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maia-18/GGMAPROLLv2.ipynb

Created July 15, 2020 01:32
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GGMAPROLLv2.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"## RI GERDAU - LAB 2020.6 - GERDAU MAP ROLLING MILL - 08/07/20"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Datasets, pandas e folium\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Preparando os dados"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Importando modulos"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"import numpy as np # para uso de computacao cientifica em Python\n",
"import pandas as pd "
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Folium"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata (current_repodata.json): done\n",
"Solving environment: done\n",
"\n",
"# All requested packages already installed.\n",
"\n",
"Folium OK!\n"
]
}
],
"source": [
"!conda install -c conda-forge folium=0.5.0 --yes\n",
"import folium\n",
"\n",
"print('Folium OK!')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=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 onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7fcdddf77f90>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# mapa mundial\n",
"world_map = folium.Map()\n",
"world_map"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Vamos marcar as usinas no mapa"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Arquivo no dataframe!\n"
]
}
],
"source": [
"df_gg20 = pd.read_csv('ggmaproll.csv')\n",
"print('Arquivo no dataframe!')"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"button": false,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"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>local</th>\n",
" <th>pais</th>\n",
" <th>tipo</th>\n",
" <th>on</th>\n",
" <th>lat</th>\n",
" <th>lng</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
" <th>2004</th>\n",
" <th>...</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" <th>2019</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ACOMINAS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.54</td>\n",
" <td>-43.74</td>\n",
" <td>0</td>\n",
" <td>740</td>\n",
" <td>655</td>\n",
" <td>655</td>\n",
" <td>...</td>\n",
" <td>1070</td>\n",
" <td>1070</td>\n",
" <td>1070</td>\n",
" <td>2050</td>\n",
" <td>2026</td>\n",
" <td>2026</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ARACARIGUAMA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-23.44</td>\n",
" <td>-47.09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AGUAFUNDA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-23.63</td>\n",
" <td>-46.62</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>215</td>\n",
" <td>305</td>\n",
" <td>...</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>104</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>COSIGUA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-22.89</td>\n",
" <td>-43.75</td>\n",
" <td>1510</td>\n",
" <td>1510</td>\n",
" <td>1320</td>\n",
" <td>1320</td>\n",
" <td>...</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DIVINOPOLIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.15</td>\n",
" <td>-44.88</td>\n",
" <td>456</td>\n",
" <td>456</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>...</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>518</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>RIOGRANDENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-29.81</td>\n",
" <td>-51.17</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>...</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>BARAO COCAIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-19.94</td>\n",
" <td>-43.48</td>\n",
" <td>198</td>\n",
" <td>198</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ACONORTE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-8.07</td>\n",
" <td>-34.98</td>\n",
" <td>270</td>\n",
" <td>270</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>...</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>CEARENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-3.85</td>\n",
" <td>-38.61</td>\n",
" <td>120</td>\n",
" <td>120</td>\n",
" <td>110</td>\n",
" <td>110</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>GUAIRA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-25.56</td>\n",
" <td>-49.42</td>\n",
" <td>167</td>\n",
" <td>167</td>\n",
" <td>130</td>\n",
" <td>130</td>\n",
" <td>...</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>166</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>USIBA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-12.86</td>\n",
" <td>-38.42</td>\n",
" <td>400</td>\n",
" <td>500</td>\n",
" <td>430</td>\n",
" <td>430</td>\n",
" <td>...</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>397</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>PINDA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-22.90</td>\n",
" <td>-45.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>690</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>CHARQUEADAS</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-29.96</td>\n",
" <td>-51.62</td>\n",
" <td>380</td>\n",
" <td>380</td>\n",
" <td>390</td>\n",
" <td>390</td>\n",
" <td>...</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>615</td>\n",
" <td>615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>MONROE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>41.89</td>\n",
" <td>-83.36</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>690</td>\n",
" <td>690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>FORTH SMITH</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>35.31</td>\n",
" <td>-94.37</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>463</td>\n",
" <td>463</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>MOGI</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-23.52</td>\n",
" <td>-46.16</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>SOROCABA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-23.49</td>\n",
" <td>-47.44</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>20</td>\n",
" <td>23</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>JACKSONMI</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>42.31</td>\n",
" <td>-84.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>255</td>\n",
" <td>255</td>\n",
" <td>280</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>BASAURI</td>\n",
" <td>Spain</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>43.23</td>\n",
" <td>-2.89</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>825</td>\n",
" <td>825</td>\n",
" <td>370</td>\n",
" <td>372</td>\n",
" <td>372</td>\n",
" <td>372</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>REINOSA</td>\n",
" <td>Spain</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>43.01</td>\n",
" <td>-4.14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>160</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>AZKOITIA</td>\n",
" <td>Spain</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>43.17</td>\n",
" <td>-2.32</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>330</td>\n",
" <td>377</td>\n",
" <td>377</td>\n",
" <td>397</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>VITORIA</td>\n",
" <td>Spain</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>37.12</td>\n",
" <td>-88.37</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>GSB ACERO</td>\n",
" <td>Spain</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>43.20</td>\n",
" <td>-2.31</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>245</td>\n",
" <td>245</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>INDIA</td>\n",
" <td>India</td>\n",
" <td>BF</td>\n",
" <td>OE</td>\n",
" <td>15.16</td>\n",
" <td>78.01</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>300</td>\n",
" <td>300</td>\n",
" <td>300</td>\n",
" <td>300</td>\n",
" <td>300</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>PERU</td>\n",
" <td>Peru</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-9.06</td>\n",
" <td>-78.60</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>1020</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>ARGENTINA</td>\n",
" <td>Argentina</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-32.99</td>\n",
" <td>-60.75</td>\n",
" <td>75</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>250</td>\n",
" <td>255</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>VENEZUELA</td>\n",
" <td>Venezuela</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>10.20</td>\n",
" <td>-71.28</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>URUGUAI</td>\n",
" <td>Uruguay</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-34.81</td>\n",
" <td>-56.10</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>...</td>\n",
" <td>80</td>\n",
" <td>80</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>CHILE</td>\n",
" <td>Chile</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-33.40</td>\n",
" <td>-70.68</td>\n",
" <td>440</td>\n",
" <td>440</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>...</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" <td>530</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>COLOMBIA</td>\n",
" <td>Colombia</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>5.73</td>\n",
" <td>-73.22</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>650</td>\n",
" <td>650</td>\n",
" <td>865</td>\n",
" <td>707</td>\n",
" <td>764</td>\n",
" <td>764</td>\n",
" <td>545</td>\n",
" <td>545</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>MEXICO</td>\n",
" <td>Mexico</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>19.63</td>\n",
" <td>-99.18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>430</td>\n",
" <td>430</td>\n",
" <td>450</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>MIDLOTHIAN</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>32.46</td>\n",
" <td>-97.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1408</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>PETERSBURG</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>37.19</td>\n",
" <td>-77.45</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>700</td>\n",
" <td>700</td>\n",
" <td>562</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>WHITBY</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>43.86</td>\n",
" <td>-78.91</td>\n",
" <td>0</td>\n",
" <td>998</td>\n",
" <td>998</td>\n",
" <td>726</td>\n",
" <td>...</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>788</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>CARTESVILLE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>34.24</td>\n",
" <td>-84.80</td>\n",
" <td>0</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>581</td>\n",
" <td>...</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>JACKSON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>42.20</td>\n",
" <td>-84.36</td>\n",
" <td>499</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>...</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>467</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>ST PAUL</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>44.89</td>\n",
" <td>-93.01</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>499</td>\n",
" <td>...</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>CHARLOTTE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>35.34</td>\n",
" <td>-80.83</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>318</td>\n",
" <td>...</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>281</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>MANITOBA</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>50.13</td>\n",
" <td>-96.91</td>\n",
" <td>300</td>\n",
" <td>299</td>\n",
" <td>299</td>\n",
" <td>327</td>\n",
" <td>...</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>282</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>WILTON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>41.58</td>\n",
" <td>-91.05</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>295</td>\n",
" <td>...</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>345</td>\n",
" <td>245</td>\n",
" <td>245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>SAYREVILLE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>40.48</td>\n",
" <td>-74.32</td>\n",
" <td>0</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>...</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>623</td>\n",
" <td>0</td>\n",
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" <td>-74.32</td>\n",
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" <td>35.98</td>\n",
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" local pais tipo on lat lng 2001 \\\n",
"0 ACOMINAS Brazil BF OB -20.54 -43.74 0 \n",
"1 ARACARIGUAMA Brazil EAF OB -23.44 -47.09 0 \n",
"2 AGUAFUNDA Brazil EAF OB -23.63 -46.62 0 \n",
"3 COSIGUA Brazil EAF OB -22.89 -43.75 1510 \n",
"4 DIVINOPOLIS Brazil BF OB -20.15 -44.88 456 \n",
"5 RIOGRANDENSE Brazil EAF OB -29.81 -51.17 470 \n",
"6 BARAO COCAIS Brazil BF OB -19.94 -43.48 198 \n",
"7 ACONORTE Brazil EAF OB -8.07 -34.98 270 \n",
"8 CEARENSE Brazil EAF OB -3.85 -38.61 120 \n",
"9 GUAIRA Brazil EAF OB -25.56 -49.42 167 \n",
"10 USIBA Brazil EAF OB -12.86 -38.42 400 \n",
"11 PINDA Brazil EAF OE -22.90 -45.35 0 \n",
"12 CHARQUEADAS Brazil EAF OE -29.96 -51.62 380 \n",
"13 MONROE United States of America EAF OE 41.89 -83.36 0 \n",
"14 FORTH SMITH United States of America EAF OE 35.31 -94.37 0 \n",
"15 MOGI Brazil EAF OE -23.52 -46.16 0 \n",
"16 SOROCABA Brazil EAF OE -23.49 -47.44 0 \n",
"17 JACKSONMI United States of America EAF OE 42.31 -84.43 0 \n",
"18 BASAURI Spain EAF OE 43.23 -2.89 0 \n",
"19 REINOSA Spain EAF OE 43.01 -4.14 0 \n",
"20 AZKOITIA Spain EAF OE 43.17 -2.32 0 \n",
"21 VITORIA Spain EAF OE 37.12 -88.37 0 \n",
"22 GSB ACERO Spain EAF OE 43.20 -2.31 0 \n",
"23 INDIA India BF OE 15.16 78.01 0 \n",
"24 PERU Peru EAF OS -9.06 -78.60 0 \n",
"25 ARGENTINA Argentina EAF OS -32.99 -60.75 75 \n",
"26 VENEZUELA Venezuela EAF OS 10.20 -71.28 0 \n",
"27 URUGUAI Uruguay EAF OS -34.81 -56.10 72 \n",
"28 CHILE Chile EAF OS -33.40 -70.68 440 \n",
"29 COLOMBIA Colombia EAF OS 5.73 -73.22 0 \n",
"30 MEXICO Mexico EAF ON 19.63 -99.18 0 \n",
"31 MIDLOTHIAN United States of America EAF ON 32.46 -97.03 0 \n",
"32 PETERSBURG United States of America EAF ON 37.19 -77.45 0 \n",
"33 WHITBY Canada EAF ON 43.86 -78.91 0 \n",
"34 CARTESVILLE United States of America EAF ON 34.24 -84.80 0 \n",
"35 JACKSON United States of America EAF ON 42.20 -84.36 499 \n",
"36 ST PAUL United States of America EAF ON 44.89 -93.01 0 \n",
"37 CHARLOTTE United States of America EAF ON 35.34 -80.83 363 \n",
"38 MANITOBA Canada EAF ON 50.13 -96.91 300 \n",
"39 WILTON United States of America EAF ON 41.58 -91.05 0 \n",
"40 SAYREVILLE United States of America EAF ON 40.48 -74.32 0 \n",
"41 SAND SPRINGS United States of America EAF ON 36.13 -96.11 0 \n",
"42 PERTH AMBOY United States of America EAF ON 40.48 -74.32 0 \n",
"43 KNOXVILLE United States of America EAF ON 35.98 -83.96 435 \n",
"44 JACKSONVILLE United States of America EAF ON 30.20 -81.57 544 \n",
"45 CUCAMONGA United States of America EAF ON 34.09 -117.53 0 \n",
"46 CAMBRIDGE Canada EAF ON 43.37 -80.28 280 \n",
"47 BEAUMONT United States of America EAF ON 30.08 -94.07 0 \n",
"48 CALVERT CITY United States of America EAF ON 37.05 -88.39 0 \n",
"49 JOLIET United States of America EAF ON 41.55 -88.08 0 \n",
"\n",
" 2002 2003 2004 ... 2010 2011 2012 2013 2014 2015 2016 2017 \\\n",
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"1 0 0 0 ... 610 610 610 600 600 600 600 600 \n",
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"4 456 550 550 ... 520 520 520 518 460 460 460 460 \n",
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"6 198 200 200 ... 200 200 200 196 196 196 196 196 \n",
"7 270 240 240 ... 160 160 160 242 242 242 242 242 \n",
"8 120 110 110 ... 240 240 240 161 161 161 161 161 \n",
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"41 0 0 0 ... 0 0 0 0 0 0 0 0 \n",
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"45 0 0 0 ... 460 460 460 463 463 463 463 469 \n",
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"18 0 0 \n",
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"38 271 271 \n",
"39 245 245 \n",
"40 0 0 \n",
"41 0 0 \n",
"42 0 0 \n",
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"44 0 0 \n",
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"47 0 0 \n",
"48 0 0 \n",
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                var html_8412a0773c6248f793bebd2342f1777f = $('<div id="html_8412a0773c6248f793bebd2342f1777f" style="width: 100.0%; height: 100.0%;">DIVINOPOLIS</div>')[0];
                popup_023b94ac3ea7455b9693d3e128aecddd.setContent(html_8412a0773c6248f793bebd2342f1777f);
            

            marker_753f4ee8e5d34f7f81088f285728f6a5.bindPopup(popup_023b94ac3ea7455b9693d3e128aecddd);

            
        
    

            var marker_085dd00a0ff54c2484c9f8eaf51b1e90 = L.marker(
                [-29.81,-51.17],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_5304c4047ff0451d8525618fb7f710a0 = L.popup({maxWidth: '300'});

            
                var html_ff8b44690a6a49b0adc046d2b26a7aa0 = $('<div id="html_ff8b44690a6a49b0adc046d2b26a7aa0" style="width: 100.0%; height: 100.0%;">RIOGRANDENSE</div>')[0];
                popup_5304c4047ff0451d8525618fb7f710a0.setContent(html_ff8b44690a6a49b0adc046d2b26a7aa0);
            

            marker_085dd00a0ff54c2484c9f8eaf51b1e90.bindPopup(popup_5304c4047ff0451d8525618fb7f710a0);

            
        
    

            var marker_0c9f5c6b2e944b7c9595b53d3b335485 = L.marker(
                [-19.94,-43.48],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_ff0208db7ebf429da3930715d28d7838 = L.popup({maxWidth: '300'});

            
                var html_767b3fd61ff14f50aa24dc45d8731133 = $('<div id="html_767b3fd61ff14f50aa24dc45d8731133" style="width: 100.0%; height: 100.0%;">BARAO COCAIS</div>')[0];
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            marker_0c9f5c6b2e944b7c9595b53d3b335485.bindPopup(popup_ff0208db7ebf429da3930715d28d7838);

            
        
    

            var marker_523a14f0bbe4412db83eb24e8cb163b0 = L.marker(
                [-8.07,-34.98],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_3a1ab009092044fdb3c4310fdb1b19ed = L.popup({maxWidth: '300'});

            
                var html_bf51ccf354894aa8bfac1b99f3da3a9e = $('<div id="html_bf51ccf354894aa8bfac1b99f3da3a9e" style="width: 100.0%; height: 100.0%;">ACONORTE</div>')[0];
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            marker_523a14f0bbe4412db83eb24e8cb163b0.bindPopup(popup_3a1ab009092044fdb3c4310fdb1b19ed);

            
        
    

            var marker_d72a6e9965934f0089fd02d20a04b483 = L.marker(
                [-3.85,-38.61],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_84ded27564c14cfc9541ba7541f7ccd5 = L.popup({maxWidth: '300'});

            
                var html_571dd27c327d4daea11a1439f6ffcd39 = $('<div id="html_571dd27c327d4daea11a1439f6ffcd39" style="width: 100.0%; height: 100.0%;">CEARENSE</div>')[0];
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            marker_d72a6e9965934f0089fd02d20a04b483.bindPopup(popup_84ded27564c14cfc9541ba7541f7ccd5);

            
        
    

            var marker_5ee328af57a04a4e9c7ae1a0ee353915 = L.marker(
                [-22.9,-45.35],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_6e8f08b989df4f4a84ca409ff4450626 = L.popup({maxWidth: '300'});

            
                var html_7b5a2b79734e40219d9926c5417a3d9f = $('<div id="html_7b5a2b79734e40219d9926c5417a3d9f" style="width: 100.0%; height: 100.0%;">PINDA</div>')[0];
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            marker_5ee328af57a04a4e9c7ae1a0ee353915.bindPopup(popup_6e8f08b989df4f4a84ca409ff4450626);

            
        
    

            var marker_085c982873ca4cc1b5544171617c71c4 = L.marker(
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                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_ade6ef4f5efe4fdfbc66de9ff9d2e6f9 = L.popup({maxWidth: '300'});

            
                var html_118c207c98694bc188023b4e74dd84a0 = $('<div id="html_118c207c98694bc188023b4e74dd84a0" style="width: 100.0%; height: 100.0%;">CHARQUEADAS</div>')[0];
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            marker_085c982873ca4cc1b5544171617c71c4.bindPopup(popup_ade6ef4f5efe4fdfbc66de9ff9d2e6f9);

            
        
    

            var marker_e1fe61dbe22e494ab0039655ea594352 = L.marker(
                [41.89,-83.36],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_34875023ab614399852c89a22dea005c = L.popup({maxWidth: '300'});

            
                var html_f7be1021fe6a4c3fb706307e4632daf6 = $('<div id="html_f7be1021fe6a4c3fb706307e4632daf6" style="width: 100.0%; height: 100.0%;">MONROE</div>')[0];
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            marker_e1fe61dbe22e494ab0039655ea594352.bindPopup(popup_34875023ab614399852c89a22dea005c);

            
        
    

            var marker_00673aa6734e45f7be049ca69edac40f = L.marker(
                [35.31,-94.37],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_46864e996d0c40f0ab856f3e65a82825 = L.popup({maxWidth: '300'});

            
                var html_5b16f28347174d0eab86051467258578 = $('<div id="html_5b16f28347174d0eab86051467258578" style="width: 100.0%; height: 100.0%;">FORTH SMITH</div>')[0];
                popup_46864e996d0c40f0ab856f3e65a82825.setContent(html_5b16f28347174d0eab86051467258578);
            

            marker_00673aa6734e45f7be049ca69edac40f.bindPopup(popup_46864e996d0c40f0ab856f3e65a82825);

            
        
    

            var marker_d8c0274b83974399bcf59015416b5c37 = L.marker(
                [-23.52,-46.16],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_e488fd1938ea4de290000e3ed09cf4f9 = L.popup({maxWidth: '300'});

            
                var html_23a34f1952c24f9680a3b7acb08d3a1b = $('<div id="html_23a34f1952c24f9680a3b7acb08d3a1b" style="width: 100.0%; height: 100.0%;">MOGI</div>')[0];
                popup_e488fd1938ea4de290000e3ed09cf4f9.setContent(html_23a34f1952c24f9680a3b7acb08d3a1b);
            

            marker_d8c0274b83974399bcf59015416b5c37.bindPopup(popup_e488fd1938ea4de290000e3ed09cf4f9);

            
        
    

            var marker_e2c4b231790a42c197b6250bccffd948 = L.marker(
                [42.31,-84.43],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_d576dccfdce14fe6bb5474495c72bbce = L.popup({maxWidth: '300'});

            
                var html_6f66b9b6730a4a2594ac2bcd25e92589 = $('<div id="html_6f66b9b6730a4a2594ac2bcd25e92589" style="width: 100.0%; height: 100.0%;">JACKSONMI</div>')[0];
                popup_d576dccfdce14fe6bb5474495c72bbce.setContent(html_6f66b9b6730a4a2594ac2bcd25e92589);
            

            marker_e2c4b231790a42c197b6250bccffd948.bindPopup(popup_d576dccfdce14fe6bb5474495c72bbce);

            
        
    

            var marker_c448d930002c4e24adb5c1a21a9561bf = L.marker(
                [-9.06,-78.6],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_5870f7e6d4b241a7bed9122f07c43f77 = L.popup({maxWidth: '300'});

            
                var html_cd90fcf86d9349349b6972285972fa2c = $('<div id="html_cd90fcf86d9349349b6972285972fa2c" style="width: 100.0%; height: 100.0%;">PERU</div>')[0];
                popup_5870f7e6d4b241a7bed9122f07c43f77.setContent(html_cd90fcf86d9349349b6972285972fa2c);
            

            marker_c448d930002c4e24adb5c1a21a9561bf.bindPopup(popup_5870f7e6d4b241a7bed9122f07c43f77);

            
        
    

            var marker_7a586cb882fc4326863276ccb8e256cf = L.marker(
                [-32.99,-60.75],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_e521dc5a04b34a2abf2f75ba416175e4 = L.popup({maxWidth: '300'});

            
                var html_4ebe59debf0d452eb232e8e1d566e826 = $('<div id="html_4ebe59debf0d452eb232e8e1d566e826" style="width: 100.0%; height: 100.0%;">ARGENTINA</div>')[0];
                popup_e521dc5a04b34a2abf2f75ba416175e4.setContent(html_4ebe59debf0d452eb232e8e1d566e826);
            

            marker_7a586cb882fc4326863276ccb8e256cf.bindPopup(popup_e521dc5a04b34a2abf2f75ba416175e4);

            
        
    

            var marker_9a82be152311417f85f9ad3399fe8e61 = L.marker(
                [10.2,-71.28],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_8ac5306cb2a04d7ba58e9310daf8fe1b = L.popup({maxWidth: '300'});

            
                var html_1378c56850a04ee596a52fe817f970ae = $('<div id="html_1378c56850a04ee596a52fe817f970ae" style="width: 100.0%; height: 100.0%;">VENEZUELA</div>')[0];
                popup_8ac5306cb2a04d7ba58e9310daf8fe1b.setContent(html_1378c56850a04ee596a52fe817f970ae);
            

            marker_9a82be152311417f85f9ad3399fe8e61.bindPopup(popup_8ac5306cb2a04d7ba58e9310daf8fe1b);

            
        
    

            var marker_d8c9548dbc06464aa577f23efd2e6e93 = L.marker(
                [-34.81,-56.1],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_f07c794ba97a40e281cb28b5d46d3668 = L.popup({maxWidth: '300'});

            
                var html_021a306de0074517b27919ccd4a59128 = $('<div id="html_021a306de0074517b27919ccd4a59128" style="width: 100.0%; height: 100.0%;">URUGUAI</div>')[0];
                popup_f07c794ba97a40e281cb28b5d46d3668.setContent(html_021a306de0074517b27919ccd4a59128);
            

            marker_d8c9548dbc06464aa577f23efd2e6e93.bindPopup(popup_f07c794ba97a40e281cb28b5d46d3668);

            
        
    

            var marker_adc6ad6993ec42be8f2cb108ea22caaf = L.marker(
                [19.63,-99.18],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_b852332a35ce4f00a5157ef9e5607289 = L.popup({maxWidth: '300'});

            
                var html_b572ce37a3de4a418c10d1440b33fa7f = $('<div id="html_b572ce37a3de4a418c10d1440b33fa7f" style="width: 100.0%; height: 100.0%;">MEXICO</div>')[0];
                popup_b852332a35ce4f00a5157ef9e5607289.setContent(html_b572ce37a3de4a418c10d1440b33fa7f);
            

            marker_adc6ad6993ec42be8f2cb108ea22caaf.bindPopup(popup_b852332a35ce4f00a5157ef9e5607289);

            
        
    

            var marker_0a422978beb444549da721ad479d5fb6 = L.marker(
                [32.46,-97.03],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_f4b65d7fc2ec4737b044c8508ab98870 = L.popup({maxWidth: '300'});

            
                var html_ebd6d743cc3d447baf263268f13ba6c6 = $('<div id="html_ebd6d743cc3d447baf263268f13ba6c6" style="width: 100.0%; height: 100.0%;">MIDLOTHIAN</div>')[0];
                popup_f4b65d7fc2ec4737b044c8508ab98870.setContent(html_ebd6d743cc3d447baf263268f13ba6c6);
            

            marker_0a422978beb444549da721ad479d5fb6.bindPopup(popup_f4b65d7fc2ec4737b044c8508ab98870);

            
        
    

            var marker_76729aa075b64e6d83fea96d20b367e1 = L.marker(
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                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_cf2aaf14d47c4d9686ae923ff418d972 = L.popup({maxWidth: '300'});

            
                var html_c098367d3eb04f91b285f26af6191f9d = $('<div id="html_c098367d3eb04f91b285f26af6191f9d" style="width: 100.0%; height: 100.0%;">PETERSBURG</div>')[0];
                popup_cf2aaf14d47c4d9686ae923ff418d972.setContent(html_c098367d3eb04f91b285f26af6191f9d);
            

            marker_76729aa075b64e6d83fea96d20b367e1.bindPopup(popup_cf2aaf14d47c4d9686ae923ff418d972);

            
        
    

            var marker_c2d1cd09f3214f2aa1364d57230aecdf = L.marker(
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                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_b8078eee21e949fcbadde9d1e939bf59 = L.popup({maxWidth: '300'});

            
                var html_c8dcdfc558854ebea08132c858829df8 = $('<div id="html_c8dcdfc558854ebea08132c858829df8" style="width: 100.0%; height: 100.0%;">WHITBY</div>')[0];
                popup_b8078eee21e949fcbadde9d1e939bf59.setContent(html_c8dcdfc558854ebea08132c858829df8);
            

            marker_c2d1cd09f3214f2aa1364d57230aecdf.bindPopup(popup_b8078eee21e949fcbadde9d1e939bf59);

            
        
    

            var marker_c645af946d4147858b1066ee51f0d2b8 = L.marker(
                [34.24,-84.8],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_491e4306adbe49989b33cbd569bf9b7e = L.popup({maxWidth: '300'});

            
                var html_de05425be0484070bd7dacf0f2dc66db = $('<div id="html_de05425be0484070bd7dacf0f2dc66db" style="width: 100.0%; height: 100.0%;">CARTESVILLE</div>')[0];
                popup_491e4306adbe49989b33cbd569bf9b7e.setContent(html_de05425be0484070bd7dacf0f2dc66db);
            

            marker_c645af946d4147858b1066ee51f0d2b8.bindPopup(popup_491e4306adbe49989b33cbd569bf9b7e);

            
        
    

            var marker_33507acedea74dd284104db1cd082690 = L.marker(
                [42.2,-84.36],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_c9fd89785b11403f8ae02135654c4bd3 = L.popup({maxWidth: '300'});

            
                var html_67748fd35f3d440a955cb32e1e6e8a1e = $('<div id="html_67748fd35f3d440a955cb32e1e6e8a1e" style="width: 100.0%; height: 100.0%;">JACKSON</div>')[0];
                popup_c9fd89785b11403f8ae02135654c4bd3.setContent(html_67748fd35f3d440a955cb32e1e6e8a1e);
            

            marker_33507acedea74dd284104db1cd082690.bindPopup(popup_c9fd89785b11403f8ae02135654c4bd3);

            
        
    

            var marker_df6b254712274255a59aa91da66d3574 = L.marker(
                [44.89,-93.01],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_2773f3a755b34f98b5665eb3a75b6186 = L.popup({maxWidth: '300'});

            
                var html_14c49f18337349beae4e3b36dc8b6af1 = $('<div id="html_14c49f18337349beae4e3b36dc8b6af1" style="width: 100.0%; height: 100.0%;">ST PAUL</div>')[0];
                popup_2773f3a755b34f98b5665eb3a75b6186.setContent(html_14c49f18337349beae4e3b36dc8b6af1);
            

            marker_df6b254712274255a59aa91da66d3574.bindPopup(popup_2773f3a755b34f98b5665eb3a75b6186);

            
        
    

            var marker_84c81412c27649a2b40e78116f1decb5 = L.marker(
                [35.34,-80.83],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_42f25664109345998d6324c288c8642c = L.popup({maxWidth: '300'});

            
                var html_9e64e84f2bae493d9bacf11de31689b8 = $('<div id="html_9e64e84f2bae493d9bacf11de31689b8" style="width: 100.0%; height: 100.0%;">CHARLOTTE</div>')[0];
                popup_42f25664109345998d6324c288c8642c.setContent(html_9e64e84f2bae493d9bacf11de31689b8);
            

            marker_84c81412c27649a2b40e78116f1decb5.bindPopup(popup_42f25664109345998d6324c288c8642c);

            
        
    

            var marker_ff31165b519b47fcb6721ab1a84a060d = L.marker(
                [50.13,-96.91],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_e90a091cdbba4f449ac3e58cf3437007 = L.popup({maxWidth: '300'});

            
                var html_0a937e358d684fb5a848002e2b06802d = $('<div id="html_0a937e358d684fb5a848002e2b06802d" style="width: 100.0%; height: 100.0%;">MANITOBA</div>')[0];
                popup_e90a091cdbba4f449ac3e58cf3437007.setContent(html_0a937e358d684fb5a848002e2b06802d);
            

            marker_ff31165b519b47fcb6721ab1a84a060d.bindPopup(popup_e90a091cdbba4f449ac3e58cf3437007);

            
        
    

            var marker_de156fd163154d6db7483ce8972b8a03 = L.marker(
                [41.58,-91.05],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_b37884d3d5e64ed3aa3cc1d36c2c074e = L.popup({maxWidth: '300'});

            
                var html_5a3dd3adaa41452ea7599903e226856c = $('<div id="html_5a3dd3adaa41452ea7599903e226856c" style="width: 100.0%; height: 100.0%;">WILTON</div>')[0];
                popup_b37884d3d5e64ed3aa3cc1d36c2c074e.setContent(html_5a3dd3adaa41452ea7599903e226856c);
            

            marker_de156fd163154d6db7483ce8972b8a03.bindPopup(popup_b37884d3d5e64ed3aa3cc1d36c2c074e);

            
        
    

            var marker_e59ff2e629df40ff825f60d6d375e71f = L.marker(
                [43.37,-80.28],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_86a101931d5e49819098eb33f96bfb6d);
            
    
            var popup_b5b23a9ec30c495ebe6f8dcdf112e96b = L.popup({maxWidth: '300'});

            
                var html_06117b01fb014d608d706a260d7c8e61 = $('<div id="html_06117b01fb014d608d706a260d7c8e61" style="width: 100.0%; height: 100.0%;">CAMBRIDGE</div>')[0];
                popup_b5b23a9ec30c495ebe6f8dcdf112e96b.setContent(html_06117b01fb014d608d706a260d7c8e61);
            

            marker_e59ff2e629df40ff825f60d6d375e71f.bindPopup(popup_b5b23a9ec30c495ebe6f8dcdf112e96b);

            
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7fcdddf6b8d0>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from folium import plugins\n",
"gg20_map = df_gg20y['2019'] \n",
"gg20_map = folium.Map(location = [latitude, longitude], zoom_start = 1)\n",
"\n",
"# apresentando as usinas em clusters\n",
"gg20 = plugins.MarkerCluster().add_to(gg20_map)\n",
"\n",
"\n",
"for lat, lng, label, in zip(df_gg20y.lat, df_gg20y.lng, df_gg20y.local):\n",
" folium.Marker(\n",
" location=[lat, lng],\n",
" icon=None,\n",
" popup=label,\n",
" ).add_to(gg20)\n",
"\n",
"\n",
"gg20_map"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" 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>local</th>\n",
" <th>pais</th>\n",
" <th>tipo</th>\n",
" <th>on</th>\n",
" <th>lat</th>\n",
" <th>lng</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
" <th>2004</th>\n",
" <th>...</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" <th>2019</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ACOMINAS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.54</td>\n",
" <td>-43.74</td>\n",
" <td>0</td>\n",
" <td>740</td>\n",
" <td>655</td>\n",
" <td>655</td>\n",
" <td>...</td>\n",
" <td>1070</td>\n",
" <td>1070</td>\n",
" <td>1070</td>\n",
" <td>2050</td>\n",
" <td>2026</td>\n",
" <td>2026</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>COSIGUA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-22.89</td>\n",
" <td>-43.75</td>\n",
" <td>1510</td>\n",
" <td>1510</td>\n",
" <td>1320</td>\n",
" <td>1320</td>\n",
" <td>...</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>MIDLOTHIAN</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>32.46</td>\n",
" <td>-97.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1408</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>PINDA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-22.90</td>\n",
" <td>-45.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>690</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>WHITBY</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>43.86</td>\n",
" <td>-78.91</td>\n",
" <td>0</td>\n",
" <td>998</td>\n",
" <td>998</td>\n",
" <td>726</td>\n",
" <td>...</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>788</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>MONROE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>41.89</td>\n",
" <td>-83.36</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>690</td>\n",
" <td>690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>CHARQUEADAS</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-29.96</td>\n",
" <td>-51.62</td>\n",
" <td>380</td>\n",
" <td>380</td>\n",
" <td>390</td>\n",
" <td>390</td>\n",
" <td>...</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>615</td>\n",
" <td>615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>CARTESVILLE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>34.24</td>\n",
" <td>-84.80</td>\n",
" <td>0</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>581</td>\n",
" <td>...</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ARACARIGUAMA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-23.44</td>\n",
" <td>-47.09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>PERU</td>\n",
" <td>Peru</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-9.06</td>\n",
" <td>-78.60</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>1020</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>FORTH SMITH</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>35.31</td>\n",
" <td>-94.37</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>463</td>\n",
" <td>463</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>RIOGRANDENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-29.81</td>\n",
" <td>-51.17</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>...</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>JACKSON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>42.20</td>\n",
" <td>-84.36</td>\n",
" <td>499</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>...</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>467</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>PETERSBURG</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>37.19</td>\n",
" <td>-77.45</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>700</td>\n",
" <td>700</td>\n",
" <td>562</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DIVINOPOLIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.15</td>\n",
" <td>-44.88</td>\n",
" <td>456</td>\n",
" <td>456</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>...</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>518</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>ST PAUL</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>44.89</td>\n",
" <td>-93.01</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>499</td>\n",
" <td>...</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>MEXICO</td>\n",
" <td>Mexico</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>19.63</td>\n",
" <td>-99.18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>430</td>\n",
" <td>430</td>\n",
" <td>450</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>CHARLOTTE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>35.34</td>\n",
" <td>-80.83</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>318</td>\n",
" <td>...</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>281</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>CAMBRIDGE</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>43.37</td>\n",
" <td>-80.28</td>\n",
" <td>280</td>\n",
" <td>295</td>\n",
" <td>295</td>\n",
" <td>290</td>\n",
" <td>...</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>278</td>\n",
" <td>278</td>\n",
" <td>278</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>JACKSONMI</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>42.31</td>\n",
" <td>-84.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>255</td>\n",
" <td>255</td>\n",
" <td>280</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>MANITOBA</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>50.13</td>\n",
" <td>-96.91</td>\n",
" <td>300</td>\n",
" <td>299</td>\n",
" <td>299</td>\n",
" <td>327</td>\n",
" <td>...</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>282</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>MOGI</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-23.52</td>\n",
" <td>-46.16</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>ARGENTINA</td>\n",
" <td>Argentina</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-32.99</td>\n",
" <td>-60.75</td>\n",
" <td>75</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>250</td>\n",
" <td>255</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>WILTON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>41.58</td>\n",
" <td>-91.05</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>295</td>\n",
" <td>...</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>345</td>\n",
" <td>245</td>\n",
" <td>245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ACONORTE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-8.07</td>\n",
" <td>-34.98</td>\n",
" <td>270</td>\n",
" <td>270</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>...</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>BARAO COCAIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-19.94</td>\n",
" <td>-43.48</td>\n",
" <td>198</td>\n",
" <td>198</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>VENEZUELA</td>\n",
" <td>Venezuela</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>10.20</td>\n",
" <td>-71.28</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>CEARENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-3.85</td>\n",
" <td>-38.61</td>\n",
" <td>120</td>\n",
" <td>120</td>\n",
" <td>110</td>\n",
" <td>110</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>URUGUAI</td>\n",
" <td>Uruguay</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-34.81</td>\n",
" <td>-56.10</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>...</td>\n",
" <td>80</td>\n",
" <td>80</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>29 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" local pais tipo on lat lng 2001 2002 \\\n",
"0 ACOMINAS Brazil BF OB -20.54 -43.74 0 740 \n",
"3 COSIGUA Brazil EAF OB -22.89 -43.75 1510 1510 \n",
"31 MIDLOTHIAN United States of America EAF ON 32.46 -97.03 0 0 \n",
"11 PINDA Brazil EAF OE -22.90 -45.35 0 0 \n",
"33 WHITBY Canada EAF ON 43.86 -78.91 0 998 \n",
"13 MONROE United States of America EAF OE 41.89 -83.36 0 0 \n",
"12 CHARQUEADAS Brazil EAF OE -29.96 -51.62 380 380 \n",
"34 CARTESVILLE United States of America EAF ON 34.24 -84.80 0 544 \n",
"1 ARACARIGUAMA Brazil EAF OB -23.44 -47.09 0 0 \n",
"24 PERU Peru EAF OS -9.06 -78.60 0 0 \n",
"14 FORTH SMITH United States of America EAF OE 35.31 -94.37 0 0 \n",
"5 RIOGRANDENSE Brazil EAF OB -29.81 -51.17 470 470 \n",
"35 JACKSON United States of America EAF ON 42.20 -84.36 499 544 \n",
"32 PETERSBURG United States of America EAF ON 37.19 -77.45 0 0 \n",
"4 DIVINOPOLIS Brazil BF OB -20.15 -44.88 456 456 \n",
"36 ST PAUL United States of America EAF ON 44.89 -93.01 0 0 \n",
"30 MEXICO Mexico EAF ON 19.63 -99.18 0 0 \n",
"37 CHARLOTTE United States of America EAF ON 35.34 -80.83 363 363 \n",
"46 CAMBRIDGE Canada EAF ON 43.37 -80.28 280 295 \n",
"17 JACKSONMI United States of America EAF OE 42.31 -84.43 0 0 \n",
"38 MANITOBA Canada EAF ON 50.13 -96.91 300 299 \n",
"15 MOGI Brazil EAF OE -23.52 -46.16 0 0 \n",
"25 ARGENTINA Argentina EAF OS -32.99 -60.75 75 0 \n",
"39 WILTON United States of America EAF ON 41.58 -91.05 0 0 \n",
"7 ACONORTE Brazil EAF OB -8.07 -34.98 270 270 \n",
"6 BARAO COCAIS Brazil BF OB -19.94 -43.48 198 198 \n",
"26 VENEZUELA Venezuela EAF OS 10.20 -71.28 0 0 \n",
"8 CEARENSE Brazil EAF OB -3.85 -38.61 120 120 \n",
"27 URUGUAI Uruguay EAF OS -34.81 -56.10 72 72 \n",
"\n",
" 2003 2004 ... 2010 2011 2012 2013 2014 2015 2016 2017 2018 \\\n",
"0 655 655 ... 1070 1070 1070 2050 2026 2026 3126 3126 3126 \n",
"3 1320 1320 ... 1350 1350 1350 1414 1414 1414 1414 1414 1414 \n",
"31 0 0 ... 1400 1400 1400 1449 1449 1449 1408 1411 1411 \n",
"11 0 0 ... 910 910 690 1188 1188 1188 1188 1188 1188 \n",
"33 998 726 ... 730 730 730 840 840 840 788 775 775 \n",
"13 0 0 ... 490 490 490 490 490 490 490 490 690 \n",
"12 390 390 ... 470 470 465 465 465 465 465 465 615 \n",
"34 544 581 ... 580 580 580 580 580 580 580 610 610 \n",
"1 0 0 ... 610 610 610 600 600 600 600 600 600 \n",
"24 0 0 ... 960 960 960 1020 520 520 573 573 573 \n",
"14 0 0 ... 495 495 495 463 463 550 550 550 550 \n",
"5 400 400 ... 500 500 500 495 495 495 495 495 495 \n",
"35 544 544 ... 540 540 540 540 540 540 467 494 494 \n",
"32 0 0 ... 1000 1000 1000 1000 700 700 562 476 476 \n",
"4 550 550 ... 520 520 520 518 460 460 460 460 460 \n",
"36 0 499 ... 420 420 420 420 420 420 420 455 455 \n",
"30 0 0 ... 430 430 450 400 400 400 400 400 400 \n",
"37 363 318 ... 330 330 330 325 325 325 281 316 316 \n",
"46 295 290 ... 290 290 290 290 290 290 290 278 278 \n",
"17 0 0 ... 255 255 280 276 276 276 276 276 276 \n",
"38 299 327 ... 360 360 360 360 360 360 282 271 271 \n",
"15 0 0 ... 0 0 200 200 264 264 264 264 264 \n",
"25 0 0 ... 240 240 250 255 263 263 263 263 263 \n",
"39 0 295 ... 320 320 320 320 320 320 320 345 245 \n",
"7 240 240 ... 160 160 160 242 242 242 242 242 242 \n",
"6 200 200 ... 200 200 200 196 196 196 196 196 196 \n",
"26 0 0 ... 200 200 200 170 170 170 170 173 173 \n",
"8 110 110 ... 240 240 240 161 161 161 161 161 161 \n",
"27 72 72 ... 80 80 90 90 90 90 90 90 90 \n",
"\n",
" 2019 \n",
"0 3126 \n",
"3 1414 \n",
"31 1411 \n",
"11 1188 \n",
"33 775 \n",
"13 690 \n",
"12 615 \n",
"34 610 \n",
"1 600 \n",
"24 573 \n",
"14 550 \n",
"5 495 \n",
"35 494 \n",
"32 476 \n",
"4 460 \n",
"36 455 \n",
"30 400 \n",
"37 316 \n",
"46 278 \n",
"17 276 \n",
"38 271 \n",
"15 264 \n",
"25 263 \n",
"39 245 \n",
"7 242 \n",
"6 196 \n",
"26 173 \n",
"8 161 \n",
"27 90 \n",
"\n",
"[29 rows x 25 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_gg20y.sort_values(by='2019', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>local</th>\n",
" <th>pais</th>\n",
" <th>tipo</th>\n",
" <th>on</th>\n",
" <th>lat</th>\n",
" <th>lng</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
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" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" <th>2019</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ACOMINAS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.54</td>\n",
" <td>-43.74</td>\n",
" <td>0</td>\n",
" <td>740</td>\n",
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" <td>3126</td>\n",
" <td>3126</td>\n",
" <td>3126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ARACARIGUAMA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-23.44</td>\n",
" <td>-47.09</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" <td>600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>COSIGUA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-22.89</td>\n",
" <td>-43.75</td>\n",
" <td>1510</td>\n",
" <td>1510</td>\n",
" <td>1320</td>\n",
" <td>1320</td>\n",
" <td>...</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1350</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" <td>1414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DIVINOPOLIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-20.15</td>\n",
" <td>-44.88</td>\n",
" <td>456</td>\n",
" <td>456</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>...</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>518</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" <td>460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>RIOGRANDENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-29.81</td>\n",
" <td>-51.17</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>...</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>500</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>BARAO COCAIS</td>\n",
" <td>Brazil</td>\n",
" <td>BF</td>\n",
" <td>OB</td>\n",
" <td>-19.94</td>\n",
" <td>-43.48</td>\n",
" <td>198</td>\n",
" <td>198</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" <td>196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ACONORTE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-8.07</td>\n",
" <td>-34.98</td>\n",
" <td>270</td>\n",
" <td>270</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>...</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>160</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" <td>242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>CEARENSE</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OB</td>\n",
" <td>-3.85</td>\n",
" <td>-38.61</td>\n",
" <td>120</td>\n",
" <td>120</td>\n",
" <td>110</td>\n",
" <td>110</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" <td>161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>JACKSONMI</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>42.31</td>\n",
" <td>-84.43</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>255</td>\n",
" <td>255</td>\n",
" <td>280</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" <td>276</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>MOGI</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-23.52</td>\n",
" <td>-46.16</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" <td>264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>FORTH SMITH</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>35.31</td>\n",
" <td>-94.37</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>495</td>\n",
" <td>463</td>\n",
" <td>463</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" <td>550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>CHARQUEADAS</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-29.96</td>\n",
" <td>-51.62</td>\n",
" <td>380</td>\n",
" <td>380</td>\n",
" <td>390</td>\n",
" <td>390</td>\n",
" <td>...</td>\n",
" <td>470</td>\n",
" <td>470</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>615</td>\n",
" <td>615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>PINDA</td>\n",
" <td>Brazil</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>-22.90</td>\n",
" <td>-45.35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>690</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" <td>1188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>MONROE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>OE</td>\n",
" <td>41.89</td>\n",
" <td>-83.36</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>490</td>\n",
" <td>690</td>\n",
" <td>690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>CARTESVILLE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>34.24</td>\n",
" <td>-84.80</td>\n",
" <td>0</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>581</td>\n",
" <td>...</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>580</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" <td>610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>MANITOBA</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>50.13</td>\n",
" <td>-96.91</td>\n",
" <td>300</td>\n",
" <td>299</td>\n",
" <td>299</td>\n",
" <td>327</td>\n",
" <td>...</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>360</td>\n",
" <td>282</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>CHARLOTTE</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>35.34</td>\n",
" <td>-80.83</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>363</td>\n",
" <td>318</td>\n",
" <td>...</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>325</td>\n",
" <td>281</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" <td>316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>ST PAUL</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>44.89</td>\n",
" <td>-93.01</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>499</td>\n",
" <td>...</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>420</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" <td>455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>JACKSON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>42.20</td>\n",
" <td>-84.36</td>\n",
" <td>499</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>544</td>\n",
" <td>...</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>540</td>\n",
" <td>467</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" <td>494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>WHITBY</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>43.86</td>\n",
" <td>-78.91</td>\n",
" <td>0</td>\n",
" <td>998</td>\n",
" <td>998</td>\n",
" <td>726</td>\n",
" <td>...</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>730</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>840</td>\n",
" <td>788</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" <td>775</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>CAMBRIDGE</td>\n",
" <td>Canada</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>43.37</td>\n",
" <td>-80.28</td>\n",
" <td>280</td>\n",
" <td>295</td>\n",
" <td>295</td>\n",
" <td>290</td>\n",
" <td>...</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>290</td>\n",
" <td>278</td>\n",
" <td>278</td>\n",
" <td>278</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>MIDLOTHIAN</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>32.46</td>\n",
" <td>-97.03</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1400</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1449</td>\n",
" <td>1408</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" <td>1411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>MEXICO</td>\n",
" <td>Mexico</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>19.63</td>\n",
" <td>-99.18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>430</td>\n",
" <td>430</td>\n",
" <td>450</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" <td>400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>WILTON</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>41.58</td>\n",
" <td>-91.05</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>295</td>\n",
" <td>...</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>345</td>\n",
" <td>245</td>\n",
" <td>245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>PETERSBURG</td>\n",
" <td>United States of America</td>\n",
" <td>EAF</td>\n",
" <td>ON</td>\n",
" <td>37.19</td>\n",
" <td>-77.45</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>1000</td>\n",
" <td>700</td>\n",
" <td>700</td>\n",
" <td>562</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" <td>476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>URUGUAI</td>\n",
" <td>Uruguay</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-34.81</td>\n",
" <td>-56.10</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>...</td>\n",
" <td>80</td>\n",
" <td>80</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" <td>90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>VENEZUELA</td>\n",
" <td>Venezuela</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>10.20</td>\n",
" <td>-71.28</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>170</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" <td>173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>ARGENTINA</td>\n",
" <td>Argentina</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-32.99</td>\n",
" <td>-60.75</td>\n",
" <td>75</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>240</td>\n",
" <td>240</td>\n",
" <td>250</td>\n",
" <td>255</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>PERU</td>\n",
" <td>Peru</td>\n",
" <td>EAF</td>\n",
" <td>OS</td>\n",
" <td>-9.06</td>\n",
" <td>-78.60</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>1020</td>\n",
" <td>520</td>\n",
" <td>520</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" <td>573</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>29 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" local pais tipo on lat lng 2001 2002 \\\n",
"0 ACOMINAS Brazil BF OB -20.54 -43.74 0 740 \n",
"1 ARACARIGUAMA Brazil EAF OB -23.44 -47.09 0 0 \n",
"3 COSIGUA Brazil EAF OB -22.89 -43.75 1510 1510 \n",
"4 DIVINOPOLIS Brazil BF OB -20.15 -44.88 456 456 \n",
"5 RIOGRANDENSE Brazil EAF OB -29.81 -51.17 470 470 \n",
"6 BARAO COCAIS Brazil BF OB -19.94 -43.48 198 198 \n",
"7 ACONORTE Brazil EAF OB -8.07 -34.98 270 270 \n",
"8 CEARENSE Brazil EAF OB -3.85 -38.61 120 120 \n",
"17 JACKSONMI United States of America EAF OE 42.31 -84.43 0 0 \n",
"15 MOGI Brazil EAF OE -23.52 -46.16 0 0 \n",
"14 FORTH SMITH United States of America EAF OE 35.31 -94.37 0 0 \n",
"12 CHARQUEADAS Brazil EAF OE -29.96 -51.62 380 380 \n",
"11 PINDA Brazil EAF OE -22.90 -45.35 0 0 \n",
"13 MONROE United States of America EAF OE 41.89 -83.36 0 0 \n",
"34 CARTESVILLE United States of America EAF ON 34.24 -84.80 0 544 \n",
"38 MANITOBA Canada EAF ON 50.13 -96.91 300 299 \n",
"37 CHARLOTTE United States of America EAF ON 35.34 -80.83 363 363 \n",
"36 ST PAUL United States of America EAF ON 44.89 -93.01 0 0 \n",
"35 JACKSON United States of America EAF ON 42.20 -84.36 499 544 \n",
"33 WHITBY Canada EAF ON 43.86 -78.91 0 998 \n",
"46 CAMBRIDGE Canada EAF ON 43.37 -80.28 280 295 \n",
"31 MIDLOTHIAN United States of America EAF ON 32.46 -97.03 0 0 \n",
"30 MEXICO Mexico EAF ON 19.63 -99.18 0 0 \n",
"39 WILTON United States of America EAF ON 41.58 -91.05 0 0 \n",
"32 PETERSBURG United States of America EAF ON 37.19 -77.45 0 0 \n",
"27 URUGUAI Uruguay EAF OS -34.81 -56.10 72 72 \n",
"26 VENEZUELA Venezuela EAF OS 10.20 -71.28 0 0 \n",
"25 ARGENTINA Argentina EAF OS -32.99 -60.75 75 0 \n",
"24 PERU Peru EAF OS -9.06 -78.60 0 0 \n",
"\n",
" 2003 2004 ... 2010 2011 2012 2013 2014 2015 2016 2017 2018 \\\n",
"0 655 655 ... 1070 1070 1070 2050 2026 2026 3126 3126 3126 \n",
"1 0 0 ... 610 610 610 600 600 600 600 600 600 \n",
"3 1320 1320 ... 1350 1350 1350 1414 1414 1414 1414 1414 1414 \n",
"4 550 550 ... 520 520 520 518 460 460 460 460 460 \n",
"5 400 400 ... 500 500 500 495 495 495 495 495 495 \n",
"6 200 200 ... 200 200 200 196 196 196 196 196 196 \n",
"7 240 240 ... 160 160 160 242 242 242 242 242 242 \n",
"8 110 110 ... 240 240 240 161 161 161 161 161 161 \n",
"17 0 0 ... 255 255 280 276 276 276 276 276 276 \n",
"15 0 0 ... 0 0 200 200 264 264 264 264 264 \n",
"14 0 0 ... 495 495 495 463 463 550 550 550 550 \n",
"12 390 390 ... 470 470 465 465 465 465 465 465 615 \n",
"11 0 0 ... 910 910 690 1188 1188 1188 1188 1188 1188 \n",
"13 0 0 ... 490 490 490 490 490 490 490 490 690 \n",
"34 544 581 ... 580 580 580 580 580 580 580 610 610 \n",
"38 299 327 ... 360 360 360 360 360 360 282 271 271 \n",
"37 363 318 ... 330 330 330 325 325 325 281 316 316 \n",
"36 0 499 ... 420 420 420 420 420 420 420 455 455 \n",
"35 544 544 ... 540 540 540 540 540 540 467 494 494 \n",
"33 998 726 ... 730 730 730 840 840 840 788 775 775 \n",
"46 295 290 ... 290 290 290 290 290 290 290 278 278 \n",
"31 0 0 ... 1400 1400 1400 1449 1449 1449 1408 1411 1411 \n",
"30 0 0 ... 430 430 450 400 400 400 400 400 400 \n",
"39 0 295 ... 320 320 320 320 320 320 320 345 245 \n",
"32 0 0 ... 1000 1000 1000 1000 700 700 562 476 476 \n",
"27 72 72 ... 80 80 90 90 90 90 90 90 90 \n",
"26 0 0 ... 200 200 200 170 170 170 170 173 173 \n",
"25 0 0 ... 240 240 250 255 263 263 263 263 263 \n",
"24 0 0 ... 960 960 960 1020 520 520 573 573 573 \n",
"\n",
" 2019 \n",
"0 3126 \n",
"1 600 \n",
"3 1414 \n",
"4 460 \n",
"5 495 \n",
"6 196 \n",
"7 242 \n",
"8 161 \n",
"17 276 \n",
"15 264 \n",
"14 550 \n",
"12 615 \n",
"11 1188 \n",
"13 690 \n",
"34 610 \n",
"38 271 \n",
"37 316 \n",
"36 455 \n",
"35 494 \n",
"33 775 \n",
"46 278 \n",
"31 1411 \n",
"30 400 \n",
"39 245 \n",
"32 476 \n",
"27 90 \n",
"26 173 \n",
"25 263 \n",
"24 573 \n",
"\n",
"[29 rows x 25 columns]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_gg20y.sort_values(by='on')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python",
"language": "python",
"name": "conda-env-python-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"version": "3.6.10"
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"widgets": {
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