EXPLORATORY DATA ANALYSIS.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "kick = pd.read_csv('cleaned_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>name</th>\n",
       "      <th>category</th>\n",
       "      <th>main_category</th>\n",
       "      <th>currency</th>\n",
       "      <th>deadline</th>\n",
       "      <th>launched</th>\n",
       "      <th>state</th>\n",
       "      <th>backers</th>\n",
       "      <th>country</th>\n",
       "      <th>usd_pledged_real</th>\n",
       "      <th>usd_goal_real</th>\n",
       "      <th>number_of_days</th>\n",
       "      <th>pledged_goal_diff</th>\n",
       "      <th>classes_state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000002330</td>\n",
       "      <td>The Songs of Adelaide &amp; Abullah</td>\n",
       "      <td>Poetry</td>\n",
       "      <td>Publishing</td>\n",
       "      <td>GBP</td>\n",
       "      <td>2015-10-09 00:00:00</td>\n",
       "      <td>2015-08-11 12:12:28</td>\n",
       "      <td>failed</td>\n",
       "      <td>0</td>\n",
       "      <td>GB</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1533.95</td>\n",
       "      <td>58</td>\n",
       "      <td>-1533.95</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000003930</td>\n",
       "      <td>Greeting From Earth: ZGAC Arts Capsule For ET</td>\n",
       "      <td>Narrative Film</td>\n",
       "      <td>Film &amp; Video</td>\n",
       "      <td>USD</td>\n",
       "      <td>2017-11-01 00:00:00</td>\n",
       "      <td>2017-09-02 04:43:57</td>\n",
       "      <td>failed</td>\n",
       "      <td>15</td>\n",
       "      <td>US</td>\n",
       "      <td>2421.0</td>\n",
       "      <td>30000.00</td>\n",
       "      <td>59</td>\n",
       "      <td>-27579.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000004038</td>\n",
       "      <td>Where is Hank?</td>\n",
       "      <td>Narrative Film</td>\n",
       "      <td>Film &amp; Video</td>\n",
       "      <td>USD</td>\n",
       "      <td>2013-02-26 00:00:00</td>\n",
       "      <td>2013-01-12 00:20:50</td>\n",
       "      <td>failed</td>\n",
       "      <td>3</td>\n",
       "      <td>US</td>\n",
       "      <td>220.0</td>\n",
       "      <td>45000.00</td>\n",
       "      <td>44</td>\n",
       "      <td>-44780.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000007540</td>\n",
       "      <td>ToshiCapital Rekordz Needs Help to Complete Album</td>\n",
       "      <td>Music</td>\n",
       "      <td>Music</td>\n",
       "      <td>USD</td>\n",
       "      <td>2012-04-16 00:00:00</td>\n",
       "      <td>2012-03-17 03:24:11</td>\n",
       "      <td>failed</td>\n",
       "      <td>1</td>\n",
       "      <td>US</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>29</td>\n",
       "      <td>-4999.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000014025</td>\n",
       "      <td>Monarch Espresso Bar</td>\n",
       "      <td>Restaurants</td>\n",
       "      <td>Food</td>\n",
       "      <td>USD</td>\n",
       "      <td>2016-04-01 00:00:00</td>\n",
       "      <td>2016-02-26 13:38:27</td>\n",
       "      <td>successful</td>\n",
       "      <td>224</td>\n",
       "      <td>US</td>\n",
       "      <td>52375.0</td>\n",
       "      <td>50000.00</td>\n",
       "      <td>34</td>\n",
       "      <td>2375.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000023410</td>\n",
       "      <td>Support Solar Roasted Coffee &amp; Green Energy!  ...</td>\n",
       "      <td>Food</td>\n",
       "      <td>Food</td>\n",
       "      <td>USD</td>\n",
       "      <td>2014-12-21 00:00:00</td>\n",
       "      <td>2014-12-01 18:30:44</td>\n",
       "      <td>successful</td>\n",
       "      <td>16</td>\n",
       "      <td>US</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>19</td>\n",
       "      <td>205.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID                                               name  \\\n",
       "0  1000002330                    The Songs of Adelaide & Abullah   \n",
       "1  1000003930      Greeting From Earth: ZGAC Arts Capsule For ET   \n",
       "2  1000004038                                     Where is Hank?   \n",
       "3  1000007540  ToshiCapital Rekordz Needs Help to Complete Album   \n",
       "4  1000014025                               Monarch Espresso Bar   \n",
       "5  1000023410  Support Solar Roasted Coffee & Green Energy!  ...   \n",
       "\n",
       "         category main_category currency             deadline  \\\n",
       "0          Poetry    Publishing      GBP  2015-10-09 00:00:00   \n",
       "1  Narrative Film  Film & Video      USD  2017-11-01 00:00:00   \n",
       "2  Narrative Film  Film & Video      USD  2013-02-26 00:00:00   \n",
       "3           Music         Music      USD  2012-04-16 00:00:00   \n",
       "4     Restaurants          Food      USD  2016-04-01 00:00:00   \n",
       "5            Food          Food      USD  2014-12-21 00:00:00   \n",
       "\n",
       "              launched       state  backers country  usd_pledged_real  \\\n",
       "0  2015-08-11 12:12:28      failed        0      GB               0.0   \n",
       "1  2017-09-02 04:43:57      failed       15      US            2421.0   \n",
       "2  2013-01-12 00:20:50      failed        3      US             220.0   \n",
       "3  2012-03-17 03:24:11      failed        1      US               1.0   \n",
       "4  2016-02-26 13:38:27  successful      224      US           52375.0   \n",
       "5  2014-12-01 18:30:44  successful       16      US            1205.0   \n",
       "\n",
       "   usd_goal_real  number_of_days  pledged_goal_diff  classes_state  \n",
       "0        1533.95              58           -1533.95              0  \n",
       "1       30000.00              59          -27579.00              0  \n",
       "2       45000.00              44          -44780.00              0  \n",
       "3        5000.00              29           -4999.00              0  \n",
       "4       50000.00              34            2375.00              1  \n",
       "5        1000.00              19             205.00              1  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kick.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>ID</th>\n",
       "      <th>backers</th>\n",
       "      <th>usd_pledged_real</th>\n",
       "      <th>usd_goal_real</th>\n",
       "      <th>number_of_days</th>\n",
       "      <th>pledged_goal_diff</th>\n",
       "      <th>classes_state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3.314620e+05</td>\n",
       "      <td>331462.000000</td>\n",
       "      <td>3.314620e+05</td>\n",
       "      <td>3.314620e+05</td>\n",
       "      <td>331462.000000</td>\n",
       "      <td>3.314620e+05</td>\n",
       "      <td>331462.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.074288e+09</td>\n",
       "      <td>116.456315</td>\n",
       "      <td>9.939989e+03</td>\n",
       "      <td>4.152286e+04</td>\n",
       "      <td>32.955938</td>\n",
       "      <td>-3.158287e+04</td>\n",
       "      <td>0.403820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.191996e+08</td>\n",
       "      <td>965.732911</td>\n",
       "      <td>9.664561e+04</td>\n",
       "      <td>1.109279e+06</td>\n",
       "      <td>12.714064</td>\n",
       "      <td>1.112869e+06</td>\n",
       "      <td>0.490663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.971000e+03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e-02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.663614e+08</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.371698e+08</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000e+01</td>\n",
       "      <td>2.000000e+03</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>-9.224000e+03</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.074686e+09</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>7.875000e+02</td>\n",
       "      <td>5.000000e+03</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>-1.263095e+03</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.609865e+09</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>4.609000e+03</td>\n",
       "      <td>1.500000e+04</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.980750e+02</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.147476e+09</td>\n",
       "      <td>219382.000000</td>\n",
       "      <td>2.033899e+07</td>\n",
       "      <td>1.663614e+08</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>1.983899e+07</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ID        backers  usd_pledged_real  usd_goal_real  \\\n",
       "count  3.314620e+05  331462.000000      3.314620e+05   3.314620e+05   \n",
       "mean   1.074288e+09     116.456315      9.939989e+03   4.152286e+04   \n",
       "std    6.191996e+08     965.732911      9.664561e+04   1.109279e+06   \n",
       "min    5.971000e+03       0.000000      0.000000e+00   1.000000e-02   \n",
       "25%    5.371698e+08       2.000000      5.000000e+01   2.000000e+03   \n",
       "50%    1.074686e+09      15.000000      7.875000e+02   5.000000e+03   \n",
       "75%    1.609865e+09      63.000000      4.609000e+03   1.500000e+04   \n",
       "max    2.147476e+09  219382.000000      2.033899e+07   1.663614e+08   \n",
       "\n",
       "       number_of_days  pledged_goal_diff  classes_state  \n",
       "count   331462.000000       3.314620e+05  331462.000000  \n",
       "mean        32.955938      -3.158287e+04       0.403820  \n",
       "std         12.714064       1.112869e+06       0.490663  \n",
       "min          0.000000      -1.663614e+08       0.000000  \n",
       "25%         29.000000      -9.224000e+03       0.000000  \n",
       "50%         29.000000      -1.263095e+03       0.000000  \n",
       "75%         35.000000       2.980750e+02       1.000000  \n",
       "max         91.000000       1.983899e+07       1.000000  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kick.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scatter plots for the continuous variables which are independent features against classes_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2a8cc828>"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (20,10))\n",
    "\n",
    "ax1 = fig.add_subplot(2,3,1)\n",
    "ax2 = fig.add_subplot(2,3,2)\n",
    "ax3 = fig.add_subplot(2,3,3)\n",
    "ax4 = fig.add_subplot(2,3,4)\n",
    "ax5 = fig.add_subplot(2,3,5)\n",
    "ax1.title.set_text('backers vs classes_state')\n",
    "ax2.title.set_text('number_of_days vs classes_state')\n",
    "ax3.title.set_text('usd_goal_real vs classes_state')\n",
    "ax4.title.set_text('pledged_goal_diff vs classes_state')\n",
    "ax5.title.set_text('usd_pledged_real vs classes_state')\n",
    "\n",
    "sns.scatterplot(y = kick['backers'],x = kick['classes_state'] ,color = 'red', ax = ax1)\n",
    "sns.scatterplot(y= kick['number_of_days'], x = kick['classes_state'], color = 'blue', ax = ax2)\n",
    "sns.scatterplot(y = kick['usd_goal_real'], x = kick['classes_state'], color = 'green', ax = ax3)\n",
    "sns.scatterplot(y= kick['pledged_goal_diff'], x = kick['classes_state'], color = 'yellow', ax = ax4)\n",
    "sns.scatterplot(y= kick['usd_pledged_real'], x= kick['classes_state'], color = 'purple', ax = ax5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above gives us a lot of insights into how the continuous variables stack up against the successful and failed states of the kickstarter projects.\n",
    "Based on the plots above.\n",
    "1.Obvioulsy from the first plot, we can see the the most succesful projects have the most backers, with the maximum number topping out at above 200,000 backers and the maximum for the failed projects topping out at below 1000 backers.\n",
    "\n",
    "2.The second plot details the number of days that the project was live which is the difference in the duration of when the project was launched and when the crowdfunding closed. there is not much difference judging from the plot but we can further analyse to get the real difference in categories and main categories of projects.\n",
    "\n",
    "3.The third plot is quite interestingas this tells us that the more expensive the project is(amount needed to kickstart), the more it is likely to fail, as you can see the less expensive ones are more successful but this also dependent on other factors such as country and categories.\n",
    "\n",
    "4.The fourth plot shows that the failed projects don't reach their goal amonut but this plot is giving us more information about successful projects as there are quite some few projects that just surpassed the amonut they needed to kickstart as of the deadline.\n",
    "\n",
    "5.The final plot shows that pledged amonut for the successful projects is definitely higher than the pledged amount for the failed projects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6  BUSINESS QUESTIONS\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Which categories have the most successful number of projects and which categories have the most failed number of projects based on counts and percentage? The client is not interested in categories of projects which has less than 2500 counts as thgey want a wide range of data to base their decisions on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (30, 30)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.countplot(x='category', palette=\"Set2\",data= kick[kick['state'] == 'successful'].groupby(\"category\").filter(lambda x: len(x) > 2500),\n",
    "               ax=ax)\n",
    "plt.title('Frequency counts of successful categories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the plot above, product design has the highest number of successful projects, followed closely by table top games and then shorts in third."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (30, 30)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.countplot(x='category', palette=\"Set2\",data= kick[kick['state'] == 'failed'].groupby(\"category\").filter(lambda x: len(x) > 2500),\n",
    "               ax=ax)\n",
    "plt.title('Frequency counts of failed categories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows that product design is also the category that has failed the most followed by documentary and food in second and third place."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we know the counts of each category with regards to failure and success, what to calculate next is the percentage of success and failure divided by the outcomes of the whole projects "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = kick.category.value_counts()\n",
    "succ = kick[kick.state == 'successful'].category.value_counts()\n",
    "\n",
    "\n",
    "rows_list = []\n",
    "for i in counts.keys():\n",
    "    dict1 = {}\n",
    "    # get input row in dictionary format\n",
    "    # key = col_name\n",
    "    dict1['category'] = i\n",
    "    dict1['Percent'] = succ[i] / counts[i] * 100\n",
    "    rows_list.append(dict1)\n",
    "\n",
    "frame = pd.DataFrame(rows_list)   \n",
    "most_success = frame.sort_values('Percent').tail(10)\n",
    "least_success = frame.sort_values('Percent').head(10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the top 10 project most success rates and least success rates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.barplot(x='category',y = 'Percent', palette=\"pastel\",data = most_success, ax=ax)\n",
    "plt.title('Success rates of the top 10 categories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly from the plot above the most success rates for the category of a project is chiptunes followed by residencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.barplot(x='category',y = 'Percent', palette=\"pastel\",data = least_success, ax=ax)\n",
    "plt.title('success rates of least 10 categories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As evident by the plot, apps, web and Mobile games are the least successful categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = kick.category.value_counts()\n",
    "succ = kick[kick.state == 'failed'].category.value_counts()\n",
    "\n",
    "\n",
    "rows_list = []\n",
    "for i in counts.keys():\n",
    "    dict1 = {}\n",
    "    # get input row in dictionary format\n",
    "    # key = col_name\n",
    "    dict1['category'] = i\n",
    "    dict1['Percent'] = succ[i] / counts[i] * 100\n",
    "    rows_list.append(dict1)\n",
    "\n",
    "frame = pd.DataFrame(rows_list)   \n",
    "most_fail = frame.sort_values('Percent').tail(10)\n",
    "least_fail = frame.sort_values('Percent').head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3b6677rpceumlOffcc3PFFVdk2bJlOe644/LZz342Dz30ULNz9ejRI1/+8pfzla98JRtssEG22267bLjhhkne/bw855xzmj6OvfbaK9/+9rdXuVZ77rlnjjrqqHzjG99IXV1dNtlkk4wbNy51dXU5+eSTc9555+XHP/5x6urqcuyxx2bLLbdc5fEAWLPqqtV9LhgA8E8bOnRotttuu3/4u1dZfU899VQef/zxpt8Re9VVV+XJJ59s9tR0ANYfrrwCAOukrbfeOj/72c/y61//OnV1dfnoRz+aUaNGtfRYANSIK68AAAAUzxs2AQAAUDzxCgAAQPHWmde8Llq0KE8//XQ6duz4D38hOwAAAOuWhoaGzJkzJzvuuGM22GCD5e5fZ+L16aefzuDBg1t6DAAAAGrouuuuyy677LLc9nUmXt/7vYHXXXddOnfu3MLTAAAAsCbNmjUrgwcPXunvjF9n4vW9pwp37tzZLwUHAABYT63sZaLesAkAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAFhDqmVLW3qEYv2ra1O/huYAAAD4t1dX3yavXnZqS49RpE7fGfMv7e/KKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAP8GljY0tPQIRbM+5atv6QEAAIDaa9O6dU664xctPUaxftj7iJYegX/AlVcAAFpcg6teK2Vt4F2uvAIA0OJat26d2267raXHKFK/fv1aegQogiuvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgD8A42Ny1p6hGJZG2BtqW/pAQAASteqVX1euP+qlh6jSNvu9fWWHgH4N+HKKwAAAMUTrwCwDqsal7T0CEWzPgDrD08bBoB1WF2rtvnbw31aeoxifWy321t6BADWEFdeAQAAKJ54BaBmGhqXtvQIRbM+ALD6PG0Y+LfVuKwxrer9G96KrKm1ad2qTa556Og1MNH66fDuP23pEQBgnSFegX9brepb5YXL7mvpMYq07Xf2aekRAACacckBAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXKNSyhsaWHqFY1gYA4N9PfUsPwLqnWrY0dfVtWnqMYq2p9alv3SqXXvvAGpho/fPdw/Zs6REAAFjLxCsfWF19m7x62aktPUaxOn1nTEuPAAAA6x1PGwYAAKB46128Lm1oaOkRimVtAACAddV697ThNq1b56Q7ftHSYxTph72PaOkRAAAA/inr3ZVXAAAA1j/iFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDi1TReb7755vTt2zd9+/bNBRdckCSZOnVqBg0alJ49e2bYsGFZtmxZLUcAAABgPVCzeF24cGHOPffcXHPNNbn55pvz6KOPZsqUKTnllFMyYsSI3HnnnamqKr/+9a9rNQIAAADriZrFa0NDQxobG7Nw4cIsW7Ysy5YtS319fRYtWpRu3bolSQYNGpSJEycut+/8+fMzY8aMZn9mzZpVq1EBAAAoXH2tDrzJJpvkuOOOS+/evbPhhhtm1113TZs2bdKxY8emx3Ts2DGzZ89ebt+rr74648aNq9VoAAAArGNqFq/PPvtsxo8fn3vuuSebbrppTj755EyePDl1dXVNj6mqqtnt9wwZMiQDBw5stm3WrFkZPHhwrcYFAACgYDWL1wceeCA9evTIhz/84STvPkX4yiuvzJw5c5oe89prr6VTp07L7du+ffu0b9++VqMBAACwjqnZa167du2aKVOm5J133klVVbn77ruz2267pV27dnnssceSvPtuxHvvvXetRgAAAGA9UbMrr3vuuWf+9Kc/ZdCgQWnTpk0+9alP5eijj86BBx6Y4cOHZ8GCBdlhhx1yxBFH1GoEAAAA1hM1i9ckOfroo3P00Uc329a1a9fccMMNtTwtAAAA65maPW0YAAAA1hTxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxahqvd999dwYNGpTevXvnnHPOSZJMmTIl/fv3zxe+8IWMHTu2lqcHAABgPVGzeH355Zfzgx/8IJdeemluueWW/OlPf8p9992XM844I5deemluv/32PP3007nvvvtqNQIAAADriZrF629/+9v06dMnnTt3Tps2bTJ27NhsuOGG2WqrrfLxj3889fX16d+/fyZOnFirEQAAAFhP1NfqwNOnT0+bNm3y7W9/OzNnzsy+++6b7bbbLh07dmx6TKdOnTJ79uzl9p0/f37mz5/fbNusWbNqNSoAAACFq1m8NjQ05NFHH80111yTjTbaKN/5zneywQYbpK6urukxVVU1u/2eq6++OuPGjavVaAAAAKxjahavH/nIR9KjR4906NAhSXLAAQdk4sSJad26ddNj5syZk06dOi2375AhQzJw4MBm22bNmpXBgwfXalwAAAAKVrPXvO6333554IEHMn/+/DQ0NOT+++9Pr1698uKLL2b69OlpaGjIbbfdlr333nu5fdu3b58tt9yy2Z/OnTvXalQAAAAKV7MrrzvttFO++c1v5tBDD83SpUuzxx575Ktf/Wo++clP5nvf+14WL16cffbZJ7169arVCAAAAKwnahavSXLwwQfn4IMPbratR48eueWWW2p5WgAAANYzNXvaMAAAAKwp4hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKt1rxOnv27OW2vfDCC2t8GAAAAFiRVcbrvHnzMm/evBx11FF58803m26/9tprOfbYY9fWjAAAAPybq1/VnSeddFImT56cJOnevfv/v1N9fXr27FnbyQAAAOD/s8p4vfLKK5Mkp59+ekaPHr1WBgIAAIC/t8p4fc/o0aPzyiuv5M0330xVVU3bd9hhh5oNBgAAAO9ZrXi9+OKLc+WVV+bDH/5w07a6urpMmjSpZoMBAADAe1YrXm+66abcdddd2XzzzWs9DwAAACxntX5Vzkc/+lHhCgAAQItZrSuvPXr0yJgxY/L5z38+G2ywQdN2r3kFAABgbViteJ0wYUKSZOLEiU3bvOYVAACAtWW14vXuu++u9RwAAACwUqv1mte33347I0eOzJAhQzJv3ryMGDEib7/9dq1nAwAAgCSrGa/nnHNONt1007z++utp165dFixYkBEjRtR6NgAAAEiymvE6derUnHDCCamvr8+GG26YCy+8MFOnTq31bAAAAJBkNeO1VavmD2toaFhuGwAAANTKar1h06677pr//M//zKJFi3L//ffn2muvTffu3Ws9GwAAACRZzSuvJ598cjbaaKNsuummGTt2bLp27ZpTTz211rMBAABAktW88tqmTZvstttuOeaYYzJv3rw8+uijadeuXa1nAwAAgCSreeV17Nixufjii5MkixYtyk9/+tNceumlNR0MAAAA3rNa8Tpp0qT8n//zf5IknTt3zrXXXpvbb7+9poMBAADAe1YrXpcuXZo2bdo03W7Tpk3q6upqNhQAAAC832q95nXnnXfOSSedlIMPPjh1dXW56aabstNOO9V6NgAAAEiymvF65pln5uKLL87o0aNTX1+fHj165Nhjj631bAAAAJBkNeP1sssuy9ChQ2s9CwAAAKzQar3m9d57763xGAAAALByq3Xldcstt8w3vvGN7Lzzztl4442btn/961+v2WAAAADwntWK18022yxJ8sorr9R0GAAAAFiR1YrX0aNHJ0nmz5+f9u3b13QgAAAA+Hur9ZrXF198MX369Enfvn0ze/bs9O7dO3/5y19qPRsAAAAkWc14HTVqVIYNG5YPf/jD2XzzzXPYYYdlxIgRtZ4NAAAAkqxmvM6bNy977LFH0+3BgwdnwYIFNRsKAAAA3m+14jVJFi9enLq6uiTJnDlz0tjYWLOhAAAA4P1W6w2bDj300Bx55JF5/fXX88Mf/jC/+c1v8s1vfrPWswEAAECS1YjX5557Lu3bt89xxx2Xe++9N8uWLcuoUaOaPY0YAAAAammV8Tp+/PhccMEF2WqrrfLSSy/lwgsvzF577bW2ZgMAAIAk/yBer7nmmtx6663ZfPPN8/jjj2fs2LHiFQAAgLXuH75h0+abb54k+cxnPpM33nij5gMBAADA31tlvL737sLvad26dU2HAQAAgBVZ7V+VkywfswAAALA2rPI1r3/+85+z8847N91etGhRdt5551RVlbq6uvzhD3+o+YAAAACwynj97W9/u7bmAAAAgJVaZbxuscUWa2sOAAAAWKkP9JpXAAAAaAniFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4tU8Xi+44IIMHTo0STJ16tQMGjQoPXv2zLBhw7Js2bJanx4AAID1QE3j9fe//31uvPHGptunnHJKRowYkTvvvDNVVeXXv/51LU8PAADAeqJm8Tpv3ryMHTs23/72t5Mkr7zyShYtWpRu3bolSQYNGpSJEyeucN/58+dnxowZzf7MmjWrVqMCAABQuPpaHXjEiBE54YQTMnPmzCTJq6++mo4dOzbd37Fjx8yePXuF+1599dUZN4edcIoAACAASURBVG5crUYDAABgHVOTeL3++uvz0Y9+ND169MiECROSJI2Njamrq2t6TFVVzW6/35AhQzJw4MBm22bNmpXBgwfXYlwAAAAKV5N4vf322zNnzpwMGDAgb775Zt55553U1dVlzpw5TY957bXX0qlTpxXu3759+7Rv374WowEAALAOqkm8XnXVVU3/PWHChDz88MMZPXp0+vXrl8ceeyyf/exnc/PNN2fvvfeuxekBAABYz9TsNa8rcuGFF2b48OFZsGBBdthhhxxxxBFr8/QAAACso2oer4MGDcqgQYOSJF27ds0NN9xQ61MCAACwnqnp73kFAACANUG8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFC8msbruHHj0rdv3/Tt2zdjxoxJkkyZMiX9+/fPF77whYwdO7aWpwcAAGA9UbN4nTJlSh544IHceOONuemmm/LMM8/ktttuyxlnnJFLL700t99+e55++uncd999tRoBAACA9UTN4rVjx44ZOnRo2rZtmzZt2mSbbbbJtGnTstVWW+XjH/946uvr079//0ycOLFWIwAAALCeqK/Vgbfbbrum/542bVruuOOOHHbYYenYsWPT9k6dOmX27NnL7Tt//vzMnz+/2bZZs2bValQAAAAKV7N4fc/zzz+fb33rWzn11FPTunXrTJs2rem+qqpSV1e33D5XX311xo0bV+vRAAAAWEfUNF4fe+yxfP/7388ZZ5yRvn375uGHH86cOXOa7p8zZ046deq03H5DhgzJwIEDm22bNWtWBg8eXMtxAQAAKFTN4nXmzJk55phjMnbs2PTo0SNJstNOO+XFF1/M9OnTs+WWW+a2227LQQcdtNy+7du3T/v27Ws1GgAAAOuYmsXrlVdemcWLF+f8889v2nbIIYfk/PPPz/e+970sXrw4++yzT3r16lWrEQAAAFhP1Cxehw8fnuHDh6/wvltuuaVWpwUAAGA9VLNflQMAAABringFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOK1SLzeeuut6dOnT77whS/kuuuua4kRAAAAWIfUr+0Tzp49O2PHjs2ECRPStm3bHHLIIenevXu23XbbtT0KAAAA64i1Hq9TpkzJ5z73uWy22WZJkp49e2bixIk59thjmx4zf/78zJ8/v9l+r7zySpJk1qxZ//Ac77w+bw1OvP6YMWPGGjvW62++s8aOtb5ZsgbXef6819bYsdYna/Jzefab1nhFNliDazxvzqI1dqz1zZr6XH51ztI1cpz1UeOa/Hrxmp8vVmRNfr2YO3fuGjvW+mRNft/zc/LK+Vm59v7Rz8nvtV5DQ8MK76+rqqpa41OtwuWXX5533nknJ5xwQpLk+uuvzx//+MeMGjWq6TGXXHJJxo0btzbHAgAAoADXXXdddtlll+W2r/Urr42Njamrq2u6XVVVs9tJMmTIkAwcOLDZtiVLluTll1/O//yf/zOtW7deK7P+q2bNmpXBgwfnuuuuS+fOnVt6nPWSNa49a7x2WOfas8a1Z41rzxqvHda59qxx7a2La9zQ0JA5c+Zkxx13XOH9az1eO3funEcffbTp9pw5c9KpU6dmj2nfvn3at2+/3L6f/OQnaz5fLXTu3DlbbrllS4+xXrPGtWeN1w7rXHvWuPasce1Z47XDOteeNa69dW2Nt9pqq5Xet9bfbXj33XfP73//+8ydOzcLFy7MXXfdlb333nttjwEAAMA6ZK1fed18881zwgkn5IgjjsjSpUtz8MEH59Of/vTaHgMAAIB1yFqP1yTp379/+vfv3xKnBgAAYB3U+qyzzjqrpYdYn7Vr1y7du3dPu3btWnqU9ZY1rj1rvHZY59qzxrVnjWvPGq8d1rn2rHHtrW9rvNZ/VQ4AAAB8UGv9DZsAAADggxKvAAAAFO/fOl7PPvvsDBgwIH369MmOO+6YAQMGZMCAARk/fvwKH3/99ddn2LBhH/g8Tz75ZEaMGLHS+3/7299m3LhxH/i467IZM2Zk//33X257ly5dMmnSpFx00UUf6Hj7779/ZsyY0Wzb4YcfnoceeuhfmnN99dxzz6VLly658847V/m4l19+OWeccUaS5KmnnvqnPv/XdwsWLMjZZ5+dfv36ZcCAATn88MPzzDPP/MvHnTBhQoYOHZpkxZ/f/w4mTpyYQYMG5Ytf/GL69++fK664YpWPf+aZZ7Lvvvtm8ODBueeee3LVVVetpUnLNGPGjGbf2977M3PmzH/52Cv6+vpBv6eurpV9v1gffPWrX81vfvObZtveeeeddO/ePUcddVRmz5693D7r8/e2GTNmpEuXLsv9zDR16tR06dIlEyZMWOX+K/taedFFF2XSpEn/1OfS3LlzM2zYsBx44IHp3bt3Bg4cmEmTJn2gY/y7+frXv57f/e53TbcvuOCCfOYzn8mSJUuatu25554r/b62Pn+Or2mr+/Pc+qRF3m24FD/4wQ+SvPvF8ogjjsjNN99ck/PstNNO2WmnnVZ6/4EHHpgDDzywJudeF33+85/P5z//+ZYeY702fvz49OrVK7/61a/Ss2fPlT7ub3/7W15++eUkyac+9al86lOfWlsjrhMaGxtz1FFHpXv37rnppptSX1+fBx98MEcddVR+85vf5EMf+lBLj7jOmj17di644IJMmDAhH/rQh/L222/n8MMPz9Zbb73Srw/33HNPvvjFL+bEE0/MJZdcspYnLlOnTp1q9r3t762t76nrk4MOOii33npr+vbt27TtrrvuSvfu3XPxxRe34GQtZ7PNNsv999+fhoaGtG7dOkly++23p0OHDv/0MY877rgk+cD/CLhkyZIMGTIkPXv2zMSJE9O6dev89a9/zZFHHpktttgiXbt2/adnWp997nOfy2OPPZYDDjggSTJlypR069Ytjz32WHr06JHp06dno402ypZbbtnCk677VvfnufXJv3W8rsyCBQsycuTIvPDCC2lsbMzRRx+dPn36NHvMk08+mdGjR2fx4sXp0KFDRo4cmXnz5mXYsGG56aabkrx7RfWWW27JV7/61fz0pz/Nz3/+81xxxRW5+eabU19fn5122ilnnXVWrr/++jzxxBM599xz84c//CHnnXdelixZkg4dOmTUqFH5+Mc/nq9+9avZeeed8+ijj+aNN97IiBEjsueee7bE8tTchAkT8vDDD+f888/P/vvvn169emXKlClJkvPOOy//8R//8YGPOX78+Fx11VWpq6vLDjvskDPPPDMbb7xxevTokQMPPDCPP/54Nt5441x44YXr/RfTpUuX5tZbb811112XQw45JC+99FI+8YlPZMqUKTn//PNTVVU+9rGP5Yc//GHOOeeczJgxI2effXZ69eqVcePG5ZprrsmLL76YESNGZN68edloo40ybNiwfPrTn87QoUOzySab5Jlnnsns2bNzzDHH5KCDDmrpD7lmHnroocycOTPf//7306rVu09k+dznPpfRo0ensbExw4cPz/PPP5/XXnstXbp0yY9+9KO89tprOfbYY7Pddttl6tSp+fCHP5yLLroom222WW666aZcdtll2WSTTbLFFltko402ana+hoaGjBkzJg8//HAaGhoyaNCgfO1rX8usWbNy8skn55133kmrVq0yfPjwdOvWrSWWZI154403snTp0ixatChJsvHGG+f8889Pu3btmr5eLl68OB/60IcycuTITJs2Lb/85S+TJG3bts3//b//N0my4YYb5uqrr87999+fJNlrr71y+umnp0+fPrn88svTunXr9O/fP2eccUbeeuutvPrqqxk4cGCOO+64TJgwITfeeGPmzZuX/fbbL0cccURGjBiRWbNmpa6uLieddFJ23333llmgf9Frr72WYcOG5W9/+1vq6+tzwgknZO+9987ChQszfPjw/PnPf05dXV2OPPLIfOlLX8qSJUsybNiwPP3009liiy3yxhtvfKDzXXLJJXniiScyc+bMHHbYYbnjjjty7LHHpnv37k2xe/fdd+eVV17J6aefnrlz52aDDTbIOeeck0022aTpOHfeeWf+67/+Kz//+c8zefLkXHHFFWndunW23HLL/Od//uc6926avXv3zpgxYzJv3rxsttlmSZJbbrklQ4YMyf77759f/OIX6dSp00rX/qc//WnuuOOONDQ0ZM8998wpp5ySurq6lX7PWxdsvPHG6dq1ax555JF87nOfS5JMnjy52f9r99xzT3784x+nsbExH//4xzNy5Mh85CMfSZKMGzcuzz77bNq1a5ezzz47Xbt2zdChQ7Pbbrtlt912azrGa6+99g//f77zzjvTrl27HHvssU3bPvnJT+ass85KQ0NDkuSOO+7IVVddlUWLFmXJkiU577zzsvPOO+fwww/Pf/zHf+T/tXfnUVVVewDHv5dJHFIRxSeYE47BcsgICA1RFywMUMABMQrMgRLUp+CQdFPCh6moPUR8Wo5Ln/AYZFBT01RwTE2xFxqCPKnlA9FMYhC4974/WJwlAr6sVKjf5y+9557NOfucs88efnvfCxcu8ODBA0JCQtixYwe5ubn4+/vj7+9PaWkp4eHh5OTkoNFomD59Om5ubly9ehW1Wk11dTUtWrQgMjKSHj16PK0s/93Z29vzt7/9DajpiDQyMsLFxYXMzEzs7e05f/48Dg4OZGVlERkZSUVFBSYmJixbtowXX3wRgPj4eCIjIwFYvHgxtra2z+18mqrG6nON1Z39/Pzo378/58+f58GDB7z//vsMGzaMtLS0ZlWW/qnDhhsTExPDoEGDSEpKYufOncTExPDDDz8o2ysrKwkLC2PdunUkJyfj5+eHWq3GysqKqqoqcnNzAdi3bx8eHh519tuyZQvJyckkJiZSXl7O7du362yfN28ey5YtIzU1lfHjxxMSEqJs12q1xMXFERoa+sRhtU1RUVFRvXC2hrRq1Yq9e/cye/ZsFi5c2Gh6M2bMqJPWN998A8C1a9fYuHEjO3fuJC0tjZYtWyph2nfv3mXIkCFKz3dERMTvf6JNzPHjxzE3N6dnz56MHj2auLg4KisrCQkJ4eOPPyYtLY2+ffuSnJxMWFgY1tbWyohKrdDQUPz8/EhLS2Px4sXMmTNHCQf673//y+7du4mNjWXlypXP4xSfmW+//Zb+/fsrDddajo6O5OXlYWhoSFxcHIcPH6akpITjx48DcPXqVQICAkhPT6dt27akpaVRWFjI6tWr2bVrF3FxcZSWltb7e/Hx8QAkJyeTkJDAkSNHOH/+PAkJCYwYMYKkpCRmz57NhQsXnv7JP2X9+/dn1KhRjB49mvHjx7Nq1Sq0Wi1dunRh3rx5fPDBB6SmpuLj48O8efNwdHTEx8cHHx8fgoKClH9PmzaNLl268N1335Gbm4tGo+HcuXMAZGRk4OTkRHp6Om5ubsTHx5OWlsb27du5e/cuUFPxSk5OZt68eSxfvhxvb2+SkpKIjY1FrVbz888/P89s+r8eLWdrQ68/+ugj7OzsSEtL4+9//zvvv/8+xcXFREdHY2JiQnp6Otu3byc6OpqrV6+yc+dOoKaiHhYWxs2bN5/4WCorK9m/fz++vr6NfmfZsmW4uLiQnp5OcHAwsbGxyrbMzExiYmLYsmULHTp0YN26dWzZsoWkpCQsLCzIy8t74mN63lq3bs2oUaP4/PPPgZr77caNG3U6pxvL+xMnTvDNN9+QkJDA3r17KSwsJDU19bHvvObC1dVVCYPMysqiX79+GBoaAnDnzh3UajUxMTGkpaXx8ssvEx4eruzbvXt39u7dy3vvvadMvWjIL3meL1++jI2NTb19HR0dsbKyQqvVsmfPHjZu3EhqairTpk1j06ZNyvd0Oh0JCQm4uLgQERHB+vXr2bVrFzExMQDExsZiZWVFUlISu3btYuPGjRQUFLB9+3YCAgJISkpi4sSJXLp06ddn5nNgZWXFzZs3efDgAZmZmTg4OODg4EBmZiYA58+fx8bGhrCwMKKiokhOTiYgIIAPPvhASaO27rdixQpCQ0PrhByLGg3V52o1Vnf++eefSU5OJioqikWLFlFZWdnsylIZeW3AqVOnqKqqUiqK5eXlXL9+Xdmem5vL999/z8yZM4GawunBgwcAeHh4sH//ft555x0uXrzIypUrOX/+PFAzGmBtbc348eMZNWoU06dPp1OnTnXSNTU1xcrKCgA3NzfUarVSiR0+fDgAffr04aeffnrKufD0NRTO1q9fv3rfmzhxIlAzl2XRokXcvXu3wfChTZs21Rk19fPzA+Crr77CyclJCeGcNGkSixcvBmp++2rcuHEAeHp6smbNmt/hzJq2xMRE3NzcABgzZgwhISG4uLjQuXNnBgwYAMD8+fMBGpxzUlpays2bN3F2dgZg8ODBtGvXTinsHBwcUKlU9O3bl3v37j2LU3pu9PT0Gu2dtLGxoX379uzatYu8vDzy8/MpKysDwNTUVIkgqH2ev/76a4YMGaKMHri7u3PmzJk6aZ4+fZrs7Gzl87KyMq5du4a9vT3BwcFkZ2fj6OjIm2+++bRO+ZlatmwZ7733HpmZmWRmZjJx4kRmzJhB27ZtGThwIFBTyVWr1ZSUlDSazuuvv87p06cxMDDgrbfeYt++fZSUlFBcXIylpSWWlpacOXOGzz77jJycHKqqqigvLwfgpZdewsCg5lV56tQp8vLylHDO6upqCgoKlOemKWosbPjMmTNKZ92LL77IoEGDuHz5MmfOnFFGTDp06MCoUaM4d+4c586dY9KkSQD06NGDIUOGPPGx1F6zx/nqq6+UctjR0RFHR0e+//57fvzxR4KDgwkODlaeEScnJyZPnszo0aNxcXFp0tfhcby8vPjkk0/w8fEhLS0NDw8PJVwWaDTvT58+TVZWFl5eXgBUVFRgbm5OSUlJo++85mLkyJHKyOqBAwdwdXVl//79QE1jduDAgcr7ftKkSXUajBMmTABq7p/Q0FDu37/f4N/4Nc/z6tWrycjIoKKiguHDhxMWFkZMTAxHjx7lxo0bnDt3rk5n5uuvvw6Aubk5gwYNomXLllhYWCjHdOrUKSoqKpR54WVlZeTk5ODo6Eh4eDgZGRmMHDkSJyenX5WPz4u+vj6DBg3iypUrZGZmMmXKFF588UUqKiqU993bb79NQUEB7777rrLfw50H48ePB2o6Mk1NTcnLy5Mw7Uc0VJ+rDZFvqO788OcDBgygU6dOXLt2rdmVpdJ4bYBWq2XNmjXKQ1JcXEy7du2UcGCNRkOPHj1ITk5W/n/nzh2gpsI5ffp0evbsyYgRIzAyMqqT9j/+8Q++/vprTpw4wdSpU+s0lrRabb1j0el01P4Ub21aKpWKP9PP89ZWHKEmj6qqqpRRWjMzMzZv3vzY/R/NV51OR3V1NVDT+FCpVMr3Hq4w/BHduXOHjIwM/v3vf7Njxw50Oh3379/nxIkTSj4AlJSUNDjyBzR47+l0OiWEqrYx93B6f1TW1tbs3r0bnU5X53zXrFnDwIEDiY6O5q233sLLy4sff/xRybuHG7y1z/Ojz/XD930tjUZDaGio0nFw9+5dWrduTYsWLdi3bx/Hjh1j//79JCcnN/vFio4dO0ZZWRljxozB29sbb29vZWT0UQ/ffw0ZMWIE69evx8jIiDlz5nDgwAHS0tKU0a0VK1ZQUFCAm5sbo0eP5tSpU8q1MDY2VtLRarVs375dCe8sKirC1NT09zztZ+bR57g2Dxv7/Jfcn//Pw3n58DHUlsePpqvT6cjNzcXY2BiVSkVMTAwhISG88cYbdO7cmbCwMK5evcrx48cJDQ0lKCio0QiepszGxobbt29z69YtUlNT642SNpb3Go2Gt99+m4CAAADu37+Pvr5+vQWyHn7nNRe1ocMXLlzgzJkzzJ8/X2m8Pu6dDtR5j+t0ukbv1V/yPFtbWytTEABCQkIICQlRpjeVlpYyfvx4PDw8sLGxoV+/fuzatUv5fu1oMTT8zGi1WlatWqUMWtTWNw0NDRkyZAhffvkl27Zt49ixY80uMszOzo6LFy+SlZXFqlWrgJpw4iNHjigdK127dlU61zQaDcXFxcr+D19HrVb7q8qcP7LG6nOHDx8G6teda/OzoXxtbmWphA03wNbWVpk7VVhYiLu7O0VFRcr23r17c/v2bS5evAhAXFwcCxYsAGp61zp06MBnn31WJ2QYagrGN954g/79+zN37lzs7Oz47rvvlO2WlpYUFxcrK5WmpaXRs2fPOvN9/oxqV2I8fPgwlpaWdO7cmZSUFFJSUv5vwxXg1Vdf5ejRo8ooYHx8vDJ3ory8nKNHjwI1c21re0n/qFJSUrCzs+PEiRMcPXqUL7/8ksDAQE6cOMGdO3eUCINPP/2Uf/7zn+jr69er9LRp04auXbty6NAhAC5dukRxcTF9+vR55ufzvL3yyiuYmpqyfv16pfGUkZFBUlISGRkZuLq64u3tTdu2bTl79uxjG1hDhw7l0qVLFBYWotVqlYraw+zs7IiPj6eqqorS0lJ8fX25dOkSK1euJDU1FU9PT9RqNd9+++1TO+dnxdjYmKioKGWBFZ1OR3Z2NoMHD+bevXtkZWUBNQu5mJubKxXQWg/fu1ZWVty4cYP8/HwsLS2xtbUlNjZWGc04efIk77zzDq6urty4cUO5Bo+ys7Nj9+7dAFy/fh13d3dlhLa5sbOzIyEhAahZVfzixYsMHjy4zud3797lyJEjvPrqq9jb25OWloZWq+WHH35Q3n+/lomJiVLePLwq6SuvvKKU+adOnVLCCNu3b4+9vT2TJ08mIiKC6upqnJ2dMTExYebMmYwdO5bs7OzfdEzP07hx44iNjaVdu3Z069atzrbG8t7Ozo6UlBRKS0uprq5m1qxZHDx48LHvvObE1dWVqKgorK2t61TEa6MEasuGuLi4OudX28FVW2d4dO2AWr/keR4zZgzl5eXExsZSVVUF1HTunj17Fj09PfLz81GpVAQGBmJra8vhw4cfW843dAy19c2ioiI8PDy4desWc+fO5cqVK/j4+DBnzpxmWabb29uTkpJC3759levn4ODA1q1bcXBwoFevXvz0009KdGJiYmKdqXK11/HKlSuUlpbSvXv3Z38STVhj9bnazpZH687t2rUDUOoWV65c4f79+1haWja7slS6MRowZ84cli5diru7OxqNhkWLFmFhYaFsNzY2Zt26dSxfvpzKykratm3LihUrlO1jx45lw4YNDB06tE66ZmZmeHt74+XlRatWrejVqxeenp6kp6cr6UZFRfHhhx9SUVFB+/btiYqKejYn3YRdvHiRhIQEWrZsWSeff6n+/fszc+ZM/Pz8qKqqwsrKimXLlinbP//8c9auJLH8GwAAB1NJREFUXYuZmRkff/zx73noTU5ycjJ//etf63w2ZcoUPv30UzZv3syCBQuoqqqiW7durFy5ksrKSkpKSggNDVVCeABWrVrF0qVLiY6OxtDQkOjo6HpRBn8GKpWKDRs2EBkZiZubGwYGBpiYmLBp0yb09fUJCQlh3759GBoa8vLLLz92pcuOHTsSFhaGv78/LVu2pHfv3vW+4+Pjw3/+8x88PT2prq7Gy8sLW1tbunXrxvz580lKSkJfX/8PcR/b2dkRFBREYGCgUmkcPnw4wcHBjBw5ko8++ojy8nLatWvH2rVr6+1vY2PDwoUL6dixI35+fgwdOlSpmNrZ2fGvf/1Lmcs2c+ZMFixYgLGxMX/5y1+wtrZu8FqFhYWhVqtxd3cHYOXKlc22c3HJkiWo1Wrlp0ciIiIwMzNj1qxZdd5/gYGBWFlZ0bdvX3JycnB1dcXCwoK+ffv+pr8/bdo0Fi1aRGJiYp3Vo9VqNWFhYezevZuWLVvWG22aMWMGHh4eHDt2jNmzZzN16lRatGiBqanpr3o/NBVeXl6MHDmS5cuX19vm6+vbYN6PHDmSq1evMnHiRDQaDcOHD8fT0xOVSvXYd15z4eTkxJIlS5QwyFodO3YkPDycoKAgqqqqMDc3r5Nv+fn5jB07VlnkrTG/5Hk2MjJix44drFu3TplipNFocHFxYdq0abRq1YoBAwbg6uqKSqVi2LBhT7TmQFBQEEuXLsXNzU2JrOnWrRuBgYEsWbKEmJgYDA0NWbp06S9Os6monTr08Bx3Ozs75s6dy2uvvYaRkRGffPKJsvhemzZt6ry7ysrKGDduHHp6ekRFRdUZxRaPr8+1adOm0bpzQUEBnp6eAKxduxYjI6NmV5aqdH+m+FPR7NSutvi0VgDu168f165deyppCyGEEEII8Sw1Vnf28/NTVnlvziRsWAghhBBCCCFEkycjr0IIIYQQQgghmjwZeRVCCCGEEEII0eRJ41UIIYQQQgghRJMnjVchhBBCCCGEEE2eNF6FEEKIZywrKwu1Wv28D0MIIYRoVqTxKoQQQjxj169fp7Cw8HkfhhBCCNGsyGrDQgghxO8gISGBrVu3oqenh4mJCZGRkWzdupXLly9TWlqKTqcjIiICc3NzJk+eTElJCc7OzkRGRnL06FFiY2OpqqrC2NiYhQsXMmTIEMrLy/nwww+5fPkyL7zwAr179wZgxYoV5OTkEB4ezr1791CpVEydOpVx48Zx9uxZli9fTqtWrSgtLcXa2hozMzPlB+1TUlI4dOgQMTExzzO7hBBCiCdm8LwPQAghhGjurl69yurVq0lOTqZLly5s27YNtVpN69atiYuLQ09Pj02bNrF582Y2btzI7NmzOXjwIJGRkeTn57N27Vp27NiBiYkJOTk5BAQEcOjQIWJjY9FoNBw4cICysjJ8fX156aWXqK6u5t1332XBggU4OztTWFjIhAkT6N69OwA5OTl88cUXWFhYkJ2dzfTp0wkODsbAwID4+HgCAwOfc44JIYQQT04ar0IIIcRvdPr0aYYNG0aXLl0A8Pf3x9/fn7y8PPbs2UNBQQFnz56ldevW9fY9efIkRUVF+Pv7K5+pVCpu3rzJ8ePHWbx4MXp6erRp0wZPT0+uXbtGfn4+Dx48wNnZGYDOnTvj7OxMRkYGtra2dOnSBQsLCwAGDBhA165dOXbsGD179qSoqIhhw4Y9/UwRQgghfmfSeBVCCCF+I319fVQqlfL/iooKEhMT2bZtGwEBAYwaNYpevXqRmppab1+tVou9vT3r1q1TPrt16xZmZmYYGBjw8OwePb2apSo0Gk2dvweg0+morq4GoFWrVnW2TZkyhcTERHr06MHEiRPr7SuEEEI0B7JgkxBCCPEb2dracvr0aYqKigDYs2cPGRkZODk54evri7W1NV988QUajQaoaezWNjTt7e05efIkubm5ABw/fhwPDw8qKipwdHQkMTERrVZLeXk56enpqFQqevXqhYGBAYcOHQKgsLCQgwcP8tprrzV4fC4uLmRnZ3Pw4EG8vb2fdnYIIYQQT4WMvAohhBC/Ub9+/QgNDWXatGkAdOrUiVmzZhEeHo67uzvV1dU4ODhw6NAhtFotgwcPJiYmhqCgINavX094eDjz5s1Dp9NhYGBAbGwsrVu3ZubMmUoaL7zwAqamphgbG2NoaMiGDRuIiIggOjoajUbDrFmzsLOz4+zZs/WOz8jICBcXF4qLi+nQocOzzh4hhBDidyGrDQshhBBN1L59+2jTpg2Ojo5otVqCg4NxcHDA19f3idIpKyvjzTffRK1WM3jw4Kd0tEIIIcTTJWHDQgghRBPVp08fYmNjGTt2LG5ubpiZmTFhwoQnSiMjI4MRI0YwfPhwabgKIYRo1mTkVQghhBBCCCFEkycjr0IIIYQQQgghmjxpvAohhBBCCCGEaPKk8SqEEEIIIYQQosmTxqsQQgghhBBCiCZPGq9CCCGEEEIIIZo8abwKIYQQQgghhGjy/gfW6mfDzFbeuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.barplot(x='category',y = 'Percent', palette=\"Set2\",data = most_fail, ax=ax)\n",
    "plt.title('failure rates of top 10 failed catergories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just as we guessed in the previous plots, Apps, web and Mobile games are the categories that failed the most"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Which main categories have the most successful and most failed number of projects based on the counts and success rates?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (30, 30)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.countplot(x='main_category', palette=\"Set2\",data= kick[kick['state'] == 'successful'].groupby(\"main_category\").filter(lambda x: len(x) > 2500),\n",
    "               ax=ax)\n",
    "plt.title('Highest performing main_categories in terms of frequency counts ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As evident Music has the highest number of successful main_categories on Kickstarter followed by film&video, games and art."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (30, 30)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.countplot(x='main_category', palette=\"Set2\",data= kick[kick['state'] == 'failed'].groupby(\"main_category\").filter(lambda x: len(x) > 2500),\n",
    "               ax=ax)\n",
    "plt.title('lowest performing main_categories in terms of frequency counts ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Moving on to the highest number of failed projects in a main_category turns out to be Film&video followed by publishing and Music."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to calculate the success rates of these main categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = kick.main_category.value_counts()\n",
    "succ = kick[kick.state == 'successful'].main_category.value_counts()\n",
    "\n",
    "\n",
    "rows_list = []\n",
    "for i in counts.keys():\n",
    "    dict1 = {}\n",
    "    # get input row in dictionary format\n",
    "    # key = col_name\n",
    "    dict1['main_category'] = i\n",
    "    dict1['Percent'] = succ[i] / counts[i] * 100\n",
    "    rows_list.append(dict1)\n",
    "\n",
    "frame = pd.DataFrame(rows_list)   \n",
    "most_success = frame.sort_values('Percent').tail(10)\n",
    "least_success = frame.sort_values('Percent').head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAANaT5StXdvcIxfpb16ZhPc0BAADwd2+LzTZL48cO7u4xitT6g+v+pv1deQUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEA4O/AilVt3T1C0axP+Rq6ewAAAKD2Nm/omY98+czuHqNYd009p7tH4C9w5RUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDi1TRef/azn+WQQw7JAQcckHPOOSdJsnDhwowePTrDhg3LzJkza3l6AAAANhE1i9ennnoqZ599dubOnZv58+fnP//zP3Prrbfm9NNPz9y5c3PjjTfmoYceyq233lqrEQAAANhENNTqwD/96U8zcuTI9OvXL0kyc+bMLF68OAMGDMg73vGOJMno0aOzYMGCDB06tMu+ra2taW1t7bKtubm5VqMCAABQuJrF6+LFi9OzZ898+tOfzrPPPpt/+qd/yo477pjevXt33qdPnz5ZsmTJavtefvnlmTNnTq1GAwAAYCNTs3htb2/PfffdlyuuuCJbbbVVjj/++GyxxRapq6vrvE9VVV1uv2b8+PEZM2ZMl23Nzc0ZO3ZsrcYFAACgYDWL1//1v/5Xmpqa0qtXryTJ/vvvnwULFqS+vr7zPi0tLenTp89q+zY2NqaxsbFWowEAALCRqdkLNu2zzz755S9/mdbW1rS3t+f222/PiBEj8sQTT2Tx4sVpb2/P9ddfnyFDhtRqBAAAADYRNbvyuvPOO+fYY4/NUUcdlba2tuy555458sgj8+53vzuTJk3KihUrMnTo0IwYMaJWIwAAALCJqFm8Jsmhhx6aQw89tMu2pqamzJ8/v5anBQAAYBNTs4cNAwAAwPoiXgEA6HZt7e3dPUKxrA38SU0fNgwAAOuiZ319Trn+6u4eo0gXHnjoX74T/B1w5RUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAP6C9o6O7h6hWNYG2FAaunsAAIDS1ffokRse+113j1GkUTt+oLtHAP5OuPIKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFK+hlgcfN25cli5dmoaGP53my1/+cp588slccsklWbVqVcaPH5+xY8fWcgQAAAA2ATWL16qqsmjRovz85z/vjNclS5Zk8uTJmTdvXjbbbLMcccQRGTx4cHbYYYdajQEAAMAmoGbx+vjjjydJjjnmmLzwwgs5/PDD85a3vCUf+chHsu222yZJhg8fngULFmTixIm1GgMAAIBNQM3itbW1NU1NTTnrrLPS1taWo48+OgcccEB69+7deZ8+ffrkgQceWOO+ra2tXbY1NzfXalQAAAAKV7N4/dCHPpQPfehDnbcPPfTQnHfeeTn++OM7t1VVlbq6utX2vfzyyzNnzpxajQYAAMBGpmbxet9996WtrS1NTU1J/hSqb3/729PS0tJ5n5aWlvTp02e1fcePH58xY8Z02dbc3OzFnQAAAP5O1eytcl566aVccMEFWbFiRZYtW5Zrr702F154Ye68884sXbo0r776am6++eYMGTJktX0bGxvTv3//Lr/69etXq1EBAAAoXM2uvO6zzz757W9/m4MPPjgdHR056qij8uEPfziTJ0/O0Ucfnba2thx66KH54Ac/WKsRAAAA2ETU9H1eTzrppJx00kldto0ePTqjR4+u5WkBAADYxNTsYcMAAACwvohXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFgI1YVVXdPULRrA/ApqOhuwcAAN68urq6PPXH57t7jGK9Y7vtu3sEANYTV14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFYCa8R6bb8z6AMC68z6vANRMXV1dlv3xye4eo1hbb/fO7h4BADYarrwCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvwN+tqqO9u0colrUBAErT0N0DAGvW0d6WHvU9u3uMIq2vtanrUZ//+f3162GiTc8/vO/A7h4BAKAL8QqF6lHfM3dffXJ3j1GkwYfO6O4RAADYwDxsGAAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAoXs3j9fzzz8+UKVOSJA8//HAOOeSQDB8+PGeccUZWrVpV69MDAACwCahpvN5555259tprO2+fcsopmTp1am666aZUVZUf/vCHtTw9AAAAm4iaxesLL7yQmTNn5tOf/nSS5Jlnnsny5cuzyy67JEkOOeSQLFiwoFanBwAAYBPSUKsDT506NZMnT86zzz6bJHnuuefSu3fvzo/37t07S5YsWeO+ra2taW1t7bKtubm5VqMCAABQuJrE649+9KO87W1vS1NTU+bNm5ck6ejoSF1dXed9qqrqcvv1Lr/88syZM6cWowEAALARqkm83njjjWlpaclBBx2UF198Ma+88krq6urS0tLSeZ8//OEP6dOnzxr3Hz9+fMaMGdNlW3Nzc8aOHVuLcQEAAChcTeL1O9/5Tufv582bl3vuuSfnnXdeDjzwwPzqV7/Khz/84fz4xz/OkCFD1rh/Y2NjGhsbazEaAAAAG6GaPed1TWbMmJEzzzwzy5Ytywc+8IEcffTRG/L0AAAAbKRqHq+HHHJIDjnkkCTJ+973vlx99dW1PiUAAACbmJq+zysAAACsD+IVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB46xSvS5YsWW3bf/3Xf633YQAAAGBN3jBeX3jhhbzwwguZMGFCXnzxxc7bf/jDHzJx4sQNNSMAAAB/5xre6IOf//znc8cddyRJBg8e/P92amjI8OHDazsZAAAA/P/eMF6/9a1vJUlOO+20nHfeeRtkIAAAAPhzbxivrznvvPPyzDPP5MUXX0xVVZ3bP/CBD9RsMAAAAHjNOsXrxRdfnG9961vZfvvtO7fV1dXllltuqdlgAAAA8Jp1itfrrrsuN998c/r27VvreQAAAGA16/RWOW9729uEKwAAAN1mna68NjU15YILLsh+++2XLbbYonO757wCAACwIaxTvM6bNy9JsmDBgs5tnvMKAADAhrJO8fqzn/2s1nMAAADAWq3Tc15ffvnlfPnLX8748ePzwgsvZOrUqXn55ZdrPRsAAAAkWcd4Peecc7LNNtvk+eefz+abb55ly5Zl6tSptZ4NAAAAkqxjvD788MOZPHlyGhoasuWWW2bGjBl5+OGHaz0bAAAAJFnHeO3Ro+vd2tvbV9sGAAAAtbJOL9i0++6758ILL8zy5ctz++2358orr8zgwYNrPRuFam9bkfqem3f3GMWyPgAAsP6tU7yefPLJueyyy7LNNttk5syZ2XvvvfOZz3ym1rNRqPqem+fKU5u6e4xiffyCO7t7BAAA2OSsU7z27NkzgwYNygknnJAXXngh9913Xzbf3JUlAAAANox1euLqzJkzc/HFFydJli9fnssuuyxz586t6WAAAADwmnWK11tuuSXf/va3kyT9+vXLlVdemRtvvLGmgwEAAMBr1ile29ra0rNnz87bPXv2TF1dXc2G+lu0rVze3SMUy9oAAAAbq3V6zuuuu+6az3/+8zn00ENTV1eX6667LjvvvHOtZ3tTem62RaaM/ofuHqNI03/yP909AgAAwJuyTvF61lln5eKLL855552XhoaGNDU1ZeLEibWeDQAAAJKsY7xecsklmTJlSq1nAQAAgDVap+e8/uIXv6jxGAAAALB263TltX///jnmmGOy66675i1veUvn9k984hM1GwwAAABes07xuu222yZJnnnmmZoOAwAAAGuyTvF63nnnJUlaW1vT2NhY04EAAADgz63Tc16feOKJjBw5MqNGjcqSJUtywAEH5L//+79rPRsAAAAkWcd4nTZtWs4444xsv/326du3bz7+8Y9n6tSptZ4NAAAAkqxjvL7wwgvZc889O2+PHTs2y5Ytq9lQAAAA8HrrFK9JsmLFitTV1SVJWlpa0tHRUbOhAAAA4PXW6QWbjjrqqHzyk5/M888/n4suuig33HBDjj322FrPBgAAAEnWIV4fffTRNDY25rOf/Wx+8YtfZNWqVZk2bVqXhxEDAABALb1hvF5zzTU5//zzM2DAgDz55JOZMWNG9t577w01GwAAACT5C/F6xRVX5Cc/+Un69u2b3/zmN5k5c6Z4BQAAYIP7iy/Y1Ldv3yTJhz70ofzxj3+s+UAAAADw594wXl97deHX1NfX13QYAAAAWJN1fqucZPWYBQAAgA3hDZ/z+sgjj2TXXXftvL18+fLsuuuuqaoqdXV1+fWvf13zAQEAAOAN4/WnP/3phpoDAAAA1uoN4/Xtb3/7hpoDAAAA1uqves4rAAAAdAfxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFq2m8zpo1KyNHjsyoUaPyne98J0mycOHCjB49OsOGDcvMmTNreXoAAAA2EQ21OvA999yTu+66K/Pnz8+qVasycuTINDU15fTTT88VV1yRt73tbTnuuONy6623ZujQobUaAwAAgE1Aza68Dho0KN/97nfT0NCQ559/Pu3t7Wltbc2AAQPyjne8Iw0NDRk9enQWLFhQqxEAAADYRNTsymuS9OzZMxdffHG+/e1vZ8SIEXnuuefSu3fvzo/36dMnS5YsWW2/1tbWtLa2dtnW3Nxcy1EBAAAoWE3jNUlOPPHETJgwIZ/+9KezaNGi1NXVdX6sqqout19z+eWXZ86cObUeDQAAgI1EzeL1v//7v7Ny5cq8//3vz5Zbbplhw4ZlwYIFqa+v77xPS0tL+vTps9q+48ePz5gxY7psa25uztixY2s1LgAAAAWr2XNen3766Zx55plZuXJlVq5cmVtuuSVHHHFEnnjiiSxevDjt7e25/vrrM2TIkNX2bWxsTP/+/bv86tevX61GBQAAoHA1u/I6dOjQPPDAAzn44INTX42G3+EAACAASURBVF+fYcOGZdSoUenVq1cmTZqUFStWZOjQoRkxYkStRgAAAGATUdPnvE6aNCmTJk3qsq2pqSnz58+v5WkBAADYxNTsYcMAAACwvohXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAonngFAACgeOIVAACA4olXAAAAiideAQAAKJ54BQAAoHjiFQAAgOKJVwAAAIonXgEAACieeAUAAKB44hUAAIDiiVcAAACKJ14BAAAoXk3jdc6cORk1alRGjRqVCy64IEmycOHCjB49OsOGDcvMmTNreXoAAAA2ETWL14ULF+aXv/xlrr322lx33XX53e9+l+uvvz6nn3565s6dmxtvvDEPPfRQbr311lqNAAAAwCaioVYH7t27d6ZMmZLNNtssSfKe97wnixYtyoABA/KOd7wjSTJ69OgsWLAgQ4cO7bJva2trWltbu2xrbm6u1agAAAAUrmbxuuOOO3b+ftGiRfmP//iPfPzjH0/v3r07t/fp0ydLlixZbd/LL788c+bMqdVoAAAAbGRqFq+veeyxx3Lcccfl1FNPTX19fRYtWtT5saqqUldXt9o+48ePz5gxY7psa25uztixY2s9LgAAAAWqabz+6le/yoknnpjTTz89o0aNyj333JOWlpbOj7e0tKRPnz6r7dfY2JjGxsZajgYAAMBGpGYv2PTss8/mhBNOyIwZMzJq1Kgkyc4775wnnngiixcvTnt7e66//voMGTKkViMAAACwiajZlddvfetbWbFiRaZPn9657Ygjjsj06dMzadKkrFixIkOHDs2IESNqNQIAAACbiJrF65lnnpkzzzxzjR+bP39+rU4LAADAJqhmDxsGAACA9UW8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQvJrH67Jly3LggQfm6aefTpIsXLgwo0ePzrBhwzJz5sxanx4AAIBNQE3j9be//W2OPPLILFq0KEmyfPnynH766Zk7d25uvPHGPPTQQ7n11ltrOQIAAACbgJrG6w9/+MOcffbZ6dOnT5LkgQceyIABA/KOd7wjDQ0NGT16dBYsWLDafq2trXn66ae7/Gpubq7lqAAAABSsoZYHP/fcc7vcfu6559K7d+/O23369MmSJUtW2+/yyy/PnDlzajkaAAAAG5Gaxuuf6+joSF1dXeftqqq63H7N+PHjM2bMmC7bmpubM3bs2JrPCAAAQHk2aLz269cvLS0tnbdbWlo6H1L8eo2NjWlsbNyQowEAAFCwDfpWOTvvvHOeeOKJLF68OO3t7bn++uszZMiQDTkCAAAAG6ENeuV18803z/Tp0zNp0qSsWLEiQ4cOzYgRIzbkCAAAAGyENki8/uxnP+v8fVNTU+bPn78hTgsAAMAmYoM+bBgAAADeDPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxxCsAAADFE68AAAAUT7wCAABQPPEKAABA8cQrAAAAxROvAAAAFE+8AgAAUDzxCgAAQPHEKwAAAMUTrwAAABRPvAIAAFA88QoAAEDxuiVef/KTn2TkyJEZNmxYrrrqqu4YAQAAgI1Iw4Y+4ZIlSzJz5szMmzcvm222WY444ogMHjw4O+yww4YeBQAAgI3EBo/XhQsX5iMf+Ui23XbbJMnw4cOzYMGCTJw4sfM+ra2taW1t7bLfM888kyRpbm7+i+d4ua1uPU686Xj66afX27FeeKV9vR1rU7M+17nlj6+st2NtStbnGj+3ZOl6O9ampGPr9bfGr7z4l//e/nu11cvr5wFQzS++sF6Osymqe/nV9XaspUueW2/H2pQ8veVb19uxXln6x/V2rE3J+vy5177s5fV2rE3N+lzn+hUr19uxNiV/aY1fa7329jW3Rl1VVdV6n+oNfOMb38grr7ySyZMnJ0l+9KMf5YEHHsi0adM67zN79uzMmTNnQ44FAABAAa666qrstttuq23f4FdeOzo6Ulf3/66MVlXV5XaSjB8/PmPGjOmybeXKlXnqqafyv//3/059ff0GmfVv1dzcnLFjx+aqq65Kv379unucTZI1rj1rvGFY59qzxrVnjWvPGm8Y1rn2rHHtbYxr3N7enpaWluy0005r/PgGj9d+/frlvvvu67zd0tKSPn36dLlPY2NjGhsbV9v33e9+d83nq4V+/fqlf//+3T3GJs0a15413jCsc+1Z49qzxrVnjTcM61x71rj2NrY1HjBgwFo/tsFfbXiPPfbInXfemaVLl+bVV1/NzTffnCFDhmzoMQAAANiIbPArr3379s3kyZNz9NFHp62tLYceemg++MEPbugxAAAA2Ihs8HhNktGjR2f06NHdcWoAAAA2QvVf/OIXv9jdQ2zKNt988wwePDibb755d4+yybLGtWeNNwzrXHvWuPasce1Z4w3DOteeNa69TW2NN/hb5QAAAMBfa4O/YBMAAAD8tcQrAAAAxfu7iNenn346O+20Uw466KAcfPDBGTVqVD7xiU+kubk5++67b55++ul1PtbPf/7zfOc736nhtGt39913Z9y4cd1y7jfrjdZ+bcaNG5e77757te2zZ8/O7NmzkyQHHXTQG55z3333XePH3mi/Tdnrvw4HHXRQhg8fntNOOy1/+MMf/upjnXHGGXnwwQdrMGX3+/N1eu3Xs88+m1mzZuWWW255w++vdT3HEUcckREjRuRrX/vaGu8zc+bMTJ06dbXt48aNyy233NI5y597/Z+RTdWqVatyySWX5IADDsjIkSMzfPjwXHrppfEMmO7z6KOPZuDAgbnpppvWep+N7WfXhvT0009n4MCBq/2Zf/jhhzNw4MDMmzfvrzrev//7v+ff//3f1+eIG6Vly5blS1/6Ug488MAcdNBBGTduXH73u9/9zcedMGFClixZsh4m3Hh96UtfykEHHZSRI0d2+Zm5zz77rLefQf7O6Gp9/jtuY9ctrzbcHfr06ZMf//jHnbenT5+eCy644K8+zkMPPbQ+x/q7sLa1/+pXv/qmj/n6422I/TYFr/86VFWVr371qznxxBPzve997686zrnnnluL8Yrx59+vr/nsZz+bJH/Vf3atyXe/+90MGTIkxxxzTJqamvKJT3wib33rW7vc56Mf/WgOO+ywnHXWWenZs2eS5H/+53+yaNGiDB06NPvtt9/fNMPG7Etf+lL+8Ic/5Ac/+EEaGxuzbNmynHDCCdlmm20yduzY7h7v79I111yTESNG5Ac/+EGGDx++xvvcc889G3iqjcu2226b22+/Pe3t7amvr0+S3HjjjenVq9dffawjjzxyfY+30eno6MiECRMyePDgXHfddWloaMhdd92VCRMm5IYbbsh22233po/9r//6r+tx0o3T2WefneRPPw+PPvrozp+Z6/M/T/2dsbr19e+4jd3fTbz+ucGDB3fG09e//vU8/PDDefXVV3PBBRdk5513zhNPPJGpU6fmhRdeyFZbbZUzzjgjW221Vb7//e8nSf7hH/4hI0eOzJlnnplHHnkkdXV1+eQnP5mDDz44bW1tOfvss/OrX/0qffv2TV1dXT7zmc8kSS688MJ0dHRkxx13zOc+97mcfvrpeemll/Lcc89lzJgx+exnP5t58+blF7/4RZ5//vm0tLRkn332yZQpU5IkS5cuzYQJE/Lkk0/mXe96Vy6++OLMnTs3VVVl8uTJSZIpU6ZkyJAhGTlyZDes7F/22trvu++++e53v5v+/fvn7rvvzpw5c3LFFVckSX74wx/mvPPOS5KcdtppGTx4cJdjDBw4MI888kjuvPPOXHjhhUmSt771rbnooouSJMuXL8/kyZPz2GOPpbGxMV//+tez3Xbbde43e/bsLFmyJIsXL84zzzyTww47LMcff/xav3Z/fv6NXV1dXSZNmpQ999wzv//973PbbbflP/7jP9Le3p699torp5xySl5++eV87nOf6/xfvRNOOCH77bdfxo0bl4kTJ2bw4MG56KKLctNNN2W77bZL7969s++++2bQoEGZOHFidtxxxzz88MPZfvvtM2vWrGy77bbd/Fn/baZMmZJBgwZl0KBBXbZtueWW+c///M+0trbmc5/7XH784x/n97//ffbff//OP7evt8MOO+Smm27Kbrvtlv79+2ebbbZZ7T7vfOc7s+OOO+b222/vvMo7f/78/PM//3MaGho6ZznkkEPyzW9+Mz/84Q+z3XbbpbGxsfN9s2+77bZcfPHFWbVqVfr3759p06Zlu+22y/33359zzz03K1asyHbbbZcvf/nLGTBgQI1Wbf1qbm7O/Pnzc9ttt6WxsTFJsvXWW2fq1Kn5r//6rzz66KOZNm1aXnnllSxdujSf+tSncuSRR2b27Nmd8b906dIcf/zxufPOO/Pb3/4273vf+zJz5szU1dXlsssuW+c/B/xJW1tbfvKTn+Sqq67KEUcckSeffDLvfOc7s+++++aDH/xgHn744TQ1NSVJDjvssPzoRz/q5onL9Ja3vCXve9/7cu+99+YjH/lIkuSOO+7IHnvskeT//cxLknnz5uWee+7J9OnTc/755+eOO+5Ijx49sv/++2fixImdATFp0qT85Cc/ySWXXJK6urr84z/+Y6ZNm9b5H2Kbsrvvvvv/a+/e42rO8weOv6pT7hLC5DKrxiBZNmzJpUmWsmVUhjb3dd1xWYtcxjBZFCKa3MaIcRmrVJJyF+qhcluJsbmsMu1MIvUjFafOOb8/evTdUlkzBo3ez78653zP9/L59P18P+/v5/39HDIzM5kxYwb6+iVJhra2tvj5+aHVatm8eTNRUVEYGBjQq1cvvL29yczMZOrUqZibm3P79m0sLS353e9+x/79+3n06BEbNmzAwsJC6buYmpqyZMkSLl26hKGhIZ9++imDBg2qtE5qkpSUFDw9PcnKysLd3Z3p06ej0WhYtWoV58+fR6PR4O7uztixYykuLsbHx4dbt26RnZ1N+/btCQgIYPXq1cB/24yqrmdl25k9e/bQpEmTt3z0b87z/bjdu3dXKMfs7Owq+2OVtQ1qtZq///3v3Lp1C41Gw8SJE3FxcXnbh1pBjUgbfl5RURFHjx6la9euQElnMjIyklGjRhEcHAyAt7c3o0aN4uDBgyxYsIC//vWvtGnTBk9PTzw9PfHw8CAoKAgTExOio6PZsWMHQUFBpKamsnfvXgoLCzly5Ah+fn7lUizT09PZsWMHK1euJDo6GhcXF0JDQzl48CA7duwgJycHgEuXLhEYGEh0dDRXrlzh+PHjQMnoy+LFizl8+DDZ2dkkJCTg4eHBwYMH0el0FBYWkpSUVG07V8+XfVXq1q1LZGQkK1aswNvbG7VaXelyGzduxMfHh4iICOzs7Lh+/TpQEuSPGzeO6OhomjZtyqFDhyp898aNGwQHB7Nv3z62bNnC48ePX1h37xojIyPef/99UlNTuXbtGmFhYURGRpKVlUVUVBTHjx+nZcuWREREsHz5ci5evFju+7GxsVy6dIno6Gi2bNmilD1AamqqUv4NGzbk4MGDb/rwfrb79++XSxneunXr/1w+JCSESZMmsWDBApYsWUJkZCShoaHk5eVVWL579+4kJyczf/58duzYoXSsnufh4UF0dLTyOioqCg8Pj3LLXL16lfDwcPbv38/27duVdPycnBzWrFlDcHAwkZGR9O7dm9WrV6NWq5k1axaLFi0iKioKT09PZs2a9VOL6K1JSUnBwsKiwki1hYUFAwcOZN++fXz66aeEh4ezc+fOctk1N2/eZNeuXSxdupQFCxYwceJEoqOjuX79Ojdu3CAuLu5nnQc13ZkzZzAzM6Nt27b079+fkJAQ5bO+ffty9OhRSn+RTwLXF3N2dlZSr1NSUmjfvv0LA80ffviBuLg4oqKi+Mc//sHt27d59uyZ8nlWVhZ+fn5s27aNmJgYNBoNZ86cee3HUR1cv36dDh06VGhf7e3tuXbtGrGxsUrbeffuXWVg4saNG0ycOJEDBw7wz3/+kx9++IGQkBBcXFzK/W8D7Nq1i4KCAg4fPsz27dvZsGHD/6yTmuDhw4fs3LmT8PBwgoODefLkCaGhoQDs37+fsLAwTp48ycWLF7l8+TKGhoaEhIRw/Phx8vLyOHPmDJ9//jlQ0mZUdT0rVdrO1KTAtVRpP+7EiROVliNU3h+rqm3YtGkTnTp1IiIigm+//ZbNmzeTkZHxlo+yohoz8lraIQVQq9X89re/Zfbs2Zw9e5b+/fsD/x0Ryc/P5/vvv2fAgAEAdO3aFWNjY+7cuVNunUlJSfj6+gLQuHFjHB0dOX/+PAkJCQwbNgw9PT1atmyp3HUGaNu2rTLSMn78eJKSkggODubWrVsUFRVRWFgIgKOjI02bNgVg0KBBJCUlMXDgQDp06EDr1q2Bkg5bbm4urVu3pmXLlly4cIEff/wRe3v7avVbTi8q+6oMHToUgA4dOtCkSZMKZV/K0dGRadOm0b9/fxwdHenVqxf/+c9/aNasmTIC9cEHH5Cbm1vhuzY2NhgZGdGkSRMaNWpEXl4eZ8+erbLu3kV6enrs3LmTnJwc3N3dgZJRazMzMzw8PAgICCArK4uPPvqIqVOnlvtuQkICzs7OGBkZYWRkpJxHAE2aNMHS0hKAdu3a8ejRozd3UK+oqrThqvTt2xcoycZo166dcgFt1KgRjx49KjeympqayrRp0/D398ff35/Y2Fju3buHvb09nTt3LrfegQMHsmbNGgoKCrh9+zbGxsaYm5uXW+b8+fPY29tTr149AJycnNBqtVy5coXMzExGjx4NlKTQGRsbk56eXm501tnZmcWLF5OXl1fpCHB1pKenp/x95MgRNm3ahFarxcjIiNDQUOLj4/nqq6+4efMmBQUFyrK9evVCpVJhZmaGqakpH3zwAQDNmzfn0aNHJCYmkpKS8pPPg5ouPDxcuTM/aNAg5syZo6TYd+nS5W3u2q9Ov379WLduHVqtlsOHD+Ps7FzpjddSzZs3p1atWnh6euLg4MCcOXPKXfsvX76MtbU1LVq0AFCylGoCfX39KvtBSUlJ/PGPf6ROnTpAyY3CyMhI7O3tadq0qXLtatGihdIHMDMzq/DIyIULFxg2bBj6+vqYmpoSExNDcXHxC+ukJujTpw9GRkY0btwYExMTpX3917/+RVJSEgAFBQXcuHGDESNG0KhRI7799lvu3LlDenp6uXYbqPJ6VqqmtzN6enpYWlrSunXrSsuxsv5YVW3Dxo0befr0KeHh4UBJPd26dUuJO6qLGhO8vqhDWvp8SWmnqLKJP3Q6HRqNpsJ7lS1jYGCAVqutdFu1a9dW/l6xYgUZGRm4uLjQv39/EhISlHWW7hOUnKilr1Wq/1aZnp6esnzpKM2PP/7I9OnTK9322/Kisi/d/+Li4nLvP3/8ZY+7rLFjx+Lg4MCpU6fw9/cnJSUFV1fXKsuprLIXlNJlXlR37xq1Wk1aWho2Nja4uroybtw4AB4/foyBgQH16tXj8OHDxMfHc+rUKbZt21auI6Wvr19lWVVWtu+qsiMjVf2flgoLC2PEiBH069cPc3NzRo4ciVqtxtPTs8KydevWxd7enhMnTpCSkqLc0Cnr+bJVqVSo1Wo0Gg3W1tZs3rwZgGfPnpGfn8/9+/crrKOytq26srKy4t///jdPnjyhfv36ODk54eTkpDx3NXPmTBo2bIiDgwODBg0qN3L9v+pJo9EwZsyYlz4Pqhoxr0kePnxIfHw83333HTt37kSn0/H48WMlU6imddpfVWnq8KVLl0hKSmL27Nnl2lydToeenp5yvVSpVOzbt4/z588TFxeHp6en8uhN6edlb/aUZnb9nOdof22srKzYs2ePUmalAgICSExMxM3NrdzypWVqZGRU7v2yfZHnPV++d+/e5b333qu0Ttq2bftLHNavQmX9L41Gg7e3tzIolJOTQ7169Th58iRffvklo0ePxt3dndzc3Ar9haquZ6VqcjtT2o/LyMggMDCw0nKsrD9WVdug1Wrx9/enU6dOAGRnZ1fIdKoO5Opbifr169OqVSuOHTsGQHJyMtnZ2bRr1w4DAwOlkbO1tSUsLAwoqfiTJ0/y+9//Hjs7Ow4dOoROpyMrK4vz58+X+ycpdfbsWcaPH4+zszNpaWlkZWUpwUB8fDx5eXk8e/aMmJgYZXSnKk5OTiQmJpKdnf2ruQtlYmLC7du3ASrMnFqaZnr16lXy8/OrfCbvk08+IT8/n7FjxzJ27Nhyqas/x8vW3a+dVqslKCiILl264OHhwYEDB8jPz6e4uJipU6dy9OhRdu/eTVBQEM7OznzxxRfk5OTw5MkTZR12dnYcO3YMtVrNkydPOH369DtZVr+kNm3acPHiRbRaLc2aNaN169bo6elVGlQCuLu7K4GTk5NThc979uzJqVOnlLaiNGjo0qULycnJpKWlASV3U1etWoW5uTn/93//R0pKClAyIYyZmdmv5nlkMzMzBg8ezLx583j8+DFQ0uk8ffo0+vr6nD17lhkzZtC/f3/i4uIAXjowt7W1/VnnQU124MABbG1tiYuLIzY2llOnTjFlyhQlBbOsstdOUTVnZ2fWrFmDlZVVuSDAxMSEW7duodPpiI2NBUpSY0eOHEmPHj2YN28eFhYWyjkP0LlzZ5KTk3nw4AEAvr6+lc5S/i7q3r07TZo0Yf369UobEB8fT0REBGPGjCEmJoanT59SXFxMeHi48pzxT9GjRw+lv/Dw4UNGjhxJSkrKC+ukprK1tSU0NJSioiLy8/Px8vIiOTmZxMREnJ2d8fDwoGHDhpw7d06pr9I2o6rrWU1Xth+XkZFRZTlWpqq2wdbWVpmp/P79+wwePJjMzMw3cjw/RY0Zef2p/P398fHxISgoCENDQ4KCgjAyMlIapKZNmzJ16lR8fHxwdXVFo9EwZcoUOnXqxIcffkhqaiqurq6YmppiZmZG7dq1lZTgUpMnT2bu3LnUrl2bFi1aYGVlpaSlNG7cmIkTJ5Kbm8vgwYPp06dPpT8fU6p27dp07dqVDz/88LWWyy9pxowZLF26lPXr19O7d+9ynxUUFDBkyBD09fVZs2ZNlc/9zJo1i/nz56NSqahbty7Lli17pX0aNmxYpXX3Liibvq3VaunYsSMBAQEYGxuTmprKsGHD0Gg09OnTBzc3N2WiGldXVwwMDPD29lYmyQH46KOPuHz5Mm5ubhgbG9OsWbMafQf0ZXh6epKWlsbHH3+MRqNh2LBhNGvWjE2bNlU6S2O3bt1YtGgR3bp1U1KDy+rYsSNjxoxh6NChNGzYEDMzMwBMTU3x9fVl5syZaLVamjdvjr+/P0ZGRqxdu5alS5dSWFiIsbExa9eufe3H/Uvy8fFh+/btjB49Go1GQ35+PjY2Nnz99decPn0aLy8vatWqRYcOHWjZsuVLzw7dr1+/n3Ue1GT79+9XJgosNWLECLZu3Ur9+vXLve/o6MjHH39MRESEtBMv4ODgwMKFC5XU61KzZ89mypQpNG3alG7dupGbm4ulpSVdu3bFxcWFOnXqYG1tTd++fZWfg2nevDkLFy5k/PjxaLVaunbtqqTF3nQCpQAAByVJREFUv+v09PTYuHEjfn5+uLi4oFKpMDExYcuWLVhaWpKZmYmHhwfFxcX07t2bkSNHvvAn/Crj5eXFsmXLGDx4MACLFi2ie/fuldZJTefp6cndu3dxc3OjuLgYd3d3bGxsaNSoEXPmzCEmJgZDQ0Osra2VNrtsm1HZ9awmqqofd+/evSrLsTJVtQ2FhYX4+Pjg4uKijJa3adPmTR3eS9PTvcv5fG/J6dOn0el0ODg4kJeXx5AhQwgPD3/p0Y2yMwm+DJ1OR35+PsOHD+ebb77B1NT0VXa/RnvVuqtJLl++THp6Om5ubhQVFTF8+HB8fX3p0KHD2941IYQQQgjxDpKR19fAwsKCuXPnsm7dOqBkhPF1Bj9Xr15lwoQJTJ06VQLXV/Sm6+7XrG3btqxfv57t27ej0+kYMmSIBK5CCCGEEOK1kZFXIYQQQgghhBDVnkzYJIQQQgghhBCi2pPgVQghhBBCCCFEtSfBqxBCCCGEEEKIak+CVyGEEOIVBQYGEhkZ+Ua3+fnnn3Pt2rU3uk0hhBDibZIJm4QQQohfoX79+hEYGEjnzp3f9q4IIYQQb4QEr0IIIWq8c+fOERAQwHvvvUdaWhp16tRh0qRJ7Nq1i7S0NAYMGMD8+fPx9fXlypUr5Ofno9PpWLZsGd26dWP+/Pm0a9eO8ePH07lzZyZNmsTZs2e5f/8+EyZMwMvL64Xbf/DgAV988QV37txBX18fT09PRo8eTXJyMv7+/qjVah48eICdnR2+vr6sXbuW4OBgWrZsyapVqzA3N2f58uXcvHmToqIievbsydy5c1GpVJw5c4bVq1ejr69Px44dSUhIYM+ePbRq1YoNGzYQExODgYEBbdu2ZdGiRZiamjJq1CiMjY25c+cOgwYNYtu2bZw5c4YGDRqg0+lwcnIiMDBQfh5LCCHEGyVpw0IIIQQlv5k9adIkDhw4QP369dmyZQtfffUVERER7Nmzh8uXL3P//n1CQkI4dOgQbm5ufP311xXWo1arMTExYe/evXz55Zf4+fnx7NmzF257yZIl/OY3v+HIkSOEhIQQGhrK3bt32blzJzNmzGDfvn3ExMQQGxvLtWvX+Nvf/kazZs1YvXo1Xbp0wdfXl06dOhEREUFkZCS5ubls376d3Nxc5s6di7+/PwcOHMDGxoasrCwAwsPDiY+PJywsjIMHD9KuXTvmz5+v7FPDhg05dOgQ06ZNw9bWlqioKACSkpJo1KiRBK5CCCHeONXb3gEhhBCiOmjVqhWWlpYAtGnThgYNGmBkZETjxo2pV68eDRo0YObMmezdu5eMjAzOnTtHvXr1Kl2Xo6MjAJ06dUKtVlNQUECtWrWq3HZCQgLe3t4ANGjQgOjoaABWrFhBXFwcmzdv5s6dOzx79oyCgoIK3z99+jRXr14lLCwMgKdPnwJw8eJFLCwslEDTzc2NZcuWARAXF4e7uzt169YFYPTo0WzevBm1Wg1A9+7dlfWPGDECf39/RowYQUhICH/6059epkiFEEKIX5QEr0IIIQRgZGRU7rVKVf4SmZiYyO7duxk3bhyOjo6Ym5sro5HPKw1U9fT0APhfT+ioVCplWYCMjAxMTEz485//TPv27enTpw/Ozs5cuXKl0nVptVoCAwOxsLAA4PHjx+jp6XHhwoUKy+vr6yvfKbtNrVZLcXGx8ro0qAWws7OjsLCQxMRELl68yMqVK194PEIIIcTrIGnDQgghxEs4deoUDg4OeHl5YWVlxYkTJ9BoNL/Iunv27El4eDgAeXl5jBkzhvT0dK5evcqcOXMYMGAA9+7d4/vvv0er1QJgYGCgBJu9e/fmm2++QafToVar+ctf/sLu3buxtrYmPT2d1NRUAI4ePaoEtn369CE8PFwZyd21axc9evSoEMRDSRDu5eXFwoULcXFxeeEoshBCCPG6yMirEEII8RI+++wz5s6di6urK8XFxfTq1Ytjx44pweSrWLx4MT4+Pri6uqLT6Zg8eTJWVlZMmjQJNzc36tatS/PmzbG2tubu3bv07NmTP/zhD3h7e+Pj48PChQtZvnw5rq6uFBUVYWdnx4QJEzA0NCQgIIB58+ahr6+PlZUVKpWKOnXqMHToUDIzM/nkk0/QarW8//77rF69usp9dHNzY+XKlQwfPvyVj1cIIYT4OWS2YSGEEOId9eTJEzZu3Mj06dOpU6cO3333HZMnTyY+Pr5cyvDLiImJYf/+/WzduvU17a0QQgjxYjLyKoQQQrxmSUlJ+Pn5VfqZjY0Nn3322WvZbv369TE0NGTo0KGoVCpUKhXr1q37yYHrqFGjyMnJYePGja9lP4UQQoiXISOvQgghhBBCCCGqPZmwSQghhBBCCCFEtSfBqxBCCCGEEEKIak+CVyGEEEIIIYQQ1Z4Er0IIIYQQQgghqj0JXoUQQgghhBBCVHsSvAohhBBCCCGEqPb+HxHc7+Q6S9LjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.barplot(x='main_category',y = 'Percent', palette=\"BrBG\",data = most_success, ax=ax)\n",
    "plt.title('High success rates for main category ');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As evident by the plot above, the most success rates for a main category is Dance followed by theatre and comics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.barplot(x='main_category',y = 'Percent', palette=\"BrBG\",data = least_success, ax=ax)\n",
    "plt.title('Low success rates for main categories');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And lastly, as evidenced by the plot above, the least successful main category is Technology followed by journalism and crafts."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. What main_categories have the most amount of money pledged amongst successful and failed projects and the least amount of money pledged? This gives us an insight into what each different main category goal amount is needed to realise its goals and kickstart the project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mZqb++c9/6vr169q2bZtmzZrllNsyUlNTSwz1/+tf/3rHz69evVovvfSSxo8fr2nTpikuLk5r1qyR2Wy+7fMdOnTQ4cOHNW7cOK1YscLa8b/VwIEDFR8fb/1548aNGjhwYInP/PDDD1q3bp3Wr1+vTz75xDrENz09XfPmzdPy5csVFxenxx57TO+//75yc3M1ZswYTZ48WRs3blRUVJTGjBljbxVVuoiICOuQ9iNHjqhNmzblhk1JSUnavXu3Nm7cqH/84x86deqUbty4YX0/JSVFs2bN0t/+9jdt3rxZBQUF+vrrr52+Ha5Q2v45Y8YMdezYUZs2bdLChQs1YcIEpaWlKSYmRvXq1VN8fLxWrFihmJgYHT9+3BpEb926VZMmTdK5c+fcvFWV46efflLbtm1vO6a6deum+vXr68yZM1qxYoVmz56t+Ph49e3bV2vWrNGmTZu0YsUKpaena+nSpQoJCVFsbKwmTZqkkJAQLV68WP/6178UGhqq2NhYzZw5UwcPHnTTVjruyJEjatmy5W0jPlu2bKmePXvq888/16uvvqp169Zp5cqVJa5q//zzz1q1apVmzJih8ePHa8SIEYqPj9dPP/2kEydOaPfu3Tp69KjWrl2ruLg4paSkaOPGjV5Rb8WqVaumFi1a6Pjx4w5t61dffaVDhw4pPj5eH3/8sfX7UJKOHz9u/U4MDAzUpk2bXL15divveDt69Ki++uor6/fT2bNnrSeMJ06c0IgRI7RhwwZ9++23SkpK0urVq9W3b1+tXr26xO9atWqVsrOztXXrVn3yySdavHjxHdt/oymtzS7rWHO0z1RWWy9J3333nRYuXKiNGzdq586d1gtCnuLy5ctauXKl1q1bp+XLl+vatWtas2aNJGn9+vVau3atduzYoYMHD+q7776Tv7+/Vq9erX/9618ym836+uuvNWnSJEnS559/Xmb/qFjXrl21fft2rwqvJOnrr79W06ZNdc8996hHjx4ljrXibS4ONz0lvLr1nKVVq1aKi4vT0KFDtXz5cknS2LFjNXToUG3atEnjx4/X66+/rrvuuktRUVGKiorSwIEDyzx+yjvnsKU/IUmHDh3Shx9+qPj4eH3//ff617/+JanoroopU6Zo69atSktL0969ezVw4EBt2rRJhYWFun79uvbv3++UCz6LFy9W+/btFRsbq1WrVlnb1RUrVig3N1fbtm3T8uXLtWjRIuXn50uSfvWrXykuLk5RUVElbr20WCxavXq1xo4dqw8//FCSNH36dD3++OPatGmT5s+fr3HjxlnrQypqE6dNm6alS5dq06ZNeuCBB/TOO+8oNzdXf/rTn7RgwQKtX79eJpNJknTvvfcqJCTE+p0aFxenAQMGVHq9VIbifsKXX35Zalsklf59X9Z5y9KlS3X//fcrNjZWn376qZYtW6bz58+7eStLV9qxVlY+UCw3N1dbtmzRs88+K6nomF69erXGjx9v3Z/K65veqqzvUHv6HRXBCCwXKu5cSUU70oMPPqi33npL33zzTZnLPPPMM5Kktm3bqn79+vrvf/9b6ueeeuopjR49Wj169NBTTz2lLl266JdfflFISIh1pFCrVq1KHQESHh6uatWqqX79+goKCpLZbNY333yjwYMHy2QyKTQ01Hq1qDLZO9y/a9eukoqu4rRu3dra6QkKCtLVq1dLjLA6fvy4Ro8erblz52ru3Ln66quvdPHiRXXr1k0PPPBAid/bs2dPa3J86tQp1a1bV/fee2+JzyQmJqpbt26qXbu2JKlXr16yWCz6/vvvlZycrGHDhkkq+oKpW7euzpw5U2KUVkREhKZMmSKz2VzqSDBX6d69uz744ANZLBZt3bpVERERpYaaxRo1aqTq1asrKipKTz75pP74xz+qevXq1ve/++47PfLII2rcuLEkWdN4b1Da/hkeHq533nlHktS8eXO1b99e33//vfbv3693331XkhQcHKynnnpKiYmJSkxM1O9//3tJ0t13362HH37YtRvhJD4+PiX2g1vdc8891v38xRdf1P79+7V8+XKdPHlSeXl5un79epnLPvzww5o/f75SUlL0xBNPeOzcWMUdQknatm2bli5dKovFomrVqmnNmjXas2ePPvroI/3888/Kzs62frZLly7y8/NT06ZN1bBhQ7Vq1UpS0bF49epV7du3T0eOHLFeYcvJyVHTpk01cOBAr6i3YiaTSStXrlR6errd27p3715FRESoWrVqqlatmnr06GF9r379+rrvvvskSa1bt9bVq1ddt1EOKu94279/v/r06aOaNWtKKrogExcXp27duqlBgwbWbW3cuLH1e7xp06a33aJ/4MABDR48WD4+PmrYsKE2b96s/Pz8ctt/oymtzS4oKCj1WHO0z1RWW1+nTh09/PDDqlOnjqSi7wdP2Ldu9vjjj6tatWoKDg5WvXr1rO3NsWPHtH//fklSdna2Tpw4oSFDhigoKEiffvqp/vvf/+rMmTMl2jFJZfaPirVv3951G+dC69ats47c6N27t/74xz9ap8bwpG0u75yluE0tvtMhKytL586d029/+1tJ0kMPPaS6deveds5S1vGzd+/eMs85bO1PPPXUU2rQoIGkonrfv3+/evbsqbZt26p58+aSii4iXblyRc2bN1doaKgOHDigCxcuqFu3bk5p2/bu3au8vDxrEHz9+nWdOnVKiYmJGjZsmEwmkxo1aqTNmzdblymu29atW5e4IPz4449bXy9uWxISEjR79mxJRX3Mdu3alQj/jhw5ooceekhNmzaVJA0ePFi9e/fW8ePH1bhxY7Vu3VpS0fdGcbg8cOBAbdiwQffdd58OHDhg7fMakclk0n333afmzZuX2haV9n1f1nnLkiVLlJOTY523LDs7WydPnrTuO0aRnZ1t07F2q+LvtWI3708ZGRmSikYiltU3vVVZ36H29DsqggDLhcoLbIon9i1O4IsVz1UkFX35+/mV/id7/vnn9eSTT2rnzp2aO3eujhw5on79+pX4vMlkKnUC4Zsb7eLP+Pr6ymKx2L5xLnDzSKGy6qHY2rVrNWTIEHXv3l333nuvnnvuOeXm5ioqKuq2z9aqVUvdunXTl19+qSNHjlhDw5vdWnd+fn7Kzc1VQUGBHnnkEevw2hs3bigrK0upqam3/Y7CwkIVFBTYvL3OUHwb4aFDh7R//3699dZbJQKswsJCmUwm637o5+enzz//XImJidq9e7eioqKso4qK37/5RL34yo8j82p5gluPn+K/aVmvl7bfeIN27drps88+s+4vxebPn6/OnTurRo0a1tfee+89nT9/Xn379lWPHj20d+/ecicyv/vuu7V161bt2bNHO3fu1N/+9jdt2bKlzBGURtSuXTv95z//0bVr11SnTh316tVLvXr1ss6P8cYbbygwMFBPPvmkevfuXWIE6J3auYKCAg0fPlwvvPCCJCkzM1O+vr6qXbu2x9dbsdzcXJ0+fVrh4eHq16+fzdtazMfHp8zvr9K+74yuvONt3759t10hL26/q1WrVuL1m/sTt7q1LT979qyaNGlSavt/zz33VMZmuURZx5qjfaay2nrJM/etm5W27QUFBRo7dqz1ZCk9PV21a9e23pY0bNgwRUZG6sqVK7dtb1n9o2JGDkMddfnyZe3Zs0c//vijVq5cqcLCQmVmZlpHA3nSNpd3zlLclhS3GaXt66X1ecs6fso757C1P3Hr+VLxz2Ud08V3X1y4cEHR0dGlrruiLBaL5s+fr7Zt20oqmoaibt26tz0E6cyZMwoNDS1R3lvbkOL2/ObXLRZLiXa7sLCwxHnkrXVaXN/lfUf27t1bixYt0iOPPKLu3bvf9j1iFMX9hPPnz+vDDz8stS0qrU0u67zFYrFo7ty5uv/++yX972/lbgcPHlTz5s3VqFEjFRYWWgdS3Ky0c468vLwSn7n5OJL+Vzc310V5fdNblfUdak+/oyI8r2frherVq6dTp05J0m1PvCu+veGHH35QVlZWmXMoDRo0SFlZWXr++ef1/PPPl7hlwhGdO3fWli1bVFhYqJSUFCUmJpbYyY3urrvu0sGDB2WxWBQSEqLmzZvLZDKVGixJUmRkpPWEqFevXre936lTJ+3cuVNms1k3btywdkbat2+vw4cP6/Tp05KKEvw5c+bo3nvvVUZGho4cOSKpaLL0pk2bGmKulYiICM2bN0/t2rUr8cVer149nTx5UoWFhfrqq68kFd268txzz+k3v/mN/vznP6tly5bWbZWkBx54QIcPH9alS5ckSe+++26pT230Fh07dtTatWslSefPn9e3336rhx56qMTr6enp2rFjh8LCwtSpUydt2rRJFotFSUlJ+vbbb91Z/ErToUMH1a9fX4sWLbJ2UPfs2aPY2NgSw9elonnWXnzxRUVEROj06dNKSUm5rePk5+dn7XT9/e9/V0xMjCIiIjR16lSlp6fr2rVrrtmwStK0aVM9/fTT+vOf/6zMzExJRaHCrl275OPjo2+++UavvfaaevTood27d0uSzeF2x44dtWHDBmVlZSk/P1+jRo3S9u3bvaLepKJOZExMjNq3b2+9Emzvtnbu3FlffPGFcnNzde3aNe3atcujvr9uVd7xNnz4cG3evFk5OTnKz8/XunXrrHMc2uM3v/mN9Tv/8uXLeu6553TkyJFy239PUNax5mifqay23lt17NhRa9asUV5enrKysvTss8/q8OHD2rdvnyIiIjRw4EAFBgYqISHBum/6+voqPz+/zP6RN9uwYYM6duyo3bt366uvvtLOnTv1yiuvWG/rvVlxPXmDOnXqqFmzZvriiy8kSYcPH1ZaWppat25dYjvLOn5sPecorz+xZ88eax998+bN1rs2ytKrVy/t27dPaWlpThsZFx4ebg2rUlJS1K9fP6WmpqpDhw7Wiy6XLl3S0KFDbwscbP39xfV55swZHT58uMTUNO3bt9e3336rCxcuSCqaVzk8PFy/+tWvdPnyZeu5Z3x8vLW+a9eurc6dO+uDDz4w7O2DN/cTzp8/X2ZbVJqyzls6duxo/Vulpqbq6aefrvCTxyvDunXr9OWXX0oquj2vRYsWZR5rQUFB1r9p8TL2sKdvWtm5g728YziAh3vttdc0Y8YMLVq06LbJ97Kzs/W73/1OPj4+mjdvXpnzFY0ZM0bjxo2Tn5+fatWqVeEhn4MHD9bx48fVr18/NWzYUE2bNr0tvTWyqKgonT59Wv3791dBQYEGDx6skJAQLV26tNSn7Tz66KOaPHmyHn300VLT7V//+tcaPny4nnnmGQUGBlqH4zZs2FDvvvuu3njjDVksFjVq1Ehz585VtWrVtGDBAs2YMUPXr19X3bp1tWDBAqdvty2efPJJTZw40Tqkvdhbb72lV155RQ0aNNCjjz6qK1eu6P9r7/5jqq7+OI4/gQsCSkglaKipTFPAxciGkLSU6dJxjUsWeglaSZeaaVRyYxJ6awjaRYIsMrFwyZyUoFa4aq1Ql8pyIwdtrjaEbNN0i5aheeHe+/3DeecP8Kv562Kvx393fO455/OBz4fzee993ic6Opq4uDhSU1MJCgoiPj6ehx9+2LN9e0REBIWFhSxcuBCXy0VcXJxnuc/tqLCwkOXLl9PQ0ABAcXEx4eHhLFq0CJvNhtFoxOl08vzzzxMTE8OECRP45ZdfmD17NpGRkUyYMOEWn8H14ePjQ1VVFaWlpaSmpmIwGAgLC2P9+vWX1KPLzc3FarUSGBjI8OHDiY2N5bfffmP06NGeY+666y7uuecesrKyeP/993nllVcwGo34+fmRn5/vKYQ+kNhsNmpqasjOzsbpdNLd3U1CQgLV1dU0NTVhNpsZNGgQEydOJDIy8opTq2fMmMGhQ4d48skncTqdJCcnYzKZPIXNB+J1O3+pisvlYtKkSZSXlxMaGvqvzvWRRx6hpaUFk8lEaGgo4eHhAyrz4WKXu9+io6M5evQojz/+OL29vUybNo2nnnrqqrdiN5vNFBcXM3fuXACKioqYMmVKn8//gWTx4sV93mv/ds7U37N+oNW7ulLz58+ns7MTk8lEb28v6enpJCQkMHToUJYuXUpjYyP+/v7Ex8d7nmEpKSk89thjNDQ09Dk/up1t27bNUxj8nMzMTDZs2OBZXnrO+ddpID+fzrHb7dhsNtauXYu/vz9r164lICDAEwC/++67LztX6uud4+JyA/3NJ+Bs5v9zzz1HV1cXc+fOJTk5mebm5n7HGxgYSFxc3A2dl7300ksXnG9BQQGRkZFkZWXx5ptvYjQagbO7GAYHB191+ytWrKCoqMhTS23VqlUX1JSLiIjAZrN5NucaNWoUxcXFBAQEYLfbefXVV/Hz82PMmDEX/A3OmTOHtrY2YmNjr/EKXD/9zROOHTvW77OoL/29t5w+fRqbzUZqaqon8/T8eeqtYrFYsFqt1NbWMnz4cCoqKpg5c2af99qCBQvIy8vDaDQydepUhg0bdlV99ff/si/XO+5wtXzcAy3HWW6KpqYm3G4306dP5+TJk6SlpVFfX+8VGUQiIiL9aWlpoaOjA5PJRE9PDxkZGZSUlHiWcYiIiPe41neO83fOvhJut5vu7m4yMjLYuHHjVb/oD3ROp5M1a9awZMkSAgMDqa6u5s8//yQ/Px+n00lZWRkjRozw1K8T8TbKwJI+RUVFYbVaqaioAM5miSl4JSIi3m7s2LG8++671NTU4Ha7SUtLU/BKRMRL3ex3jtbWVnJycli0aNF/LngFZ5evhoSEkJ6ejsFgYNSoUZ7i+mlpaYSHh5OXl3eLRynSP2VgiYiIiIiIiIiIV1MRdxERERERERER8WoKYImIiIiIiIiIiFdTAEtERERERERERLyaAlgiIiIiXqCyspLt27ff1D5ff/112trabmqfIiIiIv+GiriLiIiI/EfNmDGDyspKJk+efKuHIiIiInJZCmCJiIiIXAfNzc2Ul5czYsQIDh8+TFBQEBaLhU2bNnH48GFmzZpFQUEBJSUlHDx4kO7ubtxuN8XFxTzwwAMUFBQwfvx4Fi5cyOTJk7FYLHz//fccP36cnJwczGbzZfs/ceIEK1asoL29HV9fX+bPn092djY//vgjdrsdh8PBiRMnSEpKoqSkhLfffpsPP/yQyMhI3nrrLcaNG8fKlSv5+eef6enpITExEavVisFgYNeuXZSVleHr68ukSZPYu3cvmzdvZuTIkbz33ns0Njbi5+fH2LFjKSoqYtiwYWRlZREaGkp7eztz5szho48+YteuXYSEhOB2u3n00UeprKxk4sSJN+k3JCIiIgOZlhCKiIiIXCetra1YLBZ27NjBkCFDWL9+PR988AENDQ1s3ryZlpYWjh8/Tl1dHTt37sRkMlFdXX1JOw6Hg7CwMLZs2cI777xDaWkpZ86cuWzfb7zxBmPGjOHLL7+krq6OTz75hM7OTj7++GOWLFnCp59+SmNjI99++y1tbW28/PLLhIeHU1ZWxv33309JSQkxMTE0NDSwfft2urq6qKmpoaurC6vVit1uZ8eOHSQkJPD7778DUF9fz549e9i6dSuff/4548ePp6CgwDOmO+64g507d/Liiy8ydepUPvvsMwD279/P0KFDFbwSERGRK2a41QMQERERuV2MHDmS6OhoAEaPHk1ISAgBAQHceeedDB48mJCQEPLy8tiyZQtHjhyhubmZwYMH99lWSkoKADExMTgcDk6dOsWgQYP67Xvv3r3k5+cDEBISwhdffAHAqlWr2L17N+vWraO9vZ0zZ85w6tSpS77f1NREa2srW7duBeCff/4B4MCBA0RFRXmCTSaTieLiYgB2795Neno6wcHBAGRnZ7Nu3TocDgcAU6ZM8bSfmZmJ3W4nMzOTuro6FixYcCWXVERERARQAEtERETkugkICLjgs8Fw4VRr37591NbW8swzz5CSksK4ceM8WUkXOxes8vHxAeD/VX0wGAyeYwGOHDlCWFgYzz77LPfddx/JycnMnj2bgwcP9tmWy+WisrKSqKgoAP766y98fHz44YcfLjne19fX853z+3S5XPT29no+nwtsASQlJXH69Gn27dvHgQMHWL169WXPR0REROR8WkIoIiIicpN89913TJ8+HbPZTGxsLN988w1Op/O6tJ2YmEh9fT0AJ0+e5Omnn6ajo4PW1laWLl3KrFmzOHbsGL/++isulwsAPz8/T8Bp2rRpbNy4EbfbjcPh4IUXXqC2tpb4+Hg6Ojo4dOgQAF999ZUnuJWcnEx9fb0no2vTpk08+OCDlwTy4Gwgzmw2U1hYSGpq6mWzyUREREQupgwsERERkZtk2bJlWK1WjEYjvb29PPTQQ3z99deegNK1WL58OTabDaPRiNvtJjc3l9jYWCwWCyaTieDgYCIiIoiPj6ezs5PExERmzpxJfn4+NpuNwsJCVq5cidFopKenh6SkJHJycvD396e8vJzXXnsNX19fYmNjMRgMBAUFMW/ePI4ePcoTTzyBy+Xi3nvvpaysrN8xmkwmVq9eTUZGxjWfr4iIiPy3aBdCEREREenX33//TVVVFYsXLyYoKIiffvqJ3Nxc9uzZc8HywSvR2NjItm3b2LBhww0arYiIiNyulIElIiIiMgDs37+f0tLSPn+WkJDAsmXLbki/Q4YMwd/fn3nz5mEwGDAYDFRUVFx18CorK4s//viDqqqqGzJOERERub0pA0tERERERERERLyairiLiIiIiIiIiIhXUwBLRERERERERES8mgJYIiIiIiIiIiLi1RTAEhERERERERERr6YAloiIiIiIiIiIeDUFsERERERERERExKv9D1OZblr0RlQzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set(style=\"ticks\", palette=\"pastel\")\n",
    "\n",
    "sns.boxplot(x=\"main_category\", y=\"usd_goal_real\",\n",
    "            hue=\"state\", palette=[\"m\", \"g\"],\n",
    "            data=kick, showfliers = False)\n",
    "sns.despine(offset=10, trim=True)\n",
    "plt.title('Main categories with the most goal amount target including the success and failure');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Judging by the measures of centrality in the box plot above, technology requires the most amount in pledged and the least amount needed for a main category is crafts. Seeing as the last question has indicated that technology main category has the least success rates and in terms of the money required to kickstart the project, it migh not be the most viable domian for our angel investors. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. For the successful and failed projects in our respective main_categories, which categories see more money than was originally pledged?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set(style=\"ticks\", palette=\"pastel\")\n",
    "\n",
    "sns.boxplot(x=\"main_category\", y=\"pledged_goal_diff\",\n",
    "            hue=\"state\", palette=[\"m\", \"g\"],\n",
    "            data=kick, showfliers = False)\n",
    "sns.despine(offset=10, trim=True)\n",
    "plt.title('Main categories with the most goal amount target including the success and failure');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Judging from the plot above, even though technology main_category has least success rates in a project kickstarting, some of the successful projects end up having more money for their target goal than any other category followed by design and games main category "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. The next question our client asked- what is the deadline bench mark for most successful projects on kickstarter? and what duration of days does have a lower cahnce of a project being successful?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of days it takes to make a kickstarter a success')"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shape = (16, 10)\n",
    "fig, ax = plt.subplots(figsize = shape)\n",
    "sns.violinplot(x=\"main_category\", y=\"number_of_days\", hue= 'state', data=kick, split=True)\n",
    "plt.title(\"Number of days it takes to make a kickstarter a success\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Judging from the plot above, we can see that the mean of both distributions for the failed and successful main_categories is around 30 days and between 40 and 60 days there is a higher chance of your kickstarter project ending up unsuccessful rather than successful"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. Our client would like to know the most popular words in the failed and successful projects\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "import matplotlib.pyplot as plt\n",
    "stopwords = set(STOPWORDS)\n",
    "\n",
    "def show_wordcloud(data, title = None):\n",
    "    wordcloud = WordCloud(\n",
    "        background_color='white',\n",
    "        stopwords=stopwords,\n",
    "        max_words=200,\n",
    "        max_font_size=40, \n",
    "        scale=3,\n",
    "        random_state=1 # chosen at random by flipping a coin; it was heads\n",
    "    ).generate(str(data))\n",
    "\n",
    "    fig = plt.figure(1, figsize=(12, 12))\n",
    "    plt.axis('off')\n",
    "    if title: \n",
    "        fig.suptitle(title, fontsize=20)\n",
    "        fig.subplots_adjust(top=2.3)\n",
    "\n",
    "    plt.imshow(wordcloud)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_wordcloud(kick[kick.state == 'successful']['name'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is evident from the word cloud that the buzz words for successful projects are ZEN, CD, NEW, RECORD, ALBUM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_wordcloud(kick[kick.state == 'failed']['name'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The buzzwords for failed projects is BREW, COMEDY, NOVEL, NEW , MOBILE"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}