output data visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import plotly.offline as py\n",
    "py.init_notebook_mode(connected=True)\n",
    "import plotly.graph_objs as go\n",
    "import plotly.tools as tls\n",
    "import seaborn as sns\n",
    "import time\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "global_temp_country = pd.read_csv('input/GlobalLandTemperaturesByCountry.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "world_map = pd.read_csv('input/countries.csv')\n",
    "c_df = pd.read_csv('output/country_temp.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>code</th>\n",
       "      <th>percentage(%)</th>\n",
       "      <th>url</th>\n",
       "      <th>avgTemperature(°C)</th>\n",
       "      <th>minTemprature(°C)</th>\n",
       "      <th>maxTemprature(°C)</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AF</td>\n",
       "      <td>2.215657</td>\n",
       "      <td>https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3...</td>\n",
       "      <td>14.045007</td>\n",
       "      <td>-4.553</td>\n",
       "      <td>28.533</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>AL</td>\n",
       "      <td>2.215657</td>\n",
       "      <td>http://cichorieae.e-taxonomy.net/portal/cdm_da...</td>\n",
       "      <td>12.610646</td>\n",
       "      <td>-2.049</td>\n",
       "      <td>25.843</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AU</td>\n",
       "      <td>3.397341</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>21.624697</td>\n",
       "      <td>12.529</td>\n",
       "      <td>29.861</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZ</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>11.175936</td>\n",
       "      <td>-5.989</td>\n",
       "      <td>26.676</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>BE</td>\n",
       "      <td>1.477105</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>9.483378</td>\n",
       "      <td>-6.079</td>\n",
       "      <td>22.837</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>BG</td>\n",
       "      <td>1.477105</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>10.482968</td>\n",
       "      <td>-6.903</td>\n",
       "      <td>25.063</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>BA</td>\n",
       "      <td>2.215657</td>\n",
       "      <td>https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>BR</td>\n",
       "      <td>0.295421</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory_root</td>\n",
       "      <td>24.699256</td>\n",
       "      <td>21.797</td>\n",
       "      <td>27.151</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>1.329394</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>-5.216659</td>\n",
       "      <td>-28.736</td>\n",
       "      <td>14.796</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Chile</td>\n",
       "      <td>CL</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>9.383474</td>\n",
       "      <td>3.206</td>\n",
       "      <td>15.493</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>China</td>\n",
       "      <td>CN</td>\n",
       "      <td>2.067947</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>6.612731</td>\n",
       "      <td>-11.732</td>\n",
       "      <td>21.043</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://northernbushcraft.com/topic.php?name=c...</td>\n",
       "      <td>24.716871</td>\n",
       "      <td>22.918</td>\n",
       "      <td>27.205</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cuba</td>\n",
       "      <td>CU</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>25.407426</td>\n",
       "      <td>19.441</td>\n",
       "      <td>28.866</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Germany</td>\n",
       "      <td>DE</td>\n",
       "      <td>1.329394</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>8.152496</td>\n",
       "      <td>-9.298</td>\n",
       "      <td>22.343</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>DZ</td>\n",
       "      <td>0.147710</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>22.985112</td>\n",
       "      <td>9.526</td>\n",
       "      <td>35.829</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Egypt</td>\n",
       "      <td>EG</td>\n",
       "      <td>4.283604</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>22.620693</td>\n",
       "      <td>10.951</td>\n",
       "      <td>32.591</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Spain</td>\n",
       "      <td>ES</td>\n",
       "      <td>1.329394</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>13.612834</td>\n",
       "      <td>1.719</td>\n",
       "      <td>26.033</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>ET</td>\n",
       "      <td>0.147710</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>23.012357</td>\n",
       "      <td>20.075</td>\n",
       "      <td>26.195</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>France</td>\n",
       "      <td>FR</td>\n",
       "      <td>5.169867</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>10.416046</td>\n",
       "      <td>-3.222</td>\n",
       "      <td>23.418</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>GB</td>\n",
       "      <td>1.329394</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>8.655788</td>\n",
       "      <td>-2.079</td>\n",
       "      <td>18.158</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Greece</td>\n",
       "      <td>GR</td>\n",
       "      <td>2.215657</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>14.773012</td>\n",
       "      <td>1.218</td>\n",
       "      <td>28.425</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Honduras</td>\n",
       "      <td>HN</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>24.695548</td>\n",
       "      <td>19.981</td>\n",
       "      <td>28.310</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>ID</td>\n",
       "      <td>1.033973</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>25.684484</td>\n",
       "      <td>23.730</td>\n",
       "      <td>27.478</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>India</td>\n",
       "      <td>IN</td>\n",
       "      <td>10.930576</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>23.873789</td>\n",
       "      <td>14.385</td>\n",
       "      <td>31.329</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Israel</td>\n",
       "      <td>IL</td>\n",
       "      <td>0.295421</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Cichorium_intybus</td>\n",
       "      <td>19.626577</td>\n",
       "      <td>7.166</td>\n",
       "      <td>30.461</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Italy</td>\n",
       "      <td>IT</td>\n",
       "      <td>11.521418</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>12.737122</td>\n",
       "      <td>-1.217</td>\n",
       "      <td>26.120</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Jordan</td>\n",
       "      <td>JO</td>\n",
       "      <td>0.886263</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>19.346513</td>\n",
       "      <td>4.988</td>\n",
       "      <td>31.790</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Lithuania</td>\n",
       "      <td>LT</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>5.907992</td>\n",
       "      <td>-15.179</td>\n",
       "      <td>21.791</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>LU</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>9.165196</td>\n",
       "      <td>-7.173</td>\n",
       "      <td>23.144</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Morocco</td>\n",
       "      <td>MA</td>\n",
       "      <td>2.215657</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>17.627497</td>\n",
       "      <td>7.124</td>\n",
       "      <td>28.911</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>20.567558</td>\n",
       "      <td>12.064</td>\n",
       "      <td>26.926</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Mali</td>\n",
       "      <td>ML</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Chicory</td>\n",
       "      <td>28.441977</td>\n",
       "      <td>19.059</td>\n",
       "      <td>35.330</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Namibia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.147710</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Cichorium</td>\n",
       "      <td>20.484495</td>\n",
       "      <td>13.022</td>\n",
       "      <td>26.647</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>NZ</td>\n",
       "      <td>2.806499</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>10.371239</td>\n",
       "      <td>3.343</td>\n",
       "      <td>17.699</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>PK</td>\n",
       "      <td>2.954210</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>20.615513</td>\n",
       "      <td>5.954</td>\n",
       "      <td>31.228</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Poland</td>\n",
       "      <td>PL</td>\n",
       "      <td>0.738552</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>7.460206</td>\n",
       "      <td>-13.107</td>\n",
       "      <td>22.509</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>SA</td>\n",
       "      <td>0.147710</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Cichorium</td>\n",
       "      <td>25.546408</td>\n",
       "      <td>12.759</td>\n",
       "      <td>36.495</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Serbia</td>\n",
       "      <td>RS</td>\n",
       "      <td>2.954210</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>9.986563</td>\n",
       "      <td>-8.432</td>\n",
       "      <td>24.445</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>TR</td>\n",
       "      <td>4.283604</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>11.631567</td>\n",
       "      <td>-4.523</td>\n",
       "      <td>26.273</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>8.714919</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>8.603573</td>\n",
       "      <td>-7.581</td>\n",
       "      <td>23.008</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Yemen</td>\n",
       "      <td>YE</td>\n",
       "      <td>0.147710</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Cichorium</td>\n",
       "      <td>26.253597</td>\n",
       "      <td>18.928</td>\n",
       "      <td>32.737</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>ZA</td>\n",
       "      <td>10.930576</td>\n",
       "      <td>https://www.bing.com/search?q=cichorium+intybu...</td>\n",
       "      <td>17.270983</td>\n",
       "      <td>8.527</td>\n",
       "      <td>24.650</td>\n",
       "      <td>Bright Blue</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   country code  percentage(%)  \\\n",
       "0              Afghanistan   AF       2.215657   \n",
       "1                  Albania   AL       2.215657   \n",
       "2                Australia   AU       3.397341   \n",
       "3               Azerbaijan   AZ       0.738552   \n",
       "4                  Belgium   BE       1.477105   \n",
       "5                 Bulgaria   BG       1.477105   \n",
       "6   Bosnia and Herzegovina   BA       2.215657   \n",
       "7                   Brazil   BR       0.295421   \n",
       "8                   Canada   CA       1.329394   \n",
       "9                    Chile   CL       0.738552   \n",
       "10                   China   CN       2.067947   \n",
       "11                Colombia   CO       0.738552   \n",
       "12                    Cuba   CU       0.738552   \n",
       "13                 Germany   DE       1.329394   \n",
       "14                 Algeria   DZ       0.147710   \n",
       "15                   Egypt   EG       4.283604   \n",
       "16                   Spain   ES       1.329394   \n",
       "17                Ethiopia   ET       0.147710   \n",
       "18                  France   FR       5.169867   \n",
       "19          United Kingdom   GB       1.329394   \n",
       "20                  Greece   GR       2.215657   \n",
       "21                Honduras   HN       0.738552   \n",
       "22               Indonesia   ID       1.033973   \n",
       "23                   India   IN      10.930576   \n",
       "24                  Israel   IL       0.295421   \n",
       "25                   Italy   IT      11.521418   \n",
       "26                  Jordan   JO       0.886263   \n",
       "27               Lithuania   LT       0.738552   \n",
       "28              Luxembourg   LU       0.738552   \n",
       "29                 Morocco   MA       2.215657   \n",
       "30                  Mexico   MX       0.738552   \n",
       "31                    Mali   ML       0.738552   \n",
       "32                 Namibia  NaN       0.147710   \n",
       "33             New Zealand   NZ       2.806499   \n",
       "34                Pakistan   PK       2.954210   \n",
       "35                  Poland   PL       0.738552   \n",
       "36            Saudi Arabia   SA       0.147710   \n",
       "37                  Serbia   RS       2.954210   \n",
       "38                  Turkey   TR       4.283604   \n",
       "39           United States   US       8.714919   \n",
       "40                   Yemen   YE       0.147710   \n",
       "41            South Africa   ZA      10.930576   \n",
       "\n",
       "                                                  url  avgTemperature(°C)  \\\n",
       "0   https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3...           14.045007   \n",
       "1   http://cichorieae.e-taxonomy.net/portal/cdm_da...           12.610646   \n",
       "2               https://en.wikipedia.org/wiki/Chicory           21.624697   \n",
       "3   https://www.bing.com/search?q=cichorium+intybu...           11.175936   \n",
       "4               https://en.wikipedia.org/wiki/Chicory            9.483378   \n",
       "5   https://www.bing.com/search?q=cichorium+intybu...           10.482968   \n",
       "6   https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3...                 NaN   \n",
       "7          https://en.wikipedia.org/wiki/Chicory_root           24.699256   \n",
       "8   https://www.bing.com/search?q=cichorium+intybu...           -5.216659   \n",
       "9   https://www.bing.com/search?q=cichorium+intybu...            9.383474   \n",
       "10              https://en.wikipedia.org/wiki/Chicory            6.612731   \n",
       "11  https://northernbushcraft.com/topic.php?name=c...           24.716871   \n",
       "12              https://en.wikipedia.org/wiki/Chicory           25.407426   \n",
       "13              https://en.wikipedia.org/wiki/Chicory            8.152496   \n",
       "14  https://www.bing.com/search?q=cichorium+intybu...           22.985112   \n",
       "15              https://en.wikipedia.org/wiki/Chicory           22.620693   \n",
       "16  https://www.bing.com/search?q=cichorium+intybu...           13.612834   \n",
       "17  https://www.bing.com/search?q=cichorium+intybu...           23.012357   \n",
       "18  https://www.bing.com/search?q=cichorium+intybu...           10.416046   \n",
       "19  https://www.bing.com/search?q=cichorium+intybu...            8.655788   \n",
       "20  https://www.bing.com/search?q=cichorium+intybu...           14.773012   \n",
       "21  https://www.bing.com/search?q=cichorium+intybu...           24.695548   \n",
       "22  https://www.bing.com/search?q=cichorium+intybu...           25.684484   \n",
       "23  https://www.bing.com/search?q=cichorium+intybu...           23.873789   \n",
       "24    https://en.wikipedia.org/wiki/Cichorium_intybus           19.626577   \n",
       "25  https://www.bing.com/search?q=cichorium+intybu...           12.737122   \n",
       "26  https://www.bing.com/search?q=cichorium+intybu...           19.346513   \n",
       "27  https://www.bing.com/search?q=cichorium+intybu...            5.907992   \n",
       "28  https://www.bing.com/search?q=cichorium+intybu...            9.165196   \n",
       "29  https://www.bing.com/search?q=cichorium+intybu...           17.627497   \n",
       "30  https://www.bing.com/search?q=cichorium+intybu...           20.567558   \n",
       "31              https://en.wikipedia.org/wiki/Chicory           28.441977   \n",
       "32            https://en.wikipedia.org/wiki/Cichorium           20.484495   \n",
       "33  https://www.bing.com/search?q=cichorium+intybu...           10.371239   \n",
       "34  https://www.bing.com/search?q=cichorium+intybu...           20.615513   \n",
       "35  https://www.bing.com/search?q=cichorium+intybu...            7.460206   \n",
       "36            https://en.wikipedia.org/wiki/Cichorium           25.546408   \n",
       "37  https://www.bing.com/search?q=cichorium+intybu...            9.986563   \n",
       "38  https://www.bing.com/search?q=cichorium+intybu...           11.631567   \n",
       "39  https://www.bing.com/search?q=cichorium+intybu...            8.603573   \n",
       "40            https://en.wikipedia.org/wiki/Cichorium           26.253597   \n",
       "41  https://www.bing.com/search?q=cichorium+intybu...           17.270983   \n",
       "\n",
       "    minTemprature(°C)  maxTemprature(°C)        color  \n",
       "0              -4.553             28.533  Bright Blue  \n",
       "1              -2.049             25.843  Bright Blue  \n",
       "2              12.529             29.861  Bright Blue  \n",
       "3              -5.989             26.676  Bright Blue  \n",
       "4              -6.079             22.837  Bright Blue  \n",
       "5              -6.903             25.063  Bright Blue  \n",
       "6                 NaN                NaN  Bright Blue  \n",
       "7              21.797             27.151  Bright Blue  \n",
       "8             -28.736             14.796  Bright Blue  \n",
       "9               3.206             15.493  Bright Blue  \n",
       "10            -11.732             21.043  Bright Blue  \n",
       "11             22.918             27.205  Bright Blue  \n",
       "12             19.441             28.866  Bright Blue  \n",
       "13             -9.298             22.343  Bright Blue  \n",
       "14              9.526             35.829  Bright Blue  \n",
       "15             10.951             32.591  Bright Blue  \n",
       "16              1.719             26.033  Bright Blue  \n",
       "17             20.075             26.195  Bright Blue  \n",
       "18             -3.222             23.418  Bright Blue  \n",
       "19             -2.079             18.158  Bright Blue  \n",
       "20              1.218             28.425  Bright Blue  \n",
       "21             19.981             28.310  Bright Blue  \n",
       "22             23.730             27.478  Bright Blue  \n",
       "23             14.385             31.329  Bright Blue  \n",
       "24              7.166             30.461  Bright Blue  \n",
       "25             -1.217             26.120  Bright Blue  \n",
       "26              4.988             31.790  Bright Blue  \n",
       "27            -15.179             21.791  Bright Blue  \n",
       "28             -7.173             23.144  Bright Blue  \n",
       "29              7.124             28.911  Bright Blue  \n",
       "30             12.064             26.926  Bright Blue  \n",
       "31             19.059             35.330  Bright Blue  \n",
       "32             13.022             26.647  Bright Blue  \n",
       "33              3.343             17.699  Bright Blue  \n",
       "34              5.954             31.228  Bright Blue  \n",
       "35            -13.107             22.509  Bright Blue  \n",
       "36             12.759             36.495  Bright Blue  \n",
       "37             -8.432             24.445  Bright Blue  \n",
       "38             -4.523             26.273  Bright Blue  \n",
       "39             -7.581             23.008  Bright Blue  \n",
       "40             18.928             32.737  Bright Blue  \n",
       "41              8.527             24.650  Bright Blue  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2=c_df.drop(c_df.index[6])\n",
    "sns.set()\n",
    "cols = ['percentage(%)','avgTemperature(°C)','minTemprature(°C)','maxTemprature(°C)']\n",
    "sns.pairplot(c2[cols], size = 2.5)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
        "plotlyServerURL": "https://plot.ly",
        "showLink": false
       },
       "data": [
        {
         "colorbar": {
          "autotick": true,
          "tickprefix": "",
          "title": "percentage(\\%)"
         },
         "locationmode": "country names",
         "locations": [
          "Afghanistan",
          "Albania",
          "Algeria",
          "Australia",
          "Azerbaijan",
          "Belgium",
          "Bosnia and Herzegovina",
          "Brazil",
          "Bulgaria",
          "Canada",
          "Chile",
          "China",
          "Colombia",
          "Cuba",
          "Egypt",
          "Ethiopia",
          "France",
          "Germany",
          "Greece",
          "Honduras",
          "India",
          "Indonesia",
          "Israel",
          "Italy",
          "Jordan",
          "Lithuania",
          "Luxembourg",
          "Mali",
          "Mexico",
          "Morocco",
          "Namibia",
          "New Zealand",
          "Pakistan",
          "Poland",
          "Saudi Arabia",
          "Serbia",
          "South Africa",
          "Spain",
          "Turkey",
          "United Kingdom",
          "United States",
          "Yemen"
         ],
         "marker": {
          "line": {
           "color": "rgb(0,0,0)",
           "width": 1
          }
         },
         "text": [
          "Afghanistan",
          "Albania",
          "Algeria",
          "Australia",
          "Azerbaijan",
          "Belgium",
          "Bosnia and Herzegovina",
          "Brazil",
          "Bulgaria",
          "Canada",
          "Chile",
          "China",
          "Colombia",
          "Cuba",
          "Egypt",
          "Ethiopia",
          "France",
          "Germany",
          "Greece",
          "Honduras",
          "India",
          "Indonesia",
          "Israel",
          "Italy",
          "Jordan",
          "Lithuania",
          "Luxembourg",
          "Mali",
          "Mexico",
          "Morocco",
          "Namibia",
          "New Zealand",
          "Pakistan",
          "Poland",
          "Saudi Arabia",
          "Serbia",
          "South Africa",
          "Spain",
          "Turkey",
          "United Kingdom",
          "United States",
          "Yemen"
         ],
         "type": "choropleth",
         "z": [
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          0.7385524372230429,
          0.7385524372230429,
          0.7385524372230429,
          0.7385524372230429,
          2.2156573116691285,
          0.14771048744460855,
          2.8064992614475632,
          2.9542097488921715,
          0.7385524372230429,
          0.14771048744460855,
          2.9542097488921715,
          10.930576070901036,
          1.329394387001477,
          4.283604135893649,
          1.329394387001477,
          8.714918759231905,
          0.14771048744460855
         ]
        }
       ],
       "layout": {
        "geo": {
         "lataxis": {
          "gridcolor": "rgb(102, 102, 102)",
          "showgrid": true
         },
         "lonaxis": {
          "gridcolor": "rgb(102, 102, 102)",
          "showgrid": true
         },
         "oceancolor": "rgb(0,150,255)",
         "projection": {
          "rotation": {
           "lat": 10,
           "lon": 60
          },
          "type": "orthographic"
         },
         "showframe": false,
         "showocean": true
        },
        "title": "frequency of countries for Cichorium Intybus"
       }
      },
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    "countries=np.unique(c_df['country'])\n",
    "freq = []\n",
    "for country in countries:\n",
    "    freq.append(list(c_df[c_df['country'] ==country]['percentage(%)'])[0])\n",
    "freq\n",
    "data = [ dict(\n",
    "        type = 'choropleth',\n",
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    "layout = dict(\n",
    "    title = 'frequency of countries for Cichorium Intybus',\n",
    "    geo = dict(\n",
    "        showframe = False,\n",
    "        showocean = True,\n",
    "        oceancolor = 'rgb(0,150,255)',\n",
    "        projection = dict(\n",
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    "        lataxis = dict(\n",
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    "\n",
    "fig = dict(data=data, layout=layout)\n",
    "py.iplot(fig, validate=False, filename='worldmap')\n"
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