charts.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run all cells one by one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Here add path to the csv with PI results, make sure column names are not changed: \n",
    "\n",
    "'Timestamp', 'Select your team', 'Trust & Safety', 'Dependability',\n",
    "       'Purpose', 'Delivering Value', 'Team Autonomy', 'Teamwork',\n",
    "       'Continuously Improve', 'Decisions', 'Sustainable pace', 'Feedback',\n",
    "       'Integrity',\n",
    "       'One most important thing you want to improve as soon as possible'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "PI_previous = 'mShop PI 3 Health Check (Responses) - Form responses 1 (Final).csv'\n",
    "PI_latest = 'mShop 2020.2 Health Check (Responses) - Form responses 1.csv'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Select your team</th>\n",
       "      <th>Trust &amp; Safety</th>\n",
       "      <th>Dependability</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Delivering Value</th>\n",
       "      <th>Team Autonomy</th>\n",
       "      <th>Teamwork</th>\n",
       "      <th>Continuously Improve</th>\n",
       "      <th>Decisions</th>\n",
       "      <th>Sustainable pace</th>\n",
       "      <th>Feedback</th>\n",
       "      <th>Integrity</th>\n",
       "      <th>One most important thing you want to improve as soon as possible</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15/06/2020 16:23:04</td>\n",
       "      <td>Other</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>My time usage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15/06/2020 16:38:14</td>\n",
       "      <td>Team Blue</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Get rid of useless meetings - daily meetings a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15/06/2020 17:05:08</td>\n",
       "      <td>Team Yellow</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15/06/2020 17:44:56</td>\n",
       "      <td>Other</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15/06/2020 18:40:13</td>\n",
       "      <td>Team Green</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>frequent releases</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Timestamp Select your team  Trust & Safety  Dependability  \\\n",
       "0  15/06/2020 16:23:04            Other               5              5   \n",
       "1  15/06/2020 16:38:14        Team Blue               6              8   \n",
       "2  15/06/2020 17:05:08      Team Yellow               8              4   \n",
       "3  15/06/2020 17:44:56            Other               8              8   \n",
       "4  15/06/2020 18:40:13       Team Green               5             10   \n",
       "\n",
       "   Purpose  Delivering Value  Team Autonomy  Teamwork  Continuously Improve  \\\n",
       "0        4                 2              2         4                     3   \n",
       "1        1                 9              5         5                     5   \n",
       "2        3                 1              8         8                     8   \n",
       "3        8                 8              8         6                     8   \n",
       "4        2                 4              1         6                     3   \n",
       "\n",
       "   Decisions  Sustainable pace  Feedback  Integrity  \\\n",
       "0          3                 2         5          3   \n",
       "1          5                 5         3          5   \n",
       "2          3                 7         8          8   \n",
       "3          7                 9         4          7   \n",
       "4          5                10         3          5   \n",
       "\n",
       "  One most important thing you want to improve as soon as possible  \n",
       "0                                      My time usage                \n",
       "1  Get rid of useless meetings - daily meetings a...                \n",
       "2                                                NaN                \n",
       "3                                                NaN                \n",
       "4                                  frequent releases                "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_full = pd.read_csv(PI_latest)\n",
    "\n",
    "df_full.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df_full.drop(['Timestamp','One most important thing you want to improve as soon as possible'], axis=1)\n",
    "\n",
    "teams = df['Select your team'].value_counts()\n",
    "plt.figure(figsize=(9,9))\n",
    "colors = {'Team Blue':'lightskyblue', 'Team Yellow':'yellow',  'Team Green':'lightgreen', 'Team Red':'lightcoral','Stakeholders':'darkgrey', 'Other':'lightgrey'}\n",
    "\n",
    "colors_inv = [colors[x] for x in teams.index]\n",
    "\n",
    "explode = (0.05, 0.05, 0.05, 0.05, 0.09, 0.05)\n",
    "\n",
    "plt.pie(teams, autopct=lambda p: '{:.2f}%({:.0f})'.format(p,(p/100)*teams.sum()), labels=teams.index, colors=colors_inv,explode=explode, shadow=True, startangle=120,textprops={'fontsize': 12})\n",
    "\n",
    "plt.axis('equal')\n",
    "\n",
    "centre_circle = plt.Circle((0,0),0.80,fc='white')\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "# plt.tight_layout()\n",
    "plt.ylabel(\"\")\n",
    "plt.savefig('results_2020.2/piechart.png', bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for team in teams.index: \n",
    "    plt.figure(figsize=(10,5))\n",
    "    sns.set_style(\"whitegrid\")\n",
    "    color = colors[team]\n",
    "    data = df.loc[df['Select your team'] == team]\n",
    "    chart = sns.boxplot(data=data, color=color,medianprops={'color':'black','linewidth':'2.5'})\n",
    "#         sns.set_style(\"ticks\", {\"ytick.major.size\":10})\n",
    "    chart.set_yticks(np.arange(0, 11, step=1))\n",
    "    chart.set_xlabel(team, fontsize=18)\n",
    "    chart.set_xticklabels(chart.get_xticklabels(), rotation=45, horizontalalignment='right', fontweight='light', fontsize='x-large')\n",
    "    plt.savefig('results_2020.2/results_by_team_'+ team +'.png', bbox_inches='tight')\n",
    "    \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAF3CAYAAAALjSrlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deXxU9b3/8fckIQNDgBACFEUokZ80LqCsSiViEhbhUgUBwxLLLWKLelFuxCTIxSBboCwihbC19V4RIlhotfdKGxJRcGETEEzES9LKEkRoQEgmTDLJ/P7gwVypCZLD5Dth8no+Hj4eZnK+8/2cb75z3mcZzrF5PB6PAACAEUH+LgAAgPqE4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwKAQE53s379fdrvdRFcAANQJLpdLd9999/deNxK8drtd0dHRJroCAKBOyMvLq/J1TjUDAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACMKqoqEgpKSk6e/asv0sB/OKagvfAgQNKTEyUJH311VcaNWqURo8erZdeekmVlZW1WiCAwJKZmanc3FxlZmb6uxTAL34weFevXq1p06bJ5XJJkubOnavnnntO69atk8fjUXZ2dq0XCSAwFBUVKTs7Wx6PR1u3buWoF/XSD96ruV27dlq6dKleeOEFSdLnn3+unj17SpJiYmL04Ycfql+/frVbZTVycnKUlZVlqe25c+ckSeHh4TVu269fP8XGxlrqF3WXv+aTVH/mVGZmpvcsWWVlpTIzMzVx4kQ/VwWY9YPBO2DAAB0/ftz7s8fjkc1mkyQ1btxYFy5c+MFOXC5XtTeLvh6FhYVyOp2W2p45c0aSFBoaaqnf2lgf+Je/5tPlvuvDnMrJyZHb7ZYkud1uZWdnq2/fvv4tCjCsxk8nCgr6v7PTJSUlatq06Q+2qa2nE0VHR2vs2LGW2qampkq6dOockJhPJsTGxiorK0tut1shISGKi4vjyWUIWD57OtHtt9+unTt3SpI++OADde/e/foqA1BvJCQkeHfeg4KClJCQ4OeKAPNqHLzJyclaunSpHnvsMZWXl2vAgAG1UReAABQREaG4uDjZbDbFx8erefPm/i4JMO6aTjW3bdtWGzZskCR16NBBa9eurdWiAASuhIQEHT16lKNd1Fs1vsYLANcjIiJC6enp/i4D8BvuXAUAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABoVYaVRWVqbU1FQdO3ZMYWFhmj59un784x/7uDQAAAKPpSPeDRs2yOFwaMOGDZo2bZpmzpzp67oAAAhIlo54jxw5opiYGElSVFSU8vPzfVoUgLotJydHWVlZltqeO3dOkhQeHm6pfb9+/RQbG2uprRULFy7U1KlTVVZWZqxPfwsLC1NaWpqSkpJq1K6+jZXVcbIUvNHR0XrvvfcUHx+vAwcO6NSpU6qoqFBwcHCVy7tcLuXl5VnpqtY4nU5JqnN14cZU3+ZTYWGhd51r6syZM5Kk0NBQy32bHOd58+bVmyC5rLi4WPPmzdOgQYNq1K6+jZXVcbIUvI8++qjy8/P1+OOPq2vXrrrjjjuqDV1Jstvtio6OttJVrXE4HJJU5+rCjam+zafo6GiNHTvWUtvU1FRJ0ty5c31ZUq1JTk5WWlqaiouL/V2KMWFhYUpOTq7xfK5vY/VD41TdDqKl4D148KC6deumqVOn6uDBgzp69KiVtwGAOi8pKanGpxLrK8bq2lgK3vbt22vJkiX63e9+pyZNmmj27Nm+rgsAgIBkKXgjIiL02muv+bgUAAACHzfQAADAIIIXAACDCF4AAAwieAEAMIjgBQDAIIIXAACDCF4AAAwieAEAMIjgBQDAIIIXAACDLN0y0pdWr16tgoIC4/1e7vPyk1JMiYqK0oQJE4z2CQCoO/wevAUFBTpy5IjatGljtN/Lj3ErKSkx1ufJkyeN9QUAqJv8HryS1KZNGz355JP+LqPWrVq1yt8lAAD8jGu8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGCQpVtGlpeXKyUlRSdOnFBQUJBmzpypW2+91de1AQAQcCwd8b7//vtyu93KzMzU008/rVdeecXXdQEAEJAsHfF26NBBFRUVqqysVHFxsUJCrD9rYefOndqxY4eWLl1q+T1uJKGhoYqMjFRSUpKxPnNycpSVlWWp7blz5yRJ4eHhltr369dPsbGxltpaNWLECL399tsqKysz2q8kpaenG+/Tbrdr9uzZNZ5TPJIT8A9LielwOHTixAk99NBDOnv2rFasWHHV5V0ul/Ly8qr83a5du1ReXm6ljBtSWVmZ5s2bp0GDBhnrs7CwUE6n01LbM2fOSLq0w2C17+r+9rXl3Xff9Uvo+ovL5bI0pw4dOqSjJ4+qWdtmtVRZ1YKaXDrRdtJl7jGZ3x7/Vk6n0/hcBKpiKXhfe+013X///UpKStLJkyf185//XO+8847sdnuVy9vtdkVHR1f5u549e2rHjh31JnxDQ0OVnJxc7XjUhujoaI0dO9ZS28tHJXPnzvVlSbXq0pz6QOXlFf4uxQirc8rhcKhZ22bqM7lPLVVWd2xfvF0Ou8Po5w6obkfPUvA2bdpUDRo0kCQ1a9ZMbrdbFRXWNnK9evXSnXfeWW+ex9u4cWOjp5nro169eqlLF+nZZ//m71Jq3ZIlHdSwYS/mFHADsRS848aN09SpUzV69GiVl5dr8uTJcjgcvq4NAICAYyl4GzdurCVLlvi6FgAAAh430AAAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMCrHSaNOmTdq8ebMkyeVyKS8vTx9++KGaNm3q0+IAAAg0loJ32LBhGjZsmCRpxowZevTRRwldAACugaXgvezgwYM6cuSIXnrpJV/Vg2qMGDFCb7/9tsrKyvzSf3p6uvE+7Xa7Zs+eraSkJON91wc7d+7U9u3b9Z+L/9PfpRgRGhqqyMhI5hP87rqCd+XKlXr66ad/cLnLp6Or4nQ6r6eEG47T6ax2LK7m3Xff9Vvo+ovL5dK8efM0aNCgGrVzOp0KqkffXrA6p/bs2SO3210LFdVNZWVlluYT4GuWg/f8+fMqKCjQvffe+4PL2u12RUdHV/k7h8OhkpISq2XccBwOR7VjcTU9e/bU9h075C4vr4Wq6qbQ0FAlJyfXeLwcDocuXqylouogq3PqpZdeUlpamoqLi2uhqronLCzM0nwCrKpuh9hy8O7evVu9e/e2XBBqplevXrrl9q7qNS7V36UYsfO1ubqpSQNOC9aipKQkxhfwA8sn5P72t7+pbdu2vqwFAICAZ/mI94knnvBlHQAA1Av16CsoAAD4H8ELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGBRiteHKlSuVk5Oj8vJyjRo1SiNGjPBlXQAABCRLwbtz507t27dP69evV2lpqX73u9/5ui4AAAKSpeDdsWOHbrvtNj399NMqLi7WCy+84Ou6UIXzXx/Vztfm1ridq/hbuYq/rYWKfpg9rJnsYc1q3O7810d1U5NbLfd74kRDLVnSwXL7mjp//tJHqWlTt7E+pUvreav1YQLgB5aC9+zZsyosLNSKFSt0/PhxTZw4UVu2bJHNZqtyeZfLpby8vCp/53Q6rZRww3I6ndWOxdWEh4er3c1tJJXXuO2FoApV2Dw1bucLjqAKNQmuec3hN7dReHi45bFq0+b/qbKyxk0tO3++UJIUFnaTuU4ltWkjy+MEwD8sBW94eLiioqIUGhqqqKgo2e12FRUVqUWLFlUub7fbFR0dXeXvHA6HSkpKrJRxQ3I4HNWOxdVYaVNf+WOsUlNTJUlz59b8jASAwFTdDrGlbzV369ZN27dvl8fj0alTp1RaWqrw8PDrKhAAgPrA0hHvgw8+qN27d2v48OHyeDyaPn26goODfV0bAAABx/I/J+ILVQAA1Bw30AAAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMCrHa8JFHHlGTJk0kSW3bttXcuXN9VhQAAIHKUvC6XC5J0uuvv+7TYgAACHSWTjV/8cUXKi0t1S9+8Qs9/vjj2r9/v6/rAgAgIFk64m3YsKHGjx+vESNG6O9//7smTJigLVu2KCSk6rdzuVzKy8ur8ndOp9NKCTcsp9NZ7VjgxnV5HvO3BfBDLAVvhw4d1L59e9lsNnXo0EHh4eE6ffq02rRpU+Xydrtd0dHRVf7O4XCopKTEShk3JIfDUe1Y4MblcDgkib8tAK/qdsQtnWp+6623lJ6eLkk6deqUiouL1bJlS+vVAQBQT1g64h0+fLhSU1M1atQo2Ww2zZkzp9rTzAAA4P9YSsvQ0FAtXLjQ17UAABDwuIEGAAAGEbwAABhUJy7Mnjx5UqtWrTLa54ULFyTJe/ctE06ePKmOHTsa6w8AUPf4PXijoqL80u+pU6ckST/60Y+M9dmxY0e/rS8AoG7we/BOmDDBL/2mpqZKEveYBgAYxTVeAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADDouoL3H//4hx544AHl5+f7qh4AAAKa5eAtLy/X9OnT1bBhQ1/WAwBAQLMcvPPmzVNCQoJatWrly3oAAAhoIVYabdq0SREREerTp49WrVr1g8u7XC7l5eVZ6arWOJ1OSapzdeHGxHwCcK0sBe8f/vAH2Ww2ffzxx8rLy1NycrIyMjLUsmXLKpe32+2Kjo6+rkJ9zeFwSFKdqws3JuYTgH9W3Y64peB94403vP+fmJiotLS0akMXAAD8H/45EQAABlk64v2u119/3Rd1AABQL3DECwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAjCoqKlJKSorOnj3r71IAv7AUvBUVFUpNTVVCQoLGjBmjo0eP+rouAAEqMzNTubm5yszM9HcpgF9YCt733ntP0qUP0KRJkzR37lyfFgUgMBUVFSk7O1sej0dbt27lqBf1UoiVRvHx8erbt68kqbCwUJGRkb6s6Zrl5OQoKyvLUtuCggJJUmpqao3b9uvXT7GxsZb6Rd3lr/kk1Z85lZmZqcrKSklSZWWlMjMzNXHiRD9XBZhlKXglKSQkRMnJycrKytKrr7561WVdLpfy8vKsdlWtwsJCOZ1OS20bN24sSZbaFxYW1sr6wL/8NZ8u910f5lROTo7cbrckye12Kzs727sTD9QXNo/H47meNzh9+rRGjhyp//7v/5bD4ahymby8PEVHR19PNwACwPLly5WVlSW3262QkBD179+fI14ErOqyz9I13j/+8Y9auXKlJKlRo0ay2WwKDg6+vgoBBLyEhAQFBV3a7AQFBSkhIcHPFQHmWQre/v37Kzc3V2PGjNH48eM1depU2e12X9cGIMBEREQoLi5ONptN8fHxat68ub9LAoyzdI3X4XBoyZIlvq4FQD2QkJCgo0ePcrSLesvyl6sAwIqIiAilp6f7uwzAb7hzFQAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AIwqKipSSkqKzp496+9SAL+wFLzl5eWaMmWKRo8ereHDhys7O9vXdQEIUJmZmcrNzVVmZqa/SwH8wlLwvv322woPD9e6deu0evVqzZw509d1AQhARUVFys7Olsfj0datWznqRb1kKXgHDhyoZ5991vtzcHCwzwoCELgyMzNVWVkpSaqsrOSoF/VSiJVGjRs3liQVFxdr0qRJeu655666vMvlUl5enpWuAASQnJwcud1uSZLb7VZ2drb69u3r36IAwywFrySdPHlSTz/9tEaPHq0hQ4ZcdVm73a7o6GirXQEIELGxscrKypLb7VZISIji4uLYNiBgVXfAaelU85kzZ/SLX/xCU6ZM0fDhw6+rMAD1R0JCgoKCLm12goKClJCQ4OeKAPMsBe+KFSt0/vx5LV++XImJiUpMTNTFixd9XRuAABMREaG4uDjZbDbFx8erefPm/i4JMM7m8Xg8td1JXl4ep5MASLr0zeb58+crOTmZ4EVAqy77LF/jBQArIiIilJ6e7u8yAL/hzlUAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBi6sqKipSSkqKzp496+9SACAgXFfwHjhwQImJib6qBXVQZmamcnNzlZmZ6e9SACAgWA7e1atXa9q0aXK5XL6sB3VIUVGRsrOz5fF4tHXrVo56AcAHLAdvu3bttHTpUl/WgjomMzNTlZWVkqTKykqOegHAB0KsNhwwYICOHz9+Tcu6XC7l5eVZ7Qp+kpOTI7fbLUlyu93Kzs5W3759/VsUANzgLAdvTdjtdkVHR5voCj4UGxurrKwsud1uhYSEKC4ujr8jAFyj6g44+VYzqpWQkKCgoEtTJCgoSAkJCX6uCABufAQvqhUREaG4uDjZbDbFx8erefPm/i4JAG5413WquW3bttqwYYOvakEdlJCQoKNHj3K0CwA+YuQaL25cERERSk9P93cZABAwONUMAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAaFWGlUWVmptLQ0HT58WKGhoZo1a5bat2/v69oAAAg4lo54t27dqrKyMr355ptKSkpSenq6r+sCACAgWQrevXv3qk+fPpKku+++W4cOHfJpUQAABCpLp5qLi4sVFhbm/Tk4OFhut1shIVW/ncvlUl5enrUKAQC4AblcripftxS8YWFhKikp8f5cWVlZbehKl46KAQCAxVPNXbt21QcffCBJ2r9/v2677TafFgUAQKCyeTweT00bXf5W85dffimPx6M5c+bo1ltvrY36AAAIKJaCFwAAWMMNNAAAMIjgBQDAIEvfaq7Ljh07pvnz5+vcuXMqLy/XT37yEz3//PM6f/68vvjiC8XGxioxMVFpaWkBc106PT1dn3/+uU6fPq2LFy/qlltuUfPmzfXqq6/WWp8xMTFq166dJMnpdGrkyJFKSEjQxo0bdfz4cU2ePLnW+r4Wpsdk69at+s1vfqONGzeqQYMGkqRZs2apcePG1Y5FTEyMcnJylJKSomHDhql37961Utu18MccKi8vV0ZGhrZv3y673S5JevjhhzVixIha6/N6rVq1Sh999JGCgoJks9k0efJkNWjQQOfPn1ePHj2qbLNz505lZmZq8eLFP/j+Ndk2paSkaNCgQYqJifG+5nK59NBDDyknJ+faV8oQf26nbDabKioqVFpaqlmzZumOO+74wbYlJSV65JFHlJWV5fO6Aip4L168qKeeekqzZs1Sly5dJEmbN29WUlKSBgwYoIKCAsXGxvq5St9LSUmRJG3atEkFBQV6/vnnjfT72muvKSQkRGVlZRo4cKAGDhxopN9rYXpM4uPjlZWVpZUrV+qZZ57Rnj179Nlnn2ndunW12q+v+GMOLVy4UCEhIXrzzTcVFBSk4uJiTZgwQT169NCPf/zjWu+/po4cOaKcnBytX79eNptNeXl5Sk5OVr9+/RQZGVlt8OISf2+nJGnbtm1atmyZli9fbqTv6gRU8G7btk09evTwhq4kDR06VGvXrtX06dMVGRmpe+65R5K0bNkynTlzRqWlpVq0aJFuueUWLVy4ULt375bH49G4ceP00EMPKTExUc2bN9f58+f129/+VsHBwf5aPUvmz5+vffv2qbKyUuPHj1f//v318ccfKyMjQ9KlPeRf//rX8ng8Sk5OVsuWLXXixAkNGTJEX3zxhXJzcxUfH69nn3222j6cTqcaNWp0xU1VvvrqK6WkpGj9+vWSpGHDhmn58uVq1KiRXnzxRX377bey2WyaPn26OnbsWLuD8E9qa0ymTZumYcOGKS4uTrNnz9bixYu9OyYvvfSSjh07poqKCiUlJal79+7fq6usrEypqak6ceKEKioqNH78eN18883KyMjQ8uXL9cc//lH/9V//pU2bNmnnzp169913lZaWdkOOV1lZmf76178qKytLQUGXrniFhYVp3bp1stls+uijj/TKK68oJCREo0aNUmRkpJYsWaKQkBC1b99eM2bMUGVlZZXjOmTIEPXo0UOHDx9WcHCwli9ffsXctCoiIkKFhYV66623FBMTo+joaGVkZCgxMVENGjTQHXfcocLCQr3xxhveNkuWLPH+f2lpqZ555hk9/PDD+tnPflbl9kaqetuUnp6uvXv3SpL+5V/+RT//+c+971tSUuI9q3f5LJQkHT58WLNmzZIkhYeHa86cOcrNzdWCBQvUoEEDjRw5Un/729/0ySefqLKyUoMHD9a4ceOue5ysMLGdkqQTJ06oWbNmkqSPP/74e3Pq4sWLev7553XhwoUrxtLXAip4jx07VuVgtW/fXmPGjFFBQYHi4uL02muv6YEHHtDDDz+spUuXasuWLbrtttt0/PhxZWZmyuVyaeTIkfrpT38qSRoyZIj69etnenWuW05Ojk6dOqX169fr4sWLGjFihHr37q0jR45o0aJFioyM1G9+8xtt2bJFAwYM0NGjR7VmzRoVFxdr4MCBev/99xUaGqp+/fpVOaEvf0jz8/M1cODAa9opycjIUExMjEaOHKn8/HylpaXp9ddf9/WqV6s2x6RJkyZ6+eWXlZiYqOTkZO9R25tvvqlWrVpp7ty5Kioq0uOPP64///nP36tt3bp1atWqlRYuXKji4mINHTpUb731lo4ePaqysjLt2LFDFRUVKioqUk5Ojvr373/DjldRUZEiIiK8c2bt2rX6y1/+opKSEg0bNkxRUVFyu93asGGDKisrNXDgQGVmZioiIkILFy7Un/70JzmdzirH9dtvv9Ujjzyizp0767nnntOOHTt8cjYmIiJCGRkZWrt2rZYtW6aGDRtq8uTJGjp0qCIjI9W5c2d99NFHWrVqlRo1aqTp06drx44dat26tZxOp371q1/p8ccfV1xcnN5///1qtzf/vG3q2LGjjh8/rg0bNsjtdmv06NG69957vXVt3rxZt912myZPnqwDBw5o586dkqT/+I//0Jw5c9SxY0dt3LhRa9asUe/eveVyubRx40ZvX2vXrlXr1q21adOm6x4jK0xspy5evKjTp0+rT58+mjJlinen7Z/n1IULF3T77bdr0qRJ2rt3r/bs2VMr6xxQwdu6dWt99tln33v973//+/eun915552SpMjISJ05c0ZffvmlPv/8cyUmJkqS3G63CgsLJUkdOnSo5cprx5dffqlDhw5516miokKFhYVq3bq1Xn75ZTkcDn399dfq2bOnJKldu3YKCwuTzWZTy5YtvXuG1f2Ls++eah4/frz+53/+55pq2rNnj9555x1J0rlz53yxqtestsfkvvvuk8Ph0NChQ6/oc//+/fr0008lXbq2ef78+e+1LSgoUN++fSVdOvrr0KGDjh07pvvuu0+7d+/W6dOnNWjQIH3yySf69NNPNWXKFJ+NS3Vqa7yaN2+uoqIiVVZWKigoSGPHjtXYsWO1du1a79hc/tydPn1aZ86c8W5US0tLFRoaqm+++abacY2OjpYktWnTptrb9tXUV199pbCwMM2dO1eSdPDgQT355JMaPHiwIiMjJUktWrRQcnKyGjdurIKCAu9d+3bt2qVOnTqprKzMO67VbW/+eduUn5+v7t27y2azqUGDBurSpYvy8/O9df3v//6v9975Xbp08Z5Wzc/P14wZM7xjc3k8v7s9W7RokRYtWqQzZ85438M0E9up4OBgLViwQN98840iIiJ06tSpKufUqVOnFB8fL0m65557vGdjfC2ggjcuLk4rVqzQZ599ps6dO0uSNm7cqIiICIWEhKiysrLatlFRUerVq5dmzpypyspKLV++XG3btpUk2Ww2I/X7WlRUlO677z6lpaWpoqJCy5YtU9u2bZWYmKj33ntPDodDSUlJ3glrdT1DQ0PVokULlZeXe1+z2+3eDeuFCxd04sQJb01du3bVoEGDdPr0aW3evPn6V7QGTI3JP/fZrl07TZgwQaWlpVqxYoWaNGlS5XJ79uxRbGysiouLdeTIEd18883q16+fli5dqjvvvFP333+/ZsyYoY4dO171Nq2+UlvjZbfbFRsbqyVLlujZZ59VUFCQXAwYjgYAAAhNSURBVC6X9u/f7/1i0eX3ioyMVOvWrZWRkaGwsDBt3bpVTZs21eeff17tuNbGZ/bw4cNav369VqxYIbvdrg4dOqhJkyYKDw/3zvNXX31V27ZtkyT967/+q3dc+vbtqxdffFFjxoxR165dr7q9+We33nqrNm3apHHjxqm8vFz79u27YscuKipK+/fvV3x8vHJzc+V2uyVdCth58+bppptu0t69e3X69GlJ8oZJWVmZtmzZokWLFsnj8Wjw4MEaPHiwbr75Zp+P3dWY+EzabDYlJSVpzJgxyszM1IgRI6qcU4cOHdK+ffvUt29fHTp06KqZcT0CKngbN26sFStWaM6cOTp37pwqKirUqVMnLVq0SMePH1dGRka132aLjY3Vrl27NHr0aDmdTsXHx/vkupA/9evX74p1GjBggBwOh4YMGaLhw4eradOmatGihb755htL7z9u3DjvtwVvuukmDRo0SH/6058kST/60Y/UvXt3Pfroo2rfvr33ec1PPfWUXnzxRa1fv14lJSWaNGmSz9b3WtT2mFRl1KhRmjZtmsaOHavi4mKNHTu2yo3H5eVGjx6tixcv6tlnn1Xz5s3VvXt35efn65e//KVuv/12HT9+XL/61a98Vt/V1OZ4JScna/Xq1RozZoyCg4NVUlKi/v37a9y4cdq3b593ueDgYKWkpGjChAnyeDwKCwvT/Pnz1blz52saV1/p37+/8vPzNWLECDkcDnk8Hr3wwgsKCQnR/Pnzdeutt6pr164aOnSoHA6HmjZtqm+++cYbqJGRkfq3f/s3TZ06VWvWrLnm7c2DDz6oXbt26bHHHlN5ebkGDhx4xXZszJgxSk1N1ahRoxQVFeX9Vn1aWpqSk5NVUVEhSZo9e/YVf6fQ0FA1a9ZMDz/8sJo1a6af/vSnuummm2pr+Kpl6jMZFBSk2bNne0/3VzWn7rnnHqWkpGjUqFHq2LFjrX2nhztXAQBgEDfQAADAIIIXAACDCF4AAAwieAEAMIjgBQDAoID650RAXZeYmKhdu3Zd8VrDhg3Vvn17jRw5UmPHjvVTZQBMIXgBw7p27ark5GTvz06nU5s2bdLMmTMlifAFAhzBCxjWtGlT760EL7v33nt16NAhrV27luAFAhzXeIE6ICgoSD/5yU9UWFionTt3qlOnTjp48OAVy3Tv3l1Lly6VdOnRar169dKaNWvUq1cvDRgwQKWlperUqZMyMzM1ceJEdenSRbGxsVq7du0V71NSUqJ58+YpNjZWnTt31vDhw7Vjx44rltm8ebMGDx6su+66SzExMZozZ84V9zx2Op2aOXOmevfurc6dOysxMVG5ubm1NDpAYOGIF6gjvvrqq2rv11uVCxcuaNOmTVqwYIFKSkrUqFEjSdKCBQv0wAMPaOnSpfrwww81c+ZMhYaGauTIkaqsrNQTTzyhgoICTZ48WW3atNEf/vAHPfnkk1q5cqX69Omjffv2aerUqZo0aZK6deumI0eOKD09XXa73XvP3IkTJ+rw4cP693//d7Vs2VJr165VYmKiNm/eXKuPUwMCAcELGObxeLw3svd4PDp9+rTWr1+v3NxcpaamXvP7VFRUaNKkSd97qkxUVJQWLlwoSYqJidHJkye1YsUKjRw5Utu2bdOnn36qNWvWeNs98MADeuyxx7R48WL16dNHe/fuVaNGjTR+/HiFhoaqZ8+eatCggfcewDt27NAnn3yi3//+996nfvXp00eDBw9WRkaG9+k9AKpG8AKGvf/++997WEfDhg01btw4jR071vvA82vRsWPH7702aNCgK36Oi4vTX/7yF3399dfavXu3Gjdu/L2wHjRokObMmaPi4mLdfffdcjqd+tnPfqaHHnpIDz74oIYPH+59AMHOnTvVqFEj9ejRw7sDIUn333+/cnJyrrl2oL4ieAHDunXr5j2ytdlscjgcuuWWW7xHlDURERHxvddatWpV5TLnzp3T+fPnvc+O/a7Lr5WUlKh79+5avny5fv/732vVqlVavny5brnlFs2bN0/dunXTuXPnVFpa6n1u7HdZWQegviF4AcOaNGmiu+66q9rfXz6y/O6Dwzwej0pLS6/p/c+ePXvFz//4xz8kXQrgZs2a6cyZM99rc/lZreHh4ZIuPSYzNjZWFy5c0AcffKCMjAz98pe/1EcffaQmTZqoRYsWWrly5TXVA+BKfKsZqGMuP5f1u88f3b9//xWnda/m8oPYL8vOzlZUVJRatWqlbt26qaSkRNu3b79imXfffVd33HGH7Ha7li5dqpEjR0q6tJMwePBgjR8/XhcuXFBxcbG6deumoqIiORwO3XXXXd7/3nnnHb399tvXseZA/cARL1DHdOrUSa1bt9aSJUsUEhKi4uJivfrqq2rSpMk1td++fbtefvllxcbGatu2bcrKytIrr7wiSerbt6+6dOmiKVOmeL/VvGnTJh04cEArVqyQJPXq1UvLli3TtGnTNHjwYH377bdasWKFunXrpoiICD344IO666679OSTT+qZZ55RmzZt9Ne//lVvvPGGZsyYUWvjAgQKgheoY4KDg/XKK69o9uzZeuaZZ9S2bVtNmTJFGRkZ19T+iSeeUF5enp566im1a9dOixcv1sCBA73vvWbNGi1YsECLFy9WaWmpoqOjtWrVKsXExEiSevbsqUWLFmnVqlX685//LLvdrpiYGKWkpHjf47e//a0WLFigX//61youLlb79u01d+5cDRs2rHYGBQggNs93LyQBuKF16tRJL7zwgsaPH+/vUgBUg2u8AAAYRPACAGAQp5oBADCII14AAAwieAEAMIjgBQDAIIIXAACDCF4AAAwieAEAMOj/A0IuK3nRjeMXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAF3CAYAAAALjSrlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deXxNd/7H8XcWCVeiQVBLYoRWo/Z1dFo0EtQyltqJ0Rq66E8ZRhKMRmsvWrUvvz60tIQOneq0WlsXXWxFaVMt0UYwlloiuXGz/v7wyP0NEpKTm29IXs/Ho49Hk3u+5/u5Xyfnfb/n3nu+bllZWVkCAABGuBd1AQAAlCQELwAABhG8AAAYRPACAGAQwQsAgEEELwAABnma6OTgwYPy9vY20RUAAHcFh8Ohxo0b3/J7I8Hr7e2t4OBgE10BAHBXiI2NzfH3XGoGAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFYFRcXJz69eunEydOFHUpQJHIU/AeOnRI4eHhkqTffvtNAwYM0MCBA/XSSy8pMzOzUAsEULzMmTNHdrtdc+bMKepSgCJxx+BdsWKFJk2aJIfDIUmaMWOGRo8erXfffVdZWVnavn17oRcJoHiIi4vTyZMnJUnx8fHMelEi3fFezYGBgVqwYIHGjx8vSfrhhx/UsmVLSVKbNm301VdfKSwsrHCrzMWOHTu0detWS20vX74sSfLz88t327CwMIWEhFjqFyjJbp7lzpkzR4sWLSqiaoCiccfg7dixoxISEpw/Z2Vlyc3NTZJUtmxZXb169Y6dOByOXG8WXRCnT5+W3W631PbChQuSJC8vL0v9FsbzAYq77Nlutvj4eP6WUOLke3Uid/f/vzqdnJyscuXK3bFNYa1OFBwcrMGDB1tqGxUVJen6pXMAZgQEBNwQvoGBgaxchmLLZasT1atXT7t375YkffHFF2revHnBKgNQYowbN+62PwMlQb6DNyIiQgsWLFC/fv2Ulpamjh07FkZdAIqhoKAgBQQESLo+261Vq1YRVwSYl6dLzTVq1ND69eslSbVq1dKaNWsKtSgAxde4ceMUFRXFbBclVr7f4wWAgggKClJMTExRlwEUGe5cBQCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGeVpplJqaqqioKJ08eVI+Pj6aPHmy/vCHP7i4NAAAih9LM97169fLZrNp/fr1mjRpkl555RVX1wUAQLFkacZ77NgxtWnTRpIUFBSk48ePu7Qo3GrFihWKi4uz1PbSpUu6dOmSiyvKm/Lly6t8+fKW2gYFBWn48OEurggAipal4A0ODtbOnTsVGhqqQ4cO6ezZs8rIyJCHh0eO2zscDsXGxhaoUFez2+2SdNfVlZsjR44o/tQZlbs/MN9tHdcylJqRVQhV3dnlaxlKuZqW73aJ/4mX3W6/Z/59ACCvLAXvk08+qePHj2vIkCFq2rSpHn744VxDV5K8vb0VHBxsucjCYLPZJOmuqys3NptN5e4PVKuhUUVdihG7V82QzVbqnvn3AYCb5TZxsPQe7+HDh9WsWTOtXr1aoaGhCggIKFBxAACUFJZmvDVr1tT8+fP15ptvytfXV9OmTXN1XQAAFEuWgrdChQpatWqVi0sBAKD44wYaAAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAY5FnUBaxYsUJxcXHG+83uMyoqymi/QUFBGj58uNE+AQB3jyIP3ri4OB07dkxVq1Y12q/NZpMkJScnG+vzzJkzxvoCANydijx4Jalq1aoaMWJEUZdR6JYvX17UJQAAihjv8QIAYBDBCwCAQQQvAAAGWXqPNy0tTZGRkTp16pTc3d31yiuvqHbt2q6uDQCAYsfSjPfzzz9Xenq61q1bp5EjR+r11193dV0AABRLlma8tWrVUkZGhjIzM5WUlCRPz7viw9HF2u7du/Xlrl16e9Hcoi7FGC8vL/n7+2vs2LFG+tuxY4e2bt1qqe3ly5clSX5+fpbah4WFKSQkxFJbq+bOnasJEyYoNTXVaL9FxcfHR9HR0fk+nkraOEmMVV5ZHSdLiWmz2XTq1Ck98cQTunTpkpYuXXrb7R0Oh2JjY3N8zG63WynhnmW323Mdi9vZs2eP0tPSCqGiu1dqaqpmzZqlzp07G+nv9OnTlo/HCxcuSLr+YsFq31aOi4KYNWtWiTlBSlJSUpKl46mkjZPEWOWV1XGyFLyrVq3So48+qrFjx+rMmTP6y1/+os2bN8vb2zvH7b29vRUcHJzjYzabzehNLIqazWbLdSxup2XLlvpy164SFb5eXl6KiIiwNF5WBAcHa/DgwZbaZt8BbcaMGa4sqVBFREQoOjpaSUlJRV2KET4+PpaOp5I2ThJjlVd3GqfcXkxbCt5y5cqpVKlSkqT77rtP6enpysjIsLIr5FGrVq0UUK+pWg01e4vLorJ71QxV8y1l7DJzSTR27FjGNw8Yp7xjrPLGUvAOHTpUEyZM0MCBA5WWlqYxY8Y4b8EIAAByZyl4y5Ytq/nz57u6FgAAij1uoAEAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAY5Gml0caNG7Vp0yZJksPhUGxsrL766iuVK1fOpcUBAFDcWAreXr16qVevXpKkKVOm6MknnyR0AQDIA0vBm+3w4cM6duyYXnrpJcv72L17t3bt2qUFCxYUpJR7hpeXl/z9/TV27NiiLqXY6tOnjz744AOlpqYa73vmzJnG+/T29ta0adM4poB7RIGCd9myZRo5cuQdt8u+HJ2TPXv2KC0trSBl3FNSU1M1a9Ysde7cOV/t7Ha7pFKFU9Rdym6353rc3M7HH39cJKFbVBwOh6VjCkDRsBy8iYmJiouL0x//+Mc7buvt7a3g4OAcH2vZsqV27dpVYsLXy8tLERERuY5Hbmw2my5fLRljlM1ms+V7nKTsY+oLpaVlFEJVdx+rxxSAwpXbxMFy8O7du1ePPPKI5YKytWrVSvXr19eIESMKvK+73fLly1W2bFkuCRayVq1aqVEj6cUXTxR1KYVu/vxaKl26FccUcA+x/HWiEydOqEaNGq6sBQCAYs/yjPevf/2rK+sAAKBE4AYaAAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABnlabbhs2TLt2LFDaWlpGjBggPr06ePKugAAKJYsBe/u3bt14MABrV27VikpKXrzzTddXRcAAMWSpeDdtWuXHnzwQY0cOVJJSUkaP368q+tCDhL/E6/dq2bku50j6YocSVcKoaI78/a5T94+9+W7XeJ/4lXNt7blfk+dKq3582vlr89ETyUmWr4IVCDlyqWrXLn0fLc7daq0alsfJgBFwNJZ5tKlSzp9+rSWLl2qhIQEPffcc9qyZYvc3Nxy3N7hcCg2NjbHx+x2u5US7ll2uz3XsbgdPz8/BVavKikt322vumcowy0r3+1cweaeIV+P/NfsV72q/Pz8LI9V1aoPKDMzf+2ysq5Kuprv/lwhK8tXmZm++W5XtaosjxOAomEpeP38/BQUFCQvLy8FBQXJ29tbFy9eVMWKFXPc3tvbW8HBwTk+ZrPZlJycbKWMe5LNZst1LG7HSpuSirECcDfI7QWxpU81N2vWTF9++aWysrJ09uxZpaSkyM/Pr0AFAgBQElia8T7++OPau3evevfuraysLE2ePFkeHh6urg0AgGLH8idJ+EAVAAD5xw00AAAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwqGjWQLvJmTNntHz5cqN9Xr16fRUaX9/8rwhj1ZkzZ1SnTh1j/QEA7j5FHrxBQUFF0u/Zs2clSffff7+xPuvUqVNkzxcAcHco8uAdPnx4kfQbFRUlSZoxI/8LywMAYBXv8QIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGWb5Xc48ePZwr+9SoUYN7HgMAkAeWgtfhcEiSVq9e7dJiAAAo7ixdav7pp5+UkpKip59+WkOGDNHBgwddXRcAAMWSpRlv6dKlNWzYMPXp00e//vqrhg8fri1btsjTM+fdORwOxcbGFqhQV7Pb7ZJ019UFACjeLAVvrVq1VLNmTbm5ualWrVry8/PT+fPnVbVq1Ry39/b2VnBwcIEKdTWbzSZJd11dAIDiIbeJnaVLze+9955mzpwpSTp79qySkpJUqVIl69UBAFBCWJrx9u7dW1FRURowYIDc3Nw0ffr0XC8zAwCA/2cpLb28vDR37lxX1wIAQLHHDTQAADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADCI4AUAwCCCF4BRcXFx6tevn06cOFHUpQBFokDB+/vvv6tt27Y6fvy4q+oBUMzNmTNHdrtdc+bMKepSgCJhOXjT0tI0efJklS5d2pX1ACjG4uLidPLkSUlSfHw8s16USJaDd9asWerfv78qV67synoAFGM3z3KZ9aIk8rTSaOPGjapQoYIee+wxLV++/I7bOxwOxcbGWumq0Njtdkm66+oCirPs2W62+Ph4/gZR4lgK3n/+859yc3PTN998o9jYWEVERGjJkiWqVKlSjtt7e3srODi4QIW6ms1mk6S7ri6gOAsICLghfAMDA/kbRLGV24tKS8H7zjvvOP8/PDxc0dHRuYYuAGQbN26cXnzxxRt+Bkoavk4EwJigoCAFBARIuj7brVWrVhFXBJhX4OBdvXq1ateu7YpaAJQA48aNk81mY7aLEsvSpWYAsCooKEgxMTFFXQZQZLjUDACAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGEbwAABhE8AIAYBDBCwCAQQQvAAAGeVpplJGRoUmTJunEiRPy8PDQjBkzFBgY6OraAAAodizNeHfu3ClJWrdunUaNGqUZM2a4tCgAAIorSzPe0NBQtWvXTpJ0+vRp+fv7u7ImAACKLUvBK0menp6KiIjQ1q1b9cYbb9x2W4fDodjYWKtdFQq73S5Jd11dAIDizXLwStKsWbM0btw49e3bV//+979ls9ly3M7b21vBwcEF6crlsmu92+oCABQPuU3sLL3H+/7772vZsmWSpDJlysjNzU0eHh7WqwMAoISwNOPt0KGDoqKiNGjQIKWnp2vChAny9vZ2dW0AABQ7loLXZrNp/vz5rq4FAIBijxtoAABgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAYRvAAAGETwAgBgEMELAIBBBC8AAAZ5WmmUlpamCRMm6NSpU0pNTdVzzz2n9u3bu7o2AACKHUvB+8EHH8jPz0+vvvqqLl26pJ49exK8AADkgaXg7dSpkzp27Oj82cPDw2UF5ceOHTu0detWS23j4uIkSVFRUfluGxYWppCQEEv9AgBKNkvBW7ZsWUlSUlKSRo0apdGjR992e4fDodjYWCtd3dbp06dlt9sttc1+Dlbanz59ulCeDwCg+HPLysrKstLwzJkzGjlypAYOHKjevXvfdtvY2FgFBwdbKhAAgHtRbtlnacZ74cIFPf3005o8ebJat25d4OIAACgpLH2daOnSpUpMTNTixYsVHh6u8PBwXbt2zdW1AQBQ7Fi+1JwfXGoGAJQ0uWUfN9AAAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghcAAIMIXgAADCJ4ARe4ePGiIiMjdenSpaIuBcBdrkDBe+jQIYWHh7uqFuCetW7dOv34449at25dUZcC4C5nOXhXrFihSZMmyeFwuLIe4J5z8eJFbd++XVlZWdq2bRuzXgC3ZTl4AwMDtWDBAlfWAtyT1q1bp8zMTElSZmYms14At+VptWHHjh2VkJCQp20dDodiY2OtdgXc1Xbs2KH09HRJUnp6urZv36527doVbVEA7lqWgzc/vL29FRwcbKIrwLiQkBBt3bpV6enp8vT0VPv27TneAeQ64eRTzUAB9e/fX+7u1/+U3N3d1b9//yKuCMDdjOAFCqhChQpq37693NzcFBoaqvLlyxd1SQDuYgW61FyjRg2tX7/eVbUA96z+/fsrPj6e2S6AOzLyHi9Q3FWoUEEzZ84s6jIA3AO41AwAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABhG8AAAYRPACAGAQwQsAgEEELwAABnlaaZSZmano6GgdPXpUXl5emjp1qmrWrOnq2gAAKHYszXi3bdum1NRUxcTEaOzYsZo5c6ar6wIAoFiyFLz79+/XY489Jklq3Lixjhw54tKiAAAorixdak5KSpKPj4/zZw8PD6Wnp8vTM+fdORwOxcbGWqsQAIB7kMPhyPH3loLXx8dHycnJzp8zMzNzDV3p+qwYAABYvNTctGlTffHFF5KkgwcP6sEHH3RpUQAAFFduWVlZWfltlP2p5p9//llZWVmaPn26ateuXRj1AQBQrFgKXgAAYA030AAAwCCCFwAAgyx9qvludvLkSc2ePVuXL19WWlqaHnroIY0bN06JiYn66aefFBISovDwcEVHRxeb96VnzpypH374QefPn9e1a9cUEBCg8uXL64033ii0Ptu0aaPAwEBJkt1uV9++fdW/f39t2LBBCQkJGjNmTKH1nRemx2Tbtm1auHChNmzYoFKlSkmSpk6dqrJly+Y6Fm3atNGOHTsUGRmpXr166ZFHHimU2vKiKI6htLQ0LVmyRF9++aW8vb0lSd27d1efPn0Krc+CWr58ub7++mu5u7vLzc1NY8aMUalSpZSYmKgWLVrk2Gb37t1at26dXnvttTvuPz/npsjISHXu3Flt2rRx/s7hcOiJJ57Qjh078v6kDCnK85Sbm5syMjKUkpKiqVOn6uGHH75j2+TkZPXo0UNbt251eV3FKnivXbum559/XlOnTlWjRo0kSZs2bdLYsWPVsWNHxcXFKSQkpIirdL3IyEhJ0saNGxUXF6dx48YZ6XfVqlXy9PRUamqqOnXqpE6dOhnpNy9Mj0loaKi2bt2qZcuW6YUXXtC+ffv0/fff69133y3Ufl2lKI6huXPnytPTUzExMXJ3d1dSUpKGDx+uFi1a6A9/+EOh959fx44d044dO7R27Vq5ubkpNjZWERERCgsLk7+/f67Bi+uK+jwlSZ999pkWLVqkxYsXG+k7N8UqeD/77DO1aNHCGbqS1LNnT61Zs0aTJ0+Wv7+/mjRpIklatGiRLly4oJSUFM2bN08BAQGaO3eu9u7dq6ysLA0dOlRPPPGEwsPDVb58eSUmJup///d/5eHhUVRPz5LZs2frwIEDyszM1LBhw9ShQwd98803WrJkiaTrr5BfffVVZWVlKSIiQpUqVdKpU6fUrVs3/fTTT/rxxx8VGhqqF198Mdc+7Ha7ypQpc8NNVX777TdFRkZq7dq1kqRevXpp8eLFKlOmjCZOnKgrV67Izc1NkydPVp06dQp3EG5SWGMyadIk9erVS+3bt9e0adP02muvOV+YvPTSSzp58qQyMjI0duxYNW/e/Ja6UlNTFRUVpVOnTikjI0PDhg1T9erVtWTJEi1evFjvv/++3n77bW3cuFG7d+/Wxx9/rOjo6HtyvFJTU/Xpp59q69atcne//o6Xj4+P3n33Xbm5uenrr7/W66+/Lk9PTw0YMED+/v6aP3++PD09VbNmTU2ZMkWZmZk5jmu3bt3UokULHT16VB4eHlq8ePENx6ZVFSpU0OnTp/Xee++pTZs2Cg4O1pIlSxQeHq5SpUrp4Ycf1unTp/XOO+8428yfP9/5/ykpKXrhhRfUvXt3/fnPf87xfCPlfG6aOXOm9u/fL0nq2rWr/vKXvzj3m5yc7Lyql30VSpKOHj2qqVOnSpL8/Pw0ffp0/fjjj5ozZ45KlSqlvn376sSJE/r222+VmZmpLl26aOjQoQUeJytMnKck6dSpU7rvvvskSd98880tx9S1a9c0btw4Xb169YaxdLViFbwnT57McbBq1qypQYMGKS4uTu3bt9eqVavUtm1bde/eXQsWLNCWLVv04IMPKiEhQevWrZPD4VDfvn31pz/9SZLUrVs3hYWFmX46BbZjxw6dPXtWa9eu1bVr19SnTx898sgjOnbsmObNmyd/f38tXLhQW7ZsUceOHRUfH6+VK1cqKSlJnTp10ueffy4vLy+FhYXleEBn/5EeP35cnTp1ytOLkiVLlqhNmzbq27evjh8/rujoaK1evdrVTz1XhTkmvr6+evnllxUeHq6IiAjnrC0mJkaVK1fWjBkzdPHiRQ0ZMkQffvjhLbW9++67qly5subOnaukpCT17NlT7733nuLj45Wamqpdu3YpIyNDFy9e1I4dO9ShQ4d7drwuXryoChUqOI+ZNWvW6JNPPlFycrJ69eqloKAgpaena/369crMzFSnTp20bt06VahQQXPnztW//vUv2e32HMf1ypUr6tGjhxo2bKjRo0dr165dLrkaU6FCBS1ZskRr1qzRokWLVLp0aY0ZM0Y9e/aUv7+/GjZsqK+//lrLly9XmTJlNHnyZO3atUtVqlSR3W7Xs88+qyFDhqh9+/b6/PPPcz3f3HxuqlOnjhISErR+/Xqlp6dr4MCB+uMf/+isa9OmTXrwwQc1ZswYHTp0SLt375Yk/eMf/9D06dNVp04dbdiwQStXrtQjjzwih8OhDRs2OPtas2aNqlSpoo0bNxZ4jKwwcZ66du2azp8/r8cee0x///vfnS/abj6mrl69qnr16mnUqFHav3+/9u3bVyjPuVgFb5UqVfT999/f8vtff/31lvfP6tevL0ny9/fXhQsX9PPPP+uHH35QeHi4JCk9PV2nT5+WJNWqVauQKy8cP//8s44cOeJ8ThkZGTp9+rSqVKmil19+WTabTf/5z3/UsmVLSVJgYKB8fHzk5uamSpUqOV8Z5vaNs/++1Dxs2DB99NFHeapp37592rx5syTp8uXLrniqeVbYY9K6dWvZbDb17Nnzhj4PHjyo7777TtL19zYTExNvaRsXF6d27dpJuj77q1Wrlk6ePKnWrVtr7969On/+vDp37qxvv/1W3333nf7+97+7bFxyU1jjVb58eV28eFGZmZlyd3fX4MGDNXjwYK1Zs8Y5Ntl/d+fPn9eFCxecJ9WUlBR5eXnp3LlzuY5rcHCwJKlq1aq53rYvv3777Tf5+PhoxowZkqTDhw9rxIgR6tKli/z9/SVJFStWVEREhMqWLau4uDjnXfv27NmjunXrKjU11TmuuZ1vbj43HT9+XM2bN5ebm5tKlSqlRo0a6fjx4866fvnlF+e98xs1auS8rHr8+HFNmTLFOTbZ4/nf57N58+Zp3rx5unDhgnMfppk4T3l4eGjOnDk6d+6cKlSooLNnz+Z4TJ09e1ahoaGSpCZNmjivxrhasQre9u3ba+nSpfr+++/VsGFDSdKGDRtUoUIFeXp6KjMzM9e2QUFBatWqlV555RVlZmZq8eLFqlGjhiTJzc3NSP2uFhQUpNatWys6OloZGRlatGiRatSoofDwcO3cuVM2m01jx451HrBWn6eXl5cqVqyotLQ05++8vb2dJ9arV6/q1KlTzpqaNm2qzp076/z589q0aVPBn2g+mBqTm/sMDAzU8OHDlZKSoqVLl8rX1zfH7fbt26eQkBAlJSXp2LFjql69usLCwrRgwQLVr19fjz76qKZMmaI6derc9jatrlJY4+Xt7a2QkBDNnz9fL774otzd3eVwOHTw4EHnB4uy9+Xv768qVapoyZIl8vHx0bZt21SuXDn98MMPuY5rYfzNHj16VGvXrtXSpUvl7e2tWrVqydfXV35+fs7j/I033tBnn30mSXrqqaec49KuXTtNnDhRgwYNUtOmTW97vrlZ7dq1tXHjRg0dOlRpaWk6cODADS/sgoKCdPDgQYWGhurHH39Uenq6pOsBO2vWLFWrVk379+/X+fPnJckZJqmpqdqyZYvmzZunrKwsdenSRV26dFH16tVdPna3Y+Jv0s3NTWPHjtWgQYO0bt069enTJ8dj6siRIzpw4IDatWunI0eO3DYzCqJYBW/ZsmW1dOlSTZ8+XZcvX1ZGRobq1q2refPmKSEhQUuWLMn102whISHas2ePBg4cKLvdrtDQUJe8L1SUwsLCbnhOHTt2lM1mU7du3dS7d2+VK1dOFStW1Llz5yztf+jQoc5PC1arVk2dO3fWv/71L1s6ELcAAAorSURBVEnS/fffr+bNm+vJJ59UzZo1nes1P//885o4caLWrl2r5ORkjRo1ymXPNy8Ke0xyMmDAAE2aNEmDBw9WUlKSBg8enOPJI3u7gQMH6tq1a3rxxRdVvnx5NW/eXMePH9czzzyjevXqKSEhQc8++6zL6rudwhyviIgIrVixQoMGDZKHh4eSk5PVoUMHDR06VAcOHHBu5+HhocjISA0fPlxZWVny8fHR7Nmz1bBhwzyNq6t06NBBx48fV58+fWSz2ZSVlaXx48fL09NTs2fPVu3atdW0aVP17NlTNptN5cqV07lz55yB6u/vr//5n//RhAkTtHLlyjyfbx5//HHt2bNH/fr1U1pamjp16nTDeWzQoEGKiorSgAEDFBQU5PxUfXR0tCIiIpSRkSFJmjZt2g3/Tl5eXrrvvvvUvXt33XffffrTn/6katWqFdbw5crU36S7u7umTZvmvNyf0zHVpEkTRUZGasCAAapTp06hfaaHO1cBAGAQN9AAAMAgghcAAIMIXgAADCJ4AQAwiOAFAMAgghclVnh4uOrWrev8r169emrVqpX++te/6ptvvsn3/hYsWOC8Jal0/StqL7/8sitLvkVCQoLq1q2rLVu2FFofKSkpatq06W1v2PH2228rODhYZ86cydM+x40bp+7du7uqROCeUqy+xwvkV9OmTRURESHp+t2Dzp07p3Xr1umpp57SnDlz1LVrV8v7XrhwocqVK+eqUnNUuXJlxcTEFOqiAmXKlFHHjh31ySefyOFwOFcS+m8ffvihWrVqpapVqxZaHUBxwYwXJVq5cuXUuHFjNW7cWM2bN1fnzp21atUqtWjRQtHR0bpy5YrlfderVy/XuxG5ipeXlxo3biw/P79C7adHjx5KTk7WF198cctj8fHxOnTo0A13UwKQO4IXuIm7u7uef/55Xb169YZLuL///rvGjx+vli1bqkmTJnr22Wd18uTJXPeTfanZbrerSZMmWrZs2Q2P//LLL6pbt67zsvad9r9gwQL16tVL06dPV/PmzdW/f/9bLjVHRkZq1KhReuutt/T444+rYcOGCg8Pv+HevpL0zjvvKCwsTA0bNtTQoUO1adMm1a1bVwkJCTk+l5YtW6p69eo53o/7gw8+UNmyZW9YtOH9999Xr1691KhRIzVq1Ej9+/fP9Ybz6enpqlu3rlatWnXD75955pkbVstJS0vTa6+9prZt26pBgwbq3bu3c0EA4F5C8AI5aNmypTw8PJy3Lrx27ZqGDBmi/fv3a9KkSZo9e7YuXLigwYMH33FWbLPZFBIScsv7sB999JEqVaqkVq1a5Xn/R48e1eHDh7VgwYJcbxv59ddf6/3339fEiRP16quvOpdozBYTE6NXXnlFoaGhWrRokQIDAzV58uTbPgc3Nzd1795dO3fuVEpKyg2Pffjhh+rUqZPKlCkjSfr3v/+tyMhIhYSEaPny5c5buP7tb39z3kfYigkTJujtt9/WU089pYULFyowMFDDhg3ToUOHLO8TKAq8xwvkwMPDQ35+frpw4YKk6zO4EydOaPPmzc6b+Ldu3VqPP/64Vq9erRdeeOG2++vataueffZZxcfHO5eu3LJli5544gm5u7vnef/p6emaMGGCGjRoIEk5zlCTk5O1bNkyVa5cWZJ09uxZTZs2TZcuXVL58uW1aNEi9ejRw/ne9mOPPaZz585p586dt30OPXr00OLFi7Vz50517txZ0vUVek6cOOFc91W6fuk5PDz8hjFxd3fX6NGj9dtvvzmfX3788ssv+uCDDzRjxgz16tVL0vUl7cLDwzV//ny9+eab+d4nUFSY8QJ5sHv3budiD+np6UpPT1fp0qXVrFkzffvtt3ds/+ijj8rPz8856/3pp58UFxenbt265Xv/dwquatWqOUNXur5ghXT908m//vrrDUufZcvLerU1a9ZUkyZNbrjcvHnzZgUEBKh58+bO3z333HOaOHGiEhMTdeDAAW3cuNG5/vB/r2CVH9mXlNu2bescn/T0dD322GPau3dvgWbSgGnMeIEcOBwOXblyRVWqVJF0fd3guLi4HFe3yssnikuVKqWOHTtqy5YtGjFihD7++GMFBAQ4l6/M6/5tNptsNttt+8q+5Jstexm4zMxMXbp0SdL19XD/W8WKFe/4HCSpZ8+emjZtmpKSkmSz2fTRRx+pf//+N2xz9uxZTZo0SV9++aVKlSqlBx54wLnqjdU1WbLXbb55Xe1sV65cyfNzAIoawQvkYN++fUpPT1ezZs0kSb6+vnrooYduuKSazcvLK0/77Nq1q2JiYpSQkKAtW7aoS5cuzsdcsf+8yJ4JZwdwtosXL+apfefOnTVt2jRt375dlStX1oULF9SjR48btvnb3/6m33//XevXr1e9evXk6emp7du3a+vWrTnuM3spv5tD2W63O5dl8/HxkYeHh9auXZvj4uSF/bUtwJW41AzcJCsrS8uXL5efn5/zk7pNmzZVQkKCqlevrgYNGqhBgwaqX7++Vq1a5Vz4/E5atGih+++/XytXrtSvv/7qvMzsqv3nRdWqVVW9enVt3779ht/f/HNufH19FRISom3btumTTz5Ry5Ytb/nK1KFDh9S1a1c1bNhQnp7XX9t/+eWXknKe8Xp4eKhMmTI3rLeanJys2NhY58/NmjVTRkaG7Ha7c3waNGigXbt26e2333b2A9wLOFpRoiUmJurgwYOSrn9w6ezZs9qwYYP27t2rOXPmOBcn7927t1avXq2nn35aI0aMkJ+fn2JiYvTpp5/qz3/+c576cnNzU+fOnfXWW2+pbt26qlOnjvMxV+w/L7K/KvWPf/xDFStWVOvWrfX5559r27ZtzsfvpGfPnho9erTKli2rsWPH3vJ4/fr1tXHjRj3wwAPy9fXVp59+qpiYGEm65RPR2dq0aaMNGzbooYcekp+fn1auXHnDIuQNGjRQ+/btNW7cOI0cOVJBQUH69ttvtWzZMj3zzDPOWTNwLyB4UaJ999136tevn6Tr78NWqlRJDRo00Nq1a9WoUSPndj4+PnrnnXc0e/ZsRUdHKzU1VQ888IAWL16stm3b5rm/bt266c0337zljliu2n9e9O7dW0lJSXrrrbe0atUqtWzZUs8995wWLlx4x/ePpesfFCtbtqySk5PVsWPHWx6fOXOmpkyZosjISHl7eys4OFirV6/WsGHDdPDgQefl+/82ceJEvfTSS5o8ebJ8fX01aNAgPfTQQ/rll1+c27z22mt6/fXXtXTpUl26dEnVqlXT+PHjb/iuL3AvcMuy+mkHAPekzZs3q3HjxgoICHD+bt68eYqJieGGFIABzHiBEuaf//ynli9frhdeeEHly5fX4cOH9dZbb2nYsGFFXRpQIjDjBUqY8+fP69VXX9VXX32lxMREVa9eXX379tVTTz3Fe6WAAQQvAAAG8XUiAAAMIngBADCI4AUAwCCCFwAAgwheAAAMIngBADDo/wDzDAW8xq6nfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "columns = df.drop(['Select your team'], axis=1)\n",
    "\n",
    "# df_less=df.drop(['Timestamp'], axis=1)\n",
    "\n",
    "for column in columns: \n",
    "    plt.figure(figsize=(8,6))\n",
    "    sns.set_style(\"whitegrid\")\n",
    "#     sns.set_style(\"ticks\", {\"xtick.major.size\": 1, \"ytick.major.size\": 1})\n",
    "    chart = sns.boxplot(x='Select your team', y=column, data=df, palette=colors,medianprops={'color':'black','linewidth':'3'})\n",
    "\n",
    "    chart.set_yticks(np.arange(0, 11, step=1))\n",
    "    chart.set_xlabel(column, fontsize=16)\n",
    "    chart.set_ylabel('', fontsize=16)\n",
    "\n",
    "#     chart.set_xticklabels(chart.get_xticklabels(), horizontalalignment='right', fontweight='light', fontsize='x-large')\n",
    "#     chart.set_yticklabels(chart.get_yticklabels(), fontweight='light', fontsize='x-large')\n",
    "    plt.savefig('results_2020.2/results_'+ column +'.png', bbox_inches='tight')\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare resultsof prevoius PI \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_prev = pd.read_csv(PI_previous)\n",
    "df_new = pd.read_csv(PI_latest)\n",
    "\n",
    "df_prev = df_prev.drop(['Select your team', 'Timestamp','One most important thing you want to improve as soon as possible'], axis=1)\n",
    "df_new = df_new.drop(['Select your team', 'Timestamp','One most important thing you want to improve as soon as possible'], axis=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Change label for PI: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_prev = df_prev.assign(PI=2020.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df_new.assign(PI=2020.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PI</th>\n",
       "      <th>Question</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020.1</td>\n",
       "      <td>Trust &amp; Safety</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020.1</td>\n",
       "      <td>Trust &amp; Safety</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020.1</td>\n",
       "      <td>Trust &amp; Safety</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020.1</td>\n",
       "      <td>Trust &amp; Safety</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020.1</td>\n",
       "      <td>Trust &amp; Safety</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PI        Question  value\n",
       "0  2020.1  Trust & Safety      4\n",
       "1  2020.1  Trust & Safety      9\n",
       "2  2020.1  Trust & Safety      7\n",
       "3  2020.1  Trust & Safety      8\n",
       "4  2020.1  Trust & Safety     10"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_compare = pd.concat([df_prev, df_new])  \n",
    "\n",
    "mdf = pd.melt(df_compare, id_vars=['PI'], var_name=['Question'])\n",
    "mdf.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ALBIZHUM\\Anaconda3\\lib\\site-packages\\matplotlib\\text.py:1150: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if s != self._text:\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.palplot(sns.color_palette(\"hls\", 8))\n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "\n",
    "ax = sns.boxplot(x=\"Question\", y=\"value\", hue=\"PI\", data=mdf, palette=\"pastel\",medianprops={'color':'black','linewidth':'3'})\n",
    "  \n",
    "\n",
    "ticks = (np.arange(0, 11, step=1))\n",
    "ax.set_yticks(ticks)\n",
    "ax.set_ylabel(ticks, fontsize=0)\n",
    "ax.set_yticklabels(ticks, fontweight='light', fontsize='x-large')\n",
    "\n",
    "ax.set_xlabel(ax.get_xlabel(), fontsize=0)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, horizontalalignment='right', fontweight='light', fontsize='x-large')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0., prop={'size': 16})\n",
    "\n",
    "# plt.show()\n",
    "plt.savefig('results_2020.2/comparePIs.png', bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}