD+NP//RPsbi4iN/6rd8CANx777148cUXzSrSmqfRSdTqCaxVtFoorjRlgxzYXCsezwyBW+89GY37kK+x0vQBtURnKwVpI4NpI6Kn3ntSx8nI6LUlreOJhGtupe3PCM3GEBq97mrEyhl931oCyIwyuVwuJTeWy+VCuVzWfP56MV2Njq3is3Lc1dDQECYnJ3V3CKr7ndzm5DirQqGge9alOpmwus2qhZWcVb/e84nyqWPW5BMkyuWybkoX9fMNDAzA4XAgkUgo9azeeLMWMDUP2aFDh3Do0KGK3z3zzDPKv3/yk5+Yeft1RbOCSRxZUS9ocjUG2mYEympZOhpBDE61zk5rtNxG66beezIy2cvXqLdCthtGBV4jO9hqvSfZ7ScyxKsnQa22pJ5cstks3G638gxmr9LNEn2rISZljLzv1bJ6FItFbNq0SbGQORwO3eeXy61lXTJSRnlMkBeBly9fxszMDAqFAh544AFDmyq0RKLsitRaUKgD77UWblrCqtn6F8JanCDR19dXkV+s1nUHBwfxxBNP4Nq1a5ienkY4HMb09HRVf7az4QFgpv41Q6OCSd3wtOL3ZMweaJvtCGYJxZVYbsTg9uqrr+o+R6MWGqN1U+89GZmc5GvUWiGvdbZt26Ykf9Wj1nuSd2S1t7cruxnVW+rVLmMx0amPJ5KDhs0OeTBLpFjh8jGyWFlpfRpNhtzd3Q2Px9OQJc7lcjWcDzCbzVZZsZ1OJ8LhMFKpFDo7O5HJZDAzM4Pe3l7N3YTq51HXkfh3d3e34loXyAJQpDfx+/2aAke2ogm3oriGkbg0edxbyQkSg4ODKBaLWFhY0B3PVtPC2wwUZGuERgVTow3P7IFWXZ5IJGLoXqu9Iq+HegBqVjjJyINfNBpFJBKpWSf1rJ5i4NXLDya7GtLpNCYnJxVxppVja62hlXtPL1dWLZfjlStXUC6XldgkIar03qlaWO/duxeJRALA8ru6ePHi6lTA/6GegPVER6OWaz0BasYGklZYNIy4pOWs73pJgpsZI5uN5ctmswCgWLGnp6cxPDyMW7duweFwKOlO3vOe92DXrl0rtgKJI9ZEPwkGl9Oq3Lx5UwmeV1vi1FY0sdPS5XLB4/FoHgwufyedTsPtdlfEiDVygoTWe6037qr/7nK5mortMwsKsjVCo4NBM0Km2VVmo0ftFAoFwxmSrViR66Ee6IQ7SotGyi0Gv/HxcTgcDoyNjWmKrUasnkYGZTEIA8A999yD69ev480332x5os/VRghcI7n3tN6TLOjm5+fR29uL7u5u7Nu3D93d3brvVHZTZrNZFIvFikTYVqLXHlYieJpNOi2LuFgsVnMBoK7TRi0aRp5PZH33eDxYWFiouSAyKnLl8mvF8tX7ntfrRS6Xw9zcHGZnZwEAhUIBXV1dKBaLyGaz6OvrqxBj4pqpVKqhxbjW4l3MFx6PR4nNUlv35O9NTk5ifn4ePp8P6XQafr8fxWIRS0tLePnll7Fnzx7FrSm+k8vlUCgUMDc3h0KhAJfLpVtGNXrvtd64K/9dy0Jn9ZhHQbaGaEQw1WuYrQo4b+aonVQqhfHx8Yasd2aVvxHUA5dYxeph9H0FAsvHi4hBVm/iacTqWe+z6jiy8fFxpFIptLe3o6enpylTvngn9eplJTQi/kWepXquIvV7ikQiSCQS6OvrQz6fxz333IMHH3xQWeXr3VcEfYu8TY1MMEZptt3rtYeVuHDUwhcAEolETUGjFnFOp7PmTuWV1qnR5xPlbyQtpxHLmmiLsugwMmZ6vV48+uijuHLlCgBg48aNyjUCgQDa29vxgQ98QNdaJZ69VoyrbOlXL95jseWdq0NDQ5ibm9M8e1L+njj1AljO9l8qlbC0tAS3242FhQVcuHABV69eVVyvsdjy5oLh4WHFgnjhwgV0d3cban+13quWh0B8R/SbQEB75ygFGWkp6q32enl76g0IrQoyl5E7ytWrV5t2Q1oVmKkeuGpZyBolFArh6tWrNTcKNGL1bMR0LxIkiszv8rZ1dXuqN9GWSiXMzs6a4vZsRvw36kqLx+O4dOkS5ubmMDc3p7hfjEwWIui7ra0NuVyuZTsb5bI12+71XDUul6vpkABZ+JZKJUxPT8PlculaeIFqEedyuWruVF5pnRrpM6FQCAMDA4qwqhdvK6hnWRNjqFp06GXOV38PAO6//37MzMxUCZju7m6Mj4+jv79fU1gPDw+js7NTdzFuJGBfFk5aZ0+q+9nZs2eVReWDDz6ICxcuKAeKy1Zj9WkmIh1HI6Ko3nvVc6fKwtlu4TAABdm6QmurvdaqrZ6I0kuAqUWzrlEt653ReJSVrOpXgrrcIiaoFdY6Iy7ORtygzZju1cHKRtsTUPlOxATSaqtmM+K/USKRiBLEn0ql4Pf7K2Jc6rmeRSoUo8HbjbCSdl/LVVMv7YmRfFe3b9/G5cuX6x6lpLZeFovFmuPGSus0EAhgdHQU09PTGBgY0O1Xjz32WFNtU8+yVitWCoDumKmV41B+b9PT01VxV1riotbiSbZiT09Pawbsi3erDvbXqjvxHXUd9vf3Y2JiAq+99hpmZmYUC6e6bzYjiuqNb3JfuXr1KhYWFuDz+RCNRvHGG28ort56bWO1oSBbR4iOJm+11xoY64korYFfj0ZEgvp7WiLQSDyKlSsbvXK3wlpnREQ06rY26grWio0y2p6AavdFvYD3ZupJxNqFw2HDk3MzgezCctPW1oa2tjbD7azZvmCUlbZ7PVdNsVism1Vd772JawaDQWVyrxUsLU+CDz30EC5fvmw4hlSdGNUIIqi+VCphZmZG18rZjICvZVmTx9BcLodMJqO0W/WZkfJ9xffkHIfi3cjjI4CKPtBI2xNuYGG98vv9ulZKYbV/44036ma113IVbtiwAf39/boWzlrlrreAq/XOxM7WVCqFWCyGXC6HfD6PcrmM69evIx6PY3R01FDbWE0oyNYRYjUpb7XXGrTrdd5GB/5mrREyaldGo4HYq4kcK7Ua1rrViJfTeodG25P4vngnb7/9dsNWWTNoJJBdlNHv92NgYACLi4vo6OjABz7wgYaOG2u2LxhN7dCKuNBG+rf6ventjg4EAhgeHsbk5CQ2btyoGywtBJI4ukY+2UAP8ffVSJvTSF+rZVnTCm+QxYheO5EtiPK7Ec8hTrTRiumSF1Lyz2qEGxhYtpAlEgnNw7XFGCeOgNI7mUBGK+m0EJdOp1NzF7dWXax0s4lwESeTSQSDQdy5cwf5fB4OhwO9vb2Ki50xZMQ0xABhJOan1sRhheBRuzIaDcReKUYHYnWs1IMPPtiU1aKZ+632TqBG2pP4fCAQwPXr16v+ZiTmo159xGIxzTxgeuhNxloiQ+w4dTqdSvyL2+3G+Pi4KakW1J81+o712n2j1zDijgKM744Oh8PKWYJjY2PYtGmTYgUS9S5SiSSTSSwuLmJpaQnRaNRQvGGzgr4R8dlMX9N7H/IYamQTk9xetHIcys+hF9NltPyyG3hwcFD3/FVhkRYpNtxud8N9TsSMiWz+4+PjhnZxr0RIq8VrMplU8ggWCgXMzs6ip6cHAwMDSngFY8iIKbRKqLRa8Bi5X7OB2CulkYFYHSulDlI1Ut5m72fFKq6V7amWa8LoRNJIDiG9yVj9ewAVdSwOPW62zmtZ4LTEh7yrs5nUDuLajaaHUOee0hMWwsXodC4nJtWql+npaZTLZfh8PiwsLGBxcVFzZ6G8u7Kjo0M5GqdeWZt11zayuJTdhTMzMxWxRs0gu/BqbWLSai+14vVWGltrtE4CgQD27dunnFRhJExA6z2JRZBWAmq9hUsj4QlaVjlZvD700EPKwejRaBQejwfAcpiGXVIqCSjISMtp1sW22iJQ0Ijo0YqVarTczd7PLqu4ZtGrp2Ymkno5hOQdbolEoiJoVz0hAaiYMFe6ctazwGkdRh+PxzE2Nob5+XksLCygv7+/qXfcaHoIuYxzc3O4cuWKrtVF1HMmk0E+n9e0Xg8MDKBUKuH27dsAlvNXidgqeWfhxo0bkc/nkc1m0d3drWRVl+8njx1qy1ErxpV6IuDy5cvIZDKIxZY3K+htZGnk/rXKriXIm6GRscLomDU4OIjHH3/csJtc71m1ylZvIZbP55HJZBpqy7JVTi5Df38/rly5Ao/H03Qi2tWAgmyds9r5ump1slbmPjPq7tMb3NUDcSMDWa1YKSM0ez+7rOJaTTMTSa0cQlobRNRBu/KEFI/Hq04/qJUA1sjziNW9y+XC7du3FXGijosUloPh4WFEo1GMjIw09Y4bTQ8h6lxOPDozM1M1KcpWoxs3bsDv92tmnB8cHMRHPvIRnD9/Hn6/H7lcDk6ns2JnoWzx2L9/P4rFYkUf0rJ0qEW33uYDo2jlDhPPGQwGMTIygoWFBXg8HrhcrqYtlmpquZrHxsYQjUYxNzenK8hrWV3riaGVYsRNLtJnyBsbkslkRVnUZdPrw/F4HG+88QZmZ2frnl4Sj8eRSqWqEsyqyxwIBCpSiNj1VBIKsnXMaogjNXrWDnmSVB+n0apn0vqcuN/o6CjGx8c1v9foQCY6u1aslFY51NfVul+t92GV5XC1aGYiqSXiRBsEoATy6m0QaeT0g0YpFArKQdTz8/NwOp3o7e2tcLXKsZN+v9/Q/bUWGqlUSnG/GnEtCVfkm2++iXQ6revqFOWLRqNwOBzYvHmzkk9KzebNm5HP5xGNRlEqlbBp0yZlkhRlEwhxLPch9djRqqBrub4ikQimp6fR1taG+fl5TExMKPcRIrCnp0f5XSvSl9RaGIpnFvWfz+c1r6FndVULtImJCaRSKbz3ve/VratWjf2yWBfnXY6NjQGAEmOr3i2v1ba0XNvz8/PIZDLweDy6yXrlvpvP55HP5xWLrNaOSTHONBrPtppQkK0ztDq7njgyI1BczzStDuY1smNHC3kQqLVyEjE1YofQa6+9hu7ubt2cUrLFQv5ZC3mXZa3BrVY9y4NTOByuiNOw0wBhhEYD2LU+24joFNcQ+bPU6RBkC1Umk8HNmzdx7733ak6sWq67gYGBFR2pIsfLJBIJdHZ2AgDS6bSS2FO+diNitJYVCQCGh4cNHcosXJHJZBK3bt3C/Pw8AOChhx6q+Jw8iV26dAnRaFRXpKitdPfddx/Gx8eVhKj1NmSox45GXcdabUttxREWPmBZNKiPGSoWi9i7dy+uXbuGzs5ObN++vWoR20iMaz2r3+joKAqFgrLj1OVy4cqVK0qeMPmeQryIFBpCxEejUUxMTGBiYgKTk5MAgDfeeAO/8Ru/UbHoFUmex8bGlPpodmEsvy8h1vv6+hCNRgEAXV1dhnbLj46O4uWXX0a5XMbZs2cxMjKCUqmEzZs3IxaLoa2tDT09PZoLFbnvLi4uVgjbWuJdfNaquNxaUJCtEYxMelpWIS0rQi2httKVk1Z8jlYwr5EdO1qIybbeuY/ic2KHkMhErze465nftQZjMaBOT09jcXFR90xOI7FR8XgcZ86cUZKRNntskVnUaxOymHQ6ncoRUFrXEZOBkTNMa5WnnlsrEAhgaGgIN27cQHd3N/L5PIaGhjTvpeW6u3r1qmbyTaPIVi+Hw4FUKqVYyIQwaTaOpZ4VyUgaCfk6nZ2dSkJgIZxE9neB+PelS5dqxvQEg5VJXH0+n7I5QlhBRP8TVkK5rWhZSo26jvUWP+I5HQ4Hbty4AZ/Ph2w2C4/Hg7a2NmzatElp46Jcoj3F43Fs37694vrqPIn1kuqqBf+bb76JbDZbcbalCJwvl8uYn5/H5OQkFhYWEA6HK9r28PAwXn/9dSwsLGBhYQHlclk5HeGtt95CJpOBw+GA2+1GsVjE9PR01aHeiUQC0WgUbW1tKBQKTS+M5fcl+rVwAwNALpcztFs+kUggHo+jra0NiUQCQ0NDSt+ptQMUqBTwLpcLd+7cQSKRqIqhVI/dernc7AAFmUFWOxZLfW8jFi21VejChQvYt29f1YDRTIClVpmM1IcYkNTBvM12hEDA2LmPgUD1DiGtwVM8h1gpy+Z3Yc4G3s2BJGfdvnHjhjJwaE3cevUs15uwprS3t1cdW2Q19dqELCbdbjdyuRyy2WxVbIY8GSwsLGD79u0r2k1oxK3l8/ng8XiUw5F9Pp/m9cSkonVmYKOxJloB6CK7+uTkpNJ2ai0M6l1bfdRRLStSrT4q2mYymcTS0hIcDgfK5TLK5XLFexFCOhwOG4rpkWPxgHc3S8j9Tz0xDg0NVeR6q2c51XouvcWPWJhNTU1haWkJpVIJHo8HAwMD8Hg86OjoqDrKp1aqFJFPTCQaPXPmDHw+n+6YqRb8+XxesUaKMTAQCODxxx/HlStXlDxu8/PzuHbtWkWwfyKRgMvlUkQPsLyZY8uWLUgkEigUCiiXy8jn8/D5fBgYGFA+J8rf19eH2dlZpFIpeL3eqvfdKOL9yIluxf2MWhLFiQ3CclnLYpzNZit2VsupRd58882qGEo5ZrBYLKKjo6NmLjeroSAzgJW5oADju9DUViGxUlIHwmqtRBs5aLVebJreFmSxzXilKS2MnPsIGNshpD6QVza/yzueRN3kcjllQhVCT29y1bMWqre3e71e9PT0VBxbZDXCzSyv5tVtQhaTi4uLSr0tLi5WfFaeDObn5xGNRjUTURqhnltLWF78fj/6+/sNnU8YCASqzgwcHR1FIpEwHGui1SdEv+vu7sbMzAzm5+fR29tb16pS79rq72tZkeqNWbIQzefziMViynl/4r2IyWx6elrJ6q4X06N2uwurhtbkOjU1hWQyidu3byOVSuGll17Cli1bDLnr9Z5LL6ZQLOBisRju3LmjiE+gUhDJ96yVKiWZTCKTySAajSqLp97e3poLQ7Xg93g8VWJA3QaFBV7efTswMIBr164hnU7D6XRi06ZNFbtZP/ShD2FmZkaJIZNdkbLVdsOGDbh9+zaKxSLm5+cbPrBdCy0hXQshqv1+P/r6+nDr1i04nU5MTk5i+/btmps3wuEwxsfHkUgkquLSRGoRddyfHDMoLNaij9tNjAEUZIYQHaTe6tAsagUwywif/GuvvQav19tQYtV61hyZWgJR/bdEIlG1g22l6A30tZ4zHo9X5axSl3V4eBgAFPO7XNdyXhsxIXq9Xjz66KM1yyHXs5bo3bp1a1N5zMy01qrdM4C2aV8Wk16vt2LQkz8r2lYikUAgEMADDzxQEZvTyHNpiVzRvvx+f4WLZ+/evYaEjzomTV6kGM2dVKtPiDKrk30aRX1t9SJLy4pUbxEnnmFgYAA3btxQLBoiR5O4hshtJiZtOaZHttrpud21yuZyuXDr1i2k02mUy2WlzejFGhl5rlpjQigUgs/nw+LiInw+H7q7u7F9+/a6B2aL9iXGDVlYeTwehMNhJBIJTExMoL+/v2KzhiirKIta8Ne7tziQW959293dDY/Hg97eXjgcDnz0ox+tEuN68WBGrElmop5LZFG9fft2FIvFmh4PYY1Pp9NYWFioCu2o9f6FAHe5XBgZGcGGDRss8XQZgYLMAEbjlsxCq7Fp7dwRvvzu7m7NremN3AOo7DTiPEOgtkCU/6bO7N3KHWxaA70eRlfV4p1qnTOn1dmvX7/eUDlqreJX+iytRJ6Ie3t7dU37YgEgDucVk4M6HYj43JkzZ9DR0YHp6WklNqeZ55JFtvydgYGBChePLFz0xJ5W7KDaKqJepDRioZHL3OwkYHRBZvQ76mcYGhrSDAEQglscnRUKhfDwww8r/Vh24+dyOQBAJpNBd3e3pnteIESvLAZSqRR6e3vrPpvec9XbpawOXxgYGFCs3wAqxj31GChich944AFkMhk4nU7FWnjvvfcimUxi06ZNFbGUAJR/C6GvtwlFXdZAIIC3334bCwsLuH37Nrq6upQxye12Y2hoSBHmRsYOuW62bt2qaU2SP5NMJpU+3WzAv/r+cnsTOemEqPb5fPD7/TU9HuLZ3W63odAO2QInW8q1FoJ2goLMAMLsXS9uCTDPeiF3PL3AZnWMTr2Vj1ZSPzHRqd1VesG36sFFvRKrd2SIkXKt9LONrqq1BrlGBz4t0dyIZU8Po5aPlbQ/dZJROamq+nnlw3mFm04rHUixWKyZ/V5+rnqJSuUjf+TvvPXWW4jH41UJVmuJPdn6rY4d1HpfWlZOcR21ha1VY0Ez7abWd9SJSOUJUR0zpz46SzyrvDsxlUrhzp07Sgzali1bkEwmdXeqBoNBdHZ2KhaawcFB7N69W3MTjdbzqi3uRsS8HL4gB+6LUAUR2yf+LYSDiMlNpVKYnJxUYhHf//73KzFYXq8X77zzDuLxuPJdr9eLoaEhzM3NVcSZ6W1CEYjnTiaTmJubQ7FYxOLiIiYmJrB58+aGhblW3SSTSQQCAXR2dmLz5s0Vm20ymQzm5ubgcDjgcDjwxBNPVGwMaMaSr97JClS6hf1+f4WVWy1W5bQuHR0d6OnpqQrt0Ao/Ee+ilqXcythwLSjIDGIkbsmswHitQHCtwOZGYnT0yqrnrpItZED1gb/qnYniWrWODGmkXCv5rNpqJ084jVinGim33sC70vs1Yvlo1npmNMloI0f+1LPyiL/XSlQqxzSJeDWPx6O8146ODmzatKkqwWotESvuqxU7qPW+1M/hcrkMH2AuApJFsHMj6RO02k298UPvO+pEpGJCTKfTmJycrIqZ01oIiklvbm4Oi4uLKJfLcLvdSKfTuHbtGm7evFlzp6rH40FfXx9isRh+6Zd+qSo9g5E6lQWikfhX8SyyqA6HwwCWBZv4t0jfkE6nlZhcgdfrVTauiIleuADFuOLxeLC0tKRsDpHd3rVyq8nPd/PmTUWs3L59GxcvXsSmTZt04w/12oK6biYmJvDTn/4U5XIZpdJyrrilpSXMz89j27ZtiMfjWFpaQm9vLxYXF/Hzn/9cOXy8kVQw6t3XoizivQmLn6QaVTEAACAASURBVJ44FvcA3p1jAGDDhg04ePBg1b3l55TfqbAkalnK5WtbERuuBQWZQYysUuXVdr1YM6OTp9bn1JOCCGzOZrMYGBiouVVYXVb1wCB+r96JcvHixZrPq2VdEHVm5BDjeuVS14lYeQnLXTqd1q1vuRxmJQRUW3jefPNNJJNJdHZ2Gt5R2EwMVa3B16hFUo1wVakDZNVl1TvyR70Tql655b/Lwc/qZ5BdqcCycHz44YeV/E1i5546waoIOdA6F0/dNuptFFE/R71+JH4fiUQwNTWFRCKB2dlZ9Pb2Yn5+vipxphZa7aJZ8S3K1dbWhkwmg3Q6jbNnzypiSrj0tMYv9TMNDg5ifHwcLpcL+XwebvfydNLZ2YlyuayZ5kJ8V7jeLl++jGKxWPGMekJfr66NunTVO1WFBaqtrQ2x2HJsVzqdxtjYmBJgPjo6inPnziGdTiObzSKdTmNpaQl37tzBhQsXlPH46tWrSkoNYVkbGhpSctqpx2qtssrPJzZkxeNxAMCmTZuQzWYxPT1dYTmWQ1WEqJFzi8kLnUKhgPn5eZTLZfj9fty5cwfxeBylUglLS0tKSI7Iel8ulzExMYFr164hEAhU5HGMRCIVSWjVglodU/jggw+is7OzwnoMLKe90BNSkUgEi4uLFZ4a0QfVyG1A7EJV13E912mz42UroSBrgHrWDTHwG4k1Mzp5ypOQGJy0AsEbPepFbxBTN2zR+dWTrDAjZzIZ3L59W7HQaYkPI4cY1yuXQO5UmUxGEaIAcP78eQDamwfEgK4VpN0K1BaedDqNW7duoaOjAy6Xq+5OpmZiqPTK0IhFUu/6RhcfmzdvRjqdVixSYvOEcH+praa16jsQqAx+1opPlGOavF4v/H4/isVi3YOCa52LJ8qlFTtYDyP9yOl0KhM5AMW1Vy9xJqCfNLgZ8S332UKhgK6uLuV4oMHBQeRyOSSTSYTDYTidTmX8At5NYyBP7gDg8/kUa4rX61XSZzidy3mzhDtUnQxV1I3IGSVb3kRqCLXQ16trub3qxWep+5dI0NvR0aH87Pf78d///d9KQL1IkyHcjT6fD4FAAAsLCxULLTEey8JIxKnJsWP1xmr5+drb27F//37Mzs5ienq6wmMhLMcAcPLkSSwsLCCZTCq5FuXcYoHAu/GbbrdbcS2LFBoejwfJZBIdHR3weDzo7OxET08Pbt68qYyxhUJBOU5KWKPPnz+vLLTVSWjFOCun8lG7o9WWVrWQEvHHwtKYz+fR3d1d5akRqNtAIpEA8K6bfWpqqq7rtNnxspVQkOnQbByT0Vgzo5On3qHB6smtUVeY3qSr9Xt5kpXdcWKQ6OrqgsPhULYj6636jEwc9cSAfL3FxUVF8ADLKSsuXLigK/xaJViAd9+57PqULTxi1d3X16fkLqpFI/Wk1zaNCCmjiGfS2p0KVLdLv9+vPIeIq9Gymhq5r94zBAKVMU1abhSt7fKRSATRaBQej6em5VqvD9Vzc9TqR5FIBOl0GhMTE0in07hx4wZcLpcSo1MrcaaWpcGoVUi2Bsm5v4R1TIhbtTtJIISi+ogeIWTcbreSFV4IuqGhIeX7k5OTirBTWyLkw5/ffvttFItFZdEpEi1v3boVc3NzFQl967WNZDKJV155BaVSCV1dXRWHgqv7VyKRqIhp7OzsVJKUigPUy+WyYjUUVptQKIQbN25UJSAVbcfv92N6ehput7sqB6JaKMZiy7FisliT6+WBBx7AAw88oMT0ApWW41QqpaSLyGQyKBaL8Pv9VUm31fGbH/7wh1EqlTAwMIDFxUX8+Mc/hsPhQD6fR3t7O8rlMjZv3ox4PI7FxUW4XC643W5lh2IqlVIS2WoloRVtSy+Vj/pdiN3tAJQFlnADi3Q62WwW+/fvx9WrV6v6idwG1P1THiNkN7s4taFV42WroCDTYCVxTKOjo3V3jAiMpINo9NDgRtCbgNS/F5OsOg6ira0NTqcTfX198Pv9mrvxmhFBtcSl2oInDm8W5+XVSxbbig4o3vnMzAxOnz5d4aIVFp5sNguXy4W2tjZDSXC16kktBMQEq7Y2yAN6o8LcyHNq9QO9dhkMBuFwOHRjsowgT1jyz+Lf4mcRC2QkRKBcLisJPe/cuaOcuVfPtS/HVBYKBQwPD2umLtG7xtWrV5Xs6EKE+f1+PPLII8rko3ZFyu5QYWnIZDJwu90VAkAvHEAu861btxAIBOBwOCqSYgpXr9y2xCQo4qbkI4b0hMzw8HCFy1jsupQt0QA0XcapVAqJRAKZTEYR96VSCX6/HxMTEwCWz2aUd8bVEs0vv/wyIpEIXC4X5ufn8cYbb2DXrl1VAlaMFeoEvalUCsByDJNYVACVVhSfz6c7HotNLtlsVnG/eTwedHd3awb2CxdkMBisEJCBQOUZn3qW41QqhXK5DJfLhY6ODnR2dqKrq0s5F1KgHlvk+pyamkIoFFKeR3YtqgWu+F44HEY6nUaxWESxWFQS7crl1RpnRdsWrnKxGNGyoALLO3aXlpbQ0dGB7u5uQ3OfWuypY/aEm12cSiHuZRcoyDRoxFohPismhUQiUXPSl33+8s4eQN83Xi+eZyXUSgcgfi8mWdGh5Zg1kem5q6vLUF6fepNfvc+prwdAsUJMTk5W7BQLh8MViS7Fd7SsKI0gv3PZ3aTOZ9Vo0LZe2pFMJqMcnCuChEVG+XqZwmtRr761+oH4vcgYrm6XgUAAW7duxb333msoJkuvXGohKO4rl9VoiEAoFMKGDRtw69YtOBwOnD9/XrFu9Pf3V1hStOpAPv0in88rlpx6/VHUn8iOXigU4PP5lEWEKJtoO+qjpUZHR+H1etHV1YV0Oq15cLJWOIC4L7AsekSOL7kPq+tJlOHq1avo6uqC2+3G6Ogo+vv7KzbmyDFQYuwS7UO0FXFigxBgwnoqSCaTOHv2LKanp5HJZJDJZNDb24vOzk5FpC0tLSlWWCN5H8Wi0eVyKX1mYmICkUgE+/btQ3d3d8XGBSGYhKsyFns3RUIkElEy8U9OTlbs0pPr3Ol0VmwQEnUg3GrZbFZ5vlAoVCUSgOXYVzGGCHEt2hxQuatYK6B/YGBA8cg8+OCDivVSbie1xmD1/CK3i0AggE984hNV3ysWixgcHEQ+n0cymcTu3bur0mOohbN6s1hvb6+SmqlYLFbE34oxTbbkGp371OJTHbOnPs5rJeOnGVCQaaB+qXJAqjzxCrGiNSloTfqiUYr0FPfee68SH6Dn1mmlG0qUoZb7RTyfVtbxHTt2VMRBRCIRZZWUz+cRiUSqTPDiGbQsAFod1sgmBy33EABs375dmdTefPNNxTrQ3t4Oj8ezojMU5funUikUCoUKsdGKHY5yPY2NjSGRSKC7u1vZVdjZ2alYSwBU7eBqxApVq7zq4Ge5H9TKGC/wer1K7Fgz7VYtBNVuM9kiafQYrYcfflgJ4L5586ZyrJKR3aHq0y9yuZxmLJo8eYoJ2Ol8Nzt6OBxGPp9XMrB7PB709/dj7969umlrhBvc4/FUbXTQWziK+6bT6Qq3mjopplZaFhFvJMTfvn37KmJzREyU+hQD9bm5Ho9HGReuXbuGUqmkuP3EmCesMvl8HoVCQTnmSvRVYTEzgrAyxWIxJUdYLpdDOp3Gyy+/jM7OzoqNC7L1TrbOfPSjH8W1a9dw/fp1bN68uSqfHQDdDULy+y6VSkosHbB8oPXc3JwSWzYzM4NEIqFYbcvlMu7cuaO089nZWVy+fFk5u1Jr8SBc+OLdCFep1oaYWt6Qeptt1L8TIglYdjFu3ry57vuRxaqwdAl3p9p6Kd4PUGnJNTKGyM8jt1e1oFbfq9Hx0ywoyDRQv1S1OVUdt2I0bkxeMc/Pzyv5Xup9byVuqFoCTG+XiVihiY0EkUgE2Wy2SgTFYjF0dHQo8ULnzp1TkiRq7Rwzkg+qVueoJ3pEmcSkKawDhUJBSXC6ko4n3x8Aent7lTLI7rOZmZkKd4n6PdS7t7yDUbQRr9ermPo3btyorC7Hx8cbcgcL9OpbywUvBjP1d7SO5ZJptN3KQlB2cQHQbRtGj9GSPyesKMLqqBe/Jd6XnFRUpNdQT3rqlBxi8pRz8on8T9PT0wCgTN610tbouauA+kHuExMTynuUXU7i+bT6UrFYhNvtViyCIkA8GAxWjR3yZCbHhYn8g2JcWFpaQjKZBICKjRiyNbuvr09p0yJ2qFQqob+/v2ZCafk97d27F9euXYPT6VTygomYKHnjgnxO6e3bt6sO+961axfi8bhum5LHGbXrWtRBf38/fvazn8HtdiOVSiltenR0FIODg+ju7sYbb7yBRCIBt9uNUqmk/BcMLu80fe2115RydnV1ac4R4t/1TtaoNf402k9l4a62xukh2qo4eur27dvKZiet+VY8dzqdVr6vfu/y4kd971QqVWFtlucKrXsxqN/miEaqTgSplUfG6KQgr6AGBgYwNDSkuNnMaBDqQVedyRzQju2QA7ZLpZKy/VqOl5KfR8TH+Hw+JBIJ3Z1jtUSXkVizWiJCtliqrQPi+UUwp96Ox0ZdeAAqyl8oFHD58mVkMhnEYjHcvn0bjz32GIDG8t2IwX54eBgzMzNwOpcTTYqdVMLypD4YuZFBVc8KrN6JpBZdZu1KUu+8yufzyt/8fr/mfbVcxOr3IlAP+vIuLHUbAqrfl0gqmslkcOHCBcXaIayjV65cweLiYoW7SkzSgUBAcZ8XCgXlP5HvqV7aGj0rhvi9XlqZ6elpJaZo7969NftiJBKpEMOyRVDUqRyaIc5TlN+JGDOF61OMC5s3b4bP56tIA9HR0QFgefer3+9XBFFHR0dVMlq9dl0rGegHP/hBxX3ndDqRz+eVcW7fvn2KhW92drZKxKjbilabEv1HPaaIOggGg5idncXCwoJiHZSTdQcCAezatUsRhF6vF+9973tx9uxZxZIaDAbR0dGh5AbTWzyId6l3aHatRZaRMUNrXKyV6FnPiyFveurs7KyIwZNFofC+XLp0Cf/zP/9TscAR19da/MgLSrW1Wc9a2Gh2ArOhIKtDPZ+0ugM3Ev8UCASwfft20xqEPOhqZTJXx3YI5IBtMSmr46Xk55G3e9faOVZLdNWrQ9lVKH9fa6UvynTp0iWl7HrxFfL15cF9aGgIPp+vYkJQl1/egh0IBDA0NITp6WnFRao+nNzoWaiycJcPo3a5XMqAXSqVMDk5ife+9726xwPp5a8Sv9OyAsvb0Jt5R8K62ihyW9VK7Ki181crEa+wusi5mNR0d3dX5U06efKkMjGOjIxUCf9gMFix6hbWDuBd64R41yK+TohcUb/ChTIwMKCkG9i+fbtiMak1DtSyYshxZKKtCGEtW35k1G4ideya6CtyP85kMnjnnXfgdDqrYqvU7U2d202k0JHFQywWU8YKLWFXDzlf2czMDPL5PLZs2YJsNouOjo6KzPxnz55V6kAEiMuuMa3DvsW7lduYLORrWYkCgYBisZuenkYikagQbqKuRB2KRYJw34p79vX1obOzEzt37qw69kcrtEDrnEzZ45FMJqvipsRntN6jug7EYlJvLK+V1DcWiynzZ62YaGGBFCEGABRPjVg8yPkItXLVqa3N6rAj+V52EGICCrIaqFfgcvyU1grAqI+72Qah3speT8SpB111JnMxKImJTzRqsUoGgK6uLgDLKSX0zPeBwLs5nDKZDBKJhOZxO7Um9FrWKXnCFAfECqEk0nGo87TJZRITa72je4SQCIfDuHHjhhLjI+9+kssvJ8uNx+OYmJjA4uKi4o6Rz+Zr5CxUvXoSyRSz2Szm5uYwPz+PX/ziF3jiiSfQ3d1dJSgnJyd1s17LOcLU1hKxc07PvSHqS/5ZvKPFxUXEYjE8+OCDhs/BU4ttvcSOMqLMQuReu3atIvhezsUk7qFnpYxEIpienkZbWxvm5+cxNDRUMdlkMhm89tprSp4usepOJBJKPJSwTmzatAkbNmyo2DkmDtEWQq1QKODOnTsolUp46623sHnzZgwODmq2h0astnKQci1hLd6b2sUo3r8sZsT3xMYZ4N2UGOoM6Or61YsjlOvW7/fj0UcfbXhRKrv1o9Gokn5FHPQtCztxSLw8zsljo95h3+q6ffnllxGPxxWrzNDQkBKvlkwmK477EjsuRXiDGLvOnDmDBx54AJcvX1YEr0glksvllPFdJKF99NFHNceKRqxemUwGkUhE2dyxadOmCsuoHJ+pDsnRC2vRG6O0vBhAtbCtN38Fg5U5B10ul3LChBC2uVxOCedQu/Fla3OjpwxYCQWZDmoR8PDDDzfsomkkbsjIteQ4ASMZvrV88+pM5mq31djYWIUVQOxQevXVV+veCwAuXbqEUmn5bEOxYtQKHtZ7Ni3rhjxhikOMxTXkwUbEJMj3M+puE25asUPM7/drBn3rCWixogsEAkps0sMPP6x8tlacoZZlS7hs5HLGYjFlEAeWXSy5XA7T09PYtGmTIlDGx8exsLCAbDZbYbIHUCE6FxYW0NPTg71791a4X/x+v66YCofDmrmeIpEIwuEwlpaWkMvl8Morr+ATn/hE3XavjssbHh5GKBSqOOAYqF6lCxexELkulwvpdBqpVAper7cqF5PWRCH+Jo7IEfnBfD5fRb8RucBEEHI0GoXX61WswrLLS8QNyqEOqVQKc3NzyiT7vve9T8lxJXKNqcWj2nKpN5GoF13C6jM3N6eIw3qpPbRcwrL7UbiA5OSj6sOd9epXawGqXtToifxaiL4wPDysbNLYvHlz1bFZ6jrS82oAqLKgqOtWJPIFloP0L126pGS0B5bdr2+//TZ27twJn8+n1IeIhxM7LiORCDweDzo6OtDV1YVXX30VyWSyYpNDuVxW4u7kZwmHw5ienobT6TQUzymEoegjwWDljvl0Ol0RxqIOyQGq5wi5nmq1R1HX6sVTIpHAyMhIzfcrWxg7Ozvh8/mUuESRE02gdu+Pjo5WHI6uDjsSlja7uCllKMh0ECJAmJKXlpbQ1dWFoaEhTExMKK4wrS3zWlvYtQbTRgSbaNRtbW2GMnwL5E4jW/bENWV3WK0DynO5nO4uSvEs6gPJtVZHahO26CS1rBsA4HA4Kv4v7vn6668rlr7e3l4kEgndMyRruduEmxaAEsMBoML1ZHRF53K50NfXVxGMrBdnqLXSFSkB1PERYrAT+azEYmFgYADd3d1KPF+pVFJSCMzMzKCtrU1xlczOziKbzSKbzcLj8SjulNHRUbz88ssol8s4e/asbruWcz2JwQ2AkgtOWCqMtE3RBuXBsrOzU3GruN1uzMzMVMU+CiuoLHLFjjX17lf5/ei5WCYnJ+F0OrG0tKQEkYs2MzY2hlwupyxQenp6FFelsCoBUOKjRJsXgnFychJLS0vo7u5GLpeD0+lU3m2hUKiI0xL9QiwERbsGllNFTExMYPfu3RX1p7Xoks8DjcfjVUHxeik2tNyPwvUpXEAiHYE62adeTJUW6om8mR3KsiWkp6cHADSPzRJoHUhezy2nrtuzZ88q7dXj8cDlclUcyi48BHfu3EF/f7+S2d7r9SKVSimpPIRLUiRzFXFmS0tLijgulUpVdRgOh/Gf//mfFedQAqgI39CyWLndbnR0dCj3Gx0dVRJqnz17tuJUBHVITigUqkh2K8YIdeJd8R61PEpAfQ+B1qJUjOPxeFzZxSv6tt4iQ/6eMArUcs/bzVpGQVYDh8OhCJK2tjZMT08jGo0qAxOAqnggI0GF8ueMDkLyAORwOJQdhOqYhHoxbPKqV753Ld/7yZMncf369QqRIFvn1Na7fD4Ph8OhJHzUEmlyzM7evXs1A4nFc4RCIfT39yufFwNuJBLBwsKCsnVcvCs9S4jWRCDqTK7f/v5+bN++XfPYF733FAgEagYjGzXxyykBgMr4CPkasmtYWLPEzrrXXntNEWalUkmJcdm2bRs2bdqEdDqN6elpRTwBy8ex3L59W6l7rTi3WOzdXE9iUkin08q7F2IRQJUgqteuxUQuguZFdvqurq6q2EdxXVnkih2o4kgbOcN7vfp3u90IhUKYnZ2tcB3+f/beLEbO674T/dXy1b4v3dXV1fuiJtmmyBZp0pRE0qIYxZLHicYGxoM7cyfj+BoYBIPkIRjkKUHyNMAE8+SXMTIzDgLEwthwtpElmtZCcbiK7GZTzWYv7KWqu/ala9+X+1D8//vU11VNxojsXFwdgCDZS9VX5zvfOf/lt1BbjPz27HY7Ll26BJ/Px8B1OriUSiV7QlKAQxZAwL5dkl6vh16vx/j4OAtUii0XsRpcLBZZNR4Arl+/DpPJBL1e3xMuYTabD/UD7bU/ZbNZGI3Gjp8RMYW9CAfi/P5jmHci3vCw6uVhvzs3N4dIJIJCoYD+/v4D8yL/LHSQy792mKehOLdnz57l6rBWqwUAtiBqNptcfabgXpRsoCSjWq0in89Dq9VyUJXJZDhQo70tFAodYJiGQiEuBIjEsGdhvUjLjkzgl5aWWC5DJA+53e4DFmQAuLMSCARY8kW+Rxx2nlmth8vTHHYeiRXACxcuPLNT020tiexXkQH8PHjeX/X4IiDrMSgIIEwQbco6nQ6NRoNZfISroNErsJEfTr02oV6BlfwwJtDt7du3u+KFDss+ur13t9474T/osFUq2+rW8uocvV5fXx9qtRoHTlevXoXZbMbe3h57kalUKjx48IAZT3t7e8hmszh//jxvdt3A5LSByOdFpVLBZDKhUqnwNYsHZa+goFtlioYkSQyglZe7DzsserUzD/u+vHLj9XoRCAQ6/Brlc3HY+7vdbgwMDDAhQ9QlAsDtTqPRCIvFApPJBIvFglu3brG+GbX/5PNVKBSg1Wr5MBkYGODWTF9fH4rFIqLRKJRKJVKpFMs8iK8hv4d0kFPmfefOnQ4fPLVaDbPZ3IF9FH+Xnol4PI5bt24B6KyiHjb/9Jmy2SwH0vPz83C73dDr9SgUCnxgJRIJliwQ35sqTSsrKx0BDh2elLip1Wpks1nY7XbodDpMTU0xoUdk8tH1U7WP2qT0940bN+B0OnsmB1br4X6g3fYnar/S/iEPUA7DFIrjMOadfC3RsxeNRjE7O9sTTtCtciIKJpMsTLPZxCuvvHLgd8WqfSwWw+rqKktIEO4UeD72MFkT0WE+MzODF198kQ3JRbFsakmL1da33nqLNeWIZTgyMgK/349SqcRs0JMnT6JcLh9gxlosFk48FAoF+vv7uU1JiYM84KF1+uDBA65ih0IhBINBDA4OQqlUcjs6Go3i6tWrXTG61WqVYQUAWDIkk8l0PVPkbUExeSKpk26/G4vF8ODBAxiNxgMELgown6dwQdUw8X1o/dDz2mw2sbi4+MyW/q9yfBGQ9RhixePevXvI5XIcbIgq5fLRK7B5nl57LyNh8ZqojUJZ2tbWFiKRCOr1OmZmZrpmH3IsXC/MiJgZEUiVNiCqthCYshuQMp1umwWTCWw8HmfPt3K5jJdeegnz8/NIpVIolUqQJInxF2azGQaDAeVyGbVaDevr6wdYjsB+6yaZTMJgMMDlcnHWODU1BaCzPQEcxIYAnQwtOkDlwF8ADDZ/nlbMLzO6VW6el/bfbVBGTBgvYB/YPTg4yEG2KP0gGg1TW5wCCaDzAJUkCa+88grfm1wuxzYojUaDKwfUmqMA5rC1HYlEkEwmodVqUavV4HA42AePANDZbLZrO4qeCZvNhvX1dfb2297ePqC7JWb9YsuObInsdjvy+TwHPWJ1qNd7U9ArT8DkgbXL5YLb7caJEycOrEV5YuByuRAOh1kcFQDDCui5Oyzg6VUNpPVB+5Pb7YbX64XRaMTm5iZ/Vrp/4rp5njXYqy0sriOxDWqz2RCJRLqyaOXrrlvlJB6Po1qtwmAwIJ/PY2FhAaFQCBcuXGDbH9IjFKuVjUaDsV/NZhPHjx9/Lpa8HLe4vb3NiSLtk36/n9fRysoKXw+tUwqWKbmnPWthYQH9/f0ol8uYn59HPp8/UGXU6/UYHh7ugAUQi5cIDvIqMq0Ht9vNexclLLROqKJqsVg6/Genp6extrbG70HJOLCPuSUppOdpCz5LUDcWiyEUCjHL2uVy4dSpU8+UPhHv22HvQ98fHR1FIBCAVqv9Z1cl+1wDsvfffx+///u/j0ajge9+97v4oz/6o47vf/LJJ/iDP/gDPHz4EO+88w6+9a1vfZ6X80uNeDyORCLBYEvafMkEV77xH7YZikP+cwB6GgmLQ2QXRSIR3pDIKqivr6/jYQwGg3xIERaOpBToQKbXFYMxwiooFApcvnwZzWYTs7OzsFgsHb8n/ywieYACVvIioyqjx+NBOp2GRqOB3W7nIIHmdmVlBeFw+ICSebnctmMplUocHPp8Pn5ogc5WqMViwe3bt/n/olaNfAOTYydEVfpisYhSqQSTyfRcIojPO3qRDwD8o9Spe90LESsor0qJWAvCMlEgJ2+VyLNft9uNkZERfg0CIM/MzGB+fh6FQgFGo5EB+QRcl69tACxPQoG4VqtlRXlaS6LMRLfngYLXqakpNBqNA1WCbi24fD6PVCqFyclJtiYiGxsx6HlWdYiqidVqtSMBA9pEDlE+ZWFh4cB9prkVAc9TU1PI5/N8QNP7GgwGRKPRZ1Zy6B7T64vvZbN1SlLs7e0hFApxpUmhUODcuXO/lL7dYXtft3tACVwvgPhhlfx0Os0BPGGw7HY7ms22Ifqnn37KWEdJkmAymdjtYHd3F0ajkavA8/PzeOutt55pqSZvvWWzWayursLr9UKpbCvyE+iccKTydUitVhFjNTU1xWB6qorSsyhWmmw2G8xmM/8cBT3kPkCVXAK8i4loL9gH0GbSE/6UkodkMol3332XK1okhkwBZDQa7WiJP09bUExgurUUV1dXkc1mkUwm0Wq1kEgkOtYy0E4Y6HMBvbF/3d5HfI4aDT0WFycwPz8MjcaAZ3AMfmXjh0THwgAAIABJREFUcwvIGo0Gfu/3fg9Xr16Fz+fD6dOn8Y1vfKODHTE8PIwf/vCH+PM///PP6zJ+6UEbSCqV4o261Woxi8vhcLC1hjxwelbrqtvPETWbWjVyFhMNse+/vb3NQRZlTN0OLTJWbrVaMBqNaDabyGazTHcmo2XKaHQ6HQs2Egunr68PR48e7TjI5ZkHvS+RB44fP447d+6whYgogNnf3w+v14uJiQn+PRGUrlQqmQa+sbHBgrMicFyhUKBSqfC8BAIBbG9vA2ivP4VC0SFnQBuDOIe0gcm1oMSDcmNjg7NKSZJ4k+ymt9Wr5Sz/urxiJCdX/LIUbWJhibIj3X5fftj1Yi0BvSsfNAf5fB6VSgV+vx+XL1/GvXv3cPHiRcZara6uotVqdZhkl0olLC4ucrvEbDZzdUzeLu6lpSUXiHS5XIyvkV8n3cudnR3WyqtUKnjy5AmGh4fxta99jatwovsBHVwU2IjzQvew1Wp1sIOfFx9KLdNSqYRAIACFQoHFxUUAbfaw3+/HwMAAjh07hvn5eW4pExP1sHVxmGjq3NwcM//o/mu1WjidTt4reu1hz8Kq9vo9+XqjQPfx48ddg2xK7g6r5AcCAUQiEQBthmM+n4fD4QCADqwj0F7ToVAI6XSaYSdAO1mUY1YP+5zUestms0yciEQiHc9vNpvF4uIit4MJcH8YxoqYgbT+UqlUV304qv4D+6QSch+gSq7FYsG1a9eQy+VQLpfx8ssvY2Zm5gDsQ85wnpmZYaFyar2KQsGZTAZGoxEej4fn5x/bFuy1l1D18PHjxzyPxAIVAzBqodbrdbjd7gP4ZJpTqmYSNEajseHqVeCjj8r48EMP5uf/H9RqapjNFVSrzzYt/1WNzy0gu3v3LiYnJzE+Pg4A+Pa3v42/+7u/69j4R0dHAYCzi39OgzYQj8fDlHWlUgm1Wg1Jkhh/UCqVsLKygkAgAKfT+Uv3o0l7hqwk5ubmEAwGudcvLjSqdun1eiiVSuTzeWaTyA8ti8UCq9XKVGrRX40CilQqBZ1Oh9HRUcRiMcTjcVQqFcTjcRgMBni9Xjx58gQA8PDhQ+zs7KC/v7/rRgZ0kgcIZA2AAaNidi5WnOh7t2/f5qoHzTsdICRNQAGyVqvlFu729jYfWkB7w9JqtYx529nZ4Tmhtg1hquQbCrUqE4kEVCoVNBoNKpUKSqUSb5LRaJR/j17jMG9Q2khI60cErpN+FGW73TaZXoM2x1KphKtXr3LA+vbbb/eUr5C3GIDe7dFelQ/a9EqlEh9+er0ePp+vIzApl8tIpVIwm80dJtliq4/a3MTek2uTdWOSUUBIbZRGo3HA+07EiVFbjp4Rk8kEs9mMo0ePYmZmhoPZ6elpBogDvVnC8qofva54Xd0SNvlaqVar7AlIVYGBgQGWt8lmsx3tdaPR+Mw1Ibbk6TV9Ph9rldH6rdVqHGxGIpED7a5e10xzIcqTHKY71229UXv9sPfoxtijvz/++GOGEej1eoyNjeHEiRN8b2kPJ5KOKMItMnm72QyJlXa5f6S8zSeXcqCARNyLu1X7xH1DrOSfPXsWzWaTW4aErRIFXUXvUDGho9fP5XLY3d1FvV7Hu+++C5PJdEDrTkwqi8UiDAYDB22lUgnvv/8+J/t6vR4KhYLbsN38THu1BaPRKG7fvo2hoSEMDg4eKjdy6dKlDuLE+vo6VlZWWLC51WqxtA9pHhaLRZhMpgPrttFQYGWlDzdvTuE737EglwMUCi36+rI4dWoBL764id/7vRcxOzvTc93+qsfnFpAFg0EMDQ3x/30+H+7cufN5vd0/2aCSKEXo5XIZQ0NDyOVy7Dtms7V90yKRCK5fv47NzU0GtI6OjnaVDDhsZDIZXL9+HbFYDECbHbWwsIB4PH5A+sBqtWJ6eho3btx4GvlroNPp+I94aFG1Ra/XM/aHDhraSEulEh+kJChpNpvhcrkQi8Vw8uRJ+Hw+PHnyBCsrK7h+/ToLW/p8vkPbJqSoLJbubTbbgeycNif6E4/HGSNGVG2qZo2MjHCLiEDla2trANrYCKKMUwVNNOR+/PgxHj9+DLvdjjNnznB1cG1tDcvLywdEBIH9rJEqDdPT09jd3WX8Cx1m6XSaMXPyVgVtfCTrQfdODlwXs91ntaXEIOzu3btMm6dNmURLex2ScqzF0tISHjx40FPhXqx8iEHR3Nwc3nvvPTQaDZb8oEGHEImmWiwWGAwGBlhTVi/HWspxj2IbUH5Yi+KR1IqRB8jE/hUdJ5rNtrCpyWTC4OBgh6QABbNilU6+VqnK2q2iLVqPiUxocYgHdLVaRalU4uC/VqtxAnTv3j1+v0QiAZ/P90wZFnlL3uVysQQDtcSo+k2tPAos5Bpe4qAgj+AHDx8+xIMHD54rAeiF7RHdLuTzQlVRUXxWtImivaxcbvvsut1ufq9eOEzxb1H8VvzMBPOQJAl7e3sHMEZUzQkEAlwFunfvHr8XrY1eQrTy53p9fZ2Dl1QqhWw2C5vNhsHBQSwvL7PtFn1empdeuDuqWFUqFT7D7t+/fwBqQYbklMRSJYvmmxjO9AwUi0VotVqWZCHD9l5tQZJsKRaL+Oyzz7C2tsZnGUEe5AG+z+fDb/3Wb/F+euvWLb4Po6OjUCgU3Fol6EOtVkOppMajR0rs7gJ37wKffKLF4uJvoVpVQ6er4dKlBP7FvyiiXP4IpVKEq47F4ljX9frrGooW1XT/icdPfvITvP/++/iLv/gLAMBf/dVf4c6dO/j+979/4Gd/53d+B1//+td7Ysh+8IMf4Ac/+AGAdpvgnXfe+TwumcGMarWaPdgoIq9UKtjb24MkSXA6ndDpdNjd3YXf7+eMT6FQwGKxdFCRn2fEYjFsbGxwRqXT6bgKpFAooNFoMDw8zJvP+vo6M8AIgE2gZK1WC7/fj1arhVqtBqVSyVUqj8fT0cYRfTQ1Gg1cLhfMZjMikQhvsiMjI9DpdMjn8wiHwwiHwwDA1SnKSAlXRuDWcrmMzc1NFjc0m80YHBxkAgLhjNRqNW8AlCFWKhWsrq5yUGQ0GhlwDoCDLpfLBa1Wy6+Zy+VQr9d5HpVKJSYmJtBsNpFIJFCpVHhOTCYTPB4PUqkU1Go1kskkZ4HyOdPpdPz56P2oTTU0NNTx/rQOzGYzxsfHeS7k9wwA0+XpOmjOxXVHvy9W87LZLKuTZzIZbs9S5ZMYsd3Ux+UjnW4zokqlEur1OgwGA6anpw9ULmhQwkLXarfb2Si40WhgcHAQarWamWziz3o8no61Jf+c4vOwtbXF93lsbIwrhpFIhOeE2lO1Wo2DCvF16OcbjQaSySQUCgVarRZr1lWrVXg8HvT19WF7exuhUIjFdqnKJ/8M9DzQ10lTanh4uAO3RfglmhNKRIhoIb4uBYf0HkqlEplMhg3lAbAB9cDAACqVyoHrkd/TSCTC+CKPx8PYTwK3E37KYDBw8kmvJz6L9G+FQsEBGc03YftoPmjOeo1yuYxEItFRObdarRgYGOj4mc3NTQ4cqcNCLULxuoF2tZPIJpIk9ZyT5x3lchmRSASRSISfT1p/8hEMBuH3+5kdaTabodfrD6xzup5MJsPteQpsFAoFtra2eO8gXUFKXmguKLAX75P8M4prKp/P81y1Wi2YzWYYjcaO3xPPAKANxxgaGur4rHQ/yuUyCoUCJEnivYUqWNVqFRqNBlNTU7wW6H4RNICCM5VKxe8hf57F8wmgc3EbyaQVyaQZRqMHSqUFmYwKfr8CyaQRqZQZ6bQNxeL+XEhSE5OTGQwM7GJ0NISxsWVYLCpOxAqFAoC2lNXMzMw/CR74WeMP//APOWg/bHxuFbLBwUFuEQHtQKqbYN/zjO9973v43ve+BwA4deoULl68+E9xiQeG3+/H9vY2ZmZmkE6nMTU1BaPRyJUmqiCRLczu7i5+9KMfcUCmUqngcDjw1a9+tWs1oRdGgbSHqMLhcDig1+s7KmT0mn6/nzWESqUSYydI/oFo91TmpkNWjlvohr958cUXOzAzYtvno48+wksvvcTVEALjulwubG9vIxKJ8GFCVii04VClze12Y2Fhga9t9Kl/HNCufABtAdqLFy/ipZde4lYImc3G43FEo1HGWRDb86233mLcwcbGBh4/fsybzuTkJLxeL27fvs2ZntVqhcvlwuzsLONBDAYDpqam2HNO7vVGmZxCoeD3e/z4MY4cOcIWSoFAAB6PB9VqFXNzcx3t+dnZ2Q6F+8N8ALuBoYE2EJ3miIRsC4UCYz00Gg1Onz4NrVb7zBYSvXYwGEQymWRRSpfLhSNHjnQAnLu1Ceke9vf3cyuf5mthYQEXL15EJpPB8PAwgH3Gq1i1ENeZ+O9gMIhoNApJklCr1TA7O8v4xW64qF6OFYTxKhaLHVIDDocDDoej4/6Gw2HGJOp0OszMzDCW7XlxgfJ7Ri3qU6dOwefz4eOPP+a9S5wbAAyCXltb66ioabVaKJVKrsQR1q6/v58PcY/H06HB1a3yQGuYcJh6vZ69bMfHxzlB8ng8mJ+f71hvarUahUIBLpcLLpcLu7u7GBoaQrVaRSwW4wTm4sWLPT056V5QomkwGOBwOKDRaDr2893dXcRiMX5OyIOWSFUmk4nZppR4UPWIKq8Oh+O5khH5oHkzGAzcbegmgEpjeXkZyWSS52pwcBCSJDGTVlzbwWAQiUQCJpMJtVqNCWKFQgE2m42TxVarBUmSEI/H8eqrr/KzJuLuelnnEb6Kns1cLodSqYRqtcpkhCNHjvAzZjKZWCuSYAdKpRInT57swDZTwLa9vQ2XywWNRoMTJ05ApVJhdXWV7+ns7CxbuGk0GraXWl9f52CaKnZ9fX2YnJzsiZddWQH+9m8r+OEPG8hkDJAPrbYGhyMLqzWNI0ey8PnquHBhFC++aMDsrBIajR2ZjBKrqyUsL9s5oXY6nTh9+jSazSYmJiae297tVzU+t4Ds9OnTWF9fx9bWFgYHB/HOO+/gr//6rz+vt/snGTbbvq2EnMVCWYeoJE/6SKFQCADgdrvx2muvdW2ZiDZEohk3YYp8Ph/y+TwUCgUuXbrEPwfgAIZMp9PBbrczLV6k5wP7lHU5tkBedqeyfrFYxPb2dgcWQO5RF4lEoFQqcfHiRczPz/MG8ujRow5LEbE1SZo3RBH3eDwd10abZre20MjICG/uuVyONWzowaYgksrndL1msxnxeBz5fB57e3tYXl5GIBDA2bNnMTo6iuXlZa7IkAyE3ARZPmfU/jEajQx6HhkZwdbWFrciKPgE9rW+RHwZyXrk83nO0HqZgotDbOGIdHBqbdC9J3bh8ePHnwuMLa7NTCbDWKZuOlDyNiFR1AnUrFQqDwDN5b8nF9gV/98NdC4ywiwWC7foqO1FwXm3dgm9P+HUJElizSXC6Ij31+/3Q6/X4+jRowiHw9BoNIwnE3Ex8iFWxMT/EwZULpLaa06np6dRLBb5XtNhrdFocO7cOayuriIcDqPZbGJlZQUA+HmMRqNYWFjA8PAwYzS7Yf5EnapCodBBViIsjlKphN1u52CNCBAul4v3GZpPqrq89NJLLFAs+qmKgSCxHjOZDLRaLcxmM3cSVlZW+DkhXB6RDAwGAxN6zGYzV7nJdkilUrEjRblcxvb2NjKZDM/PP5YQI2+xj8oMx+VjcHAQXq+XBVcLhQIajQZKpRL76XYT4hUxfdSu1mq1kCQJANitAkAHML0bk1wMFkUgO0kcAWDyF5FHbt68ycm+y+XC0aNHEQgEYLFY0Gx2OmwQi1hM+ihYpWCMHFJECzd6Lt1uN6ampnDnzh0sLi6iXtfgyhU93nsvCZutiFOnzqFebwIw4Uc/MiCTAf7+74GbNwGVSouzZxPw+a5jeLiKVisDm02NM2dewGefXUO5XGL3jNdffx16fRw2mw2lEvDkSfvstFgsSKVSDH9Qq9UYHh5+JqP21zU+t4BMrVbj+9//Pt544w00Gg185zvfwbFjx/DHf/zHOHXqFL7xjW/g008/xdtvv429vT38wz/8A/7kT/4Ejx49+rwu6ZnDarViZGQER44cYXwAgdf39vYO+OQB7Rve19d3QDgS2AdNEnbogw8+4FJ9IpHgbHV+fh7nz5/vCV6VX6PczoOCHjHI6HXAd9Nt8fv9jIsSDzdRWJGELScnJ3Hp0iXMz88z9ZuyMFHI1Go9qM7cC/fQDV8hHloi0B1oGzjH4/EDbDqgrVNWKBSYvabRaBgUferUqQNinDabjbFj3cDJmUwG9+7dY79MylDFQcync+fOIRKJMCZLBLrSZl+pVDqCeqA7aJyGODdiC8nr9bKAqSRJKBaLOHXqVM9gTJ4YUKtHo9FArVZzZU9Ome+G6RFBzdR6kAPN5b9HtH6iwm9sbPD3t7e3UavVMDQ0xOuEwMVy1unc3FxHcA7gAChbfH+LxYJqtYqZmRm43e6uzwTNMf08Vd26aRTJ9cx6ebB2E0ntNjexWIwDx1qtBoPBwFgyage++OKLLBRL65BandT6AnDgMKXngaRFCFNGe5bRaEQikWBmM7lrkC5fs9lkFq1KpcLly5c5EOpVoRHvORlXUzCi0WhY2FSSJKyvr0OpVLIYKYAOXB4xTWOxGCKRCDO9qXp99epVNmm3WCzI5/NcNRfnQsSeHUa6kj9rolF4t/2Uktp0Oo3d3V3cvHmTnU0IRE/3Wi7ES+uAAvKtrS2oVCqkUinWTetGdnsWvg0AY3ypkjg7O4s7d+5gb28Pn376KZrNJt9Han8XCgVOdEX3F1F2hu4/zYPX64VCoeDEMJ1Ow2y2oF5Xd+zlFosVoZATf/M3F3D//ouoVrVd55/GzAzwX/4L8G/+DVCvl/E3f7PGga7RaEQwWEGlUmYHi729Pdy8eRMOhwP1eh21Wg3xeJw/Jz3TlPzF43EUCoWu3aBf9/hcdcjefPNNvPnmmx1f+7M/+zP+9+nTpznr/+c04vE47t27x0rQAwMDrNwtryJQdUQUjqTsWq1Wc9lYr9ej1WpxgEKWQoSj6mYOe9hGQP/vBl6lLFE+uolzAgfFT5PJJGNqCPhJ17q8vIyzZ8+yh5tOp8O5c+e4JCxueHL/RjEIkm908kCNSuXk3UkaZDqdjnFr3QCtn3zyCVd8gH35C3HugIPgcLn/Gb1+PB5HPB7nzdFoNDJGrVwuH3gdkkyQa8lR9iq3hwJ6Wz3R9fbSFaO1SpVVakHJhzwx+OSTT3D+/PkDlT2RMi+viIkbLIGaI5FIT8FceZBNQqmiGThd297eHhQKBdbX15nlJyYL3QK7Z1UxaL6Xl5cZ5/Xaa68dqGbRoKCatOtE3z2LxcItcZENRwlHNw/Ww0Dc4veo6kSBrV6vZ/IQDXqOUqkUrz1iS5dKpQN2VXIyg9lsRi6Xw8jICOvF0TwSFqxWq6HRaCCXyzE0w+v1IhaLcZtKr9cfWlmQfy5KmkQfTNK7MxqN3O6j/YXakCQKPDQ0hPv37zMutF6vd0ii9Pf3Q6PRsJ0dtQJXV1cxNjbGcyFCM0jXsFfXQL4PPUvChP79i1/8gi3jGo0GE2rECrpcp44q80RgovW0sLCAVqvFwZBcrJpg33L4N5EJiNQD7GPvKDijwIawifR3q9WC1+tFq9VCNpuF3+9nAd992Zl9IfRSCdjd9cHv/7/x4Yc1+P0SqlUJlYqEWm0GbncNZnMTtZqEXK6JdPolqFQNzM4+wokTi5iYKKHVkjA2dgapVAwaTQ16fROXLp2Fz2fF/pbtw9tvv42lpSUkk0nUajXo9XrGetK+TIH4zs4OJ5tUOdVqtejr62Ms3s2bN7k6SOv/l5EY+jzGF0r9wshkMvD7/djZ2eF+N91Yh8MBn8+HYrHYwUSSP8DE1qKFb7fbUavVGI9Qq9WQSCSYESSyI+XX8jxaRvJ2ymHSC3KaPmWwVIUiHMGVK1cYv3Ps2DGYTCa2+aCgxWq1wmg0dojidrs2uWBstyCIrlPc7EWmGmXAdCj2MjgXmW/UBiB7oMOETkX/yHK53DEvmUymg72p0Wj4XlFlQnydw7TkpqenOTgVD2mxLUFfkwfj5Jzg9Xo7Wp0E0lYqlT1Nwdtl/FJHhVesVooVDwreALAGXbeqZq+2nPh9+e/JRTUJA9lqtdDf39+1QtctsCN2q1jF6Lb2+vv7sbq6CpVKhd3dXfz85z/vwI71OnDF60wmk7hy5QrMZjNKpRL29vaY2Tk6OtrTg7Xb5z/suaDPNzIy0qHFRLI1VJUkSAAA2O12zMzMHPBxpCCWkhmDwcB6bxaL5YBt0+3btxkEXi6Xn7LW9m2JxDaVOLpV2+fm5rCxscGK67FYDLVajX0XgXYLjSrqtVqtQ0RVFOINBoOcWNGhKSY4VAkjwg+1vpvNJkafepmKiR3QxnrRmpVXNeneiPdK7ughT5hoP6HnirweSRT5sHUgBlB0T1dWVjjxpzaxGNTbbDZ4vV4OYMV9TQz+ms0mJ9T0h75uszkQCtmxtOTG+roLJpMGOl0CY2N1DA1VsLoaQzptxOamHoHAHFIpMzIZHTIZLZRKQKls4WlxCgqFBdPTRYyO7sBkakCpLGN83IHtbRXKZRW02ib6+oyw2TYwMrIESWqLvrrdbphMJhw9CqytidqPaSgUnfNrNpsxPDyMfD6PXC4Hh8OB8+fP46OPPkKz2fbqJbY9tfyJ0ED72tTUFAt7i2uBZHq6JcO/jvFFQCaMdLptnmyz2RAOh7m6IkkSYrEYa2BZLJaOzUh8oMi0WafTcRlYkiQ0Gg3Mzs5iaWkJjUaD/RK72QPRtRxWOTnsM8h/D0CHOCcFCwC4jSSKn5IMRq1W42Cl2WzbdFitVty4cYNlJTwez6HX9axKR6/PR+QGoN12SafTrFT+85//nNlGZPYMdOLrzGYz5ubmuhoO08ZFwNdGo8F4GZVKhfHx8Q5JApfLxS0dESNIWZo8WKAMX9TUoooFUdrpcxFrTRxyHaTZ2dmu+mLUQiTGmXhYyw8A2oTECm83bJQohwIcpMKLo5d3YSaTwd27d+H1evl74XAYOzs7qFar3OKge5NIJBCJRJjBJQ+Q5AdaL+C4fNBrqNVqVCoVVKvVA9dKAaioGSaKf4bDYfYlVCqVHYxqg8GA8+fP99Sz6oU9k39P/DzBYBA2mw0ajYbnin7e6/Xi5s2baDab/IyeOHGiZwtWrH52s3ETq+xUDf7kk0+QzWa5UuLxeDA7O9tRfe+WYFG1/dNPF/D4sQLLy3ZotQoolUasrZmh1b6An/wkAYOhCYNhBJOTHrjdOmxuPoTB0ITf34LBoIPNNohGw4rd3SwaDfD6IOYuza88qL1y5QozIwl/RnNBATQ9w7TO5VVN+ejm6NFNcsRmszGLvFxuC7E+D1hcnmwA+y1bah/KoSyZTIaTFvm5Ic5JPB7HysoKB5I+nw8PHjhw9eoRrK31o1DQPr2GNBQKJTKZUTSbnS1SpbKJ/v4s+vsLOH68DoVi+2lgV4fBUMPERBlHj6YxO+vGlStXOHh+8cUXkU6nO4LsJ0/CKJeNqNe1HfuyaL32rMIEPSuTk5MYHBxEX18fw0wikQjbT4VCIa74kosIYRzpfioUClitVpaDOUxi6Fc5vgjIhGGz2ZhpRQ+0UqmEJElMG6ZNshcgeXp6mgkAlOGQACW1IlwuF9bW1tisthv79LCWx7M+g/h7ZAFULu+Lc6rVagZOP3nypEP8lKojVBoeHx9HOp1GNpuFTqfjw4No9IdpXdHoJvIptyqSfz7CU7RarQOladJra7Va+PDDD/Haa6/xptWt5SBvU1Em/7Of/QyxWIwB0yaTidsAIpbk3LlzXStyOp2OGaXdggUAHaV/oB0kkFvChx9+iEqlgkKh0OFDWigUOLsl8U7ROYEkUqgNQRuMSqVCPB7Hp59+2lGGpyCdMBaHaU3R56S102g0eiYDom0Qbaa7u7tYXV3lAJxAvtvb2x1yFy+//DLW1tZY4JgqCmSvJQZOFAyK9/F5kpOJiQk8ePCAA0cKwMT11k0zjA62Bw8eYHd3F9VqlStjkiRBp9PB5XLxgSjqWdE979aW7zXo81AAkE6nGeawvLzM7yO/N0qlssNah+aInoNgMIjx8fGeSZ/4/iaTFUajDffv32fmrkKhQDKZxMLCAj9/tJfkcjloNDq4XEPY3i7jf/7PGv7X/9Lh3r2voVbrdax02ycu9fhZC5TKGVitPvh8aUxNJWG1OrG8nMPMDGC3d7qDvPHGGx0sZtpTrVYrzp49i0ePHiEYDLJQqVKpZJV+uRE2DapgkQbi6OhoV1Yg7Se9MKjPUujf2NiA0Whk2Ra73Y5qtXqgeieHnHQ7N+h6bDYbQqEQtreVuH17Cvfvj2NpSQ+Xq4JTp3YwMRHEkSNxqNVt9YNisQaT6RiKRS+2tp5AkhLQagM4enSCA7pbt26h0WigWq2ir6/vqZB4BrFYu+JFzy5VpSmI7YVrJkHcYrHIFXv5GhUrlGSrJOpGEkv/9u3bjDmkjkKz2RYSp2ujoojb7YZSqYTT6eTOy/8vMGT/XxtWaxvUPzw8jOXlZVQqFZTLZZw8eRK7u7tcTQL2cT+EgTObzYhGo7Db7ejr60Mmk+FNrVxuK/pbLBYEAgHs7Oww0LNXGRxoZ7WFQgETExMAuptk0+iFx6LDuK+vj/36rFYri/SJYo0UYM7MzCCXy3XQ4FOpFCwWC6anpxEIBNg0nA7SXqOXyOezKh0k66DRaJBOp1GpVLhCSfZJkiShWq12KFh3Y4jS5xLfmwytKVCiwI+wO8/r5ScPDsTDVXzvWq2GaDSKSqWCYDDIuB5JklAqlRCJRGAymbiqSlptzWYTgUAAjUaDJRlCoRD29vagVCpZoDiZTDLjTh7gEbtK1LnqNai1Tptrt6yV5rabzyTpx1ksFiSTSeTzeUiShHq9DqVSyfp4er2e1969e/eQyWRgMpm6BuqHteEPu0c+nw/f/OY3O+Rt8AzbAAAgAElEQVRTqKKSTqe5GuhwODjZIowWVWWBduBdr9dZf3BqaqprqzSXy3Uc2NPT0zxHzaYR4bADoRCQTAIaDTA0BBw/Dng8QKUCBAIZKJVqmExjyOeD8HrdHW1Q8d7U6y3k80Z89tljaLUqQXpHjWDQgmh0Dv/wD25EIga0WsCRI1q4XIDRCAwPl5HNllEq6RGNanHnDtDmR1hhMv0utNosLJYMHI4UdLryUxJBFm63BbncMeTzNeztabG15UOtJvHnd7tzOHNmAcPDcRw71q5QlMsqtFpl6HQxKJVVlEoqWCyDGB4+imJRhY2NKDyeSSQSFWg0dhSLSuzsLKJYLCOXsyKVsiAWG8RPfzqMn/60/T5qdQMeTxP1uhKFAlCvA0ajD319/xecziJ8vhqKRTVGRnJYX0/h44+ziMdHEIuNodm0QK2uwG7PY2SkjMHBAmKxdVgseRgMWly+fBkAeJ2IGGGDwdC1qk/PgohBpbUhdixisRhWV1c7yAIiKWtgYACzs7PIZrPQarUHAjuCnEiSFhpNPyKRDCoVK3Z2gJ0dYHcX8PuB7W1ga8uKra2vI5VqP+snTtTx3e9+hgsXVrG3F+bkTKPpf1oNTUKvX4XV6sd3vjOHbNaK5eUKQyxIpiSZTDLJTZIkxu5ls1kuXjQaDXi9XoYg0GeVj2AwiN3dXSby3Lx5EyaTiQMkoF2hJ104YoGSJV65XMby8jLcbjcqlQo8Hg+KxSLGxsYY2ylJUoebSzQahcPhQCqVQn9/f0/JnF/X+CIgkw0C61osFnzyyScwm83Y3NzEqGASDABPnjzhCkqxWGQ/yLt378Lj8TBrzel0cga+tLTEoorETulVphWBqH6/n6+t2wLqBtanoIRKwkR1J+YUWaYQPVvMYHK5HFZWVqBWq9kmo9ls8vuaTKaObPCwg1FUoabg53kWP7HMarUa4wbK5TLcbneHawL5EhL1WtzwaDMkfScS/p2bm8Pdu3eZpUODwN/r6+uYmprqaEU/7wNLjC4CNJMCel9fHxqNBgdibrebM0m9Xo+BgQHkcjmsra2xOwFtPpIkMX6RnAro2rLZLLa3txnYTNpCkUgEDocDNpsN0WiUgbDUNu01rNZOlXOLxdJ1DsRAn1qnANhomQJ2wq6IxArC4VEmu7e3h0ajgXw+j0gkgunpaZZS6NbuJkuxxcVFVt+XY+fENfnlL3+54zNSlScUCnEQTJUvSrIIB0ripUqlErlcDrlcjrNyep+PP76GdFqNaLSJXE6HZtOCVKqJ//bfyggEziIcdiGZ7E646BzDUCiG0Gq150qlasBmq2BgQAG7vY5Wy4py+bcRiTQRiUio1xWQpAY8ngrU6hKqVRVSKRNKpfa2PjSUxfHjOVQqNaTTfQiHW0ilmkgkdFAotDAaa/B6G/iN31BhfByoVst4+DCEeFyBcFiLlZUZlMtaKBTta9Fo2n8DVeh0VXz5y0uYnbXi2DEPLBY/dnf/FipVG9R++vSXmaVKOMG2gHUZFksC4fCVp6w5IJ+/AbNZekpuMMJojHNQq9PpMDQ0hExGgZ0dN9JpFzY3FVCpBmG3G6BSlWEwaFGraREINLG62sCnn5rxox9RoNgm6BgMVRgMWej1VdTrJjx+7MMHH+wTURSKFvT6MlwuBfT6IoaGWnj99S386389h1ZrP0BYX3+Czc0Sdnf7sLLSh709IJMBtFo3pqfzcDrTSCbTSKWsWF8H/H43njwZBFBGLqdBX18e164t4itfOYlEoohr1/oQDA6i0VDCam3io4+ScDiUqFRasNtzyGTM2NwEHjxQ4OHDiwiF9EgmzT2rkFotMDoKDA3VMDNTxpe+pMa/+ld6jI6qkckMY3W1hO3t/ed2enqa9ebEZ5mSV7H6euvWLZTLZej1ejgcDsZEO51Oxm0ZDAaW7KDuTy/fXko8CbKRSCTw85//nDGLo6OjiEajqNfrTOxotVrY2NiAUqmE2WyG3+/nFq1erwcA3utJasjr9bJILb0GSTV1Yyb/OscXAVmPQW0OnU6HlZUV7O3twW63c4VFrKA8ePAAiUSCqdflcpmDLgrASL2Z6P1ks9Qt0xZxLY1Gg1W3jUYjM/fo50qlEm7cuIFMJgNJkuBwOA5kbqTortVqsbe3x0GZ6PsoVnYoEyOwJOGe6DpFRe7DfN92d3dx//59lEolBj7TyGQy+NnPfsbq5W+++WZHKVu8boPBAKPRCKCN3env74fFYsH4+Dh2d3cRj8eRTqd5vp88eYLz589ze4esNqjsfevWLaRSqY45lyQJBoOBMzwR2P+8DBwxkCacjwis1el0aLVasFgsGBkZYTVvl8uFoaEh9q3L5/Ow2+28YVEwYzQaMTw83GF+XSwWGe9ITDRJkuD1enHmzBnGHqlUqg7A8WFBtLgWDtM8IhyeyLL0+XwYGxuDRqPpUJv3+XzMCDx37hy/DmEuSVblzp07TIIJBAK4fPkybLZOfaXl5WV2jrBYLAfo/4e1iSiQBNoMM6ra9ff3Mx7rwYMH3CIGwHIZCoUGn32Ww1/+ZQL5vBqt1iRWVoCVlcvIZPQH1kMbg5PG8HAEr722hSNHGvj2t+fgcgHVKrC4mMf8fAWplASNpgGTSYdMRgGDoY1X292t48mTPDIZPZJJNZxOKxwONUZHq3C7sxgYaGJ+PolYTI9iUQWNpowTJ5IYG8vh3/7bfgQCNw7gEKvVKvL5FmZmRlEq5Tv8H1dXV3Hs2Dpre5nNZiwtLfFz9/bbbzMonhKsS5cu4ehRA65diyEUAnuaFotFFroGwBVeYp5T8kP3QqVSoVAodDBw1Wo1vvzlL2N4eFiQ+HmIqanuDLl0Oo07d+5AqdTiwQM1ikUj3G4DgPtQqXIs+Gyz2SBJGpTLDqyvK7CxoUaxaEU2q4EkeZBIKPB//s8QfvGLUfzn/9zA3JwKdjsQDgPLy19HOr1fYW5DMy2oVr/CX1OpWti3sTQAON1jxzADGOjxvbb0Aw2TyQy3u4WhoRxeeimML33JiWAwCa22DperjDfeOIrBwSbU6j1IUicb2G6/DKD9TJPl0/b2NuOhyUFF3s4X94H19XWk022bonq9zl9PpVJsmUZt9ZdffhlOp5NfRySTib69ZNNH3Q8AnFTu7e3BbDbz+qFqJZ0FlCDRZ8jn87DZ2k42IlaaZH38fj+fD7Sn9sKt/TrHFwFZj0EHTiQSYcZGoVDgygH9bbPZMDExgYcPH/LPTU9Pw+l0shwEiTJSIEX0/l4MMRGISrR4OtjUajVKpRIWFxdRLpcRCAQYY0RVJeqlE+2X9HmoUqHVallludlsduBLCDehVquRyWS4LEyWL/IhVsDoYKT5uXXrFktQkKBqsVjkB3xrawtAW7phfX0dp06d4mug66a2Wy6Xg0qlwtzcHHK5HI4fPw69Xo9wONxhgZTP51EqlXDlyhW8/PLLmJycZOFbooATY5L0nAgbRAeEvC39vKQKMZCmQVYhBG4F2uzFpaUl6PV61Ot1nD17FmazuaPqSoKo1EKmiuXa2lqHcG0wGOT2rVLZtnDRarUdVTCfr00dJ6wKcLj2GY1umkf0OW02G7Msq9Uqrly5gpMnT0Kn0yEejzPxxWq1olqtYnx8HDs7O/wZyC6HMHTUciOSBVXZ1tfXYTAYOIumoFK0zqnX61hfX4fFYunQfup27yi4I3xiO4BQwOVy8yFDrhmxWByFghfR6AX87GdKPHrkRKOxfxjr9RV4PBVMTQUxM1OEzVaB0ViG06kCkEVfXxF6vZJbuisrK/B6J/h96vVrmJ4ucxuFQNyU7Pj9fiwsPODPcfLkSdhsto579+///RwajTpsNtPTe1OHzdb25wsE9u8lVemtVisqlRi2ttrJRiKRgN/vh8FgQKVSQSAQYI2qCxcuYHp6Gtvb2xgdHcXMzAwymQzb7Yh6VRMTE1hYWGDV/BdeeAE3btzgYJ0YzwMDA1hdXe0w3qbnUKlsOxIQhk2tVjMbnUzgif1KIrF0CFOLkT6ny9Vk9mkmY0CtJrFPbKVSAQAMDgJmcwZHjpTQarVJPWfOnMHS0hL29upYWhpDMnkSGxsqhELt1vLbb9cwMlLAyZManDljQl8fsLERwE9/uoJAwI1oVIv+fh9OnLBiaqr9O9UqEAhEcfXqddRqSjQaarz00jl4PC44nTmo1UFIUguAFbduPUY+r0IwWMCpUxcxPW3ExATgdCqQzQLpdAM2W7tytbCwxmujr8+Ex4/3meHUWmw2mwe0yroxs3tBNCi5oQqT0+lEoVCAXq9HJBLh+0Xrp1KpYGVlhYkSfr+/g/neaDRgtVpZ5+/o0aPY3Nzk84Gqa61WC06nE16vl+36aL05HI4Oc3MK6ul8JdFiq9WKmZkZfPzxx4xDdrvdOHr0KLxeL+Nw/7FdkM9zfBGQyUa5vG8uTirM9HWqnCwvL3f0/S9fvswHnt/vh9/vRzQaxeXLl+Hz+WCxWLC0tMQlXbl0hnyIbSMKJtoHRAw6nY5xKQA4C6UyrNls7rB5ouqUXq/nzEOlUqFUKmFtbQ1bW1vw+Xw4e/Ysstkss8kosxgeHoZarWawPw1qzd2/f5/p8tS+vXbtGlKpFAt3UtCjUqmwsrLCc1erNZ6yNVsdFSs6NEmVG2ir09frddy9e5f1oc6cOdPBhiWFa2r3vfvuu3A6nWxVRI4KWq2W5SwIeG4ymXq2pcWssRtIW2Se0UZDGEGDwcA4DFKnJ6HM4eFhJon4fL4DemOikbLIZpRr1hENnqRKTCYT8vn8gY04GAxyQCRqX4kVVfocFDyLmkd0bykY8Hq9KBaLSCSSSCYNuHNnCUajG5mMG/39w1hfz6Feb8FikTAzk8L4+P57rq+v49GjR5xkkKk2tbeAdkC8vLwMpVLJKufE0FSr1dDr9dBoNMjn89ja2uKKWrPZRKlUQj6f7wEJ0OD+/WO4d68Pfr8P6bQBKhUwMtLAiRNlWK0vIBb7Mu7ccSEeb8/fCy808M1vBqFUPoLdnoDVGoPNVofZ3JaEMZvNTFTYl3Z5hTf9+fl5RCIRXLt2rYNoQVXweDyORqOBDz74AL/927/NmDE5sUfOCpWbb9OgxIoCVHKZyGazjKuhCiyJrtpsNuj1erjdbq4Uz8zMYGBgAOl0mgNs2ptEk/ALFy7gW9/6Vgdej3THgPYhSgkTPdNAmzzjcDhARu8+nw937tzhYOLu3buwWCwslUP6h0RgoeoMrVnCnVarVczOzrKQM0l7EMOdkryBgQGcOXOG91SClej1Dbz66g4uX56B1arh+d1n/Cmh012AQmGF223DzEwF09OBpwmOD/Kt3WIpI52u8P9feaWAkREX2lWyGf76+LgR6XQajx8/xm/+prHjNcSkmSpGIkOTkpBEIsEszVarxXpvJPQtktYomBWdBQh+Qy1LgiYkEgnk83lei+FwmMlgVK2nCqmIe9TpdDCZTHz+RaNRhMNhLjRcunSpq86fx+NhSzuDwQCLxYJ79+51JJB0jcQqNZvN2NraQqvV4vOAAn2SWhGDsV7WTb+u8UVAJoxMJoPNzU1EIhEWq6TSOo3V1VXodLoDVkEjIyPIZrNYXFyERqNBKpXiA3V+fh65XA7hcJizT6og9FKQFh8+j8eDUCgESZLQ19eHYDCIXC7HBxeZ4NLmTpiqcrmMY8eO8QGsVCpZ0HNra4sDl3Q6jQ8++ICDFKvVylWt7e1tDA4Owm63d8wTBV0UfFBVo1Qqodlse9W1y8J2+P0mFIs+RKNW1GoDiMc1SKX0SKXegiTV4POFsL2tRa0GnD4NuN1WlhNotVqIxWLI5/MdlbZqtYr5+Xk0Gg0GljcaDdRqNdYmqlQqrL+UzWa5XJ/L5eDz+TAyMnJAw0kc3RibYgvPZDJhZWUFN27cYAYqgXKr1SokSeoQoRQP01qtho2NDUiS1MGkE9tu1DKl6pEc6E4b89GjRxnHGI/HOTsmyQqg3TYg6RZR+FapVMJqtWFzM4uf/OQhNjb0ePhQB61Wgt2ug8VyBn19IQwPJ9mCpK+vD+FwHO+/H8L8/DBu334L4XDv1gsNp7OAy5cDePPNPSwuLrLOFd1DCmibzSYHW1QppLVGxJJsNovjx49jZWUV2WyOg9AbN27AbDYjFotBrbYgEDDD72/go49q2NurIxLRYXPzGwAAm62Es2cLmJ1VodkEPvkkjf/9v52oVPohSXUcP57Ef/pPGvzLf6mH05lHMJjDrVtBDgLqdbC2G103CcyKMhGkHyYqyIvSFPV6nSt/e3t7WF9f5zapfA2Gw2FW66dARHwm6fXkgr5kop7P56HVajs8cGlvoGsQ8XS92r8U8MnZsGJ1T6/XY3Z2lm2edDodcrkc+vr64HQ62a3kjTfe4M9ITEhyn6hWq6hWq6yJR2zGSqXCgqfNZhPZbBaDg4M8x7RuxEocYU51Oh0zJ48ePYpms8mEnnS6LX1EVW2xutqr8iqHsPRiJFNVVmzLygf9LlmadatWiVqOIgCeEkiSJKLPvr6+jrGxMczPz3dI49DzRlIecucXl8uFqakprmz19/dzwpfJZOB2u9mybXx8HNeuXUOj0eDngz4PaehJksSYWjqv6OygORULA7dv3z4g2vrkyZOuJCpilWazWahUKvT19XEwRteiVLZ9OikIEx1gnrcL8nmPLwIyYVCgQwy3NghVzew+6jtTz5sWtJiBE96H/qaH2Gg0Qq/Xs+p1NpvF9evXOwKyV199teMBkz98pIyeSqWYJUPZK9BenPLsj0QgCQTt9/tRqVSgVCoZd0TVL8oyyV2ARPZKpRIMBgOzPImKTJnuPgBfgZ/8JINAYBR+vwsbG28im91vdWo0dbjdJTgcRRw9moYkxVEsSgiFRvCXf+nA//gf7Z+z24HpaR9GR78FszmBcHgDanUdRmMRPl8ISmUBgIRaTYt6XYLTqUajsceldMriaOMTN2UaBoMBExMTh1Ke5QxKeQuPdG0oY/f5fIhGowwSTyQSyGazrBtEWlwUWFJFQA4szWQyePDgAVKpFDwezwHBTFobpMTe39/PhzqtU6AdLKyursJkMqHZbGFnx4hMRgtJ0sHnexXFog5bW0b87u9q0LbXexUAoNcXoVIBhYKeAeZKZRNudwomUxn1uhGRiBmVSnv7cLkS+PrXfwGXKw6TSYFGowqLRf9UBLKGbFaHYvEYNjbm8M47R/D++2OYm1uBx7MGk6mActmIcnkayaQEtVqDZrOd3fb3a+H1rsPpzMNoHMXg4Azu3nXjT/+0jFDIC52ujmh0HNXqW9Bqq2i1lHA6yzAaGwiFdMjl9isMbncBLlcJdnsV3/52CqdOxTExkcNXv3oBVqsOfr8fr766AKvVhtXVLMbH7fD5nBgc1AGo8rNIrWH6QwlCPB7H4uIi9Ho9V0PX19exvLzMhzFVg6hNQgfqwMBAR1WI3AFE1jBVLj799FNe11RZon1GdA2Q27Gl02kmj6TTafh8Pm73iGb3pVLpUEKFWPk4TJZHDDip2k7uCvV6vSNApZ9Pp9Pc1iyXyzAYDEgmk4jH4wDABzTBN2jvqdVqSCaTMBqNPKditYUCfiJwiO9PiQzpzZG+m+gaQUOlUjH0RNRE67ZXyAf5cYqt9m5D9A6mamqvgFBeKRc1yPb29rhN12w2sbS0xMkU0Lafc7vd7ExB80QYK8JsVioVDgxVKhVMJhMHMEePHuU9KZ1u6/dRdVL8fCJ2bWdnhytW5XKZ9056vkgsutlsIpfLYWpq6lAlAvE9iLVN5xwFewRzGR0dhV6vRyAQgM1m4xZ2rzX86xhfBGRdBgVgVILVaDQwGAwolUqsSTY2Nga3243BwUFWURc3E1EnhjYmei3aCILBIG8sOzs7+PDDD3kj9nq9HYbW5CNJm5PIkhHH0tIS039HR0c54CsWi4yfIhVoyi51Oh2y2SxjzMi0XLRnefJkA+l0A6mUhFhMiUjEhlzOgGx2DI1GE7GYDevrk6hUdFAoWhgYyGBmJgy3OwCvN47jx3X4xjdOIZ/PsjG0VqvF7u4u+vs3cfz4VxAKDWJhAVhfB5aX67h+XYlQyAvgcGkNANBqazCZCjCbcwBaqNcNqFS0kKQm9PoGfvxjCxSKGgqFV9BqaREKqVGvK6FWt0G4JlMDxWK7UnLyJPD668CFC8DYGGC1gq08xApdoVDg9m4bLJ3njU2h0CKT0WB9fQ9udwYaDXDnzh2eY2ozb25ussUKsE8M2N3dRalU4sNzYGAQlYoV9+4Bjx7F8eTJIDSaJtJpA8xmD1IpNaLRFhIJBSoVCYAClYoRlYoVhYIGhcIkymXNgXmzWFr4zd+sYmwsBYViAzZbBI3GGqxWC4rFCmo1N7a27NjYsCOR8KBaNcLrBV5/vQSjcRkWywpstiRMJiPGx8efWoJVoVY3kUjkn1ZRMrh4UQOPJ4H/+l9v4cqVOVy7NotG40THtRgMFahUSrRaTSgUQLEoodH4yoFrdjozGBmJo1BQ4tSpIMxmIJ9XwOl0IBAACgUFjhwJweXKYmCghOHhIsbGshga8vEzYzSOdwTiFEBkMmm4XHVks1GsrSWZVk+HWT6fZ8Ay4ZiMRiNXaEne4IMPPkAikUC1WoXVaoXD4WDF+tu3b3Pl8/z583C73WwPRomeGAAB6DCoJg9chULB68Zma7sx5HI5VowPhUIdOFUxgBLV+sUK8OLiYod8Q6/ASzwAgX2ZEHotsWpEwRG5UZw/f549X3O5HK5evQpgX8uRgsNCoYC7d+8yHpKIRhQUEy5JoVBgfn4e4XCYWebBYBChUIhb2lTBp4pcPp9nz9lUKgW9Xs+sazL9FmElJFFBTHWRoPSsIerLpVKpA4GeCIMQmeHyRE0kt3RrxdPPFQoFbjHS/5PJJMNCyH7OarUy/Eaj0XBFkjB2lNzROiMjdLnZuQjX6CWVQ2x/ej3ChEqS1CGxQwLlZPNE3p+FQqGnJaD4+WkO7t69i2KxiL29Pdy9exeDg4OMvxU1JsUq46+7OgZ8EZB1jMHBQZjNZlgsFsbj2O12qNVqDAwM4O7du6xaPzExAZ/Ph93dXfz4xz9mNuXXvva1Ay2wbhY1Ij4IAFsE6XQ6RCIRBINBFvzU6/UMliU9J9ogSaCVrI/C4TBjo2gTICA/BZikqaTV6rCxUUIwOIF4vIW9PaBeNyOdNuDJEycKBQUkqY5CwYB83tShOSQfJlMBJ048wQsvPMbrr6vQaGSZVQoA5bIesZgP29vbyOfzLHVQKpWQyWSws7ODV199Fd/5zhSA/epgoVDG7m4chUId6bQF2ew06nUlqtXK0zaIBmazD+WyHUtLKcTjEpRKFZzOClwuBep1oNk0oF5Xo1wGcjktlMomxseT0Gha0Gj0KJdrsFgU6OszotEA7twB3n13/7Op1S3YbE04nVMwGKwwGmNwOrP8x2AooVxuIRabxI9/PIzPPjuNWMzBv69UtjAwUINW+5vQaLIwGAowGApwu8twOLJwOocRje4zZ9sHsxE7OxNYXp7A6uoUIhFx7t1P/3QOtboFk6kEjaYGhaIFi6WGoaE6tNoMTCZAo1mGxbKHVqsJj6eMF15wQK9vQqkEt31HR0exvl5lzTNJasFgeILx8RLbjLTZlmYsL5sxP6+Cy9UGWw8ODiKTySCRSECv13PLX6FQsFTK6GgY//E/XsXubgbxuBOlkglabQmjo0WYzQ0YjUaYzWb09fUhEEhhfl6DcLiJUkkPg8GMr31NQiZzEyqVkttLBPJ/4403uBJAlRfyR6zVVF0PEmD/ILPb7axPlEwmWS6FLFvo9QAw9o+CZvJnTKfTrJNH+mXlctsHtlgsYmVlhVt11WoV7777Lh9QhPkhSyyqwtAhTZ6QGo0GWq0WMzMz/BkAsKi1SJQgXF2vtlo3KRN5G/KwdhwxXomFbjKZ+P1Elh5V2ql9RExhcrqo1+vszEGVH9KmE3GD4t4nSRLPEc1puVzG6uoqV8ipA0AkAZVKhXw+z+9PVUnRE5QYtrSe0+k0E6To/ncTTO7FXE6n0xzkUHtU/B2xEzI9Pc0yRSRbIx/lchmFQgHhcLhnS9NgMOD06dNIpVLI5/MYHByEJEldmf00TzTH9My2Wi2eF6q2ESwGOKi71yu4IeZ+Ot32+DWbzR1tYQDMhqeiRb1eZ2uw7e1txioSVEg+1+L/qVVNLfhGo9HRHhUTCVEz7p/D+CIgE4bVasX4+DiGh4exuLjIeBwyFydRzUajwVnbo0ePmH5LhIA33njjwOvKb3o4HIbBYODyel9fHyRJwtraGjMiafOih4A2SmpfiZknBVsqlQrDw8PI5UrY3JSwuzuOWMyJaNSJcNiMYtGAalWFWk2DalUNuV0GAKjVdRw5UoDNlkaloobbHYbRmIPVWobRmIfJlIfBkIPb3cC/+3dvwWo14+rVqygU8k/lNQZQKh0UIE0mk5yNERCfcB2FQgELCwsIhUKYnJzkgwFI4+TJF7C5uYmZGT1arQDq9Trj3dqkimOwWs3Y3c0w7qwteqjhFtK+mKgS6XQWKpW6C6Bz/1oXF7P44Q8XsbOjQjqthkLhRC5nQCplx+PH7q7VJgDQ6+s4ejSKy5efQJKyTwWDG8hm3djcLCOdtiAY7EexaESj0b6///2/t4O2/v4CJif7kUq9jvV1B6pVDbTaOt54o4WTJwGHA5idBbxeoFLJIpHIoVpVQ6utY2LChOFhK7LZGgf/cpHSv//7z7hdrdfrYbW6kM+3mcE+nw+xWAzNZpNxFnQAjo2NoVgswul0dniXys3jyUmAvPjo0CSj5Lm5Oa48S1IZg4MhDqj0egO0WiMHMel0GrXaHpzOEOz2fWmERsMLt9vFWCjy5TQajZxpk/eqHNRNB0k4HMadO3e4bXz27Flcv34d29vbAMCAYjJtJ/wkSWMAbSwpYQWpBe3z+ZhNuLCwgFQqBUmS4HQ6cezYMdy7dw8ul+qingEAACAASURBVAvRaBTFYpGrZKJobqVSYXwLVWHE9p/b7WZG9Y0bN1jccnJykitYJDmRz+eZ0Xzq1KmOAEkEbj9LykSObRTxXiTxQntgOp3GgwcPOuAAwWDwqaBpu42/sbHBTO5cLodEIsHMV7pf9L5nz55l3aloNIpEIoFCocDyP8Qgb7Va/D2gfcC7XO11QkEXAH4f0XPWbDbDZDJxsEXCvwBw9erVDjIAwQLkVaBuGD5KzIn9SXu6KPYr4kopwKHrJbFlGjSPVOl67733GPZA3xdV7YnVHI/HOcCnz0XwE4vFwgx5OsNorvR6PU6dOgWPx8MVS5LmSacP2t+JgbQoYh4MBnneCoUCk0eo+kVK/nKBcmq57+7u8nsQs3J5ebkjidze3ub/0zNMbeJcLndA4oLwuaT4f5iTxa9yfBGQyQZlunq9vgP4SZscVZ92d9uWEwTUJIB9Pp8/oKgvZ+atr6/jxo0bDKqfnJzEmTNn2JJJoVCw1QxJGqhUqg7tGJ/Px8a5hPWiIKdYLCKVcuNP//Qt/lwORwGDg1kMDaVgMLTgdhtRKMTg8bRgs8UwMmJANPoYJlMVanUFr776CkKhEHK5HPx+P18HbfiEYQEasNms+I3fuNxRBVSpVLh+/Tp2dnbQarUYyEtZKG2Iok2L3W7nzUDMhIeHh7G6usp6YsSkAzoPFJ/P10EGSCQSBzAI8uCYWGFApxNCNrsIl+sTOJ0tvkcGgwHT09NYX3+CTEaFlZUy+vrO4s6dVQB1WCxRfOUrajgcxqfm6cscEE1ONlnTqR3MK1EoGBEKaZBOO5BO9yMQMCKddqFc1uDllzdx8uQO/sN/OILJyW6WMxYAoqdqu60qfj65RyIFLxRA0CYFALFYjFmxlCn39fUhFothZ2cHBoMBoVAIU1NTHVchgthJEJeqvdTyNhqNzIp8++23cf/+ffZWbTab+NKXvoRkMsn6QdSyWl1dZco7DaVSiRdffBFAG1NEFeFCoYBardYBeD937hw/J2RZFolE8NFHH/HaSqfT2NjY4OCL2vVerxdutxv37t3jgIDgAoSJefz4MX9GEhR2OBwIPNWbICmLS5cuwWw24/79+yiXy/B6vdzCoaoOHUL0fJBuVzAYhNFoZCJDW5+s7Q4SjUa5+gS0A9ZKpcLPE8nwLC8v86EqB24TS5zWzWGG8XKBT/JspfdrNpuoVCpYX1/Hw4cP0d/fzwKeFNAQ+02ETlBASpX8UCjExBMiRJFjyujoKG7cuMGVm7ZobAZKpZJFRkkAmRwYCI5B7xOJRGAwGGAymaBWqzE6OooHDx5w8Eb4ueXlZcZRNRoNeDwenDt3roOJTXuGiOErlUp47733mGTw/7L3ZcFtXufZDwgSG7EDJAgS3MRFEkVRMi1LtGVLjh2NU6eTZZI0uWnSSTvJzN9Oe9Xlqsn0Jp3pVWeaTiczvW22mSTuVK5Vx7JlRRG1kpIoiiJIcQdBgCCIhQRAYvkv4OfV+UDSdhLLdBu8Mx7bEpcP5zvnPe/yPM/b3d0tVVfK7fAuUKU68vk8fD4fGhsbsba2hmQyKT8fKKvWr66uynukSCr/X1W15zxfu90usx0BbVWL66XOluVeLhaLOxIwJv5MtrjmlWSjSuwzOzXc71QIACBntqWlZYcY7WN5mMcahKurqzKKr7OzU6aWZLNZtLW1iTp/R0eH/JusSv5M4ssqBcOrLMtPqKkZKUvXS0tLogS8ubmJUCiE119/XZwvLRKJ4Nq1a5IlMQqnfhjVvsnw2N7eFh2WoaEhoXWbTCbJhAFIhmUwGDA8PIyhoSEZrcOssFgsilzH8eMB/L//dw0tLSm4XCs4e/ap9zZ7ecByKpXCu+/eE+fa3OzE1aub77Vqyy0gzvOjBo3BYEBnZyfm5+eFVVgpIri4uIiVlRU0NzfjhRdekPlyFosFTU1NgrHzer3w+XwYHh6WcTrpdBput3vH7LP19XUNnZ2Zp9quoakMR4rqGgwG6PV6TWBc/vzly4XvUJ1HeuvWLcm2ACAej8Nqtb63H5rhdG7A4cjD719CTc2YKNo3NR3Cs88+C4dj51xLZmWNjY0yVsfhSGB5eQJmsxnPP6/Hs88+q2SEG6irK1d1dmuHvJ9wq/pOgHISAECwMgMDA3Kp0GkDkCCMjlbVwaPyOgDJZrlm/FlsdbDFRgYis1OHwyH4IVZQHQ6HAHyBx20EvV6Pe/fuyf42mUxSNbLb7dLeqKurg8PhwMTExK6Ad2JvJicnpSLFwIeEG6vVitXVVWxvb8NiscgMTl5klareDocDL7/8Mi5cuIB4PA6g3Jqy2WzY2NiQi56VA4ejPJbt8OHDIhlAdi7nAq6treHu3bsCaqbvKBaLQt7gmqXTaaTTaRFT7ejoAAAZ75NOp8V/FItFEePkhVrJEuc+IQBeHbbOi7FS4JNsOZ5vji9jpRSAtInZwiVzT5WDYTBMtuTt27cxNjYGj8cj0hb5fB6XLl3CV77yFXzpS18SiSH6JmLKtre3MTk5Cb1eLxUcMgbJMl5bW0NnZycWFhZgMpkwMjIilWPq39GYWLBtR7LXbu06SvVUtsm4pzlC7MyZMwAez7mlb+O7ZOtYPV/d3d0iDaJqdc3NzWFhYQGbm5tyXlkxLhQKQiJyOp0oFouyJiaTCQsLC/KclJxhW5IySer7Z/Uuk8nAYDDg0aNHyGQyOHLkiCRqDx8+lLF7nIbB37+9vY329nYJcDnT+fbt25qAaK+giNV34pqZjDU2NmJmZkYSJ51OJxJRle1Zda6yKhj+YYgDH4dVA7IK44vZrR8eCATE+TY1NWFhYUEuBZZk6TwKhQL++7//Gy6XC6lUCm1tbZifn5cMFoBgCThehoyQ6elpKcezVM+DTY0XOliOJCFgkvgSr9eOV16h0rxNI6tAgOrW1ha2t7fx3HPPAShfjLxI+fXUJOLvJ3A2m83i6aef1mxgjpyhA3v22WdlYC4Zh9QD48xCAJIZ+/1+tLa2ipYY157MVwBC096N/s0skervdIi1tbUYHh4G8BgrRZAoHR5HdUQiEVy5ckWD8yAIuq+vT1Nd0Ov1OHjwIIrFImKxGPR6Pfr7+zX4HHV9KmeM8hJbX1+Xdeal9n5ZJx2XClymzEolnoL/z3YcW30LCwvyLguFggQwxEOxIkMNvcnJSeh0Oty5c0eYpaurq2hpaZE9ybYbK00nTpxAV1eXVE4ZQFsslh3ZOCtYq6uruHv3rrT+SG7hhIutrS1MTk5KQlNfXy9ae1arVebPqmxlh8OBvr4+pNNpGAwGhMNhWUu/3y96R2S8+ny+98RB40ilUtJGzefzmjZVIBDAs88+i9u3b8NoNGJqakpYZD6fb0/2Fkdk2Ww25PN5HDhwAPl8XtTneSZ6enpEQ4r7GcB7VdogFhcXJfi9ceMGgDJIemNjA/X19cKYo+6UyWSSy55VOTImaWrFRqfTaUSm1TYfAAmUC4UCuru74fF4JLDnaDgSoUqlElwul8ZnTE1NyTQHBlMEYm9tbUliQP/AGYYnT55EIBDAzZs38e6774qcBoVvVagEK430uww8yBynEY6iWktLC6xWq/ipWCyGW7duiXyD2WwWGQeO/OK6sm3PlhyTHmq0qXNu+XttNpv4MspwqIkn8ZD19fWor68XoDpFvNXuQiqVkjXLZrNYWlqCXq/HwMAA5ufnRS+P60PfODQ0JBVltcXHfdPY2ChVQ+KW79+/LzOPU6mUCIVzDZeXl2Xd1ap85QQVdewdjTi/QCAgXaMyxMGMzs5Oee8ulwulUglNTU1IJpO7YuW0OnIQfBoTgyrL8hNm7H3zBQ0ODmqAv8QzcLApxe6YiZNWTSdODE0ul5MyKYMxGg8M8V8UDt3c3ITJZBJhWlYeKsUzt7e3BbTKbJCtDDVQUT+HepFvbW0hHA4jFArJxdPf3y9f39LSAr/fj8XFRZjNZsm+s9ksrl+/LqBbANKuItGAmQgv8+HhYcEycEC5Or5pYmICMzMzcqFYLBb09fUhGAxqgkcCdYm7ULN/Ctvyoq+pqREnAkCIGLxwVDwJxXRNJpOU1XU6nTyH+nsBCH7I5/PJCCi2WnYzlb5OYUe+e2o/VVYH3096gM+n/nu34I1OzefzYXZ2Fnq9HsvLy8L4pUZeTU0Nnn/+eXGuZNt1dHTsUEinTtTCwoIMSGe7nQDqiYkJNDY2YmNjQ5PtDw4OIhAISGWvq6sLw8PDUsFiBZZAb+65yclJGI1G9PX1YWtrSyrNAIT4kk6nd5wxAKL7x7b+sWPHYDAY4PP5dmAJeT7YArTb7XA6nZrKBt8NWdGUXGH7m/g1NSimb1H1j5aWlnDp0iUh2xDITVV0tmPUUS8tLS0y7UEdGE/sKf0D2YhmsxnZbBaLi4sivcHnVkVaAYjeFFCuNlOYlYED25QNDQ24fv26JEr379+H3+9HfX09+vv78dxzz0krGCgLWEejUbz77rsyjeDs2bO4cOGCBAW89GncA6za8edQt4+jzurq6mA2m6XSySCU+97r9WJjY0O6DQwQqTHJdWALl9XeVColzD76VxUXmclkEAqFkM/nsbKyIsmjy+VCY2MjDhw4AIvFguXlZakuhcNhDUY2EomIBIVKNmEwxaBexVlxP1+4cEH8p7pu9C181+l0WuSWzGYzOjo6EI/H4fP5RFuQhIpAICD+n50EKgio7MREIiGt4ng8junpabmH1ASe82aJi2toaMCpU6eQSqUwPT0tUiKES4TDYQXv+7iaRakR/uP1ejE0NCTrRf/D+dDNzc07SDuVpJWGhoYdTOP9tmpAphhZWzwovOh5idBx19XVobe3VyQvhoeH8eDBAyklA5CyLofr7hWM1dbWwu1249ixY6IBxmzcZDK9h2dKysXDi3d1dRWxWEwCBIvFgnQ6LQw1tkr0er20DQlgjkajcmCIv2H2E4lEROmfF9TQ0BB+9rOfwWq1Ynl5WdgrHAbLloPD4cD29jYikQjq6urQ1dUlkgFGo1FwQ/F4XGj6vBDItlLXj4DOYrEIl8slZAq73b4Dd8FLjBgpBjmqEwHKLeVKEVti9Xw+H7q6unD58mVZb72+PKON2S1HWvHdMSAnY2hpaWnPA74bo4oCp5XMXPV7d5Me4EXBy4aX8m5MOX4/WxLMyA0GAzKZjATRBJpzDdVKnqqQHovF5CJuamqSOZSUJAAeX3rvvvsuisWiTCZIJpNIJpOaAebqWJx8Pi9nJp/PCyCZciP5fB6zs7MaKQdWTYmnYltKnVSQTCYlUMzn81hYWIDBYMDs7CzMZrNGHJIK9szEe3p6BMxfWZnlRbu9vS2BTD6fF5yn6lu4Zty3xB0x6KeGGD8XAE1SpVaNe3p6NPpZBJpzpi0AaZuqYqCsGhsMBlHxr5RWqKmpkUCDCY2qhafX6zXtIaAcECQSCQkQ+NlnZ2eRyWREKX1zcxPvvvuujNZhq04lSNCIBzt9+rRgWUdGRiRwGhoaEuC+3+8XMgrxowwCOjs7sby8LJVxMllZGWZVS6fT4amnnsL6elnHkQEvEzySLnjufD4fbty4IW1XVrbsdjtyuRzu3LkDk8kkckNms1kIIiRPLC8vY3NzU8aN8Y5ZWVnBZz/7Wc07TyQSEuRTM1Ov10t3hvvQarVKxZ2+mskXscisfHq9XsHS0beo8JOf//zn4g9efPFFkXwJBoOamaZbW1syxk2VT2JAzvMbDoc17d66ujoZj6WeQfWsAZD79urVq9L2V33knTt3UCqVkEql0NLSosE6MsDbzY++X4t0P6wakCnGPvvi4qLITOzFKAEeVzrUcjFQvmAog6FuTnX8kE6ng81mE5C+3W7HgwcPpLVEvIDH40FfX5+MKGI52u12S8WCQFIGfMFgEFarFXq9Hq+//jpWVlakCsTKG5/JbDbD5/NJm0vFDIXDYYyOjsr8Q4/Hg0wmg7W1NWlbMvAEsMOhAo+ZeFw/ZvJk9ZDuD0AcHz8/AMHw0Knz73bDXfDwXb9+HcViWSuIeBUGzxcvXhTHqrI9gfIQ6UAgAI/HI9kbladnZ2cRDodFSZrrHAwGEYlEsLq6Cp/Pp6kEnT17VvaJKl/AgJ+Br5oVAjvxYpWSBQAEO7a1tYVEIgG9Xo833ngDTz/99A6gLb+fookkpzgcDmk7sOXNlorquNSq3cbGhpATVDxKc3Mz5ufnpdLAdhzbCWTXcTKB3W6X1uf4+LjgJ5nUMBjgRa4aA3NWAlKplLQ9WUnhPuJakojCS4raU2SPcvwLL6yamhrkcjl4vV65MCqD3enpaWG1McBhC+n27dvyrGTabWxsYH5+XogpZrMZmUwGb7zxhhAGKC1Cqj8DP+45BuPr6+s4efIkLl26hGg0KvpjhCyQfTg3Nwe73S5g6q2tLdTX10v7srJVw/ZuNpuFzWbD3NycTEhgBYdsQuI06XdUdXjCIpiMWq1WScxUliEr+vSTJpNJRK/dbjcGBgZk/iUTre3tbWkTqkYsG9+93W4Xn0R2PN+x0WjE3NycVPs5losB9srKiuxhJjtGoxEul0smcFAcm5+ZCSEhDaza07dxTJjdbhd8LrstrBhxf4XDYY3wa2Uy19zcLIQJMlwpi3Ts2DEcP34cqVQKoVAIAwMDsiZMnEhYO3bs2I6KPC0UCkkStLW1hZGREZmq0NTUhLa2NknS+Jlra2vhcrlkTBJn62YyGdhsNphMph13aUNDg+b+iUaj0kpkkFZfXw+HozwDUxXD5SSMVCqFtbU1bGxsIBqNwmQySQCs3tefNN2xSqsGZHsYHTSdFjFPLI/evHlTozNE/AwzBFUAlplZTU2NZG3MmMxmMwYHBzE8PIxHjx5JeZcjbmpra+HxeGSTM2Nju5EbnRkhwYwUVQyHw8KoI3C2sbFRWp1ms1kzsJosrImJCQm+qG8UDAbh9XoluwOgabfqdDphYiaTSUxPT6OjowO9vb3I5XKiVs5KDcfd+P1+RKNRofzvZWp7aDfcBQ+Z3+8X0PmjR4+kYhEOh2WdyKhiiV1tVVBNXf29xIqoyvtjY2Py8/jOM5mMgESXlpYEyM+LlXuKgW9lG7KSPn/mzBkNOYDsL7ack8mkBFec5+ZyudDb2wu73Y6lpSUNi4lYFrYiLBYLXC4XmpubRVsPwI4AUG2VUAAyEAgIMwqAYIAYyLIlzAvdYDDI5IHp6WnN1INkMim/s6mpCTdv3pTgXTXus42NDUlCWL1g+woA/H4/ampqcP78eQmQvV6vsP0SiYSM4wIeZ+Bscx06dEgufGog8f1FIhE5G+vr61hdXUUgEJDJHpWtdIKyiftRExe/34/nn38eN2/ehN1uF//Av19bW8P58+dFw8vr9QIoB3oMhlipYhJHLGJnZ6fog3G+X7FYxKlTp0Sxf7eLqaWlRUZbOZ3lIfJ8xxwDRcV3h8MhvoGBGfcdsUZk7FmtVqnQcl+xMs2qKwMLSjuMjY1hbGwMxWIRa2trUtXe3NzEjRs3pFXM+Y1cCxUKolbqGWSyYuZyuRAKhbC6uir+2WAwSKeExkqQ1WpFJBJBOBxGU1MTHA6HwCnoPxmkkdVM/B/HbN2+fRtnz55FQ0OD+DGyTxOJBCKRiIbQBexMBiwWi8ywpegwcZSs5rIKpZKWWKVVCWtqS4/vFCjPyGX1iz5e3dOqgC/1/6hfSIyo1WpFf3+/BLpM3niXkgTS3d2Nzc1NBINB/OpXv5IKtVopJ/SGkwNUX7m0tCQFD7K1GQBnMhkRPFYT5Uo1hE+CVQMyxbhBWMpXx9WQNbe0tIQbN268p7dlFP0aVneMRiOeeuopeL1evPPOO9ImsVqtyGQyciCIGaqvrxeQrclkEgfGwGVzcxN2ux1Hjx5FOByWLOTkyZOSNTPjZ/bPQHF8fFzTJuVzcoZgZXuTh50YAzqWfD4vzLdAICADeFlZamtrQ2dnJ6xWK958800JOKanpzEzM4NEIgGv1ysBaE3N40G0RqMR7e3tOHnyJFZWVhCNRjE5OSmVMQBSRaytrcWbb74pGfSRI0cExAk8rh5QfoFaTLlcDm+99ZZgS9h2oCJ3Z2enOLG5uTk0NTWho6NDAPDUhyOonVlvMpkUTF8+n8ejR48kwPD7y7MdVaxbKBTSBL63b9/eUaVgu4QX1Pnz5wVATGeittS47+hMfT4fstmsjPKJRqOaFg+Bt5RQ4VzPhoYG0fipJIBwckCxWITf79eM+KIz40guVmHUqQXFYlGkDmKxGHQ6HTwej+zNUqkkLDGCyo1Go3w+nhn+nHw+L4w1JhtsiXR2dqKzsxNNTU24cOECYrGYVIF7enpQLBZht9tx5coVRKNRGI1GGI1GycABaBhYBDbzjPT29uLKlSvY3t6WSjG1kHZrpavsVAq2Go1GTSU1EAggk8lIANHd3Y2VlRW57Nj+tVqtUgUgaJ9tKhoTQQZKDHbJcONooL20xYBy5ZfEB72+PHcX0I7roj85cuSIBPj19fWasTlqwMhgpxI4r2JtyUxfWVkRcVZqlFEzi/uLe54tdmJAGdSrI6ACgYBmNmxDQ4NUhefn5+H1emVwOec9FotFrK6uSvWJn4fV5cuXL6OpqUnwpoODg7h3756Qvqg/xyCT7EuPxyMt5JaWFgmqTCYTenp60NTUhLfeeguFQgGXL1+WClZlu00lCpB4o2ICVU0yKvbzvw8dOiSzUtXAppI0FAgE8OqrrwobOJ/P72CxU3dsamoKLpdLOiZ6vR6ZTAYdHR3w+/04c+aMwD4CgYAkmZlMRtqL/PmUNGEbfGtrC7/61a+kNf/mm2/i3LlzGqIB/b3api0UChIAqzI+w8PDWFlZEfb3J0HuglYNyBRzOp3S/uIlUKkEDEBAshQVPH36tDhpsrWA8uUYjUaRz+clsCNOx+FwoKWlBZFIRKJ/AMKg6e/vx9TUFLa2tnDx4kVpEdTV1cHtdstcOqrhE0xN8C9bBTR+Hw/W4OAgJicnhcm0uLiIX/7yl8J4slqtgjXjs5lMJjx69EgEOIGyk+Il29fXh9OnT2NkZATb29tYWVmRtlBzczNaWlrQ8Z4uzOXLl4U9t7i4iEQigbNnz0qwwEuG1Qo+A8V6i8Uibt26BbPZjPX1dWHr8GvoqIkDYvWSsg8UaFQzSrYB9Xq90LjZdigUCrDZbJiZmRGME5+PzCegnFVy7EpNTY1Qy7mf1PZkpSzG+Pg4YrEYwuGwBDO5XA6pVAr9/f3IZrMIBoO4f/8+AGiqJrlcTvYlhUdJWCiVSkin09JiYyDDNk46ncbNmzelSvBYjd+hwVUB5RFf09PTMnqF54KK9Zubm4L5ohwBf39dXZ0Ml15ZWYHT6ZSs/u7du1LdUGUX2LZne4gYHL1ej2g0qqmgsRIdCoWQyWSk7cNWGcUj2Tbk31EhvNLUKjmz9Dt37iAejwvOk1Vr6qXZbDYJTFSpDf7OlZUVPPPMM4jFYtK6Ji6Kch1LS0uyd9ni29zclGHJ+XxekgWOSWOLlYFsT08P1tbWMDU1JcldIpFAY2PjroKmZPwBECJBQ0ODSPxQBoSVMQag1PxjQsgA1ul0orm5WcgianVexbRls1mcOHFCw4odGxtDMplEKpWSPUafY7FYkEgk5Dzb7XbBmLKKB5Qrj4cOHZL/V9v+FKHmugCP9QyZdPNcELpCrFahUBDSUiKRkGkJHo8HX/jCF6SSXFNTZseTXNDY2IjJyUnNKCCn0ymBhSqimkgkkMvlMDs7i1wuB7fbjbNnz+6oWrMCNjU1JUzE9fV1gSaoUAqgTJqiP1f1xXbDnfLvDh06JB2H4eFh6YxQgFyFRFRCGuLxOCYmJgSGQ1KDqm135coVkVIxGo3in4ByVZIYUZUMs7y8jKWlJcG9bm1twe12S2JWV1eH5uZm5HI5uWPz+TwikQhCoRDm5+extbUFi8WChoYGzefdb6sGZIpRK6itrQ3j4+PSqqBmFC9flW1ENWGPxwOTyYSJiQlcuXJFQ8EHIBd6W1ubZoMw2wSAgwcPihgfDybLtFS0p3OrPAjMCLe3tzE2Nia0axqzdVbEKHx76dIlqe4QX+Hz+dDZ2Sn4K7vdjps3b6K3txdjY2Nyeakir8RCENcAQAIuADIKhErR/LN8Pi9A5PX18qiWP/zDPxTmmdPpxKlTpzSZKy8Pfi+BxhQRJIiVa0ZhShXrNzQ0JDMk1TYgWT8bGxvY2NgQGn0+nxdCg9qeppwAKyG8HBcWFkSnh2tFKQA67UpMGIHUbHGwJUfn7HA4cOfOHVkvXoAd7+ld9fb2CojWbrdjbW1NLnHiZ9bX16XCoGLnWD3Q6XRIp9PipDKZjOhzAeWg58GDB1haWpKgnhgYXsRk5DJR4D90oBwxlEql5L2zRcOWN59xY2NDNJzITlPB5eFwGHfv3hXAOPWtGIwxECBw2el0YnZ2Vp5DVflX5R14uQUCAQnyxsbGpHJUiXUcHx/H1NSUBCderxdutxuZTEY0merq6iS4oqYSEwCz2SyDnB89eiQ/n8/MbJ+B9/b2NtxuNw4cOCDiy2wR19XVYXZ2VsP4rampQUNDw45qgHoZk4nMOYgMgu12u5xV+i5Wk3iZut1uSbZY6Tx27JgkNsFgULBufr9fpGvC4bBMceCFrmKcWltbYTKZBKLBS5szKik9MTg4iLt372J8fFzYzpWftVIrUYVbqGQc7i2yJll5oU9nOzWTyWiEiCuryqoOGlBO1jo6OhAMBnH9+nXodGXRYBUTpfpV/ncoFMK1a9dw6tQp+VqVec3gn+8mFovJe8nlcujp6UEmk8HCwgLMZjNWVlYwOjoqiajKZEwmkxgdHUUmk9G0tZlk0AqFAu7evYuFhQVhzapry5mYJDyoZ4q+hfcan5NVLPoDj8cDs9ksRQ36EVbUGYiq2m5UQWCLmz5ycHAQoVAIm5ubUoUjwWO3ZGy/rBqQVZjaRgTK1OcrV65Iq8Hlcu1Kaa+pKStAkzm4mwvwtgAAIABJREFUvLyMXC4nlxLpuASfc4PwomM2pQJVVZAsD6nZbMaZM2f21LoaHx+XoAEoZxlsHSwvL4uTzWQyuHbtmgzLJeaBlQAGGnRqU1NTAtBnRYaik3w+6slkMhlNG8VsNqO/v1+ysrm5ObkIU6kU0um0rCdQzso4+5AlbgAyVmlkZASpVEqqKDz4bFvx0mpraxOcQzQaFdxQbW0t5ubmNJphu603DywzMwAa0U6gXGE4fvy40POpn8S9QCNzraamBu+8846IzBJfxNYmpRaoy6QCgzc3N4VJmM1m0dTUJOKNbGOkUilMTU0hmUwKCYMZZi6XQ3t7OyKRiFxa29vbwmRk9qwyOW/fvq1h0wGQdiRbGel0WoJHm80mMhV0dnS0XFdm8XSw3Ktc+4aGBhgMBtEMM5vNSCaTWFtbE+FgVRuwp6cHwWAQly9fFkXvvr4+CchLpfLcvHg8jkgkIkEpL+SamhrcuXNHQNHAY1YkZ6+ura1Jm1WFAaiyIzxDrA6vrq5KksK9w7Ou1+sRiUREp5DV63g8rrnE2ebnuszNzcFms8FgMKC9vR0jIyNCDjp69ChWVlYEw0idLRIkKnWZAC2Dl0zkXC6HxsZGtLa2wuv1SjJaKBQ0Y5tYwWOnoLJipo51UiefdHR0SALHvUlsEn0H2YpdXV2SSFEfb35+XpIhjva5fPmyBLLxeBytra17Vj5ICmKlnfAOVRiareeamho8/fTTMJvNmJ2dlZ/f2dkpCbfNZtNMNSB7lmQnAvn7+/uRTCblbiiVSrh48SI+//nPy56z2+0iM6SyzNfW1hCLxfDqq6/uYAxyXcgwHR8fF99RW1srlSoGbqVSCcFgELOzsyKFwb25uLiIxcVF3L9/H4FAQHzU4OCgEHZ4Bra2trC6uqphzXJtNzc3sbi4KEQfl8sl+Gb6eafTqZn4wASP8kPEzwaDQcRiMaysrGBtbU3eqbrGbJ8WCgVh8QPlSi73vc1mE3kOdjUaGhrE73wSrBqQ7WKV4yzcbrc4HmaH6ktkpWp0dFRK8eoIE/6cvr4+Te8eAK5evSqBG4MJzs+kpAGzNF5gwN6DbAFoAM5kHbE0yyG8165dk0tUrWKQhlxJQea/KytybBmQMcfLm4elra0NQPkyUan1xWJRJD6YAdMYCBSLZR2sdDqtAYWePn1ac0lwRI2q6m02m6UKlkgk8Otf/1qUxYnJUR029dYYSHBdAIhMAKujBoNBRGWNRiMmJiZgNBqRSCSkPVpp1Eza2NgQ8cvOzk5NxYTMU7fbjfb2dgnSgXILZnl5Wao9uVwOAwMDGh0dALIu+XweR48exaVLlwT/ZDQakUql4PV6xVmrOl7ZbHkI9smTJwFAZEr4d9xbVNp2Op0S6FHZu66uTgI+ajKZTCb09fXBYrHgwIEDWFpakkSAn49Ys0KhgOXlZdEfowQA/663t3cH+NjhcMBischZ47N2dnaKPtzAwIB8JgahxFuygsqWDQVia2pq8PDhQ7lgo9Hoe5MstqXdpeoBcg+bTCYBnzPgZHWQga7b7RYgN1CGFLS1tWF6elpYo/y53AfpdFqwcJlMBsPDw5KMeL1ewfDwHHo8HjQ3Nwvju1gsakbxcN+ow5az2SxGRkZkFuDCwoKItzLAy2Qy4jsaGxuFWMOKGdnTalJWU1NWwC8UCggGg+JjeZ54tufn50X3bHBwEDabTcZz0e+ePn0akUgEHR0dOHTokLAl1aQsnU4jGo1iY2NDvo++0ul0apTzW1tbRQIim80imUxqJoPQhy0uLiIQCGBzc1PTDVB9JX8+5XG4B8jg5Dvi+6VchEr+GRoaws2bN2GxWDA6OirnTq1cVzKvOS+SLbxSqSTv7O7duwKV4e/IZDIyD7irqwvRaFSIIvX19dIib2trE//xyiuv4MKFC9I+JLyAn0ENFOlr+TMZ+KrzOSs/g8Ph2JGILy4uCnOZ+Diz2Szsdt5brHJVBqqVSQihO4lEAg0NDZppM58EqwZku9husgqM2ul4VBYcy7XHjx/H3NwcwuGwVDrU1oYKaE0kEjKHjEwQXo4MNAYHByXIYAUjkUjgwoULUoqtBCXa7XYB/JIFNzs7KxpHZK6wZAtAFI4PHjwoKuUceaK2Fi5duoSzZ8/uoB0vLS2ho6NDqjlXr17VkBIodkkjaJ1r09HRgdraWgSDQXEYzIjD4TDeffddwQG5XC6YzWZ89rOfFSYlyRJsnel0OgkYgfLFo1b0GPhSrZ8OjniOTCaDlZUV0WwiBoygWbvdrgncTCYTPB4PVldXxbGp5I1CoSAtSALSt7a2sLi4KK0X6qMBZQycKow7Pj6O6elpAOVkob6+Xi5mtULKNgYviKWlJY2aOkfYlEol9Pf3Y2VlBfX19eKwKTw8MjKiYbaxneZyuRCPxzWB6aFDh+QCNxqN8Pl8mJmZkYuImLJgMCgtO2LfeB7q6+ulMkQNqcOHD8t0ixs3bsBsNiOVSuH69euCg+TZo7HFWSwWcfv2bTz33HPweDyaitrBgwcxNTUFAFKRZFszEomgpqZGsGbEoTHocTqdOHjwICYnJ4XlyUvCYrHgyJEjWFhYwNbWlmCeisWiVLTy+TwCgQDGx8exsLCAfD6PmZkZ5PN5mRXq8/ng9/sFa8RqN+fr9vT0IBQKSZBGPxOPxzE7OysVYYp6Usl8Y2NjRxVQrQiNjo6iVCpJkMSEkt/PahZ/FokDJISosiNMtIiNfe6552RGJt9vW1ubtFTPnDmjCebIxGUQo+LbGKD7fD5MTk7C7/fD6XQK5pWfq66uDr/+9a9lH/r9fvGVADRB3vDwMFZXVxGJROD3++UzMFin7yLZg9Xl1tZWLC4uSoVar9fL0HbKYkSjUaysrMiZLBaLcp4ITeDnUskjTqcTTU1NuHfvnlTaCeGgsaU6OjqKubk5xGIxbG1tiU9g4E5QPwBJure3twVPG4lEhOySSqWQyWQk2KyUz/nyl7+M9fV1xGIxDA8PCzTmzp07ACBsbrYteb84HA6NREilpVIpzTg2dorUcV28u3Q6nQSTXq9X7kuuSWWQR2OLtLu7WwL63arG+2nVgGwXY4ZDZ6rqAJERyQBHLdcCEFYlgyXqvgDAjRs34PP5xLmQAUjQKJ02cVBA+bKiXhadHi/F+vp60Vlh63R4eFiwVJwfabFYsLi4qAnsmEEDZUfz3HPPiRK0mtnyYuF6qFUlFStBp9fR0SGtKo63IACcNj09LYeeoH6j0YgHDx6IM+VIIQCynqxQ0ilRtoCOrLGxEeFwWC4UBrgkawCPgdpAGTw8OjqqudipKs/goKurS4agFwoFPPPMM1K1zGQyaGhogNFoFAkRtkQZeLFl53a7YTAYMDk5KZ+JLE+KlgKQ4IB7jTgjVv3cbrdcgrvtWxI09Hq9BDm07e1tuFwu1NbW4tq1a8JgogYUn4vYHJWcMjc3J1kxq1GHDh3C4uIibDabvM9YLAaLxYKBgQHU1NRI5YFDkSnkOTg4KKDdR48eyXBwPodaueP5YQWALdK33noLX/jCF+TzsfLJ93/r1i24XC7Y7XYNAYFJFSvXXHPO5eMs0XQ6LVptBJR3dnZKy5EYNRIrBgYGMDAwgNHRUanUZjIZYZ0Sn8gzTgIOcWLJZFLwS9Rzun//vlTk+M6TySScTqdUIXQ6HQKBgFxMTJjW1x/PgFUvenVqBUeFMfGk8cLj8/Hzr62tSWu+pqY8cJ0kB5IkVGA18LgVzYBtbW0NwWBQEhzivXghq21e+h5OhHA6nRLIZLNZGbfzwgsvyFqrSvH8/Uyu1N/Byi0r4EziLl++LGSlT3/607J3gHIFMRKJIJlMYn5+HqdPn5auyW5D21taWnDp0iXBdx06dAhtbW0ipv3SSy/BZrNhampK2uRMFJPJpOw/YmRJdADKIP3z58+LT6cArsVigc1mE3kJngkAovPGhL6mpkamVXBOZ0dHB/r7+3eVRuG/b9y4IdW4uro6rKysyEzK3t5euUMYgPIZdiOUkIhETbWenh5ks+U5mOxCsJWdzWaFKFNbW4uNjQ10dHTsCFS5/2nENb5f9eyTYNWAbBfbTYhTzdSohcLLQgUpcoQHQYos2QJlR9re3i4ZS1NTk2wOnU4nc/k6Ozs1G4/CrclkUliLpBWrGdz6+roMFS6VSohEIrh48aK0APx+v7Q+jx49iitXrkhrLh6P4+rVqyiVyiNBeCiAcruBTlLd+CzT83AQt0Iqt9frlVmG6vfQOTCDSqfT4vA4+FgFXNbW1sJiscBgMAh4czcKvt/vFwVxXiB8n6dOnRKiACs1xPhcvHgRJ0+exPXr16V9yCrM5OQkTCaTVNVGRkak4kYcBRmznF7AAIItPLatWIlsbGyUC5pzGHmBMKCnrEIymRT2I6UFQqEQFhYWMD4+rhkozlFCrOoZDAYJNmpqaqRSqRIH+HtJXMjn8/Lc3Js+nw+jo6PiEHlJE7+kzrej8yXYemFhQURcM5kMJiYmoNfrYTKVh6EDZWwg20VMTNbW1jAyMiIYOCY2qVRKcEzxeBzBYFBAvMSM8TOn02lsbm7i4sWLeOmllzQjkkjGiUajuHr1qlQNuBb87CaTSc4Pv6e2tlYqwurYG74H6ksxYFPVyKlppxJeWIkEIFViDrLm+mcyGbjdbgSDQdEG9Pl8ErCvrKwISYWmJpZWq1WSH54Bnl3udcoNWK1WFItl7TCOGQPKsye5vrzwideJRCKawI2tee65VCqlgYHodDoRsA0Gg3JWibOiQDHJVQw8GWytrq5K9ZfjiKxWqwSfsVhMzhUrQdSFVPXvOjo6NPtebXkXCgWMjIyID2NiSH/D9q7H4xFGvDq0fWlpCfX19Rp8FwkMPHesElKHi4LACwsLkpQSZkH9PjJB33nnHQmkOX2gra1N9Aa53ynzYTQaxYeqDO/19XUZpbaxsYG2tjb4/f4d+GTVhzMBZXBeW1urafnyd+ZyOfT29sJgMEh7Xv05DIZVqRTqFjKgZBJJeSH6UkImmpubNc+5G3OY1WC1uPJJtGpA9iFMZSKR/cjN4XA4JKNh/9poNEqAkE6nZVMUCgU5UBaLRTSS+vr6UF9fj7fffhvFYhEPHz4Upf3a2lr09/fLMGJWMyjySNp1KpWS8rFaYVMrSPw9/H/SodfW1nDlyhXZ7AaDQVomQHl8CzMzKqnT6THzA8oBiKrqTq0tHgxVPNHlciEajcrhAh7P66QsBfBYMPHkyZMCWr969aqMyAAeAzcBiMIzZ/4B5QM6OTkp+I0DBw5gcnJSgsNwOIxf/vKXSCaTEpgQVKxOJNDr9VIBoPMixm1mZgZ2u13wMwaDATabTfAm1LSy2WwolUoy5kWv10v2SFD98ePHd+g10SGRJQWUK5t3795FW1sb9Ho93nrrLcRiMWknUW4FKAcCPT098v/BYFAcU319vQDDyYyjblpzc7O01vmZ+T5jsZhgxnK5HJLJpCQF4+PjAlanNhHXtrGxEblcTqobrI6wssX2DzFFvOSoOZdKpQQbyedhBZVkCO4dXhiV6uCsJDHw59erWlaVWCuVwMOAjUw1nkHKIhCozM/CygdFaSt19ohTJduZ54VacQw+MpkM2tvbkUql0NDQgIcPH0qFlkkh8Jjso2I+r127Ji12tjZ5RlmpOnTokLx7vgOeb2KT2Mpkoki2OMHhJCL4/X60traK72O1jgxO7v27d+9KtbtUKk92mJ+fx7lz52RqAAlDPp9PmHuUvSCmSQ34HA6HJKckYrEDoOL+lpaWcOjQIdy7d098DytO9EcPHz4UZXxVdJb7jkxHwk5qamqEuU2cJjFguVwO165dQ319PWpra6XFya9jtfTRo0dSyQQg5yIUComCPhnVfNYDBw7g1KlTQpzifgeAEydOaIho3CM0+jlWL6empnZAAmgqRs5oNMp9xqTdbrcjGo1Kcjg6OirdgtnZWUkimRyqsjpAmdRFOIaqV/bGG2/ImWJ3xWAwoKurS/N8vK/VyiqZ6MlkUvB6U1NTnygNMqAakO1qlUJ5qsI6s3in0yk4ElXJWzWOVGE5n22R7e1tdHV1CfV5dHQUHR0dUv4lJR4oO+uWlhbRZqKD4e+fmJhAbW151Ifb7RbaOFBWnK9k4QGPy7eFQkFalFQwpyDjoUOHJFtLJpNYXFxENBrFyMgIfD4fzGYzYrGY5qLd3t5GKpXCzMyMMOJ4MMhWI0C8o6ND6Na8eBicsQXGzPCZZ55BfX09lpeX8eabb6JQKAiuwmazaUrPlbo+/LzESITDYczNzQGAZPSqDAQZqWzXGI1GHD58GJcuXdKwzBhEGY1GOJ1OwW/wsjxy5AgePXqE9fWyRhrJIbxACFQnnVxl1o2NjYk0BBXC6ewWFhY0s1GHh4exvLyMTCaDWCwmVSyr1YqnnnoKIyMj0Ov1SKVS0rb2+Xyoq6vDU089hWKxKO+Te0IdhkyQOS+gSmOAQywWs1Z1CgIvJJfLheXlZYRCIbnAePHW19fLEG8G+cQUccg229G8lImni0ajoiV28OBBLC8vCzOPwTNHOxEbydZdNBqVRIpB/G6VAXXiQWXAxmptKBQSPBOlWriXWltbcevWLVlLGt85MZ2sHgHl9jrJHqxcFwrlebd2u12ER1kJunv3LuLxuAZXquo9UczaYrFoWpu89NQEqq6uDn19feju7pa9zz1fW1uLhoYGmM1mnD17Fg8fPgQAwVYaDAa43W6kUqkdUw7IqKbkCPc1W5Cs/hNTRGZ3ZRuTiTCrKaxWMmlQgwOr1aoR/qU0RzabxczMDGZmZoRkwYCbezeRSODu3bt48OABTp06JX4vEolIZZj+1WKxyDnwer2YnZ2Fz+eTyi4TBgZnbIur8AUGKEyquYeBcsLA8+/1ejV/x7Y5A3K9Xi8tRXVf72YM3El4YeBYCcdRv76/v1+gJRSpZUt8aWlJsJVMskgyY+WQ+42/T6fTCT5YJYBxD8/NzUnFjEGYw+HQsPBVn5TJZPDo0SNZCzI8uX/ot95v9vB+WDUg28XUihijaoJAs9msME1KpZJcyOvrj+ddcj7gvXv3cObMGQwPD2Nzc1NEMDc2NjA7Oysq2MlkUpw0s1GdTiel9vX1dcn+eIHya9RRH3T+lLrQ6/UakC/weGArL3A6LtXhUriQwRRbp/l8XtorgUBAnoftolKphF/84hdYW1uT1ltDQ4NUCcm8KhaLiMViaGlpEWxWa2sr0uk0PB6PaJ0REEz6dCwW03wWj8eDZ599VsYAUdG+8nCpzB9VnoNVC7aY+Q4oephOp9HR0SHAcLKu/H4/xsfH5TMRV8MKJdskzc3NWFxclJZvOBwW4DgvhHw+Lz9XZV4xSKZ+F0ekED+o4n14cQMQBmZnZyfGxsakNep2uyV44RgttkUSiYSGrELKPQNUVk8KhYLg3XgRUOuMg8PZDuVeCYVCslcBCBtzZWVFZEjYsuJlRFkYTg5ge4SYpP7+fgBliRdWEZhAlEoleL1eOBwOac8Tp6Mag3vu4eeff14jlklLJBJ47bXXEA6HUVtbi7a2Npw7d26HHhQAwdFxvNZnP/tZuXguX74sIHvg8dxWnleyTbnvee55BrnXPB6PjDIi4J4/R6fTabBSZE4C0Og9MfhTCS0AZCYgg2ieMe791dVVadETKuFwOHDw4EHMz8+LCOmxY8cAlEdOqT5UNWocBoNBbG9vy94hJo9MWAbAxH7RF1AKhNUUAFL5sNlsOHz4MG7cuKGRcQEg5J2rV6+KFBEDEO4ZBjqsBEejUZRKJVy/fh0vvfQSHj16hGw2i3Q6rRkfRJLB0tIS7t69i1wuh0gkgtbW1h3McOLQiImlDMzg4KDAUmZnZ6WVx7Yek18KtLJCRdYtK+NkrlYyG/cyvsepqSkJHFU4jmqLi4uaxDgSiQgOkOeSYtqEEXD/kvhQW1uLRCIhlbRSqYTFxUUcOHBgV9YjfTjb6olEAidPntzzcxEOw26B2kVR8XqVs4f3OyirBmQVls1mpfLFy0x9ad3d3UKDZmWHWXdzczPu3bsnMxsp0Md2z+bmpmTyxCDR6XZ1dSGfz2NtbU2cJgMEjn7hxX3gwAGp+IyNjWF9fV2CMV4ODNKmp6dFakN18NPT04I1Y4ZaX1+P5uZmhEIhzMzMCCaJh0rFlI2Pj8NsNgtugBpZavafz+c1g2/p4FieP3z4sIhaTk9Pw+12Y2pqCtvb24J94cVOhheDAr1ej/7+fqRSKfz85z8X50D2VuVg78HBQdy/f18mATDLu3HjhrQ+nE6nDPsmzmR2dlZGpPA5GCirpXOj0ShEimQyiYmJCVH5LhaLIhVBB0tHzbJ7sVgU/Tdm3Ax26+vrUSqV9dA4kkXNhLe2tmC1WjWBeCQSkfFIxOKxpUIwuM/n25FM8FnUihjX3mAwSODEveNyuaSNyMyUz3HkyBHRxYrFYvKMDPY5f+/u3bsyWuzIkSOawIhtJp5BJizAY9FUssQqkw8187158ybi8biMlrp16xay2azMiI3FYpqJE8y6g8EgFhYW5B1WZtW8KBjAqNp8AGTYMasEACQg1uv1OHz4sFzumUwGZrNZ9ApZ7eEl5Ha78fLLL8uzra+XFeJVeQVW2W7evCnVWa/XK1pQ/Fm3b98WDCJQTtRSqZRUj3W68piwF154QfZ+Y2PjBw5nrqurk0o8Lz5WtogzmpycFNZvsVjEc889h2QyKbMMWeFSJ3iwxVdbWyt+x2AwaKopDNw2Nzfx8OFDqbJT71CtalKsl4l1qVTSrCP3PYMFoEw0uXXrlvj7SCSCuro6PP3001LJY6KlBpac18sAXVWz57ljxW1ychJnz55Fc3OzJEmcuBGNRqUzQK1MMqOZ3KVSKQlC2e6lnlmlriONTHkA8juJl9Pr9TtmPoZCIWl9c9+T8MX33Nvbi2AwCKvVKoxP4gSJy1WnzHC9KvFgNIejPPQ+FAoJvnm3YJHnQsVy63Q6TRdFnSqgJg17/byP06oBmWKJRAJzc3NIJpNSGtXpdKKPQiV2YrnU9sL29jbC4bBUOthiYFWHAGEqqxeLRbS2tkp14OHDh5KZst/O1sHU1BR8Pp+0eYLBIMxmM+bn52WeXWNjI44dO4ZsNotLly5he3sboVBI1Io5yzCfz0sQxCACKDPpWIkhMLeurg6BQEDGzgAQ9tfa2hpaWlqkbM1ZampABjzO+IktYbWDwSMPKUci5XI5bG1tSQbMqg5nSTY0NMDn80ngw+yVzoFSBKq2DwMIOmvichYXF8XBkVVoNptFAJT0+0KhsEPzh1UgVjbohFnZYsWxvr5esB6qFYtFwd08//zzMJvNIrdB7SuCwU+dOoV0Oo2NjQ34fD6k02nEYjF4PB40NTVpgpBgMIjbt29Lm4v4JQJv2b5gUMAL026348GDBxoWrjok2WQy4dChQ7h27ZrsSwKjHY7yhAuyJdluD4VCooK/uroqLTdWMtXKIFnLk5OTUvEAHrcsGJjduXNHsHfErxFTp46l4vcC5Yz+V7/6leCMjEajJBi8VG/fvi24rnv37uHs2bPo6enRQAfY3laDw76+PhESZYBO9tovfvELmW3IdjcDikAggEAggM7OTg2Gi7McOdqH0ha8sNRKH1t7DHhOnjyJubk5lEolxGIxqVrncjkcO3ZMzhLlJ3Q6nQDPGbioYqbEBbI7sFfbi4B3VYnd6SyPTtrY2EBXV5cwCZkM1NTUiMDr8PAwhoaGUF9fD6vVKqKzHLfFn0diC59dFRmlURQ5EomIVMLGxgYuXLgAm80ma0WcKTsUBoMBuVxOAzBnMsWRSalUSuRQAMiFPj8/jy9+8YsavN5//dd/SZUmmy2PPGNirJ5JrjVJXWpg4/f7ZcIEMYPspmQyGVitVrzwwgtYWFiQSuPW1pbgQdnOzWQyUg3W6XT44he/KEHZbkx5klfYwq6UeGpubpbzw/uP3QYKyRaLRXR0dKCvr0+zbxKJhIaowYohCRvs/uxmnKnKyiY1/SpbjpWCs6qQuupTOINTlfbYb6sGZIqx0gRAwNjU3aHT1+v1AsgulUqIx+Mym4+XJrFJbO8xYOCmoJREJBKRw87WCytfrMDwELrdbsRiMdEKYrtPdYTEZvDCZZuFvXu2DYiPovN1OsuDe4eGhhAOh3HlyhXJ3J5++mnBb/n9fszMzMisSGKs3G43amtrBbfA38F1YJWNAUIul4PP50NXVxeGh4dlZhwverZeXC6XZFYqsDccDgst3+FwSNUsn388nJZVRGKFWL2jU1Krg0D5wrRYLOjp6UFNTQ1u374tB1+v12uy683NTWk9Vxov7oWFBWE2ck+pptfrRaognU5jZWVFgNRk1NXV1eHUqVMYGxsT7CI1qPL5PFwul7QweFnfuXNH8GncTxzr0tTUhImJCayvr8PlcuHAgQOSmY+NjYlMBllxvDhYQVheXsaLL74oumOsDhI8y8ufFTayEYlT5EQAZvx8Zp1Ot2ebhA5Xr9eLppPJZML29jaeffZZ+ZyV4py0RCIhmmp1dXUiwkxpAL4vFVS8sbGB4eFhzM7Oor+/XxiKZCeTODE5OYl0Oi0Ad0o9+Hw+XLt2TQaEs+rFS4rg+Fgshng8vqPq5Pf7EY1GpZXGVg9xVfx8KlCe+FOLxQK32y2tZO51XjgE0LNySuiAyqTOZrNyPqhdRgyqWk3hRauKcRLb9/rrr8scy2g0inPnzuHs2bMIBoO4cuUKlpaWkM2Wx0ktLi4KG5wMZwrh8uJ1OBwy2N3lckl7r1Jnqlgswuv1IhKJyOfkZZ/P52WPUYqFCSQTQybDOp0Op06dwsOHDzWzRUmcUMlJnPepttDI3iXRgRIsPDMcLcTKHGfBut1u8TdcIw6MByAV+rq6Opw4cQKDg4NCfmFwwwoigyEKPDP4DIVCmiqrqnjPBLS9vR1zc3MazUhiyjjrdnZ2Fo2NjTCZTBJkVTIZK4N4Vro+RymkAAAgAElEQVTS6TQsFgu2t7dhs9mwvLwMq9WKyclJWK3WHVVYioXTJ5FoxsHklbjJvbTIVPuwX/dxWjUgU4wK8gyiCDQni8lkMiEUCsHj8UiAQTwYW0BU2SYGgUGAy+VCa2sr7t27J4N+2Vsn6J9GhiPxKCxFq6B/Xvg+n29HhM/Dy4CIlyb/jFpQbAM0NTUBKDv4hoYGaTEBwLVr18ThEy9DhlsgEEBXV5fQnFndIt6I8gmLi4twu92S+bF6RKOsBTNtAs4pC0KpAGZqbJ8BjwNY4nfoaNham5qaEswM15itOV4+fFfxeBw3btzQ4C96e3sxPDwsAdH29jYikcgOCjZBwCRU8Pvj8bgmA2Rmb7fbJfO9fPmy7BWXyyVVJK45A7WNjQ1pfefzeaHw8zI5evSoVBCYpfr9fgwODmJxcVGcJPfQ5cuXodPpMD4+LoxSrt3g4KBosvFyX19fR0dHh4hDqiX/SCSiUZhncBYMBpFIJHaok7MSx4CeWa3aJlEzdFYTVf06oCz0Gg6Hd5wBBg7j4+MCAWCViZifmpoaNDY2CoZJtVKphFAohL6+PnzpS1+Sdo/NZsOlS5cEj8hKLQARBZ6dnZXKOBOu+vp6mEwmIc6w3aoyPmmqSDGFcUnu2NzclBaSKmvBPcWA2+EoTy/gpU9mH7GoPH8LCwsYGBhAb28vZmdncfToUWlb5nI5EQReXV1FMBhEMBiUgKyxsREnTpzYQXQgfo3tIgbK7e3taGhogN/vlyCGATETAXYBWKkn8SiVSuH27duSKLjdbo3PTCQS0q5NJpMSiKmQDFa2jEajdDPoA5iAejweeafUxGK7eWVlBQsLC1LlZKtap9MJXnR6ehr19fWiV8dqNqvD7JwwoWPwyTM5MDAgembJZFKmd+h0Opw+fVpIXCaTSSrJLS0t8Hq94gvUKSUApKLFdSEWk3ceGZP0TTx/rNjT9xFiA0AqXIuLi+ju7pYq38rKCmZmZuT7KqV5AIgALZ/n4MGD8v4jkYiM0WIFmqx9+otisTzBhcPaKRiuJmN7SXao+4X7tXKW6H5aNSDbxZiFEE9AUC2BitPT0wLSVy/lpaUlEaIk8JKOZXl5WTSymIERlwY8nnMHlC+DhoYGaUGMj4/LQGRiwxwOB0wmk7Qi1AhfLZ1TjV0FvvKAsfJEJg4vMxWLlk6npfTP9eClks1mMTw8LEFUc3MzLBYLGhsb5bOrQ6NVfFttba0I/9lsNmm1AGUdJ4vFopHM6HhP94kCjDzMzGhbW1sxPT2NaDQqbEaVCs9KEVtwzz//PNrb26W9RzwT6fRtbW1CeSdmhArk6pBdtvsMBgOOHTuGqakpaVPx2RnQci8FAgH4/X7cuXMH+Xx5wgBbm6urqyiVSpLxJpNJYV9xzdVglvpohUIB169flxY0q5EHDx5EV1cXurq6hA3X2NiIYDAowTMTAj5jsViUgIWBLL9mfHwcPT09aG9v15T8KbJ548YNSRwaGhowMzMj+101BrBMPAYHB0UUlQEw3xWxg3a7XSjyBoMBs7Oz6Onp2ZHlkiXNC62np0emRnAyQkNDA7a3t9Hf3y8SIMQ3MhGjuHBfX58wEXm+GOzxTPBiNhqNWF5elkpFoVAQlfjt7W309vZKBbZytp9qvFCcTqfmUpydnRWiyNmzZzE4OCh+ZWRkRHBQVDDn2S6VyvpaFJSlzc/P48c//rEEOkwmWcUjVkev1+POnTsCK+AeLRaLcLvdmgkewWBQfCNQxkuyA0ApDQCCjWR1kfvI7/cjFovBaDRiZWUFv/71ryW4YlKmSuOorHgAMkuRe4itSJKqmFSpUiTUicvn8zKEmhWrRCIhe9DlciEQCCCbzcLj8YgwKQD85Cc/kcC/s7MTL7zwAkKhkGjHkZDD9WUbVBX9vnHjhkz0YMvR6/Via2sLHo9HcGiV8hXHjh0T4WV+blogEMAXv/jFXTFkDocDQ0NDEkg2NTWJ393c3JQ2Ie8FvV6Phw8fIpvNCmt9YWEBa2trWF5elgCc90s8HtdUdemz1MquxWKRCitHclFvMZvNCkuXUjsWiwX379/XEFVIjvgwVqmi8EkA89OeaED2xhtv4K/+6q9QKBTwZ3/2Z/i7v/s7zd/ncjl8/etfx61bt+DxePDjH/9YNvd+GFuWfLFso5CqTC0qKuGrdGSgjDk4duyYYLfIgCTOSG0jlUolUTy3WCyi4E7b2toSR0xnQCP+iIDSygifm+vOnTsoFsvjlgiU5uXF4IT/Vg/44OAgzp8/L1UNVqNYpQLKASQB+BSyZRWA1Qq2iEwmExoaGuSwA5D12dzclOCKsh5qJYutITqA3t5e2Gw2dHZ2aqQLWPbn2nDkDZ02gxb+nrm5OVk3UtmZSadSKczPzwtYnu0sNWim8R2zqvjyyy9LxYR4PuLNnE4nzGYzDhw4gHfeeUcydtLg+fPonOmwWEVVg2IV3K4GiJXPNT09jYWFBZw5c0ZTTSIZgJnxiy++CJPJhFgshps3b0q7jTIH1DTT6/UYHR1FQ0ODiDeqOCG2Xpubm+H3+4VNbDKZpDIGPGYZsnpLIPjo6KgEHBsbGyIUq44W48+jlhlbMWpLiUHJ2toaVldX4Xa78elPf1qYm5UEAV68lNjIZDKora0VUocqKnv27FlN5s7EZ3p6GlNTU+IP2BJlBYJkGL4fttY/yPr6+uS/VRAyg8JQKCTkF8qX1NTU4NChQzIHUJWMsFgsGqzrysqKPCdQTpiY6PD8sA3Ks8nPWIl74r9ZyWBScunSJbS3twtOjr7n5s2b+NSnPiXfq9frJcDk81IrjhcvgzN1NBorLOvr62hoaEA0GhW/4vf74fF4pLvB7oLqm5kcNDc34+bNmyJPtLKyIhc/14ZBIf9ucnJS1OSZ/CUSCRQKBRw8eFAS+FKpJKOrGMDzfPE5+P1qZU/VllQrP2qVp6WlBePj49JdqQxOiFmsNHVuMMW5k8mkSGjE43HZA4cOHZKKdSgUEjHotbU1CeBZMFATw0rbrbLrcrkQDodFX43nRQ0wVVA/Eyh1MLmqwfd+VrlfPglgftoTC8gKhQL+/M//HG+++SYCgQCeeeYZfO5zn9M4l3//93+Hy+XC1NQUfvSjH+Fv//Zv8eMf//hJPdIHGoGkjx49ElA3nS6zIapLA5CAQwXc9vT0oKenRwDIiURCwLFUMgfKDo5MTGI9uHmLxbIsBMUSeZgpQ6Cya95++23px6v9enXTLS0t4erVq+jv75e5m5VGQgODhvr6esFIkQlosVhENZ0ZXqFQEMB9LpfD6dOnYTabhUlE9iU/I6tlNptNyu91dXWi8F4qlUVTyVpSpSpisRjOnz8vAQgHGxNQXldXJzizjY0NmW/HS4QBDZ0GsVlsW6ltSVKs1UyWVR4GE8Bj7BkxTHQcNOKzwuGwtGRIWeeFRYA8q1B00sTe2Ww2aW+oY5ZYeSKYXBUNZiWWyvb/8z//g4GBAcG88HIAIEKO/PkMbLlWbH3ZbDZEo1GZGahKpczOzuLll1/GuXPn8Pbbb8slS6Fevt/19XWRbxgYGJB9C5SZfmtra8LCZADk8XjgdJZn+9XV1QkjkW1Sti3q6urw/PPPo6mpSSoMnDvY29srF5LK3JyYmBD2JTWhWNlqbW1FsVjcISpLB16Z+LAV6XK5RDKlv78foVBIKtxMaLxeL8LhMCYmJhAKhXbN0t9PD1EFp3MmJ5XRGVzQF1VWywcGBqTtyn1cU1MjmFCn0ymjn4gnZNWIFR7uO7bRM5mMrAM191TZDTUZVVu0U1NTUtVUx5YBEIyRulfVebzqaDR1XaiLpVZ9WFXntAsGPiaTCZ/61Kdkj/F9qmO8mNwQlkKxWzU4pk+ib2b1jYkPgxoAQqbi3zkcDg0BgMFQc3MzDhw4IPIdw8PD0v4jGJ9QmqGhoR0+Xd1He+Gk1HsiEong/v37SCQSog5Af+12uyXob2xslBFmZFTz85BxzmkVDLhUpmZlYeDy5csC+9HpdOjt7ZVh8cQ1skWvwofUwL4yYeIaqdjfSmb0JwnMT3tiAdn169fR3d0tGeDXvvY1vPbaa5rL6rXXXsN3v/tdAMCXv/xl/MVf/IUc9v0wXnbMnguFgjgzAiVraspDV4kRKRQK8Hg8MJvNeOmllzRlZLvdjgsXLogzYbZGx60eWjWT4OdXafKskvHv+PXRaBQXL15EbW0t/H4/Xn31VY0K8tTUFCKRCKLRKILBIM6dO6cRAa3UJ6Pjp2Ph72K7QNU+YibOauHKygquX7+Oz3/+83A6nRgdHRXMDz8v5w2yHdXY2AiDwYDe3l6hQy8uLqKrq2vHfDtWC1VsXDqdxuLiolwEPORs06VSKQmKidswGo3C+mPQSfwZQcjUi1Jn/PEzqP+vzgrk+6S+EwCNfAIz9u7uboyNjUkwwzYhA0aqtnPWpNlsRlNTk2ZoNd+L0WiEx+ORNgerIcePH8f8/LyQUUKhkAwwJ9aNVat4PI5IJCIBs/ruuf/IuLRardJmZXuGlyxBv6rjJxaKTpPYkEoVcOITm5qaZDCx0WjE1taWTLQYGhqSZ2Erk5U8Bs8jIyNwuVwSYKtzB61Wq/xOJjusojEQZavdZDJhbm4Ofr9fIypLLB/f8dLSklQUWE2luCkTIJvNhvn5ecFa1tXVaRKNvSj8lZdlKBTSEAAACMZPpysLSJMEoyZnqVQKFy5ckMvrS1/6Es6ePYvz58/LZdrY2Cg4JavViosXL8oF6fV6USqVh4Kz5en1egFAzjGlEpiYdHV1Ccuc/oKJjiqlAGDXFjNQnsDBEUBbW1uSCBBLpI5GqxTrZdubVb9sNov29nYhrtDnNjQ0iMgo7dixY4jH4+JneIHncjnxJWpwTNwaAefEa42MjAg0hVphBPmzWkwcsNPplCSYoq/9/f24du0aYrGYFAvY/ltaWtKMgJqent7BdFXb93u159TgJJ/Pi47jwsKCBFgMTinMur6+LhI2JHgZjUYhWJ0+fVr02DY3NwXWov5+VfCV5AtCYZgg7Sax0t7ejsOHD2v+TJ1KwM+u3mms1qnPoAaEH7ay9nHYEwvIlpaWJJMAyhfTtWvX9vya2tpaOBwOxGIxOez7YWxpUY8IKKtcc+NRQJJZ415ipEDZWRGjw8urrq5OxrtQPoF4H5PJJJuGLBwA0vJbWVmBx+PR4K1YKSNOrbJfz4zcarUinU7jypUr0lry+XwwmUzo7u7WbOhCoYCjR4/i0qVLUg0ixojyFcTOWa1WIUEAEEHL9vZ2nDlzBm+99ZZgqqihRYaUOr7I4/FIlqqCgCl5wMD4jTfekFYfM2j+t9frRVNTk1yEBHTz60ym8lxAj8cjwq5kwJI9qrbVaAxSVJo6AymLxYIzZ85IK4zK5Krjq8RMeDwenDp1CsPDw5LxqVl0IBCQUVzETp04cUIudQYbaiZKsc729nZ0dXUhEAjg8uXLCIfDUlnlfuG7s1gs8vtJ6QfKjolrXFNTIwE85SJIKlCB08QF0rnR1EqSOj+v8qzwYshms8Iy5EVONiqV4elIL1y4IAkcz5HP55NWlspM4/gkgvJJFADKoGcqzzPwaG5uxtbWluDHAAiGZWxsTHAtDIji8Tj8fj/+4A/+QGYx7tYiqqurw9DQkEb0dq8snWvyftIe586d28F6rLTp6WmpZGWz5XmIHR0daG1tFa2znp4e0Wqam5vbMTWBLUz6LwbWDML4dTzPXV1dAuwHylXYvr4+NDc3a6oZTGYqW8x2u12ex+/34+rVq1K1I/aRldXKfTY+Pi7BCsc0pdNpxONxkWVgMMdgRF23np4ezQi2oaEhqXKqlXDuRTIqidmzWq3id5nEuVwu2Gw2tLa24tq1a5pz09HRIXgpVqA5YkmdDMJEjKbeAfX19VIRUvfTB7XnKqtVw8PDmJubw9bWliQWQLldyeRCDXy591SlflVSQg2yd0s8nE6nSEqx2/DUU0/tKtIMlM9yJURnt4qX+rmJX1SDVf6MTxqW7H8FqP8HP/gBfvCDHwAoawq98847T+T3sLVCzabV1VWppHDW18TEhEZXSqXL7/bz4vG4lHPZcmFrqK6uTrAcer1egyUgfR14XHLO5/PSniSejZgrHs6xsTFEIhGsr6/LoGsqQ7PNsL29jY2NDRlozOfk5f3gwQMAkFI6QagqU8hisQgQlpg6oFx5ePDgAWZmZgBAxvIAECweRQF5QRgMBqnmqM/An6FaZ2cn4vG4tPnI7COmoKmpCVNTU1IZZJuF5XOycSgnwJYU3zGxZqqpWjlqy7i2thb19fUCbCd+I5vN4u233xanxfVl8MD1ra+vl0uNrUpm17xE+Pvn5+cFQ8OvJd6tpqZGhC7j8bjm86vVV/UzqAEZ9ezYmm5qapJAf21tTTMzr6WlRbJ8DshmqzQej+PBgwfI5/O/1RnlfmhsbITD4UA8HtewsR48eCBBFlC+BDj5oFgsChCYFxdbLHTUHNsUDoeFTLC1tQWv1ytC0Lzwo9GorDvZXEBZjZ/nhu/IYrHI3L5wOAwA8g4AaPbG6uoqbt68KRcR9//IyMiea8IZq5ubm1hbW9PsLdXYCq80yjawwkz9PXVPcpg7AAlWeRa5H0h04RBushVZoePXGQwGTE1NCYub1fi1tTXN+mez5fmbDx48EPIN24OVa6LufbIs91oz9dzTL7F6SYV4VsCLxeKuvob6XyaTSYhQ8XhcPqu6F/n7mBQQS0ZiAtfFbrdjeXlZU2XX6/VYXV2V9ww8xqoykVVZ3PPz81LFZQDIu0r1p3u9y738Ko1nR2WLF4tFjI+Pv+9Q7sq9t76+LrJLm5ubgrPb7fe7XC6poLLdv9e7TafTu/qWys+ufm5+pomJCc0a8Bl389n7ZU8sIGtpacHCwoL8/+LioiajUb8mEAggn88LqLbSvvWtb+Fb3/oWgPKQ1BdffPFJPTYAaEqii4uL+PnPfy5ZyIsvvrhr5ruX7dW/ZymZs+3UMi+AHWJ6lUB8luRZkmW1SsUYMPp3OByij0SA/Pb2Ntxut+i3ANjxnM8++6z83v/8z/+E3W6HXq/HsWPH5PmIZWDZWVUS/03t/bAOe309qx27tcEqcRZ74S/6+/tFOJEzFcl29Pv9OHnypOjORaNRkfNwOp34/Oc/r3mWvbKt3T6b+l7VFgvV03fbC1TcZmV2L/xE5efnPiFmTX1PiURCFNJZXVOfe68KTOW+5Gd75513PrIz+kF7QlUgr8zeWVVVK1bqeyI7cK9zVsnarDw3VDX/oAyb38/n/E0z8d+VFZZIJPD6668jnU7DarUKrOH91vbDnsUP+rrKv6/8LAaDAZ/5zGc+1O97P7X5yt/Jfc+qntquAnY/Wx9k7+fL1XPW3t4uieheX7ubv1RFWjOZDAKBgFRTd3vWj+odVX4t7yVO3dDr9b/Vvcf37HQ6dwjE/rb2m/iWvTBk6nn/pFXIdKXdaBAfgVHD6a233kJLSwueeeYZ/Md//AeOHDkiX/P9738f9+7dw7/927/hRz/6EX72s5/hJz/5yfv+3BMnTuDmzZtP4pEB7P7CP6wj+E3tNw1A9vpeYOdm2+vn73XpfJC98cYbO3r3H8Xn+F3tN70Q9vrzyou90mHvtm4jIyOavfJRvc+P8ns/zD75qO2jDMiehP02a/1+wdqHvRRJdvht1v53PWP7eUbf71kqz9CT+B3Ak9/3v2nQ837ndWlpCWNjY3jllVf25V3x+SqTmd/253yU6/5R+5aP61x82LjliVXIamtr8S//8i945ZVXUCgU8M1vfhNHjhzB3//93+PEiRP43Oc+hz/90z/FH//xH6O7uxtutxs/+tGPntTj/E62F2X4dzUV9/C7fu9uP2e3n//b/s7deve/68/8KOyDfvdef1/555Xv+LdZt4/yfX5U3/th9snvm/02a/1h99H7ff/v4vR/1zO2n2e00j6OZ/m49/1v8pk+zHmNRCKfWJ/6cf+cJ2mftGd8ohiyV199Fa+++qrmz/7hH/5B/ttkMuGnP/3pk3yEqlWtalWrWtWqVrVPvNXs9wNUrWpVq1rVqla1qv2+WzUgq1rVqla1qlWtalXbZ6sGZFWrWtWqVrWqVa1q+2zVgKxqVata1apWtapVbZ+tGpBVrWpVq1rVqla1qu2zVQOyqlWtalWrWtWqVrV9tmpAVrWqVa1qVata1aq2z1YNyKpWtapVrWpVq1rV9tmqAVnVqla1qlWtalWr2j5bNSCrWtWqVrWqVa1qVdtne2LDxZ+Ueb1edHR0PLGfH41G0dDQ8MR+/v9Wq67LTquuye5WXZfdrbouO626JrtbdV12t/+t6zI7O4vV1dUP/Lr/dQHZk7YPO5X9982q67LTqmuyu1XXZXerrstOq67J7lZdl93t//q6VFuWVata1apWtapVrWr7bNWArGpVq1rVqla1qlVtn03/3e9+97v7/RCfNHv66af3+xE+kVZdl51WXZPdrbouu1t1XXZadU12t+q67G7/l9eliiGrWtWqVrWqVa1qVdtnq7Ysq1a1qlWtalWrWtX22aoBmWJvvPEGDh48iO7ubvzjP/7jfj/OvllHRweOHj2K48eP48SJEwCAtbU1nDt3Dj09PTh37hzi8fg+P+WTt29+85tobGxEf3+//Nle61AqlfCXf/mX6O7uxsDAAG7fvr1fj/3Ebbd1+e53v4uWlhYcP34cx48fx+uvvy5/973vfQ/d3d04ePAgLly4sB+P/MRtYWEBn/rUp9DX14cjR47gn//5nwFU98te6/L7vF+y2SxOnjyJY8eO4ciRI/jOd74DAJiZmcGpU6fQ3d2Nr371q9ja2gIA5HI5fPWrX0V3dzdOnTqF2dnZfXz6J2d7rcuf/MmfoLOzU/bK6OgogP+jZ6hUtVKpVCrl8/nSgQMHStPT06VcLlcaGBgo3b9/f78fa1+svb29FI1GNX/213/916Xvfe97pVKpVPre975X+pu/+Zv9eLSP1S5dulS6detW6ciRI/Jne63D+fPnS5/5zGdKxWKxdPXq1dLJkyf35Zk/DtttXb7zne+U/umf/mnH196/f780MDBQymazpUePHpUOHDhQyufzH+fjfiwWCoVKt27dKpVKpVIymSz19PSU7t+//3u/X/Zal9/n/VIsFkupVKpUKpVKW1tbpZMnT5auXr1a+spXvlL64Q9/WCqVSqVvf/vbpX/9138tlUql0ve///3St7/97VKpVCr98Ic/LP3RH/3R/jz4E7a91uUb3/hG6ac//emOr/+/eIaqFbL37Pr16+ju7saBAwdgMBjwta99Da+99tp+P9Ynxl577TV84xvfAAB84xvfwC9+8Yt9fqInb2fOnIHb7db82V7r8Nprr+HrX/86dDodhoaGsL6+juXl5Y/9mT8O221d9rLXXnsNX/va12A0GtHZ2Ynu7m5cv379CT/hx29+vx+Dg4MAAJvNhsOHD2Npaen3fr/stS572e/DftHpdLBarQCA/9/e/cdUVf9xHH/euI5hU9nSq3fUH4FZKNxL6Y1m0eC6+od1S6AyrpJQbv3SrVqtrZaZlrp+rJltLS2lYrtrbFkKVs6ioGyw9Eq2kYwkJR0rmHBJsAt8vn8Y5wsh+tWvdID7emxs997zuZ/zvu+9792bc869n2g0SjQaxeFw8OWXX1JQUAAMr5WBGiooKGDv3r2YCXjp90h5GclEfA+pIfvbb7/9xlVXXWXdv/LKK8/5wTGRORwObr/9dubPn88777wDQGtrK263G4BZs2bR2tpqZ4i2GSkPqh/YvHkzHo+HkpIS69RcLOalubmZAwcOkJmZqXoZZHBeILbrpa+vj4yMDFwuF7fddhspKSkkJibidDqBoa97cE6cTifTpk2jra3NtthH0z/zMlArzz77LB6Ph8cff5zTp08DE7NW1JDJMDU1Nezfv5/du3fz1ltv8c033wzZ7nA4zvmfS6xQHv7r4YcfpqmpiXA4jNvt5sknn7Q7JFt0dXWRn5/PG2+8wdSpU4dsi+V6+WdeYr1e4uLiCIfDtLS0UFtbS0NDg90hjQn/zMuhQ4dYv349DQ0N1NXV0d7ezsaNG+0Oc9SoIftbUlISx44ds+63tLSQlJRkY0T2GXjdLpeLxYsXU1tby8yZM63DwSdOnMDlctkZom1GykOs18/MmTOJi4vjsssuY8WKFdZppljKSzQaJT8/n2AwSF5eHqB6gZHzEuv1ApCYmEhOTg779u3j5MmT9Pb2AkNf9+Cc9Pb20tHRwRVXXGFbzP+Ggbx89tlnuN1uHA4H8fHxFBcXT+haUUP2N5/PR2NjI0eOHOGvv/4iFAoRCATsDutf9+effxKJRKzbX3zxBWlpaQQCAUpLSwEoLS3lzjvvtDNM24yUh0AgwPvvv48xhu+//55p06ZZp6piweBrNz7++GPrG5iBQIBQKMTp06c5cuQIjY2N3HjjjXaFOWqMMTzwwAOkpqbyxBNPWI/Her2MlJdYrpfff/+dkydPAtDd3c2ePXtITU0lJyeH8vJyYHitDNRQeXk5fr9/Qh5pPVterrvuOqtWjDHs2LFjSK1MuPeQjV8oGHMqKirMNddcY5KTk826devsDscWTU1NxuPxGI/HY+bOnWvl4Y8//jB+v9/Mnj3bLFq0yLS1tdkc6ehbsmSJmTVrlnE6nSYpKcls3bp1xDz09/ebRx55xCQnJ5u0tDRTV1dnc/Sj52x5Wbp0qUlLSzPp6enmjjvuMMePH7fGr1u3ziQnJ5s5c+aYyspKGyMfPdXV1QYw6enpxuv1Gq/XayoqKmK+XkbKSyzXy8GDB01GRoZJT0838+bNM2vWrDHGnPns9fl8JiUlxRQUFJienh5jjDHd3d2moKDApKSkGJ/PZ5qamuwMf9SMlJecnByTlpZm5s2bZ4LBoPVNzIn4HtIv9YuIiIjYTKcsRURERGymhkxERETEZmrIRERERGymhuWkhScAAATISURBVExERETEZmrIRERERGymhkxEbDOwdt2A7du389hjj13QHJ9++ikbNmy4lGENYYzB7/fT2dk5bNsLL7zAq6++esn2tWvXLp5//vlLNp+IjB9qyERk3Ort7SUQCPDMM8+M2j4qKyvxer3DlkIaDbm5uezcuZNTp06N+r5EZGxRQyYiY1JzczN+vx+Px8OiRYs4evQoAMuXL+ehhx4iMzOTp59+eshRtYyMDOsvISGBr7/+mvb2du666y48Hg833XQT9fX1wJmjWyUlJWRnZ5OcnMymTZvOGkdZWdmQlSleeukl5syZwy233MLPP/9sPb5lyxZ8Ph9er5f8/HxOnTpFJBLh6quvJhqNAtDZ2Wnd37RpE3PnzsXj8bBkyRLgzHqX2dnZ7Nq169InVETGNDVkImKb7u7uIU3U4NN1K1eu5P7776e+vp5gMMiqVausbS0tLXz33Xe8/vrrQ+YLh8OEw2HWrl3LggULWLhwIatXr+b666+nvr6el19+maKiImt8Q0MDn3/+ObW1taxZs8ZqnAb79ttvmT9/PgA//PADoVCIcDhMZWUldXV11ri8vDzq6uo4ePAgqampvPvuu0yZMoXs7GwqKioACIVC5OXlMWnSJDZs2MCBAweor6/n7bfftuZZsGAB1dXV/2dmRWS8UUMmIrZJSEiwmqhwOMyLL75obdu3bx+FhYUALFu2jJqaGmvb3XffTVxc3FnnbGxs5KmnnuKjjz5i0qRJ1NTUsGzZMgD8fj9tbW3W9WC5ubnEx8czffp0XC4Xra2tw+Zrb29nypQpAFRXV7N48WImT57M1KlTh6x3e+jQIbKyskhPT6esrIyffvoJgAcffJBt27YBsG3bNoqLiwHweDwEg0E+/PBDnE6nNY/L5eL48eMXmEkRGe/UkInIuHP55Zef9fGuri7uuecetmzZ8j8tNBwfH2/djouLo7e3d9gYp9NJf3//eedavnw5mzdv5scff2T16tX09PQAcPPNN9Pc3ExVVRV9fX3W4sgVFRU8+uij7N+/H5/PZ+27p6eHhISE8+5PRCYWNWQiMiYtXLiQUCgEnLmOKysr67zPKSkpobi4eMjYrKwsysrKAKiqqmL69OkXdIH+tddeyy+//ALArbfeyo4dO+ju7iYSibBz505rXCQSwe12E41Grf0NKCoqorCw0Do61t/fz7Fjx8jJyWHjxo10dHTQ1dUFwOHDh62mTURih/P8Q0RE/n1vvvkmxcXFvPLKK8yYMcM67TeSX3/9lfLycg4fPsx7770HwNatW62L9z0eD5MnT6a0tPSC4sjNzaWqqorZs2dzww03cO+99+L1enG5XPh8Pmvc2rVryczMZMaMGWRmZhKJRKxtwWCQ5557jvvuuw+Avr4+li5dSkdHB8YYVq1aRWJiIgBfffUV69evv6AYRWT8cxhjjN1BiIiMVSdOnKCoqIg9e/Zc9Bzl5eV88sknfPDBB+cc19raSmFhIXv37r3ofYnI+KQjZCIi5+B2u1mxYgWdnZ0X9VtkK1euZPfu3VRWVp537NGjR3nttdcuJkwRGed0hExERETEZrqoX0RERMRmashEREREbKaGTERERMRmashEREREbKaGTERERMRmashEREREbPYflQj3tzSWKMMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -553,336 +552,160 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Hyperparameter Optimisation\n", + "### Parallelizing cross validation\n", "\n", - "Auto parameter tuning can also be carried out by evaluating the parameter combinations in serial and using the in-built parallelization over cutoffs. An example implementation with multi-processing in Python is shown below, with a grid of six combinations of `changepoint_prior_scale` and `changepoint_range` parameters. The function `create_param_combinaitons` creates a dataframe of parameter combinations, which can be evaluated serially to call `single_cv_run` with the `parallel` keyword to parallelze over cutoffs. The best parameter combination is selected based on the best `rmse` score but can be switched to another performance metric depending on the use case.\n", + "Cross-validation can also be run in parallel mode in Python, by setting specifying the `parallel` keyword. Four modes are supported\n", "\n", - "As an alternative for creating parameter combinations, one could also use the `ParameterGrid` class in `sklearn.model_selection`. This would need to be installed and imported separately if required, as it is not included with Prophet." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " The best param combination is {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8}\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
horizonrmsemapeparams
0200 days0.4500300.034958{'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8}
1200 days0.4537550.035471{'changepoint_prior_scale': 0.05, 'changepoint_range': 0.9}
2200 days0.4568870.035469{'changepoint_prior_scale': 0.5, 'changepoint_range': 0.8}
3200 days0.4904530.039134{'changepoint_prior_scale': 0.5, 'changepoint_range': 0.9}
4200 days0.4639690.036428{'changepoint_prior_scale': 5.0, 'changepoint_range': 0.8}
5200 days0.5120770.040488{'changepoint_prior_scale': 5.0, 'changepoint_range': 0.9}
\n", - "
" - ], - "text/plain": [ - " horizon rmse mape \\\n", - "0 200 days 0.450030 0.034958 \n", - "1 200 days 0.453755 0.035471 \n", - "2 200 days 0.456887 0.035469 \n", - "3 200 days 0.490453 0.039134 \n", - "4 200 days 0.463969 0.036428 \n", - "5 200 days 0.512077 0.040488 \n", - "\n", - " params \n", - "0 {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8} \n", - "1 {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.9} \n", - "2 {'changepoint_prior_scale': 0.5, 'changepoint_range': 0.8} \n", - "3 {'changepoint_prior_scale': 0.5, 'changepoint_range': 0.9} \n", - "4 {'changepoint_prior_scale': 5.0, 'changepoint_range': 0.8} \n", - "5 {'changepoint_prior_scale': 5.0, 'changepoint_range': 0.9} " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from fbprophet.diagnostics import cross_validation, performance_metrics\n", - "import itertools\n", + "* `parallel=None` (Default, no parallelization)\n", + "* `parallel=\"processes\"`\n", + "* `parallel=\"threads\"`\n", + "* `parallel=\"dask\"`\n", "\n", - "def create_param_combinations(**param_dict):\n", - " param_iter = itertools.product(*param_dict.values())\n", - " params =[]\n", - " for param in param_iter:\n", - " params.append(param) \n", - " params_df = pd.DataFrame(params, columns=list(param_dict.keys()))\n", - " return params_df\n", - "\n", - "def single_cv_run(history_df, metrics, param_dict, parallel):\n", - " m = Prophet(**param_dict)\n", - " m.fit(history_df)\n", - " df_cv = cross_validation(m, initial='2600 days', period='100 days', horizon = '200 days', parallel=parallel)\n", - " df_p = performance_metrics(df_cv, rolling_window=1)\n", - " df_p['params'] = str(param_dict)\n", - " df_p = df_p.loc[:, metrics]\n", - " return df_p\n", + "For problems that aren't too big, we recommend using `parallel=\"processes\"`. It will achieve the highest performance when the parallel cross validation can be done on a single machine. For large problems, a [Dask](https://dask.org) cluster can be used to do the cross validation on many machines. You will need to [install Dask](https://docs.dask.org/en/latest/install.html) separately, as it will not be installed with `fbprophet`.\n", "\n", "\n", - "pd.set_option('display.max_colwidth', None)\n", - "param_grid = { \n", - " 'changepoint_prior_scale': [0.05, 0.5, 5],\n", - " 'changepoint_range': [0.8, 0.9],\n", - " }\n", - "metrics = ['horizon', 'rmse', 'mape', 'params'] \n", - "results = []\n", - "\n", - "\n", - "params_df = create_param_combinations(**param_grid)\n", - "for param in params_df.values:\n", - " param_dict = dict(zip(params_df.keys(), param))\n", - " cv_df = single_cv_run(df, metrics, param_dict, parallel=\"processes\")\n", - " results.append(cv_df)\n", - "results_df = pd.concat(results).reset_index(drop=True)\n", - "best_param = results_df.loc[results_df['rmse'] == min(results_df['rmse']), ['params']]\n", - "print(f'\\n The best param combination is {best_param.values[0][0]}')\n", - "results_df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively, in some cases one could benefit from parallelizing over parameter values instead, when the number of parameter combinations are large and the user has access to a large number of cores or a cluster. In the example below, parameter combinations are evaluated in parallel using `dask.distributed.Client`. The helper function `parallelize_param_combinations` parallelizes the calls to `single_cv_run` for each parameter combination. The cutoffs in `cross_validation` are then evaluated serially. To switch to other parallel modes in this example, import the `concurrent.futures` module and set `pool=concurrent.futures.ThreadPoolExecutor()`for execution in threads or `pool=concurrent.futures.ProcessPoolExecutor()` for multi-processing." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " The best param combination is {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8}\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
horizonrmsemapeparams
0200 days0.4500300.034958{'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8}
1200 days0.4537550.035471{'changepoint_prior_scale': 0.05, 'changepoint_range': 0.9}
2200 days0.4568870.035469{'changepoint_prior_scale': 0.5, 'changepoint_range': 0.8}
3200 days0.4904530.039134{'changepoint_prior_scale': 0.5, 'changepoint_range': 0.9}
4200 days0.4639690.036428{'changepoint_prior_scale': 5.0, 'changepoint_range': 0.8}
5200 days0.5120770.040488{'changepoint_prior_scale': 5.0, 'changepoint_range': 0.9}
\n", - "
" - ], - "text/plain": [ - " horizon rmse mape \\\n", - "0 200 days 0.450030 0.034958 \n", - "1 200 days 0.453755 0.035471 \n", - "2 200 days 0.456887 0.035469 \n", - "3 200 days 0.490453 0.039134 \n", - "4 200 days 0.463969 0.036428 \n", - "5 200 days 0.512077 0.040488 \n", - "\n", - " params \n", - "0 {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.8} \n", - "1 {'changepoint_prior_scale': 0.05, 'changepoint_range': 0.9} \n", - "2 {'changepoint_prior_scale': 0.5, 'changepoint_range': 0.8} \n", - "3 {'changepoint_prior_scale': 0.5, 'changepoint_range': 0.9} \n", - "4 {'changepoint_prior_scale': 5.0, 'changepoint_range': 0.8} \n", - "5 {'changepoint_prior_scale': 5.0, 'changepoint_range': 0.9} " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ + "```python\n", "from dask.distributed import Client\n", - "import functools\n", - "from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor\n", "\n", - "\n", - "def parallelize_param_combinations(history_df, params_df, single_cv_callable, pool):\n", - " results = []\n", - " for param in params_df.values:\n", - " param_dict = dict(zip(params_df.keys(), param))\n", - " if isinstance(pool,(ThreadPoolExecutor, ProcessPoolExecutor)):\n", - " future = pool.submit(single_cv_callable, history_df, param_dict=param_dict)\n", - " results.append(future.result())\n", - " elif isinstance(pool, Client):\n", - " remote_df = pool.scatter(history_df)\n", - " future = pool.submit(single_cv_callable, remote_df, param_dict=param_dict)\n", - " results.append(future)\n", - " if isinstance(pool, Client):\n", - " results = pool.gather(results)\n", - " results_df = pd.concat(results).reset_index(drop=True)\n", - " \n", - " return results_df\n", - "\n", - "\n", - "single_cv_callable = functools.partial(single_cv_run, metrics=metrics, parallel=None)\n", - "\n", - "pool = Client()\n", - "results_df = parallelize_param_combinations(df, params_df, single_cv_callable, pool=pool)\n", - "best_param = results_df.loc[results_df['rmse'] == min(results_df['rmse']), ['params']]\n", - "print(f'\\n The best param combination is {best_param.values[0][0]}')\n", - "results_df" + "client = Client() # connect to the cluster\n", + "df_cv = cross_validation(m, initial='730 days', period='180 days', horizon='365 days',\n", + " parallel=\"dask\")\n", + "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Recommended Hyperparameter Ranges" + "### Hyperparameter tuning\n", + "\n", + "Cross-validation can be used for tuning hyperparameters of the model, such as `changepoint_prior_scale` and `seasonality_prior_scale`. A Python example is given below, with a 4x4 grid of those two parameters, with parallelization over cutoffs. Here parameters are evaluated on RMSE averaged over a 30-day horizon, but different performance metrics may be appropriate for different problems." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " changepoint_prior_scale seasonality_prior_scale rmse\n", + "0 0.001 0.01 0.757489\n", + "1 0.001 0.10 0.745049\n", + "2 0.001 1.00 0.753315\n", + "3 0.001 10.00 0.763111\n", + "4 0.010 0.01 0.536260\n", + "5 0.010 0.10 0.538103\n", + "6 0.010 1.00 0.544326\n", + "7 0.010 10.00 0.520970\n", + "8 0.100 0.01 0.524669\n", + "9 0.100 0.10 0.521302\n", + "10 0.100 1.00 0.520692\n", + "11 0.100 10.00 0.515338\n", + "12 0.500 0.01 0.532103\n", + "13 0.500 0.10 0.528939\n", + "14 0.500 1.00 0.525256\n", + "15 0.500 10.00 0.524619\n" + ] + } + ], + "source": [ + "import itertools\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "param_grid = { \n", + " 'changepoint_prior_scale': [0.001, 0.01, 0.1, 0.5],\n", + " 'seasonality_prior_scale': [0.01, 0.1, 1.0, 10.0],\n", + "}\n", + "\n", + "# Generate all combinations of parameters\n", + "all_params = [dict(zip(param_grid.keys(), v)) for v in itertools.product(*param_grid.values())]\n", + "rmses = [] # Store the RMSEs for each params here\n", + "\n", + "# Use cross validation to evaluate all parameters\n", + "for params in all_params:\n", + " m = Prophet(**params).fit(df) # Fit model with given params\n", + " df_cv = cross_validation(m, cutoffs=cutoffs, horizon='30 days', parallel=\"processes\")\n", + " df_p = performance_metrics(df_cv, rolling_window=1)\n", + " rmses.append(df_p['rmse'].values[0])\n", + "\n", + "# Find the best parameters\n", + "tuning_results = pd.DataFrame(all_params)\n", + "tuning_results['rmse'] = rmses\n", + "print(tuning_results)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'changepoint_prior_scale': 0.1, 'seasonality_prior_scale': 10.0}\n" + ] + } + ], + "source": [ + "best_params = all_params[np.argmin(rmses)]\n", + "print(best_params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the examples above, we have used recommended initial settings for `changepoint_prior_scale:[0.05, 0.5, 5]` and \n", - "`changepoint_range: [0.8, 0.9]`. We could alternatively also use a random search to carry out a sweep between a range of values e.g. `np.random.uniform(0.05, 5, 3)`. Other parameters like the `seasonality_prior_scale`, `holidays_prior_scale` and `seasonality_mode` could also be optimised for. For the seasonality and holiday prior scales, recommended values to start with are `[0.1,1,10]`, and it is better to set these values on a log scale in the grid e.g. `np.random.uniform(-1, 1, 5)`." + "Alternatively, parallelization could be done across parameter combinations by parallelizing the loop above.\n", + "\n", + "The Prophet model has a number of input parameters that one might consider tuning. Here are some general recommendations for hyperparameter tuning that may be a good starting place.\n", + "\n", + "#### Parameters that can be tuned\n", + "- `changepoint_prior_scale`: This is probably the most impactful parameter. It determines the flexibility of the trend, and in particular how much the trend changes at the trend changepoints. As described in this documentation, if it is too small, the trend will be underfit and variance that should have been modeled with trend changes will instead end up being handled with the noise term. If it is too large, the trend will overfit and in the most extreme case you can end up with the trend capturing yearly seasonality. The default of 0.05 works for many time series, but this could be tuned; a range of [0.001, 0.5] would likely be about right. Parameters like this (regularization penalties; this is effectively a lasso penalty) are often tuned on a log scale.\n", + "\n", + "- `seasonality_prior_scale`: This parameter controls the flexibility of the seasonality. Similarly, a large value allows the seasonality to fit large fluctuations, a small value shrinks the magnitude of the seasonality. The default is 10., which applies basically no regularization. That is because we very rarely see overfitting here (there's inherent regularization with the fact that it is being modeled with a truncated Fourier series, so it's essentially low-pass filtered). A reasonable range for tuning it would probably be [0.01, 10]; when set to 0.01 you should find that the magnitude of seasonality is forced to be very small. This likely also makes sense on a log scale, since it is effectively an L2 penalty like in ridge regression.\n", + "\n", + "- `holidays_prior_scale`: This controls flexibility to fit holiday effects. Similar to seasonality_prior_scale, it defaults to 10.0 which applies basically no regularization, since we usually have multiple observations of holidays and can do a good job of estimating their effects. This could also be tuned on a range of [0.01, 10] as with seasonality_prior_scale.\n", + "\n", + "- `seasonality_mode`: Options are [`'additive'`, `'multiplicative'`]. Default is `'additive'`, but many business time series will have multiplicative seasonality. This is best identified just from looking at the time series and seeing if the magnitude of seasonal fluctuations grows with the magnitude of the time series (see the documentation here on multiplicative seasonality), but when that isn't possible, it could be tuned.\n", + "\n", + "#### Maybe tune?\n", + "- `changepoint_range`: This is the proportion of the history in which the trend is allowed to change. This defaults to 0.8, 80% of the history, meaning the model will not fit any trend changes in the last 20% of the time series. This is fairly conservative, to avoid overfitting to trend changes at the very end of the time series where there isn't enough runway left to fit it well. With a human in the loop, this is something that can be identified pretty easily visually: one can pretty clearly see if the forecast is doing a bad job in the last 20%. In a fully-automated setting, it may be beneficial to be less conservative. It likely will not be possible to tune this parameter effectively with cross validation over cutoffs as described above. The ability of the model to generalize from a trend change in the last 10% of the time series will be hard to learn from looking at earlier cutoffs that may not have trend changes in the last 10%. So, this parameter is probably better not tuned, except perhaps over a large number of time series. In that setting, [0.8, 0.95] may be a reasonable range.\n", + "\n", + "#### Parameters that would likely not be tuned\n", + "- `growth`: Options are 'linear' and 'logistic'. This likely will not be tuned; if there is a known saturating point and growth towards that point it will be included and the logistic trend will be used, otherwise it will be linear.\n", + "\n", + "- `changepoints`: This is for manually specifying the locations of changepoints. None by default, which automatically places them.\n", + "\n", + "- `n_changepoints`: This is the number of automatically placed changepoints. The default of 25 should be plenty to capture the trend changes in a typical time series (at least the type that Prophet would work well on anyway). Rather than increasing or decreasing the number of changepoints, it will likely be more effective to focus on increasing or decreasing the flexibility at those trend changes, which is done with `changepoint_prior_scale`.\n", + "\n", + "- `yearly_seasonality`: By default ('auto') this will turn yearly seasonality on if there is a year of data, and off otherwise. Options are ['auto', True, False]. If there is more than a year of data, rather than trying to turn this off during HPO, it will likely be more effective to leave it on and turn down seasonal effects by tuning `seasonality_prior_scale`.\n", + "\n", + "- `weekly_seasonality`: Same as for `yearly_seasonality`.\n", + "\n", + "- `daily_seasonality`: Same as for `yearly_seasonality`.\n", + "\n", + "- `holidays`: This is to pass in a dataframe of specified holidays. The holiday effects would be tuned with `holidays_prior_scale`.\n", + "\n", + "- `mcmc_samples`: Whether or not MCMC is used will likely be determined by factors like the length of the time series and the importance of parameter uncertainty (these considerations are described in the documentation).\n", + "\n", + "- `interval_width`: Prophet `predict` returns uncertainty intervals for each component, like `yhat_lower` and `yhat_upper` for the forecast `yhat`. These are computed as quantiles of the posterior predictive distribution, and `interval_width` specifies which quantiles to use. The default of 0.8 provides an 80% prediction interval. You could change that to 0.95 if you wanted a 95% interval. This will affect only the uncertainty interval, and will not change the forecast `yhat` at all and so does not need to be tuned.\n", + "\n", + "- `uncertainty_samples`: The uncertainty intervals are computed as quantiles from the posterior predictive interval, and the posterior predictive interval is estimated with Monte Carlo sampling. This parameter is the number of samples to use (defaults to 1000). The running time for predict will be linear in this number. Making it smaller will increase the variance (Monte Carlo error) of the uncertainty interval, and making it larger will reduce that variance. So, if the uncertainty estimates seem jagged this could be increased to further smooth them out, but it likely will not need to be changed. As with `interval_width`, this parameter only affects the uncertainty intervals and changing it will not affect in any way the forecast `yhat`; it does not need to be tuned.\n", + "\n", + "- `stan_backend`: If both pystan and cmdstanpy backends set up, the backend can be specified. The predictions will be the same, this will not be tuned." ] } ], "metadata": { "kernelspec": { - "display_name": "Python (prophet)", + "display_name": "Python 3", "language": "python", - "name": "prophet" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -894,7 +717,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.7.8" } }, "nbformat": 4,