{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ynb-laSwmpac"
   },
   "source": [
    "# Loading and visualizing results ([open in colab](https://colab.research.google.com/github/openai/baselines/blob/master/docs/viz/viz.ipynb))\n",
    "In order to compare performance of algorithms, we often would like to visualize learning curves (reward as a function of time steps), or some other auxiliary information about learning aggregated into a plot. Baselines repo provides tools for doing so in several different ways, depending on the goal."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "yreoV7OClzYG"
   },
   "source": [
    "## Preliminaries / TensorBoard\n",
    "First, let us install baselines repo from github"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r4Aul2Qujlg9"
   },
   "outputs": [],
   "source": [
    "!pip install git+https://github.com/openai/baselines > ~/pip_install_baselines.log"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1n7XAyVWniRp"
   },
   "source": [
    "For all algorithms in baselines summary data is saved into a folder defined by logger. By default, a folder $TMPDIR/openai-<date>-<time> is used; you can see the location of logger directory at the beginning of the training in the message like this:\n",
    "\n",
    "Logging to /var/folders/mq/tgrn7bs17s1fnhlwt314b2fm0000gn/T/openai-2018-10-29-15-03-13-537078\n",
    "The location can be changed by changing OPENAI_LOGDIR environment variable. For instance, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 32433,
     "status": "ok",
     "timestamp": 1541626389411,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "xzqFBYiZjtUr",
    "outputId": "92dc8be5-c18c-4399-b2d0-0f444b321a13"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n"
     ]
    }
   ],
   "source": [
    "!OPENAI_LOGDIR=$HOME/logs/cartpole-ppo OPENAI_LOG_FORMAT=csv python -m baselines.run --alg=ppo2 --env=CartPole-v0 --num_timesteps=30000 --nsteps=128"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WYwTBFMCn95w"
   },
   "source": [
    "Notice also the usage of `OPENAI_LOG_FORMAT` environment variable - this allows us to suppress printing to stdout. \n",
    "Permissible values for `OPENAI_LOG_FORMAT` environment variables are `stdout`, `log`, `csv`, and `tensorboard` (multiple values can be comma-separated). \n",
    "The latter one (`tensorboard`) dumps values in tensorboard format, which allows for their viewing in [TensorBoard](https://www.tensorflow.org/guide/summaries_and_tensorboard). TensorBoard provides nice visualization and in many cases is the easiest way to look at the summary of the results. However, if tensorboard visualization is not sufficient, read on...\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QcWDWCfIojHy"
   },
   "source": [
    "## Loading results and plotting using matplotlib\n",
    "Bаselines provides helper functions to load the summaries of the results as pandas dataframes. \n",
    "For instance, the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 71
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 361,
     "status": "ok",
     "timestamp": 1541626398698,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "cDdZjFR2kFG2",
    "outputId": "09d91a7a-f851-459b-903a-f8c1d32ccb8e"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/baselines/bench/monitor.py:164: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  df.headers = headers # HACK to preserve backwards compatibility\n"
     ]
    }
   ],
   "source": [
    "from baselines.common import plot_util as pu\n",
    "results = pu.load_results('~/logs/cartpole-ppo') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sj3jfhbBpGPq"
   },
   "source": [
    "will search for all folders with baselines-compatible results in ~/logs/cartpole-ppo and subfolders and return a list of `Result` objects. Each `Result` object is a named tuple with the following fields:\n",
    "\n",
    "  * dirname: str - name of the folder from which data was loaded\n",
    "  \n",
    "  * metadata: dict) - dictionary with various metadata (read from metadata.json file)\n",
    "\n",
    "  * progress: pandas.DataFrame - tabular data saved by logger as a pandas dataframe. Available if csv is in logger formats.\n",
    "\n",
    "  * monitor: pandas.DataFrame - raw episode data (length, episode reward, timestamp). Available if environment wrapped with Monitor wrapper\n",
    "  \n",
    "Thus, a learning curve from a single run can be plotted as follows (note the cumulative sum trick to get convert lengths of the episodes into number of time steps taken so far)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 364
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 635,
     "status": "ok",
     "timestamp": 1541626401733,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "jEBxUzvVsNbP",
    "outputId": "7b7016a5-6f94-4384-821d-a9e197211315"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4d4bba0518>]"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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R+bXiA4eA5sKehsOydj7k6nAC2cGhBtgEmhb2tC19yM1PmnJRIgRhVQsxsBle9b2myXN9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6OqqgoA0Nrais7OztQ6mQRRIljKoarEm5u8lPscVgiTCc38hzsew+LZLTg4MIKb33MKvGWubOTq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\nkCFDhgwZDgH8/6BZS4beIGdHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4bbe1b00>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "r = results[0]\n",
    "plt.plot(np.cumsum(r.monitor.l), r.monitor.r)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lLGJgLFjqLDB"
   },
   "source": [
    "The raw learning curve from a single run can be very noisy. To smoothen it and analyze if any learning actually takes place, we can use `plot_util.smooth()` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 364
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 514,
     "status": "ok",
     "timestamp": 1541626405684,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "Rz4vAnURuURX",
    "outputId": "f5e38cd7-c63c-4b9c-aaa0-b24592b636ba"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4d4bb85550>]"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zZSNraVzBGwywmPmsOCdz05nlhhKFXG9KmVCeGt23bu7CJavbcW7Uh/t/fgSP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\nQcTzh0fwgyeOKSUU4zMhnB/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M0XmIr0mpZ5VOKOrGG7XqPstsL6kkXFWg1CgpCIgnhAXv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\n1IoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4bc1be48>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.cumsum(r.monitor.l), pu.smooth(r.monitor.r, radius=10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_e-NRHW8qoMF"
   },
   "source": [
    "Similar curve can be obtained by using logger summaries (instead of raw episode data in monitor.csv):\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 364
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 619,
     "status": "ok",
     "timestamp": 1541626409332,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "E2PawoKEua1N",
    "outputId": "02c4b58e-b665-4534-d02c-24c5862e473f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4d4bc35240>]"
      ]
     },
     "execution_count": 23,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BlK52WL04Dh4uXF6SiIyPAUxWQxAE7DyRjz2nO8N3TVIc13YmItEwgMkqCIKA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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d513dcbe0>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(r.progress.total_timesteps, r.progress.eprewmean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2iI5DRKArEVl"
   },
   "source": [
    "Note, however, that raw episode data is stored by the Monitor wrapper, and hence looks similar for all algorithms, whereas progress data is handled by the algorithm itself, and hence can vary (column names, type of data available) between algorithms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ETICR8zsrKg2"
   },
   "source": [
    "## Plotting: many curves\n",
    "While the loading and plotting functions described above in principle give you access to any slice of the training summaries, sometimes it is necessary to plot and compare many training runs (multiple algorithms, multiple seeds for random number generator), and usage of the functions above can get tedious and messy. For that case, `baselines.common.plot_util` provides convenience function plot_results that handles multiple `Result` objects that need to be routed in multiple plots. Consider the following bash snippet that runs ppo2 with cartpole with 6 different seeds for 30k time steps, first with rollout batch size 32, and then with batch size 128 (note that the next cell will take a little while to run):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 629
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 470993,
     "status": "ok",
     "timestamp": 1541626885128,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "OLEYIE95ue2e",
    "outputId": "d1f2760b-1433-4b73-c5ce-ceace66e07cc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 32, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n",
      "env_type: classic_control\n",
      "Training ppo2 on classic_control:CartPole-v0 with arguments \n",
      "{'nsteps': 128, 'network': 'mlp'}\n"
     ]
    }
   ],
   "source": [
    "!for seed in $(seq 0 5); do OPENAI_LOG_FORMAT=csv OPENAI_LOGDIR=$HOME/logs/cartpole-ppo-hp/b32-$seed python -m baselines.run --alg=ppo2 --env=CartPole-v0 --num_timesteps=3e4 --seed=$seed --nsteps=32; done\n",
    "!for seed in $(seq 0 5); do OPENAI_LOG_FORMAT=csv OPENAI_LOGDIR=$HOME/logs/cartpole-ppo-hp/b128-$seed python -m baselines.run --alg=ppo2 --env=CartPole-v0 --num_timesteps=3e4 --seed=$seed --nsteps=128; done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XzG8DDNwrwbG"
   },
   "source": [
    "The results of 12 runs from the cell above can be loaded just as before, via (we discard first result that is actually from the very first run in the previous section):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 88
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 319,
     "status": "ok",
     "timestamp": 1541629440197,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "cNKemLHPv03E",
    "outputId": "8ff4813e-23f3-4696-a531-6ef3bd12c569"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/baselines/bench/monitor.py:164: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  df.headers = headers # HACK to preserve backwards compatibility\n"
     ]
    }
   ],
   "source": [
    "results = pu.load_results('~/logs/cartpole-ppo-hp'); print(len(results))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xy388w_tssIL"
   },
   "source": [
    "But how do we plot all 12 of them in a sensible manner? `baselines.common.plot_util` module provides plot_results function to do just that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 937
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 858,
     "status": "ok",
     "timestamp": 1541629448579,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "1yemaAkKweB2",
    "outputId": "612d1da5-e2a1-4836-b223-aebfaa3feac6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x7f4d4bc1bc88>,\n",
       " array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4bad9358>],\n",
       "        [<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4bab7f28>]],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 26,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ec1hYyXaJzkPq+rO+q/8Ws7Z8gLu/+zM9RgxZwBlALBvtchKALMv4ZOssFLgK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\nkBiGYZisgAWJYRiGyQpYkBiGYZis4P8DMxRrQOAKNv8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4bc1bc88>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pu.plot_results(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uUNu5fEfsvot"
   },
   "source": [
    "The results are split into two groups based on batch size and are plotted on a separate graph. More specifically, by default plot_results considers digits after dash at the end of the directory name to be seed id and groups the runs that differ only by those together.\n",
    "\n",
    "Showing all seeds on the same plot may be somewhat hard to comprehend and analyse. We can instead average over all seeds via the following command:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 937
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 848,
     "status": "ok",
     "timestamp": 1541629456405,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "7d_aeRYXacFP",
    "outputId": "22554c64-b5a5-4892-81d0-8a7d0d3569a4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x7f4d4bcd8240>,\n",
       " array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4b9f55c0>],\n",
       "        [<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4b9bda20>]],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 27,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ePvM4j3IAy7GIZ/NTeFUnRDa7kFVGyV+MZ1KzZLMGJ3NnuKj3ImYSsbLfSdLJ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Ozrqewvp5eK9L0zYvIKgWDlGIrRu2L+KAtI2QzdJiMTpKRngDA/TNlgubulBHQZZiuruj6dgA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\niCgl/D/3HGz6UtSjSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4bcd8240>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pu.plot_results(results, average_group=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "iA89jxdgtElg"
   },
   "source": [
    "The lighter shade shows the standard deviation of data, and darker shade - error in estimate of the mean (that is, standard deviation divided by square root of number of seeds). Note that averaging over seeds requires resampling to a common grid, which, in turn, requires smoothing (using language of signal processing, we need to do low-pass filtering before resampling to avoid aliasing effects). You can change the amount of smoothing by adjusting `resample` and `smooth_step` arguments to achieve desired smoothing effect See the docstring of plot_util function for more info.\n",
    "\n",
    "To plot both groups on the same graph, we can use the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 488
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 581,
     "status": "ok",
     "timestamp": 1541629463814,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "_5IMVF3EGBMD",
    "outputId": "b29e81b6-8a57-4007-fe31-86652b7ee1e5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x7f4d4b919cc0>,\n",
       " array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4b95f198>]],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 28,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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o0LeukRB1+rIpRvrXvo9JTyUdLq2xZJfYP/04EHlc3d0Z5oNJdnTvQC8V8ZUo\nfDbQ3Uc2uySJNJzdAoCh5OnqVqlYkedVDvL0di8Zr2nnJNf3Pw0hBJ6j0dObxHMh3aMy0t9D2Soz\n4HShKRqO75Do8hnSOu/H8izSmQSGa8TNwfvzT3LtsEtG6cYODE6WH4nPX1SOcFn66fHPc85RHCJv\nrhTMoiQ9kkoG31VJp9KoWoAbuHT3JUkoCcIQxvWTFJw5XrjrhXiuYHgo8hbP1P+vqxqkhx9+mBtv\nvBGAvXv3Yts2nrcU056bm2N0dHTFaxQKGzN+eGSkh4WFVlf4QkTu9cJkvXut2GUqRQtD8ZhZzGEY\nDrP5PAPkyNYqv9aLp2t0exv7ec+VCxSs5m/XAwNdFAo1b4CQBaX1nicLc+vWhKvj6ipZd3BN51bs\nCnPFQlNT6I9mfopj1UNk0X9/euIRHhKPEYYhRT3yDLQghWEs5XbCwlYAis4cluVy6KTBc69cJFcu\nNuXCvMDgJ8cfoS/VT1jYSbns43mCRw7nSe3qYbo6ScW0AZswDCkUjjdpAbbswamgGzaPL0SK473J\nPspOiYnKQS5KXs29+v8EQkbVS8j74+w376PqlnhO5tVoIsWkfTB6nzJKOZhnyjjCVm0vvhdQLXsk\n0lE15JHpk2zp2orlhIznpkB1ODp/kgFtC7l8lbHusdP6/3UlY7ZqyG7Xrl089thjAExNTdHV1cUl\nl1zCgw8+CMA999zDTTfddMqLk0gknTF8M5YAqodTJisTfP3o3ac89G29itdrwVml18j13bajKNar\ndtB8zbX3FRWsZoUC3TPaTlmtD9tTFTXu2WkM2YUhCGMMjRSVIJJEsowE3znyvZbCDE3ReDL3OMdL\nx/BrxQGqGmIZkfyQ0fD7E0K0VOAtR3erqELlcPEQilB40Y4XAzDjHWLce5TFYJKt6l5uzP4mz0z/\nKhAy7j3CpBfNpSr4kUrH3uSLAJhyIy8rFF7cr6QpGjkzhx8G3H/yQRABqqKSN05P1HatrOohvfrV\nr+ad73wnr3vd6/A8jzvvvJORkRHe9a53EQQB1113HTfccMNmrFUi+ZmjMd9Tzz3UH5pz5iy7enZH\n54U+YRiuqc9mvYrXa8ENVzYOQghMz6Q72VwgYPn2qrOeynaZ3jYl4846ckjLdeeemH9s1c+q/nln\nG0KRnqMR+hpZpR8jiIoeVEXgGGnQWj+DlJpm3phj2I88MCHA81QK1iIhYZOR7GoT8mzE8iwUFPJm\njpHMCLt6d5NUkswFBwhqZfDXpW8lJbq4JPlc+tWt3KN/gBlvP7sT11Pwp0iKLBcnnsXj9jc47P4n\nh9370Uiwd/YZPG/X9XQlupgdjFZ9AAAgAElEQVSsjDNnzLFQEqhalC8r2oU1pWdOl1X/eru6uvjg\nBz/Y8voXvvCFM7IgiUSyRP1bs+3bOIFNUon6hxShULSK7OqJkt0/mLwPL/C4ZddLV73meuRz1rzO\nVbwVTWgYntFkkFzfxQ/9FQ1SSMj3Jr7Li3e9tOWBvRZJpapTJaWmsBs8sbyVZ86YXd0geTqqUEkq\nS2E0vaogVJ+s6KfMHF5ooykpXCvBsmK8GIHg+OIku3r2AOC5YsWKxE44gYvpG/ihT2+yD0UobO/a\nxfHKYXQ3T0p00a9sic8fVHaSEX3MeAeZdvdTDXOMqZehCJUrkzfzqP2vhAR4ODxZ/jHWxCKv2PMr\neIGPFxjg98fX8gKfx3IP8yzz6e2WtmGsvW1ZIpFsOvVS5UVrEWVZ4+hMdRrLMynZJWzfxgs9bN9e\ntel1verha8EPVp7ZJITAXVZNV3HKaB0ezLpbpWAVOFo6QkDI8dIx9g5e2WREvMAlCIMVq/tm9Blc\n38b2HLRaY+jhwsE1eZKGa5BNdEVNpqHPJX2X4Lg7eDB/mKzSDz4YQYledRTfSdCpk0oRCvlqmV21\n1Il3imKljm9TsqO8Vm+yD4Ad6b0crxwGYKt6FaLhsxBCMKLuYdx7hPvMjyFQuDJ1MwB7Uz/PJcnn\nMeE+RjXIsc+5lyPFw+iuHhv+RvVwIQQV02bebA1zbiRSOkgiOYepG4+yU2p5iPqhT87M4QZRybUm\ntHhWT536tNBG1jvGezWCMMBdQ17KWjb6wnD1jsbk8dzj/HTuJ5TtMgklQcFa5Lvj9/LjmQf4z+kf\nAFH4y15FscH2TUzfpNFWrkV9PAxDDM+I80dj2TGuHn4ag9pWelI9kUECjDAqwfeczgYu8JWmwg3P\nW19F4bwxD0T6eeXaGPR6CPPS9DO5JPE8uqtPY3futpb3jmgXx/++LHkjW7W98c8JkWJP8tlcm34Z\n13f/AgCzteGD0Z6aCyyqC32d1KE2DGmQJJJzmLpBMtYwbkERCsfLx+NGWi/w+NHMA1SdCgcXn2K6\n9rCp55s2iiisuPr13GU5n5V024rWIkklGRusRWsRy7OYN+aZN+Yp22VUoa2oOhGGYeQZCS0OkQWE\naxrwZ/s2fujH3kJPMjIAnqdw1dDTSBO5O/U8kmsnOj6sfVfB8W3cWh7LNhX8NUZNTc/kB1P3oXs6\nBbsY9wT11tYTBgmeobyWy498EH16d8v7R9VL439fkXxhx/v0KFGldLHW4xYGosXI2mZ6bYs+DWTI\nTiI5h6kPU1vLCAcA3anyVH4/JadIf7KfpJLkexPfIwg9/DDghTtupivZhR/6LXNxThXbs1DX8N3W\n8q1YZw0672nRKmD7NomG3E2jd5gUSSaqE1w9dPWKzbG2bxPg06iRZ7o6XuihrqKbZ9QGBWa1LtzA\nZazWe+R7grSaok8bAxvm/CPs4TnR/fQ06e7WqkHPTqJpgkW7wFhmDEWFQj7B8OjqDcrT1UmSSpIf\nTN5HiE+xpj7el4w8NN9VsMpZFDUgcDSsaoZ095KR7le38pLsH9CtDJFWOpdbd4thgHish2MmWB6B\ndc3OJekbhfSQJJJzmHrifvnYgk4IIThSPEzOyHGkeARFKAgRSQYl1SQz1UlEGG5opZ3l203TaTsR\nhiH7ck8wVZnA8ZyO4yAmq+NNxqgdeTMqQ6465Y5TcHVXbzG6C8badPPqXlQ2kUVArGdXD7ftSV9H\nv7KdE+6DFP0ZFDXE1tNtldQ9T0VVlHiWkRBgGWsraijZZRSh4Ac+qtCY0adJKsl4PWGgYhtphAhR\nNJ9qvrUacVjbvaIxAsgyWrtfzeOzUijLdPCWh/DOBNIgSSTnKGGD4ViPIGpCSaApWtvEfd5aRBHq\nunp4VsNbY1+TIhT80GfOmOOJfOey67yZX/VaBWsRL/Co2GVy5nzbc2zPbMlRWb61JsXvJQ8pS1JL\noQoF34O6velJ9rG3FgKb8Q6g+wW+vfAZPvzIB1rydoEfGZ9G4dS1TmGtuEuyPWZtHMaWrm3xHgJP\nwXeXPkdbbx3St5x2/WBqkCardcUhu8ZrxvvwznxATRokieQcxQuikQ5+6LfM0TlVTM9AEQrOBurZ\n+ct06qaqE/Ho73aoQm0bLixYBWzfobRGrb68mUNVNPQOob92+nlrVQivFyF0JbpIqVHuxHUV6oLm\naTXNmHoZAHPeIb5X/hTTzmECAh6Zf4gT5eNxyX7gRgapUWB2LSrafuhTaphfNF0rWNnWvTQOIwiU\n2OABOEYSP/AIOgjJ+oHPUGaY+eMjzB66KH49DBQG0gOUnTJu4OK1MUieuzHybyshDZJEco7iBi4i\njEJP6xmVvRKOb0faahuo1tCoou2HPo/MPcKR4uF1XeNo8SgPzPwnx0tHVxQYraMpGqVagr/dWHBo\nL6bqNhipWX2Ge058k/HyyZbzGpti07XeL9tWUGvTU7tTPSREF33KFmb8A8y7xxhWdzOYHuRI8TBf\nO/LPfOngF5g35qMx4DQ353quYPLkykUCM/p0U/HJjF4zSF3b49cCX40NHkShtiAQXNS7s23hiiIU\nrhy6hur8KJXcQNMspAEtmuu0aObxnNawZrgJyt/SIEkk5yi2Z6EqatSvs0H1R17o4fjOhk6hbXzw\nH8jvJyQkZyys6x6T1XH8wOfA4v41D9Eza2E1N/DaPnzbeZX116pOhX869CX2L+7jK0f+kQ88/H6e\nyi+NZKjUjF1Pood0TTPQdUQ8PbWu3rBDuy5+z3b1Ol684xfi6bI5c4EvHPgsT+k/iu7dVIAhWFxI\nrOgpzevzTWHN6eoUAsGWrkhLL1LpFvgNat0EgtAYYCy7pe2Xjkwiy+xEBi3MQhhSWYiKIxQ1oIfI\n0M1V8y0hO9dKEATSQ5JIfmaxg2jGkO6ZHad9rh9B1dUJ1zEbaDXqpem6p3OkeDjOFR0vHF/T+93A\npWgVUYSyajFDI3UtvzAMWoo06iXfLfeqGc/9i/vwQo/dvRej1B6D9578VuwZlZwSAkF3siduNA78\nJeOREFGObnfimShodCkD7FCuZ0t6J2962m/zlmtvj8896UW6n4639EVA00JS6RC90vn3mreW9OPC\nMGTemGMoPRQLsPqeQuAJHvrKzRy5/zqCQKBoPn51mGwi2zZH16VlmZ1Mk0xoCAFOQ+Vct7sLgJli\nGVVr/vuoLvaiaBs/tmQ50iBJJOcoXi0J7q4iouoFHgcXD8SVZyuhCY2KXVqxym68fILFNRQW1Knn\no06UTqDVKthUoTJRmljT+4/WqgHXwqKZZ7ISXdeoFXooQmkRmq06VULRWvFme5Gy9v78k6hC45cu\nfgVvuPqNPHP05wgImKn1apWdMj3JHhShkNQig7S8oTWtpOlRR3hlz528auhOurVerGoaVahktAy3\nPe2tDCa2UAymsEMdAXFjK9Qae81an9VCAtOMrh8ScrJ0vGk2UV2JozfVF7/muxpmpQur0kVxZoST\nj+wlJERYg5ExXaZl5Ac+aX+USlkjIaLfk+cuheb6xHZUkowbB1o8TkdP02Eg8IYiDZJEco5Sz83U\nq7OOl47xzeP/1mJMHl94lG+e+Dqfe+rTqyqAK0LB8i38Dl2cXuCxYCysWJTQiOVZccXe4jKD2G5q\n6nIWrcKaDdLx0lE++9Sn+KfDX6Jkl+LppqpQMZdNOi07xbaFE27gMq1PUbSLXDZwOSk1RV+qn129\nkaLBrD6DF3jobpXeZB9BGLT1kACSWuRdpEQXilARStSLVKcr0cXO1FVRCNM7gapolBuKFAAsO/KQ\ncvNJirkkpmfyk9kf88jCI03l6bobqUs0Cr36jopRWCrzzh3fjlXJkvWioofRzFhTRV1SS+Iu7EbT\nQhJagpAQz166R0JJsSPxNPQwz5x/CAAnNPBCJxKP3QSkQZJIzlHquZl63uPuo1/hYOEpTpZPMFEZ\nj887XDwU/3tan1r1urZvdczvFKwCqohGLxwtHG7bV9PIopmLH5zLjaHhGquOVHgy9/iq64XIGN99\n9Kvxz0/kHsPxHAKiRltv2X3KduuU04CojP5wIfq8rhy8Kj421hU1vk5VJ2ND2pvqww/9eO7U8lLt\nZJvwoms16wgOq7sByPknAFpUImxLwXEEnifQda3WQ9baK1X3lrq0JYMUBCrVfOQxZQciQ2cXRrAt\nDdcVbOvZznB2OPZ2urU+cnPR+jJqloCgySABXJ58ASD4ofEZvqv/DV+tvIvvGx/HkgZJIvnZoNND\nv/6QtQO7qQ/pX499jX8+/GVm9BmKdjGuvgLicFb93xOVcQ4XDnLvyW/x3fF7ax6N11Hx2w0chBA4\nvkPBLnBo8SDmCj1QFXdJF85ZNoJCEcqKYcSQMC4e6MSR4mEenX+Y+yb/A0Uo/JfL/k/SaoZ9+Sew\nfTs2goZrsGjlOVk+ieVZVL3WyjvbiwzxRGUcTWhs714qe06pKbZ1bWdan+JkOcp9DaQGCMKATCLq\n7fGXe0htRGx9VyMMls4bUHYDIjZIyxucXVthcSGJqoJjCYpGse3nUPeQuhrCcIGvUs1FRQlDOyPR\nU2OxH1UNKS5qCASXD1wRFzfY+dE47JhQNFTUlmq6IXUn16Zeho/LvH+EAJ85/zAV7UjbdW00UjpI\nIjmLFKxFDhUO8Owtz4sldWzPZtHKx96F6RpNhqbO3Ue+QkaLvrm+ZNcv8r2J77Iv/yTPGH0maTXF\nPx3+Ust7RjIjbOvetqoRTNa+odu+xYI+x86+3W3P110dVSiR9+G7cQ4JotLsvJmPq8KWU3EqOL7d\n9sEe3dvmG8f/NV7rzp5d7OjZydXD1/DQ3E+ZqJxEd6tktQyLVp6SXSIkYNHKxetvxHB1LM8kb+XY\n2bO7Jel/2cDlTOtTfG/y3wHY3r0DwZIntFyTtu10VxHi2RqJTPQ5an4PvcoIBX+SMAxbKv9ULWRx\nIYmWCAFBXtdJtPk4Yg+pIWQXeAqVmkEa2D7P5JOXUlnsQVFMKqUEI2MuCSVJWkvjeA7W4lhcJQiQ\n0lLolksYqHhYJNVIj+/q1C3sTf48AHPeYe4z/47C8D1kxpeEWc8U0kOSSM4CZavEvDHPVHWKhEg0\nJbtz5jyz+gxu4FK2y1i+zZwx13INyzcp2AV29e7mysGruHH7C7B9i88/9Vn+5djXms7d2hXlFaLr\nruQhtb5ecspRXsWpjSMPQ44Xj1GxK4S10d+OZ7c1cnNG53EFs/psx6o6y7P4+/2fbrpmXU9udy3f\nkzfzVGqhuZSaQlNUEkoirppbTsWpcKJ8onaN3S3Hrxq6Jv6cAMa6xlCEGhsuf1kfTpfW1aJ6oGoB\nthlZlDCM3tOvbMPFwggLOMuadRWFmjEiOmeZY3dw8QA/mLyPauwhNeSQfBWzHP2czNike3T0Uoow\nBL0crXkxlyB3YC+OlcQt9zddO6WlSKopnt5/I9u6L2JP/6UENaurCg1VaGzRLkcLsswPfY2Tu97N\nsdLRNp/sxiENkkRyFjhRPsFk+SR+4LUku42a5I0mNKb0SRJKgnkzMkg3bX8hv7j75Yxlt6AKjdfu\nfQP/x6WvQhEKVw1eDUSGqp5juqh7B1cOXsWvXPKrJJQEs8YMbuDgdTJIbSSF3MDh8YVHOVKMckoz\nxgwL5jzjlZNx4YDuGbSocRJVq5WWJfLrlOxixxlKjy08QsWt5XJqytb1PM9gegiARSuPtY4R6LZv\ncbhwEIi8oeWk1BSvuuzVXDN8LTdsvTFSlFCj0JfvL8kG1ckmuwloNcJ+LQxmVTIIJaRfjYxc0Z/B\nD72OebWqVyT0lwy05Vl888TXeWj+pzy68DCwpDoOUXjQ0dOoCRchINNj4PsKRlWlkE/iuoKTR7J4\n5WFy+68moTU/7kczY+zuvwhLT3DFwBUMpYbwaf67UITKgPFsAAqD9zaFh88EMmQnkWwyYRjiBA6J\nhpBRo/yN0fDvkl2Me1B6kr08c+xZAFzct4cwDOKmTYCEmmQsO8acMYcmNF6+55e5uG9PfHw0O8ZU\ndRLDM3B9t0l5u87y4gCgYbppyL7ckwShT0pNYXpGnHzX3WrbqraEkuBI8VC87kYavcJGxssn+cns\nj1CFyhuveTOaonGidJxL+qJRClktS1pNRwZplarCRkzPYtaYYTgz0vRgb9qronLLzqWpu4nanrw2\nDawpNclodqwlT+bXlBNsPYOihPQrUciyGEwzql6O4Rn0JZfKt0+WT7Clayu6ayDCFBD9/g8VDjRd\n95rha5tDdq6KaydRE1GOKNtrsgiUigmy3RZHD3RTKSXoz/SSM9t/TooClhmtN6mm2grPbp96K9nu\n60joe3j+rXtajm8k0iBJJJuMF3iEy75uG45RyzE40dTXWiirbFfQ3SqmZ3JJX3MSvh2v2PMr5MwF\nLu67pOVYX7KPKSYpWAUgMorLr+MGHsoKk18bQ32NDy/L6yxaOqvP4odB06hywzOpOtWlcFjg15TJ\nBT+efQA/9HnJrl+IH8BXDC7lL4QQDKaHmNGnyVkLHde6nLyZwws8BlKDa36PVssTWaaKojaXygsE\newev5IeT349f8wMfatV4jhW9t1sZAUAPFqNR7k41NkhRz9EJ5o05uhPd+A1jMerhzp09u9jefRE/\nt+XZS/fxIpUG10qS6oqMTVdflJ8qFxNs22ExO5lCUUMSisaWbPs8HoBjL/2+M1qmqYjFd1QUc4RR\n9xW4rgq0l2naKGTITiLZZKw2KtShCKg6FfLmQmyMvMDD9PR4YuhodnTVa/cke9saI4DuZDSCoFwb\nMbB8cmp4GmMpVhJ/9UOfE8tyD/tzT8bGqGgX+dgTf8sPp76PF3jM6jOMZEa5euhpHa/Zl+ojJGSm\nOt2kor0S9ZL4gdrohrVQbyB1GmSDGlGFGk9vBbik/1Kc2nKCWuguo0THzbCMEKLJGy7ZRQICLM9i\n1pjFbxBKnTfmUYXGKy/9Lzxn6/MaPFWwq2nCMMR3E6iJyKvt6YtuXClG99USYbzmlcbLuw1aeI0e\nN4BZyaIoZ3hMbAPSIEkkm4zhmy0VXprQmDXmWKwNYIP6zB8R549Gs2Ondd+emkGqOFXcwMNeVs4d\n9Sad2sPHWGGAoCpUDhcPxb1PbuAyXV3ql/r38XuxfJOH5n/KrD6DH/ps797e6XIAdCeivViexUx1\n9d4rIL7nQGrtBimp1RQNnM6Pyv5UVCwwmh3lop4dpJQuPFuLq/ISpFFJYgZRiLKx1L1gLaIpGkII\nEkoCv9YX5AUeeTPHSGakredZmB2Me4jUhIfvqfT0RpN7y6XV5z014jZ4SNllBsnWswhlY0fer4QM\n2Ukkm4zX4Rt9yS6iCiV+ABWdIpqiMW9sjEGqP8R1r4rlWS3jGSIl7FMzSKvlclzf40B+PwEhM9UZ\nhBAcLhxiRp9ivLKktn3/9A+BqBhjJeqhPMPTyZt5dvddvOL5i1aBnBmF9/rX4SFpNQ/JbaiwW557\n29K1han8OBf3RlNXuxM9FHPdJBIirlrMiF7MMDJEVacSSfwgWmY/Bb5C4CvMm3MEBIx1tf7OA18h\npWa4ove5fBXQki6Du6YYDvrp6vEoFzsbJD8MUADRYOSchobf7mR3NAywpp3oWuszbqeL9JAkkk3G\n8duHxRKK1vRt2HAjD2bemKcr0dWU0D4V6h6S7lQxPQPTb84HOIHdFBZaD2bNQ3J8p21hhCIUjhQP\nc7x0DLc2huHfjv8LD88/BMAzR6Oih2l9ClWo7GxTll3HDZxYp63qVCm57ZtJG5mpTsXadz2Jpemp\nXtC56g2W8mT1ooYwhMH0YFM5ekbr4lnbnsVgJqr+29I7hF3u5nnbb+Dyob0k1QQZpRcrrBKEPkEY\nsmDOU3WrcTl3HaEG2EYyHvLX2Lxbx3cV+pN9OEay9h6PVLfOVVdCT6+HZao4dvtHuypU0lrzEL9G\nxfH+1GBT5aBrn/kpsY1IgySRbDLNYwg6Y7hVDFen6lYYzZyedwQNHlKtQdRwzSYRTdt31jSKfDkB\nIZZnEYYhXzr4eT7+xEeZrYmUNqIpidjgNfZVPWfLc7lx+wvicu7dvXvaN50SFVXctP2FZGvqCbpb\njYRUV/HsdE+PlbzrygtBGHBp/6U8Y/T6jrmzVG0dthNdvzfVw0jXaJOmHMBI1wiipj46mh3jipE9\nCARbs1vpTvaQEX1AiBVWUBWVnJFjRp9uCd0qSohjpJmsRo3Q29t4ip6dJJNOoldr1XHJkJ7egIGB\nkJ7+yLhWyu1/jwk1QaLWABtfryEcmVAS8Z6je0UGuTw/wOEfPp1q+cx6TNIgSSSbzPJen4fmHqTc\nRkKn6urMm2sraAjCAGeV5H5KTaGgYPomXughaM5ntPNs1oLpGXihx6wxQ77WG/To/MMrvmeiFqZ7\n2cWv4HnbbkQIwcsvvpWX7PoFfmH3L3V837bu7Qxlhnne1huB6DPyazOeVluj4emk1UxsFIMw4PLB\nvezq3c3W7m1tR3snlCRBAIkwS3eyJ/aCludaGhEItjYM0etJ9pJRoi8DRi2PlDMX4lDscgrFSN5o\nOD3c1iu2nShkWSlFRme4N8t1W69EUaB/IPodGtX2nm5CaKSUZNzQDJGKeaMKRaOieF1aaHFyFD0/\nQG7uzGraSYMkkWwyjd36ASGz+gz7ck80Hf/xzAPYvhVX2I2skj/yQ59rhp+24lA8IQRpLY3lWXi+\nh6ZoTSGjTuoNq1Gyy2hC44mFx+LXVhN5XWrc3Rm/NpQZ5uqhp3X0jtzAjVUa9g5dCUDVrSBQ2hr0\nRnRXR3cNuhJL4arhzHAcknv2lufQn25WMvACj0wii2UKepI9bOveFpfJJ9RkS+l+J3oSPXSJyJBV\nguj3qQil7VDBir/A1/Q/JQgDLhu4ou31PA96kz0U8rWy8h7iSr+B4cgw620MUhAGJNVUixccBgLX\nWQrbDaWGCMIA31MJvNr49Zq46siWzrqGG4E0SBLJJuL6Lh5L4aEFfQ4vcJk35mOV6acWnyRn5lCF\nysIaCxqyWpbdfRe3fchB9HBNqMmaQTJjJXHLi8KHtmfjneLQPt2tkjMX2L+4j+HMCLt6d1N2ylTs\n9uMnvFqV3XBmJA69rYW0mmIoExUOaIpGX7KPol1AE0tKF1GP1RIPzf6UxxYexXR1bN+KQ21hGMbX\nqrOlQTYIoum63YluytWA/mxP07G0mu6odrGc3lQfPUr0+ysGraHMOkV/mm/p749/3u7e1PY8EaRI\nqskGg7S0jsGaQXLNLO3+FJJqEiFEU65QKCGmsWSkhrvGCEIfx0jFI5AcM42ieXT1nFpbwFqRBkki\n2URKdgmt4X+7OXMOTUmgKRpHaqXRs/ostm/z2MIjTOvTpNVMUyK+Hb3JXhJKomOPzUU9F3HLrpeS\n1jJYvhVPU7V9E8M1eGT+IRbXOANpOY5ncWAxGv/9/G03xRVyk5XJtuePl8fxQ5+dPTvbHu/E8uq4\n0ewYuqvjBA6WZ3G0eIQfTN0XH89beSark0xWJnBrOaJsbXyDG7rs6G2+/0B6oClsqQiFpJrCdTRS\nWrPXprVRNOhEQkkwpEXFCaWgs7bfPvs7eDhkxQC/lv1rFGMbrtPq6fQmBhAIysXIiHT3LK15ZEv0\nBcPStaawHEBC1eLqQKVhArGqhph6Qx5JaHQlurGqGURtcqyjZ0hm1q6KcapIgySRbBKmZ3Js8VhT\nyKTQ0Hc0rU/znZPfxvEdHp1/mP+Y+C66W2Wsa2zFxkZYqqC7YvDKpgS9E9h4gce27otQGqaIVms6\ncZZns2jmyGiZU66ws3ybI8XDpNU0O3t3xQKlU+X2YbvHc48CsLemvbdWslpzPmVrd00jzi5wonyc\nJ3NPEIQBxVrj72x1qWhgSS078shSaqppthBE/URBQ3GEgkJSTeBarSFEVVHW9Xn1J4bJiD5KfnsP\nKQwD5vzDCBRe3v12NA0Uxcc1m5U0/MBnOBFp+tULDHr6l37fW3eYKEpItU3ITmmQdmqs5hQCnGV9\nVt3Jblwz8pA8V8X3NJJZaZAkkguCqlPl8OKBuL/DD30emv0p8/ocE5VxbN+GELyahE69N+eFF93M\niy568YrXdgOXHT27ABjLjsUPYTdwuWn7C9navZUtNWHS3ppkTV1HTgDTbSri1kPJKlJ1q4x1bUEV\nKlu6tqCgtPWQ3MBlvHySkczompQn6oRh2JLg31YrHKiH6TRFi7TzCocBYsMES427daPWtWy8N0Se\nTFpbStqntTSEAtds7w1pytoNUlrL0K0MYoSltrm6UjCHHVbZlbgeTURGSChLQq11+tJ9bOmKPNBq\nRUOIkK6upev19Ph0dfsUCgKF5vU1qqAvV0R3lxmkS/suQy9GeSlHjwo4Epm1VYeeDtIgSSSbQN5c\naCpM/unsT5jWp/nP6R/wz4e/zGf2fYLFWpOk4zvM6NOMZsd4xuj1bRs567kiL3DpTnQ3ydf0J/vp\nTnZz5eBVDGdGePaW58YlyX2pukGKPCQhRFOZ76mQsyJx0bqx05QEw5kR5qpzLTmtWX2GgIAdPSs3\nvjYihCAkZDgz0vT6pTXF7oVa4Ued6eokhwoHm0KQ9ZLveg6pu0NPV7ahRyetpamUNFS11fAcPKjw\nyANDHD/cudqukYyaISsGgDBukG2k4EfGe1jd1fS67zXfezQzRlAbAGhUVdIZPx5fAaCoMDrmYdsC\ns9pcEdfoFaliZYNk62lGxSWEhOjFyPtO95xZHTuQBkki2RQapXVCQhaMeRShMFWTszE8gx/PPgDA\ngcX9BGHAxb0rKCsLsHyLq4efxs27XtJ06KK+Hdy4/QVNgqR1+moyN1WnfcHBeolyXtFIgnrYEKJ8\njx/68QgJiIzokdq49W1dK0sDNV7/8oErePbW58ZafHWuHb4OgWBKb/bEVEVjf34fSkNIrT46vF5E\n0c5DAujWll5Pq2nKRY2k1lyVZhhw4IDANpPMTKzNIHWlumu9SGAEhZbj9dxSn7Kl6fXQV+KSdi/w\n6Ev143sCyxSYZs0gaT7jMIwAACAASURBVA0l3KHLzpqtLywsM0iKiuvCY48p/OSBbqYnlo43VtkB\nLMyl6cokyWrZeEx612B7dfaNREoHSSRnmDAMMV0LtaZ0aXkWXuDV8h0FdvTspOpUOVg4QFJNcXDx\nKRQUrh25ru31gjDg8oErOFY6yiX9l8beT51dPbs7rmWo1ny62ujwtTKjT8fVgT2JJS9toGb4ilaB\n3mQvYRhy99GvcKJ8nKSSZHtPqwJBO5JKkov7Lmn5Rg/Qn+5nNDvKvD6HG7hN6uPLxyjotZHmXVoX\nXuAxkmkfLuxO9kBNZTuppjGqGl2pZi/l6FEFTRMonsC2FQxdobf9NIuYgWQ/aRGdZIStyhLlIKqm\nXG6QfE9la/c2pqtThGHAYHqYQiCYnsjgewrpbNCkQq6gsudi+A9gcSHNlouDWol5gGdrfOUrCRYX\nFSABpPn5X5pn60VWSw6pUiuY2N5zEQ8XhlBUn0yv9JAkkvOeslNqqngqWAUUobBQa3ody27huVtv\nQCB4IvcYTuDw4l0vbfst3vYt3MBhV+9ubrroBS3GaDVGa1NXo+q0U2uEbWS6Oh0XDDR5SDUB04Id\neQOT1QlOlI8zkBrkv17xWjK10JjlL/W1LFdLcAKH5217fltjBLUG1O7tBASrVgg2huw0RWMw034E\nxXBmJJYSCs1e/ADUZZ/x7Gz0s6qoaFrI/Ez7USCNJNUU3Up0z3pzbJ0gDCj4U6RENyml+XduOSHX\njjydl+/5ZS4b3EuCKLx6aF90XrbLQ22wvQlVY+fOEEUJmZ/TSNQOWo7gW1/vYnFR4eqrfW55iQUI\nTh6tVR02GCTXFRQL9bEbCtVihq7BIkKEJFXZGCuRnNcUrEKTREzFLaMpGnN69E18LLuFKwb38pq9\nr2MgNciLdtzC1UPXtL3WcGaEpJoiraVjKaD1MJyN8jCWb8WezalieCYz1enY21oesoOlKsJ9+ScB\nuHnnLbHagRd4bOvajh/6qEJpCcl1ad1xzqvjfmp5pZJdYro6xWRlosNaDQSCjJahP9Xf0ZAPZAZJ\nqsloZpU+jKrSVBVpWVCt9RJHpd8BCzNre0j3aNG+jbA5ZLfPvgcjLLJNu6rlPWqYIUWGlJrk2uFr\n8X1B4BPfs7ffJZnwqcsjaiJBdzcMD4fMzSk89sAIth2y7+EBZmdV9u71ueUWj717Q7REQH4+Mjyu\nI2J9vhNHsggReV2zU9F9hrZVSKvpVUVsTxdpkCSSM4zeoIbghz66E31brw9gG6s1vY5mx3jD1W/k\nupGnd7zWQHqQZ215zimvpb9WeOD4djwX6VTww//N3pvFSJad952/c7fYIzNyz6qsvfeVTXaL7Bab\nZEuirJFsidKIHoJj0iPAxPjBsB78YEDwgw3BTwP4wbAAYWTYg8GIMi1KFuixOKQWkqaoVovNZu/s\nrq6lqyqzconMjIw94i7nzMOJe+Pe2DKzuqpZbcYfINgVGXG3jDzf+b7v//3/kqsHl7EMi0q3ginM\nhAvrQnoBU5is16+z39nn7f0fMZ+eT6h426bNkys/RcbM8tHVZ1joBSrQWcNy/nD9vsW0DkiXDt7h\nP1/8A776zldGDgc3vSYZK4MhDHLO6P4RgIHgdI+xmJPa1M6IBaT9fYFh6GBmGTYBknpD0KwfnqmW\nLE1TrwZ9yaBN/y1ed79BVpR4IvXLQ5/JOWmajf75PVfg+yJS9M4XfJy0wkkphFBYpk06DSsr+hm8\n9mqKv/n2Ipd/VKRQUPzcz/kIAZZpMLfgUjuw8VxBICXtgyIdV7K1no7c6Ldv6oB09rRipZAcHL4T\nmAakKaa4g1BK0fG7SBTfWf8Wz994nnLP32i7tU3GylBwigQqmCj7AzqjmM8sRgHsVhDqlHX8TtTo\nPy7afpv/7+p/41r9XZRSVDr7zKZmEywu23Q4N3uO3c4u33j3v6FQPL3604l5qvmedM+nz/48pXSJ\nhcxiVLYzhMEjEwz6Qiz36Oxxu++qO1wSa3j1iGGXmaBDB/Dg/EMUWEEFWt4nXjKs1wUhx8EUBsvZ\nFWzLYLd8+KBsziqSE3McyJtR0Hyj++cAPJv9DVLGMPMv52Rot2NWEa5Bu2lG4qn5ok/KCZhb6HLi\ndBsCk1RK8eEP+3z0oz7ptOLm9RwyEDz+eECcnzG/6AKC2kEGw4LOzkmuXU4qZ+yVU5imZHnJwDhm\nefhWMA1IU0xxB9HyWygklw8uUevW2Gxs0vG7XK1eoeZWWc2dQKqAjyz/VMSACyFVkLBGUEgWB+Ru\njou8nUcgaPvthHPpKLyx+xpv7L4xFCjDxV8pFSkllNLDPZmHFnUJaru1zVJ2mQuz90Y/C1TA8oCC\n+VJ2ObI+mE2Vxg6eKqWiAL6SXRn6+U4rqYaw3drGlz4ruVV86VNwJpcBTWFyn/NJTEs/czs2UNqK\nPTIhBJZhkbZSNOsmUgWkzBS+GpbXUUrPSc0aa3RVg7aq0ZY1ysFlls17mTOHafDh7FW3038OrmvQ\nbllUKzaWJcnmfYQJqYwknQmwjRT5PORy8PTTAU8/3b+W++5L/h5nZvWzVq0ZUmaKnR2L8nohyo58\nT1Cr2MwtuCPdcu8EpgFpiiluM7zA4+19vWjXulVsw6bWPcAQerq/G3T5s2vfwMDg6dWPk3PynMyf\n4EzxTJQhSCW5f+7BRK8jY2WH2GPHhSEMMlaGTtBmt70z1rYhUAEbjZtcqV7i3eqVxM+2mv0Fv9LV\nPaLQOiKOhxcf5kzxLFkrxy+c+cVEdiRgSLrHNuxocDU+VxWHVAEz6VlWcycRGORTRZYyy8w4M/z8\nmf9p6Pqgryx+unAaqQLmjuAY26w6vecgEz2k5giimWM5NOoGGSvHqeLpkU/05vU0V186j7mng3Ql\nWKcc6Oe6Yt038hoC5bOQWaQTy5C8rkGjZlI7sJlbdHWPy1SkUhIlAoqZFJmMitS7H3tM8qmfP+BT\nnz4YYgLOzOg3VasGc+k5LKvvkAtQ2XNQSjC3eDSL+NuBQ2nff/iHf8jXvva16N+vv/46f/AHf8C/\n/Jf/EoD777+ff/Wv/tUdu8Appvigodzaptat0vW7kQr1fqdCy2uRUTbfvPZ1Wn6TZ09+ksXsYiRh\nc7Z4jq3mFnvtXT2HNHOe67VrWsUBItmf94qcnafh1fECj53mdlT2ClHt1vjO+l8ilcQ2bPY6FS70\nfrbd2qbjdyKSRkhamB2xyAsh+MyF/xmpZKRQEWI+szAyA5pJFdlubo8McAAKwbkZPZ9V92pkrAy/\nft//gmVYBCrgL6//GVerV/jE2qeiz4TeTCfzpzAH1BhGodsVBIHAMnRoiV9ntztctkqbaWr1OvlU\nAUMYiYwqRKNu4XcypINHYfY/sRdco6V0aXHRHD1v5pgOGSuD1xUEPpiWzpDWr2UBwfxiF8eRmEbv\nZ4Ekn7PoCh2kQCAEPPKAQycYlv1ZnNf3dXAgos2CJUzC8FOt6OA0O38XBaTPfvazfPaznwXgb//2\nb/n617/Ov/7X/5rf+q3f4rHHHuOf/bN/xne+8x0++clP3vGLnWKKDwKqrs6KtlpbvQFUxX94/f9k\nt13miZUnuFZ7l7X8KT689CRAwuztVOE0280tZlKz2IZNwSnQbWs9urVjqBtMQt7Os9suazXxdnko\nIL1TeRtTmNFCXOnsRZnU1eqVBGMw7NeMY8MNKkuHiBMg4iil59lp7rCSWx3587g6eM7KMpOaRaEw\netbvZ4pnuVy9xH5nLwpqlc4+aTNN1srimIdnmI2ahWnp+xWIxIBtd4R6jiEMMsyT6bHUbNPGCzwU\nMOMU2O8e0Gro55muPQII3nD/TN+DKDFnjhaZDZ+RaSnqNYvZOR+va7B+VffA5pe6WLbCtHvpkBCk\nHRO/S0S8AC1xlB/Rn5qfSWOaioOD/ntt00F5DYQwqFX1syrOvPfxgKPiWCW73/md3+FLX/oSGxsb\nPPbYYwA899xzPP/883fk4qaY4oOGrt+l4TURQrDT2sYyLL52+U/YbZcB+OHWDwE4O3NOS+IMaLSt\n5k9wduYcP7X6MaDv8jqXnuPMBFvv46DgFFEoukE3ofcWYq9THrqn/77+Hf70yv8bUdVDhLYPxVhf\nZtRuPA6p5Nhs79zMeQqp4tjZo1xM2scyHXJWNvHeMHsK/ZYCFVDtViml57RM0iHZEUC3bUR9FAXR\nQLOUSbvvOGYyOXbLOnDZwkGqgIXMAiv5E6RMm2ZDzwTZIkM+6A8FfzL7v2MOZFRKKVzZjfQHDUNf\nU61qohRceruAYSpWTnawbIkVC56ZtL4+x5nsoAtaVHVmRlGt9u/JMZ1oYi4cji3M3FnLiTiOrNTw\n6quvsrq6immaFGPFyPn5ecrl8oRPQqmUxbJuTUl4EIuLx5+9+KBieq8fPFw72Gd5PklO+OHui4Bm\nd7V9PQh6cnaVbNbBDVwurJymlOkHpU+Vfjr67wdSF9hw3+X0/AlKpdH6a0dF0BNuXS4uwi74ZgfX\nbFKcTUdZzH57H+yA7IC+naRL1nKA5OsNv44pTJZm9IIvkdxTeIDrVR0QstlhnTw3cLln9QzF1Oj7\n+aXZn4+M8BLXoCSnZpdZzOnvit0JaJp7LM8uRM/1wsI5/vw6XKldwqPL2dmzSCSLuQWyWYdSpnDo\nc6yUU1FWFMggen+7DamU/t8oKJWlVIKuPYNqdDm/vIYhDGa685imRSk1Q7mzxQPt3+DVwv/BWesp\nlnM6OHldi403T3Hm8XcJ8PjE2nPsXF2guKxTsnTaxmsbuJ0UB3sOp891KBRtZmZgZiZNqaT1/k7Y\nBVwXZmeTBIxxmJmB/X2w7RR2L3nMSR206zWHdCZgZlaHCSFgYV7f/J36ez1yQPrqV7/Kr/7qrw69\nPs4QLI5K5dbopYNYXCxQLt8eDa67HdN7/WDixv4OHT/pqnm18i62YfPQ3CP8YOf7AOTFLK2Wiy89\ngrbJXruOQg2VtwzSeB1FTs5SqYyXbpFKEiiJbYz/k1YovMBj3tayObu1ChkKvPTua9zTY8Bd3H8X\nvws+R+sbVNoHFJwi7bYu67jS5czCvVxz1yENrdbwcXzp47UMKq3x99NieFfuBi4nTINyS39XuoHP\nXqWO7WfYa+lMLa3yZKwM16rXuFa9xl/d+CsAipZ+3kWhEs/RECaWYSYs0Pf3IfDDrEFRcfT7d3cF\nnY5JMIKdn82mKJfbVCoS6Vu0mi7VA/092FwHz3MxApABpHef5FdXf5vNH52j3KhSWKyydXGZ2m6a\n3U2blRWb/c0Mr/zAJpOvkS9K9vcFAsW7V3SAL5Y6dDourtel0WxTqbQxhUk7X2d318DzDFqtwwtg\nmYwFmOzsuJRKPcFeT9F1PRo1k4XlLp1OzzurK9jd81gpLL+nv9dJwezIJbsXXniBJ554grm5OQ4O\n+mn+9vY2S0tHl5GfYor/kTEYjDzpUW7vMJ9e4ImljzCfmWc2NRuVrNKRD5HAMYazCYHgl87/vSGl\n60H40ueh+YcnygGdn7kHQ5is9vozdU9nN9dq70bvaQdH3zy2vBadoJ3oHy2kF0lbabJjSnJSSVby\nK7c002IKK2FvrhmHgmJ6NrExDntzIdJmmvvntOW5E8u8fOlztniWczMXIgM/0HTnEEZiBgmsCVv4\nsL+UsTIJ2ad2Ix0pHzimQ6eRprGzgNfOsHttBSUFjb0ZDFMimis8sfQRNq6lSaUlB/v6fg1DYVpw\nsK/TmEzPcsJJSczesQ3DJJXSFPNxWdwgCgX92UZ/dhtH2DSqNkqJ97V/BEfMkLa3t8nlcjiOfjjn\nz5/nxRdf5Mknn+Sb3/wmX/jCF+7oRU4xxQcBvvRxAzexaK7XbyCVZCGzQN7J86UPf4lGsxOxmkKa\n82yqhGNalFvlQ834RsE0LLJ2lqyVGdKEA63yXUwVsU2L5V5AavQYgA23wUZjnZP5NZpuY+iz4xB6\nNoXqC570eHhBD7Pm7BwHcji4LWaXeHL5p453cz3EKcmgg4UlLObS83jKw1CaVv/Uykd5dOFxbNPm\n8sE7lFLzkaxRPCAJtFyREIKMldaCtxICH8JTGQMMu0m/mk6n/8MT+b6audtMIWlgIrCEjYvL9uWT\nqMBACMW1l+9DBSYYATSX2Nl02NtJaSfXlj5/OAe0X9bfrWzWJwgEhRkvEle1hIVhgGlC9ojO8Pl8\nGJAE9IgrKTNN9UB3kuLmf+8HjpQhlctl5ub6g2+/9Vu/xb/5N/+Gz33uc5w+fZpnnnnmjl3gFFN8\nUFDrVofozVeqlwFNcw7JC3GWWtbKIJWkkCqwkjtBwGS1hnEIS3WlVGmojK6JE3rHnjLTLPeGSUMt\nO8uw2G1rT6O4zNEkBDLgtd1XACKyRcEpMNfTsIuz4UL40ud04cwtO9M6I/pKlmEym5rBQJC1s9xT\n0qXHtKX7YveVHmCxp98nlSQdO0bWyUbBfzm7SiB9fF9ALHuLbw7ayeR3CG6sOhlmVnt7sFu2oyOG\nv3sBOiMyFH7HRhgSicT05njrtUKPtg2ddvJZ7e/qgJTJBQihmF/0CL9y4byUZSmy2f4s0iTke4mc\nDki9azQtqj8Ghh0cMUN65JFH+Pf//t9H/77nnnv48pe/fMcuaoopPohoeo2hxfZi5W1A22M/tfox\nXq/+gE5bl7x96bNWPE2gAkqpEqZhUnRmafWCghYdPdriHS7Wi9llNpo3cYReULqBi+idH8AxUtEC\nHZfYabh1AiVpx2aMJuG13VfYaKyzmjsRWTksxFQk5tLzXGtfGviUOpZL7CBsMVzStAxbBxorw2J2\niWJqFl/6I+/BV0mVhjhjbz4zz436dTotc8jOIUTnEAdv1xVISULVYGvLwLZixngTnq2BQdp2EsXM\nMEMKUekFpGwuoFAIMAyi6w3ZhqYJpZLC98E5xHsxmSFpCAx2NzW1vDj7/gakqVLDFFO8Rxx0Kryx\n+zotf3gLfflA22mfzJ8iZ2XJOX2G12y6xHJ2Gcd0oswq0wssUslEX+Mw2L3+k23aUbbkS59ThVPM\npkuRDUHKckiZKU7m19horFNuaYZsw2tQ79aQR8jQlFL8aP9NAH7x3N+L6Otx9fFSqsSgZEHOzg8F\niuAY9+iYw4t5GLCXssvcO3sf8+m58fegFNmejl0g/UjXD3QmlHcKdLsiEVDiGW+8JDcKQTActMLe\nTFj6sw1rrDqGY6aGOmvtlkm91r+Gg4qNYSqclGRmTqdkRm+AN7RUtywoFPqvT0I/IPVfu3zZYGsj\nw+JKh3yx//sxDTWxZHk7MA1IU0zxHrHfqdANOlS7w46a6/V1MlYmygwKvUXblz7nezMzjtEvI+Xs\nPIEK8JTfk7o5Qt0FSMUGPtNmmkAFLGQWWc2fiBh0oBc9pRTPnvwUAG/svQpA229xvXFtZBYShy99\nvvrOV9hubbGcXaHgFHBbDgd7aRZj2Y9lWDgiSWwoDNhL+DI40lxQdMwRVuthxvHE0ofJ2TlSZirx\nPOMwhIlj9QI+w8O5OSuDP2BUFyc1HJYhWRaUy8kVO8w8wlmmlJmO9PoG4YyQhTJNxfrVfiZXO7B1\n/8gXLK12esfuZUi9z2s5oaMRG9JpfY7wOpWC73/fBBQ/9exeIgCls0f7Lr4XTAPSFFO8R7R8XapL\nDSyYgQp6Stgl8j3Lg3w6H5EcThX0hL4d+1whVcRXAbawmU2V8I9gohdIP+ElZBs2F2bu4czMWSDZ\nB8lZOTzp8eD8QzhmissHl1BKYRsOlw8uHUqoeHnnJTYa6+TsPM+c+DgAB1vzNHfnyVr9a6hWTFob\nSQWCQcPBgpMfKco6Cr70yZrDKt3WCNXPcSoQtmlH7D7bMBPBRv88NSQNZPaeRxCMVmlIvNckoXrg\n+6MzpFFQqLGSRntlR5MtAmg3TTK5gFQ6IF+USKllg/TvUAekkAmYOYK7uhC6j1Tv2We89JLJ9rbB\n2fNdigOEhlRqGpCmmOKuhi99Ot7orXOls49EUrALEQ36RP4ErnQ5N3Mhep8dKwtZhkXWzJC1Mr0y\n2+E1ksHd/uniWWbSsyPfm7JSILRR3fnieepePXKuPUo15mLlbQwMvvDg/8aZ4lkCz8Tv2mStDLX9\nfmAtb6YxZQEZ6CUmUAGFVD9gBSpgrkf0OErZLlA+6RG2EaN6bMUxASlOq7dGZCNZO0unmyxzhYFk\nZ0ccif0YD0gXLxp976SeGoMhDEyGr1kiyY+5bqVgezPF9kYKpQSZXBCx36QUWLYkUAHpnptrqNyQ\nTh9esgNdtmu1dMB7+WUTx1F84rkOaiA7T2dvjXBzHEwD0hRTvAfstnfHkgDC/kzGzka6alk7i2XY\nieb+YClqrXCKMzPnovmkSVBK4ZjOgBfReL22UPzTNmwuzN4D9Ptc9sAcVNtvJSjkdbfOTnubtcLp\naDffaaQxrIBcOsPOpkN5y+bSj3J4viDrOHRbPdVsGbAYs5uQSjGXniNn5/HHlLBC+NLjZP7UyOds\njHhtJjUzstQZZ+kN3ivo0qk7kCGFAWlzU0ycQQpRrwtCkuPOTr8fZZlW9Lo1ohdmG06UPSkFf/vd\nOS79SG9ihICDPYdXXtSbjGzWp1Dwo/datkIqGalbhOc8SoYEYR9JcO2aQb0uOHdOUsqnYSCDTKen\nAWmKKe5q1N3a2J3zTs+IL2/nKToF3MBFKskDcw9Ei6tUktRAz2M2XSJtpSO/nXFQSjGTmhlrdz4O\ntmnjmCnOFHXQuzJgLwHw5t4b/N5rv8vv/+j/pulppYKt5k1A2ziE8LsOQkDWzGIYgv3dFFIKPQvj\npPFcvaA7phMRCgCytnZvtQyLol2gK92xJA7bdDhZWBv5nMPMw3OTxn+jSp3xkuqoDMntWIhYCVAp\nFQX63d2jdfM9r29REWeuOYYT9Y5sMXzuTKwcWa3YXH6rwPf/ap6tjTRSSbZv2uz37MbT2YBcj2wg\n0D0g0XuW0C/ZZbOKIwjpRMSGH/5Q/67OnZMIIRIUec8zKC3cedXvaUCaYopbRCADau4wkSHEu9V3\nAR1gDERELri/9ED0Hl/6ZK3xU4zmBGc0X3ms5k8OzT4dBsuwydoZTMNkIbPIfmdvKKP4wfb3kUpS\n6e7zavllAHZaurS3FHOs9VybQPbLcfGYUUzN4Lp6scsP2IZnzD7b8IH5h3h0/jHy9rDGnFSShfR4\nU0LHsPFlwI9eLeD2glLOzicGWkPEezSjGHu1GqSd/ucUEsdwaLWSunA3bgiuXx8doGwbtrcFzSZ4\nXj8amMKMct3BDFaiyMd0/cpb/UCwtZ4mZ+copnO0Oz1iRFqSL+hsRfQGYU1hRgHbtrUQ7OnTRyvZ\nra2p3n3p4589q78LWTsXfS+cVECuMO0hTTHFXYlap8pru6+O7AeE2GjcAGAxvQgYzKZLCRUHoKdA\nPZ4OZY3w1gE9UyMwD/X2GXlMw6bozOArn7n0fE8Ruy8H1vE77HV2I7mizV5mFGZ88XJj0LWRyJF+\nSFkngwr09eesZEAaDAgZO0NqBGnBMExWY6oHg3DMFF1XYlmSelUf0xTG0HMJpO5Z9Z/BcMmu3RaJ\nOaFABVimzfq6gWXpxX53V/BHf+Twx3/s8OqrxtDwqRBQrQp2dkT0Gf26QPSW2+HsTCWeT3m7/33Y\n23XIWlkKqSKthv5cPu9j2LrHY1qyd8z+9zAMSI4Da2uHB5GzZyUnTuj3ra1J0r1HF/+uhiXCO41p\nQJpiilvARnMdARMb3eVeRrGYXSJlOSNLcJawhthecYwbpHSM1C0FI9DMtIyVQSCY7/W29ntGewDr\nPeuGCzP3UErNsdXcpNatsl5fp5QqReSCwDcIfBPHdEY62ZrCwkZfY2EgQxpF4U5Zw6/Np+YmPmPb\nsOl0TETPoiFEZiDrVKjI7tyT3kj7i0aDpLmeEJgYbG/3M78XX+wv/H/5lzZ/+qfDv5/dXZHoH4Uw\negfJDFC/bcNOfAd2t9I4qYB80WPnZoZaz71252YGw1QsrnRZzC0ihIHZu5xEf8wmKtVduCDxff2P\nIFAEwXDWJAR85jMen/ykz3PPJQOPZVhICYsrh1AMbxOmAWmKKW4BXjC5nq6zjD296GcXSPUYUIML\n9yQCAowPSHm7wIPzDx3jivuweqQGS9jMZXRA2uvsAbpE9lc3v4tAcGH2XtYKp3Cly3944/cIlM+T\nK30duk4jjWEGZEaw30LkzBKudFnM9k0AA+mTMYeDacEuJBh3nvRYOETZwTZtlOdgmtCOyewMXlM2\nYf8uEh5UoMt1vi8GCAeCbsdgf79P/b561aBQUHzxiy7z85JLl0yqA1XbVksrNAwiDEiDG4lU7Fm0\nmibNhsXicpeVk5q9+Yd/aHPzpqCyZ7O43CGT80hZaQpOAcNQKKUSQ76mSZS5FQr6fwBnziieey5g\nfl4OKZY7DjzxRMD8fDJgmYaFELCyNg1IU0yRQMNtjBQOfb+hDdQmX8fbB2/R9Brk7BxZMxsNPQ6W\n7EY11xM/H9ELCbXvJmVWkxAOUKZMJ5IUqvVKdlvNLQ66FR6ce4il7BIfWnwi+ty54nkenHsYAN8z\nqO/MIYxkQ34QObEAgcVsjIYe9KR+BpG2MgnGnSmsI2WBNjq4dNqClqcXzrX8qcR3Ja6tlzKdoazr\n4EAv5PESqYnBW29ZUelta0vQ7QrOn5fMzSkef1yv6leuJH9Htj2akSd6v0shjD6jbmD+aLfXP1pY\n7vKRZ/Z57CN12m3Bf/7P+ntz7p4uViogZ+X0DJfhEqiAxZgavGkme3kLCwrPU5w9KykU4GMfk2Qy\nWlpoVMYUR9bKMDMbIARIFUz8Xd8OTAPSFB8YbNRvsFFf/3FfBr70h2Y0BlFu7tDwGuTtAo7p4PQW\nnUHKb5x+fO2awBsgh40apAyUP9Zx9SjIWFrJYTZdioZVaz3l7xs9Be9wTmo+s8DPnPo0z578JL90\n/pejINjYnUX0dudZZ7zh3aniSRa6H0vYTegFeTgQ26ad6Mll7KMtfo7U51dCkvW1kvlqflXbm/dq\nV7lYyXBUMGy3ZN0whwAAIABJREFUe/NChh19RmBy82Z/iaxU9HuWlvTv/vx5iRCK1183jsRmiwdB\ny3BQKD2nFps/2tnS35PF1S6GAR/+SH/G7cEHAx59VJFKSWzTJm2lcRybYmo2UQoWIqmnd+6cDkQz\nMZf5Rx+VfOhDAcvLky88bWU4szxDoAJsw07Mkt0JTAPSFB8ISCWpew0q3f0jmULeSXT89sTspO7W\n2WltI5XUGZKdi4Q801Y6Yi5JJRPss0YDNjeTxxrVawFjpKPqUZG2MkgV8OTKT5Gzs2SsDPUoIOn+\n0VrhVPT+xxYf5yPLTyUWvU5d30+gggTrbuhKhcmqfT7xmmPaY/tCdixg562jOeSmDS23lEul8dr9\nTOijqx/DUzrCp0Q/CA0qakBfFihtpSPF9YNyNkFaCIdeZ2Z6zME8PPCAZG/P4OrVw68zHpRn0zOk\nrTTz6fnEpmP7ZgrLkswvdlFKknZsnnvOY2FB8vGP+2StDGcXVqP3ny6ucHaEtb0ZE4gtFOBnfzZZ\no1tZUZw5o7jnHjW0CYrD8+DsyQymsMYOHN9OTAPSFB8ItLwWoAhkkhH2Y7mWoD1xPuh67V06gV7h\ncnaerJ2JduU5OxebkRFRqUUpvUsflK5Jm6khJQN7woJ+FFhCD2kaCNbypyg4RWpuHU96bDZvsphZ\nmtgX8roWSgoCGbCQXTi0jBOqYIcIy4SjEGaMvvQSrLhJcIwsCnCMNH4rRaD04puxMuSsPI26yd7l\nC2zcSHOwb2EPBPONDfB6pnyOkYo2PHs7mUTprVrV75md7S/2990no2Mcjv7vrGAXOVU4HTEZWw2T\nF783R+3AYWFFZ0cKTVZ4/HHJP/gHHrkcKCWYzetnZFmK+87MjuxDmkecBCiV1MT3CqEolRT5Y8g8\nvRdMA9IUHwjU3ZpuxBvWjz0g+YcQGsrt3chrqOAUyJi5mNp2inBhCs3hQGdHQmj9szgyVpZgQMkg\nNYKyfBSEWYBpmNGczuniWfJ2nkD5XDm4TKACTsWyo5HHqWcxLEnWyfLI/GOHnlcA7aZeahwrxYnc\n2tj3hj01PSt1NJc5JQ0sYZKzs0g/ixfr2JfSJWjPspifpVG12NmyEoSKdhs2Nw3s3ppuGgaO6RD4\ngko5GbgODgSWpcjFErewfLe1dfh1mhOy6u/95QLvvKnLYWfv0ZO1hhjW2/N9HRBdFy5cUGPtJY4a\nkAwDisXxFYdMRg/ansifmGidcbswDUhTfCDQ8fssn07w/jB+xiHcgY9C3a1z0K1w0KkAugcTpzNr\ndQLdp4irX1er+g/fHYh1tmFH8yv63PJQ5tk4XL5sRAEv7GUVnIK2igDe2HsNIBJ9HYfA058txryF\nJsG0oNYzfJt1SiOlc0KkegFpVJ9n7PUEcGH2HmbTs9jCphPzEHp44VHW0vci0G6vrqfIxhh2u7tE\nwSiETYYXvltKeCGBzpCKxaQFQy6nlQ6OEpDGZbXVfZvdbR0kl1Y7nLnQRKlhAow+hg6IjqOieaFR\nmDBPPYRQqWEUcrn3tzw+DUhTfCDgyn4Q6gaH+ADcYfgTrDivVC9jGzaVrg5Ii+nFId007YlDghkV\nysxox9I+hBAJpl3KdBJGeEeFlDobqOvELXHMsF90vX4NgeBkfnKGFHiaNn5+5p4jn79Rs/ClP1KN\nIY5Q+Tx9jB6ZlH3fItsWKDfmCmtlWE6djf6tpIkVs9gY5XG0t1XE9VTCMt11demxMKKnv7goqdcP\nd5Q1DXNk//Pmug6+H/vULj/zS9sIIbFMkzTDJ8vn9cblMJ26o2ZIwMTAljtaG++2YRqQpvhAwI1l\nRW7gHdkn6E5ATsiQQk+kg24FgWAptzTEKDOEwani6WgRDQJotfTCKCVDTeZ4RuGMmN85Cra39UIW\nSuDE6eanY03xldzqyJ15HK4Ljy1+aKyVwujPGLiuInNIGS5rZ/GlT/qI5TqAIIgz+ADZf0ZK6XOH\nMIWZsJEYFUQ6lRmUkAniSLhhGJVNhLM7e3uT+3q2kYrM+ZSCdy9l+etvzfP2azrwrJzsIITuHZWc\nec6fMxLyQ0EAq6v635nM5MzlOAEpkxmteSclFArTDGmKKYbgBv1VWilJx//xZUmTZqFCtlqls08x\nNUPazAwRIPJOIVJIAM2sC0sshjHsuxOfws/cIruuUtElq4jeHBP4jIulXjgk61EKMqI0kfQwqqRp\nWYp2I32oPXrWytENusw644kPcUjJsHxP0A+orisSzrWOY0ZBWQer4SDSbJiUUqVEiS0UTL2VgKSU\nfv5xeZ+3Xyvw/LcWuXYpT7tlMbfQJZMNUEphCpMgENx/v6Zrp9MKKRUnT0oeekii1OHme7Z99EAy\nMzO8CQLdr1pcfH8D0p3vUk0xxXuEL30CAixCkzObptc8ctP7dmNchtT225Gid8tvcTa7jG06Q5nE\n6eKZxL9rNRH1JUxTkw/ysTGjlOHQpoVU8liZQwildAZm20QT+nEPpqyd51ThNAedCh9aemLMUTSa\nlQLF1GT6r1RyyKdICPA7hwdT27TJ2NmJ+n5xDCoOABiqH5DaTRMjRoG2TSsK+O02Q5lBEOjXB5Uc\nwgxpVE+lH5AMGGGl8dJLJt/9rsXcnOSJZ7IsrXZYv6Z/j7mCR7Nu88hHdGbtWClKqVlAkMvB0pLi\nvvsklYpgaUn3rzzv8FLacTIkHWS1BUUchsHIEuWdxDQgTXHXo+21sGLJvBAC98fYR/LV6Axpu7mF\nZVjstLQI6WyqhGPaIz17QujeTn+yP1xw4ggzJE/5zByRSBBHyOCDPovPshzoLcxpK83fO/8ZDCEO\nVY6o7hY4sTB+lZIq4ET+JDd7gqxxdJpHCzJnCmeP9D4YZiUCEMuQul0j0eC3hB0FsUZjmNCgs5zh\nTKdfshs+XamkA1LcnC+EUvBXf6Wjw/6+wff+YoHP/K/rVCs2+aLHL/zqJgf7DosrXT23ZuUQwogy\nsUcf1QFuZUUljjmp7wN9PbujTAekUiSEYEGxtqY4eVId6fO3E9OS3RR3PZp+a4hy6gZ3RkJor73L\nbnt34nuCMaSGSqeCIQwOeoSGUrqEJeyRqgQhqtXhRWPw8Fk7SzfoYhvWodp3o1Cv9z1yooAkrKjB\nPuPMoFCHBiMZCHxPUbTHZ0gSbZBnjVBBV4HF/v7wZwYxlzn6vIvnDWcDlspEs1u+l1ziLMOIZo66\n3eFnXy6Plv2Z1EOybb2oh2W9OHZ3BUr1T9Jpm2yup3G7JjMlD9tRCeHSsH83ye3Vsg7PgDKZ0dnj\nOGSz/fMtLCgef1yysPD+D6BPA9IUdz28ETTvOOvudqLSOeBG7fpE0sSoHsk7lYtU3YPeMXoBKTWH\naZhDBnygg06tphfAwcVlcNdfdGZ4YukjI11Oj4I4kyxk8WXMTHQfaSsz1pfWixndBa6FIcREfbm8\nndfU9hErpmNb3LghjiSzc1R0u8MUZ6GcaHbLG+gRmcKKnu+o/tGgUOrg6+NmdvJ5aDaTx/N9eOEF\n/Rx+4Rc8fumX9LP80Ss6y50pJVPh+MDzJBbdUfpDjjO8sZmEeACcOX4SftswDUhT3PUYNXfk3qFZ\npE7QQgBbzc2RPw9kMKRjd7V6hTf33ogYdpWuTgMKqSK2YY/sh1y5InjnHW0ZPYhwBx9CCIFt2pHB\n3zgopYPcIOKzTVLqhTJlpaKgmzKdoZ4P6MD76MJjEYnD7ThkUhZiTPgKlB9R0q0Rrqim0NlJ3Ozu\nvcL3h7McQ1kR886LMeykCkiZTiwgDR+vVht9b7u7uow2rlSWz+vAH89KXnjB5NIl/VxPnep7Du1s\n6oMsn0iWnePPbFJJbtwwbByDpcjDEJ7P82B5+cfHYJ0GpCnueowKPt4dKNkppej4XYQQ7Lf3Rr7H\nV/5Qi+F6/TqWYUUMsp3WDikzRcbMUHRmhphlvh9O/TOyPDSu1HKY8nWrpVUHBjG48Hpeb+A2pgLg\njPAimkvPc2H2nqhMGPiT1bdTZjoimowq/5mGhW2Pz0JuBWEW8Oab8R6jgfJslALfjw8VBzhmCs/r\nSzXF0emMoYF3dMlu0JohjrC3FC/bXb6sz/3wwwG5nCYiWJY+xtJqZygghUoOvj9ZPWFSOS+EEP1z\nHQVhRmaaMHs0guMdwTQgTXHXI075DiEJcA+R8DkuWn4ryn5aQRtvxHm9wMOI/dnU3BqVmLldx+9w\n0K2wnF3BEIK8kx+Sf9nbGx2IQhyn9h9HtUpkGR5ikNpsWXqBHRy4HVUODE31QlHNwLPIO6MJDUoF\nzCccWc2Bn6soMA8GgvcCz9MK6a+9ZkSBzrLA92x8X6Bk/Hlo0obvC+r1YYadLp8mr63bhd/93Z4l\nxML4zKEfkETv/zWJ4dQpyac/3d88PfsJjxNnmnz858qJzE4pIvKLlCoScB3EUSjfIY7LtAsChpQo\n3m9MA9IUdzUCGcTESPswhRnpxd0u1N161FR2hB2Z1sXRDbqJAPNO5WKCtBAy7JazK5iGPXJep14X\nE//oRzLHjoBWSwyVjQYZe4bRzwIMw4jKds5An0sqyUxvFigMQp4fsJo7MeJ6BYZhMRMziRvMkAIC\nnF7QG1Uqu1X4vl78bbtvimcYoDyrR/nuv9cQBq++oh1QNzaGyQvV6nA/7/vf779w771HD0jf+54+\n+IULyd3FY49Knv30Dql08lgSGXlmWZYY20PS2dPYy0jgOGW7U6cUc3NybCB8vzANSFPc1Wh5rZFW\nD4YwaHsjaE23iHq3Tsfv12uEEDTd4eP7yscQBhcrF7lavcJG/Ubi56F9w2ruBOkxvZnDeii3miGF\njLN4H6lWG94ph4vm6cKZKPtxBth7vvJYyWmbg7X8Gr70yBizQz5M7bbBd7+5gKOSr6fNdEKlXCkV\nBaTjNNsPQxDo8qdta5O9EDJw6HSSlO/dzQxXrhgIwZCqOvRllUIcHMAPf2hSKCj+yT/pJqjXgwjn\ndWo1vSF4+22DUklGtO0QQoix1iWhckec8Tb0HnOyhl0ck7LwQQgBH/+45PHHf3z9I5gGpCnucjT9\n5tjp/u6Iktqt4p2Dt9kboHs3/eEMLFxk36m8zavlV4bo6FdrVzCFyanCKVJWGmOgdCXlaHZX4hzB\nrdVMwoDUaPRf63SGWWih6vdsusSJ/BqedBNqEKAVE8J+0UJmkYXMIqey54bOubfjYFoBB+Xktj1l\nppAqWS6LSyXdLuhBVoFhwP5+n8Hnd2zareSz397IYVmwvT2coSqlS2whpIT/+l9tgkDw8Y/7hy7u\nyz1LqHJZsLcnCALB2tpoa4eRGyz6gWrU8G0Q6NfvvffoJbXjBKQQP85yHUwD0hR3OUZRvqOf3Sbq\n92aPUTeoxtz1u0MyQVIF1N06buAOBcr9zh677TKnCqexTQdLZhEquSLFh1THQTfjj38fIaU73qOJ\n/3fYcHddERkBZuwMBtbQrNSg981Pn3yWOWeVQTRrFghFfTfZW7JMCxVjf1jCjJ7vrQbcUfD9foB1\nXcHubo9d107RaujfT71m8sJ3SzSqKSxLB65B7OyIxDPf2hLs7Rncf3/A/fcfnjXMzWk69s6OYHtb\nH38cW21wkwL97AiGKd9BAPPzknvuUSMHc8fhOPJBdwumAWmKuxqdCcSFrnzvzQilFFuNTUxhDpXX\nbMNmv5Oc5PRlwFZra+Sw62u7rwLw0PzDAHj1Wdr15PtCm4nDMMnFcxSCoJ95xJleYb9GSvj2ty0a\nDX3+nZ3+opyx05HKdoiZARM93xMjS22thmYX7u0aUWAAePFFg//+9QXqNf1MjViaFgTDhIJbhe+L\n6B4tC65f7w2wprMIQ0eYzfU0XteICAujmHRbW8me0vq6vt577jlaCUsIrfu2vy/Y2NCfHWcPbo4Y\nGg4zbaWGh2/TacWZM0MfORTHsaC4W/ABvOQpfpLQ9sf3ibzAe8925nW3NlabTggx1KcKlKTlNUd6\n27xbvYJjOFyY6c0LeRlazeRCX6mMv5YwkIR6dsdBXJA1CASNRr+cBXDlikEQwPXr+k/edUX0Gdtw\nyFj9QVlPeiykkxYXrju6zNVomNiGg2kK3nhDH/vllw02Ngxsy6Sy23M3jWWTSt2esl0orBoP3ltb\n+j5zdp6gR9ho9ryYQlbhKMuJUPan04E//VOLv/5rfb1ra0fvqSwvS5QSvPWWiWkq5ubGBKQRJTuz\ntxR7ntaviyPuUHscOM7tC/zvF6YBaYq7Fl7gHWLGpxJKAreCSmd/ogL14Pl96Y2kg3f8DpVuhZXc\nar/8IjO47f6xu93R8jIhvvMdk4MDHZCOy0RrtfqsKtuGixcF77zTZ43duKH/O6RG27amn4N2Jp1P\nz0XlSYGgNCDf02mbQ3Mt1QOB60vSVgohYH1d8P3vG1y71puxEiadtr4AUySf8e0ISOE8UXyQ2Pe1\nXI9pGNimEwVNpVQ0TzVIKllfF5E9+be/bXHxor7me+8NDvUdiuPkyf7zWVwcbw0uRpbs9POxrD5j\nLwj0/dyqwGmhcOuMzR8XpgFpirsWu51dnBET/yEMYdB0G2N/fhiUUux3JqQsDJsBShWMNAjcbmnL\n0OXsCqCHMM0gg+/2F+JKZTwVd2ND4HmCd9/Vf5LHXbBdN9mbMk1Bs6mb/UHQZ96F2YEQugGvFJiG\nIGPnotmhnJ3DGJj+dbvDS8X+ToaUbZLqeTRZlmBz04iEOk3DpNPSn4uXQw3j9lC/u10dvOMZkmX1\ns52UmaLVMPB9A4mi08iwva0zw3ChbjbhBz8wME0dqN5+W1/vhz7k8zM/M3o1DwJFOj2cOYVKDDC+\nXAdgCyshTSWVjBiIhUKftDA7q2eDjtM3iiOV+uCV7aZq31Pctai7tbG2z6AXubbsUDrmcXd7ZLog\nu8Mo2f04QjPAkAHlSx93RFYWSg2FVGkv8ElRwJemVkawNd06HpA8TysMZLOK69cNLKvf3zjuznbU\n+8OeSLncV7COlwI9T+C62n/HQJA203jSpzDCXiJucgc6M9nbLrCYnUv8juJZgRAGraZ+wYqtjLcr\nIHU6+nyD9x6yDNNmisoeWJYEDP7kv6SoVgU/93MeTz0lOXlScfFiP4C+846BUoJPfMLnwx8evyOY\nmYEPfUjyrW8JbLt/79ksPP20z+XLmgwxDrZpR0Z9oL+Blqk19s6f14FKExkUJ068t0HVVEoNuRDf\nKt4PBt4HLH5O8ZMCqST17uGDr/4R1BquXBHRIiWlLtH88PIWu61ygoLbao6adxJUO/0BF18GI6WM\nwgxpJaczJBmY2GYKxzSo1/V5B+dcXnzR4MYNg7ffNqPMJXSOPe4iMolKvrfXb9h3u/3syzR1hhAq\nBGQsbbITWlw0G/3nMShSul+2wHPGztRAr2TXMakfWImSnWHcnlJSeIyDgyThIpyzytk5Gr0h5J2b\n2ags9+abJtvbmlUXkhcA3nrLBNTEYAJaDXtmBk6cUEOZ7Ec/GvD5z3ucODE+QzKEkdADFL3XHEdx\n+rSK7i2bPdxm4jAcVdXhKJg0H3W7MA1IU9yV2KjfGGr+eoE3pLQ9SlZoELWaZlEBbG0BCHarTZrt\nfrrQbhnsbg//9ZrCpObqxotSCl/6dAeC4F57lyvVyxTsArne4KjqpnFMgWOZbG0J3n476bPjeZrp\nJkRy5xkGptuRIYWIzyVJKaI+lmH0soxeOa3gFPCkx2JmCYCtjQz7uzql8wZKduWyTTEzuZZkmzbC\nDLi57gyx+G5XD6lchv/r/3L4oz/qp55hjyhtZmj0Soab1/vGhjs7gps3Ba+/HpOAqmkdwFOn1ETz\nO98nsmV46il5y0KkiRJm77/j+nWWdXyB1FE4zOr8OJgGpCl+ItHxO+y0ykPlujf3Xucvrv0ZezEq\ntnsI9bvT0dlGuAjv7gqkkkijS6PW337WDqyxWUnL1yucJz086SJjBn0dv81/evv3AVjuZUcARpDD\nMLXvkC6NJVlqly8bGMbw+VxXJXoccYyiK4eYRBMPvXxAL3KVSjIwWr2exuniWRzTiQgNQQCdloHv\nCQLZ/4xSkqA1MzE7gv6iW6uapM3kVv/2ZEiCK1d0mW1jw2Bjo+9zFAS6DNZu6EC4W3YwDMWDDwb4\nvqBcNrh6VUQ9llCU9ty5yQEmrjMnBDzyiMT3j79Qxweqzd5FxEVNHef2LP7Z7O0J/kHw/rjHHikg\nfe1rX+OXf/mX+bVf+zW+/e1vs7m5yRe+8AU+//nP85u/+Zu4t1OcaoqfeGw2NofEOQG2Wpt40uPq\nweXotcNKdqE5necJdne1ZEzTa2AZBu2GPodSUK/auJ3Rfw5tX2dSXb+DL71EQ/r5ze/hSY+Z1CzP\nnHg2et0go/XJzGHRUilJLIZJCBoNMRRgXBd+9KPxf66DlhXxc7VaoieyqrOi+AyS6wocw0YqyVy6\nxKdO/WxEaAh8g27XpNXUNObomEpgdg830TMMEwE06hYGye3+uOs9DgZLblev6v+WUlCt9jYjroXv\nK/Z3LRYWVN8CYkfgOP1rCAdqFxcnByTTFIkyWC7HREmhcXBMO/oeGcLE90nQxG9HdgSaEHE7gr9S\nUDpus/YWcGhAqlQq/M7v/A5f/vKX+d3f/V3+4i/+gn/7b/8tn//85/nyl7/MmTNn+OpXv3rnr3SK\nnxiMkuzpBi7NXqYSGuEB+IcIo3me3slutq/xo4s+jgPl9g6GMGm1TJp1g7dey0eDn6MWSqkCOn6H\ndtCh43fYqG+w3dxip7XDq+VXKKXm+OKDv8FcTN0grXKgkhP4ITY2xNiej2Xp8tFgthY6re6OMLP1\n/fG74EZD/+8rX7H5vd9z2N8X7OwInn++b3Vgm040i5XticEGfm/Gp2sMacK1qjmkPFpAsQwLlGC3\nnHwOt2OR9DzY3Oxfx40b+iLDLHB7WxB0Tb799WWCQHDihIwW/XiWCCHxg0NdUtPpYZLBQw/JY5M0\nCk6RufQ8gZKYykJKlTj3cZS6J8G2+9nWe9EQzOXU+8LYO/QUzz//PE8//TT5fJ6lpSV++7d/mxde\neIGf/dmfBeC5557j+eefv+MXOsVPBgKpF/9BVDp70YR7w61HMzMBwUR3Vyl176fpNTkItuj63YiU\noJTg2pUcpgmGCcIAtyPYae8kjmEJi6pbxZceV6tX+NqV/8IfvP3/8IcX/wCF4lOnfiYReDqNFLJd\nwhDGyLLWzZujbbJBZzDdroiGPkM0m3qOKJSliaPZHL+A7e0J/vZvLba2tDmedjAVbG3pMqbv66Ch\nBmWTulqEVCkV9ZFCtCq5I+/gbcPGtnV5LI7bEZBcV7C9rZ9vNqtle+p1vQGp13Wf6NWXZilvZbhw\nIeCjHw0olYYDklKws6MN+A6bOxrVkykUbo08kLJSCGlSSGfJ5ZJZ0a3o0I1DeE/Fojq2Agjo39Wp\nU+/PhO2hAWl9fZ1Op8M//sf/mM9//vM8//zztNttnJ5t4fz8POVy+Y5f6BQ/Gai7tZGLeLV7EA2w\nqt6/QwRyfJHc8wRu4KJQNNw6+529iPE1aGJmmnCpfJPvrf93Nhrr0etCCPZaZepujW9c+3r/2NLj\ngbmHOFM8G73WrOTZX18ia6dGTuSDZoW1WvD7v29H6gZxhAoK8cUj3IF3OmKIrTcpIO3vC95802B2\nVpLPK65d0+dzHMHVqwZS6l7PoAtst21gmgphCAwRX7wVbufo1C/bdLBNm50dkcgiwoxO9/iOfLjE\n54NAB1yAp54KUErw5pv6QVy7pjOkjWtpMtmAv/t3fTIZvTinUioRkPTvQ7C6engKMY71dqumdved\nLrGybFAoJBf845jrHYZcTgeiEyfU0HmOgkJhMtHjduJIcfjg4IB/9+/+HTdv3uSLX/xiQq7lKNIt\npVIWy7o9Oeji4vvQWbtL8JN4r53qAQvm8ByMaAVks2E/xsF32pRKOdzAZXYuTdbJDn0GdKmr0ilT\nUnmEEHT9BsX0+G3w9eYus7MFDlSZR0r3R68HKkAg2G5vIhD8+kO/zl5rj6dOPJXIjuo353AyAScX\nViilC5RKyb9kHWzSXLyoGWJ/9mcGDz+sm88hbBvm57XvTeh9c+0a0aLgebC42H9/tTp+Ud/Y0JnW\nffcJKhV45x1QKkUupz+Xz8PSEsy7+YRihduxmJkZ7n8F0sciTzabotWCP/5j+OmfhnPDQuAALM7o\nMqaU2s7h/t4j9X19D6+/Dmtrx1/QWy3d06hW9bN78kmLF16AH/zA4sknLYpFfe+dDjz2uCSXS0Xn\nXVjQpb5UKoVpwsWL+pjnz5tks5PXqcXF0b2UYhEqleOlSVLCww+kWF7WgTKeFS0tJX/H7wWZjCbE\nnD6tA+q1a0cfmJVSf27wWu7U2nRoQJqfn+eJJ57AsixOnz5NLpfDNE06nQ7pdJrt7W2WlpYmHqNS\nOcQA5ohYXCxQLt9eU7a7FT+p97pR2aPhNfE9gRVTK96p7NPq9rfY2/v7LJtNAhVwU+wxkxqdJW1v\nC8r7B9Tdfhmwy2i6Wjfosn6wx6LjcrV1gwcLjSHFgp1Gmbyd52T6DCfTZ+h2AkCf2/cMGjWFYQFd\nm4bfpWImtYKq1RzdbpdXXrEJCxSvvurx2GP93fnenqRWk9y4IVla0pnAzo5BryhBuQzFosSytPzP\n+nqSUh7H6687gM3Cgtfr+1hsbLisrSkODhQ3bgScOyepVTuJLGlvL0W9NvxMXd+jsqewrS6vvWZw\n/brN9evwm7/ZHeqt6KDVn9l6+WWFUpLlZb1jf+kl1SNYyGOXknZ2oNEwqNezZDKKIPB4+mmDb33L\n5qWXfJ56KuDyZROwOHkioNXSJ0ilFA88YLKxYXPtmsvKiuLSJQswWVpyabUmb7BdV1KpDGdSuVwu\nca9Hge8risUA30/OqCkFmYyMft+3Aysr+nsDOiOcNHAeR7cLJ09K4kWw97o2TQpmh8bJj3/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pxirb4WKYqv19e43jIFTNsZMrEMx7OnxM7chaMjRxltqTOEpn9vvlLgm/8lxsWLBnNzio0Ng/Pn\nA6ZaprKe1x5ADOm/SsljEpB2V8ivVtuGf3NzitVVg1OnhDzRy7ILF/rHHguldhTNmh0NIxc3LBo1\niW5hX6pekQC1vCzU8t7d/1Y4dChAa9WXJdVqYhp49WpbvghEEqnRaDMEt0IQSC8pk2mX6kZG4Ikn\nuoPS6Gh34AzLaobRT7t+UIpzZ4YVzjwNwuOPB1uWYj1va7LDw0Yq9f70rzoxDEhD7BqXLolcfzhk\nOEjHTHoAO3u/kBVXrZpdi8dSZQ3LsFitr1BsFjk3cp4PTXwEgIXKPACubvZp2TV9l6ViOcqYbl5N\ncPdmnNcWf8bM6ga1ViCqFVN4rskrlT9nJv7X2EGWTyd/i0PWkwDMtijflrL4mzsvApBxMqTtDAfS\n0zw+9gRPjz3L8eyJ6LPrdTmBq+8I/fvyZZMrV+Sx06fbi3gQtEtenQtjLifU72KbS7EjdJa8hJIt\nO94gGFzKAnjyyYDx8YDZWYM337Bp1iUI/fnXDvP//ecDLC+rKJMJVRHC/tF2JadOHD0q5/zGG2YX\niUBr+MEPDNbWRE0izCzaRIXt33d5Wea1MplurbUTJ3Q0t+R5cORI93GG2YdpdvdxRAX8wTIk02x/\nl1tp3u0E70eG9KhgGJCG2BWKRWFOde7wQkO5TiwsSN/kXnB9NzLb85rdP8eNmtC6Q3bbRGoqcmXd\naGUvJkbEtgvhaY+ltSqW3VpEZxJcugzlRp2lyycxDDlYZQTcuTzCqr6B6WV46vq/o2AeZsySbvx8\nZU6epxQVT6heSTvJWEK0+E/mTzFidw+n1GoG8zNt3uzduwZvvGGSTuuIag2yGw0byLkOrdZwl765\nafSxwLZDZ08mNK2bng66Zml6YVnw9NM+QaAkYHgWM7fivPL9MQJf8dJLJr4PN26oiGCwsBDKHu0s\nQzpwQHPkSMCdOwY/+IHJq6+alMuyeJdKMptVq0mfSCjdO8sMw6CbTuu+BfzcuYBGQ/7faywXBgzL\namsMhnjQgBQeD2wvC7QdZOThgQ/jFxbDgDTErlAs9qf1hkG0ow/LMPPzBpub/b2DXpSaxUg0tdFo\n/xybfoNKQ7b9a3VR3S7EC+RjomWy3nrMMuwoOIWwMFhYkwBSXLdo1A3KzQrzb5+mUWkHCwXMWS+B\n0kyv/EN0rUDgG4yYBzCVFQWk8DgBkoyQtNs1lVDbTY5f8b1vTfC3fzkJ0KWj9vnPu9F1831pboc4\ncSLAdbt31uXyzjNMaJfWxP1UkcuJJIxlqW0Xx698RRiJb79t4jcd3vpZe5W+c0dmwl57zYyykMVF\ng3hcdwXR7aAUfOxjsuH4+c8tfvxji7/4C7sr2FYqqqWAvvPF+M4dOd9Mpj+jSKfhhRc8zp7tDpoh\noQHkNzs+3nZQHRsL9iQQJJPyHdxvhvR+MOweJQwD0hC7Qu/wJcgiItpmEphKJdXSWoObN1XX7r0X\nDb8Ryfo06+0VYb46j9mygggzpEJ8lLgVJ2klu3TmOpW/AzS1cozNkgSDjXUby9Y0/Dr1cgLD7Cib\nqQbzE3+K4ScYW/8CWiuaVQdTWYzZB1mtrdBslQM3qhLgYo1D2Ea7RtQ51Hn5rSwLM+3V/4tf9PjE\nJzx+7deaXY31REJz9Gjn3+GJJzRBoKMdfLWq+kRIt0P4vayuylDtxISc573EMU+d0hw6JBnM4kyK\nmdsSbGOxAM9TbG6qaMGv1YQBODnZ3R+5VyZ34IAoU5w44TMyErCxYXT1iGo1mbuqVHZOcw+t3HtL\ndiFGR/sf6wxIltWeR8rlAk6d2ptAMDUlGnAhg3G3eL97OO83hgHpA4ZiUZhx9+NBA2zJ/qpWFcvL\nYjTWudOs1xUXLxpbimT6YbnOVZHCNMBabRWt5Y3W6mvYhk3GltUkHxths7EZlfpCr6SqV+PHMz9g\nfiZO0om3Pl9+4g2vgWF0LxKb6Z/iWZtMrP1dbH8Ew/JpVGRBHrePoNEsthS+N+tSPkz73TQkt4N8\nMNcq1R09VeYLf3cNxxFr7c5gBLJo9Ta8T54MOHFCRw3ttr2CoFKBW7cGB6hmkyjDunQpHFqVgLTd\nvEuIc+d8QHHlYobZ2xJQj5+QayuK3vK8y5fb3krR+bs7kzb65V/2+Ht/z+OZZ+SHJz5O4XtoqlW1\n43JdeFwgmchW80e9sKz2b9Oy5Ds4dy7g+eeDHffE7gWRGAp25TnUiQ9y/wiGAekDg1IJ3nhDcfOm\nNIPn5u79mkHYqoxkmtJo7t3VKyU32VasKb/ltloumS1fFpivzFJsFNFa2Ffr9TVG4oWIRTeenECj\nI0r4Zssm4m7pDouVVar19oLZqJo0/Wb0OSE0mpWRbwNQ2Py0HCvgNmS7PW4dA4i07DbcFZJqBNsr\ndPXLOjOktSVZTY6erHLw4OBVOhxIDdEZ4IUVJ29eq3Vno2+8YUSDtb0oFuW6/5t/4/Czn1kkEjrS\nqtuqXOd57czm3LmWYd1snMW5OKA5ebJFq28t/NUq/OAHFpalu8gZpkmUje0EYR9tdlZFAqlBIMG3\nUrnHizuwuirXIpnUO2aldYqWhkH2+PF709d3A6XgU5+6/zmInQbX/YphQPqA4O5dhSy5LWuE8u71\nQbyeOaFeuO7WZSZ3CwdSr7W6N1oadgBz5XlRQ9CwWSvha59CvF2DmW75DYXBoupVqHo1Zkp3qBdT\nNHQ7tajXTSpuGQODQDWZG/9TVnPfZW78T9jI/ohk7TTJ+pn28bQC0qh5DBBiQ8NvUAuKZI1JbNuh\nVJS6ShCIUkOI9RUJSKm016cAESLsXcg1oStTisWIaOGVioqYcyIDZLC+3j9ACjIgOjNjRBnGl78s\n/SrP21ptIJ8PIgHUMEgszsdYWYyRSPoUWrYDIbvuzh2h+H/0o35X8z+b1buyKMhkJIgsLBi8+abB\n17/ucP260ZID2vlvcmNDvJjCmaKdoLMc9jBLY/cb4Dr19j6oGAakDwA8r98UrVLZ/UDr6ur2dNzt\n9L58v7u0E2YGYcnObREaan6dhWWPyloaZQSsVISwUIgVotce6AlIhjJ58da3qLk1lBej3FIB1xrq\nNbE4VygWxv6c2cn/wI3kN5iLfRfDj3Pqzu9H/kUAfksoNaZz5JwcC5X5qIeVMydIWBaVopyk2zMr\ntLkhFyeZcgcGpHhc85nPdPdJstnuxTTMNqrV9nDs2ppq2TUorl8frHoQZk+/8RvNiPbsOP1qCiDf\nxfi4NOB9v02Nvn0jxsaaQzbnRaaC4cYlfP/jx7t/NLmcyO1spSPXC6Wk5FcuK777Xble77xj0mio\nHQeJWk36lGIB3s+y2wqdv91Y7P6s0x8mPO/BZ6F+0TEMSB8A9PZ1QmxHNhiEclndt/Bip2ozSD9k\ndbVtP95sDWUuVxdZu3Gc4nIBw9Ss1kJCQzsgZZwsI7ERbpdu4bYUvk3DRCmF1mZkP1Eum3iewg1c\nXGuN+bH/BIGB+nc/hf/9DpM//dfE3Imu4wxLdjowmE4doO7Xubj8DgBZYxLHilMut1iBdTMa5PU9\nRbloYTsBphNgG92rZKj83Glh4Di6z8Z6dFQe71QvWFiQxVqpNu26E/W62HWnUrprCLZQaPeqfF8W\nPBEsFQXwVEqsFj76UZ98PmB+Ts598qDLsWNybOF3NjdnEIvpLgXtcHZnZETsGnaKXn+j9fWtiS+D\nAt3MjGTi+byoLew0kHXeA49iQBLV7ff7KN5fDAPSBwC1Wn9AsqzdBSStJbDdL0yzW1CzVpMyUKPR\nCkgt8sHCSgO3Gsety4K+0hBFhnD2B2Qu6PTIWbzA44/f+feR/QSA9toBaW3JwbYDvMBlfuw/E5h1\npt/5l+iaWETU3vi7fcfp1uLoQBH4BqdGpJT39trrAIwax0laCXxPUdw0aTbbDf9S0aJStkimPQxl\nRFT26Li07luI4/Fu6wSQIJJMSpM/nP3pvO6lUn8fL+zddQYgrbvdPrNZabafOhVEunbj43DhgiaT\ngQ99qL06Hz3mks+LXUWpJKXDQew60ExNtenlO8VTT/k8/bTHmTPiW1Sp9CuCg5REv/e9/p1UqNM3\nMtIf0LdDZw/pUWSzhUSLDzKGAekDgEHspUEKy9theblbvPN+UK1KmbDRIFrM19YM3KY87mmP2Vkw\nTB+3JgFpqXGXhJUg1/IZCvHE2JM4hkPZLXNj80b0eOAbNHxptFSKFhpxkN3MvILhJ4jd+TvRc4uL\nowS+wfrcGEs3DoruXKCobCTxPM2JzBmemXwWAIUibYyRcbKYJhTX7K5B3uVFB881SKU8TB3D98WD\nKNyFj43pvkXQcaRs1vk9SECSgF2tyqLc6R1kmoqZmfbfV1dhaUmOIxRnBWGuhdYWQSAq30ePQqEA\nE62k0LblGJSCT3xCDtSJ+Zw5LTM5uZzG81RUrusdhs1miTK3QaKcWjOwLGxZ8Eu/5POlL3mRkkM4\n6NqJmRnFxkZ/AJZ+qJzTTkkAWncz2EyTR27x/6BnRzC0MP9AYFAjHELjt53d0MWi2vGMyHbH8e67\nBs2m1P211pQrms0NgyZV3l1+m3pJhkp916bslin7GxzPnogYdiEyTpZ/eParfP3Sf+DNldcZS4wx\nmhgj8E3q1NhYt7g+UyduedTteeqxGfLFj1Fbl8CWKmxQWcuzdOMgd984K5/ZtJg+d5uUewLHvo7v\nmXxs+uOUKgGT/tMYGMRMWTXKJatLd295Xh5PpD3OnTJZXZAFvViU3lnvkCZIaa43QzJNma2ZmxMn\n129/26Re7xYaXVlREQvu9m0j6vOE1gkgGUuq5SPoeZDvjud9+PKXPe7caRBYJSZGYrhuWwPv6tXB\nckGhfxMIU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wHDDGkfotHoZhutrytefNHm+nUT31esrxu89prFiy/akUU1yECibYudwRtv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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4b919cc0>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pu.plot_results(results, average_group=True, split_fn=lambda _: '')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ABZmMmCmtQ1X"
   },
   "source": [
    "Option `split_fn=labmda _:''` effectively disables splitting, so that all curves end up on the same panel.\n",
    "\n",
    "Now, with many groups the overlapping shaded regions may start looking messy. We can disable either light shaded region (corresponding to standard deviation of the curves in the group) or darker shaded region (corresponding to the error in mean estimate) by using `shaded_std=False` or `shaded_err=False` options respectively. For instance,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 488
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 546,
     "status": "ok",
     "timestamp": 1541629471846,
     "user": {
      "displayName": "Peter Zhokhov",
      "photoUrl": "",
      "userId": "10254602425711636265"
     },
     "user_tz": 480
    },
    "id": "x4rVG6RGI31B",
    "outputId": "a036e51d-b6c6-4855-ce5a-a42c149a59ee"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x7f4d4b8577b8>,\n",
       " array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f4d4b8bc4e0>]],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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we8O7ORYfInsctbCcVmBveDeaoXFO+3nW8VJ0M5ocMd0c9DzNziCaoVnCM5dG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\nZ8ECywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4d4b8577b8>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pu.plot_results(results, average_group=True, split_fn=lambda _: '', shaded_std=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YMA86VtfI8d5"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "baselines_viz.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
