SCORECARD SPAIN

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pymysql import Connection, connect\n",
    "import pandas as pd\n",
    "from pandas.io.sql import read_sql_query\n",
    "from plotly.graph_objs import Bar, Scatter, Marker, Layout \n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import datetime\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "matplotlib.style.use('fivethirtyeight')\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 2,
     "metadata": {},
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    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
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    " code_show = !code_show\n",
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    "$( document ).ready(code_toggle);\n",
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    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')"
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  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "which country do you want to see?:Plase introduce its 2 letter code, i.e. Spain (ES):ES\n"
     ]
    }
   ],
   "source": [
    "country = str(input('which country do you want to see?:\\\n",
    "Plase introduce its 2 letter code, i.e. Spain (ES):'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# European Metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying Plant Operations KPIs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import plotly.tools as tls\n",
    "tls.set_credentials_file(username='alvaromartin', api_key='azonkictav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "conn = connect(host='BXD465J', port=3306, user='gutieral', passwd='brambles', db='pso')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sql = conn.cursor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\pymysql\\cursors.py:146: Warning:\n",
      "\n",
      "Out of range value for column '% OF PLANT USAGE' at row 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    " df_inspections = pd.read_sql('''\n",
    "select left(S.plant,2) as country,S.mat, S.plant,  weekofyear(date) as cal_wk, qty,Y.MAXCAP, CAST(S.QTY / MAXCAP  AS DECIMAL (2,2) ) AS '% OF PLANT USAGE'\n",
    "from s518_fmt S\n",
    "LEFT JOIN YIELD Y\n",
    "ON S.PLANT = Y.PLANT\n",
    "AND S.MAT = Y.MATERIAL\n",
    "where S.activity = 30\n",
    "and S.country not in ('CL','US','ZA','MX','AU','NZ','AR','UT')\n",
    " AND Y.PROD_METHOD = 'INS'\n",
    " GROUP BY S.PLANT, S.MAT , CAL_WK\n",
    " ORDER BY '% OF PLANT USAGE\n",
    " ' \n",
    " ''', con=conn) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "agg_inspections = df_inspections[['country','MAT','QTY','MAXCAP']].groupby(['country','MAT']).sum()['QTY'] / df_inspections[['country','MAT','QTY','MAXCAP']].groupby(['country','MAT']).sum()['MAXCAP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "df = df_inspections[['country', 'MAT','% OF PLANT USAGE']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x_1 = np.arange(len(df[df['MAT'] == '1']['country'].unique()))\n",
    "x_3 = np.arange(len(df[df['MAT'] == '1']['country'].unique()))\n",
    "x_8 = np.arange(len(df[df['MAT'] == '1']['country'].unique()))\n",
    "x_16 = np.arange(len(df[df['MAT'] == '1']['country'].unique()))\n",
    "x_116 = np.arange(len(df[df['MAT'] == '1']['country'].unique()))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "y_1 = df[df['MAT'] == '1'].groupby('country')['% OF PLANT USAGE'].mean()\n",
    "y_3 = df[df['MAT'] == '1'].groupby('country')['% OF PLANT USAGE'].mean()\n",
    "y_8 = df[df['MAT'] == '1'].groupby('country')['% OF PLANT USAGE'].mean()\n",
    "y_16 = df[df['MAT'] == '1'].groupby('country')['% OF PLANT USAGE'].mean()\n",
    "y_116 = df[df['MAT'] == '1'].groupby('country')['% OF PLANT USAGE'].mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ins = df_inspections[['country','MAT','QTY','MAXCAP']].groupby(['country','MAT'], as_index=False).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ins['rate'] = ins['QTY'] /ins['MAXCAP']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspections Rate at Country Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb7c4c18>"
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     },
     "execution_count": 13,
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    },
    {
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vrytXrti7DI0ZM0bXrl1Tz549tWXLFs2YMUMnT57U9u3b\nVbVqVbvWFhMTY/5Mt2zZUgUKFNDkyZMdJkRL0ldffaXQ0FD5+flp8ODBatiwoby8vOz+dw9/Tlev\nXlXFihXNj7/55ht17tzZfB33iy++qHfffdde5Ul69Hc6s+tmc+Oa1Mx8+eWXeuutt9KFaElq0KCB\n3nrrLc2ZM8eu52NxcXGqUaOGpEedA4ULF7boJChfvryuXr1qr/LMOK/NnjwZpO/evWv+4To5OaV7\nEyJ7srqG21GGYjnyyWKa3bt3Z3jdTdrEcvb8hTNjxgw5OzsrNTVVycnJmj17tnlyp8TERLvV9bgv\nv/zSrtecZuXkyZOZrj9//nwuVZI9DRo0UHh4uAYMGKB27dpp5cqVFidp9pQX3o+Z+de//uUwf3Pe\neecdJSQkqHXr1ipVqpS2bdum6tWr27ssJSUlmSd2MplMKliwoMNdb3f58mXzBFheXl4qXLhwpnNy\nOCJr1/Lntrzyu3H37t0qWbKkUlNTlZKSor1798rNzU3So2H+9layZEklJCSoQoUKSk1N1YkTJyze\njyaTyWKYvz30799fxYoVs2sNmfn555/l6+ub4XofHx/9/PPPuVhReg8fPrS47NPJycnic+wIn2nJ\n8c9rHUWeDNJS5r8Q01i7rha/q1WrlrZv365Ro0ZZXb9jxw67X2uexlFPFtNs37493fvPUTRv3lwX\nL140fzHStGlTxcTESPr9y5QWLVrYs0RJjyZ4crQT7cdl1WPuiFxdXbV161aNGzdOXbp00RtvvGHv\nkszvxzSPvx/T2Pv9mNGEQzdv3tTJkyc1efJkvfTSS7lclaWxY8eaT7icnZ3l5OQkb29vffzxx5J+\nP9EJCQmxW43Lly9XsWLFlJqaqvv372vVqlXpviyz53X8KSkpFieKTk5OKlKkiN3qyUiXLl3MJ96/\n/fabevToYb5c48GDB/YsTVLe+d34j3/8w+Lx2LFj7VSJdY0aNdKiRYsUFhamzZs36+7du2rdurV5\n/YULF1S+fHk7VvjorgsZ/Z3++eefNXXq1FyuyFKRIkWUkJCQ4Uz7169fd4hbAmb2u/H27dt2ru4R\nRz6vlSzvrmHPvzF5ctbu7PZa2XtmWj8/PxUsWFCpqanat2+fWrRoYf6GXv/f3t0H1Zz9cQB/35LH\nPJRstGKxK2WQkPFYqySUbDZlh8VsMYaWjUWth/yyRYxVZpfVaiOxajOhGqWS9WzWLFKb7DRiLbVR\noTzd6vdH0/fX7ZbKL53vl/frv3vude/Hrc73fM45388BhB9/FRMTgyVLlmDDhg3w9PSUBhQvXrzA\nnj174O/vj9DQULi7uwuLseZgUa1WIyoqCiNHjpRWEeQwWGxMdcP09HTY2tq2XFAKo4QKkXl5eVoz\nxXXt2ujdu3dLhaTlVd9jREQEVq5cCbVaLcst8i9fvsSzZ8+kY7FEetU1RkdHB59//jk2bdqENm3a\ntGBUmqZOnarx+1jdF9b8nVSpVIiPjxcRnlbl8+r4aj++du2aiPAAKOM6HRQU1OBrVCoVVq9e3QLR\n1K2xK3wi+0YlyMjIgIuLC0pKSlBRUYHly5djzZo10vMLFiyAvr4+tm3bJiS+hq7T165dg42NjdCx\nt4eHB4yMjOotErhkyRL8+++/Qgt5KaVvlPuYTC7foyJXpEX+kTaWh4eHxqDGzc1N6zWit2+4ubnh\n+vXr8PX1RWBgIHr37i0df1VaWoolS5YITaKBqi2UNc/dHj58OMrLy5GZmanRLkd3795FVFQUoqKi\ncPv2baG/t2VlZQgJCcGxY8dw69Yt6OjooHfv3nBxcYG3t7fwGVpTU1NZV7gHqlZ3161bh4SEBLx4\n8QK2trYIDg5G165dRYcmWblyZb33NM2bNw8DBgxAZGRkC0elKT09HUVFRfjkk0+ktm3btmHTpk0o\nLy+HjY0NwsPDhd5Le/To0TrbO3bsiH79+ski2a+vyKJcJiReVflcLpRwnfb19RX6+Y1RfVuGEjx/\n/lyaALt79y727t2Lp0+fwtHRUfhOmEGDBuHSpUu4cOECjI2NMWLECI3nXV1dhZ7FrQQrVqzA5MmT\nUVxcjKVLl0o7F7OzsxEaGork5GQkJiYKjVEJfaMSyOV7VOSK9OLFi7Fp0ybhA4W3xeXLlxEdHS0d\nI1V93t7w4cMFR6YMQUFB+PLLL9GhQweo1WokJCRg//79SEtLw8CBAzFjxgy4uLi0eEn+amq1GpMn\nT8bVq1dhZ2cHMzMzVFZWIjs7G2lpaRg6dCgSExOFnq3o7u5e7z37NSdMRK4MrV27Fnv27MHMmTPR\nunVrxMTEYNy4cdi3b5+wmGpLTk6Gj48Pzp07pzW4LS4uxtixYxEUFARnZ2dBEQIuLi6wt7eXjq64\nfPky7O3tMWfOHPTv3x+hoaGYOXMmNm7cKCzG2lvN6yPyPmm5T0iUlpbi+PHjmDFjBoCqWhfPnz+X\nnrHGmH8AAA7JSURBVNfV1UVQUFCDxWzepIyMDNkfU1ndN9ZHDn1jY3YJii4WefPmTcyePRs5OTkY\nOHAgwsLC4OrqKm2jffr0KSIiIoT2jQ4ODoiOjpb+Zjds2ABvb2/pDPHCwkLY2toKOxs+Ly8Ppqam\n9RYbk8OKNAAkJibC29tb6/fN0NAQISEhcHJyEhRZFSX0jWvXrkVRURFSU1Nlu3Bw4sQJ+Pj44OzZ\ns1rjnZKSEowZM6ZFxjuKTKSVsOVACWp2drUTmJoXbtEFoOS+mgoAOTk5iIyMxC+//IJ27drBzc0N\n27dvx5kzZ2Bubi40tp9++glBQUGIj4/XiiUrKwvOzs7w9fWFp6enoAiBRYsWNVj8TqVS4YcffmjB\nqDRZWlpizZo1+PTTTwFUJYAODg4oKCiQzUDczc0NDg4O8PLyqvP5PXv2IDExEbGxsS0c2f/0798f\nhw4dwtChQwFUXbAvXbqEpKQkAEBcXBwCAgJw+fJlYTHW7vPq+t0UnRjIfUJi9+7dOHXqFKKiogAA\nPXv2hJWVldRfZ2ZmwtPTE8uWLRMSH1A1sJb7MZVK6BtPnz5dZ7tKpUJKSgp27doFPT29Rk9QvQnu\n7u549uwZFi1ahMOHD+PcuXOwsbHBjh07AFTt5rly5QpSUlKExVh7bNuzZ0+cOXNGmoTPz8/HgAED\nhCeq9cnIyMD48eNlEV9ZWRlSU1M1Fojs7OzQvn17/P333/XeQ90SlNA3KmHhQC7jHUVu7abm0bdv\n3wZfI3qwqFar4eLiIq2mOjg4SKupW7ZsQUpKivDVVEdHR2RlZcHFxQXh4eEYN24cACAkJET4tkAA\nOHLkCHx8fOpM6C0sLPDVV1/hyJEjQhPpnTt3Cvvsxrp79y5Gjx4tPR42bBj09PRw7949oRflmjIz\nMxEYGFjv8+PGjcPWrVtbMCJtJSUlGpOgFy9ehL29vfTY0tIS9+7dExGaJC0tTePx1KlTERYWBhMT\nE0ERafvzzz/h7+8vPY6Li4O1tTVCQ0MBVA3OAgIChCXSsbGx8PHx0WgLCQmRjiv89ddfsXPnTqGD\nRSUcU6mEvrH6mlfTlStXsH79epw/fx5z584VXt33999/x+HDhzFkyBCMGTMGvXr1gqenp7S66uXl\nhYkTJwqNUe4a2jn26NEjAVHVrX379lorkfn5+Vi3bh3279+P+/fvC4pMGX3jsWPHEBoaKi0cuLu7\nw8HBAeXl5bJZOJDLeIeJ9DusvvsAa88iixQREYHc3FycOnWq3tXUiIgIoUngpUuX4Onpifnz5wtf\nfa5Ldnb2KwvW2NjY4LvvvmvBiJRJrVZr/T20atVKFlVzqz148KDBMz5FFxozNjZGbm4uevbsiefP\nn+PatWvw8/OTnn/y5IlUkViU6tXyajo6Ohg4cKCw2zPqIvcJidzcXI3+sFOnThoDMEtLS9y4cUNE\naPQG3bp1CwEBAYiLi8O0adNw8eJFKUEQ6eHDh9JEWMeOHdGhQweNnSddunSRTbVkuTI0NHzl7ggD\nAwPhfWRxcTFWrFiBtLQ0tG7dGkuXLsXChQsRHByMkJAQmJmZ1VuIrKUooW9UwsKBXMY7ik2kGzr6\nSA4DRrlTwiyyElZT09LSEBkZCUdHR/Tq1Qvu7u7SLJ4cFBcXw8jIqN7njYyMUFJS0oIRKdfChQuh\np6cnDSaePXuGpUuXapyXK/JeRRMTE1y/fr3e89WzsrLQo0ePFo5K08SJE+Hv74/169cjMTER7dq1\nw6hRo6Tns7KyGrVb5l0n9wmJx48fa6zuZmVlaTyvVqvx8uXLlg6L3pAHDx4gODgYP//8M0aOHIkT\nJ07AyspKdFiNJofdYw0RHaMSdkcEBATgwoULmDVrFlJTU+Hn54f09HSUlZUhJiYGY8eOFR2iIvpG\nJSwcyGW8o9hEOiQkBJ07dxYdxltDrrPISlhNtbS0hKWlJTZu3IgjR44gMjIS/v7+KC8vR1JSErp3\n7y60ArFarX7lVhxdXV2Ul5e3YETKVLvCL6Bd5Vf0QMfBwQGBgYGYOHGi1nm4paWl+Pbbb+Hg4CAo\nuiq+vr6YM2cOpk+fDn19fXz//fcax0hFRkYq5lxakeQ+IfH+++8jMzOz3knvzMxM4WfiAlWTY9XH\nX9WeGAPET44pwZYtW7Bjxw6YmpoiKipKtluk6/tZq1QqjWJPIikhRjlLSkrCjh078PHHH8PLywtD\nhw7FBx98gM2bN4sOTaKkvlHOCwdyGe+w2Ng7rvYs8oYNG2Q1i9ytWzdkZGTUW/zl3r17GDRoEAoL\nC1s4slfLzc3Fvn37cPDgQTx8+BDjx48XVuCp+qzUurbpV1+cqysAk7IVFBTAxsYGOjo68PT0lC7U\nN27cQFhYGCorK3Hq1CkYGxsLjrRqp4S+vr5WfYOHDx9CX19f+PbummoX/ZGDwsJCzJkzBxcuXJAm\nJKZNmyY97+zsDGtra6xdu1ZIfL6+vjh58iROnjypVRCytLQUtra2sLOzw6ZNm4TEByijkJcSGBgY\noG3bthg3bhxUKlW9xflEDrqV8LNWQoxyZ2RkhIyMDGklskePHkhNTYWFhYXgyP6HfWPzkMt4h4n0\nO6zmLLK/v78sZ5Eb+lkXFBTAzMxMtkmgWq1GUlIS9u/fj4MHDwqJQQkdIjWfvLw8rFixAqmpqdLP\nXKVSwc7ODlu2bJFVMihXNY8cqqysRGpqKsaMGSPLlUq5TkhUD3J0dXXh5eWFDz/8EEDVCQdhYWGo\nqKjAb7/9hvfee09IfNR8qq8xgHYBt2q8xlBLaKjyuRywb2w+chjvMJF+hylhFpmrqUSvp6ioCLm5\nuaisrES/fv2EH2OnJJx8ah55eXlYvnw50tLSNAY5EyZMwNatW2U1uCUi5aseM1Zvj5frJCj7xuYl\ncryjyESamocSZpE5oCUiUraHDx8iNzcXQNWxi4aGhoIjIqK3kdLGjOwblY+JNBEREREREVET1H8A\nFxERERERERFpYSJNRERERERE1ARMpImIiIiIiIiagIk0ERERERERURMwkSYiInqH3Lt3D0FBQcjI\nyBAdChERkWIxkSYiInqH3L9/H8HBwbh+/broUIiIiBSLiTQREdE76FVnrdZUWlr6hiMhIiJSHibS\nREREb8D9+/exbNkyWFhYwNjYGIMHD8bSpUvx5MkTAEBeXh7mz5+PPn36oEePHpgwYQISEhI03iMq\nKgoGBga4c+eORvvp06dhYGCAs2fPSm1Tp06FtbU1srOz4ezsDBMTE1hYWCA0NFTj302YMAEAsHjx\nYhgYGMDAwACbN28GACxatAjdu3fH7du34eHhgV69esHd3R379u2DgYEBrl69qvX/3LVrFwwMDHDz\n5s3m+eKIiIgUoJXoAIiIiN42+fn5sLOzQ1FREebOnQtzc3P8888/SEhIQFFREZ4+fYpJkyahrKwM\nCxYsgJGREQ4dOoQ5c+YgLCwMM2bMaPJnqlQqPHr0CG5ubnB2doarqyvi4uKwfv16WFhYwN7eHgMG\nDICfnx8CAwMxf/58jBo1CgAwcOBA6X0qKirg6uqKYcOGISAgALq6upg2bRpWrVqF6OhoDBkyRONz\no6OjYWVlhY8++uj/+9KIiIgUhIk0ERFRM/P390d+fj6Sk5NhZWUlta9evRoA4Ofnh/z8fMTHx2PM\nmDEAgHnz5sHW1hbffPMNXFxc0KpV0y7RlZWVyM/Px65du+Du7g4AmD17NgYNGoTIyEjY29ujW7du\nsLe3R2BgIEaMGAE3Nzet93n58iUcHR2xceNGjfYpU6YgNjYWAQEB0NGp2tD2119/4Y8//pBWtImI\niN4V3NpNRETUjCoqKpCQkAB7e3uNJLqm5ORkWFpaSkk0ALRt2xZffPEF8vPzce3atdf67Pbt20tJ\nNADo6enBysoKt27datL7eHp6arXNmjUL+fn5SE9Pl9oOHTqEVq1avdYKOhERkZIxkSYiImpGhYWF\nePz4MSwsLOp9zZ07d+rcCt2/f38AwO3bt1/rs3v06KHV1rlzZxQXFzf6PXR0dNCrVy+t9gkTJsDY\n2BiHDh2S2mJiYmBnZ4euXbu+VrxERERKxUSaiIiohalUqv/rdRUVFXW26+rq1tne2ArdANC6dWtp\n63ZNOjo6cHNzQ0JCAsrKynDx4kXk5eXBw8Oj0e9NRET0tmAiTURE1IyMjIzQsWNHZGZm1vsaU1NT\n5OTkaLVXt1WvCHfp0gUAUFJSovG6112xBhpO4l+VdM+aNQulpaWIj49HdHQ0OnXqhClTprx2LERE\nRErFRJqIiKgZ6ejowMnJCSkpKbh8+XKdr5k0aRKuXr2K8+fPS23Pnj1DeHg4unfvDktLSwBAnz59\nAEDjmKvy8nLs3bu3STHVTJ7bt28PACgqKmrwtbVZWFhg8ODBiIqKQlxcHKZPn47WrVs3KRYiIqK3\nAat2ExERNbP169cjPT0dTk5OmDdvHszMzFBQUID4+HhERUVh2bJliI2Nhbu7OxYsWICuXbsiOjoa\nOTk5CAsLk7ZWm5ubY8SIEfjPf/6DoqIidOnSBYcPH0Z5eXmdn1vfanLN9j59+qBLly4IDw9Hhw4d\noK+vDwsLC5ibm7/yPap5eHjAz88PKpVKo7AZERHRu4Qr0kRERM3M2NgYKSkpcHV1RWxsLFatWoUD\nBw5g+PDhMDQ0hJGREY4fPw47Ozvs2bMHGzZsgEqlwr59++Dq6qrxXrt374a1tTW2b9+O7du3Y/z4\n8fD399daOVapVHWuJtdu19PTw48//og2bdrg66+/hpeXF44ePfrK96jJzc0Nurq6MDU1xejRo1/3\nKyIiIlI0VXFxceMrkBAREdE7rbi4GGZmZvD29saaNWtEh0NERCQEV6SJiIio0Q4cOIAXL17gs88+\nEx0KERGRMLxHmoiIiBp06tQp5OTkIDg4GI6Ojujbt6/okIiIiITh1m4iIiJqkJOTEy5dugRra2vs\n3r0bJiYmokMiIiIShok0ERERERERURPwHmkiIiIiIiKiJmAiTURERERERNQETKSJiIiIiIiImoCJ\nNBEREREREVETMJEmIiIiIiIiagIm0kRERERERERN8F/O7AqDvDuaAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xadff5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KxcVFbdq0UXh4eIZtw8LC1KdPH9WsWVPly5dXy5Yt9cUXX2RLwQAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xadcd400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gtQM8jWITknUpITlbY+8WddTtK0lZjnO2t1N5e7snjQYAAAAAeEIU\n6VxwKSFZIw/eMLDFvSxHzGpRmiINAAAAAPkAU7sBAAAAADCAIg0AAAAAgAFM7X7GcT03AAAAABhD\nkX7GcT03AAAAABjD1G4AAAAAAAygSAMAAAAAYABFGgAAAAAAAyjSAAAAAAAYQJEGAAAAAMAAijQA\nAAAAAAZQpAEAAAAAMIAiDQAAAACAARRpAAAAAAAMoEgDAAAAAGBAQWsHALIrNiFZlxKSsxx3t6ij\nbl9JytY+ne3tVN7e7kmjAQAAAHiGUKRhMy4lJGvkwRvZHH0vW6NmtShNkQYAAABgSLandi9evFgN\nGjSQs7Oz2rRpo0OHDmU4NiIiQr1791adOnVUoUIFvfjii/ryyy9zJDAAAAAAANaUrSK9YcMGjR07\nVkFBQYqIiJCnp6f8/Px08eLFdMcfO3ZM9evX1/Lly3Xo0CEFBARoxIgRWr9+fY6GBwAAAAAgr2Vr\navf8+fPVt29f9evXT5I0Y8YM7dmzR0uXLtWECRPSjB81apTF1wMGDFBERIQ2b96sHj165EBsAAAA\nAACsI8sz0klJSYqMjJS3t7fF8rZt2+rIkSPZfqGbN2/KwcHBeEIAAAAAAPKRLM9IX716VcnJyXJ0\ndLRYXrZsWcXHx2frRXbs2KH9+/dr165dfy4lAAAAAAD5RK4/R/rw4cMaNGiQZsyYoUaNGuX2ywEA\nAAAAkKuyPCNdpkwZ2dnZpTn7fPnyZTk5OWW67aFDh+Tv769x48apf//+mY6NiorKdP3doo6Zrv+z\n7t69q6ion3N2n7mQNTdySmTNraxGZPWzn5/YSlZbySmRNTfYSk6JrLnFVrLaSk6JrLnBVnJKZM0t\ntpLVVnJKOZu1Zs2ama7PskgXLlxYHh4eCg8Pl4+Pj3l5eHi4unXrluF2Bw4cUK9evTR27FgNGTLk\niYPevpKk7D4b2IhixYqpZqXMX9uo3MiaGzklsuZW1uyKiorK8mc/v7CVrLaSUyJrbrCVnBJZc4ut\nZLWVnBJZc4Ot5JTImltsJaut5JTyPmu27todGBiowYMHq3HjxvLy8tLSpUsVHx9vPsscHBys48eP\nKzQ0VNKj50j7+/tr4MCB6tGjh+Li4iRJdnZ2Klu2bC4dCgAAAAAAuS9bRdrX11fXrl3TzJkzFRcX\nJzc3N61du1YuLi6SpLi4OEVHR5vHf/XVV0pMTNTcuXM1d+5c8/LKlSsrMjIyZ48AAAAAAIA8lK0i\nLUkBAQEKCAhId11ISEiar/+4DAAAAACAp0Gu37UbAAAAAICnSbbPSAPIntiEZF1KSM7W2LtFHf//\nTdSy5mxvp/L2dk8SDQAAAEAOoEgDOexSQrJGHrxhYIvs3Yl8VovSFGkAAAAgH2BqNwAAAAAABlCk\nAQAAAAAwgCINAAAAAIABFGkAAAAAAAygSAMAAAAAYABFGgAAAAAAAyjSAAAAAAAYQJEGAAAAAMAA\nijQAAAAAAAZQpAEAAAAAMIAiDQAAAACAARRpAAAAAAAMoEgDAAAAAGAARRoAAAAAAAMKWjsAAOuJ\nTUjWpYTkbI29W9RRt68kZTnO2d5O5e3tnjQaAAAAkG9RpIFn2KWEZI08eMPAFveyHDGrRWmKNAAA\nAJ5qTO0GAAAAAMAAzkgDsAnZnYae3SnoEtPQAQAA8OdQpAHYBGPT0LOegi4xDR0AAAB/DlO7AQAA\nAAAwgCINAAAAAIABFGkAAAAAAAygSAMAAAAAYABFGgAAAAAAAyjSAAAAAAAYQJEGAAAAAMAAniMN\nADkoNiFZlxKSszX2blFH3b6SlK2xzvZ2PPMaAAAgn6BIA0AOupSQrJEHbxjY4l62Rs1qUZoiDQAA\nkE8wtRsAAAAAAAM4Iw0Az6jcmIbOFHQAAPAsoEgDwDMqN6ah59YU9OyWfq47BwAAeYEiDQDI94yV\nfq47BwAAuYtrpAEAAAAAMIAiDQAAAACAARRpAAAAAAAMoEgDAAAAAGAANxsDACCH5MYjxSTuMA4A\nQH5DkQYAIIfkxiPFJO4wDgBAfsPUbgAAAAAADOCMNAAAzyBbmoaeG1lza7p8drNa+z0FADwZijQA\nAM8gW5qGnhtZc2u6vLGs1ntPbekPKQCQH1GkAQAAnjG29IcUAMiPKNIAAADIt2xpaj+AZwdFGgAA\nAPmWLU3t5xp54NlBkQYAAAByANfI28bNBiX+QIEnR5EGAAAAniG2dI28LWXlMoRnS7aK9OLFizV3\n7lzFx8erTp06mjp1qpo3b57h+B9//FFvv/22fvjhBzk4OOiNN97QO++8k2OhAQAAACA/4TKEZ2tG\nQpZFesOGDRo7dqw+/vhjNW/eXJ999pn8/Px0+PBhubi4pBl/8+ZN+fr6qmXLlgoPD9fZs2c1bNgw\n2dvba9iwYU8UFgAAAADwZGzlMoT8PCOhQFYD5s+fr759+6pfv36qWbOmZsyYIScnJy1dujTd8evW\nrVNiYqIWLFigOnXqyMfHR8OHD1dISMgTBQUAAAAAID/ItEgnJSUpMjJS3t7eFsvbtm2rI0eOpLvN\n0aNH1bx5cxUpUsRifGxsrH755ZcciAwAAAAAgPWYbty4kZLRytjYWLm5uSksLMzimujp06dr/fr1\nOnbsWJptfH195eLionnz5pmXxcTEqEGDBvrmm2/UtGnTHD4EAAAAAADyTpZTu40ymUw5vUsAAAAA\nAPKNTIt0mTJlZGdnp/j4eIvlly9flpOTU7rbODo6pjs+dR0AAAAAALYs0yJduHBheXh4KDw83GJ5\neHi4vLy80t3G09NThw4d0r179yzGV6hQQZUrV86ByAAAAAAAWE+WU7sDAwO1atUqLV++XGfPntXo\n0aMVHx+v/v37S5KCg4Pl4+NjHt+jRw8VK1ZMQ4cO1ZkzZ7R582bNmTNHQ4cOzb2jAAAAAAAgj2T5\nHGlfX19du3ZNM2fOVFxcnNzc3LR27VrzM6Tj4uIUHR1tHl+qVClt3LhRQUFB8vb2loODg4YNG6bA\nwMBcOwgAAAAAAPJKpnftBoA/unv3rooVK2btGAAAAIDVZHlGOr87fvy41q9fr/Pnz0uSqlevLj8/\nPzVq1MjKybJv06ZNmj59ug4dOmTtKNmSH4pUgwYNLL42mUxKSUlJsywyMjIvY/0px48f1+TJk/X1\n119bO4qWLVum119/PcP1iYmJ6tWrl0JDQ/MwVVrz5s1L9wkBpUqVUs2aNS0e15cfpaSkaP/+/UpM\nTJSXl5dKly5t7UiSpC+++EK9evVS0aJFJUlnzpxRjRo1VKhQIUnSnTt3NHv2bI0fP96aMfX3v/9d\ns2bNUsmSJSVJS5cuVY8ePVSqVClJ0vXr19WnTx9t377dmjElSTNmzJCfn5+qVq2a7vrr16+rX79+\n2rJlSx4nM+7evXu6cOGC6tSpY+0o+utf/6oVK1bkm9+djMTExKhixYoqUCDHH5JiFQ8fPnxqjgWW\nbOnfVX9//3Q/90m/fx40mUxavXq1FdIZd/HiRfNM3/wqP/37n5/+XbXpM9LBwcGaPXu2ihcvLldX\nV6WkpCg6OloJCQkaOXKkJkyYYO2IZl988YX27t2rwoULa/DgwWrWrJkiIiI0btw4nTt3Tv7+/po9\ne7a1Y2arSPn7++eLIvW4Dz/8UIGBgXJwcLBY/tZbb+VlrAzt3btX4eHhKlSokPr16ydXV1dFRUVp\nwoQJ2rlzp9q0aaMNGzZYO6YcHR21ePFide3aNc26e/fuqVevXoqKitLp06etkO537u7u6Rbp3377\nTTdv3pSnp6dWr16d5ufBGm7fvq33339fkZGRatq0qd577z317NlTBw8elCSVK1dOGzZsUP369a2c\nVHJwcNB///tflStXTpLk4uKib7/9Vq6urpIeXcpTp04dXb9+3YopbSen9Chr6dKltXTpUnl7e6dZ\nn5+yZuXkyZNq06aNrl27Zu0oaX4G8itbySlJderU0cGDB/X8889LkgYOHKgpU6aYs8fFxalu3br5\n4vsvSffv39fChQu1bt06nTt3TiaTyXwy5c0331TBgtY/VxQTE6Nbt27Jzc3NvGzfvn366KOPlJCQ\noC5dumjUqFFWTPg7W/p39c0338ywSKcymUwKCQnJw1TGXbp0STNnztSXX36pS5cuWTtOpvj3P33W\n/1fmT1q7dq1CQkI0ZcoUBQQEqHDhwpIefdhfvHixJk2apDp16qhnz55WTvqo9E2aNEn16tXT2bNn\nFRYWpnfeeUfz5s3TwIED9fe//11ly5a1dkxJ0ttvvy0HB4cMi1Tv3r3NZ/+t6Y8Fefr06eaCmt+s\nWrXKXPKvX7+u5cuXa9q0aRo1apS6dOmiiIgI1atXz9oxJUkfffSRBg0apOeee06tW7c2L09KSlLf\nvn119uxZbdu2zYoJHzl16lSG66KjozVw4EBNmjRJs2bNysNU6ZswYYJ27dqlbt26ae/everZs6eS\nkpK0e/dumUwmvffee/rggw+0Zs0aa0dFLunYsaP8/Pw0ceJEDRs2zNpxnkhmH1xh2+Li4pScnGz+\nevv27Ro/frzFh9X88v2/d++efH19dfjwYbVu3do8C+ns2bN6//33tWPHDm3cuNH82dBaxo8fr2rV\nqmnixImSHhXrPn36qHLlyqpSpYqmTJkie3t7DRkyxKo5bc3QoUPl5uYmOzs7a0fJ0o0bNxQUFGQ+\nmTZ8+HANHjxYM2bM0Jw5c1S7dm3985//tHbMbMkvv//5ic0W6U8//VTjxo3Tm2++abG8SJEiCgwM\n1IMHD/TZZ5/liyK9YsUKffzxx+rXr58iIiLUtWtX7d27V99//32+m5ZmK0XKloSEhOi9997TqFGj\ntHHjRg0YMEDz5s3Tvn37MpzuaS2vv/66rl69qldffVVbtmyRh4eHkpKS9Oqrr+r06dPatm1bvsv8\nR66urpo4cWK+eVLAjh07tGDBArVu3VoxMTFq0KCBQkND1aRJE0nSpEmT1KtXLyunRG6aOHGi2rRp\noxEjRuj06dOaO3eu1T/gPw1+/fVXJSYmZjqmUqVKeZQGeWn27NmKjo5WeHi4GjZsaLHuxIkT6tOn\nj2bNmqXRo0dbKeEjx48f1+DBg81fr1u3To6Ojtq/f78KFSqkefPmadWqVRRpg1q3bq2zZ8+a/8jT\ns2dPzZ07V87OzlZOltYHH3ygw4cPq3fv3tqzZ4/GjRunf/3rX0pISNC6devUsmVLa0fEE7DZIn3m\nzBl9+umnGa7v0qWLpk+fnoeJMhYTE2Oe0teyZUsVKlRI7733Xr4r0dLTUaTym+joaHXv3l2S1LVr\nV9nZ2enDDz/Mt+/jqFGjdPXqVfn5+Sk0NFSTJk3SiRMntHXrVlWvXt3a8bKlYsWKunz5srVjSHp0\nlqd27dqSHn2oL1q0qMWH+4oVK+rKlSvWioc8YDKZ1LNnT9WqVUuvvvqqOnbsqC+//FLly5e3djSb\nlt5U+ceZTKZ8MQ1x3rx5Kl68eKZjrF34bM3XX3+tDz74IE2JliQPDw998MEHmj59utXf1ytXrqhy\n5crmr7/99lt17tzZfN+JV155RR999JG14tmsP54ZPXjwYJZ/VLOWnTt3at68efL29tbAgQPVqFEj\nubq65puOYqvyy7+rNluks7o2Ij9NP0hMTDTfvMdkMqlw4cL5Yl5/Rp6GIpWf3Llzx/zLbmdnl6ZI\n5UeTJ0/WtWvX9NJLL6l06dLasmWLatWqZe1Y2fbvf/8737zHDx8+tJh+ZmdnZ3F9d3rXelvTjh07\n9NxzzyklJUXJycnavXu3HB0dJT2aopZfTJo0ScWKFVNKSoqSkpI0bdo0801xEhISrJwufR4eHgoP\nD1e/fv3Utm1bLV++3OJDtrWdOHEi0/Xnzp3LoyTZ8/XXX+eL+yBkZceOHRler5t6UyRrF77syE//\nVv3888/y8vLKcL2n5/9r796DoirfOIB/dxFUxBTE8Ia3SmQdDUlxEi8oSKgghiHaaOoENk4q5h3y\ngmGg6JTglCZhCqKJ4aAB4wUQ85IyUSpChkWimULGJQVvXH5/MHtkXZaLP+WcV7+f//Y92/J42vPu\ned73Pc/rgPz8/GaMqG7t2rVDUVERrK2tUV1djZ9//lmnDo1KpdJZTi83EftVpbt586ZUoKtnz55o\n1apVvbWI5CJa/6+UflXYRNrW1haJiYnw9/ev83hSUpJinjsFgKioKJiZmaG6uhoPHz5ETEyM3g2A\nkp6dU3oiVbtqswjntL7kRKuu59Kb25IlS6Tz2rp1axgZGUGj0eCbb74B8KhzCgsLkzNMg8VOSktL\nce7cOaxcuRLTpk1r5qgMq+/6v337tszR6Zo/f77O6yVLlsgUiWFDhw7Fn3/+Kb0ePHgwrl27pvMe\nR0fH5g6rUTp27IiDBw9i2bJlcHd3x9KlS+UOSdLQDK/S9O/fX9GD0lqJiYl6/b1Subu7SwN/d+/e\nxTvvvCM9hlBRUSFnaDpMTU1RVFRksNJxcXGx7LuLAIC9vT2++OILfPnll0hISEBZWRlGjBghHf/j\njz/QtWtXGSN8RNuvaieiaver2skrpfarSlZZWamT8BkZGcHU1FTGiOomWv+vlH5V2Krd+/btw9y5\nc7FmzRr4+vpKX9IHDx4gKioKQUFBiIiIgI+Pj8yR6lcY1iYjj7++cOGCHOHpqJ1IVVRUIDY2FkOG\nDJFG05SSSIl0Ths7Y6KESpjjx4+v8zzWXuGhUqmQmJgoR3iS+s6pWq3Ge++9h3Xr1qFly5bNGFXd\nRPquiu7hw4e4d++etH2LEtRXXXTHjh1YunQpKioqFLEEubEzeD169HjGkTRMSVVb69OYONPT0+Hk\n5NR8QRkQGhra4HtUKhWWL1/eDNHUb8qUKbC0tDRYpGnu3Ln4559/ZC/imJWVBU9PT5SWlqKqqgqL\nFi3CihUrpOOzZ8+GmZkZPvvsMxmjFI+5uTlGjRoFExMTVFdXIzU1FY6OjtLqTwCK2f5KlFjz8/P1\nVp3UtbqX/b8uYWekvb29cfHiRQQEBCAkJAQ9evSQtr8qKyvD3LlzFZFEA/VXGFaanJwcnT34Bg0a\nhMrKSmRnZ+u0y02kc6qEBLmxDBWSU1qCcvDgwTrb27Zti1deeUUxcQJifVe17t+/Lw1CXL9+HTt3\n7sTdu3fh5uamiBmJ9PR0FBcX4+2335baPvvsM6xbtw6VlZUYOXIktm/frog6FEuXLjX4HNfMmTPR\nt29fxMTENHNUddMu4RSBtbW1EBV7Dbl+/TpiY2MRGxuLq1evKuJ3IiAgQO4QGm3x4sUYO3YsSkpK\n4O/vL62Yu3TpEiIiInDkyBEkJyfLHGXNQGpGRgbOnDkDKysrDB48WOe4l5eXIvbl1SovL0d4eDi+\n/5MgOn4AAA/7SURBVP57XLlyBWq1Gj169ICnpyfmzZuniFl+oGYgpfYgv7e3t957lHCvCogTa8eO\nHbFq1SokJSXhwYMHcHJyQlhYGDp06CB3aIom7Iy0VmZmJuLi4qQtmbR7CA4aNEjmyB4pKyvDoUOH\nMGnSJAA1zyDfv39fOm5kZITQ0NAGH5qnR44ePYqFCxfi1KlTejd/paWlcHR0RGhoKDw8PGSK8JEP\nP/wQ69atU1RyZ4goCcrjy3gNUcJz0iJd/5cvX8a0adOQm5uLfv36ITIyEl5eXtLy87t372LHjh2y\nX1eenp5wcXGRtsHLzMyEi4sLpk+fjj59+iAiIgKTJ0/G2rVrZY0TAI4cOYKFCxfi9OnTen1VSUkJ\nhg0bppi+qjGrZ5RSwMvHx8dgrZTag75yz/KEhoZi/vz5aNOmDSoqKpCUlIRdu3YhLS0N/fr1w6RJ\nk+Dp6amIrRu159QQpZxTreTkZMybN0/v+2hhYYHw8HC4u7vLFNkjrq6uiIuLk34z16xZg3nz5kl7\ndd+6dQtOTk64ePGinGECqFmFOHbsWJw/fx7Ozs6wsbFBdXU1Ll26hLS0NAwcOBDJycmK2J9bJFlZ\nWUJs1bVy5UpERUVh8uTJMDExwb59+zB8+HBER0fLHZqelStXori4GKmpqbIn/cIm0rVHbx//Ia39\nQ6CEQiTbtm3D8ePHERsbC6Bmk3t7e3tpZC87Oxu+vr5YsGCBnGFKRBiR9Pb2hqurK/z8/Oo8HhUV\nheTkZMTHxzdzZPqUtASlIaIkKI9f13XdUCvlhl+k69/Hxwf37t3DnDlzsH//fpw+fRojR47E5s2b\nAdTMrp47dw4pKSmyxtmnTx/s3bsXAwcOBFDzo5qRkYHDhw8DABISEhAcHIzMzEw5wwQgVl914sSJ\nOttVKhVSUlKwdetWGBsbN3og61maM2dOg0VHVSoVvvzyy2aMqm65ubmIiYnBt99+i9atW8Pb2xub\nNm3CyZMnYWtrK3d4EpHOqVZ5eTlSU1N1JlOcnZ1hamqKv/76y+Az1M3l8d//bt264eTJk9LASUFB\nAfr27auIFQlff/01QkNDkZiYqPe9zMnJgYeHBwICAuDr6ytThGKysLAQYqsuOzs7rFixAu+88w6A\nmvs/V1dXFBYWKm4QQElJv7DDSr17927wPUq5kY6Pj8fChQt12sLDw6Xtj7777jts2bJFETfSFRUV\n8PT0lEYkXV1dpRHJDRs2ICUlRREjktnZ2QgJCTF4fPjw4di4cWMzRvR8+PXXXxEUFCS9TkhIgIOD\nAyIiIgDU3AQEBwfLnkinpaXpvB4/fjwiIyPRpUsXmSIyTKTr/6effsL+/fvx+uuvw9HREd27d4ev\nry/UajUAwM/PD2PGjJE5yppVJ7UHps6ePQsXFxfptZ2dHW7cuCFHaHpE6quGDx+u13bu3DmsXr0a\nP/74I2bMmKGY6tJbtmyRO4RGcXNzQ05ODjw9PbF9+3bpHIeHhytiOWdtopzT2kxNTfVWcxQUFGDV\nqlXYtWsXbt68KVNk4jlw4AAWLlxY5+CORqPBRx99hAMHDjCRbiJRtuq6fv06hg4dKr1+4403YGxs\njBs3bsg+IPW477//HhEREVLS7+PjA1dXV1RWVjZ70i9sIm3oGcnHR86VIC8vT6djeumll3T+R9vZ\n2eG3336TIzQ9O3bsQF5eHo4fP25wRHLHjh2yd6T//vuvdHNfF6UMoohGlARFOxOppVar0a9fP0Us\nj3ycSNd/UVGRNBjRtm1btGnTRmf2v3379oqoMm5lZYW8vDx069YN9+/fx4ULFxAYGCgdv3PnjlRp\nWG6i9lVXrlxBcHAwEhISMGHCBJw9e1Ya/KHGy8jIgK+vL2bNmqWo2WfRlZSUYPHixUhLS4OJiQn8\n/f3xwQcfICwsDOHh4bCxsTFYiIzqdunSpXoLzo0cORKff/55M0ZEzamiokIvb2rRooWiqvVrKSnp\nFzaRFmnk/Pbt2zqjTzk5OTrHKyoq8PDhw+YOq06ijEh26dIFFy9eNLivdU5ODjp37tzMURnW0NZh\nSrmZFilBEYVI139DlDKDNmbMGAQFBWH16tVITk5G69at8eabb0rHc3JyGrVqqTmI1lf9+++/CAsL\nwzfffIMhQ4bg6NGjsLe3lzssYaWlpSEmJgZubm7o3r07fHx8pFkUenLBwcE4c+YMpk6ditTUVAQG\nBiI9PR3l5eXYt28fhg0bJneIjaKUPhWoGZywtLQ0eNzS0hKlpaXNGBE1tw8++ADGxsbSIx737t2D\nv7+/VGFcKTUSlJT0C5tI16b0kfOuXbsiOzvbYDKVnZ2tmH0ERRmRdHV1RUhICMaMGaO3H19ZWRk+\n/fRTuLq6yhSdvvDwcLRr107uMBokUoIiCpGuf6Dmh1S7TUftH1GVSqVTJE1OAQEBmD59OiZOnAgz\nMzN88cUXOludxcTEKGZPTJH6qg0bNmDz5s2wtrZGbGysIpbxi87Ozg52dnZYu3YtDhw4gJiYGAQF\nBaGyshKHDx9Gp06dZC/eKKLDhw9j8+bNGDVqFPz8/DBw4ED07NkT69evlzs0PSL0qUBNclLfslgj\nIyNUVlY2Y0TPD0PfAS0lJKiPVxcH9CuMK2ngRylJv7DFxgD9kfM1a9YocuQ8ICAAx44dw7Fjx/QK\ndZWVlcHJyQnOzs5Yt26dTBE+0rFjR2RlZRksgnDjxg30798ft27daubIdBUWFmLkyJFQq9Xw9fWV\nkpTffvsNkZGRqK6uxvHjx2FlZSVrnIBYxcZu3bqF6dOn48yZM1KCMmHCBOm4h4cHHBwcsHLlShmj\n1Pd4ARclEen6F63YUElJCczMzPRqNhQVFcHMzEwRqydE66tatWqF4cOHQ6VSGSziJ/cNn+jy8vIQ\nHR2NPXv2oKioCCNGjFBEsTmRWFpaIisrS1rN0blzZ6SmpkKj0cgcmS6R+lTtfsd1PRapTfq1O3tQ\n44n0HRCFks6psIl07ZHzoKAgRY+ca2+kjIyM4Ofnh1dffRVATSXPyMhIVFVV4YcffsDLL78sc6QN\nJ32FhYWwsbFRREean5+PxYsXIzU1VbqYVCoVnJ2dsWHDBsUkVSIl0lpKT1Bqb9NSXV2N1NRUODo6\nKm6EFxDr+qdnQ5S+SntzAugXyNHiDd/TU1FRgcOHD2PXrl3Ys2eP3OEIpaFq2NR0SkpOiEQhbCIt\n2sh5fn4+Fi1ahLS0NJ0bqdGjR2Pjxo2K6fxFHJEsLi5GXl4eqqur8corryhiy7PaREyklU60H3xR\nrn96tpTeVxGJQnuvol0uq+TBVCJ6fgmbSIs6cl5UVIS8vDwANVt4WVhYyByRLtESFCKRKP36JyIS\nAe9ViEgJhE2kiYiIiIiIiORgeHNLIiIiIiIiItLDRJqIiIiIiIioCZhIExERERERETUBE2kiIiIi\nIiKiJmAiTURE9AK5ceMGQkNDkZWVJXcoREREwmIiTURE9AK5efMmwsLCcPHiRblDISIiEhYTaSIi\nohdQfXvw1lZWVvaMIyEiIhIPE2kiIqJn4ObNm1iwYAE0Gg2srKwwYMAA+Pv7486dOwCA/Px8zJo1\nC7169ULnzp0xevRoJCUl6XxGbGwszM3Nce3aNZ32EydOwNzcHKdOnZLaxo8fDwcHB1y6dAkeHh7o\n0qULNBoNIiIidP670aNHAwA+/PBDmJubw9zcHOvXrwcAzJkzB506dcLVq1cxZcoUdO/eHT4+PoiO\njoa5uTnOnz+v9+/cunUrzM3Ncfny5adz4oiIiATQQu4AiIiInjcFBQVwdnZGcXExZsyYAVtbW/z9\n999ISkpCcXEx7t69i7feegvl5eWYPXs2LC0tsXfvXkyfPh2RkZGYNGlSk/+mSqXCf//9B29vb3h4\neMDLywsJCQlYvXo1NBoNXFxc0LdvXwQGBiIkJASzZs3Cm2++CQDo16+f9DlVVVXw8vLCG2+8geDg\nYBgZGWHChAlYtmwZ4uLi8Prrr+v83bi4ONjb2+O11177/04aERGRQJhIExERPWVBQUEoKCjAkSNH\nYG9vL7UvX74cABAYGIiCggIkJibC0dERADBz5kw4OTnh448/hqenJ1q0aNpPdHV1NQoKCrB161b4\n+PgAAKZNm4b+/fsjJiYGLi4u6NixI1xcXBASEoLBgwfD29tb73MePnwINzc3rF27Vqd93LhxiI+P\nR3BwMNTqmgVtv//+O3755RdpRpuIiOhFwaXdRERET1FVVRWSkpLg4uKik0TXduTIEdjZ2UlJNAC0\natUK77//PgoKCnDhwoUn+tumpqZSEg0AxsbGsLe3x5UrV5r0Ob6+vnptU6dORUFBAdLT06W2vXv3\nokWLFk80g05ERCQyJtJERERP0a1bt3D79m1oNBqD77l27VqdS6H79OkDALh69eoT/e3OnTvrtbVr\n1w4lJSWN/gy1Wo3u3bvrtY8ePRpWVlbYu3ev1LZv3z44OzujQ4cOTxQvERGRqJhIExERNTOVSvV/\nva+qqqrOdiMjozrbG1uhGwBMTEykpdu1qdVqeHt7IykpCeXl5Th79izy8/MxZcqURn82ERHR84KJ\nNBER0VNkaWmJtm3bIjs72+B7rK2tkZubq9eubdPOCLdv3x4AUFpaqvO+J52xBhpO4utLuqdOnYqy\nsjIkJiYiLi4OL730EsaNG/fEsRAREYmKiTQREdFTpFar4e7ujpSUFGRmZtb5nrfeegvnz5/Hjz/+\nKLXdu3cP27dvR6dOnWBnZwcA6NWrFwDobHNVWVmJnTt3Nimm2smzqakpAKC4uLjB9z5Oo9FgwIAB\niI2NRUJCAiZOnAgTE5MmxUJERPQ8YNVuIiKip2z16tVIT0+Hu7s7Zs6cCRsbGxQWFiIxMRGxsbFY\nsGAB4uPj4ePjg9mzZ6NDhw6Ii4tDbm4uIiMjpaXVtra2GDx4MD755BMUFxejffv22L9/PyorK+v8\nu4Zmk2u39+rVC+3bt8f27dvRpk0bmJmZQaPRwNbWtt7P0JoyZQoCAwOhUql0CpsRERG9SDgjTURE\n9JRZWVkhJSUFXl5eiI+Px7Jly7B7924MGjQIFhYWsLS0xKFDh+Ds7IyoqCisWbMGKpUK0dHR8PLy\n0vmsbdu2wcHBAZs2bcKmTZswYsQIBAUF6c0cq1SqOmeTH283NjbGV199hZYtW2LJkiXw8/PDwYMH\n6/2M2ry9vWFkZARra2sMHTr0SU8RERGR0FQlJSWNr0BCREREL7SSkhLY2Nhg3rx5WLFihdzhEBER\nyYIz0kRERNRou3fvxoMHD/Duu+/KHQoREZFs+Iw0ERERNej48ePIzc1FWFgY3Nzc0Lt3b7lDIiIi\nkg2XdhMREVGD3N3dkZGRAQcHB2zbtg1dunSROyQiIiLZMJEmIiIiIiIiagI+I01ERERERETUBEyk\niYiIiIiIiJqAiTQRERERERFREzCRJiIiIiIiImoCJtJERERERERETcBEmoiIiIiIiKgJ/gfd5AVy\nI1KAdwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xadff7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VFBSkdevWaerUqTpw4IA2btyoJk2a2Lq8IlWvXj2dPn3a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\nRJqIiIiIiIjICv8DdPskpKD0HzYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb745cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2bFlHl5av/fbbb+bPVZPJpKZNmyotLU3Hjh2zWJ5fcUb6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\nAAAAAAAn/A+SapZjK+3udAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb7d9ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "ins[ins['MAT'] == '1'].sort_values('rate', ascending=False).plot(kind= 'bar', x= 'country', y = ['rate'] , figsize = (15,5),ylim = [0,1],  title = 'Inspections rate on code 01' )\n",
    "ins[ins['MAT'] == '3'].sort_values('rate', ascending=False).plot(kind= 'bar', x= 'country', y = ['rate'] ,ylim = [0,1],figsize = (15,5), title = 'Inspections rate on code 03')\n",
    "ins[ins['MAT'] == '8'].sort_values('rate', ascending=False).plot(kind= 'bar', x= 'country', y = ['rate'] ,ylim = [0,1], figsize = (15,5), title = 'Inspections rate on code 08')\n",
    "ins[ins['MAT'] == '16'].sort_values('rate', ascending=False).plot(kind= 'bar', x= 'country', y = ['rate'] ,ylim = [0,1], figsize = (15,5), title = 'Inspections rate on code 16')\n",
    "ins[ins['MAT'] == '116'].sort_values('rate', ascending=False).plot(kind= 'bar', x= 'country', y = ['rate'] ,ylim = [0,1], figsize = (15,5), title = 'Inspections rate on code 116')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\pymysql\\cursors.py:146: Warning:\n",
      "\n",
      "Out of range value for column 'AGG_PERCENT_MON_REPAIRS' at row 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "repairs = pd.read_sql('''\n",
    "\n",
    "    (select `p`.`loc` AS `LOC`,`p`.`item` AS `ITEM`,`p`.`output_item` AS `OUTPUT_ITEM`,\n",
    "    (((`p`.`p1` + `p`.`p2`) + `p`.`p3`) + `p`.`p4`) AS `MONTHLY_REP`,\n",
    "    concat(replace(`s`.`MAT`,'0',''),`s`.`BATCH`) AS `SAP_ITEM`,sum(`s`.`QTY`) AS `SAP_REPAIRS`,\n",
    "    cast((sum(`s`.`QTY`) / (((`p`.`p1` + `p`.`p2`) + `p`.`p3`) + `p`.`p4`)) as decimal(2,2)) AS `AGG_PERCENT_MON_REPAIRS`\n",
    "    from (`production_metric_rb` `p` join `s518_fmt` `s`) where ((`p`.`production_method` = 'REP') \n",
    "    and (`s`.`ACTIVITY` = '40') and (`p`.`loc` = `s`.`PLANT`) and \n",
    "    (`p`.`item` = concat(replace(`s`.`MAT`,'0',''),`s`.`BATCH`)) and \n",
    "    (`s`.`COUNTRY` not in ('CL','US','ZA','MX','AU','NZ','AR','UT'))) \n",
    "    group by `p`.`loc`,`p`.`item`,`p`.`output_item` order by `MONTHLY_REP` desc,`SAP_REPAIRS` desc)\n",
    "\n",
    "''', con=conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "repairs['country']  =  repairs['LOC'].map(lambda x: x[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rep01 = repairs[repairs['ITEM'].str[0] == '1']\n",
    "rep03 = repairs[repairs['ITEM'].str[0] == '3']\n",
    "rep08 = repairs[repairs['ITEM'].str[0] == '8']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repairs vs plan at country level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb93b588>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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u55ZIX06VqpdIPyIiIv+rwsLCbhnz/vvvc+jQIV5//XV+/PFH2rZtC8DGjRtZ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\nAAAADIAADwAAAACAAfw/bEGR1hxctEMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad49f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GjRrh7OxsFuPj4wPAsWPHMuzn+PHjJrHp6d27N8WKFWPSpEnZev2bpbK3t8fP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\nqyDI3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad49ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5XFxc7rhftWvXNibrx48f54MPPiA9Pd3i03e4vpCepeu4Wfny5VmxYgUAVatW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\nAMAECPAAAAAAAJgAAR4AAAAAABP4/ydKRV/3lCypAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad591d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rep01.groupby('country').sum().plot(kind='bar', y=['MONTHLY_REP','SAP_REPAIRS'], figsize = (15,5), title = 'Repairs on code 01')\n",
    "rep03.groupby('country').sum().plot(kind='bar', y=['MONTHLY_REP','SAP_REPAIRS'], figsize = (15,5), title = 'Repairs on code 03')\n",
    "rep08.groupby('country').sum().plot(kind='bar', y=['MONTHLY_REP','SAP_REPAIRS'], figsize = (15,5), title = 'Repairs on code 08')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\pymysql\\cursors.py:146: Warning:\n",
      "\n",
      "Out of range value for column 'AGG_PERCENT_MON_WASHES' at row 1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "washes = pd.read_sql('''select  left(loc, 2) as country, loc, item, monthly_washes, sap_washes, agg_percent_mon_washes from scorecard_washes_vs_plan''', con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Washes vs plan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb92d6d8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ezu7/BokfOXIEAF9f33sVrUQDBw5k3bp17N69m5UrVxIQEECrVq3KfJ6iJ0U0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2fZv3+/8Pc7d+7g5eUlUyZ55ZHulpw6dQpXV1eARsnWtmzZwvjx41m4cCHDhw//RTtNlVyxZ8+e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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb9bfe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "washes.sort_index(ascending=True).plot(kind='bar', figsize = (15,5), x=['country','item'],y = ['monthly_washes','sap_washes'],title = 'Washes VS Plan', rot=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "subs = pd.read_sql('''select left(loc, 2) as country,item, proxy , sum(monthly_substitutions) 'monthly substitutions', sum(total) as '6 months forecasted substitutions'  from scorecard_substitutions\n",
    "group by left(loc, 2), item, proxy\n",
    "order by country, sum(monthly_substitutions) desc''', con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Current month substitutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xace8208>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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j8ePHcsO1CxcuKGxPIpHIDf7Onj0LQP6r5MDbV3mdnZ3x008/Yd68eZBIJMJTdMCHjY/S\nzinpu5SWlobnz5+Xu015qmtMSSkpKcHW1hajR49GZGQkAMjcS0Vu374N4O2Toe9TFOZ+LN9bkUhU\nZYsCERERfa6qLUAMDAxEUFAQkpOTceTIkWKTqhMREZFipqammDFjBl6/fo3Bgwfj3Llzco/7/fff\n4eHhIfzdrFkzaGpqIjo6Go8fPxa2FxYWYubMmSgoKKj0WseMGYPXr18jMDBQ7rx7z58/V1h/WUnD\nHOmK0OVVnnneSjJ48GCoqalhw4YNSE1NldkXHh6Ohw8fws3NTXjt9EPp6upCIpHgzp07FWqnNPn5\n+ViwYAGePHkid/+qVauQl5cHbW1tWFlZCdvbtGmD169fC68VS8XFxWHfvn0l9rlw4UKZp/devnwp\nrNDt4+MjbD99+rTc4Em6mIiGhoawTVdXFwDKteBLaee0atUKSkpK2LNnD/Ly8oTteXl5mDp16ge1\nKU91jKmLFy/K/W7Ku5eKSOeefD/o/OeffxAcHCz3nA+5Hx8qNDRU4fclKioKN2/ehKqqKtq2bVvl\ntRAREX0OqmUOxOvXr0NNTQ3t2rUDUDkr5REREX1pJk2ahMLCQoSFhaFbt25o27Yt7O3tUa9ePTx5\n8gRJSUlITU1FkyZNhHNUVFQQGBiI0NBQdOzYER4eHhCJREhMTIRIJIKNjQ2uXLlSqXV6e3vj0qVL\nWLduHezt7dG1a1eYmJjg2bNnuHPnDpKSkuDq6ip3hd2yqlu3LhwdHZGSkgIvLy/Y2dlBVVUV7du3\nh7Ozc6nnV9aTfCYmJggLC8OkSZPQpUsX9O3bFw0aNEBKSgrOnj2Lhg0bIjw8vML9uLq64sKFCxg6\ndCjc3NxQq1YtmJqa4ptvvqmEq/j/Xr16hZCQECxYsABfffUVbGxsoK2tjezsbCQnJ+P69etQVVXF\nkiVLZBbQGTVqFCIiIjB16lQkJCTA1NQUf//9N+Lj4+Hp6YmoqCiFfTZt2hROTk7w9PSEsrIyoqOj\nkZ6eDg8PDwwYMEA4bsaMGXjw4AHatWsHExMT1KpVC1evXsXJkydRv359mddmXV1dsXz5csydOxfX\nrl0T/ttTUdAnraNhw4ZISkrCyJEj0bhxYygrK+Prr7+GtbU1xGIxvLy8sGPHDri4uMDNzQ0FBQU4\nefIkzMzMYGhoWGxcderUCUpKSli9ejWysrKEeQ1HjRql8BXk6hhTu3btwubNm+Ho6Ahzc3Po6uri\n7t27OHLkCFRUVDBu3LhS2+jZsycaN26MlStX4tq1a7C1tcW9e/cQGxuLHj16yA2O5X0uIpEIU6ZM\nKVPdOTk5CAkJUbh/4MCBsLS0BACsXr0aYWFhsLOzg729PfT09JCbm4tLly7hzz//hEgkwty5cysc\n7hMREX0pqiVATEtLQ506deDl5YWHDx+iT58+mDRpUnV0TURE9FmZNm0a+vXrh/Xr1yMxMRE7d+7E\ny5cvoaurCxsbGwQEBAiLBUhNnz4dGhoa2Lx5M7Zt24b69evDw8MDQUFB+Pbbbyvtabx3hYWFoXv3\n7tiwYQNOnz6N7OxsaGtrw8jICCNGjMDAgQNlji+pBpFIJHf/mjVrEBQUhKSkJBw/fhwSiQTTp08v\nNUBU1N6H7hs2bBgaN26M5cuXIzo6Gnl5eTAyMsKoUaMwZcoU6OnplbkPRSZPnozc3FwcOXIEy5Yt\nQ2FhITp06CAEiB9y/+TR0tLCvn37EB8fj+TkZBw7dgxPnjyBmpoaTExMMHz4cIwcORLNmjWTOc/S\n0hIHDx7EvHnzcOLECSgrK8PBwQGHDh3C7du3cfDgQYV1bd68GaGhoYiMjERGRgaMjIzwww8/YOLE\niTLHT5kyBdHR0bhw4YLw1FvDhg0RGBiIwMBAGBkZCcd27twZoaGh2Lx5MzZs2IB///0XIpFICBDl\n3RMlJSVERERg9uzZiImJEV5JNjY2hrW1NQBgyZIlEIvF2LNnDzZt2gQDAwMMHjwYU6dORdu2bYu1\naWlpiXXr1mH58uWIiIjAy5cvIRKJ4OXlBU1NzRobU4MGDUJhYSFSUlLw119/IT8/H4aGhvj6668R\nGBgodzXn92loaODgwYOYM2cOTp8+jaSkJJibm2PatGkIDAyUGyAq+lzKGiA+f/5c4eJM0te6pQHi\n7t27ERcXhzNnzuDkyZN48uQJlJSUYGhoCC8vL/j7+6N169Zl6peIiIgAUU5OTpVPphMVFYWJEyfi\n9OnT0NPTw4ABAzB58mR07ty5qrsmIiIiIiIiIiKiCijTHIhnzpyBl5cXrKysoKOjgx07dhQ7Zv36\n9bCzs4OBgQE6d+6MpKQkYZ+RkREcHBxgZGQENTU1dO/eHX/99VflXQURERERERERERFViTIFiPn5\n+bCxsUFISAhq165d7BWJ/fv3Y+bMmZgyZQoSExPRtm1bDBo0SFilzsHBAU+ePEFOTg6Kiopw5syZ\nYq++EBERERERERER0cen3K8wGxsbY+HChTLzK3Xt2hW2trZYsmSJsO2rr75Cnz598NNPPwEATpw4\nIfzu6uoqrK5HREREREREREREH68KL6Ly6tUrXLp0qdhqba6urkhJSRH+7tatG7p161bR7oiIiIiI\niIiIiKgalekV5pI8ffoUb968QYMGDWS26+np4fHjxxVtnoiIiIiIiIiIiGpQhQNEIiIiIiIiIiIi\n+nxVOECsX78+lJWViz1t+OTJE4jF4oo2T+WQmppa0yXQF4TjjaobxxxVN445qk4cb1TdOOaoOnG8\nUXXjmKt8FQ4Q1dTUYG9vj/j4eJnt8fHxcHR0rGjzREREREREREREVIPKtIhKXl4e0tLSAABFRUW4\ne/cuLl++DF1dXRgbG2P06NEYNWoUWrVqBUdHR2zcuBGPHz/Gd999V6XFExERERERERERUdUqU4B4\n/vx5eHp6AgBEIhFCQkIQEhICb29vrFy5Ev369UNWVhYWLVqEjIwMWFlZYc+ePTA2Nq7S4omIiIiI\niIiIiKhqlSlAdHFxQXZ2donH+Pv7w9/fv1KKIiIiIiIiIiIioo8DV2EmIiIiIiIiIiIihRggEhER\nEREREVGVadiwYU2XQF8YjrnKxwCRiIiIiIiIiKqMhoZGTZdAXxiOucrHAJGIiIiIiIiIiIgUYoBI\nRERERERERERECjFAJCIiIiIiIiIiIoUYIBIREREREREREZFCDBCJiIiIiIiIiIhIIQaIRERERERE\nRCTQ0dHBpEmTSj0uIiICOjo6uHv3bjVUVT6JiYnQ0dHBb7/9VqX9pKenQ0dHBzt27KjSft4VEBAA\nOzu7auuPCGCASERERERERPTFiY2NRWhoqML9IpGoGqv5+K1fv15hSCgSiWTuV0pKCkJDQ/Hs2bMP\n7u/GjRsICQnBnTt3Su2PqDqo1HQBRERERERERCV5mP8Gj/Lf1HQZMNBQhqGGck2XUSmOHz+O9evX\nY8aMGTVdyidhw4YNqF+/Pry9vWW2m5mZ4dGjR1BR+f/xyh9//IGwsDD4+PhAS0vrg/r7+++/sWDB\nAnTs2BGmpqYy+5YtWwaJRPJB7RJ9KAaIRERERERE9FF7lP8GE8/m1HQZ+NVZ+7MJEAE+ZVhZ1NTU\n5G6vjJBPXhvvhpVE1YWvMBMRERERERFVoZCQEOjo6ODmzZsYOXIkTE1NYWFhgXnz5gEAHjx4AG9v\nb5iamqJp06ZYvnx5sTaePn2K8ePHo2nTpjAwMICzszO2bt0qc4x0Pr4lS5Zgy5YtsLe3h1gshqur\nKy5cuCAcFxAQgPXr10MikUBHR0f4eX8uw8OHD8PJyQlisRhOTk6Ii4sr8TrnzZsHfX19ZGZmFtv3\nww8/wMDAALm5uQrPf/HiBYKCgmBnZwexWIwmTZqgV69eOHv2rHCMra0tAgMDi53r4eGBXr16Fdte\nWFiIX375Bc2bN4eRkREGDBiA27dvyxzz+PFjjB07FtbW1hCLxWjatCkGDRqEGzduCH3euHEDZ86c\nEe6VdA5C6T3fuXMngLef9U8//QQAaNmypXD8mTNnALydX1Leq+PvXldERASGDRsGAOjdu7fQhrQP\neXMgvnnzBosWLYKDgwPEYjFsbGwQHByMgoKCYv0MHDgQSUlJcHV1hYGBAezt7bFr165i923hwoX4\n6quvYGhoCHNzc3Tr1g2HDh0qVjt9GRhbExEREREREVUDf39/NGvWDHPmzEFMTAzCw8Ohra2NiIgI\ntG/fHnPmzMGePXvw008/oWXLlujYsSMAoKCgAL1790ZqaipGjBgBc3NzHD58GOPHj0dWVhYmTJgg\n08/+/fuRl5cHf39/AMDSpUsxdOhQXLx4ESoqKhg+fDgyMjIQHx+PdevWCefVr19f+D0lJQVHjx6F\nv78/6tSpg7Vr18LX1xdXrlyBjo6O3Ovz9vZGeHg49u3bh1GjRgnb37x5g/3798Pd3R2ampoK78+k\nSZMQFRWFESNGoHnz5sjOzsb58+dx9epVODs7A1A8/5+i7UuWLIFEIsG4ceOQnZ2NtWvXonfv3jhz\n5gy0tbUBAH5+frh27RpGjhwJMzMzZGZm4uzZs0hLS0Pz5s0RGhqK6dOno27dupg8eTIAoE6dOnKv\nwdPTE7dv30ZkZCRCQkKEe9qsWTOZWkuqv3379hg1ahTWrl2LyZMnC+e2bdtWYRsTJkzA9u3b4enp\nibFjx+L8+fNYtmwZrl+/jj179sicl56ejmHDhmHo0KHw8fHBtm3bEBgYCHt7ezRv3hwAEBoaivDw\ncPj6+qJVq1bIz8/HpUuXcOHCBfTu3VvutdPnjQEiERERERERUTVwcHDAsmXLALwNrezs7BAcHIyg\noCBh1eP+/fujRYsW2L59uxAgbt68GdevX8fq1avh5eUF4G0Y2b9/f4SGhsLPz08m1Hvw4AHOnTsn\nzL/XpEkTeHt7Iy4uDj169ECbNm1gYWGB+Ph4DBo0SG6tqampSElJQaNGjQAALi4u6NChAyIjIzFi\nxAi551hYWKB169bYs2ePTID4+++/IyMjA998802J9ycmJgZ+fn6YP39+abeyGIlEIjeYy8zMxJ9/\n/ikEly4uLujTpw9WrFiBoKAg5OTkIDk5GfPmzcOYMWOE894NZT08PDB//nzo6ekpvF9S1tbWsLOz\nQ2RkJDw8PGBiYlLua2nUqBGcnJywdu1adOnSBe3bt5d7vVJXrlzB9u3b4ePjgxUrVgAAhg8fDmNj\nY4SFhSEmJgY9evQQzrt16xaOHDkCJycnAEDfvn1hbW2NiIgI4anYmJgYdO/eHUuWLCl3/fR54ivM\nRERERERERNXA19dX+F1JSQktW7YEAAwdOlTYrqWlhSZNmsisvhsbGwt9fX2ZAE5JSQkBAQH4999/\ncerUKZl+PD09ZRbvkAZF6enpZa7VxcVFCA+Bt8FYvXr1Sm1jyJAhOH/+PG7duiVs2717N+rXrw83\nN7cSz9XS0sJ///tfPHz4sMx1lsbLy0vmqceOHTuiRYsWiImJAQDUrl0bampqSExMRE5Ozc+z+SFi\nY2MBAKNHj5bZHhgYCGVlZWG/lKWlpTAmgLdPnjZp0kTms9XS0sL169eRlpZWhZXTp4QBIhERERER\nEVE1MDY2lvlbU1MTqqqq0NfXl9ler149mTDr7t27aNy4cbEn7Jo2bSrsL6kf6au65QnI3m9D2k5p\nbfTv3x/q6urYvXs3ACA/Px/R0dHo378/lJVLXoBm3rx5uHHjBmxsbNClSxfMnz9fJoj8EBYWFsW2\nNW7cWAho1dXVMXv2bMTFxcHS0hLu7u4IDw/H/fv3K9Rvdbp79y5EIhGaNGkis11TUxMGBgaljg/g\nbWD47mf7ww8/IDc3F61bt4aTkxNmzZqFixcvVs0F0CeBASIRERERERFRNZAXoClaCbkiK/gqCurK\n0+aHtqGtrY0ePXpg7969AIDo6Gjk5eUJr16XpE+fPrh48SIWL14MExMTrFu3Ds7OzoiMjBSOUXS/\nioqKSm3/Xe+2ExAQgHPnzmHu3LnQ1NTEwoUL4ejoiNOnT5erzYp48+ZNlbQr7/Mqy2fr7OyMCxcu\nYPXq1bC1tcWuXbvg6uoqvIJPXx4GiEREREREREQfMRMTE6SlpRULyW7evAkAMDU1rYmyFBoyZAjS\n09ORnJxfoeeXAAAgAElEQVSMPXv2wNLSEq1atSrTuQ0aNMCwYcOwdetW/PXXX2jUqBFCQkKE/Yqe\ngnz/KTspeU8wpqWlFbtnZmZmCAgIwO7du3Hu3Dmoq6tj8eLFwn5FwWV5aWtr49mzZzLbXr16hUeP\nHn1wmyYmJpBIJEhNTZXZnpubi0ePHn3w+NDW1oaXlxfWrVuHq1evon379ggJCalQuE2fLgaIRERE\nRERERDWkLMFUz549kZmZKTzVB7x94m7NmjWoVasWOnfuXO5+pasIV8W8f25ubtDX18fKlStx6tSp\nUhdPAd5ez/vBmpaWFkxNTZGbmytsMzc3x3//+1+8fv1a2Hbs2DGFrxzv2rVLpt3ff/8dN27cQPfu\n3QEAL1++xMuXL2XOMTIygp6enky/GhoayM7OLvU6gP9/b+Udb25ujjNnzshs27x5c7FwuKQ2ANlx\nI10gZfXq1TLHrFmzBkVFRcL+8sjKypL5u1atWrC0tMS///5b7H7Rl4GrMBMRERERERHVEEVPc727\n3c/PD5s3b8bYsWNx+fJlmJmZITo6GgkJCZg9e7Ywx2F5ODg4AACmTZuGrl27QkVFBe7u7tDQ0Ch3\nre9TVlbGgAEDsGbNGigpKWHw4MGlnpObmwsrKyt4enrC2toampqaSE5ORlxcHEaOHCkc5+vri6io\nKAwYMAB9+/bF//73P+zduxfm5uZy69PX10fPnj3x7bffIicnB2vWrIGhoaGw4nJqaio8PT3Rr18/\nNGvWDOrq6oiNjcXNmzdlVoN2cHDAhg0bEBYWBgsLC9SpUwfu7u5yr0X6tOXcuXMxYMAAqKmpoVOn\nTtDT04Ovry8mTpwIX19fdO7cGVeuXMHJkydRv359mfpbtmwJZWVl/Prrr8jJyUHt2rXRunVrmJmZ\nAZD9LKytrTF06FBs27YNubm5cHFxwaVLlxAREQE3N7dSF6+RerfNtm3bon379nBwcICuri6uXLmC\nbdu2oUePHiWOEfp8MUAkIiIiIiIiqkIikUjuk4Zl3a6uro7Dhw9jzpw52Lt3L549ewYLCwssXbpU\nZmXn8vD09ERAQAD27dsnzDF46dKlEsMhRbXKM2TIEKxZswbt2rWDiYlJqfXUqVMHI0aMQHx8PI4e\nPYrCwkKYmZlh/vz5CAgIEI5zdXXF/PnzsWrVKvzwww9wcHDA7t27MWvWrGK1iEQiTJw4ETdv3sTy\n5cvx7NkzODs7Y8GCBULoamJigsGDByMhIQGRkZHCYiQrVqyAj4+P0Nb06dNx//59rFy5Es+fP4ep\nqanCANHe3h7BwcFYv349xowZA4lEgkOHDkFPTw9+fn5IT0/Htm3bEBcXB2dnZxw4cACenp4y9evr\n62Pp0qUIDw/HhAkTUFRUhJUrV8LMzEzuuFmyZAnMzMywfft2HD16FA0aNMC4ceMwc+bMMn1e77cZ\nGBiIo0ePIiEhAQUFBTA2NsbEiRMxYcKEkj5G+oyJcnJy+PL6ZyI1NRWWlpY1XQZ9ITjeqLpxzFF1\n45ij6sTxRtXtUxtzD/Pf4FF+1SwyUR4GGsow1Ch5JWF66/r163B2dq5QyElEHw8+gUhEREREREQf\nNUMGd5+cLVu2QENDA/369avpUoioEjBAJCIiIiIiIqJKcfToUdy8eRObNm3CsGHDUK9evZouiYgq\nAQNEIiIiIiIiIqoU06dPx5MnT9C1a1cEBQXVdDlEVEkYIBIRERERERFRpbh8+XJNl0BEVUCppgsg\nIiIiIiIiIiKijxcDRCIiIiIiIiIiIlKIASIREREREREREREpxACRiIiIiIiIiIiIFGKASERERERE\nRERERAoxQCQiIiIiIiIiIiKFGCASERERERERERGRQgwQiYiIiIiIiIiISCEGiERERERERERUaXR0\ndDBp0qQq7eOff/7BwIEDYWpqCh0dHRw5cqRK+/uchYSEQEdHp1r7jIiIgI6ODs6dO1el/SQmJkJH\nRwdnzpyp0n7e5eHhgV69elVbf9VFpaYLICIiIiIiIiqJ6MlDiDIf1XQZkOgZQKJv+MHnX7p0CaGh\noUhJSUFBQQFMTU3h7e2NcePGVWKV1SM2Nhbnz5/HjBkz5O4XiURV2v/48eNx7do1BAUFQUdHB/b2\n9lXaX027ceMGfvvtN/j4+MDU1LTS26/qz6uqLV68GM2bN4eHh0exfe9fW2ljtyxSUlIQHx+PgIAA\naGlpFevvU7+f8jBAJCIiIiIioo+aKPMRNEIn1nQZyJ/x6wcHiCdPnoSXlxfs7e0xdepU1KlTB//8\n8w/u379fyVVWj+PHj2P9+vUVCmE+VFFREc6ePYuRI0di5MiR1d5/Tfj777+xYMECdOzYsUoCRIlE\nUultVqfw8HD07du3WIDYoUMHPHr0CKqqqsK2yhi7f/zxB8LCwuDj41MsQDxw4MAHt/sxY4BIRERE\nREREVIVyc3Px/fffo2fPnti6dWtNl1Npauopq2fPnqGwsBD16tWrtDbz8vJQp06dSmuvqnzqQV9V\nEYlEcu+NSCSCmpqa3O2VQV6fKiqfZ9TGORCJiIiIiIiIqlBkZCSePHmCH3/8EQDw4sULFBUVlfl8\n6Rx1N2/exMiRI2FqagoLCwvMmzcPAPDgwQN4e3vD1NQUTZs2xfLly4u18fTpU4wfPx5NmzaFgYEB\nnJ2di4WZ6enp0NHRwZIlS7BlyxbY29tDLBbD1dUVFy5cEI4LCAjA+vXrIZFIoKOjI/zcvXtXpr3D\nhw/DyckJYrEYTk5OiIuLk9n/4sULBAUFwc7ODmKxGE2aNEGvXr1w9uzZEu9F48aNAQBhYWHQ0dGB\nnZ2dsP+vv/7CoEGDYGpqioYNG6JXr15ISkqSaUM6/15CQgKmTZsGS0tLGBsbC/vPnz8vtGFoaAh3\nd3ckJiYWq+XRo0eYMGECrKysIBaLYWdnh/Hjx+PFixcAgJycHPz4449wdnaGiYkJjI2N5dYDAL/9\n9hu6dOkCU1NTmJiYwNHREQsXLhTqHTZsGACgd+/ewv3euXNnuWtOSkpCly5dYGBgAAcHB2zevFnh\nvX7f48ePMXbsWFhbW0MsFqNp06YYNGgQbty4IRyjo6OD0NDQYufa2toiMDCw2Pb8/HxMnToVjRs3\nhomJCb777js8efJE5pjbt29j2LBhaN68OcRiMVq0aAFfX19kZGQIfebl5WHnzp3CvZHOQfj+HIgl\njV3p+N+xY0exOnV0dBAWFgbg7Rj86aefAAAtW7YU2pD2IW8OxPz8fPz444+wsbGBWCzGV199hSVL\nlhQLIKXzh1bFd6eiPs9YlIiIiIiIiOgjcerUKdSrVw/379/HkCFDkJaWBg0NDQwcOBChoaGoXbt2\nmdrx9/dHs2bNMGfOHMTExCA8PBza2tqIiIhA+/btMWfOHOzZswc//fQTWrZsiY4dOwIACgoK0Lt3\nb6SmpmLEiBEwNzfH4cOHMX78eGRlZWHChAky/ezfvx95eXnw9/cHACxduhRDhw7FxYsXoaKiguHD\nhyMjIwPx8fFYt26dcF79+vWF31NSUnD06FH4+/ujTp06WLt2LXx9fXHlyhVhwY5JkyYhKioKI0aM\nQPPmzZGdnY3z58/j6tWrcHZ2lnsPPD09YWBggEmTJqF3797o3bu38OTg33//ja+//hp169bFuHHj\noK6uji1btqBv37747bffirU5ffp0aGtrY+rUqcjNzQUAnD59GgMGDEDLli0xffp0qKioYPfu3ejf\nvz9+++03dOjQAQCQkZGBrl27Ijs7G35+fmjRogUePHiA6OhoZGdno27duvjf//6HgwcPon///mjU\nqBFycnKwbds29O3bFydPnoS1tbUwPoYPH47OnTsjODgYysrKuHnzJlJSUgAA7du3x6hRo7B27VpM\nnjwZzZo1AwC0bdu2XDVfvXoV/fv3h76+PmbOnInCwkKEhYVBV1e3TE/k+fn54dq1axg5ciTMzMyQ\nmZmJs2fPIi0tDc2bNxeOk9eWonkBZ8yYgbp162LGjBm4c+cO1q1bh9TUVMTHx0NVVRWvX79G//79\n8erVK4wYMQJisRiPHj1CXFwcHj16BLFYjLVr12LcuHH46quvhKC1QYMGcq+hpLErDS5Luxeenp64\nffs2IiMjERISIox76efyfhsSiQQ+Pj44deoUhg4dCnt7e5w6dQpz5szBnTt3EB4eLtP+H3/8gWPH\njlX6d6eiGCASERERERERVaG0tDS8efMGPj4+GDp0KGbPno2kpCSsXr0amZmZiIiIKFM7Dg4OWLZs\nGYC3YY6dnR2Cg4MRFBQkrHrcv39/tGjRAtu3bxcCxM2bN+P69etYvXo1vLy8ALwNI/v374/Q0FD4\n+fnJrML74MEDnDt3TpjbrUmTJvD29kZcXBx69OiBNm3awMLCAvHx8Rg0aJDcWlNTU5GSkoJGjRoB\nAFxcXNChQwdERkZixIgRAICYmBj4+flh/vz5Zb6X1tbWQoBobW0t0/+8efPw6tUrHDlyBObm5gAA\nHx8ftGnTBrNmzUJ8fLxMW3Xr1kV0dDSUlN6+nCmRSDBx4kQ4Ozvjt99+E44bPnw4OnbsiHnz5iEm\nJgYAMHv2bGRkZCA2NhatWrUSjn13Xj1ra2tcunRJpk8/Pz+0bdsWa9euFT7LmJgYaGpqYv/+/XLD\nq0aNGsHJyQlr165Fly5d0L59e2FfeWr+5ZdfAABHjx5Fw4YNAQB9+/aFo6NjyTcdb5+mTE5Oxrx5\n8zBmzBhh+/vhc3mJRCIcPnxYmKOwefPmGDt2LHbu3AlfX1/cuHED6enp2LJlCzw9PYXzpkyZIvw+\nePBgTJo0CY0aNVI4HqXKMnZLY21tDTs7O0RGRsLDwwMmJiYlHn/06FGcOnUKM2fOxLRp0wC8/XxG\njx6NTZs2YcSIEWjRooVwfFV9dyqKASIRERERUQ0zUJJA6fqF0g+sARVddZaI3s6vl5+fD39/f+H1\nTukrjqtWrcKVK1dgY2NTaju+vr7C70pKSmjZsiUePHiAoUOHCtu1tLTQpEkT3LlzR9gWGxsLfX19\nfPPNNzLnBwQE4Pfff8epU6fQr18/YZ+np6fMwhBOTk4A3r7iXFYuLi5CAAK8DV3q1asn04aWlhb+\n+9//4uHDhzA0rNi/M2/evMHJkyfRs2dPITwEAF1dXXh7e2PFihXIzMyEnp6esM/X11cID4G3rz/f\nunUL48ePx9OnT2Xa79SpE/7zn/+goKAAampqiI6ORrdu3WTCw/e9O/deQUEB8vPzIZFI4ODggIsX\nL8rch7y8PMTFxaFbt27luu6y1qyqqoqTJ0/C3d1dCA8BwMLCAl27dsXx48dL7Kd27dpQU1NDYmIi\nvv32W2hra5erTkW+++47mQVOhgwZgqCgIMTExMDX11eY51J6bzQ0NCql3+oUGxsLZWVlfP/99zLb\nx4wZgx07diA2NlYmQKzu705ZMUAkIiIiIqphas8yobH0h5ouQ66KrDpLRG9JX1EeMGCAzPZBgwZh\n1apV+OOPP8oUIL47Tx8AaGpqQlVVFfr6+jLb69WrJxMm3b17F40bNy72dFvTpk2F/SX1Iw2LcnJy\nSq1RURvSdt5tY968eQgICICNjQ3s7OzQtWtXeHl5oUmTJmXuRyozMxMvX76EpaVlsX3SbXfu3JEJ\nEN8NGoG3T4oCwNixY+X2IRKJkJWVBRUVFTx//hxWVlYl1iSRSLBkyRJs3rxZJtAFIBMQ/d///R+i\noqIwaNAgGBoaolOnTvD09IS7u3uJ7ZenZmVlZRQUFAjzR77LwsICsbGxJfajrq6O2bNn48cff4Sl\npSVat24NNzc3fPPNNzKBZHlZWFjI/K2srAxTU1NhTDZq1AijR4/GypUrsWfPHjg6OqJnz5745ptv\nZJ6a/ZjdvXsXDRo0gKampsz2Jk2aQElJqdTvH1C1352yYoBIREREREREVIUMDAxw48aNYvOySYO/\nsgZzysrKxbYpmq+tIqv1yuunvG2WpY0+ffrAyckJR44cwcmTJ7Fu3TosW7YMq1atwsCBA8tX9Ad4\nf+5J6cI2c+bMQcuWLeWeU79+fTx79qxM7S9evBg///wzvL294erqCl1dXSgpKSE8PBz//POPcJye\nnh4SEhJw6tQpHD9+HHFxcdi1axd69OiBXbt2ldhHWWsuT/irSEBAAL7++mscOXIEp06dwsKFCxEe\nHo5du3YJ8ywq8ubNmw/ud/78+fj2229x9OhRnDx5EkFBQVi0aBGio6Nl5h2sKEXfpYrULvU5fHcY\nIBIRERERERFVIQcHB5w6dQr379+XeeLqwYMHACDzVFxVMDExwV9//YWioiKZV3Zv3rwJADA1Na3S\n/kvSoEEDDBs2DMOGDcOzZ8/g5uaGkJCQcocgenp60NDQEK7pXampqQBKv07pE4l16tRBp06dSuyr\nXr16uHr1aontHThwAC4uLli5cqXMdulchO9SVVWFm5sb3NzcALwNBJcsWYKUlJQS5ygsT821a9cW\nnlh8V1paWpkWUQEAMzMzBAQEICAgAA8ePICLiwsWL14sBIja2trFAtZXr17h0aNHctu7desWOnfu\nLPxdWFiI9PR0uLi4yBzXvHlzNG/eHBMnTsTVq1fRuXNnrFq1CkuXLgVQ+sInZSF90vb9+t9/QrC8\nTExMcOrUKeTm5so8hXjr1i0UFRV98Pevsr47ZaVU+iFERERERERE9KH69u0LANi+fbvM9i1btkBZ\nWVlY7ORDlCU46dmzJzIzM7F3715hW1FREdasWYNatWrJBDhlJV35+EOfbCsqKioW1GhpacHU1FRY\nEbk8lJWV0bVrVxw7dkzm6b7s7Gzs3LkTrVq1KjWodXBwQOPGjbFy5Uq8ePGi2P7MzEwAb+eP7NWr\nF06cOIFz584pbE9FRUV4QlAqJSUFf/zxh8y27OzsYufa2toCgHAvpPf7/WPLWrOysjJcXV1x7Ngx\n3Lt3T9h/69YtxMXFKbwGqZcvX+Lly5cy24yMjKCnpyfzeZmbm+PMmTMyx23evLnYfZDatGkTXr16\nJfy9c+dO5Obmonv37gCA58+fo7CwUOacpk2bolatWjL9amhoyL2P8igau5qamqhfv36x+tevX6+w\njbL02bNnTxQVFWHt2rUy21euXAmRSCRca1lV9nenrPgEIhEREREREVEVsrOzw7fffovt27fj9evX\n6NChA5KTkxEZGYlRo0bJzIdXXopejXx3u5+fHzZv3oyxY8fi8uXLMDMzQ3R0NBISEjB79uwPWhDD\nwcEBADBt2jR07doVKioqcHd3L3GRi3drys3NhZWVFTw9PWFtbQ1NTU0kJycjLi4OI0eOLHc9ABAU\nFIT4+Hj07NkT//d//wd1dXVs2bIFz58/L9NqtSKRCMuXL8fAgQPRrl07+Pj4wMjICA8fPhRCpUOH\nDgEAgoODcerUKfTq1QvDhg1Ds2bN8PjxYxw+fBgREREwMTGBu7s7QkND8f3338PJyQlpaWnYsmUL\nWrRoIRP2jRkzBllZWejUqZPQ33/+8x8YGhrC2dkZANCyZUsoKyvj119/RU5ODmrXro3WrVvDzMys\nzDXPnDkTcXFxcHd3h7+/P968eYP169ejefPmpT5NmZqaCk9PT/Tr1w/NmjWDuro6YmNjcfPmTZl7\n6+vri4kTJ8LX1xedO3fGlStXcPLkSdSvX1/uWBWJROjduzf69++PO3fuYN26dbCysoK3tzcA4Pff\nf8fUqVPRp08fNGnSBBKJBPv370deXp7Mwj/29vb4/fffsXz5chgZGUFfX19hMF/S2PX19cWvv/6K\ncePGwd7eHmfPnpX71KZ08Zy5c+diwIABUFNTQ6dOnYSQ+t1r7dmzJ7p06YKQkBDcvXsXdnZ2SEhI\nwKFDhzB8+HA0b968xHv/fntV8d0pCwaIRERERERE9FGT6Bkgf8avNV0GJHoGH3zur7/+ChMTE2zf\nvh3R0dEwNjbGnDlzMG7cuFLPFYlEcp80LOt2dXV1HD58GHPmzMHevXvx7NkzWFhYYOnSpTIrO5eH\np6cnAgICsG/fPkRGRgIALl26VGKA+G5NderUwYgRIxAfH4+jR4+isLAQZmZmmD9/PgICAj6opqZN\nm+Lo0aOYO3culi5diqKiIjg4OGD58uXCStLyanmXs7Mzjh8/joULF2LDhg14/vw5xGIxWrVqJXOv\nxGIxTpw4gZ9//hn79u3Ds2fPYGhoKMx1CACTJk3Cy5cvsXfvXkRFRcHKygqbNm1CZGSkzFNu33zz\nDbZt24ZNmzYhJycHDRo0QI8ePTB9+nThSTd9fX0sXboU4eHhmDBhAoqKirBy5UqYmZmVuWZra2vs\n27cPs2bNQkhICBo2bIgZM2bg4cOHuHbtWon31sTEBIMHD0ZCQgIiIyMhEonQpEkTrFixAj4+PsJx\nfn5+SE9Px7Zt2xAXFwdnZ2ccOHAAnp6exe65SCRCaGgooqKisGDBArx69QoeHh5YsGABVFTexlW2\ntrZwc3PD8ePHsXXrVqirq6NFixaIiIiQWWQmJCQEEyZMQFhYGPLy8tChQwchQHy/35LG7rRp05CZ\nmYmoqCgcOHAAbm5uiIyMLLY4ib29PYKDg7F+/XqMGTMGEokEhw4dgp6entzv5fbt2xESEoL9+/dj\n165dMDExQXBwMMaPH1/ifX/3XklVxXenTDXk5OR8+Myq9FFJTU2Vu+IUUVXgeKPqxjFH1Y1jjqrT\nv+fPov5HvApzUQuHmi6DKhn/jSMiovLgHIhERERERERERESkEANEIiIiIiIiIiIiUogBIhERERER\nERERESnEAJGIiIiIiIiIiIgUYoBIRERERERERERECjFAJCIiIiIiIiIiIoUYIBIREREREREREZFC\nDBCJiIiIiIiIiIhIIQaIREREREREREREpBADRCIiIiIiIiKqMvn5+TVdAn1hOOYqHwNEIiIiIiIi\nIqoy9+/fr+kS6AvDMVf5GCASERERERERERGRQgwQiYiIiIiIiIiISCEGiERERERERERERKSQSnV1\nZGtrC01NTSgpKUFHRwcHDx6srq6JiIiIiIiIiIjoA1VbgCgSiXD8+HFoaGhUV5dERERERERERERU\nQdX6CrNEIqnO7oiIiIiIiIiIiKiCqi1AFIlEcHd3h6urK/bu3Vtd3RIREREREREREVEFVNsrzDEx\nMTAwMEBGRgb69u0LKysrWFtbV1f3RERERERERERE9AHK9ATimTNn4OXlBSsrK+jo6GDHjh3Fjlm/\nfj3s7OxgYGCAzp07IykpSWa/gYEBAEAsFsPNzQ2XLl2qhPKJiIiIiIiIiIioKpUpQMzPz4eNjQ1C\nQkJQu3ZtiEQimf379+/HzJkzMWXKFCQmJqJt27YYNGgQ7t27J5z//PlzAMCLFy+QkJAAKyurSr4U\nIiIiIiIiIiIiqmxlChDd3NwQFBSEPn36QEmp+CkrV66Ej48PfH19YWlpiQULFkAsFmPjxo0AgMeP\nH8Pd3R0dOnRA9+7dMWTIENjb21fulRAREREREREREVGlq/AciK9evcKlS5cwbtw4me2urq5ISUkB\nADRq1AinT58ud9upqakVLe+Lw3tG1YnjjaobxxxVN445qi6mNV1ACV6+fIk7/C58lvhvHFUnjjeq\nbhxz5WNpaVni/goHiE+fPsWbN2/QoEEDme16enp4/PhxhdourXiSlZqayntG1YbjjaobxxxVN445\nqk7/nn9S0yUoVLt2bX4XPkP8N46qE8cbVTeOucpXpleYiYiIiIiIiIiI6MtU4QCxfv36UFZWLva0\n4ZMnTyAWiyvaPBEREREREREREdWgCgeIampqsLe3R3x8vMz2+Ph4ODo6VrR5IiIiIiIiIiIiqkFl\nmgMxLy8PaWlpAICioiLcvXsXly9fhq6uLoyNjTF69GiMGjUKrVq1gqOjIzZu3IjHjx/ju+++q9Li\niYiIiIiIiIiIqGqVKUA8f/48PD09AQAikQghISEICQmBt7c3Vq5ciX79+iErKwuLFi1CRkYGrKys\nsGfPHhgbG1dp8URERERERERERFS1yhQguri4IDs7u8Rj/P394e/vXylFERERERERERER0cehTAEi\nERER0ZfGQEkCpesXaroMuSR6BpDoG9Z0GURERET0hWCASERERCSH2rNMaCz9oabLkCt/xq8MEImI\niIio2lR4FWYiIiIiIiIiIiL6fDFAJCIiIiIiIiIiIoUYIBIREREREREREZFCDBCJiIiIiIiIiIhI\nIQaIREREREREREREpBADRCIiIiIiIiIiIlKIASIREREREREREREpxACRiIiIiIiIiIiIFGKASERE\nRERERERERAoxQCQiIiIiIiIiIiKFGCASERERERERERGRQgwQiYiIiIiIiIiISCEGiERERERERERE\nRKQQA0QiIiIiIiIiIiJSiAEiERERERERERERKcQAkYiIiIiIiIiIiBRigEhEREREREREREQKMUAk\nIiIiIiIiIiIihRggEhERERERERERkUIMEImIiIiIiIiIiEghBohERERERERERESkEANEIiIiIiIi\nIiIiUogBIhERERERERERESnEAJGIiIiIiIiIiIgUYoBIRERERERERERECjFAJCIiIiIiIiIiIoUY\nIBIREREREREREZFCDBCJiIiIiIiIiIhIIQaIREREREREREREpBADRCIiIiIiIiIiIlKIASIRERER\nEREREREpxACRiIiIiIiIiIiIFGKASERERERERERERAoxQCQiIiIiIiIiIiKFGCASERERERERERGR\nQgwQiYiIiIiIiIiISCEGiERERERERERERKQQA0QiIiIiIiIiIiJSSKWmCyAiIioLAyUJlK5fqOky\n5JLoGUCib1jTZRAREREREVUJBohE9EE+5jAHYKDzOVJ7lgmNpT/UdBly5c/4leONiIiIiIg+WwwQ\n6f+xd+9xWtX1vsA/M8NFxLjDgKJ4AxQIERMUREEFC7eoeRSExHipkffwaImhp50m5iXLE2ZbpfCC\nO3fw1F8AACAASURBVG1DmEZlBvuQt0wLdlpJ7K144y4qF0WHOX/4YpJ0GQ0wDzO+3/8Uz7Oetb7r\n9Xz9zXo+a/3WglrZkcOcRKADAAAA24p7IAIAAAAAhVyB2IDsyFNKTScFAAAAqJ8EiA3Ijjyl1HRS\nAAAAgPrJFGYAAAAAoJAAEQAAAAAoJEAEAAAAAAoJEAEAAACAQgJEAAAAAKCQABEAAAAAKCRABAAA\nAAAKCRABAAAAgEICRAAAAACgkAARAAAAACgkQAQAAAAACgkQAQAAAIBCAkQAAAAAoJAAEQAAAAAo\nJEAEAAAAAAoJEAEAAACAQgJEAAAAAKCQABEAAAAAKFSnAeK6devSq1evXH755XW5WQAAAACgluo0\nQLzhhhvSr1+/lJWV1eVmAQAAAIBaqrMAcdGiRVm4cGGOPvroVFdX19VmAQAAAICtUGcB4uWXX56v\nfe1rdbU5AAAAAGAbqJMA8cEHH8y+++6bvffe29WHAAAAAFCPbFGA+Mgjj2TUqFHp0aNHWrdunenT\np39gmdtuuy29e/dOx44dM3jw4Dz22GM17z311FOZMWNGevfunSuuuCLTpk3Lddddt+32AgAAAADY\nLrYoQNz09OTJkyenWbNmH3gIyowZMzJx4sRcfPHFmTdvXvr165eTTz45L730UpLkiiuuyB//+Mcs\nWLAgV155ZU4//fRccskl235vAAAAAIBtaosCxKFDh2bSpEk5/vjjU17+wY9MmTIlY8aMydixY9O1\na9dce+21qayszNSpUz90fZ7CDAAAAAD1Q6OtXcGGDRsyf/78XHDBBZu9fuSRR+aJJ574wPKjR4/e\n4nUvXLhwa8v7WNmj1AV8hPXr12ex77NB2ZH7LdFzDdGO3HP6rWHSc9Ql/UYp+L1FXdJv1DU998/p\n2rXrR76/1QHiypUrU1VVlQ4dOmz2ert27bJs2bKtWvc/Kp7Nvf308lKXUKhZs2a+zwZmR+63RM81\nRDtyz+m3hknPUZf0G3Vt4cKFvlfqjH6jrum5ba9OnsIMAAAAANRPWx0gtm3bNhUVFR+42nD58uWp\nrKzc2tUDAAAAACW01QFikyZN0qdPn8yZM2ez1+fMmZP+/ftv7eoBAAAAgBLaonsgrl27NosWLUqS\nbNy4MS+++GIWLFiQNm3apHPnzjn33HMzfvz49O3bN/3798/UqVOzbNmyjBs3brsWDwAAAABsX1sU\nID799NMZMWJEkqSsrCyTJ0/O5MmTM3r06EyZMiUnnnhiVq1aleuvvz5Lly5Njx49cu+996Zz587b\ntXgAAAAAYPvaogBx0KBBee211z5ymTPOOCNnnHHGNilqR/bquqosWVdV6jI+VI+KxqUuAQAAAIAG\nZosCRP5mybqqTHh0danL+FAP7FFW6hIAAAAAaGC2+iEqAAAAAEDDJUAEAAAAAAoJEAEAAACAQgJE\nAAAAAKCQABEAAAAAKCRABAAAAAAKCRABAAAAgEICRAAAAACgkAARAAAAACgkQAQAAAAACgkQAQAA\nAIBCAkQAAAAAoJAAEQAAAAAoJEAEAAAAAAo1KnUBQLFX11VlybqqUpfxoXpUNC51CQAAAEAdECDC\nDmzJuqpMeHR1qcv4UA/sUVbqEgAAAIA6YAozAAAAAFBIgAgAAAAAFBIgAgAAAACFBIgAAAAAQCEB\nIgAAAABQSIAIAAAAABQSIAIAAAAAhRqVugAAdhyvrqvKknVVpS7jQ/WoaFzqEtgO9BwAAOz4BIgA\n1FiyrioTHl1d6jI+1AN7lJW6BLYDPQcAADs+U5gBAAAAgEICRAAAAACgkAARAAAAACgkQAQAAAAA\nCgkQAQAAAIBCAkQAAAAAoJAAEQAAAAAoJEAEAAAAAAoJEAEAAACAQgJEAAAAAKCQABEAAAAAKCRA\nBAAAAAAKCRABAAAAgEKNSl0AAAAA0HB1LK9O+Z9+X+oyClW365jq9p1KXQbs0ASIAAAAwHbT5PUV\n2fk7l5W6jELrLr1RgAj/gCnMAAAAAEAhASIAAAAAUMgUZgAAPhZeXVeVJeuqSl3Gh+pR0bjUJQAA\nFBIgAgDwsbBkXVUmPLq61GV8qAf2KCt1CQAAhUxhBgAAAAAKCRABAAAAgEICRAAAAACgkAARAAAA\nACgkQAQAAAAACnkKMwAAwMdMx/LqlP/p96Uu40NVt+uY6vadSl0GAO8jQAQAAPiYafL6iuz8nctK\nXcaHWnfpjQJEgB2MKcwAAAAAQCEBIgAAAABQSIAIAAAAABQSIAIAAAAAhQSIAAAAAEAhASIAAAAA\nUEiACAAAAAAUEiACAAAAAIUEiAAAAABAIQEiAAAAAFBIgAgAAAAAFKqTAHH16tUZMmRIBg0alAED\nBuSOO+6oi80CAAAAAFupUV1spEWLFpk9e3Z22mm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ABAAAAAAKCRABAAAAgEICRAAAAACg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\nIiIieVIAUURERERERERERPL0/wHQKU9cilQJfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb8cb9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#subs[subs['country'] == country_substitutions ].plot(kind='bar', figsize = (15,5), x=['ITEM', 'PROXY'], rot=40, logy=True, title = 'Current month Substitutions @{}'.format(country_substitutions))\n",
    "subs[subs['country'] == country ].plot(kind='bar', figsize = (20,8), x=['ITEM', 'PROXY'], rot=40, logy=True, title = 'Current month Substitutions at {}'.format(country))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\pymysql\\cursors.py:146: Warning:\n",
      "\n",
      "Out of range value for column 'AGG_PERCENT_MON_HTR' at row 1\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Index(['country', 'item', 'monthly_htr', 'sap_htr'], dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "htr = pd.read_sql('''select left(loc, 2) country, item, monthly_htr, sap_htr  from scorecard_htr_vs_plan''', con=conn)\n",
    "htr.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heat treatment / DRY activity at country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mqY6IiIiIiIjIgyrPBL1Tp058//337Nmzhz179rB7924aNGhAjx492L17N/7+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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb313a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " \n",
    "try:\n",
    "    htr[htr['country']==country].sort_index(ascending=True).plot(kind='bar',figsize = (15,5),x = ['country','item'], y = ['monthly_htr','sap_htr'], title =  'Heat/Dry Operations in {} in {}'.format(datetime.datetime.now().strftime(\"%B\"), country), rot=40) \n",
    "except:\n",
    "    print('The country you chose has no heat treatment/drying activity during this period')\n",
    "#)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Flow Related KPIs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Batch Restrictions "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "batch_restriction = pd.read_sql('''select `r`.`countryfrom` AS `countryfrom`,`r`.`shiptocountry` AS `shiptocountry`,`r`.`material` AS `material`,`r`.`batch` AS `batch`,`r`.`aux` AS `aux`,`r`.`qty` AS `qty`,`s`.`aux_src` AS `aux_src` from (`rule4_kpi5` `r` left join `rule4` `s` on((`r`.`aux` = convert(`s`.`aux_src` using utf8)))) where (isnull(`s`.`aux_src`) and (`r`.`batch` <> 'NA UNDERLD'))''', con=conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb6e24e0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TGBgYSNepqamhe/fuAICrV6/i7Nmz6NOnj8IWNcl7oDwzZ85EQkKCNPEyNTUts2xaWhqS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb85b5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch_restriction.plot(kind= 'barh', y = 'qty', x= ['countryfrom','shiptocountry','material','batch'], legend=False, title = 'Batch Restricted Flows this month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "forbidden_countrylanes = pd.read_sql('''SELECT COUNTRYFROM, SHIPTOCOUNTRY, MATERIAL, SUM(QTY) AS total_qty FROM scorecard_ctryrest_forbiddenctrylanes\n",
    "GROUP BY COUNTRYFROM, SHIPTOCOUNTRY, MATERIAL, FLOWTYPE''',con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forbidden Country Lanes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000000000C54E978>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000AC86CC0>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000BEB57B8>], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9Jf20tbUhFotRUFCABg0aVCouIvpQ+EtLy6jpMGoMF50ieZgbJAvzgmRhXpAs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc541b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forbidden_countrylanes.pivot_table(values='total_qty',index = ['CountryFrom','shiptocountry'],  columns = 'Material').plot(legend=False,kind='barh',sharex=False, figsize = (15,15),subplots=True, \\\n",
    "                                                                                                                          title = 'Forbidden Country Lanes Shipped (Current Month)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "forbidden_countrylanes_eu = pd.read_sql('''SELECT COUNTRYFROM, SHIPTOCOUNTRY, MATERIAL, BATCH, QTY FROM scorecard_ctryrest_forbiddenlanesto_eu\n",
    "GROUP BY COUNTRYFROM, SHIPTOCOUNTRY, MATERIAL, BATCH''',con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forbidden Country Lanes EU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000000000AD7AF28>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000B5EDF98>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000BF4FA90>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000BF8E0F0>], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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L1B4REX3B4RhERN8BS0tLXLp0SeIf3+fOnUPFihVRt27dQvfPG/uf59KlS7C0tJRZt2HD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\nZ2jaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xacfb470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forbidden_countrylanes_eu.pivot_table(values='QTY',index=['COUNTRYFROM','SHIPTOCOUNTRY'], columns = ['MATERIAL','BATCH']).plot(legend=False,kind='barh',use_index=True, sharex=False, figsize = (15,15),subplots=True, \\\n",
    "                                                                                                                          title = 'Forbidden Country Lanes Shipped (Current Month)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "isolated_countries = pd.read_sql('''SELECT countryfrom, shiptocountry, material, batch, qty from scorecard_ctryrest_isolatedcountries''',con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Isolated countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>countryfrom</th>\n",
       "      <th>shiptocountry</th>\n",
       "      <th>material</th>\n",
       "      <th>batch</th>\n",
       "      <th>qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TR</td>\n",
       "      <td>DE</td>\n",
       "      <td>3</td>\n",
       "      <td>RU STANDRD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  countryfrom shiptocountry material       batch  qty\n",
       "0          TR            DE        3  RU STANDRD    1"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isolated_countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "outboundFlows_batchrestriction = pd.read_sql('''SELECT countryfrom, shiptocountry, material, batch, sum(qty) total_qty from scorecard_ctryrest_outboundflow_batchrestriction\n",
    "group by  countryfrom, shiptocountry, material, batch''',con=conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outbound flows batch restriction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>countryfrom</th>\n",
       "      <th>shiptocountry</th>\n",
       "      <th>material</th>\n",
       "      <th>batch</th>\n",
       "      <th>total_qty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PT</td>\n",
       "      <td>ES</td>\n",
       "      <td>3</td>\n",
       "      <td>RU PS PREM</td>\n",
       "      <td>59400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PT</td>\n",
       "      <td>ES</td>\n",
       "      <td>3</td>\n",
       "      <td>VARIANCE</td>\n",
       "      <td>-2715</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  countryfrom shiptocountry material       batch  total_qty\n",
       "0          PT            ES        3  RU PS PREM      59400\n",
       "1          PT            ES        3    VARIANCE      -2715"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outboundFlows_batchrestriction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "stock_evolution = pd.read_sql('''select * from stockevolution''',con=conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DATE', 'PLANT', 'COUNTRY', 'ITEM', 'BATCH', 'QTY'], dtype='object')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_evolution.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stock Evolution Europe (2010-Current)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f048f60>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QsfTKZOz4vTKcHmkHYwHH2hMREVHjOpcl0brtEc6HJyJqNOyJb+ZO3GPvKhER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\ne3IheIaiWhJ4AEDHqKhv32fM347VOKgkjtXqlviFCxfqb3/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qRRL/1VdfKTY2VrGxsaqt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\n5FjDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18d9b438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iIiIiIrISTOKJiIiIiIiIrASTeCIiIiIiIiIrwSSeiIiIiIiIyEqwOj1RBVzL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\n9EhKnu3PER2u0L0drlBmlnNngfFvnx0tVYGbzeL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3/KZNmxQTE+OiqgAAAAAAcAyPu5z+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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18d9b240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAF2CAYAAAAm6xjcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n228v8vO