plt-np-pd_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c58f41cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9abed871",
   "metadata": {},
   "outputs": [],
   "source": [
    "covid = pd.read_csv('D:\\\\vishal data\\\\csv file\\\\covid.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "da76603e",
   "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>No</th>\n",
       "      <th>state</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>active</th>\n",
       "      <th>passive</th>\n",
       "      <th>deaths</th>\n",
       "      <th>dose1</th>\n",
       "      <th>dose2</th>\n",
       "      <th>dose3</th>\n",
       "      <th>precaution_dose</th>\n",
       "      <th>total_doses</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Andaman and Nicobar</td>\n",
       "      <td>10742</td>\n",
       "      <td>74</td>\n",
       "      <td>10612</td>\n",
       "      <td>67</td>\n",
       "      <td>313284</td>\n",
       "      <td>320383</td>\n",
       "      <td>236936</td>\n",
       "      <td>53427</td>\n",
       "      <td>991263</td>\n",
       "      <td>426251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>2339067</td>\n",
       "      <td>88</td>\n",
       "      <td>2324331</td>\n",
       "      <td>68</td>\n",
       "      <td>40643161</td>\n",
       "      <td>43549055</td>\n",
       "      <td>11703273</td>\n",
       "      <td>6579565</td>\n",
       "      <td>110556756</td>\n",
       "      <td>52883163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Arunachal Pradesh</td>\n",
       "      <td>66890</td>\n",
       "      <td>53</td>\n",
       "      <td>66594</td>\n",
       "      <td>77</td>\n",
       "      <td>860442</td>\n",
       "      <td>747177</td>\n",
       "      <td>72403</td>\n",
       "      <td>58618</td>\n",
       "      <td>1911760</td>\n",
       "      <td>1528296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Assam</td>\n",
       "      <td>746100</td>\n",
       "      <td>57</td>\n",
       "      <td>738065</td>\n",
       "      <td>91</td>\n",
       "      <td>22549957</td>\n",
       "      <td>20561790</td>\n",
       "      <td>2082670</td>\n",
       "      <td>1259853</td>\n",
       "      <td>50284713</td>\n",
       "      <td>34586234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bihar</td>\n",
       "      <td>851379</td>\n",
       "      <td>96</td>\n",
       "      <td>839062</td>\n",
       "      <td>85</td>\n",
       "      <td>62944633</td>\n",
       "      <td>59144387</td>\n",
       "      <td>11983504</td>\n",
       "      <td>3868082</td>\n",
       "      <td>157197041</td>\n",
       "      <td>119461013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>99348</td>\n",
       "      <td>56</td>\n",
       "      <td>98161</td>\n",
       "      <td>91</td>\n",
       "      <td>1089254</td>\n",
       "      <td>917701</td>\n",
       "      <td>48480</td>\n",
       "      <td>63046</td>\n",
       "      <td>2282281</td>\n",
       "      <td>1182104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Chhattisgarh</td>\n",
       "      <td>1177749</td>\n",
       "      <td>91</td>\n",
       "      <td>1163597</td>\n",
       "      <td>59</td>\n",
       "      <td>18955635</td>\n",
       "      <td>18534989</td>\n",
       "      <td>5737679</td>\n",
       "      <td>1804891</td>\n",
       "      <td>49148991</td>\n",
       "      <td>28566990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Dadra and Nagar Haveli and Daman and Diu</td>\n",
       "      <td>11591</td>\n",
       "      <td>59</td>\n",
       "      <td>11587</td>\n",
       "      <td>51</td>\n",
       "      <td>730746</td>\n",
       "      <td>594929</td>\n",
       "      <td>136967</td>\n",
       "      <td>22486</td>\n",
       "      <td>1578492</td>\n",
       "      <td>657391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>2007188</td>\n",
       "      <td>96</td>\n",
       "      <td>1980632</td>\n",
       "      <td>72</td>\n",
       "      <td>16600054</td>\n",
       "      <td>14348835</td>\n",
       "      <td>2312803</td>\n",
       "      <td>1053393</td>\n",
       "      <td>37366540</td>\n",
       "      <td>18802494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Goa</td>\n",
       "      <td>259079</td>\n",
       "      <td>86</td>\n",
       "      <td>255040</td>\n",
       "      <td>77</td>\n",
       "      <td>1354828</td>\n",
       "      <td>1224173</td>\n",
       "      <td>60838</td>\n",
       "      <td>76559</td>\n",
       "      <td>2872582</td>\n",
       "      <td>1542750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Gujarat</td>\n",
       "      <td>1277557</td>\n",
       "      <td>86</td>\n",
       "      <td>1266473</td>\n",
       "      <td>86</td>\n",
       "      <td>49314588</td>\n",
       "      <td>49428283</td>\n",
       "      <td>13459618</td>\n",
       "      <td>5938121</td>\n",
       "      <td>127793995</td>\n",
       "      <td>63907200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Haryana</td>\n",
       "      <td>1056602</td>\n",
       "      <td>71</td>\n",
       "      <td>1045845</td>\n",
       "      <td>99</td>\n",
       "      <td>21955717</td>\n",
       "      <td>18732346</td>\n",
       "      <td>1255308</td>\n",
       "      <td>701811</td>\n",
       "      <td>45457359</td>\n",
       "      <td>27388008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Himachal Pradesh</td>\n",
       "      <td>312644</td>\n",
       "      <td>95</td>\n",
       "      <td>308408</td>\n",
       "      <td>50</td>\n",
       "      <td>6041658</td>\n",
       "      <td>5780254</td>\n",
       "      <td>1485328</td>\n",
       "      <td>823689</td>\n",
       "      <td>15278680</td>\n",
       "      <td>7316708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Jammu and Kashmir</td>\n",
       "      <td>479410</td>\n",
       "      <td>100</td>\n",
       "      <td>474608</td>\n",
       "      <td>65</td>\n",
       "      <td>9941757</td>\n",
       "      <td>10386967</td>\n",
       "      <td>930096</td>\n",
       "      <td>669871</td>\n",
       "      <td>24738045</td>\n",
       "      <td>14046258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Jharkhand</td>\n",
       "      <td>442570</td>\n",
       "      <td>53</td>\n",
       "      <td>437236</td>\n",
       "      <td>63</td>\n",
       "      <td>21300448</td>\n",
       "      <td>16046070</td>\n",
       "      <td>1306687</td>\n",
       "      <td>664308</td>\n",
       "      <td>43689818</td>\n",
       "      <td>37329128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Karnataka</td>\n",
       "      <td>4071893</td>\n",
       "      <td>53</td>\n",
       "      <td>4030311</td>\n",
       "      <td>80</td>\n",
       "      <td>50016690</td>\n",
       "      <td>50455767</td>\n",
       "      <td>5727031</td>\n",
       "      <td>4726542</td>\n",
       "      <td>120928298</td>\n",
       "      <td>66165886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>6828245</td>\n",
       "      <td>58</td>\n",
       "      <td>6755304</td>\n",
       "      <td>94</td>\n",
       "      <td>27013745</td>\n",
       "      <td>23791879</td>\n",
       "      <td>854595</td>\n",
       "      <td>2215656</td>\n",
       "      <td>57477992</td>\n",
       "      <td>35330888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Ladakh</td>\n",
       "      <td>29412</td>\n",
       "      <td>67</td>\n",
       "      <td>29178</td>\n",
       "      <td>74</td>\n",
       "      <td>219564</td>\n",
       "      <td>186942</td>\n",
       "      <td>68766</td>\n",
       "      <td>53990</td>\n",
       "      <td>564943</td>\n",
       "      <td>307204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Lakshadweep</td>\n",
       "      <td>11415</td>\n",
       "      <td>97</td>\n",
       "      <td>11363</td>\n",
       "      <td>61</td>\n",
       "      <td>56908</td>\n",
       "      <td>55992</td>\n",
       "      <td>15757</td>\n",
       "      <td>6949</td>\n",
       "      <td>145008</td>\n",
       "      <td>72210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Madhya Pradesh</td>\n",
       "      <td>1054918</td>\n",
       "      <td>60</td>\n",
       "      <td>1044138</td>\n",
       "      <td>81</td>\n",
       "      <td>54140166</td>\n",
       "      <td>54035268</td>\n",
       "      <td>9854998</td>\n",
       "      <td>3787239</td>\n",
       "      <td>133590886</td>\n",
       "      <td>82342793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Maharashtra</td>\n",
       "      <td>8136588</td>\n",
       "      <td>81</td>\n",
       "      <td>7988008</td>\n",
       "      <td>57</td>\n",
       "      <td>84644083</td>\n",
       "      <td>71593498</td>\n",
       "      <td>5022623</td>\n",
       "      <td>4450343</td>\n",
       "      <td>177678317</td>\n",
       "      <td>120837347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Manipur</td>\n",
       "      <td>139922</td>\n",
       "      <td>66</td>\n",
       "      <td>137773</td>\n",
       "      <td>89</td>\n",
       "      <td>1463998</td>\n",
       "      <td>1225599</td>\n",
       "      <td>114004</td>\n",
       "      <td>165096</td>\n",
       "      <td>3265933</td>\n",
       "      <td>3008546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Meghalaya</td>\n",
       "      <td>96783</td>\n",
       "      <td>86</td>\n",
       "      <td>95158</td>\n",
       "      <td>52</td>\n",
       "      <td>1332102</td>\n",
       "      <td>1024902</td>\n",
       "      <td>30706</td>\n",
       "      <td>56987</td>\n",
       "      <td>2621058</td>\n",
       "      <td>3276323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Mizoram</td>\n",
       "      <td>238964</td>\n",
       "      <td>77</td>\n",
       "      <td>238238</td>\n",
       "      <td>99</td>\n",
       "      <td>785749</td>\n",
       "      <td>668814</td>\n",
       "      <td>79573</td>\n",
       "      <td>67619</td>\n",
       "      <td>1790818</td>\n",
       "      <td>1205974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Nagaland</td>\n",
       "      <td>35986</td>\n",
       "      <td>67</td>\n",
       "      <td>35204</td>\n",
       "      <td>51</td>\n",
       "      <td>837775</td>\n",
       "      <td>684306</td>\n",
       "      <td>26060</td>\n",
       "      <td>43640</td>\n",
       "      <td>1737554</td>\n",
       "      <td>2189297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Odisha</td>\n",
       "      <td>1336552</td>\n",
       "      <td>91</td>\n",
       "      <td>1327256</td>\n",
       "      <td>62</td>\n",
       "      <td>31453659</td>\n",
       "      <td>29949756</td>\n",
       "      <td>9995330</td>\n",
       "      <td>3199384</td>\n",
       "      <td>81445474</td>\n",
       "      <td>45429399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Puducherry</td>\n",
       "      <td>175508</td>\n",
       "      <td>94</td>\n",
       "      <td>173528</td>\n",
       "      <td>68</td>\n",
       "      <td>912901</td>\n",
       "      <td>801853</td>\n",
       "      <td>303475</td>\n",
       "      <td>106956</td>\n",
       "      <td>2272617</td>\n",
       "      <td>1397707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Punjab</td>\n",
       "      <td>784205</td>\n",
       "      <td>66</td>\n",
       "      <td>764867</td>\n",
       "      <td>88</td>\n",
       "      <td>22352681</td>\n",
       "      <td>19602907</td>\n",
       "      <td>799986</td>\n",
       "      <td>1041039</td>\n",
       "      <td>46970300</td>\n",
       "      <td>29611935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Rajasthan</td>\n",
       "      <td>1315455</td>\n",
       "      <td>68</td>\n",
       "      <td>1305714</td>\n",
       "      <td>58</td>\n",
       "      <td>51103054</td>\n",
       "      <td>46510275</td>\n",
       "      <td>4387205</td>\n",
       "      <td>2995864</td>\n",
       "      <td>115325059</td>\n",
       "      <td>78230816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Sikkim</td>\n",
       "      <td>44319</td>\n",
       "      <td>92</td>\n",
       "      <td>43819</td>\n",
       "      <td>99</td>\n",
       "      <td>539927</td>\n",
       "      <td>509134</td>\n",
       "      <td>158276</td>\n",
       "      <td>55637</td>\n",
       "      <td>1360444</td>\n",
       "      <td>671720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Tamil Nadu</td>\n",
       "      <td>3594388</td>\n",
       "      <td>93</td>\n",
       "      <td>3556279</td>\n",
       "      <td>75</td>\n",
       "      <td>56659544</td>\n",
       "      <td>53499923</td>\n",
       "      <td>6033504</td>\n",
       "      <td>3021694</td>\n",
       "      <td>127442647</td>\n",
       "      <td>76481545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Telengana</td>\n",
       "      <td>841324</td>\n",
       "      <td>76</td>\n",
       "      <td>837142</td>\n",
       "      <td>80</td>\n",
       "      <td>29607672</td>\n",
       "      <td>29053708</td>\n",
       "      <td>10525975</td>\n",
       "      <td>2702159</td>\n",
       "      <td>77201709</td>\n",
       "      <td>38472769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Tripura</td>\n",
       "      <td>108034</td>\n",
       "      <td>54</td>\n",
       "      <td>107094</td>\n",
       "      <td>75</td>\n",
       "      <td>2658852</td>\n",
       "      <td>2328613</td>\n",
       "      <td>271434</td>\n",
       "      <td>204733</td>\n",
       "      <td>5916312</td>\n",
       "      <td>4057847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Uttar Pradesh</td>\n",
       "      <td>2128103</td>\n",
       "      <td>71</td>\n",
       "      <td>2104424</td>\n",
       "      <td>97</td>\n",
       "      <td>154058287</td>\n",
       "      <td>147716010</td>\n",
       "      <td>35623544</td>\n",
       "      <td>9240735</td>\n",
       "      <td>390639497</td>\n",
       "      <td>228959599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Uttarakhand</td>\n",
       "      <td>449379</td>\n",
       "      <td>56</td>\n",
       "      <td>441600</td>\n",
       "      <td>50</td>\n",
       "      <td>8180312</td>\n",
       "      <td>7940592</td>\n",
       "      <td>1346150</td>\n",
       "      <td>867047</td>\n",
       "      <td>20051714</td>\n",
       "      <td>11090425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>West Bengal</td>\n",
       "      <td>2118606</td>\n",
       "      <td>83</td>\n",
       "      <td>2097016</td>\n",
       "      <td>63</td>\n",
       "      <td>67300236</td>\n",
       "      <td>61593452</td>\n",
       "      <td>10257324</td>\n",
       "      <td>5491943</td>\n",
       "      <td>155962840</td>\n",
       "      <td>97694960</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    No                                     state  confirmed  active  passive  \\\n",
       "0    1                       Andaman and Nicobar      10742      74    10612   \n",
       "1    2                            Andhra Pradesh    2339067      88  2324331   \n",
       "2    3                         Arunachal Pradesh      66890      53    66594   \n",
       "3    4                                     Assam     746100      57   738065   \n",
       "4    5                                     Bihar     851379      96   839062   \n",
       "5    6                                Chandigarh      99348      56    98161   \n",
       "6    7                              Chhattisgarh    1177749      91  1163597   \n",
       "7    8  Dadra and Nagar Haveli and Daman and Diu      11591      59    11587   \n",
       "8    9                                     Delhi    2007188      96  1980632   \n",
       "9   10                                       Goa     259079      86   255040   \n",
       "10  11                                   Gujarat    1277557      86  1266473   \n",
       "11  12                                   Haryana    1056602      71  1045845   \n",
       "12  13                          Himachal Pradesh     312644      95   308408   \n",
       "13  14                         Jammu and Kashmir     479410     100   474608   \n",
       "14  15                                 Jharkhand     442570      53   437236   \n",
       "15  16                                 Karnataka    4071893      53  4030311   \n",
       "16  17                                    Kerala    6828245      58  6755304   \n",
       "17  18                                    Ladakh      29412      67    29178   \n",
       "18  19                               Lakshadweep      11415      97    11363   \n",
       "19  20                            Madhya Pradesh    1054918      60  1044138   \n",
       "20  21                               Maharashtra    8136588      81  7988008   \n",
       "21  22                                   Manipur     139922      66   137773   \n",
       "22  23                                 Meghalaya      96783      86    95158   \n",
       "23  24                                   Mizoram     238964      77   238238   \n",
       "24  25                                  Nagaland      35986      67    35204   \n",
       "25  26                                    Odisha    1336552      91  1327256   \n",
       "26  27                                Puducherry     175508      94   173528   \n",
       "27  28                                    Punjab     784205      66   764867   \n",
       "28  29                                 Rajasthan    1315455      68  1305714   \n",
       "29  30                                    Sikkim      44319      92    43819   \n",
       "30  31                                Tamil Nadu    3594388      93  3556279   \n",
       "31  32                                 Telengana     841324      76   837142   \n",
       "32  33                                   Tripura     108034      54   107094   \n",
       "33  34                             Uttar Pradesh    2128103      71  2104424   \n",
       "34  35                               Uttarakhand     449379      56   441600   \n",
       "35  36                               West Bengal    2118606      83  2097016   \n",
       "\n",
       "    deaths      dose1      dose2     dose3  precaution_dose  total_doses  \\\n",
       "0       67     313284     320383    236936            53427       991263   \n",
       "1       68   40643161   43549055  11703273          6579565    110556756   \n",
       "2       77     860442     747177     72403            58618      1911760   \n",
       "3       91   22549957   20561790   2082670          1259853     50284713   \n",
       "4       85   62944633   59144387  11983504          3868082    157197041   \n",
       "5       91    1089254     917701     48480            63046      2282281   \n",
       "6       59   18955635   18534989   5737679          1804891     49148991   \n",
       "7       51     730746     594929    136967            22486      1578492   \n",
       "8       72   16600054   14348835   2312803          1053393     37366540   \n",
       "9       77    1354828    1224173     60838            76559      2872582   \n",
       "10      86   49314588   49428283  13459618          5938121    127793995   \n",
       "11      99   21955717   18732346   1255308           701811     45457359   \n",
       "12      50    6041658    5780254   1485328           823689     15278680   \n",
       "13      65    9941757   10386967    930096           669871     24738045   \n",
       "14      63   21300448   16046070   1306687           664308     43689818   \n",
       "15      80   50016690   50455767   5727031          4726542    120928298   \n",
       "16      94   27013745   23791879    854595          2215656     57477992   \n",
       "17      74     219564     186942     68766            53990       564943   \n",
       "18      61      56908      55992     15757             6949       145008   \n",
       "19      81   54140166   54035268   9854998          3787239    133590886   \n",
       "20      57   84644083   71593498   5022623          4450343    177678317   \n",
       "21      89    1463998    1225599    114004           165096      3265933   \n",
       "22      52    1332102    1024902     30706            56987      2621058   \n",
       "23      99     785749     668814     79573            67619      1790818   \n",
       "24      51     837775     684306     26060            43640      1737554   \n",
       "25      62   31453659   29949756   9995330          3199384     81445474   \n",
       "26      68     912901     801853    303475           106956      2272617   \n",
       "27      88   22352681   19602907    799986          1041039     46970300   \n",
       "28      58   51103054   46510275   4387205          2995864    115325059   \n",
       "29      99     539927     509134    158276            55637      1360444   \n",
       "30      75   56659544   53499923   6033504          3021694    127442647   \n",
       "31      80   29607672   29053708  10525975          2702159     77201709   \n",
       "32      75    2658852    2328613    271434           204733      5916312   \n",
       "33      97  154058287  147716010  35623544          9240735    390639497   \n",
       "34      50    8180312    7940592   1346150           867047     20051714   \n",
       "35      63   67300236   61593452  10257324          5491943    155962840   \n",
       "\n",
       "    population  \n",
       "0       426251  \n",
       "1     52883163  \n",
       "2      1528296  \n",
       "3     34586234  \n",
       "4    119461013  \n",
       "5      1182104  \n",
       "6     28566990  \n",
       "7       657391  \n",
       "8     18802494  \n",
       "9      1542750  \n",
       "10    63907200  \n",
       "11    27388008  \n",
       "12     7316708  \n",
       "13    14046258  \n",
       "14    37329128  \n",
       "15    66165886  \n",
       "16    35330888  \n",
       "17      307204  \n",
       "18       72210  \n",
       "19    82342793  \n",
       "20   120837347  \n",
       "21     3008546  \n",
       "22     3276323  \n",
       "23     1205974  \n",
       "24     2189297  \n",
       "25    45429399  \n",
       "26     1397707  \n",
       "27    29611935  \n",
       "28    78230816  \n",
       "29      671720  \n",
       "30    76481545  \n",
       "31    38472769  \n",
       "32     4057847  \n",
       "33   228959599  \n",
       "34    11090425  \n",
       "35    97694960  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "38281f21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(covid['No'], covid['active'], c = 'g', s = 30)\n",
    "plt.scatter(covid['No'], covid['deaths'], c = 'r', s = 15)\n",
    "\n",
    "plt.title('Scatter', size = 30)\n",
    "plt.xlabel('state_no', size = 15, c = 'm')\n",
    "plt.ylabel('active, \\n deaths', size = 15, c = 'r')\n",
    "plt.grid()\n",
    "\n",
    "#pie\n",
    "plt.subplot(1,2,2)\n",
    "plt.pie(covid['active'], labels = covid['No'])\n",
    "plt.legend(title = 'state')\n",
    "plt.title('Pie_Charts', size = 30)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3cf46fde",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter\n",
    "plt.subplot(2,2,1)\n",
    "plt.scatter(covid['No'], covid['active'], c = 'g', s = 30)\n",
    "plt.scatter(covid['No'], covid['deaths'], c = 'r', s = 15)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.title('Scatter', size = 30)\n",
    "plt.xlabel('state_no', size = 15, c = 'm')\n",
    "plt.ylabel('active, \\n deaths', size = 15, c = 'r')\n",
    "\n",
    "#pie\n",
    "plt.subplot(2,2,2)\n",
    "plt.pie(covid['active'], labels = covid['No'])\n",
    "plt.legend(title = 'state')\n",
    "plt.title('Pie_Charts', size = 30)\n",
    "\n",
    "#Bar\n",
    "plt.subplot(2,2,3)\n",
    "plt.bar(covid['No'], covid['active'], width = 0.2)\n",
    "plt.xlabel('state_no', size = 15, c = 'm')\n",
    "plt.ylabel('active, \\n deaths', size = 15, c = 'r')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aa30e665",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "option \n",
      "1 = active \n",
      "2 = deaths \n",
      "3 = dose1 \n",
      "4 = dose2 \n",
      "5 = dose3\n",
      "enter your option1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "option = 'option \\n1 = active \\n2 = deaths \\n3 = dose1 \\n4 = dose2 \\n5 = dose3'\n",
    "print(option)\n",
    "check = int(input('enter your option'))\n",
    "\n",
    "if check == 1:\n",
    "    plt.scatter(covid['No'], covid['active'], c = 'g', s = 30)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('active', size = 15, c = 'r')\n",
    "    plt.grid()\n",
    "\n",
    "elif check == 2:\n",
    "    plt.scatter(covid['No'], covid['deaths'], c = 'r', s = 15)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('deaths', size = 15, c = 'r')\n",
    "    plt.grid()\n",
    "\n",
    "elif check == 3:\n",
    "    plt.scatter(covid['No'], covid['dose1'], c = 'r', s = 15)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('dose1', size = 15, c = 'r')\n",
    "    plt.grid()\n",
    "\n",
    "elif check == 4:\n",
    "    plt.scatter(covid['No'], covid['dose2'], c = 'r', s = 15)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('dose2', size = 15, c = 'r')\n",
    "    plt.grid()\n",
    "\n",
    "elif check == 5:\n",
    "    plt.scatter(covid['No'], covid['dose3'], c = 'r', s = 15)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('dose3', size = 15, c = 'r')\n",
    "    plt.grid()\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c37fdfe0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 = scatter \n",
      "2 = pie \n",
      "3 = bar\n",
      "enter your option graph1\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAHeCAYAAACopR66AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACNOklEQVR4nO2deXxU1d3/3zOThYQJQWUJIWERwbpEELUKUYO2oLRutbZabcVqxS62JXaxKtQoiFqfSv1Vn7Zp+6h91NZaC09rSxU1xEsCsoRAWAUMSwhhDdnXmfP74yaXTDZmJrPcO/f7fr3mlZlzv3Pv+XzPuWe+uWdzKKUUgiAIgiAIQkhxRjsDgiAIgiAIsYgEWYIgCIIgCGFAgixBEARBEIQwIEGWIAiCIAhCGJAgSxAEQRAEIQxIkCUIgiAIghAGJMgSBEEQBEEIAxJkCYIgCIIghIG4aGdAEITYo6GhgZKSEnbv3s3JkydpaGhg0KBBpKSkkJGRwbhx45g0aRLx8fHRzqogCELYkCBLEISQ4PV6efPNN/n9739PYWEhXq+3X/vExEQuuugirr76aq677jquvvpqEhMTI5RbQRCE8CPdhYIgDJjt27czbdo07rzzTgoKCk4bYAG0tLSwbt06fvnLXzJr1iyWL18egZxGh5UrV+JwOIxXXl5ewOcYN26c8f1x48aFPI+CIIQeeZIlCMKAKC0t5XOf+xwnTpzwSXc6nUycOJGJEycyZMgQWltbOXHiBDt27KCysjJKuRUEQYgcEmQJghA0DQ0N3HjjjT4B1pAhQ3j44Ye59957SUtL6/V7VVVVvPfeeyxdupTly5fT0tISqSwLgiBEDAmyBEEIml/84hdUVFQYn0eMGMHKlSs577zz+v1eWload999N3fffTdHjx4lPz+fYcOGhTu7giAIEUWCLEEQguaNN97w+fz888+fNsDqzvDhw3nsscdCmS1BEARTIAPfBUEIikOHDrF7927jc3x8PLfddlsUcyQIgmAu5EmWIAhB0X3w+rBhwyK+BENzczNr1qxh//79HDt2jKamJlJSUhg7diwXXnghEyZMCPichw8fZtu2bezZs4eTJ0/S2trK0KFDGTZsGJdccklQ5zQzzc3NrF69mv3793P06FGUUgwfPpxzzjmHK664gri40P5M7Nu3j40bN3Lo0CFOnDjB0KFD+dKXvkR6enpIryMIpkAJgiAEwZo1axRgvJKTk1V7e3tErv3uu++qmTNnqsTERJ88dH9lZGSo733ve2rz5s19nqu9vV198MEH6jvf+Y6aOHFiv+frPOfixYvVyZMnT5vP052rr1dBQYFSSqk5c+YE9f05c+acNm9r1qxRN954o0pKSurzPEOGDFEPPPCAOnjwoL9F4/P9nJwcI33p0qVq2rRpyuFw9LjO0qVL/T6/IFgJCbIEQQiKTz/9tMeP5X/+85+wXrOqqkpdc801AQcdXX/su/PLX/4yqEBm3LhxasOGDf3m14xBVkNDg/ra174W0PmSk5PVW2+95VcZdfd7W1ubuu+++/o9vwRZQqwi3YWCIATF+PHjSUtLo6qqykh74IEHWL58ecCD3/1hy5YtXH/99Rw8eNAn3eFwkJWVxdixYxkyZAg1NTXs2bOHnTt3+rUoanebhIQEPvOZz5CRkUFqaioej4ejR4+yadMmn6Uq9u7dy7XXXsuGDRss04V49OhRrr/+ekpKSnzSk5KSuPjii0lPT8flcnHgwAHWrVtHW1sbAI2NjXz1q1/lD3/4A/fee29A1/zxj3/MH//4R+Pzueeey6RJkxg8eDCHDh1i3bp1AxcmCGYl2lGeIAjW5cc//nGPpxIJCQnqrrvuUv/85z9VXV1dSK5z/PhxNX78eJ/rDB48WP385z9XR44c6fU7NTU16vXXX1ezZs1SM2bM6PPczz33nEpLS1MPP/yw+uijj1RbW1uvdh6PR7377rvq4osv9snH5Zdf3ue5y8vLVXl5ufrzn//s850f/vCHxrHeXk1NTUoppY4ePWqkjR492vj+6NGj+/3+0aNHe83/5z73OZ98pKenq//5n/9Rzc3NPeyrq6vVI488opxOp2E/aNAgVVpa2qdepXyfZKWkpBjvv/jFL6pt27b1sK+tre01v4IQC0iQJQhC0Bw9etTnx7/7y+VyqYsuukh961vfUr/73e/Upk2blMfjCfg63bu3Ro0apTZu3Oj39w8dOtTnsYMHD6rW1la/z9Xc3Kyuu+66Xrv3+qKgoMDH/vHHH/f7ep2MHTvW+P7YsWMD/v4vfvELnzxMnTpVHTt27LTfe+utt3zGUV1zzTX92vdWDx544AHl9XoDzrMgWB0JsgRBGBClpaX9BlrdX2eccYa67bbb1LJly/wKbnbs2OHzNMXlcqlVq1ZFQFnfVFZWqvj4eCNP3/rWt/q1j3aQ1djYqIYPH258PzU1VVVWVvr9/e9+97s++e9vLFr38j7vvPNUS0tLQPkVhFhB1skSBGFATJ48mY0bN/Ktb33Lr+n+1dXV/O1vf+OWW27h/PPPZ+nSpf3a/+53v/MZN/X1r3+d7OzsAed7IIwaNYrp06cbn4uLi6OYm9Pz5z//maNHjxqf582bx6hRo/z+/o9+9COfz//4xz/8/u5DDz1EQkKC3/aCEEtIkCUIwoAZPnw4v//979mzZw+LFy9m6tSpOJ2nb152797Nrbfeyg9+8IM+B6l/8MEHPp+//e1vhyTP/tDY2Mjhw4fZt28fe/fu9XmdccYZht2OHTtQSkUsX4GyYsUKn8+33357QN8/++yzGTNmjPFZ0zS/v3vzzTcHdC1BiCVkdqEgCCFjzJgxPPLIIzzyyCPU1NSwevVqNmzYwMaNG/n444999jnsyq9//WuGDBnCokWLfNLr6uooKyszPg8ePJjLLrssLHn3er2sXLmSv/3tb6xbt45t27bR2Njo93dra2tJTU0NS94GyqpVq4z3CQkJJCYmsnfv3oDOceaZZ7J//34A9uzZ49d3MjIyGD58eEDXEYRYQoIsQRDCQmpqKtdffz3XX3+9kbZ7927efPNNfv3rX3P48GEf+6effpo777yT888/30g7fPiwzxOic889F5fLFfK8aprGgw8+yObNm4M+R01NjSmDLK/X67M6f2tr64CXnOi6lEV/jBgxYkDXEQSrI92FgiBEjHPOOYfHHnuM3bt389WvftXnmNfrZcmSJT5px48f9/nctYsuVPztb3/jc5/73IACLOi53pZZqK6uDnne6urq/LJLSUkJ6XUFwWpIkCUIQsRxu928/vrrXHLJJT7p7733Xr/fczgcIc3Hvn37mDNnjrHoJuhPX3Jzc/n73//O5s2bOXbsGI2NjXi9XpQ+IxulFHPmzAlpXsJFa2trtLMgCLZFugsFQYgKcXFx/PCHP+Tuu+820vbv309TUxNJSUmAvul0V/ztpvKXZ5991mfc1Y033sif//xnBg8efNrv1tbWhjQv4eKss87y+Txp0iR27twZpdwIgr2QJ1mCIESNKVOm9Eirrq423o8cOdLn6dUnn3yCx+MJ2fX/7//+z3jvdrt57bXX/AqwAJ9xTmYmISHBp5u1vLzc58mdIAjhQ4IsQRCiRm+D2LsOHne73UyePNn4XF9fz/r160Ny7cbGRp9A6eqrr2bIkCF+fbe5uZmNGzf6fa1QdHMO5Bxd1/Rqa2tj5cqVA86PIAinR4IsQRCixrZt23w+p6am9niS9PnPf97n8+9+97uQXPvkyZM9ru0vb7zxRkBjnRITE30+t7S0+P3d3s4R6Pevu+46n8+///3vA76+IAiBI0GWIAhBUVdXx+7duwd0jvz8fJ/P1157bQ+bb3/72z5PvP73f/+XNWvWDOi60HOm4o4dO/z6Xk1NDQsXLgzoWkOHDvX5fOjQoYC+3/0cx44dC6jL7xvf+IbP9996660ei7wKghB6JMgSBCEojh8/zmc+8xnuvvtutm7dGvD38/LyeqxEfuedd/awmzBhAnfddZfxub29ndtuu81nkdLTUVVV1SMtKSmJiRMnGp83btx42tmNjY2N3HHHHQEv5Hn22Wf7bC1TUFAQ8Lio8847z3jf3t5OQUGB398dOnQoP/nJT3zSbrvtNp9FSv3B4/Hw97//PeQTEAQhZonqzomCIFiW8vJyn42AL730UvXCCy+oLVu2KK/X2+t32tvb1fvvv6+uvfbaHhsJ5+Tk9Hmt6upqdc455/jYu91u9cQTT6ijR4/2+p3a2lr1xhtvqFmzZqkZM2b0ajN//nyfcw4ZMkS99tpryuPx+Nh5vV61YsUKddFFFxm2XTdcBlR5eXm//rrmmmt87K+//nq1bNkytXXrVlVeXu7zampq6vH9V1991ef76enp6qWXXlLr169Xe/bs8fl+bz5pa2tTs2bN8jmHy+VS3/3ud9WOHTv6zHdra6sqKipSP/3pT41NqvvT6m+ZCoIdcChl4g23BEEwLXv37mX8+PG9HktNTeW8885j2LBhDB06lKamJqqqqigrK+t16YPzzz+fDz74gLS0tD6vt23bNq677roeW/M4nU4uuugixowZQ0pKCrW1tezZs4edO3caMxFzcnJ6Hex98uRJLrjggh4zBdPS0rj00ktJTU3lxIkTlJaW+nTx3XXXXcTFxfHqq68aaeXl5YwbN67P/L/zzjvceOONfR7vSkFBATNmzPBJa2pqYtKkSX1uTdSVOXPm8Morr/RIr6mp4Qtf+EKvG1qPHj2aCy+8kDPPPNPYJqiiooIdO3b0eOrWn9auA/T78rsg2IZoR3mCIFiTw4cPqzFjxvR4IhXo66677urzaVR3Dh06pK666qqAr9HfE5WSkhI1YsSIgPLb2tqq5syZE9CTLKWUWrRokXK5XKe9RkFBQa/fX7dunRo9evRpvz9nzpw+89Da2qoeeughv/LR2ys5OVlVVlb2eX5//S4IdkDGZAmCEBQjRoxg3759lJSU8OSTTzJz5ky/l0AYNmwY3/72t1m7di2vvfZaj0VH+yItLY2PPvqIf/7zn+Tk5BAX1/96yuPHjyc3N5ff/va3fdpcfPHFlJaWcvfddxMfH9+rjcPh4Morr+Stt97itdde69PudDz22GNs3ryZn/3sZ1x99dWkpaUZC6/6w6WXXsq2bdv47W9/yy233MI555zDkCFDAtrPMT4+nl/+8pd88sknfOc732HkyJGn/c5ZZ53FrbfeyiuvvMLhw4cZNWqU39cTBDsj3YWCIIQMr9fL3r172bVrF/v376e2tpbGxkaSk5MZMmQIaWlpXHTRRYwdOzYk16urq6OoqIiDBw9y/PhxPB4PQ4YMYcyYMWRlZfXbfdcbJ0+eZNWqVXz66afU19dz5plnGl2HGRkZIcmzGdm+fTubN2/m+PHjnDx5kri4OIYMGUJmZiaf+cxnOPvss0O+pZEg2AEJsgRBEARBEMKAdBcKgiAIgiCEAQmyBEEQBEEQwoAEWYIgCIIgCGFAgixBEARBEIQwIEGWIAiCIAhCGJAgSxAEQRAEIQz0v5KfEDa8Xi+VlZWkpKTI+jOCIAiCYBGUUtTV1ZGeno7T2f+zKgmyokRlZSWZmZnRzoYgCIIgCEFw4MCB0y5SLEFWlEhJSQH0QvJ3KxJBEARBEKJLbW0tmZmZxu94f0iQFSU6uwiHDBkiQZYgCIIgWAx/hvpIkGViWr1eXqioAOCHGRkknKbvN9awu34QH4h+e+sH8YHd9YO1fSB7F0aJ2tpaUlNTqamp6fNJVoPHg1vTAKi/6ioGu1yRzGLUsbt+EB+IfnvrB/GB3fWD+Xzgz+93J/Iky8TEORzMGTnSeG837K4fxAei3976QXxgd/1gbR/Ik6woEUgkLAiCIAiCOQjk99s6HZuCIAiCIAgWQoIsQRAEQRCEMCBBlolp8HgYqmkM1TQaPJ5oZyfi2F0/iA9Ev731g/jA7vrB2j6Qge8mp8ZiFSrU2F0/iA9Ev731g/jA7vrBuj6Qge9Rwp+Bc16l2NPUBMCEpCScFptVMVDsrh/EB6Lf3vpBfGB3/WA+HwQy8F2CrCghswsFQRAEwXrI7MJ++Oijj7jxxhtJT0/H4XCwbNkyn+NKKfLy8khPTycpKYkZM2awdetWH5uWlha+//3vM2zYMAYPHsxNN91ERcdqtIIg9KS+tZ6FhQvJXJKJ60kXmUsyWVi4kPrW+mhnTRAEIWzYLshqaGhg8uTJvPjii70e/8UvfsHzzz/Piy++yLp160hLS2PmzJnU1dUZNvPmzWPp0qX85S9/YdWqVdTX13PDDTfgCXGfcZvXy0sHD/LSwYO0eb0hPbcVsLt+iA0f1LfWk/NKDnmFeVTUVuBVXipqK8grzCPnlZx+A61Y0D8Q7K4fxAd21w/W9oGtuwsdDgdLly7llltuAfSnWOnp6cybN4+HH34Y0J9ajRw5kmeffZYHHniAmpoahg8fzv/+7/9y++23A1BZWUlmZib//ve/ue666/y6dufjxsoTJ0gbOtTYaLLV66VNKeIcDtqVMrYSODx9OoNdLpKcTqM/us3rpVUpXMCgLtsMdM6+8Me20eNBAYOcTlwdtu1eLy1K4QSSgrRt8njwAokOB3Ed+0x5lKLZ6/Xb9nhbGyOLi4FTWyk0ezx4gASHg/hu53UAyV3O25utVymaOm7SrlsztHi9tCtFvMNh7IsViK1SisYO22Sns0d5BmIb53CQ2GHbdTuJ2iuvJCUurk/bTnsIvuxDUU86y7PTdmHhQh4vfBLliAO84G01bB2uQTx25Xwev/qRHvXEASgw9B+dPp0kl6vXOjWQsh9oPelangOtJ93L80hra497IBRlb6U2ous9cPLKK0ntuAcCKXsrtxFKKVJWrQLgRHY2CU6nX2VvpTbidLZ1Ho/PfTDI6ey1PPurU6FsI6S7MEjKy8upqqpi1qxZRlpiYiI5OTkUdxTwhg0baGtr87FJT0/nwgsvNGx6o6WlhdraWp8XQHpxMcfa2gy75w4cwK1pPLhrFy7gtuHDuW34cMavWYNb09jf3GzYvnTwIG5N476dO32uNa7Ddntjo5H2SlUVbk3jjm3bfGzPX7sWt6ZR0uVJ3ZtHj+LWNG7assXH9rING3BrGtrJk0baO8eP49Y0Pr9pk4/t1aWluDWNd6urjbQPq6txaxrTSkp8bGdv3oxb01h67JiRtqa2lpHFxbhdLm4bPpzO6v7lrVtxaxqvHz5s2JbV1+PWNCZ+/LHPeb+xYwduTSP/0CEjbU9TE25NY3S3snpg507cmmZsQgpwqLUVt6YxtKOB6+Sh3btxaxqL9+0z0mra23FrGm5No73L/y2PlZfj1jQeKy830jqDZ7emUdPebqQv3rcPt6bx0O7dRpoL6BzieaT1VHDyQkUFbk3jgW5lP7q4GLemGYNEAfIPHcKtaXxjxw4f24kff4xb0yirP/Uk6fXDh3FrGl/u1kU+ef163JrGmo56C7D02DHcmsbszZt9bKeVlODWND7sKPv8knzUGZfCVcth8gs+tirrORaRzTvHjxtp2smTuDWNyzZs8LkHbt+2Dbem8ebRo4ZtSV0dbk3j/LVrfc57R4ftK1VVRtr2xkbcmsa4NWt8bO/rKPuXDh400vY3N+PWNEYUFfnYPrhrF25N47kDB4y0Y21tRnl25eE9e3BrGk/s3WukNXq9hm3njyjAE3v34tY0Ht6zx+ccnT8sN551lnEPdG0jujKiqCgm2wgXMCw+Xj9XtzbCrWlMXr/e57yx1kbUezzGPfDLjrLv2kYADF21CremcciibQTAux1lf3VpqY/t5zdtYmRxMdOGDDF+C7q2EV25acuWiLUR/iJBVheqOpw9smOPpE5GjhxpHKuqqiIhIYEzzjijT5veePrpp0lNTTVemZmZp83PIJeLty64gLcuuCBQKTFDWkICb11wgc9/THZikMtl/KdnVR9U1lUG/d2u90C0ZxRFkz+ee65ly3+gDHK5uCA5GcB40mMnBjmdxj1gtX37QslPMzMt+Vsg3YVduguLi4vJzs6msrKSUaNGGXb3338/Bw4c4D//+Q9vvPEG3/zmN2lpafE518yZM5kwYQK//e1ve71WS0uLz3dqa2vJzMzst7vQDl0Bp7ON9a4Af7qMrN4VkLkkk4raSnAm0L27EGcC6UMy2ff9T05b9pHqCujPNtLdhZ3lGWw9kTZC2ggrtBH+2PpT9mbsLpTFSLuQlpYG6E+rugZZR44cMZ5upaWl0draSnV1tc/TrCNHjjB9+vQ+z52YmEhiYmKP9MEul3EDgf6fWkIv3+9a4J3EO53ED9A2uRfbOKez14oRiG1SL7Yuh6PXvAVi29t/MYHYOvuwTXQ66V46gdg6+rDtrTwDsYXeyzMU9aS38gxFPelennOnziWvMA+vt7mHrVO18+0pc4wGEcJXT/oqz4HWk77Kc6D1BMJX9tJG9G0rbcQpItVGBGprhjbCX+z37LUfxo8fT1paGitWrDDSWltbKSwsNAKoSy65hPj4eB+bQ4cOsWXLln6DrGBo9HgYXVzM6OJiGi262u1AsLt+iA0f5E7LZUraFJwO3+bG6XAyJW0KudNy+/xuLOgfCHbXD+IDu+sHa/vAdkFWfX09paWllHYMrisvL6e0tJT9+/fjcDiYN28eixcvZunSpWzZsoV77rmH5ORk7rzzTgBSU1O57777+NGPfsQHH3zAxo0b+frXv05WVhaf//znQ5pXBVS2tlLZ2ood+3Ttrh8i5IOiIpg9GzIy9L/dBnsPFHeCm8J7CsnLySNjSAZOh5OMIRnk5eRReE8h7gR3n9+1ex2IOf1B1LWY80GAqNWrT+n/0pdCfn9aAUvXAWUzCgoKFHqZ+bzmzJmjlFLK6/Wqxx9/XKWlpanExER19dVXq7KyMp9zNDU1qQcffFCdeeaZKikpSd1www1q//79AeWjpqZGAaqmpqZPm3avV22srVUba2tVu9cbsFarY3f9SkXAB6tWKRUXp5TLpRTof+Pi9HQTYPc6EFP6g6xrMeWDQFm1SrUnJKiNkyapjRMmqPb4eFPdn5HCbHXAn9/vTmw98D2ayLY6gimYPRtWrICuj+BdLpg5E5Yvj16+hNhD6lrgiM9MiayTJQiCf5SV+TbgoH8uK4tOfoTYRepa4IjPLI/MLjQxbV6vsaDeXSNHGtNM7YLd9UMEfJCVBVVVPf9TzsoK7XWCxO51IKb0B1nXYsoHgZKVRdvRo7x+zTUA3PX++/rMPpPcn5HCynVAugujhD+PG7tuJ9G5pYadsLt+iIAPiopgxgxQSv/xc7nA4YDCQgjxbNlgsHsdiCn9Qda1mPJBoBQV0XD99bj/+U8A6m+4gcEtLaa5PyOF2eqArJMVI7iAL5x5pvHebthdP0TAB9nZsHIlLFqkd0FkZcGCBaZpwO1eB2JKf5B1LaZ8ECjZ2biWL+cLO3dCXR2uGTPg0UdNc39GCivXAXmSFSVk4LsgCIIgWA8Z+C4IgiAIghBlJMgSBEEQBEEIAxJkmZhGj4eJH3/MxI8/ttxWAqHA7vpBfCD67a0fxAd21w/W9oEMfDcxCtjd1GS8txt21w/iA9Fvb/0gPrC7frC2DyTIMjGDnE5WXXyx8d5u2F0/iA9iSX99az1LVi8hvySfyrpK0lPSmTt1LrnTcvvcvzGW9AeL3X1gd/1gbR/I7MIoIbMLBcE+1LfWk/NKDqVVpXiV10h3OpxMSZty2o2yBSFmKCryXcZj/nx9eQ8LIbMLBUEQTMSS1Ut6BFgAXuWltKqUJauXRClnghBBOhekXbECDh7U/86YoafHKBJkmZh2r5e3jhzhrSNHaPd6T/+FGMPu+kF8ECv680vyewRYnXiVl/yS/F6PxYr+gWB3H8SU/kWLTq34D/pfpfT0frCyD2RMlolpUYqvbtsG6FsJ2K2w7K4fxAexor+yrjKo47GifyDY3QcxpT/IDa+t7AMr5dV2OIGc1FTjvd2wu34QH8SK/vSUdCpqK/o93huxon8g2N0HMaU/yE3CrewDGfgeJWTguyDYh4WFC8krzOu1y9DpcJKXk8eCnAVRyJkgRBCTb0jvLzLwXbA89a31LCxcSOaSTFxPushcksnCwoXUt9ZHO2tBEWt6hMDInZbLlLQpOB2+TW7n7MLcablRypkgRJDOTcJnzoTRo/W/FguwAkWeZEUJeZLVN7E23T3W9AjBEcw6WYIgmA95khUjNHk8TFm3jinr1tFksa0EBoIx3d0RB5f8Xn85Eyw73X0g0/ftWgc6iSX97gQ3C3IWcCD3AJ6feziQe4AFOQv6DbBiSX+w2N0HdtcP1vaBBFkmxgtsamhgU0MD1pq0OjBOTXd3gvsc/dVRVfub7m5Wgp2+D/atA52IfnvrB/GB3fWDtX0gswtNzCCnk/cuush4bxeM6ezeVtj841Pvux+3CMFO3wf71oFORL+99YP4wO76wdo+kCDLxLgcDmaeeWa0sxFxTk1390L1hl6PW4lgp++DfetAJ6Lf3vpBfGB3/WBtH1grJBRswdypc3vMwurE6XAyd+rcCOdoYMSaHkEQBME/JMgyMe1eL/86fpx/HT9uua0EBkLndHeHIw7OvEJ/4bTsdPeBTN83Yx2I5HIUZtQfSeyuH8QHdtcP1vaBLOEQJfyZAtrg8eDWNEDfSmCwyxXJLEaV+tZ6ni1+gUXou7Onb/oW354yx7LT3YOdvm+2OhDp5SjMpj/S2F0/iA/srh/M54NAlnCQMVkmxglcmpJivLcT7gQ3j171M/5TWgrARw/uJMnCjUvn9P1AV/U2Wx3wZzmKUK5cbjb9kcbu+kF8YHf9YG0fyJOsKCGLkQpWJHNJZr+D+DOGZHAg90AEcyQIghBZZDFSQRDCwkCWoxAEQbAbEmQJguA3p1s+w2rLawiCIIQTCbJMTJPHQ3ZJCdklJZbbSiAU2F0/mM8HkV6Owmz6I43d9UNkfGDmDdylDljbBzLw3cR4geLaWuO93bC7fjCfD3Kn5bJs57I+ZxeGenmNiOkvKoJFi6CsDLKyYP58yM4O5xX9wmzlHw3C7YPeZsxW1FaQV5jHsp3Lor6Bu9QBa/tAgiwTk+hwsPSCC4z3dsPu+sF8PnAnuCm8pzCo5SiCISL6i4pgxgxQCjweqKqC99+HlSujHmiZrfyjQbh9EOkZs4EidcDaPpDZhVFCZhcKgkmYPRtWrNADrE5cLpg5E5Yvj16+hIggM2aFQJHZhYIgCP5SVuYbYIH+uawsOvkRIorMmBXCiQRZJsajFCurq1lZXY3Hhg8c7a4fxAcR0Z+VpT+56orLpadHGbuXP4TfB2afMSt1wNo+kCDLxDR7vVyzaRPXbNpEs8X2awoFdtcP4oOI6J8/HxyOU4GWy6V/XhC9cTid2L38Ifw+MPsG7lIHrO0DCbJMjAM4PzmZ85OTsdZQv9Bgd/0gPoiI/uxsfZD7zJkwerT+t7AQpk8P1xX9xu7lD+H3wUA2cI8Egeo383IUwWLl+0AGvkcJGfguCIJgDoLdwN1sRHoDd7sSyO+3BFlRQoIsQRAEIZQsLFxIXmFej+UoQA+08nLyorocRawgswsFQRAEwWbkl+T3GmCBvu5Xfkl+hHMkSJBlYpo8HmZu2sTMTZsst5VAKLC7fhAfiH576wfxQSD6Y3U5CivXAVnx3cR4gferq433dsPu+kF8IPrtrR/EB4HoT09J73dh1WgvRxEsVq4DEmSZmESHg9fOO894bzfsrh/EB6Lf3vpBfBCI/rlT5/Y7Jivay1EEi5XrgAx8jxIy8F0QBEHoj0BnPcrswsggswstgARZgiAIQl8EGzDFynIUZkaCLAvgTyF5lKKkrg6AqSkpuCz2mHSg2F0/iA9Ev731g319cGo5BiBlop5Ytwvw2m45BrPVAVnCIUZo9nr5bEkJny0psdxWAqHA7vpBfCD67a0f7OsDYzkGZwJM/a3+ciYA9luOwcp1QAa+mxgHMDYx0XhvN+yuH8QHot/e+sG+Pji13IKC5qpT73scj32sXAekuzBKyJgsQRAEoS8yl2T2uxxDxpAMDuQeiGCOhE6ku1AQ/CQWN1MVBDsTK/f03Klze2xa3YmVl2OwG/IkK0rY7klWUREsWgRlZZCVBfPnQ3Z2VK8j050FIbaIpXs6lrTEGvIkK0Zo9ni4payMW8rKaLbYVgI+FBXBjBmwYgUcPKj/nTFDT++HgPUHeJ0lq5f0aMBAH1RaWlXKktVL/JIXTmKmDgSJ6Le3fgjMB1a4p/3FneCm8J5CHrv6CQZN/i+4YBGjU8eTl5NnuwDLyveBDHw3MR7g/44fN95blkWLQCnovDk8HnC59PTly/v8WsD6A7yOP5upRnuKdMzUgSAR/fbWD4H5wAr3dCC4E9w8fNUjLNQ0AHZ+6WcMdrminKvIY+X7QIIsE5PgcJA/aZLx3rKUlZ0KfDrxePT0fghYf4DXscJmqjFTB4JE9NtbPwTmAyvc04EidcDaPpAgy8TEO53cn27NDT19yMqCqirfAMjl0tP7IWD9AV7HCpupxkwdCBLRb2/9EJgPrHBPB4rUAWv7QMZkCeFn/nxwOPSAB/S/DgcsCPFj+wCvI7N3BCG2kHtaMBsSZPVBXV0d8+bNY+zYsSQlJTF9+nTWrVtnHFdKkZeXR3p6OklJScyYMYOtW7eGNA9epdja0MDWhga8Vp4Emp0NK1fCzJkwerT+t7AQpk/v92sB6w/wOrnTcpmSNqVHo9w5eyd3Wq6fAsNHzNSBIBH99tYPgfnACvd0oEgdsLYPZAmHPrj99tvZsmULv/nNb0hPT+e1115jyZIlbNu2jdGjR/Pss8/y1FNP8corrzBp0iQWLVrERx99xM6dO0lJSTnt+f2ZAtrg8eDuGPBYf9VVthvwGAn9Zt9MVeqA6LezfgjcB2a/pwNF6oD5fBDIEg4yJqsXmpqaePvtt/m///s/rr76agDy8vJYtmwZv/nNb1i4cCG/+tWveOyxx7j11lsBePXVVxk5ciRvvPEGDzzwgN/XavB4SFEKR8dgvlavlzaliOv4PCw+3rADSHI6cXYca/N6aVUKFzCoS6ULxLbR40EBg5xOY9PNdq+XFqVwAklB2jZ5PHiBRIeDOKf+X6VHKZq9Xr9tGzwezoqLM3wD+lReD/rgx/hu53UAyV3O25utVymaOva+Guxy4U5wsyBnAT+96jHalSLe4SChD9tOWrzeHrZKKRo7bJOdzh7lGYhtnMNBovPUf+JnxcUZ+emkL9uBln0o6klneQ60nnSWeuc90NShrS/bQMs+GNvTlf1A60lv5dlZ/p2Eouyt1kZ0+qC9yz3QV9nHuZJ46MpH+dlVj/VoIxo9nqDrSW/lGYk2Qill3AOtHWn+lH0stRHdfwv6KvvTtSehbCP8RboLe6G9vR2Px8OgQYN80pOSkli1ahXl5eVUVVUxa9Ys41hiYiI5OTkUFxf3es6WlhZqa2t9XgDpxcUca2sz7J47cAC3pvHgrl0Mdrk4mp3N0exsxq9Zg1vT2N/cbNi+dPAgbk3jvp07fa41rsN2e2OjkfZKVRVuTeOObdt8bM9fuxa3phk7nAO8efQobk3jpi1bfGwv27ABt6ahnTxppL1z/DhuTePzmzb52F5dWopb03i3utpI+7C6GremMa2kxMd29ubNuDWNpceOGWlramsZWVzMGfHxHM3ONir8l7duxa1pvH74sGFbVl+PW9OY+PHHPuf9xo4duDWN/EOHjLQ9TU24NY3R3crpgZ07cWsaL1ScGjR7qLUVt6YxdNUqH9uHdu/GrWks3rfPSKtpb8etabg1zeeH4LHyctyaxmPl5UZau1KGbU17u5G+eN8+3JrGQ7t3G2mDXS5qPB6Ot7dT22VA/wsVFbg1jQe6lf3o4mLcmsaepiYjLf/QIdyaxjd27PCxnfjxx7g1jbL6Uythv374MG5N48vdur4nr1+PW9NY01FvAZYeO4Zb05i9ebOP7bSSEtyaxoddyv7djrK/urTUx/bzmzbh1jTe6ZieDaCdPIlb07hswwafe+Br27fj1jTePHrUsC2pq8OtaZy/dq3Pee/Ytg23pvFKVZWRtr2xEbemMW7NGh/b+zrK/qWDB420/c3NuDWNEd3WWHtw1y7cmsZzB05tZ3Ksrc0oz648vGcPbk3jib17jbRGr9ew7fwRBXhi717cmsbDe/b4nGNkcTHH29vZ/tnPGvdA1zaiKyOKimKyjRjscnHh4MEcb2/nvRMnjPQ1tbW4NY3J69f7nDfW2oh2pYx7oPO+79pGAAxdtQq3pnGotdVIi6U2YmRxMX8491zjt6BrG9GVm7ZsiVgb4S8SZPVCSkoK06ZNY+HChVRWVuLxeHjttdf4+OOPOXToEFUdhTJy5Eif740cOdI41p2nn36a1NRU45WZmRl2HYIgCIIgRA8Zk9UHe/bs4d577+Wjjz7C5XIxdepUJk2aRElJCX/4wx/Izs6msrKSUaNGGd+5//77OXDgAP/5z396nK+lpYWWlhbjc21tLZmZmVSeOEHa0KF+dRtAbHYFDPQRbygeB0erK8DfLqPu5RlLXQH+ln0kuwLM1F0YqK20EdJGBGorbURgbUQgY7IkyDoNDQ0N1NbWMmrUKG6//Xbq6+v59a9/zYQJEygpKeHiiy82bG+++WaGDh3Kq6++etrz+lNIzR6P8Zj/j+ee61Oh7YDd9YP4QPTbWz+ID+yuH8znA9m7MIQMHjyYUaNGUV1dzbvvvsvNN9/M+PHjSUtLY8WKFYZda2srhYWFTD/NsgSB4AHeOHKEN44csdxWAqHA7vpBfCD67a0fxAd21w/W9oHMLuyDd999F6UU5557Lrt37+YnP/kJ5557Lt/85jdxOBzMmzePxYsXM3HiRCZOnMjixYtJTk7mzjvvDFkeEhwOlkyYYLy3G3bXD+ID0R8h/UVF+h6fZWX6Dgnz5+vrzpkAqQP21g/W9oF0F/bBX//6Vx555BEqKio488wz+fKXv8xTTz1FamoqoPeZP/HEE/zud7+jurqayy+/nJdeeokLL7zQr/MH8rhREAQhbBQVwYwZpzZX79wpYeVK0wRagmAmZEyWBZAgSxAEUzB7NqxY0XPPz5kzYfny6OVLEEyKLEYaI3iVMta8GTNokDETxC7YXT+ID0R/BPSXlfkGWKB/LisL/bWCQOqAvfWDtX0gA99NTJPXy/iPP2b8xx8b00rthN31g/hA9EdAf1bWqU3VO3G59HQTIHXA3vrB2j6QIMvkJDudJAe4jH8sYXf9ID4Q/WHWP3++PgarM9DqHJO1YEH4rhkgUgfsrR+s6wMZkxUlzDImK9Y2UxUEIQi6zy5csABCuByNIMQSMvDdApghyKpvrSfnlRxKq0rxqlOPYJ0OJ1PSplB4T6EEWoIgCL1h4mUvhPAii5EKfrFk9ZIeARaAV3kprSplyeolUcqZIAiCielc9mLFCjh4UP87Y4aeLghdkCDLxLR4vdy/cyf379xJSxgG++WX5PcIsDrxKi/5Jfkhv2YghFu/FbC7D0S/vfWDSX2waNGpdcVA/6uUnh5iTKk/wljZBxJkmZh2pfjDoUP84dAh2sPQq1tZVzmg4+Em3PqtgN19IPrtrR9M6oMILnthSv0Rxso+kHWyTEy8w8Gi8eON96EmPSWditqKfo9Hk3DrtwJ294Hot7d+MKkPsrKgqqrnAq5hWPbClPojjJV9IAPfo4QZBr4vLFxIXmFer12GToeTvJw8FuSYZxq3IAiCKehrK6LCQpmVaQNk4LvgF7nTcpmSNgWnw7cadM4uzJ2WG6WcCYIgmJjsbH1vx5kzYfRo/a8EWEIvyJOsKOFPJKyU4lhbGwDD4uNxhOExqZnXyYqEfrNjdx+IfnvrB/GB3fWD+Xwg62RZAH8KqcHjwa1pANRfdRWDu299EePYXT+ID0S/vfWD+MDu+sF8PpDuQkEQBEEQhCgjT7KihBkGvguCIAiCEBjyJEsQBEEQBCHKSJAlCCalvrWehYULyVySietJF5lLMllYuJD61vqQ2AtCsEhdEwT/kO7CKOHP48YWr5eH9+wB4NkJE0h02ismtrP+zs27Nx7eihr/LT3x03yceHrdvLvTPnntRh5dqcg6AmUjYPEMB42fvdiym33buQ6AOfVHemN5M/ogkthdP5jPB9JdGCO0K8ULBw/ywsGDlttKIBTYWX/n5t0KB2Tcpr8crj43716yegnJazfy4cuKmZ9CRh3M/BQ+fFmRvHajZTf7tnMdAHPqj/TG8mb0QSSxu36wtg9kWx0TE+9w8OiYMcZ7u2Fn/ac2726Hfa/piaodOLV5d9fV+PNL8slfqXAoiOtog+IUtAOPrlTMvSDfkqv327kOgDn1+7OxfCjrmhl9EEnsrh+s7QPpLowSMrtQ6A/Xk64+f8hA75rx/NzjY7/vv7xk1PW0rUiBsT/2tReEYAm0bgpCrCHdhYJgcU63OXf34+kp6ZSNgPZu/+S1O/SxWdHe7FuIHQKtm4JgZyTIMjFKKRo8Hho8Huz4wNHO+udOnXtqT0nnIP3VgdPhZO7UuT3sF89woBynAq12BygHPDXD0cPeKti5DoA59fvUzW70VjcHihl9EEnsrh+s7QMJskxMo9eLW9NwaxqN3r4fz8cqdtbfuXm3w5UMVy3XX85BfW7enTstl8bPXsy133Sw4my9i3DF2XDNNx00ffZiy272bec6AObUH+mN5c3og0hid/1gbR9IkCWYl9WrT73/0pegqCh6eYkw7gQ3hfcU8tiVjxpp6UNGk5eT1+sU+U77Wd94grnfy2Dsj53M/V4G133jCcsu3yCYk866lpeTR8aQDJwOJxlDMvqsm4JgZ2Tge5TwZ+CcUsqI2pOdzqjvPB5RiopQM2bQmJgIHg/JbW26/pUrITs72rmLGLauA4h+u+sH8YHd9YP5fBDIwHdZwsHEOByOqO82HjUWLcKhFIMbGk6luVywaBEsXx69fEUYW9cBRL/d9YP4wO76wdo+kO5CwZyUlYGn2zRwj0dPFwRBEAQLIEGWiWn1enns00957NNPabXYYL8Bk5VFa2Iij913H4/ddx+tcXH6k6ysrGjnLKLYug4g+u2uH8QHdtcP1vaBjMmKEv706TZ4PLg1DYD6q66y7OPSoCgqouH663H/858A1N9wA4NbWqCwEKZPj3LmIoet6wCi3+76QXxgd/1gPh/ImKwYIc7h4IejRxvvbUV2NnHLl/PDNWvg2DHiZsyARx+1VYAFNq8DiH676wfxgd31g7V9IE+yooRsqyMIgiAI1kO21REEQRAEQYgyEmQJgiAIgiCEAQmyTEyDx4Nj5UocK1fS0H05Axtgd/0gPhD99tYP4gO76wdr+0CCLEEQBEEQhDAgA9+jhL/b6hxrawNgWHx81LcSiDR21w/iA9Fvb/0gPrC7fgjcB/Wt9SxZvYT8knwq6ypJT0ln7tS55E7LDcnemoEMfJcgK0rI7EJBEARBCC31rfXkvJJDaVUpXnVq4VKnw8mUtCkh2cRcZhcKgiAIgmA7lqxe0iPAAvAqL6VVpSxZvSSi+ZEgy8S0er08tW8fT+3bZ7mtBEKB3fWD+ED021s/iA/srh8C80F+SX6PAKsTr/KSX5Ifjiz2iXQXRgnZVuf02F0/iA9Ev731g/jA7vohMB+4nnT1GWSB3m3o+fnAZijKtjoxQpzDwbdGjTLe2w276wfxgei3t34QH9hdPwTmg/SUdCpqK/o9HknkSVaUkIHvgiAIghBaFhYuJK8wr9enWU6Hk7ycPBbkLBjQNWTguyAIgiAItiN3Wi5T0qbgdPiGN52zC3On5UY0PxJkCYIgCIIQE7gT3BTeU0heTh4ZQzJwOpxkDMkgLycvJMs3BIp0F0YJfwe+jygqAuBIdrbtBjzaXT+ID0S/vfWD+MDu+sF8PpCB7zFEo02n7HZid/0gPhD99tYP4gO76wfr+kCeZEUJfyJhr1Lsb24GYMygQThtNrPE7vpBfCD67a0fxAd21w/m84Fsq2MBZHahIAiCIFgPmV0oCIIgCIIQZWRMlolp83p56eBBAL43ejTxTnvFxHbXD+ID0R+Y/vrWepasXkJ+ST6VdZWkp6Qzd+pccqflRnxWVaiQOmBv/WBtH0h3YZSQbXVOj931g/jA9vpXrcLd3g5A/fPPM/jhhyE7u1fb+tZ6cl7J6bE5buf6QNGYvh4KbF8HbK4fzOcDmV0YI7iAO0eMMN7bDbvrB/GBrfUXFeGaNYs7f/QjUArXihWwfDmsXNlroLVk9ZIeARbom+KWVpWyZPWSAa90HQ1sXQcQ/WBtH8iTrCghA98FQeiX2bNhxQrwdNnM1uWCmTP1YKsbmUsy+92zLWNIBgdyD4Qjp4JgK2TguyAIgtUpK/MNsED/XFbWq3llXWW/pzvdcUEQQo8EWYIgCGYkK0t/ctUVl0tP74X0lPR+T3e644IghB4JskxMg8fD8KIihhcV0dD9P1obYHf9ID6wtf7582lISmL40qUMX7qUhsGDweGABb2Pq5o7dW6PTXE7cTqczJ06N5y5DRu2rgOIfrC2D6wVZO3YAX/7G6xdG9bLtLe3M3/+fMaPH09SUhJnn302Tz75JN4uy/orpcjLyyM9PZ2kpCRmzJjB1q1bQ56XY21tHGtrC/l5rYLd9YP4IGD9RUX6eKaMDP1vx55nliM7G5Yv59jQoRwbOhSuvRYKC2H69F7Nc6flMiVtSo9Aq3N2Ye603AhkOjzIPRAB/Sa/byxbB5TZ+MtflLrmGqXWrPFNf/hhpZzOU6/bblPK4wlLFhYtWqTOOuss9c4776jy8nL11ltvKbfbrX71q18ZNs8884xKSUlRb7/9tiorK1O33367GjVqlKqtrfXrGjU1NQpQlSdOKK/Xa6S3eDyqvr1dNXs8yuP1qi319WpLfb2qbWtT9e3tytPFtrXDtqm93efc9e3tfts2dNi2d7Ft67BtHIBtY4dtW5cyavd6A7KtbWtT62pq1Jb6ekNLU4dtay/nbeh23t5sPR229d1smzt0tARp6+1i21t5BmLb3C0Pa2tq1NqaGh//9Gar1MDLPhT1pDEI297qSUOHjs57oL7jHujLViml1KpVSsXFqaZBg1T9oEGqNSFBqbg4pVat6rM8B1pPvCGsJ93Ls7atTa2tqVFldXVGmfZX9lWNJ1VewZMq4/kM5XzCqUY/P1bNL1ikjjbV9LC1Shvh8XrV+tpatbamxseXgdz3Vm4j2j0e4x7ozK8/931AbYSmqXq3WzUNGqQUKOVyKRUXpxo0zRRtRG1bmyqtqzN+C/oqz9O1J10JpOy723b+ftfU+N5XvWG+IOuGG5QaOlSp5uZTaWvWKOVwKJWaqtSddyp19tl6oPXaa2HJwhe/+EV17733+qTdeuut6utf/7pSSr8B0tLS1DPPPGMcb25uVqmpqeq3v/1tr+dsbm5WNTU1xuvAgQMKULzzjjrS0mLYLdq7V1FQoL61Y4fP95MLCxUFBaq8sdFIW7J/v6KgQN25dauP7bBVqxQFBWpLfb2Rln/woKKgQN28ebOP7djiYkVBgVrbpbK8VlWlKChQny8t9bE9/+OPFQUFquDECSNt6ZEjioICNX3DBh/bS9evVxQUqHeOHTPS3jt+XFFQoCavXetjm1NSoigoUH89fNhIW3XypKKgQJ3TLdj+wqZNioIC9XJlpZG2sbZWUVCg0ouKfGxv27JFUVCgXqyoMNI+aWhQFBSo1I8+8rGds22boqBA/WLfPiOtorlZUVCg4lau9LH97s6dioIC9finnxpp1a2tioICRUGBz0374927FQUF6se7dxtprR6PYVvd2mqkP/7pp4qCAvXdnTt9rhe3cqWioEBVdLknfrFvn6KgQM3Zts3HNvWjjxQFBeqThgYj7cWKCkVBgbptyxYf2/SiIkVBgdrY5R+DlysrFQUF6gubNvnYnrNmjaKgQK06edJI++vhw4qCApVTUuJjO3ntWkVBgXrv+HEj7Z1jxxQFBerS9et9bKdv2KAoKFBLjxwx0gpOnFAUFKjzP/7Yx/bzpaWKggL1WlWVkba2pkZRUKDGFhfrCddfr5TLpW5euFBRUKDyv/hF/Qfj+uvVlvp6RUGBGrZqlc9579y6VVFQoJbs32+klTc2KgoKVHJhoY/tt3bsUBQUqEV79xppR1pajPLsyg8/+URRUKAe3bPHSKtvbzdsuzbkj+7ZoygoUD/85BOfc3TaShshbYRSYWwjHnlEbyMef1wPsjoCrfR//CP22ogObt68WW8jDh400vxtIwIJsszXXbhlC1x0ESQmnkr705/0sQh//Su8/jqsXw8pKZCfH5YsXHnllXzwwQd88sknAGzatIlVq1bxhS98AYDy8nKqqqqYNWuW8Z3ExERycnIoLi7u9ZxPP/00qampxiszMzMseRcEWxPgjDxBEIDKXmaeejxgxe45k2G+dbIGD4abb4Y33jiVdv75UF0Nhw6dSrvxRtiwoffKMUCUUjz66KM8++yzuFwuPB4PTz31FI888ggAxcXFZGdnc/DgQdLTT83YmTt3Lvv27ePdd9/tcc6WlhZaWlqMz7W1tWRmZlJ54gRpQ4fi6NhVvNXrpU0p4hwOnMArVVUAfGX4cOKdTpKcTmMH8javl1alcAGDusxC6hwY6I9to8eDAgY5nbg6bNu9XlqUwgkkBWnb5PHgBRIdDuI6tkDwKEWz1+u3bV17O68dPkyi08k9aWnEO500ezx4gASHw9haofO8DiC5y3l7s/UqRVPH2Lquqwa3eL20K0W8w0FCELZKKRo7bJOdzh7lGYhtnMNBYodtm9fL7zrq+P2jRpHYkY/ebENR9qGoJ53lOdB64gDiHQ7jHrh9+HBcTmeftskul7G2VLPTicflIqGtjXiAmTPx/vvfvZbnQOtJ1/IcaD3pXp4n29p47fBhEhwOvjlqFPFOZ0jK3kptRJvXS35lJQq4b9QoIz2Q+97KbUQ88Orhw0DHgpwOh19lH1A9+eIXaS0sxNXayqDOwMrlonH2bNSyZVFvI1q8Xv5y5Aguh4N70tJwOhy9lufp2pNgy767rbVXfE9OhsbGU59PnICdO+ErX/G1GzpUD7zCwJtvvslrr73GG2+8wQUXXEBpaSnz5s0jPT2dOXPmGHadN0knSqkeaZ0kJiaS2PXpXAeDXS6f7yQ4nSR0vG/weJjb8TTtzpEje2wlEO906j8gvZyzO33ZJvdiG+d09loxArFN6sXW5XD0mre+bOOdTr6/ezeg64/H96Y+3Xl7s3X2YZvodNK9dAKxdfRh27U8g7FtVcrwwTdHjTKu25stDLzsQ1FPeivPYOvJ6e6BHmU/fz68/z6DvF79v3CXy5iR11d5DrSe9FWeA60ngM89cFdaGvH92AZS9lZqI1qV4sEu90B/thB7bcTp7gHovTwDqiePPkr8e+/pHYVg3DfJjzzSYxmRaLQRXuA7u3YBHT5wOgP6LRlo2fdm6y/mC7LOPhtWr9YbyPh4+Pvf9fQuXXMAVFVBxzL7oeYnP/kJP/vZz7jjjjsAyMrKYt++fTz99NPMmTOHtLS0jixUMarLTX/kyBFGjhwZsny4gJvPOst4bzfsrh/EBwHrz87Wt51ZtEjvIszK0pc86GNGntmxe/mD+CAi+k1+31i5DpgvyLr3XvjOd+Dqq2HaNHj5ZXC79S7ETtrb9XFZl14aliw0Njbi7LbLt8vlMpZwGD9+PGlpaaxYsYKLL74YgNbWVgoLC3n22WdDlo9BLhfL+lh40A7YXT+ID4LS37H0QSxg9/IH8UHE9Jv4vrFyHTBfkHXffVBQoA9y//hjfYzW738PHVEsAP/8J9TU6OvGhIEbb7yRp556ijFjxnDBBRewceNGnn/+ee69915Af5Q7b948Fi9ezMSJE5k4cSKLFy8mOTmZO++8Myx5EgRBEATBWoRv4PvZZ0NCAtx9N/zgB/rTqEDYtw+OHIHPfEafSdiV0lL9+BVXQAi75zqpq6tjwYIFLF26lCNHjpCens7XvvY1fv7zn5OQoPdyK6V44okn+N3vfkd1dTWXX345L730EhdeeKFf15ANogVBEATBegTy+x2+IKtrd9tZZ8FPfgI//WlYLmVF/CmkRo+H8ztWt9/22c/2OrAwlrG7fhAfiH576wfxgd31g/l8YI7ZhQUF4PXCpk3w4YfwzDMSZAWIAvZ1LPtgrnU2IoPd9YP4QPTbWz+ID+yuH6ztg8itk+X1+j7d6o+WFvjzn+Gjj/S1sbqsL+WDwwEffBC6PEYQfyJhj1KU1NUBMDUlxVhPxC7YXT+ID0S/vfWD+MDu+sF8PjBHd2GwHDwIn/sc7Np1as2OvnA4eq7ubBFkTJYgCIIgWI/Idxe2tOiLhiYmwplnDuxcP/kJfPKJvj7Hj34EkyYFPmheEARBEAQhygwsyPrNb+B3v9P3G1QK5syB//kf/dhf/wp/+Qs8+yxMnOj/Od99F8aMgfffh0GDBpQ9q9Pu9fLm0aOAvqVInL/drTGC3fWD+ED021s/iA/srh+s7YPggqz2dvjSl+Df/9aXaTj/fD3Q6sp558GyZTB1qr7Vhb+0tOjrX9k8wAJoUYqvb98OwC3DhplwUbPwYnf9ID4Q/fbWD+IDu+sHa/sguLy+8AL861/6Js2//72+vU33yDIrC8aP11eQDSTIysqCioqgshVrOIHPn3GG8d5u2F0/iA9Ev731g/jA7vrB2j4IbuD75Mlw7Bjs3g1JSXqa0wn33HOquxBg5kzYvj2woGnZMrjtNn3WYE5OwFmzCjLwXRAEQRCsR/gHvu/aBddffyrA6othw/RgrD/27/f9PHWqPuD9xhvhoYf0QC0jQ59J2Btjxvifb0EQBCEq1LfWs2T1EvJL8qmsqyQ9JZ25U+eSOy0Xd4JMbhJik+CCrMREqK8/vd3+/ZCa2r/NuHG9B1BKwcKF+qsvHA59fJgQWYqKfHdrnz9f31xUCD3iayEGqG+tJ+eVHEqrSvEqLwAVtRXkFeaxbOcyCu8plEBLiEmCC7KysmDdOjh+3Hfj5q7s3w8lJaffxPnqq/t+SmVzGj0eLtuwAYB1l1wS9a0EAP1Hf8YMPQj2eKCqSp8JunJlyH/8Tak/khQV0XjddVz24otw++2s+973SJ4xIyy+Nit2rwOxon/J6iU+AVYnXuWltKqUJauXsCBnQa/fjRUfBIvd9YO1fRBckHXfffDNb8LXvw5vvAEdA9IM6uvhW9+C1lb9b3+sXBlUFuyAArY1NhrvTcGiRacCLND/ulx6+vLlIb2UKfVHkkWLdB+MGweA8np134fB12bF7nUgVvTnl+T3CLA68Sov+SX5fQZZseKDYLG7frC2D4ILsubM0WcX/u1v+gzCK6/U04uL9UHrBQVQXQ133qkv9SAExSCnk4LJk433pqCsrOcq+x6Pnh5iTKk/kpSVMaipiYJ58wAY1Nqqb08VBl+bFbvXgVjRX1lXGfTxWPFBsNhdP1jbB8Fvq6MUPPcc/Nd/9RzcnpoKP/4xPPpo4F2BZ58NX/mKvohpfzzyiL7g6Z49gZ3fJFh2duHs2bBihW+g5XLpExRs8nQlYoivhRghc0kmFbV9zzLPGJLBgdwDEcyRIARPIL/fwYeEDgf89Kf6Bs5r1+oBz5//DJoGhw/DY48FN9Zq717oWNm1X44d022FyDJ/vl6unX3iLpf+eUHvj/qFASC+FmKEuVPn4nT0/nPjdDiZO3VuhHMkCJFh4Aunulxw6aX6K5I0NEB8fGSvGWHavV7eOX4cgBvOOsscWwlkZ+vj6LrOeFuwQN9rMsSYUn8kyc6mvaCAd/76V9i3jxva2oibPz8svjYrdq8DsaI/d1ouy3Yu6zH43elwMiVtCrnTcvv8bqz4IFgiod/sy2tYuQ4E1134jW/og95nzuy50vtA6W1R0654vbBzpz5rMSVF30zagvjzuLHB48GtaQDUX3UVgy00oyIU2F0/iA9Ef+zoD/aHPJZ8EAzh1t/b8hpwKgA2w/IaZqsD4V+M9PXX9VmFw4bBHXfoA9wvvzyoUwGnukM6efVV/dUfSsHc2H7E7ASmdxSgdeL20GF3/SA+EP2xo9+d4GZBzoI+ZxH2RSz5IBjCrX8gy2tECivXgeCeZP31r3qQ9Z//6Ms0OBz6LMOvfx2+9jU499zAztd1QdL9+yE5WQ/geiMhAdLT4aab4Ac/6BmgWQTLDnwXBEEQYgaZlBA4gfx+Bz+7EKCmBt56Sw+4PvpI78pzOOCSS+Cuu+D22yEtLbBznq67MEaQIEsQBEGINq4nXX2uYQZ6t6Hn554+j9uRyMwuBH2phm99Cz78EA4c0JdzuPhiWL8ecnMhMxNmzQrsnAUF8PDDA8qWIAiCIAinJz0lfUDHhf4JXffmqFH6hs7r1+sD0+fO1df3+eCDwM6TkxN4d2OM0tSxlcBlGzbQ1H0BUBtgd/0gPhD99tYP4oNw67fC8hpWrgMDX8KhK3V18PbbevdhQcHAz7d1K+zapZ+3r17Nu+8e+HVMihdYX1dnvLcbdtcP4gPRb2/9ID4It/6BLK8RKaxcBwYeZLW16VvsvP66/relRQ+Ixo3TZx3edVfg53z/ffjud/tfzV0pffxXDAdZiQ4H72RlGe/tht31g/hA9NtbP4gPgtJfVOS7luH8+X1uKu9OcFN4T2Fw62QFcJ2BYOU6EPzA94IC/YnV22/rA+CV0mcEfuUremAV7IKJ69frheRw6OcqK9NfP/uZHnS9/76+L+I998CYMfD448FdJ8rIwHdBEAQh5BQVwYwZ+m+yx3Nqp4iVK0MbAEXqOiYk/OtkZWZCZaXu3ORkfRbhXXfBdddB3AAfjj39NLS368tDzJwJ3/ymHmQ99ZR+/ORJeOABeOcdPSATBEEQBEFn0aJTgQ+cCoAWLQrtnqeRuo7FCS4iOnRInzV4113wpS/B4MGhy1FxsT5DcebM3o8PHQp/+pPeHTl//ukXLbUwHqX4sLoagGvPOAOXxR6TDhS76wfxgei3t34QHwSsv6zMd1N50D+XlYU2Y5G6DtauA8EHWcOHhzgrHZw4oc8w7CQhQf/b0HAqmEtMhKuughUrwpMHk9Ds9TJr82bAHFsJRBq76wfxgei3t34QHwSsPysLqqp8AyCXS08PJZG6DtauA8EFWeEKsDrPXVvb81qffupbeE1N+liwGMYJTO4ILK22lUAosLt+EB+IfnvrB/FBwPrnz9fHLrtcvmOlFoR4a5xIXQdr1wH/Br7v36//HT1ad2TnZ38ZM8Z/2xkz9CdlO3fqn//xD7jlFn224Ysv6mm7d8PkyXD22WF5NBkJwjHw3ew7qQuCIAgRoPusvwULgp+MZobrmIzQb6vjdOqvbdtg0iT9vb99og6HPpDdX37xC30m4ebNcOGF+t6I556rB3aXXgoZGfoK87W18Mtfwrx5/p/bRIQ6yLLCTuqCEFNEaPq6IAjmIvSzC6++Wg+WkpN9P4eDu+/Wt+vpPH9Cgv4066tfhXXr9JfTqW/n88MfhicPFsQKO6kLQszQffp6VZXedWKD6euCIPjPwDaIjjQ7duhrZJ1zTnjHhUUAfyLhJo+H2R2D/ZZfdBFJ/Qz2i8Wd1APRH6vY3Qem1T97tj7xpvug35kzQzp93bT6I4jdfWB3/WA+H4R/naxo8ZnPRDsHEcULFHYM7j/dVgKVdZUDOm5GAtEfq9jdB6bVH6Hp66bVH0Hs7gO76wdr+yC4IOvaa+H66+GnP+3f7r/+C/79b30MVTCcOAEbNsCxYzB2rC0G1HUl0eHgr+efb7zvj/SU9H6fZFlxJ/VA9McqdveBafVHaPq6afVHELv7wO76wdo+CC7IWrlSXwz0dOzcCYWFgZ//8GH4wQ/g738Hb0fcOmfOqSDrv/9bH2T6f/+nr5cVo8Q5nXxlxAi/bOdOnUteYV6PMVlgnp3UAyUQ/bGK3X1gWv0Rmr5uWv0RxO4+sLt+sLYPwrvkRHNz4NvsHDumB1NvvQUXXQTf+54+uLQrt9wCdXXwt7+FLKtWJ3daLlPSpuB0+BapmXZSF4SYITtb/2dz5kx9aZuZM/V/KG32tF0QhP4J35is2lp9i5xRowL73sKFUF4OTz6p/7cIp9bH6iQ9Hc47Dz76KDR5NSkepVjTsTDrFUOG9LuVwIB2UjcpgeiPVezuA1Prz84O+x5tptYfIezuA7vrB2v7wP/ZhWeffer93r3gdsOwYb3btrfrXX7t7fDgg/DCC/7naPx4famIrVtPpTmdcM898D//cyrtxhthzRo4etT/c5sIf2YnNHg8uDUNsN5WAqHA7vpBfCD67a0fxAd21w/m80F4Zhfu3XvqvcMB9fX6qzfi4/WnTTfdBE8/7fclAH2195tvPr3doEF6l2EM4wDOSUoy3tsNu+sH8YHot7d+EB/YXT9Y2wfBrZPV25OlUDFyJEycCKtW9X+9KVPg5Enf4M9ChGNbHUEQBEEQwksgv9/BDXx/+WW4776gvnpapk+HtWt9uwu7U1Skb7tz9dXhyYMgCIIgCMIACS7ImjMnfFtH/OhH+pTom26CDz44tYRDJ6tWwTe+oc9azJUZc4IgCIIgmJPggqzXX9cHwq9Y0bfNe+/pNm++Gdi5r7wSliyBfftg1iw480x9DNjf/65vpZOTo28W/atfwcUXB5V9q9Ds8fDFzZv54ubNNHdfXdoGxJz+oiJ9O5aMDP1vUdFpvxJzPggQ0W9v/SA+sLt+sLYPglvC4X//Fxoa4Jpr+ra59lp9YPyrr8Lttwd2/h/8AD77WXjmGX21eKX0JSESE/XA69FHY3oR0k48wL9PnDDe242Y0h/khsIx5YMgEP321g/iA7vrB2v7ILgga8sWfaHQ/hYajYuDyZN122C44gpYtkz/UTp+XP9hGjZMX1nZJiQ4HLx87rnGe7sRU/oXLToVYMGpVcIXLep3raWY8kEQiH576wfxgd31g7V9ENzswkGD4Mtf1rsN++Ouu+Dtt/WV3wUfZHahzcjIgIMHe6aPHg0Vfe85KQiCIJiL8M8uPOss2LPn9HZ79sDQoUFdQhBiiqysnk9hw7ChsCAIgmAegusuzM7Wn1BpWt9jo1at0pdiuOWW/s/VdSX5QHE4/Av2LIpHKco6FnzNcrsttZVAKIgp/UFuKBxTPggC0W9v/SA+sLt+sLYPgusuXL1anwU4ZAg8/jjcfz8MHqwfa2iA3/9e34Pw5El9YG9/g9SdQTxMczhObRrdfYkHiyDb6pyemNNfVKSPwSor059gLVhw2g2Fw+2D+tZ6U+93GXN1IEDsrh/EB7GkP9j2xmw+CM+2Ol2ZNg1++Ut9TavO14gRevBz+PApu+eeO/0swN6CpAcfhNdeg+99D772NRgzRj/3vn3w5z/Df/+3Pt7r178OKvtWwQGkJyQY7+1GzOkPYkPhcPqgvrWenFdyKK0qxav0+7CitoK8wjyW7VxG4T2FUQ+0Yq4OBIjd9YP4IFb0D6S9sbIPgnuS1clHH+nLLBQWQlOTnpaUpE9Vf/jh4FZkX7IEHnlE3/x5ypTebUpL9dmHixfDQw8FmfnoIgPfhWizsHAheYV5RoPXFafDSV5OHgty+u/OFARB8IdYam8C+f0eWJDVidcLx47p74cNC64LsJPzzoPx4+Hf/+7f7gtfgPJy2L49+GtFEQmyhGiTuSSTitq+ZzZmDMngQO6BCOZIEIRYJZbam/DPLuxxFqfeXThixMACLNA3fE5JOb1dSoplN4cWBDNQWVc5oOOCIAj+Ytf2JjRBVigZMUIfLN8xk6BX6uqgoEDfZieGafZ4+MrWrXxl61bLbSUQCuyuH8Lrg/SU9AEdjwR2rwN21w/ig1jRP5D2xso+CD7IUkofnP6Vr+hjpyZM0Jdj6P6aMCGw895xBxw9qm+f8/HHPY9//LG+79vx4/qg+BjGA/zt6FH+dvSo5bYSCAV21w/h9cHcqXNxOnpvApwOJ3Onzg3xFQPH7nXA7vpBfBAr+gfS3ljZB8HNLmxthS9+8dS+gr3RdZmFQHj8cX2NrdWr9ento0f7zi48eFA/7+WX67ZhYNy4cezbt69H+ne/+11eeukllFI88cQT5OfnU11dzeWXX85LL73EBRdcENJ8JDgcvDhxovHebthdP4TXB7nTclm2c5nPbB/QG7wpaVPInZYb0usFg93rgN31g/ggVvQPpL2xtA9UMCxerJTDodRNNym1e7dSd9+tlNOpVGurUjt2KPXEE0qlpCj1058GdXrV0qJfIzNTv07XV2amUosW6TZh4siRI+rQoUPGa8WKFQpQBQUFSimlnnnmGZWSkqLefvttVVZWpm6//XY1atQoVVtb6/c1ampqFKBqamrCpEIQTk9dS516cuWTKuP5DOV8wqkyns9QT658UtW11EU7a4IgxBix0t4E8vsd3OzCKVP0/db27dMXIf3mN+FPfzq1+S3oq8Ffcw3k58O99wYfBR44AJWV+tOr9HT9qVaEmTdvHu+88w67du0CID09nXnz5vHwww8D0NLSwsiRI3n22Wd54IEH/Dpn5+yEyhMnSBs6FEdHdN7q9dKmFHEOB4ldJhE0dPg2yenE2WHb5vXSqhQuYFCXxdkCsW30eFDAIKfTWEW33eulRSmcQFKQtk0eD14g0eEgrkOHRymavd6AbB1AchfbZo8HD/p/M/FB2HqVoqljbbauC9q1eL20K0W8w0FCELZKKRo7bJOdzh7lGYitP2UfinrSW3mGop50ludA60n38hxoPemrPAdaT7qW50DrSV/lGWw9kTZC2ghpI0LfRoR/duHu3fDZz55a5b2zALsGWVddpS+++N//HdQlDDIz9a7BK66ISoDV2trKa6+9xr333ovD4aC8vJyqqipmzZpl2CQmJpKTk0NxcXGf52lpaaG2ttbnBZBeXMyxtjbD7rkDB3BrGg/u2oVXKXY1NrKrsZERRUW4NY39XTbbfungQdyaxn07d/pca9yaNbg1je2NjUbaK1VVuDWNO7Zt87E9f+1a3JpGSV2dkfbm0aO4NY2btmzxsb1swwbcmoZ28qSR9s7x47g1jc9v2uRje3VpKW5N493qaiPtw+pq3JrGtJISH9vZmzfj1jSWdi4DAqyprcWtaZy/di27Ghvxdvwv8OWtW3FrGq93WfS2rL4et6YxsdsYvm/s2IFb08g/dMhI29PUhFvTGN2trB7YuRO3pvFCl82aD7W24tY0hq5a5WP70O7duDWNxV26lGva23FrGm5No73L/y2PlZfj1jQeKy830tqVMmxr2tuN9MX79uHWNB7avdtI8yrF0FWrcGsaB1tajPQXKipwaxoPdCv70cXFuDWNPZ3r1gH5hw7h1jS+sWOHj+3Ejz/GrWnGdhUArx8+jFvT+PLWrT62k9evx61prOmotwBLjx3DrWnM3rzZx3ZaSQluTePDLmX/bkfZX11a6mP7+U2bcGsa7xw/bqRpJ0/i1jQu27DB5x64sawMt6bx5tGjhm1JXZ1RT7pyx7ZtuDWNV6qqjLTtjY24NY1xa9b42N7XUfYvddnAe39zM25NY0RRkY/tg7t24dY0njtwaqr5sbY2ozy78vCePbg1jSe6zIJu9HoN284fUYAn9u7FrWk83G2bsE7btbW1xj3QtY3oSqy2EV6lmNFh+3YvbcTk9et9zhtrbUR1e7txDzzVSxsBGG3EodZWIy3W2oj8Q4eM34KubURXbtqyJWJthL8EF2S5XPqWOp10BltdhAH6eKpuBWw1li1bxsmTJ7nnnnsAqOookJEjR/rYjRw50jjWG08//TSpqanGKzMz87TXbvJ6mbR2LZO6VQ47sa+lhUlr1xr/XdiNpo7/iAGabeiDrveA/dSf4oqNG219D6ztCPBabeiDrvdAWwiWtbQq39u1y5K/BcF1F55/PgwdCp2R/v/7f5Cbq28a3XVD6Asv1GcBdvkvwWpcd911JCQk8M9//hOA4uJisrOzqaysZNSoUYbd/fffz4EDB/jPf/7T63laWlpo6fIkora2lszMzH67C9uVMv6b+uTyyxnsctmqK+B4WxsT16zB4XBwcPp0BrtctusKaPB4SO94mlIxfTopcXF92oai7M3WFaDAuAd2X345SS6XrboLj7S2MrHjv+rK7GwGu1y26y7seg/snz6d1I57wC7dhUopMlavBqD8iitIcDpt111Y5/H4/BYMcjot010YXJB17716QFVVpW+js3s3nHsuZGTAb3+r/83P17sKb7wRli0L+BJmYN++fZx99tn8/e9/5+abbwbg008/ZcKECZSUlHDxxRcbtjfffDNDhw7l1Vdf9evcsuK7IAiCIFiP8I/J+vKXITkZVqzQP59zDsybpw9Sv+EGfWD8Sy/pNs8+G9QlzMDLL7/MiBEj+OIXv2ikjR8/nrS0NFZ0akcft1VYWMj06dOjkU1BEARBEExIcOtkffGLPbsAf/lLuOwy/alVdTVMmgQ/+AF0rG1hNbxeLy+//DJz5swhLu6UmxwOB/PmzWPx4sVMnDiRiRMnsnjxYpKTk7nzzjujmGNBEARBEMxEcEFWX9xxh/6KAd5//33279/Pvb0sP/HTn/6UpqYmvvvd7xqLkb733nuk+LPnYgC0eL3GzJDfnXuuT7+6HbC7fhAfiH576wfxgd31g7V9ENyYLGHA+NOn2+DxGNPC66+6ymcgnh2wu34QH4h+e+sH8YHd9YP5fBDImKzQPskSQkq8w8Evzj7beG837K4fxAei3976QXxgd/1gbR/Ik6woIbMLBUEQBMF6hH92oSAIgiAIflPfWs/CwoVkLsnE9aSLzCWZLCxcSH1r/em/LFgWCbJMjFcpDra0cLClxdhSIywUFcHs2fr6ZrNn659NQMT0mxi7+0D021s/xEY7WN9aT84rOeQV5lFRW4FXeamorSCvMI+cV3L6DbSkDljbBxJkmZgmr5eM1avJWL06fFsJFBXBjBn6mmcHD+p/Z8wwRaAVEf0mx+4+EP321g+x0Q4uWb2E0qpSvMo3/17lpbSqlCWrl/T5XakD1vaBBFkmJ87hIC6cA/0WLQKlTm3u7fHonxctCt81AyDs+i2A3X0g+u2tH6zfDuaX5PcIsDrxKi/5Jfn9fl/qgHV9IAPfo4RpBr5nZOj/uXVn9Gjostu8IAhCzBLmdtD1pKvPIAvA6XDi+blnwNcRIoMMfBf8JysLuq854nLp6YIgCHYgzO1gekr6gI4L1kWCLLszfz44HKcaGJdL/7xgQXTzJQiCECnC3A7OnToXp6P3n1unw8ncqXNDch3BfEiQZWJavF6+98knfO+TT2gJ12C/7GxYuRJmztQfjc+cCYWFYILNriOi3+TY3Qdm1R+p6fhm1R8p6lvreXzlItxvzcfxRi4ZvxofnmUPwtwO5k7LZUralB6BltPhZEraFHKn5fb5XbvXAbC2D2RMVpQI27Y6RUX6YM2yMv1R9/z5egNiQcy2lUI0sLsPzKi/czp+99linT+YhfcU4k5wh+RaZtQfKTr9vPHIDtSV/9ITtdk4VWvI/RwJ6lvrWbJ6Cfkl+VTWVZKeks7cqXPJnZbbrw4714FOzOYD2VYnRoh3OHh87Fjj/WnpnIbcOUumqgref1//D82CgVbA+mMQu/vAjPr9mY6/ICc03Uxm1B8pOv2scMLeV/RE1R4WP0cCd4KbBTkLAs6znetAJ1b2gTzJihJhmV04e7a+vounyywVl0t/9L18eWiuIQg2J3NJJhW1fc84yxiSwYHcAxHMUWwifhbMiswutCtlZb4BFuify8qikx9BiEEq6yoHdFzwD/GzEAtIkGVilFKcbGvjZFsbfj1wjLHlGALWH4PY3Qdm1B/J6fhm1B8pfPzoGqy/+joew9i5DnRiZR9IkGViGr1ezigq4oyiIhr9mVERY8sxBKw/BrG7D8yoP5LT8SOh36wbFxt+dg6CK9/RX85BQPSXPYikz8x4D0QaK/tAgqxYwsTLMQhCrDCQ6fhmYyAbF4ebTj87TOZnM/tMMB8y8D1K+DNwTilFe0fxxDkcOCw2q2Kg2F0/iA/Mqj/Y6fiBEm79CwsXkleY1+uWL06Hk7ycvKjO4Ktvref54iXkb/wjlfWVpLtH8kAY/BwIkfaZWe+BSGI2HwQy8F2CrChhmr0LBUGwLTKDL3DEZ4LMLhQEQRBOi8zgCxzxmRAIEmSZmFavl5/s2cNP9uyh1WKD/UKB3fWD+ED0h1e/FTYuNlsdiLTPzKY/GljZBxJkmZg2pfivAwf4rwMHaLNhr67d9YP4QPSHV78VNi42Wx2ItM/Mpj8aWNkHsq2OiYl3OPhxZqbx3m7YXT+ID0R/ePXnTstl2c5lfe7DaIaZkmarA5H2mdn0RwMr+0AGvkcJGfgu2I4Y2rw8lojUTMlYQnxmb2R2oQWQIEuwFd03L+9cKNeim5cLgmBfZHZhjKCUos3rpc3rtdxWAqHA7vohhnywaNGpAAv0v0rp6f0QM/qDxO76QXxgd/1gbR9IkGViGr1eEj76iISPPrLcVgKhwO76IYZ8EOTm5TGjP0jsrh/EB3bXD9b2gQRZgiCEnxjbvFwQBMEfZExWlPB3W52a9nYAUuPior6VQKSxu36IIR/0NSbrNHtrxoz+ILG7fhAf2F0/mM8HMvDdAsjAd8F2dJ9duGCBbF4uCILlCOT3W9bJEgQhMmRnw/Ll0c6FIAhCxJAgy8S0er0s3rcPgEfHjiXBaa8hdHbXD+ID0W9v/SA+sLt+sLYPpLswSvjzuLHB48GtaQDUX3UVg7sPHI5x7K4fxAei3976QXxgd/1gPh9Id2GMEOdw8N30dOO93bC7fhAfiH576wfxgd31g7V9IE+yooQMfBcEQRAE6yErvguCIAiCIEQZCbIEQRAEQRDCgARZJqbB4yG+sJD4wkIaum9JYgPsrh/EBw2rVhH/wQfEv/8+DTfdpK+1ZSPsXv4gPrC7fgjSB0VFMHs2ZGTof6PUdkiQZXLalaLdxsPm7K4fbOyDjkay3eWiPS4OPvxQXzXeZoGWbcu/C3b3gd31Q4A+6NxhYsUKOHhQ/xultkMGvkcJfwbOeZXiUGsrAKMSEnBabFbFQLG7frC5D2bPxvv++xwaOhSAUceP43Q6YeZM2yxqauvy78DuPrC7fgjCB7Nn64FV16deLlfI2g5ZwiFGcDocjE5MjHY2oobd9YPNfVBWhrO9ndHHjp1K83j0bXlsgq3LvwO7+8Du+iEIH5SV+QZYELW2Q7oLBUEwJ1lZ+n+fXXG59HRBEIS+MFHbIUGWiWn1enlu/36e27+fVq832tmJOHbXDzb3wfz5tMbH89zXvsZzt99Oa2IiOBz6xtI2wdbl34HdfWB3/RCED+bP19uKzkDL5Ypa2yFjsqKEbKtzeuyuH8QHDatW4W5vB6D++ecZ/LOfwfTpUc5V5LB7+UOQPigqgkWL9O6hrCz9Rzc7O8w5DQ9SB0JUBxYsCFnbIWOyYoQ4h4M5I0ca7+2G3fWD+CBu+nTm7Nypv1+2DCy0MWwosHv5QxA+6JxZppQ+DqeqCt5/H1autGSgJXUgSB9kZ5tigow8yYoSsq2OIAhCGAjzzDJBkG11BEEQBHtiopllgiBBliAIghA7mGhmmSBIkGViGjwehmoaQzXNltsp2F0/iA9Ev731QxA+MNHMslAgdcDaPpAgy+TUeDzUWKxShRK76wfxgei3t34I0AfZ2fog95kzYfRo/W9hoaVnpUodsK4PZOB7lPB3W509TU0ATEhKst12CnbXD+KDmNMf4NICMac/COzuA7vrB/P5IJCB7xJkRQmZXSgINqP70gKd3VgWXVpAEOyKzC4UBEEwG4sWnQqwQP+rlJ4uCEJMIouRmpg2r5f8Q4cAmDtqFPE2W4jR7vpBfBBT+oNYWiCm9AeJ3X1gd/1gbR9IkGViWpXiwV27ALgnLY34KOcn0thdP4gPYkp/Vpa++nj3RTL7WVogpvQHid19YHf9YG0fSJBlYlzAbcOHG+/tht31g/ggpvTPn69v7+Jy+Y7J6mdpgZjSHyR294Hd9YO1fSAD3/vg4MGDPPzwwyxfvpympiYmTZrEH//4Ry655BIAlFI88cQT5OfnU11dzeWXX85LL73EBRdc4Nf5ZeC7INiQADatrW+tZ8nqJeSX5FNZV0l6Sjpzp84ld1ou7gR3hDMuCEInMrtwgFRXV3PxxRdzzTXX8J3vfIcRI0awZ88exo0bx4QJEwB49tlneeqpp3jllVeYNGkSixYt4qOPPmLnzp2kpKSc9hoSZAmC0Bf1rfXkvJJDaVUpXuU10p0OJ1PSplB4T6EEWoIQJQL5/Zbuwl549tlnyczM5OWXXzbSxo0bZ7xXSvGrX/2Kxx57jFtvvRWAV199lZEjR/LGG2/wwAMP+H2tBo+HFKVwdKz70er10qYUcQ4HiV0G93WucpvkdBprhLR5vbQqhQsY1GUbiUBsGz0eFDDI6cTVYdvu9dKiFE4gKUjbJo8HL5DocBDXocOjFM1eb0C2DiC5i22zx4MHSHA4jMGPgdh6laLJq/9oDe5i2+L10q4U8Q4HCUHYKqVo7LBNdjp7lGcgtv6UfSjqSW/lGYp60lmeA60n3ctzoPWkr/IcaD3pWp4DrSed5blk9RI9wHIkgAPwNnfky8vGw1t4tvgF5l/9iLQR0kb0WZ7SRoS3jfAX6wzRjyD/+Mc/uPTSS/nKV77CiBEjuPjii/n9739vHC8vL6eqqopZs2YZaYmJieTk5FBcXNzrOVtaWqitrfV5AaQXF3Osrc2we+7AAdyaxoO7dtHo8TC6uJjRxcWMKCrCrWnsb242bF86eBC3pnHfzp0+1xq3Zg1uTWN7Y6OR9kpVFW5N445t23xsz1+7FremUVJXZ6S9efQobk3jpi1bfGwv27ABt6ahnTxppL1z/DhuTePzmzb52F5dWopb03i3utpI+7C6GremMa2kxMd29ubNuDWNpceOGWlramtxaxpDNI3RxcU0djQMX966Fbem8frhw4ZtWX09bk1j4scf+5z3Gzt24NY0Y1YKwJ6mJtwd5+zKAzt34tY0XqioMNIOtbbi1jSGrlrlY/vQ7t24NY3F+/YZaTXt7bg1Dbem0d7l4fBj5eW4NY3HysuNtHalDNua9nYjffG+fbg1jYd27zbSGj0ew/bTjsX4AF6oqMCtaTzQrexHFxfj1jRj4T6A/EOHcGsa39ixw8d24scf49Y0yurrjbTXDx/GrWl8eetWH9vJ69fj1jTWdNRbgKXHjuHWNGZv3uxjO62kBLem8WGXsn+3o+yvLi31sf38pk24NY13jh830rSTJ3FrGpdt2OBzD3yxrAy3pvHm0aOGbUldHW5N4/y1a33Oe8e2bbg1jVeqqoy07Y2NuDWNcWvW+Nje11H2Lx08aKTtb27GrWmMKCrysX1w1y7cmsZzBw4Yacfa2owy6srDe/bg1jSe2LvXSGv0eg3bzh9RgCf27sWtaTy8Zw8A+SX5+hOsq5brryveAmciACrjKywi2xgI3EmsthGNHg9DV63CrWn85cgRI72zjZi8fr3PeWOtjTjU2mrcA531pGsbARj+OdTaaqTFWhsxosMHjR6PTxvRlZu2bIlYG+EvEmT1wqeffspvfvMbJk6cyLvvvsu3v/1tfvCDH/CnP/0JgKqOQhk5cqTP90aOHGkc687TTz9Namqq8crMzDxtPhRQ2dpKZZcbx2540H1g1z5t1cd7u2DXe6CyrtI3IXEY+iMt+6HQZ5d1vrcbXe8BO+rvpLq93ZI+kDFZvZCQkMCll17q81TqBz/4AevWrWP16tUUFxeTnZ1NZWUlo0aNMmzuv/9+Dhw4wH/+858e52xpaaGlpcX4XFtbS2ZmJpUnTpA2dGivj4PjHA7jP4izk5JwORy26gpo8HjY2tBAktNJltuNy+GwXVeARynW1tQAcOmQIYYOu3QFJDqdxj1wTlISDofDFt2FmUsyqaitAGcyDB4L3lZoKAe84IgjPXUsn37/E1t0F3qUYl1tLUoppg4Z4nNv2KG7MNHhYEtDAwDnJifjBdt1F7YpxSeNjcQ5HGS59bGI0ewulDFZA2TUqFGcf/75PmnnnXceb7/9NgBpaWmA/kSra5B15MiRHk+3OklMTCQxMbFH+mCXy7jZABKcThK6HJ/SzyD6eKez1/VCulaO09km92Ib53T2WjECsU3qxdblcPSat75sh8TFMS011Sd9UADn7c3W2YdtotNJ99Lpy7atvdHvWV/dyxPA0cd5e7N1ORxMGzrUL1sYeNmHop70Vp4DqSf93QOhKPuB1pO+yjMQ2+7lOXfqXPIK8/B6G6Fuu2/e8PLtKXN8fjghsLK3Uhvhcji4ols70JctmKONGEjZ92bb3z0AvZdnLLURSej/ZHYlkN+ScLQR/iLdhb2QnZ3Nzm792J988gljx44FYPz48aSlpbFixQrjeGtrK4WFhUy38E7vtqWoCGbPhowM/W+3cThd6Zz1lVeYR0VtBV7lpaK2grzCPHJeyaG+tb7P7wqCv+ROy2VK2hScDt8munN2Ye603CjlTBCEQJAnWb2Qm5vL9OnTWbx4MV/96ldZu3Yt+fn55OfnA/p/GfPmzWPx4sVMnDiRiRMnsnjxYpKTk7nzzjtDlo82r9cYvHnXyJGW2kogFEREf/dNe6uq9AUjV67sddNeY9ZXl2n1oM/6Kq0qZcnqJSzI6XtxyUCROmBP/e4EN4X3FPJfxb/i/+3bxsnmk6Q3buOBqffZbp0su9aBTuyuH6ztAxmT1QfvvPMOjzzyCLt27WL8+PE89NBD3H///cbxzsVIf/e73/ksRnrhhRf6dX5/+nQbOmaWAdRfdVWvjzFjmYjonz0bVqzoudXJzJmwfHkPc2OsTB9kDMngQO6BPo8HitQB0W9n/SA+sLt+MJ8PZExWCLjhhhu44YYb+jzucDjIy8sjLy8vbHlwAV8480zjvd2IiP4AN+3tMesrwOOBInVA9NtZP4gP7K4frO0DeZIVJWTFd5Ng8idZgiAIgrkI5PfbOh2bghAO5s/XN+ntfPzscvW7ae/cqXN7DEbuxOlwMnfq3HDlVBAEQbAYEmQJ9iY7Wx/kPnMmjB6t/y0s7HPTXpn1FXvUt9azsHAhmUsycT3pInNJJgsLF8pMUUEQBox0F0YJfx43Nno8xpYRmy69tNd1SGIZs+qvb633e52sgWJWH0SKcOs3+0bMdi9/iDEfFBXBokX6mM+sLP1Jei+zmLsSU/qDxGw+kIHvMYICdnfsL2XHSNis+t0JbhbkLAjpUg19YVYfRIpw64/0khyBYvfyhxjyQYDLxXQSM/oHgJV9IE+yooQ/kbBHKWOzzSuGDDG2H7ALdtcP4oNw6zf7RAa7lz/EkA8CnGTTSczoHwBm80EgT7IkyIoSMrtQEKKP60lXj6dYXXE6nHh+7unzuCD4TUYGHDzYM330aKjoO9AXzIfMLhQEQfCD9JT0AR0XBL/Jyjo1i7kTl0tPF2IWCbJMTLvXy1tHjvDWkSO0e/v+bztWsbt+EB+EW7/Zl+Swe/lDDPkgwOViOokZ/QPAyj6QIMvEtCjFV7dt46vbttFi4V7dYKfIx4r+gWB3H4Rbv9mX5LB7+UMM+SDA5WI6iRn9A8DKPpDZhSbGCeSkphrvrUhvU+QraivIK8xj2c5l/U6RjwX9A8XuPgi3/s6NmCO1JEegBKU/iGUCzExM3QPZ2f0Ocu+NmNIfJFb2gQx8jxJ2Gfi+sHAheYV5vQ4udjqc5OXkRXWKvCDEFN2XCejskjrNMgGCIPiPDHwXTEN+SX6fs7e8ykt+SX6EcyQIMcyiRacCLND/KqWnC4IQcSTIEsJKZV3lgI4LghAAZWW+6zCB/rmsLDr5EQSbI0GWiWnyeJiybh1T1q2jqXvDaREGMkU+FvQPFLv7QPQHqD8GlwmQOmBv/WBtH8jAdxPjBTY1NBjvrcjcqXP7HZPV3xT5WNA/UOzuA9EfoP758/WtWlwu3zFZp1kmwMxIHbC3frC2DyTIMjGDnE7eu+gi470VyZ2Wy7Kdy/rcgLe/KfKB6o/kxs2RIhbqwEAQ/QHq71wmoOvswgULTrtMgJmROmBv/fWt9fyyeAnDdhdzvPE4526s4oGp91umXZfZhVHCLrMLITLBT29LRcCpYK6/pSIEQRAE82HWdl1mFwqmwp3gZkHOAg7kHsDzcw8Hcg+wIGdBSG+OJauX9LgRQZ/BWFpVypLVS0J2LUEQBCH8xEK7LkGWiWn3evnX8eP86/hxy20lEAoC0R+rS0VIHRD9dtYP4gM76z/VrjvhzCv0V0fYYpV2XcZkmZgWpbihY+p1/VVX2a6wAtEfq0tFSB0Q/XbWD+IDO+s32m1nAmQ9rb/XZoO32fe4ibFTeVkOJ3BpSorx3m4Eoj89JZ2K2op+j1sRqQOi3876QXxgZ/2n2nUv1O7oSPX6HDc7MvA9Sthp4HskkO17BEEQYguztusy8F2wHbnTcpmSNgWnw7dK+7NUhCAIgmA+YqFdlyBLiAncCW4K7ykkLyePjCEZOB1OMoZkkJeTJ8s3CIIgWJBYaNeluzBK+PO4scnj4fObNgHw/uTJJHXfLiPGsbt+EB+IfnvrB/GB3fWD+XwQSHehDHw3MV6guLbWeG837K4fxAei3976QXxgd/1gbR9IkGViEh0Oll5wgfHebthdP4gPRL+99YP4wO76wdo+kO7CKCGzCwVBEATBesjsQkEQBEEQwkZ9az0LCxeSuSQT15MuMpdksrBwIfWt9dHOmqmQJ1lRwp9I2KMU2smTAFw1dCguiz0mHSh21w/iA9Fvb/0gPjCj/khv3Gw2H8iTrBih2evlmk2buGbTJppttmcViH4QH4h+e+sH8YEZ9Ud642Yz+sBfZOC7iXEA5ycnG+/tht31g/hA9NtbP4gPzKj/1MbNPencuDmUK7Gb0Qf+It2FUUIGvguCIAhWxPWkq88gC/RuQ8/PPRHMUWSR7kJBEARBEMLC6TZmtsLGzZFCgixBEARBEPxm7tS5PfYT7MTpcDJ36twI58i8SJBlYpo8HmZu2sTMTZto8pjj0Wskp+2aUX+ksbMP6lvr+fnKpxj0jxdxLP0lGb86+7R1Ldamldu5/Duxuw/MqD/SGzeb0Qf+IgPfTYwXeL+62ngfbXqbtltRW0FeYR7Ldi4L+bRds+mPBnb1QWdd23hkB+rKfwFwcMuhfutapOtnJLBr+XfF7j4wo/7OjZuXrF5Cfkk+lXWVpKekM3fqXHKn5Yb8PjOjD/xFgiwTk+hw8Np55xnvo40/03ZDOaPEbPqjgV190FnXlAK2P6Unelvx0nddi3T9jAR2Lf+u2N0HZtXvTnCzIGdBRO4ps/rAH2R2YZSw4uzCzCWZVNRW9Hk8Y0gGB3IPRDBHQqwSTF2T+ikIQiSQ2YVCWKisqxzQcUHwl2DqmtRPQRDMhgRZJsajFOtqa1lXW4vHBA8cIz1t12z6o4FdfXCqLjkh5Vz91aW56q2uxeK0cruWf1fs7gO76wdr+0CCLBPT7PXy2ZISPltSYoqtBCI9bdds+qOBXX1g1DVnAkz9rf5yJgB917VYnFZu1/Lvit19YHf9YG0fSJBlYhzA2MRExiYmmmIrgUhP2zWb/mhgVx901jWHwwHNVfoL1W9di3T9jASmLv+iIpg9GzIy9L9FRWG5jKl9EAHsrh+s7QMZ+B4lrDjwHfRp8pGativYm2DqmtTPCFFUBDNmgFLg8YDLBQ4HrFwJ2dnRzp0ghJVAfr8lyIoSVg2yBEEQmD0bVqzQA6xOXC6YOROWL49evgQhAsjsQkEQBCF8lJX5Bligfy4ri05+BMGkSJBlYpo9Hm4pK+OWsjKaLbaVQCiwu34QH4h+k+rPytKfXHXF5dLTQ4xpfRAh7K4frO0DWfHdxHiA/zt+3HhvN+yuH8QHot+k+ufPh/ff1wOrrmOyFoR+9W/T+iBC2F0/WNsHEmSZmASHg/xJk4z3dsPu+kF8IPpNqj87Wx/kvmiR3kWYlaUHWNOnh/xSpvVBhLC7frC2D2Tge5SQge8Wp6jI9wdm/nyZVSUI4UDuNcFkyOxCCyBBloWR6euCEBnkXhNMiMwujBG8SrG1oYGtDQ14bRgLm1b/okWnGn3Q/yqlp4cY0/ogQoh+e+tn0SK8wNbMTLaOG4fX6w3bvWZWbF8HsLYPZEyWiWnyerlw3ToA6q+6isHdZ/PEOKbVH8Hp66b1QYQQ/fbWT1kZTXFxXPjyywDUz57N4OZmWy0VYfs6gLV9IEGWyRkWHx/tLEQVU+rPyoKqqp4LMYZh+jqY1AcRRPTbWH9WFmgaw06ePJUWxnvNrNi6DnRgVR/ImKwoIWOyLExf40QKC8Myu0oQbIvca4IJkTFZAyQvLw+Hw+HzSktLM44rpcjLyyM9PZ2kpCRmzJjB1q1bo5hjIaJ0Tl+fORNGj9b/SqMvCKFH7jXB4kiQ1QcXXHABhw4dMl5lXcYA/OIXv+D555/nxRdfZN26daSlpTFz5kzq6uqimGMhomRn63u0VVTof+3W6BcV6fvXZWTof4uKop0jIVax+70mWLq9kTFZfRAXF+fz9KoTpRS/+tWveOyxx7j11lsBePXVVxk5ciRvvPEGDzzwQEDXafB4SFEKR8cCa61eL21KEedwoJTivp07Afh/55zDIJeLJKcTZ4dtm9dLq1K4gEFdBgI2dIwV8se20eNBAYOcTlwdtu1eLy1K4QSSgrRt8njwAokOB3FOPZb3KEWz1+u37cm2Nr67axdxDgd/PPdcBrlcNHs8eNAXpIvvdl4HkNzlvL3ZepWiyesF8Bk82eL10q4U8Q4HCUHYKqVo7LBNdjp7lGcgtnEOB4kdts0eD3N27ADg5XPPJTkurk/bUJS9X7bFxTBjBu0OBy0uF87CQpLef9+YVt9ZngOtJw70/wI774EXzzmHBJerT9tgy36g9aRreQ60nnQvz+OtrXx31y5cwP985jMMcrlCUvZWaiO63gN/PPdc3B33QCBlb+U2wqkU3/rkEwB+M3EiLqfTr7KPahvhZ9n7ZbtqFY033siD3/8+zksu4Y+//CXxH35I8wcf4Jg2zac8T9eehLKN8Bd5ktUHu3btIj09nfHjx3PHHXfw6aefAlBeXk5VVRWzZs0ybBMTE8nJyaG4uLjP87W0tFBbW+vzAkgvLuZYW5th99yBA7g1jQd37cIDvHHkCG8cOcKYNWtwaxr7m5sN25cOHsStacaPUCfjOmy3NzYaaa9UVeHWNO7Yts3H9vy1a3FrGiVdnsK9efQobk3jpi1bfGwv27ABt6ahdRmE+s7x47g1jc9v2uRje3VpKW5N493qaiPtw+pq3JrGtJISH9vZmzfj1jSWHjtmpK2prWVYcTF/PXqUN44cMbZS+PLWrbg1jdcPHzZsy+rrcWsaEz/+2Oe839ixA7emkX/okJG2p6kJt6YxultZPbBzJ25N44WKCiPtUGsrbk1j6KpVPrYP7d6NW9NYvG+fkVbT3o5b03BrGu1dhjk+Vl6OW9N4rLzcSGtXyrCtaW830hfv24db03ho924jzQP89ehR/nr0KAdbW430FyoqcGsaD3Qr+9HFxbg1jT1NTUZa/qFDuDWNb3T8UHUy8eOPcWsaZfX1Rtrrhw/j1jS+3K37e/L69bg1jTW1tcYSFkunT8e9fDmzFy/2mVY/raQEt6bxYZeyf7ej7K8uLfU57+c3bcKtabzTsWUGgHbyJG5N47ING3zugS9v24Zb03jz6FHDtqSuDremcf7atT7nvaPD9pWqKiNte2Mjbk1j3Jo1Prb3dZT9SwcPGmn7m5txaxojuv3H/OCuXbg1jecOHDDSjrW1GeXZlYf37MGtaTyxd6+R1uj1GradP6IAT+zdi1vTeHjPHp9zdN4Dfz561LgHurYRXRlRVBSTbUTXe6B7G+HWNCavX+9z3lhrI054PMY98ExH2XdtIwCGrlqFW9M4ZJY2ooOlx47h1jRmb97sYxtQG7F3L8OWLuUv117LG5//PB5Au/BC3O3tXLZhg4/tTVu2RKyN8Bd5ktULl19+OX/605+YNGkShw8fZtGiRUyfPp2tW7dS1VEgI0eO9PnOyJEj2dflhurO008/zRNPPBFQPhIcDpZMmADgcwPaiWHx8Tw2ZozltlIIFQkOB07AC8SbxQcRXMKi6z3QNRCzGwvHjbP1PTBh0CD2NDcTZ0MfdL0Hjnf5h9w2dPwjcO+//kVWeTkJbW092x8TI7ML/aChoYEJEybw05/+lCuuuILs7GwqKysZNWqUYXP//fdz4MAB/vOf//R6jpaWFlpaWozPtbW1ZGZmUnniBGlDh5622yBWuwJOZxvrXQH+dBmZrivgC1+AFStoV4qWhAScXi9JHo8+KHn58pB2F0arK8As3YWd5RlsPZE2QtoIy3cX3ngj3oICEpuaiOvwiSc+nubrr8exdGlU2gjZVicMzJw5k3POOYef/OQnTJgwgZKSEi6++GLj+M0338zQoUN59dVX/TqfLOEgWBaZVi8IQqQwYXsjSziEmJaWFrZv386oUaMYP348aWlprFixwjje2tpKYWEh00Nc4F6l2NvUxN6mJsttJRAK7K4fTOqDCE6rN6X+CGJ3/SA+sLt+srPxFhSw98tfZu/kyXgttoyHjMnqhR//+MfceOONjBkzhiNHjrBo0SJqa2uZM2cODoeDefPmsXjxYiZOnMjEiRNZvHgxycnJ3HnnnSHNR5PXy/iOgZpW20ogFNhdP5jYB53T6sOMafVHCLvrB/GB3fUDNE2bxviOSUJW84EEWb1QUVHB1772NY4dO8bw4cO54oorWLNmDWPHjgXgpz/9KU1NTXz3u9+lurqayy+/nPfee4+UlJSQ5yU5wOmisYbd9YP4QPTbWz+ID+yuH6zrAxmTFSVkTJYgCIIgWA8ZkyUIgiAIghBlJMgSBEEQBEEIAxJkmZgWr5f7d+7k/p07aemyOrRdsLt+EB+IfnvrB/GB3fWDtX0gQZaJaVeKPxw6xB8OHfLZhsEu2F0/iA9Ev731g/jA7vrB2j6Q2YUmJt7hYNH48cZ7u2F3/SA+EP321g/iA7vrB2v7QGYXRgmZXSgIgiAI1kNmFwqCIAiCIEQZ6S40MUopjnXsuj4sPt7YJNQu2F0/iA9Ev731g/jA7vrB2j6QIMvENHq9jCguBqy3lUAosLt+EB+IfnvrB/GB3fWDtX0gQVaU6BwKV1tb26dNg8cDDQ2GncdCFSsU2F0/iA9Ev731g/jA7vrBfD7o/N32Z0i7DHyPEhUVFWRmZkY7G4IgCIIgBMGBAwfIyMjo10aCrCjh9XqprKwkJSWl3/7l2tpaMjMzOXDggC1nIdpdP4gPRL+99YP4wO76wVw+UEpRV1dHeno6ztNsXC3dhVHC6XSeNgLuypAhQ6JesaKJ3fWD+ED021s/iA/srh/M44PU1FS/7GQJB0EQBEEQhDAgQZYgCIIgCEIYkCDL5CQmJvL444+TmJgY7axEBbvrB/GB6Le3fhAf2F0/WNcHMvBdEARBEAQhDMiTLEEQBEEQhDAgQZYgCIIgCEIYkCBLEARBEAQhDEiQJQiCIAiCEAYkyDIx//3f/8348eMZNGgQl1xyCZqmRTtLESMvLw+Hw+HzSktLi3a2wsZHH33EjTfeSHp6Og6Hg2XLlvkcV0qRl5dHeno6SUlJzJgxg61bt0Yns2HidD645557etSJK664IjqZDQNPP/00l112GSkpKYwYMYJbbrmFnTt3+tjEcj3wR38s14Hf/OY3XHTRRcZim9OmTWP58uXG8Vgu+05O5wMrlr8EWSblzTffZN68eTz22GNs3LiRq666itmzZ7N///5oZy1iXHDBBRw6dMh4lZWVRTtLYaOhoYHJkyfz4osv9nr8F7/4Bc8//zwvvvgi69atIy0tjZkzZ1JXVxfhnIaP0/kA4Prrr/epE//+978jmMPwUlhYyPe+9z3WrFnDihUraG9vZ9asWTR0bIwLsV0P/NEPsVsHMjIyeOaZZ1i/fj3r16/n2muv5eabbzYCqVgu+05O5wOwYPkrwZR89rOfVd/+9rd90j7zmc+on/3sZ1HKUWR5/PHH1eTJk6OdjagAqKVLlxqfvV6vSktLU88884yR1tzcrFJTU9Vvf/vbKOQw/HT3gVJKzZkzR918881RyU80OHLkiAJUYWGhUsp+9aC7fqXsVwfOOOMM9Yc//MF2Zd+VTh8oZc3ylydZJqS1tZUNGzYwa9Ysn/RZs2ZRXFwcpVxFnl27dpGens748eO54447+PTTT6OdpahQXl5OVVWVT31ITEwkJyfHVvUBYOXKlYwYMYJJkyZx//33c+TIkWhnKWzU1NQAcOaZZwL2qwfd9Xdihzrg8Xj4y1/+QkNDA9OmTbNd2UNPH3RitfKXDaJNyLFjx/B4PIwcOdInfeTIkVRVVUUpV5Hl8ssv509/+hOTJk3i8OHDLFq0iOnTp7N161bOOuusaGcvonSWeW/1Yd++fdHIUlSYPXs2X/nKVxg7dizl5eUsWLCAa6+9lg0bNlhuFejToZTioYce4sorr+TCCy8E7FUPetMPsV8HysrKmDZtGs3NzbjdbpYuXcr5559vBFJ2KPu+fADWLH8JskyMw+Hw+ayU6pEWq8yePdt4n5WVxbRp05gwYQKvvvoqDz30UBRzFj3sXB8Abr/9duP9hRdeyKWXXsrYsWP517/+xa233hrFnIWeBx98kM2bN7Nq1aoex+xQD/rSH+t14Nxzz6W0tJSTJ0/y9ttvM2fOHAoLC43jdij7vnxw/vnnW7L8pbvQhAwbNgyXy9XjqdWRI0d6/CdjFwYPHkxWVha7du2KdlYiTuesSqkPvowaNYqxY8fGXJ34/ve/zz/+8Q8KCgrIyMgw0u1SD/rS3xuxVgcSEhI455xzuPTSS3n66aeZPHkyL7zwgm3KHvr2QW9YofwlyDIhCQkJXHLJJaxYscInfcWKFUyfPj1KuYouLS0tbN++nVGjRkU7KxFn/PjxpKWl+dSH1tZWCgsLbVsfAI4fP86BAwdipk4opXjwwQf5+9//zocffsj48eN9jsd6PTid/t6ItTrQHaUULS0tMV/2/dHpg96wRPlHa8S90D9/+ctfVHx8vPrjH/+otm3bpubNm6cGDx6s9u7dG+2sRYQf/ehHauXKlerTTz9Va9asUTfccINKSUmJWf11dXVq48aNauPGjQpQzz//vNq4caPat2+fUkqpZ555RqWmpqq///3vqqysTH3ta19To0aNUrW1tVHOeejozwd1dXXqRz/6kSouLlbl5eWqoKBATZs2TY0ePTpmfPCd73xHpaamqpUrV6pDhw4Zr8bGRsMmluvB6fTHeh145JFH1EcffaTKy8vV5s2b1aOPPqqcTqd67733lFKxXfad9OcDq5a/BFkm5qWXXlJjx45VCQkJaurUqT5TmWOd22+/XY0aNUrFx8er9PR0deutt6qtW7dGO1tho6CgQAE9XnPmzFFK6dP3H3/8cZWWlqYSExPV1VdfrcrKyqKb6RDTnw8aGxvVrFmz1PDhw1V8fLwaM2aMmjNnjtq/f3+0sx0yetMOqJdfftmwieV6cDr9sV4H7r33XqO9Hz58uPrc5z5nBFhKxXbZd9KfD6xa/g6llIrcczNBEARBEAR7IGOyBEEQBEEQwoAEWYIgCIIgCGFAgixBEARBEIQwIEGWIAiCIAhCGJAgSxAEQRAEIQxIkCUIgiAIghAGJMgSBEEQBEEIAxJkCYIgCIIghAEJsgRBiDmqV1az0rGS7fdsD9k5D71yiJWOlZTnlYfsnIIgxDYSZAmCIAiCIIQBCbIEQRAEQRDCgOxdKAiCpWjY3sD+xfupKa6h5WALcSlxJIxOYOiMoYx5eAyfPvIph1893Ot3xz4+lvF54wE4/q/jHH37KLWra2k52ILyKJLOSWLE7SPI/FEmzsRT/4NunLGRmsKaXs957svnMuqeUcbn+rJ69j+zn5MrT9J2rI34s+I587ozGfv4WJLGJQWte6VjJYljE7lizxUc+OUBDv3hEM37mkkYkcCIO0cw/snxPnnupPlAM/sW7ePEf07QWtVKXGocqVemMuaRMQy5bEjQ+REE4fRIkCUIgmWoK6lj45Ub8TZ7SflsCknjk2iva6f502YatzcyuWAyTbubOPq3o1S/W82gCYNIvTLV+P6wW4Yx/JbhABSlFeFt8JJ8QTKDxgyivbadurV1tFe3M/TaoUx+bzIOlwOAfc/s4/g7x6ktqmXw5MG4p7iNc4761iiGXjkUgKNvH2XbndtQrQr3JW6SxifRtKeJ+o31xJ0Vx8WFFzP4gsFBae8MsoZcMYTj7xxnyGeH4Brs4qR2Ek+NhxF3jeD81873+U59WT2brt1E27E2kj+TjHuKm+b9zdQW1+KIc3DeG+cx4isjgsqPIAinJy7aGRAEQfCXiv9XgbfJywVvX8DwW4f7HGvY3kDc0DjOmHEGSeckUf1uNalXpnLeK+f1eq5Jv53EmTPPxDXYZaS117Wz/c7tHH/nOIdfP0za3WkAjP3ZWBLSEqgtqmXYLcOMp2FdaSpvYvvd23EmOclakcXQq4cax6r+VMWOOTvY8c0dXLL2kqD1t+xroSG5gcu2XGY8FWsqb2LDJRs48voRxj8xnqQJerpSiu13baftWBtjHhnD+KfG43DoQeORvx1h2+3b2HnfToZePZSEkQlB50kQhL6RMVmCIFiGtiNtAAy9dmiPY4PPG0ziqES/zzX8luE+ARZAXEocE5ZMAODY/x0LKG8VL1TgbfQy4RcTfAIsgLS70xh2yzDq1tVRV1IX0Hm7M/HXE326HZPGJzHy6yMBOKmdNNJPrjxJQ1kDg8YPYvzCUwEWwIjbRjDslmF46jwcevnQgPIjCELfSJAlCIJlSLkkBYAdd++gdm0tyjuw0Q6NuxqpeKGCXd/fxY57d7D9nu3sW7gPgKZdTQGdq3pFNQDDbh7W6/HObsu6dcEHWY54B0NnDO2RnjRJD7paD7UaaTWaPoZsxO0jjG7Proz8xkgfO0EQQo90FwqCYBkyf5JJzaoajv/zOMf/eRxXqoshlw/hrBvOIu2eNOJS/GvSlFLs+fEeKpZUQB9xmqfOE1Demvc2A1CcVtyvXduxtoDO25WEUQm9Bkwut/5EztviNdJaKlsAGDRuUK/n6kxvrWzt9bggCANHgixBECxD3JA4Jn84mZoiPdA6ufIk1R9UU/1eNfuf3s/F2sXGmKT+OPLmESqeryAxI5FzfnUOQ6YNIX54PM54J95WLx8lfkSgc4KUR4EDRt49sl+75AuSAzqvDz3jq4F/J5hzCoLgFxJkCYJgKRwOB0OvHGrM6Gs92sruH+7myJ+P8Omjn3LBmxec9hzHlurjrSb+ZiLDbvDt3mv6NLBuwk4SMxJp3tPMxP83kbgh0W9aE9P18WnN5c29Hm/Zpz/pShglg94FIVzImCxBECxNwvAExuWNA6ChrAEAZ4LetKn23p9GtVe3AzAos2dX2tG/Hu31O6c75xmfPwOAY8sCGzAfLlKv0seAHXnziP6UrRuHXzvsYycIQuiRIEsQBMtw8LcHaSrv+aTpxPITACSO0Z/eJKTrT2eadvb+VKpzoHhlfqVPt+BJ7SQHnjvQ63dOd87MH2XiTHKyO3c3x/7ZM9BqO9HGwf8+iKcpsLFewTJ0xlAGZw2mubyZ8p+X++g8uuwoR/9+FJfbRdo9aRHJjyDYkeg/0xYEQfCTyt9Wsus7u0g+P5nk85JxxDlo2tlEfWk9ziQn4x4fB0DSuCQGXzSYuvV1bPjsBn0BUBcMu2kYw24aRsYPMqh6pYrK/67k5MqTuC9y03KwhZpVNWT+KJMD/9Uz0BpyxRDiR8Rz9G9H2ThjI0lnJ4ETRt07itTpqSRPTOa8185j+9e3s+WmLSSdm8Tg8wajlNLXt9rWgGpVjLhzBK4kV4/zhxqHw8F5r59H6TWl7F+8n2NLj51ajLRIX4z03P85l8Q0/5e9EAQhMORJliAIlmH8wvGk3ZsGDjj5wUmO//M4nkYPo+aO4tLNl5I67VTX1wVvX8CwW4bR9GkTVX+qouqPVcYaVcmTkrlk3SWcdeNZtB1r49g/juGp9zDpd5OY8NyEXq/tGuQi619ZnDHzDOpL66l6RT9n4yeNhs3wW4dz6aZLGfXAKFSb4vhyfXC+t8XLyLtGkvVOFnGpkfvf1p3l5tKSSxl1/yg89R6O/u0oTTubGHbLMC4uulhWexeEMCPb6giCIAiCIIQBeZIlCIIgCIIQBiTIEgRBEARBCAMy8F0QBCHCVP6hkppV/m1nM+ZnYxj8mcFhzpEgCOFAgixBEIQIU7OqhsOvHvbLNu2eNAmyBMGiyMB3QRAEQRCEMCBjsgRBEARBEMKABFmCIAiCIAhhQIIsQRAEQRCEMCBBliAIgiAIQhiQIEsQBEEQBCEMSJAlCIIgCIIQBiTIEgRBEARBCAMSZAmCIAiCIISB/w8nzOOKSn7SnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Option = '1 = scatter \\n2 = pie \\n3 = bar'\n",
    "print(Option)\n",
    "\n",
    "user = int(input('enter your option graph'))\n",
    "\n",
    "if user == 1:\n",
    "    plt.scatter(covid['No'], covid['active'], c = 'g', s = 30)\n",
    "    plt.scatter(covid['No'], covid['deaths'], c = 'r', s = 15)\n",
    "    plt.title('Scatter', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('active, \\n deaths', size = 15, c = 'r')\n",
    "    plt.grid(color = 'c', ls = ':', linewidth = 1.5)\n",
    "\n",
    "elif user == 2:\n",
    "    plt.pie(covid['active'], labels = covid['No'])\n",
    "    plt.legend(title = 'state')\n",
    "    plt.title('Pie_Charts', size = 30)\n",
    "\n",
    "elif user == 3:\n",
    "    plt.bar(covid['No'], covid['active'], width = 0.5)\n",
    "    plt.bar(covid['No'], covid['deaths'], width = 0.5)\n",
    "    plt.title('active', c = 'b', size = 30)\n",
    "    plt.xlabel('state_no', size = 15, c = 'm')\n",
    "    plt.ylabel('active, \\n deaths', size = 15, c = 'r')\n",
    "\n",
    "else:\n",
    "    print('graph is not available on this number')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "617e1cd8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}