└── Project.ipynb


/Project.ipynb:
--------------------------------------------------------------------------------
   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "markdown",
   5 |    "id": "80ce47b8",
   6 |    "metadata": {},
   7 |    "source": [
   8 |     "Topic:- Electric Vehicle Population Data Analysis"
   9 |    ]
  10 |   },
  11 |   {
  12 |    "cell_type": "markdown",
  13 |    "id": "0f723457",
  14 |    "metadata": {},
  15 |    "source": [
  16 |     "Objectives-:"
  17 |    ]
  18 |   },
  19 |   {
  20 |    "cell_type": "markdown",
  21 |    "id": "a8f456ea",
  22 |    "metadata": {},
  23 |    "source": [
  24 |     "1) Data Exploration and Cleaning"
  25 |    ]
  26 |   },
  27 |   {
  28 |    "cell_type": "code",
  29 |    "execution_count": 8,
  30 |    "id": "75bcbef5",
  31 |    "metadata": {},
  32 |    "outputs": [
  33 |     {
  34 |      "name": "stdout",
  35 |      "output_type": "stream",
  36 |      "text": [
  37 |       "First 5 rows:\n"
  38 |      ]
  39 |     },
  40 |     {
  41 |      "data": {
  42 |       "text/html": [
  43 |        "<div>\n",
  44 |        "<style scoped>\n",
  45 |        "    .dataframe tbody tr th:only-of-type {\n",
  46 |        "        vertical-align: middle;\n",
  47 |        "    }\n",
  48 |        "\n",
  49 |        "    .dataframe tbody tr th {\n",
  50 |        "        vertical-align: top;\n",
  51 |        "    }\n",
  52 |        "\n",
  53 |        "    .dataframe thead th {\n",
  54 |        "        text-align: right;\n",
  55 |        "    }\n",
  56 |        "</style>\n",
  57 |        "<table border=\"1\" class=\"dataframe\">\n",
  58 |        "  <thead>\n",
  59 |        "    <tr style=\"text-align: right;\">\n",
  60 |        "      <th></th>\n",
  61 |        "      <th>VIN (1-10)</th>\n",
  62 |        "      <th>County</th>\n",
  63 |        "      <th>City</th>\n",
  64 |        "      <th>State</th>\n",
  65 |        "      <th>Postal Code</th>\n",
  66 |        "      <th>Model Year</th>\n",
  67 |        "      <th>Make</th>\n",
  68 |        "      <th>Model</th>\n",
  69 |        "      <th>Electric Vehicle Type</th>\n",
  70 |        "      <th>Clean Alternative Fuel Vehicle (CAFV) Eligibility</th>\n",
  71 |        "      <th>Electric Range</th>\n",
  72 |        "      <th>Base MSRP</th>\n",
  73 |        "      <th>Legislative District</th>\n",
  74 |        "      <th>DOL Vehicle ID</th>\n",
  75 |        "      <th>Vehicle Location</th>\n",
  76 |        "      <th>Electric Utility</th>\n",
  77 |        "      <th>2020 Census Tract</th>\n",
  78 |        "    </tr>\n",
  79 |        "  </thead>\n",
  80 |        "  <tbody>\n",
  81 |        "    <tr>\n",
  82 |        "      <th>0</th>\n",
  83 |        "      <td>5YJ3E1EBXK</td>\n",
  84 |        "      <td>King</td>\n",
  85 |        "      <td>Seattle</td>\n",
  86 |        "      <td>WA</td>\n",
  87 |        "      <td>98178.0</td>\n",
  88 |        "      <td>2019</td>\n",
  89 |        "      <td>TESLA</td>\n",
  90 |        "      <td>MODEL 3</td>\n",
  91 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
  92 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
  93 |        "      <td>220.0</td>\n",
  94 |        "      <td>0.0</td>\n",
  95 |        "      <td>37.0</td>\n",
  96 |        "      <td>477309682</td>\n",
  97 |        "      <td>POINT (-122.23825 47.49461)</td>\n",
  98 |        "      <td>CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)</td>\n",
  99 |        "      <td>5.303301e+10</td>\n",
 100 |        "    </tr>\n",
 101 |        "    <tr>\n",
 102 |        "      <th>1</th>\n",
 103 |        "      <td>5YJYGDEE3L</td>\n",
 104 |        "      <td>Kitsap</td>\n",
 105 |        "      <td>Poulsbo</td>\n",
 106 |        "      <td>WA</td>\n",
 107 |        "      <td>98370.0</td>\n",
 108 |        "      <td>2020</td>\n",
 109 |        "      <td>TESLA</td>\n",
 110 |        "      <td>MODEL Y</td>\n",
 111 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 112 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 113 |        "      <td>291.0</td>\n",
 114 |        "      <td>0.0</td>\n",
 115 |        "      <td>23.0</td>\n",
 116 |        "      <td>109705683</td>\n",
 117 |        "      <td>POINT (-122.64681 47.73689)</td>\n",
 118 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 119 |        "      <td>5.303509e+10</td>\n",
 120 |        "    </tr>\n",
 121 |        "    <tr>\n",
 122 |        "      <th>2</th>\n",
 123 |        "      <td>KM8KRDAF5P</td>\n",
 124 |        "      <td>Kitsap</td>\n",
 125 |        "      <td>Olalla</td>\n",
 126 |        "      <td>WA</td>\n",
 127 |        "      <td>98359.0</td>\n",
 128 |        "      <td>2023</td>\n",
 129 |        "      <td>HYUNDAI</td>\n",
 130 |        "      <td>IONIQ 5</td>\n",
 131 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 132 |        "      <td>Eligibility unknown as battery range has not b...</td>\n",
 133 |        "      <td>0.0</td>\n",
 134 |        "      <td>0.0</td>\n",
 135 |        "      <td>26.0</td>\n",
 136 |        "      <td>230390492</td>\n",
 137 |        "      <td>POINT (-122.54729 47.42602)</td>\n",
 138 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 139 |        "      <td>5.303509e+10</td>\n",
 140 |        "    </tr>\n",
 141 |        "    <tr>\n",
 142 |        "      <th>3</th>\n",
 143 |        "      <td>5UXTA6C0XM</td>\n",
 144 |        "      <td>Kitsap</td>\n",
 145 |        "      <td>Seabeck</td>\n",
 146 |        "      <td>WA</td>\n",
 147 |        "      <td>98380.0</td>\n",
 148 |        "      <td>2021</td>\n",
 149 |        "      <td>BMW</td>\n",
 150 |        "      <td>X5</td>\n",
 151 |        "      <td>Plug-in Hybrid Electric Vehicle (PHEV)</td>\n",
 152 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 153 |        "      <td>30.0</td>\n",
 154 |        "      <td>0.0</td>\n",
 155 |        "      <td>35.0</td>\n",
 156 |        "      <td>267929112</td>\n",
 157 |        "      <td>POINT (-122.81585 47.64509)</td>\n",
 158 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 159 |        "      <td>5.303509e+10</td>\n",
 160 |        "    </tr>\n",
 161 |        "    <tr>\n",
 162 |        "      <th>4</th>\n",
 163 |        "      <td>JTMAB3FV7P</td>\n",
 164 |        "      <td>Thurston</td>\n",
 165 |        "      <td>Rainier</td>\n",
 166 |        "      <td>WA</td>\n",
 167 |        "      <td>98576.0</td>\n",
 168 |        "      <td>2023</td>\n",
 169 |        "      <td>TOYOTA</td>\n",
 170 |        "      <td>RAV4 PRIME</td>\n",
 171 |        "      <td>Plug-in Hybrid Electric Vehicle (PHEV)</td>\n",
 172 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 173 |        "      <td>42.0</td>\n",
 174 |        "      <td>0.0</td>\n",
 175 |        "      <td>2.0</td>\n",
 176 |        "      <td>236505139</td>\n",
 177 |        "      <td>POINT (-122.68993 46.88897)</td>\n",
 178 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 179 |        "      <td>5.306701e+10</td>\n",
 180 |        "    </tr>\n",
 181 |        "  </tbody>\n",
 182 |        "</table>\n",
 183 |        "</div>"
 184 |       ],
 185 |       "text/plain": [
 186 |        "   VIN (1-10)    County     City State  Postal Code  Model Year     Make  \\\n",
 187 |        "0  5YJ3E1EBXK      King  Seattle    WA      98178.0        2019    TESLA   \n",
 188 |        "1  5YJYGDEE3L    Kitsap  Poulsbo    WA      98370.0        2020    TESLA   \n",
 189 |        "2  KM8KRDAF5P    Kitsap   Olalla    WA      98359.0        2023  HYUNDAI   \n",
 190 |        "3  5UXTA6C0XM    Kitsap  Seabeck    WA      98380.0        2021      BMW   \n",
 191 |        "4  JTMAB3FV7P  Thurston  Rainier    WA      98576.0        2023   TOYOTA   \n",
 192 |        "\n",
 193 |        "        Model                   Electric Vehicle Type  \\\n",
 194 |        "0     MODEL 3          Battery Electric Vehicle (BEV)   \n",
 195 |        "1     MODEL Y          Battery Electric Vehicle (BEV)   \n",
 196 |        "2     IONIQ 5          Battery Electric Vehicle (BEV)   \n",
 197 |        "3          X5  Plug-in Hybrid Electric Vehicle (PHEV)   \n",
 198 |        "4  RAV4 PRIME  Plug-in Hybrid Electric Vehicle (PHEV)   \n",
 199 |        "\n",
 200 |        "   Clean Alternative Fuel Vehicle (CAFV) Eligibility  Electric Range  \\\n",
 201 |        "0            Clean Alternative Fuel Vehicle Eligible           220.0   \n",
 202 |        "1            Clean Alternative Fuel Vehicle Eligible           291.0   \n",
 203 |        "2  Eligibility unknown as battery range has not b...             0.0   \n",
 204 |        "3            Clean Alternative Fuel Vehicle Eligible            30.0   \n",
 205 |        "4            Clean Alternative Fuel Vehicle Eligible            42.0   \n",
 206 |        "\n",
 207 |        "   Base MSRP  Legislative District  DOL Vehicle ID  \\\n",
 208 |        "0        0.0                  37.0       477309682   \n",
 209 |        "1        0.0                  23.0       109705683   \n",
 210 |        "2        0.0                  26.0       230390492   \n",
 211 |        "3        0.0                  35.0       267929112   \n",
 212 |        "4        0.0                   2.0       236505139   \n",
 213 |        "\n",
 214 |        "              Vehicle Location                              Electric Utility  \\\n",
 215 |        "0  POINT (-122.23825 47.49461)  CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)   \n",
 216 |        "1  POINT (-122.64681 47.73689)                        PUGET SOUND ENERGY INC   \n",
 217 |        "2  POINT (-122.54729 47.42602)                        PUGET SOUND ENERGY INC   \n",
 218 |        "3  POINT (-122.81585 47.64509)                        PUGET SOUND ENERGY INC   \n",
 219 |        "4  POINT (-122.68993 46.88897)                        PUGET SOUND ENERGY INC   \n",
 220 |        "\n",
 221 |        "   2020 Census Tract  \n",
 222 |        "0       5.303301e+10  \n",
 223 |        "1       5.303509e+10  \n",
 224 |        "2       5.303509e+10  \n",
 225 |        "3       5.303509e+10  \n",
 226 |        "4       5.306701e+10  "
 227 |       ]
 228 |      },
 229 |      "metadata": {},
 230 |      "output_type": "display_data"
 231 |     },
 232 |     {
 233 |      "name": "stdout",
 234 |      "output_type": "stream",
 235 |      "text": [
 236 |       "\n",
 237 |       "Dataset Info:\n",
 238 |       "<class 'pandas.core.frame.DataFrame'>\n",
 239 |       "RangeIndex: 235692 entries, 0 to 235691\n",
 240 |       "Data columns (total 17 columns):\n",
 241 |       " #   Column                                             Non-Null Count   Dtype  \n",
 242 |       "---  ------                                             --------------   -----  \n",
 243 |       " 0   VIN (1-10)                                         235692 non-null  object \n",
 244 |       " 1   County                                             235689 non-null  object \n",
 245 |       " 2   City                                               235689 non-null  object \n",
 246 |       " 3   State                                              235692 non-null  object \n",
 247 |       " 4   Postal Code                                        235689 non-null  float64\n",
 248 |       " 5   Model Year                                         235692 non-null  int64  \n",
 249 |       " 6   Make                                               235692 non-null  object \n",
 250 |       " 7   Model                                              235692 non-null  object \n",
 251 |       " 8   Electric Vehicle Type                              235692 non-null  object \n",
 252 |       " 9   Clean Alternative Fuel Vehicle (CAFV) Eligibility  235692 non-null  object \n",
 253 |       " 10  Electric Range                                     235656 non-null  float64\n",
 254 |       " 11  Base MSRP                                          235656 non-null  float64\n",
 255 |       " 12  Legislative District                               235198 non-null  float64\n",
 256 |       " 13  DOL Vehicle ID                                     235692 non-null  int64  \n",
 257 |       " 14  Vehicle Location                                   235682 non-null  object \n",
 258 |       " 15  Electric Utility                                   235689 non-null  object \n",
 259 |       " 16  2020 Census Tract                                  235689 non-null  float64\n",
 260 |       "dtypes: float64(5), int64(2), object(10)\n",
 261 |       "memory usage: 30.6+ MB\n",
 262 |       "\n",
 263 |       "Basic statistics:\n"
 264 |      ]
 265 |     },
 266 |     {
 267 |      "data": {
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 273 |        "    }\n",
 274 |        "\n",
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 284 |        "  <thead>\n",
 285 |        "    <tr style=\"text-align: right;\">\n",
 286 |        "      <th></th>\n",
 287 |        "      <th>VIN (1-10)</th>\n",
 288 |        "      <th>County</th>\n",
 289 |        "      <th>City</th>\n",
 290 |        "      <th>State</th>\n",
 291 |        "      <th>Postal Code</th>\n",
 292 |        "      <th>Model Year</th>\n",
 293 |        "      <th>Make</th>\n",
 294 |        "      <th>Model</th>\n",
 295 |        "      <th>Electric Vehicle Type</th>\n",
 296 |        "      <th>Clean Alternative Fuel Vehicle (CAFV) Eligibility</th>\n",
 297 |        "      <th>Electric Range</th>\n",
 298 |        "      <th>Base MSRP</th>\n",
 299 |        "      <th>Legislative District</th>\n",
 300 |        "      <th>DOL Vehicle ID</th>\n",
 301 |        "      <th>Vehicle Location</th>\n",
 302 |        "      <th>Electric Utility</th>\n",
 303 |        "      <th>2020 Census Tract</th>\n",
 304 |        "    </tr>\n",
 305 |        "  </thead>\n",
 306 |        "  <tbody>\n",
 307 |        "    <tr>\n",
 308 |        "      <th>count</th>\n",
 309 |        "      <td>235692</td>\n",
 310 |        "      <td>235689</td>\n",
 311 |        "      <td>235689</td>\n",
 312 |        "      <td>235692</td>\n",
 313 |        "      <td>235689.000000</td>\n",
 314 |        "      <td>235692.000000</td>\n",
 315 |        "      <td>235692</td>\n",
 316 |        "      <td>235692</td>\n",
 317 |        "      <td>235692</td>\n",
 318 |        "      <td>235692</td>\n",
 319 |        "      <td>235656.000000</td>\n",
 320 |        "      <td>235656.000000</td>\n",
 321 |        "      <td>235198.000000</td>\n",
 322 |        "      <td>2.356920e+05</td>\n",
 323 |        "      <td>235682</td>\n",
 324 |        "      <td>235689</td>\n",
 325 |        "      <td>2.356890e+05</td>\n",
 326 |        "    </tr>\n",
 327 |        "    <tr>\n",
 328 |        "      <th>unique</th>\n",
 329 |        "      <td>13763</td>\n",
 330 |        "      <td>212</td>\n",
 331 |        "      <td>788</td>\n",
 332 |        "      <td>48</td>\n",
 333 |        "      <td>NaN</td>\n",
 334 |        "      <td>NaN</td>\n",
 335 |        "      <td>46</td>\n",
 336 |        "      <td>171</td>\n",
 337 |        "      <td>2</td>\n",
 338 |        "      <td>3</td>\n",
 339 |        "      <td>NaN</td>\n",
 340 |        "      <td>NaN</td>\n",
 341 |        "      <td>NaN</td>\n",
 342 |        "      <td>NaN</td>\n",
 343 |        "      <td>957</td>\n",
 344 |        "      <td>76</td>\n",
 345 |        "      <td>NaN</td>\n",
 346 |        "    </tr>\n",
 347 |        "    <tr>\n",
 348 |        "      <th>top</th>\n",
 349 |        "      <td>7SAYGDEE6P</td>\n",
 350 |        "      <td>King</td>\n",
 351 |        "      <td>Seattle</td>\n",
 352 |        "      <td>WA</td>\n",
 353 |        "      <td>NaN</td>\n",
 354 |        "      <td>NaN</td>\n",
 355 |        "      <td>TESLA</td>\n",
 356 |        "      <td>MODEL Y</td>\n",
 357 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 358 |        "      <td>Eligibility unknown as battery range has not b...</td>\n",
 359 |        "      <td>NaN</td>\n",
 360 |        "      <td>NaN</td>\n",
 361 |        "      <td>NaN</td>\n",
 362 |        "      <td>NaN</td>\n",
 363 |        "      <td>POINT (-122.13158 47.67858)</td>\n",
 364 |        "      <td>PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)</td>\n",
 365 |        "      <td>NaN</td>\n",
 366 |        "    </tr>\n",
 367 |        "    <tr>\n",
 368 |        "      <th>freq</th>\n",
 369 |        "      <td>1190</td>\n",
 370 |        "      <td>118711</td>\n",
 371 |        "      <td>37410</td>\n",
 372 |        "      <td>235198</td>\n",
 373 |        "      <td>NaN</td>\n",
 374 |        "      <td>NaN</td>\n",
 375 |        "      <td>101080</td>\n",
 376 |        "      <td>49253</td>\n",
 377 |        "      <td>186998</td>\n",
 378 |        "      <td>139761</td>\n",
 379 |        "      <td>NaN</td>\n",
 380 |        "      <td>NaN</td>\n",
 381 |        "      <td>NaN</td>\n",
 382 |        "      <td>NaN</td>\n",
 383 |        "      <td>5824</td>\n",
 384 |        "      <td>85298</td>\n",
 385 |        "      <td>NaN</td>\n",
 386 |        "    </tr>\n",
 387 |        "    <tr>\n",
 388 |        "      <th>mean</th>\n",
 389 |        "      <td>NaN</td>\n",
 390 |        "      <td>NaN</td>\n",
 391 |        "      <td>NaN</td>\n",
 392 |        "      <td>NaN</td>\n",
 393 |        "      <td>98177.656463</td>\n",
 394 |        "      <td>2021.406658</td>\n",
 395 |        "      <td>NaN</td>\n",
 396 |        "      <td>NaN</td>\n",
 397 |        "      <td>NaN</td>\n",
 398 |        "      <td>NaN</td>\n",
 399 |        "      <td>46.262569</td>\n",
 400 |        "      <td>787.268328</td>\n",
 401 |        "      <td>28.879519</td>\n",
 402 |        "      <td>2.353127e+08</td>\n",
 403 |        "      <td>NaN</td>\n",
 404 |        "      <td>NaN</td>\n",
 405 |        "      <td>5.298066e+10</td>\n",
 406 |        "    </tr>\n",
 407 |        "    <tr>\n",
 408 |        "      <th>std</th>\n",
 409 |        "      <td>NaN</td>\n",
 410 |        "      <td>NaN</td>\n",
 411 |        "      <td>NaN</td>\n",
 412 |        "      <td>NaN</td>\n",
 413 |        "      <td>2524.218661</td>\n",
 414 |        "      <td>2.991908</td>\n",
 415 |        "      <td>NaN</td>\n",
 416 |        "      <td>NaN</td>\n",
 417 |        "      <td>NaN</td>\n",
 418 |        "      <td>NaN</td>\n",
 419 |        "      <td>84.045829</td>\n",
 420 |        "      <td>7177.668305</td>\n",
 421 |        "      <td>14.904644</td>\n",
 422 |        "      <td>6.799098e+07</td>\n",
 423 |        "      <td>NaN</td>\n",
 424 |        "      <td>NaN</td>\n",
 425 |        "      <td>1.521066e+09</td>\n",
 426 |        "    </tr>\n",
 427 |        "    <tr>\n",
 428 |        "      <th>min</th>\n",
 429 |        "      <td>NaN</td>\n",
 430 |        "      <td>NaN</td>\n",
 431 |        "      <td>NaN</td>\n",
 432 |        "      <td>NaN</td>\n",
 433 |        "      <td>1731.000000</td>\n",
 434 |        "      <td>2000.000000</td>\n",
 435 |        "      <td>NaN</td>\n",
 436 |        "      <td>NaN</td>\n",
 437 |        "      <td>NaN</td>\n",
 438 |        "      <td>NaN</td>\n",
 439 |        "      <td>0.000000</td>\n",
 440 |        "      <td>0.000000</td>\n",
 441 |        "      <td>1.000000</td>\n",
 442 |        "      <td>4.385000e+03</td>\n",
 443 |        "      <td>NaN</td>\n",
 444 |        "      <td>NaN</td>\n",
 445 |        "      <td>1.001020e+09</td>\n",
 446 |        "    </tr>\n",
 447 |        "    <tr>\n",
 448 |        "      <th>25%</th>\n",
 449 |        "      <td>NaN</td>\n",
 450 |        "      <td>NaN</td>\n",
 451 |        "      <td>NaN</td>\n",
 452 |        "      <td>NaN</td>\n",
 453 |        "      <td>98052.000000</td>\n",
 454 |        "      <td>2020.000000</td>\n",
 455 |        "      <td>NaN</td>\n",
 456 |        "      <td>NaN</td>\n",
 457 |        "      <td>NaN</td>\n",
 458 |        "      <td>NaN</td>\n",
 459 |        "      <td>0.000000</td>\n",
 460 |        "      <td>0.000000</td>\n",
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 462 |        "      <td>2.053457e+08</td>\n",
 463 |        "      <td>NaN</td>\n",
 464 |        "      <td>NaN</td>\n",
 465 |        "      <td>5.303301e+10</td>\n",
 466 |        "    </tr>\n",
 467 |        "    <tr>\n",
 468 |        "      <th>50%</th>\n",
 469 |        "      <td>NaN</td>\n",
 470 |        "      <td>NaN</td>\n",
 471 |        "      <td>NaN</td>\n",
 472 |        "      <td>NaN</td>\n",
 473 |        "      <td>98126.000000</td>\n",
 474 |        "      <td>2023.000000</td>\n",
 475 |        "      <td>NaN</td>\n",
 476 |        "      <td>NaN</td>\n",
 477 |        "      <td>NaN</td>\n",
 478 |        "      <td>NaN</td>\n",
 479 |        "      <td>0.000000</td>\n",
 480 |        "      <td>0.000000</td>\n",
 481 |        "      <td>32.000000</td>\n",
 482 |        "      <td>2.522795e+08</td>\n",
 483 |        "      <td>NaN</td>\n",
 484 |        "      <td>NaN</td>\n",
 485 |        "      <td>5.303303e+10</td>\n",
 486 |        "    </tr>\n",
 487 |        "    <tr>\n",
 488 |        "      <th>75%</th>\n",
 489 |        "      <td>NaN</td>\n",
 490 |        "      <td>NaN</td>\n",
 491 |        "      <td>NaN</td>\n",
 492 |        "      <td>NaN</td>\n",
 493 |        "      <td>98374.000000</td>\n",
 494 |        "      <td>2024.000000</td>\n",
 495 |        "      <td>NaN</td>\n",
 496 |        "      <td>NaN</td>\n",
 497 |        "      <td>NaN</td>\n",
 498 |        "      <td>NaN</td>\n",
 499 |        "      <td>38.000000</td>\n",
 500 |        "      <td>0.000000</td>\n",
 501 |        "      <td>42.000000</td>\n",
 502 |        "      <td>2.696401e+08</td>\n",
 503 |        "      <td>NaN</td>\n",
 504 |        "      <td>NaN</td>\n",
 505 |        "      <td>5.305307e+10</td>\n",
 506 |        "    </tr>\n",
 507 |        "    <tr>\n",
 508 |        "      <th>max</th>\n",
 509 |        "      <td>NaN</td>\n",
 510 |        "      <td>NaN</td>\n",
 511 |        "      <td>NaN</td>\n",
 512 |        "      <td>NaN</td>\n",
 513 |        "      <td>99577.000000</td>\n",
 514 |        "      <td>2025.000000</td>\n",
 515 |        "      <td>NaN</td>\n",
 516 |        "      <td>NaN</td>\n",
 517 |        "      <td>NaN</td>\n",
 518 |        "      <td>NaN</td>\n",
 519 |        "      <td>337.000000</td>\n",
 520 |        "      <td>845000.000000</td>\n",
 521 |        "      <td>49.000000</td>\n",
 522 |        "      <td>4.792548e+08</td>\n",
 523 |        "      <td>NaN</td>\n",
 524 |        "      <td>NaN</td>\n",
 525 |        "      <td>5.602100e+10</td>\n",
 526 |        "    </tr>\n",
 527 |        "  </tbody>\n",
 528 |        "</table>\n",
 529 |        "</div>"
 530 |       ],
 531 |       "text/plain": [
 532 |        "        VIN (1-10)  County     City   State    Postal Code     Model Year  \\\n",
 533 |        "count       235692  235689   235689  235692  235689.000000  235692.000000   \n",
 534 |        "unique       13763     212      788      48            NaN            NaN   \n",
 535 |        "top     7SAYGDEE6P    King  Seattle      WA            NaN            NaN   \n",
 536 |        "freq          1190  118711    37410  235198            NaN            NaN   \n",
 537 |        "mean           NaN     NaN      NaN     NaN   98177.656463    2021.406658   \n",
 538 |        "std            NaN     NaN      NaN     NaN    2524.218661       2.991908   \n",
 539 |        "min            NaN     NaN      NaN     NaN    1731.000000    2000.000000   \n",
 540 |        "25%            NaN     NaN      NaN     NaN   98052.000000    2020.000000   \n",
 541 |        "50%            NaN     NaN      NaN     NaN   98126.000000    2023.000000   \n",
 542 |        "75%            NaN     NaN      NaN     NaN   98374.000000    2024.000000   \n",
 543 |        "max            NaN     NaN      NaN     NaN   99577.000000    2025.000000   \n",
 544 |        "\n",
 545 |        "          Make    Model           Electric Vehicle Type  \\\n",
 546 |        "count   235692   235692                          235692   \n",
 547 |        "unique      46      171                               2   \n",
 548 |        "top      TESLA  MODEL Y  Battery Electric Vehicle (BEV)   \n",
 549 |        "freq    101080    49253                          186998   \n",
 550 |        "mean       NaN      NaN                             NaN   \n",
 551 |        "std        NaN      NaN                             NaN   \n",
 552 |        "min        NaN      NaN                             NaN   \n",
 553 |        "25%        NaN      NaN                             NaN   \n",
 554 |        "50%        NaN      NaN                             NaN   \n",
 555 |        "75%        NaN      NaN                             NaN   \n",
 556 |        "max        NaN      NaN                             NaN   \n",
 557 |        "\n",
 558 |        "        Clean Alternative Fuel Vehicle (CAFV) Eligibility  Electric Range  \\\n",
 559 |        "count                                              235692   235656.000000   \n",
 560 |        "unique                                                  3             NaN   \n",
 561 |        "top     Eligibility unknown as battery range has not b...             NaN   \n",
 562 |        "freq                                               139761             NaN   \n",
 563 |        "mean                                                  NaN       46.262569   \n",
 564 |        "std                                                   NaN       84.045829   \n",
 565 |        "min                                                   NaN        0.000000   \n",
 566 |        "25%                                                   NaN        0.000000   \n",
 567 |        "50%                                                   NaN        0.000000   \n",
 568 |        "75%                                                   NaN       38.000000   \n",
 569 |        "max                                                   NaN      337.000000   \n",
 570 |        "\n",
 571 |        "            Base MSRP  Legislative District  DOL Vehicle ID  \\\n",
 572 |        "count   235656.000000         235198.000000    2.356920e+05   \n",
 573 |        "unique            NaN                   NaN             NaN   \n",
 574 |        "top               NaN                   NaN             NaN   \n",
 575 |        "freq              NaN                   NaN             NaN   \n",
 576 |        "mean       787.268328             28.879519    2.353127e+08   \n",
 577 |        "std       7177.668305             14.904644    6.799098e+07   \n",
 578 |        "min          0.000000              1.000000    4.385000e+03   \n",
 579 |        "25%          0.000000             17.000000    2.053457e+08   \n",
 580 |        "50%          0.000000             32.000000    2.522795e+08   \n",
 581 |        "75%          0.000000             42.000000    2.696401e+08   \n",
 582 |        "max     845000.000000             49.000000    4.792548e+08   \n",
 583 |        "\n",
 584 |        "                   Vehicle Location  \\\n",
 585 |        "count                        235682   \n",
 586 |        "unique                          957   \n",
 587 |        "top     POINT (-122.13158 47.67858)   \n",
 588 |        "freq                           5824   \n",
 589 |        "mean                            NaN   \n",
 590 |        "std                             NaN   \n",
 591 |        "min                             NaN   \n",
 592 |        "25%                             NaN   \n",
 593 |        "50%                             NaN   \n",
 594 |        "75%                             NaN   \n",
 595 |        "max                             NaN   \n",
 596 |        "\n",
 597 |        "                                     Electric Utility  2020 Census Tract  \n",
 598 |        "count                                          235689       2.356890e+05  \n",
 599 |        "unique                                             76                NaN  \n",
 600 |        "top     PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)                NaN  \n",
 601 |        "freq                                            85298                NaN  \n",
 602 |        "mean                                              NaN       5.298066e+10  \n",
 603 |        "std                                               NaN       1.521066e+09  \n",
 604 |        "min                                               NaN       1.001020e+09  \n",
 605 |        "25%                                               NaN       5.303301e+10  \n",
 606 |        "50%                                               NaN       5.303303e+10  \n",
 607 |        "75%                                               NaN       5.305307e+10  \n",
 608 |        "max                                               NaN       5.602100e+10  "
 609 |       ]
 610 |      },
 611 |      "metadata": {},
 612 |      "output_type": "display_data"
 613 |     },
 614 |     {
 615 |      "name": "stdout",
 616 |      "output_type": "stream",
 617 |      "text": [
 618 |       "\n",
 619 |       "Missing values:\n"
 620 |      ]
 621 |     },
 622 |     {
 623 |      "data": {
 624 |       "text/plain": [
 625 |        "VIN (1-10)                                             0\n",
 626 |        "County                                                 3\n",
 627 |        "City                                                   3\n",
 628 |        "State                                                  0\n",
 629 |        "Postal Code                                            3\n",
 630 |        "Model Year                                             0\n",
 631 |        "Make                                                   0\n",
 632 |        "Model                                                  0\n",
 633 |        "Electric Vehicle Type                                  0\n",
 634 |        "Clean Alternative Fuel Vehicle (CAFV) Eligibility      0\n",
 635 |        "Electric Range                                        36\n",
 636 |        "Base MSRP                                             36\n",
 637 |        "Legislative District                                 494\n",
 638 |        "DOL Vehicle ID                                         0\n",
 639 |        "Vehicle Location                                      10\n",
 640 |        "Electric Utility                                       3\n",
 641 |        "2020 Census Tract                                      3\n",
 642 |        "dtype: int64"
 643 |       ]
 644 |      },
 645 |      "metadata": {},
 646 |      "output_type": "display_data"
 647 |     },
 648 |     {
 649 |      "name": "stdout",
 650 |      "output_type": "stream",
 651 |      "text": [
 652 |       "\n",
 653 |       "Dropped 0 duplicate rows.\n",
 654 |       "\n",
 655 |       "Cleaned Data Preview:\n"
 656 |      ]
 657 |     },
 658 |     {
 659 |      "data": {
 660 |       "text/html": [
 661 |        "<div>\n",
 662 |        "<style scoped>\n",
 663 |        "    .dataframe tbody tr th:only-of-type {\n",
 664 |        "        vertical-align: middle;\n",
 665 |        "    }\n",
 666 |        "\n",
 667 |        "    .dataframe tbody tr th {\n",
 668 |        "        vertical-align: top;\n",
 669 |        "    }\n",
 670 |        "\n",
 671 |        "    .dataframe thead th {\n",
 672 |        "        text-align: right;\n",
 673 |        "    }\n",
 674 |        "</style>\n",
 675 |        "<table border=\"1\" class=\"dataframe\">\n",
 676 |        "  <thead>\n",
 677 |        "    <tr style=\"text-align: right;\">\n",
 678 |        "      <th></th>\n",
 679 |        "      <th>vin_(1-10)</th>\n",
 680 |        "      <th>county</th>\n",
 681 |        "      <th>city</th>\n",
 682 |        "      <th>state</th>\n",
 683 |        "      <th>postal_code</th>\n",
 684 |        "      <th>model_year</th>\n",
 685 |        "      <th>make</th>\n",
 686 |        "      <th>model</th>\n",
 687 |        "      <th>electric_vehicle_type</th>\n",
 688 |        "      <th>clean_alternative_fuel_vehicle_(cafv)_eligibility</th>\n",
 689 |        "      <th>electric_range</th>\n",
 690 |        "      <th>base_msrp</th>\n",
 691 |        "      <th>legislative_district</th>\n",
 692 |        "      <th>dol_vehicle_id</th>\n",
 693 |        "      <th>vehicle_location</th>\n",
 694 |        "      <th>electric_utility</th>\n",
 695 |        "      <th>2020_census_tract</th>\n",
 696 |        "    </tr>\n",
 697 |        "  </thead>\n",
 698 |        "  <tbody>\n",
 699 |        "    <tr>\n",
 700 |        "      <th>0</th>\n",
 701 |        "      <td>5YJ3E1EBXK</td>\n",
 702 |        "      <td>King</td>\n",
 703 |        "      <td>Seattle</td>\n",
 704 |        "      <td>WA</td>\n",
 705 |        "      <td>98178.0</td>\n",
 706 |        "      <td>2019</td>\n",
 707 |        "      <td>TESLA</td>\n",
 708 |        "      <td>MODEL 3</td>\n",
 709 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 710 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 711 |        "      <td>220.0</td>\n",
 712 |        "      <td>0.0</td>\n",
 713 |        "      <td>37.0</td>\n",
 714 |        "      <td>477309682</td>\n",
 715 |        "      <td>POINT (-122.23825 47.49461)</td>\n",
 716 |        "      <td>CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)</td>\n",
 717 |        "      <td>5.303301e+10</td>\n",
 718 |        "    </tr>\n",
 719 |        "    <tr>\n",
 720 |        "      <th>1</th>\n",
 721 |        "      <td>5YJYGDEE3L</td>\n",
 722 |        "      <td>Kitsap</td>\n",
 723 |        "      <td>Poulsbo</td>\n",
 724 |        "      <td>WA</td>\n",
 725 |        "      <td>98370.0</td>\n",
 726 |        "      <td>2020</td>\n",
 727 |        "      <td>TESLA</td>\n",
 728 |        "      <td>MODEL Y</td>\n",
 729 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 730 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 731 |        "      <td>291.0</td>\n",
 732 |        "      <td>0.0</td>\n",
 733 |        "      <td>23.0</td>\n",
 734 |        "      <td>109705683</td>\n",
 735 |        "      <td>POINT (-122.64681 47.73689)</td>\n",
 736 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 737 |        "      <td>5.303509e+10</td>\n",
 738 |        "    </tr>\n",
 739 |        "    <tr>\n",
 740 |        "      <th>2</th>\n",
 741 |        "      <td>KM8KRDAF5P</td>\n",
 742 |        "      <td>Kitsap</td>\n",
 743 |        "      <td>Olalla</td>\n",
 744 |        "      <td>WA</td>\n",
 745 |        "      <td>98359.0</td>\n",
 746 |        "      <td>2023</td>\n",
 747 |        "      <td>HYUNDAI</td>\n",
 748 |        "      <td>IONIQ 5</td>\n",
 749 |        "      <td>Battery Electric Vehicle (BEV)</td>\n",
 750 |        "      <td>Eligibility unknown as battery range has not b...</td>\n",
 751 |        "      <td>0.0</td>\n",
 752 |        "      <td>0.0</td>\n",
 753 |        "      <td>26.0</td>\n",
 754 |        "      <td>230390492</td>\n",
 755 |        "      <td>POINT (-122.54729 47.42602)</td>\n",
 756 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 757 |        "      <td>5.303509e+10</td>\n",
 758 |        "    </tr>\n",
 759 |        "    <tr>\n",
 760 |        "      <th>3</th>\n",
 761 |        "      <td>5UXTA6C0XM</td>\n",
 762 |        "      <td>Kitsap</td>\n",
 763 |        "      <td>Seabeck</td>\n",
 764 |        "      <td>WA</td>\n",
 765 |        "      <td>98380.0</td>\n",
 766 |        "      <td>2021</td>\n",
 767 |        "      <td>BMW</td>\n",
 768 |        "      <td>X5</td>\n",
 769 |        "      <td>Plug-in Hybrid Electric Vehicle (PHEV)</td>\n",
 770 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 771 |        "      <td>30.0</td>\n",
 772 |        "      <td>0.0</td>\n",
 773 |        "      <td>35.0</td>\n",
 774 |        "      <td>267929112</td>\n",
 775 |        "      <td>POINT (-122.81585 47.64509)</td>\n",
 776 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 777 |        "      <td>5.303509e+10</td>\n",
 778 |        "    </tr>\n",
 779 |        "    <tr>\n",
 780 |        "      <th>4</th>\n",
 781 |        "      <td>JTMAB3FV7P</td>\n",
 782 |        "      <td>Thurston</td>\n",
 783 |        "      <td>Rainier</td>\n",
 784 |        "      <td>WA</td>\n",
 785 |        "      <td>98576.0</td>\n",
 786 |        "      <td>2023</td>\n",
 787 |        "      <td>TOYOTA</td>\n",
 788 |        "      <td>RAV4 PRIME</td>\n",
 789 |        "      <td>Plug-in Hybrid Electric Vehicle (PHEV)</td>\n",
 790 |        "      <td>Clean Alternative Fuel Vehicle Eligible</td>\n",
 791 |        "      <td>42.0</td>\n",
 792 |        "      <td>0.0</td>\n",
 793 |        "      <td>2.0</td>\n",
 794 |        "      <td>236505139</td>\n",
 795 |        "      <td>POINT (-122.68993 46.88897)</td>\n",
 796 |        "      <td>PUGET SOUND ENERGY INC</td>\n",
 797 |        "      <td>5.306701e+10</td>\n",
 798 |        "    </tr>\n",
 799 |        "  </tbody>\n",
 800 |        "</table>\n",
 801 |        "</div>"
 802 |       ],
 803 |       "text/plain": [
 804 |        "   vin_(1-10)    county     city state  postal_code  model_year     make  \\\n",
 805 |        "0  5YJ3E1EBXK      King  Seattle    WA      98178.0        2019    TESLA   \n",
 806 |        "1  5YJYGDEE3L    Kitsap  Poulsbo    WA      98370.0        2020    TESLA   \n",
 807 |        "2  KM8KRDAF5P    Kitsap   Olalla    WA      98359.0        2023  HYUNDAI   \n",
 808 |        "3  5UXTA6C0XM    Kitsap  Seabeck    WA      98380.0        2021      BMW   \n",
 809 |        "4  JTMAB3FV7P  Thurston  Rainier    WA      98576.0        2023   TOYOTA   \n",
 810 |        "\n",
 811 |        "        model                   electric_vehicle_type  \\\n",
 812 |        "0     MODEL 3          Battery Electric Vehicle (BEV)   \n",
 813 |        "1     MODEL Y          Battery Electric Vehicle (BEV)   \n",
 814 |        "2     IONIQ 5          Battery Electric Vehicle (BEV)   \n",
 815 |        "3          X5  Plug-in Hybrid Electric Vehicle (PHEV)   \n",
 816 |        "4  RAV4 PRIME  Plug-in Hybrid Electric Vehicle (PHEV)   \n",
 817 |        "\n",
 818 |        "   clean_alternative_fuel_vehicle_(cafv)_eligibility  electric_range  \\\n",
 819 |        "0            Clean Alternative Fuel Vehicle Eligible           220.0   \n",
 820 |        "1            Clean Alternative Fuel Vehicle Eligible           291.0   \n",
 821 |        "2  Eligibility unknown as battery range has not b...             0.0   \n",
 822 |        "3            Clean Alternative Fuel Vehicle Eligible            30.0   \n",
 823 |        "4            Clean Alternative Fuel Vehicle Eligible            42.0   \n",
 824 |        "\n",
 825 |        "   base_msrp  legislative_district  dol_vehicle_id  \\\n",
 826 |        "0        0.0                  37.0       477309682   \n",
 827 |        "1        0.0                  23.0       109705683   \n",
 828 |        "2        0.0                  26.0       230390492   \n",
 829 |        "3        0.0                  35.0       267929112   \n",
 830 |        "4        0.0                   2.0       236505139   \n",
 831 |        "\n",
 832 |        "              vehicle_location                              electric_utility  \\\n",
 833 |        "0  POINT (-122.23825 47.49461)  CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)   \n",
 834 |        "1  POINT (-122.64681 47.73689)                        PUGET SOUND ENERGY INC   \n",
 835 |        "2  POINT (-122.54729 47.42602)                        PUGET SOUND ENERGY INC   \n",
 836 |        "3  POINT (-122.81585 47.64509)                        PUGET SOUND ENERGY INC   \n",
 837 |        "4  POINT (-122.68993 46.88897)                        PUGET SOUND ENERGY INC   \n",
 838 |        "\n",
 839 |        "   2020_census_tract  \n",
 840 |        "0       5.303301e+10  \n",
 841 |        "1       5.303509e+10  \n",
 842 |        "2       5.303509e+10  \n",
 843 |        "3       5.303509e+10  \n",
 844 |        "4       5.306701e+10  "
 845 |       ]
 846 |      },
 847 |      "metadata": {},
 848 |      "output_type": "display_data"
 849 |     },
 850 |     {
 851 |      "name": "stdout",
 852 |      "output_type": "stream",
 853 |      "text": [
 854 |       "\n",
 855 |       "Missing values after cleaning:\n"
 856 |      ]
 857 |     },
 858 |     {
 859 |      "data": {
 860 |       "text/plain": [
 861 |        "vin_(1-10)                                           0\n",
 862 |        "county                                               0\n",
 863 |        "city                                                 0\n",
 864 |        "state                                                0\n",
 865 |        "postal_code                                          0\n",
 866 |        "model_year                                           0\n",
 867 |        "make                                                 0\n",
 868 |        "model                                                0\n",
 869 |        "electric_vehicle_type                                0\n",
 870 |        "clean_alternative_fuel_vehicle_(cafv)_eligibility    0\n",
 871 |        "electric_range                                       0\n",
 872 |        "base_msrp                                            0\n",
 873 |        "legislative_district                                 0\n",
 874 |        "dol_vehicle_id                                       0\n",
 875 |        "vehicle_location                                     0\n",
 876 |        "electric_utility                                     0\n",
 877 |        "2020_census_tract                                    0\n",
 878 |        "dtype: int64"
 879 |       ]
 880 |      },
 881 |      "metadata": {},
 882 |      "output_type": "display_data"
 883 |     }
 884 |    ],
 885 |    "source": [
 886 |     "# Step 1: Import necessary libraries\n",
 887 |     "import pandas as pd\n",
 888 |     "import numpy as np\n",
 889 |     "import warnings\n",
 890 |     "warnings.filterwarnings('ignore')\n",
 891 |     "\n",
 892 |     "\n",
 893 |     "# Step 2: Load the dataset\n",
 894 |     "file_path = \"Electric_Vehicle_Population_Data.csv\"\n",
 895 |     "df = pd.read_csv(file_path)\n",
 896 |     "\n",
 897 |     "# Step 3: Preview the data\n",
 898 |     "print(\"First 5 rows:\")\n",
 899 |     "display(df.head())\n",
 900 |     "\n",
 901 |     "print(\"\\nDataset Info:\")\n",
 902 |     "df.info()\n",
 903 |     "\n",
 904 |     "# Step 4: Basic statistics\n",
 905 |     "print(\"\\nBasic statistics:\")\n",
 906 |     "display(df.describe(include='all'))\n",
 907 |     "\n",
 908 |     "# Step 5: Check for missing values\n",
 909 |     "print(\"\\nMissing values:\")\n",
 910 |     "display(df.isnull().sum())\n",
 911 |     "\n",
 912 |     "# Step 6: Drop duplicate rows\n",
 913 |     "before_dropping = df.shape[0]\n",
 914 |     "df.drop_duplicates(inplace=True)\n",
 915 |     "after_dropping = df.shape[0]\n",
 916 |     "print(f\"\\nDropped {before_dropping - after_dropping} duplicate rows.\")\n",
 917 |     "\n",
 918 |     "# Step 7: Handle missing values (example: fill or drop)\n",
 919 |     "# Here we fill missing values with \"Unknown\" for categorical, median for numerical\n",
 920 |     "for col in df.columns:\n",
 921 |     "    if df[col].dtype == 'object':\n",
 922 |     "        df[col].fillna('Unknown', inplace=True)\n",
 923 |     "    else:\n",
 924 |     "        df[col].fillna(df[col].median(), inplace=True)\n",
 925 |     "\n",
 926 |     "# Step 8: Convert data types if needed (example)\n",
 927 |     "# df['Model Year'] = df['Model Year'].astype('int')\n",
 928 |     "\n",
 929 |     "# Step 9: Clean column names (optional)\n",
 930 |     "df.columns = df.columns.str.strip().str.replace(' ', '_').str.lower()\n",
 931 |     "\n",
 932 |     "# Step 10: Final check\n",
 933 |     "print(\"\\nCleaned Data Preview:\")\n",
 934 |     "display(df.head())\n",
 935 |     "print(\"\\nMissing values after cleaning:\")\n",
 936 |     "display(df.isnull().sum())\n"
 937 |    ]
 938 |   },
 939 |   {
 940 |    "cell_type": "markdown",
 941 |    "id": "d5c2de3e",
 942 |    "metadata": {},
 943 |    "source": [
 944 |     "2) Describe Analytics"
 945 |    ]
 946 |   },
 947 |   {
 948 |    "cell_type": "code",
 949 |    "execution_count": 9,
 950 |    "id": "a7b1cb64",
 951 |    "metadata": {},
 952 |    "outputs": [
 953 |     {
 954 |      "name": "stdout",
 955 |      "output_type": "stream",
 956 |      "text": [
 957 |       "Dataset contains 235692 rows and 17 columns.\n",
 958 |       "\n",
 959 |       "Summary statistics for numerical features:\n"
 960 |      ]
 961 |     },
 962 |     {
 963 |      "data": {
 964 |       "text/html": [
 965 |        "<div>\n",
 966 |        "<style scoped>\n",
 967 |        "    .dataframe tbody tr th:only-of-type {\n",
 968 |        "        vertical-align: middle;\n",
 969 |        "    }\n",
 970 |        "\n",
 971 |        "    .dataframe tbody tr th {\n",
 972 |        "        vertical-align: top;\n",
 973 |        "    }\n",
 974 |        "\n",
 975 |        "    .dataframe thead th {\n",
 976 |        "        text-align: right;\n",
 977 |        "    }\n",
 978 |        "</style>\n",
 979 |        "<table border=\"1\" class=\"dataframe\">\n",
 980 |        "  <thead>\n",
 981 |        "    <tr style=\"text-align: right;\">\n",
 982 |        "      <th></th>\n",
 983 |        "      <th>postal_code</th>\n",
 984 |        "      <th>model_year</th>\n",
 985 |        "      <th>electric_range</th>\n",
 986 |        "      <th>base_msrp</th>\n",
 987 |        "      <th>legislative_district</th>\n",
 988 |        "      <th>dol_vehicle_id</th>\n",
 989 |        "      <th>2020_census_tract</th>\n",
 990 |        "    </tr>\n",
 991 |        "  </thead>\n",
 992 |        "  <tbody>\n",
 993 |        "    <tr>\n",
 994 |        "      <th>count</th>\n",
 995 |        "      <td>235692.000000</td>\n",
 996 |        "      <td>235692.000000</td>\n",
 997 |        "      <td>235692.000000</td>\n",
 998 |        "      <td>235692.000000</td>\n",
 999 |        "      <td>235692.000000</td>\n",
1000 |        "      <td>2.356920e+05</td>\n",
1001 |        "      <td>2.356920e+05</td>\n",
1002 |        "    </tr>\n",
1003 |        "    <tr>\n",
1004 |        "      <th>mean</th>\n",
1005 |        "      <td>98177.655805</td>\n",
1006 |        "      <td>2021.406658</td>\n",
1007 |        "      <td>46.255503</td>\n",
1008 |        "      <td>787.148079</td>\n",
1009 |        "      <td>28.886059</td>\n",
1010 |        "      <td>2.353127e+08</td>\n",
1011 |        "      <td>5.298066e+10</td>\n",
1012 |        "    </tr>\n",
1013 |        "    <tr>\n",
1014 |        "      <th>std</th>\n",
1015 |        "      <td>2524.202602</td>\n",
1016 |        "      <td>2.991908</td>\n",
1017 |        "      <td>84.041354</td>\n",
1018 |        "      <td>7177.126712</td>\n",
1019 |        "      <td>14.889700</td>\n",
1020 |        "      <td>6.799098e+07</td>\n",
1021 |        "      <td>1.521056e+09</td>\n",
1022 |        "    </tr>\n",
1023 |        "    <tr>\n",
1024 |        "      <th>min</th>\n",
1025 |        "      <td>1731.000000</td>\n",
1026 |        "      <td>2000.000000</td>\n",
1027 |        "      <td>0.000000</td>\n",
1028 |        "      <td>0.000000</td>\n",
1029 |        "      <td>1.000000</td>\n",
1030 |        "      <td>4.385000e+03</td>\n",
1031 |        "      <td>1.001020e+09</td>\n",
1032 |        "    </tr>\n",
1033 |        "    <tr>\n",
1034 |        "      <th>25%</th>\n",
1035 |        "      <td>98052.000000</td>\n",
1036 |        "      <td>2020.000000</td>\n",
1037 |        "      <td>0.000000</td>\n",
1038 |        "      <td>0.000000</td>\n",
1039 |        "      <td>17.000000</td>\n",
1040 |        "      <td>2.053457e+08</td>\n",
1041 |        "      <td>5.303301e+10</td>\n",
1042 |        "    </tr>\n",
1043 |        "    <tr>\n",
1044 |        "      <th>50%</th>\n",
1045 |        "      <td>98126.000000</td>\n",
1046 |        "      <td>2023.000000</td>\n",
1047 |        "      <td>0.000000</td>\n",
1048 |        "      <td>0.000000</td>\n",
1049 |        "      <td>32.000000</td>\n",
1050 |        "      <td>2.522795e+08</td>\n",
1051 |        "      <td>5.303303e+10</td>\n",
1052 |        "    </tr>\n",
1053 |        "    <tr>\n",
1054 |        "      <th>75%</th>\n",
1055 |        "      <td>98374.000000</td>\n",
1056 |        "      <td>2024.000000</td>\n",
1057 |        "      <td>38.000000</td>\n",
1058 |        "      <td>0.000000</td>\n",
1059 |        "      <td>42.000000</td>\n",
1060 |        "      <td>2.696401e+08</td>\n",
1061 |        "      <td>5.305307e+10</td>\n",
1062 |        "    </tr>\n",
1063 |        "    <tr>\n",
1064 |        "      <th>max</th>\n",
1065 |        "      <td>99577.000000</td>\n",
1066 |        "      <td>2025.000000</td>\n",
1067 |        "      <td>337.000000</td>\n",
1068 |        "      <td>845000.000000</td>\n",
1069 |        "      <td>49.000000</td>\n",
1070 |        "      <td>4.792548e+08</td>\n",
1071 |        "      <td>5.602100e+10</td>\n",
1072 |        "    </tr>\n",
1073 |        "  </tbody>\n",
1074 |        "</table>\n",
1075 |        "</div>"
1076 |       ],
1077 |       "text/plain": [
1078 |        "         postal_code     model_year  electric_range      base_msrp  \\\n",
1079 |        "count  235692.000000  235692.000000   235692.000000  235692.000000   \n",
1080 |        "mean    98177.655805    2021.406658       46.255503     787.148079   \n",
1081 |        "std      2524.202602       2.991908       84.041354    7177.126712   \n",
1082 |        "min      1731.000000    2000.000000        0.000000       0.000000   \n",
1083 |        "25%     98052.000000    2020.000000        0.000000       0.000000   \n",
1084 |        "50%     98126.000000    2023.000000        0.000000       0.000000   \n",
1085 |        "75%     98374.000000    2024.000000       38.000000       0.000000   \n",
1086 |        "max     99577.000000    2025.000000      337.000000  845000.000000   \n",
1087 |        "\n",
1088 |        "       legislative_district  dol_vehicle_id  2020_census_tract  \n",
1089 |        "count         235692.000000    2.356920e+05       2.356920e+05  \n",
1090 |        "mean              28.886059    2.353127e+08       5.298066e+10  \n",
1091 |        "std               14.889700    6.799098e+07       1.521056e+09  \n",
1092 |        "min                1.000000    4.385000e+03       1.001020e+09  \n",
1093 |        "25%               17.000000    2.053457e+08       5.303301e+10  \n",
1094 |        "50%               32.000000    2.522795e+08       5.303303e+10  \n",
1095 |        "75%               42.000000    2.696401e+08       5.305307e+10  \n",
1096 |        "max               49.000000    4.792548e+08       5.602100e+10  "
1097 |       ]
1098 |      },
1099 |      "metadata": {},
1100 |      "output_type": "display_data"
1101 |     },
1102 |     {
1103 |      "name": "stdout",
1104 |      "output_type": "stream",
1105 |      "text": [
1106 |       "\n",
1107 |       "Value counts for categorical features:\n",
1108 |       "\n",
1109 |       "Column: vin_(1-10)\n"
1110 |      ]
1111 |     },
1112 |     {
1113 |      "data": {
1114 |       "text/plain": [
1115 |        "vin_(1-10)\n",
1116 |        "7SAYGDEE6P    1190\n",
1117 |        "7SAYGDEE7P    1187\n",
1118 |        "7SAYGDEE5P    1155\n",
1119 |        "7SAYGDEE8P    1148\n",
1120 |        "7SAYGDEEXP    1141\n",
1121 |        "7SAYGDEE0P    1123\n",
1122 |        "7SAYGDEE2P    1122\n",
1123 |        "7SAYGDEE9P    1119\n",
1124 |        "7SAYGDEE4P    1092\n",
1125 |        "7SAYGDEE1P    1091\n",
1126 |        "Name: count, dtype: int64"
1127 |       ]
1128 |      },
1129 |      "metadata": {},
1130 |      "output_type": "display_data"
1131 |     },
1132 |     {
1133 |      "name": "stdout",
1134 |      "output_type": "stream",
1135 |      "text": [
1136 |       "\n",
1137 |       "Column: county\n"
1138 |      ]
1139 |     },
1140 |     {
1141 |      "data": {
1142 |       "text/plain": [
1143 |        "county\n",
1144 |        "King         118711\n",
1145 |        "Snohomish     28814\n",
1146 |        "Pierce        19256\n",
1147 |        "Clark         14101\n",
1148 |        "Thurston       8595\n",
1149 |        "Kitsap         7901\n",
1150 |        "Spokane        6582\n",
1151 |        "Whatcom        5703\n",
1152 |        "Benton         3043\n",
1153 |        "Skagit         2677\n",
1154 |        "Name: count, dtype: int64"
1155 |       ]
1156 |      },
1157 |      "metadata": {},
1158 |      "output_type": "display_data"
1159 |     },
1160 |     {
1161 |      "name": "stdout",
1162 |      "output_type": "stream",
1163 |      "text": [
1164 |       "\n",
1165 |       "Column: city\n"
1166 |      ]
1167 |     },
1168 |     {
1169 |      "data": {
1170 |       "text/plain": [
1171 |        "city\n",
1172 |        "Seattle      37410\n",
1173 |        "Bellevue     11509\n",
1174 |        "Vancouver     8510\n",
1175 |        "Redmond       8211\n",
1176 |        "Bothell       7739\n",
1177 |        "Renton        6707\n",
1178 |        "Kirkland      6697\n",
1179 |        "Sammamish     6642\n",
1180 |        "Olympia       5638\n",
1181 |        "Tacoma        5155\n",
1182 |        "Name: count, dtype: int64"
1183 |       ]
1184 |      },
1185 |      "metadata": {},
1186 |      "output_type": "display_data"
1187 |     },
1188 |     {
1189 |      "name": "stdout",
1190 |      "output_type": "stream",
1191 |      "text": [
1192 |       "\n",
1193 |       "Column: state\n"
1194 |      ]
1195 |     },
1196 |     {
1197 |      "data": {
1198 |       "text/plain": [
1199 |        "state\n",
1200 |        "WA    235198\n",
1201 |        "CA       112\n",
1202 |        "VA        62\n",
1203 |        "MD        38\n",
1204 |        "TX        28\n",
1205 |        "CO        21\n",
1206 |        "FL        19\n",
1207 |        "NC        18\n",
1208 |        "GA        15\n",
1209 |        "NY        11\n",
1210 |        "Name: count, dtype: int64"
1211 |       ]
1212 |      },
1213 |      "metadata": {},
1214 |      "output_type": "display_data"
1215 |     },
1216 |     {
1217 |      "name": "stdout",
1218 |      "output_type": "stream",
1219 |      "text": [
1220 |       "\n",
1221 |       "Column: make\n"
1222 |      ]
1223 |     },
1224 |     {
1225 |      "data": {
1226 |       "text/plain": [
1227 |        "make\n",
1228 |        "TESLA         101080\n",
1229 |        "CHEVROLET      17135\n",
1230 |        "NISSAN         15532\n",
1231 |        "FORD           12605\n",
1232 |        "KIA            11345\n",
1233 |        "BMW             9647\n",
1234 |        "TOYOTA          9478\n",
1235 |        "HYUNDAI         7406\n",
1236 |        "RIVIAN          6750\n",
1237 |        "VOLKSWAGEN      5976\n",
1238 |        "Name: count, dtype: int64"
1239 |       ]
1240 |      },
1241 |      "metadata": {},
1242 |      "output_type": "display_data"
1243 |     },
1244 |     {
1245 |      "name": "stdout",
1246 |      "output_type": "stream",
1247 |      "text": [
1248 |       "\n",
1249 |       "Column: model\n"
1250 |      ]
1251 |     },
1252 |     {
1253 |      "data": {
1254 |       "text/plain": [
1255 |        "model\n",
1256 |        "MODEL Y           49253\n",
1257 |        "MODEL 3           36065\n",
1258 |        "LEAF              13814\n",
1259 |        "MODEL S            7885\n",
1260 |        "BOLT EV            7278\n",
1261 |        "MODEL X            6535\n",
1262 |        "MUSTANG MACH-E     5109\n",
1263 |        "ID.4               4842\n",
1264 |        "VOLT               4709\n",
1265 |        "WRANGLER           4425\n",
1266 |        "Name: count, dtype: int64"
1267 |       ]
1268 |      },
1269 |      "metadata": {},
1270 |      "output_type": "display_data"
1271 |     },
1272 |     {
1273 |      "name": "stdout",
1274 |      "output_type": "stream",
1275 |      "text": [
1276 |       "\n",
1277 |       "Column: electric_vehicle_type\n"
1278 |      ]
1279 |     },
1280 |     {
1281 |      "data": {
1282 |       "text/plain": [
1283 |        "electric_vehicle_type\n",
1284 |        "Battery Electric Vehicle (BEV)            186998\n",
1285 |        "Plug-in Hybrid Electric Vehicle (PHEV)     48694\n",
1286 |        "Name: count, dtype: int64"
1287 |       ]
1288 |      },
1289 |      "metadata": {},
1290 |      "output_type": "display_data"
1291 |     },
1292 |     {
1293 |      "name": "stdout",
1294 |      "output_type": "stream",
1295 |      "text": [
1296 |       "\n",
1297 |       "Column: clean_alternative_fuel_vehicle_(cafv)_eligibility\n"
1298 |      ]
1299 |     },
1300 |     {
1301 |      "data": {
1302 |       "text/plain": [
1303 |        "clean_alternative_fuel_vehicle_(cafv)_eligibility\n",
1304 |        "Eligibility unknown as battery range has not been researched    139761\n",
1305 |        "Clean Alternative Fuel Vehicle Eligible                          73317\n",
1306 |        "Not eligible due to low battery range                            22614\n",
1307 |        "Name: count, dtype: int64"
1308 |       ]
1309 |      },
1310 |      "metadata": {},
1311 |      "output_type": "display_data"
1312 |     },
1313 |     {
1314 |      "name": "stdout",
1315 |      "output_type": "stream",
1316 |      "text": [
1317 |       "\n",
1318 |       "Column: vehicle_location\n"
1319 |      ]
1320 |     },
1321 |     {
1322 |      "data": {
1323 |       "text/plain": [
1324 |        "vehicle_location\n",
1325 |        "POINT (-122.13158 47.67858)    5824\n",
1326 |        "POINT (-122.21061 47.83448)    4457\n",
1327 |        "POINT (-122.2066 47.67887)     3825\n",
1328 |        "POINT (-122.12096 47.55584)    3644\n",
1329 |        "POINT (-122.1872 47.61001)     3459\n",
1330 |        "POINT (-122.31676 47.68156)    3391\n",
1331 |        "POINT (-122.29179 47.43473)    3382\n",
1332 |        "POINT (-122.02054 47.60326)    3166\n",
1333 |        "POINT (-122.15545 47.75448)    3052\n",
1334 |        "POINT (-122.22901 47.72201)    2951\n",
1335 |        "Name: count, dtype: int64"
1336 |       ]
1337 |      },
1338 |      "metadata": {},
1339 |      "output_type": "display_data"
1340 |     },
1341 |     {
1342 |      "name": "stdout",
1343 |      "output_type": "stream",
1344 |      "text": [
1345 |       "\n",
1346 |       "Column: electric_utility\n"
1347 |      ]
1348 |     },
1349 |     {
1350 |      "data": {
1351 |       "text/plain": [
1352 |        "electric_utility\n",
1353 |        "PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)                                      85298\n",
1354 |        "PUGET SOUND ENERGY INC                                                             48923\n",
1355 |        "CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)                                       40106\n",
1356 |        "BONNEVILLE POWER ADMINISTRATION||PUD NO 1 OF CLARK COUNTY - (WA)                   13761\n",
1357 |        "BONNEVILLE POWER ADMINISTRATION||CITY OF TACOMA - (WA)||PENINSULA LIGHT COMPANY    10685\n",
1358 |        "PUGET SOUND ENERGY INC||PUD NO 1 OF WHATCOM COUNTY                                  5385\n",
1359 |        "BONNEVILLE POWER ADMINISTRATION||AVISTA CORP||INLAND POWER & LIGHT COMPANY          4001\n",
1360 |        "BONNEVILLE POWER ADMINISTRATION||PUD 1 OF SNOHOMISH COUNTY                          2129\n",
1361 |        "PACIFICORP                                                                          1947\n",
1362 |        "BONNEVILLE POWER ADMINISTRATION||PUD NO 1 OF BENTON COUNTY                          1788\n",
1363 |        "Name: count, dtype: int64"
1364 |       ]
1365 |      },
1366 |      "metadata": {},
1367 |      "output_type": "display_data"
1368 |     },
1369 |     {
1370 |      "name": "stdout",
1371 |      "output_type": "stream",
1372 |      "text": [
1373 |       "\n",
1374 |       "Unique values per column:\n",
1375 |       "vin_(1-10): 13763 unique values\n",
1376 |       "county: 213 unique values\n",
1377 |       "city: 789 unique values\n",
1378 |       "state: 48 unique values\n",
1379 |       "postal_code: 959 unique values\n",
1380 |       "model_year: 20 unique values\n",
1381 |       "make: 46 unique values\n",
1382 |       "model: 171 unique values\n",
1383 |       "electric_vehicle_type: 2 unique values\n",
1384 |       "clean_alternative_fuel_vehicle_(cafv)_eligibility: 3 unique values\n",
1385 |       "electric_range: 109 unique values\n",
1386 |       "base_msrp: 31 unique values\n",
1387 |       "legislative_district: 49 unique values\n",
1388 |       "dol_vehicle_id: 235692 unique values\n",
1389 |       "vehicle_location: 958 unique values\n",
1390 |       "electric_utility: 77 unique values\n",
1391 |       "2020_census_tract: 2204 unique values\n",
1392 |       "\n",
1393 |       "Correlation matrix:\n"
1394 |      ]
1395 |     },
1396 |     {
1397 |      "data": {
1398 |       "text/html": [
1399 |        "<div>\n",
1400 |        "<style scoped>\n",
1401 |        "    .dataframe tbody tr th:only-of-type {\n",
1402 |        "        vertical-align: middle;\n",
1403 |        "    }\n",
1404 |        "\n",
1405 |        "    .dataframe tbody tr th {\n",
1406 |        "        vertical-align: top;\n",
1407 |        "    }\n",
1408 |        "\n",
1409 |        "    .dataframe thead th {\n",
1410 |        "        text-align: right;\n",
1411 |        "    }\n",
1412 |        "</style>\n",
1413 |        "<table border=\"1\" class=\"dataframe\">\n",
1414 |        "  <thead>\n",
1415 |        "    <tr style=\"text-align: right;\">\n",
1416 |        "      <th></th>\n",
1417 |        "      <th>postal_code</th>\n",
1418 |        "      <th>model_year</th>\n",
1419 |        "      <th>electric_range</th>\n",
1420 |        "      <th>base_msrp</th>\n",
1421 |        "      <th>legislative_district</th>\n",
1422 |        "      <th>dol_vehicle_id</th>\n",
1423 |        "      <th>2020_census_tract</th>\n",
1424 |        "    </tr>\n",
1425 |        "  </thead>\n",
1426 |        "  <tbody>\n",
1427 |        "    <tr>\n",
1428 |        "      <th>postal_code</th>\n",
1429 |        "      <td>1.000000</td>\n",
1430 |        "      <td>0.002390</td>\n",
1431 |        "      <td>-0.001880</td>\n",
1432 |        "      <td>-0.001348</td>\n",
1433 |        "      <td>-0.058736</td>\n",
1434 |        "      <td>0.005960</td>\n",
1435 |        "      <td>0.532709</td>\n",
1436 |        "    </tr>\n",
1437 |        "    <tr>\n",
1438 |        "      <th>model_year</th>\n",
1439 |        "      <td>0.002390</td>\n",
1440 |        "      <td>1.000000</td>\n",
1441 |        "      <td>-0.531127</td>\n",
1442 |        "      <td>-0.228822</td>\n",
1443 |        "      <td>-0.013232</td>\n",
1444 |        "      <td>0.263290</td>\n",
1445 |        "      <td>0.007286</td>\n",
1446 |        "    </tr>\n",
1447 |        "    <tr>\n",
1448 |        "      <th>electric_range</th>\n",
1449 |        "      <td>-0.001880</td>\n",
1450 |        "      <td>-0.531127</td>\n",
1451 |        "      <td>1.000000</td>\n",
1452 |        "      <td>0.116824</td>\n",
1453 |        "      <td>0.016013</td>\n",
1454 |        "      <td>-0.160848</td>\n",
1455 |        "      <td>-0.002267</td>\n",
1456 |        "    </tr>\n",
1457 |        "    <tr>\n",
1458 |        "      <th>base_msrp</th>\n",
1459 |        "      <td>-0.001348</td>\n",
1460 |        "      <td>-0.228822</td>\n",
1461 |        "      <td>0.116824</td>\n",
1462 |        "      <td>1.000000</td>\n",
1463 |        "      <td>0.009980</td>\n",
1464 |        "      <td>-0.046272</td>\n",
1465 |        "      <td>-0.001523</td>\n",
1466 |        "    </tr>\n",
1467 |        "    <tr>\n",
1468 |        "      <th>legislative_district</th>\n",
1469 |        "      <td>-0.058736</td>\n",
1470 |        "      <td>-0.013232</td>\n",
1471 |        "      <td>0.016013</td>\n",
1472 |        "      <td>0.009980</td>\n",
1473 |        "      <td>1.000000</td>\n",
1474 |        "      <td>-0.007883</td>\n",
1475 |        "      <td>-0.009264</td>\n",
1476 |        "    </tr>\n",
1477 |        "    <tr>\n",
1478 |        "      <th>dol_vehicle_id</th>\n",
1479 |        "      <td>0.005960</td>\n",
1480 |        "      <td>0.263290</td>\n",
1481 |        "      <td>-0.160848</td>\n",
1482 |        "      <td>-0.046272</td>\n",
1483 |        "      <td>-0.007883</td>\n",
1484 |        "      <td>1.000000</td>\n",
1485 |        "      <td>0.003755</td>\n",
1486 |        "    </tr>\n",
1487 |        "    <tr>\n",
1488 |        "      <th>2020_census_tract</th>\n",
1489 |        "      <td>0.532709</td>\n",
1490 |        "      <td>0.007286</td>\n",
1491 |        "      <td>-0.002267</td>\n",
1492 |        "      <td>-0.001523</td>\n",
1493 |        "      <td>-0.009264</td>\n",
1494 |        "      <td>0.003755</td>\n",
1495 |        "      <td>1.000000</td>\n",
1496 |        "    </tr>\n",
1497 |        "  </tbody>\n",
1498 |        "</table>\n",
1499 |        "</div>"
1500 |       ],
1501 |       "text/plain": [
1502 |        "                      postal_code  model_year  electric_range  base_msrp  \\\n",
1503 |        "postal_code              1.000000    0.002390       -0.001880  -0.001348   \n",
1504 |        "model_year               0.002390    1.000000       -0.531127  -0.228822   \n",
1505 |        "electric_range          -0.001880   -0.531127        1.000000   0.116824   \n",
1506 |        "base_msrp               -0.001348   -0.228822        0.116824   1.000000   \n",
1507 |        "legislative_district    -0.058736   -0.013232        0.016013   0.009980   \n",
1508 |        "dol_vehicle_id           0.005960    0.263290       -0.160848  -0.046272   \n",
1509 |        "2020_census_tract        0.532709    0.007286       -0.002267  -0.001523   \n",
1510 |        "\n",
1511 |        "                      legislative_district  dol_vehicle_id  2020_census_tract  \n",
1512 |        "postal_code                      -0.058736        0.005960           0.532709  \n",
1513 |        "model_year                       -0.013232        0.263290           0.007286  \n",
1514 |        "electric_range                    0.016013       -0.160848          -0.002267  \n",
1515 |        "base_msrp                         0.009980       -0.046272          -0.001523  \n",
1516 |        "legislative_district              1.000000       -0.007883          -0.009264  \n",
1517 |        "dol_vehicle_id                   -0.007883        1.000000           0.003755  \n",
1518 |        "2020_census_tract                -0.009264        0.003755           1.000000  "
1519 |       ]
1520 |      },
1521 |      "metadata": {},
1522 |      "output_type": "display_data"
1523 |     },
1524 |     {
1525 |      "name": "stdout",
1526 |      "output_type": "stream",
1527 |      "text": [
1528 |       "\n",
1529 |       "Top 10 EV Makes:\n"
1530 |      ]
1531 |     },
1532 |     {
1533 |      "data": {
1534 |       "text/plain": [
1535 |        "make\n",
1536 |        "TESLA         101080\n",
1537 |        "CHEVROLET      17135\n",
1538 |        "NISSAN         15532\n",
1539 |        "FORD           12605\n",
1540 |        "KIA            11345\n",
1541 |        "BMW             9647\n",
1542 |        "TOYOTA          9478\n",
1543 |        "HYUNDAI         7406\n",
1544 |        "RIVIAN          6750\n",
1545 |        "VOLKSWAGEN      5976\n",
1546 |        "Name: count, dtype: int64"
1547 |       ]
1548 |      },
1549 |      "metadata": {},
1550 |      "output_type": "display_data"
1551 |     },
1552 |     {
1553 |      "name": "stdout",
1554 |      "output_type": "stream",
1555 |      "text": [
1556 |       "\n",
1557 |       "EV count by Model Year:\n"
1558 |      ]
1559 |     },
1560 |     {
1561 |      "data": {
1562 |       "text/plain": [
1563 |        "model_year\n",
1564 |        "2000        7\n",
1565 |        "2002        2\n",
1566 |        "2003        1\n",
1567 |        "2008       22\n",
1568 |        "2010       23\n",
1569 |        "2011      680\n",
1570 |        "2012     1490\n",
1571 |        "2013     4230\n",
1572 |        "2014     3407\n",
1573 |        "2015     4661\n",
1574 |        "2016     5306\n",
1575 |        "2017     8570\n",
1576 |        "2018    14368\n",
1577 |        "2019    10974\n",
1578 |        "2020    12265\n",
1579 |        "2021    20615\n",
1580 |        "2022    28958\n",
1581 |        "2023    59893\n",
1582 |        "2024    49044\n",
1583 |        "2025    11176\n",
1584 |        "Name: count, dtype: int64"
1585 |       ]
1586 |      },
1587 |      "metadata": {},
1588 |      "output_type": "display_data"
1589 |     },
1590 |     {
1591 |      "name": "stdout",
1592 |      "output_type": "stream",
1593 |      "text": [
1594 |       "\n",
1595 |       "EV Types per Make:\n"
1596 |      ]
1597 |     },
1598 |     {
1599 |      "data": {
1600 |       "text/html": [
1601 |        "<div>\n",
1602 |        "<style scoped>\n",
1603 |        "    .dataframe tbody tr th:only-of-type {\n",
1604 |        "        vertical-align: middle;\n",
1605 |        "    }\n",
1606 |        "\n",
1607 |        "    .dataframe tbody tr th {\n",
1608 |        "        vertical-align: top;\n",
1609 |        "    }\n",
1610 |        "\n",
1611 |        "    .dataframe thead th {\n",
1612 |        "        text-align: right;\n",
1613 |        "    }\n",
1614 |        "</style>\n",
1615 |        "<table border=\"1\" class=\"dataframe\">\n",
1616 |        "  <thead>\n",
1617 |        "    <tr style=\"text-align: right;\">\n",
1618 |        "      <th>electric_vehicle_type</th>\n",
1619 |        "      <th>Battery Electric Vehicle (BEV)</th>\n",
1620 |        "      <th>Plug-in Hybrid Electric Vehicle (PHEV)</th>\n",
1621 |        "    </tr>\n",
1622 |        "    <tr>\n",
1623 |        "      <th>make</th>\n",
1624 |        "      <th></th>\n",
1625 |        "      <th></th>\n",
1626 |        "    </tr>\n",
1627 |        "  </thead>\n",
1628 |        "  <tbody>\n",
1629 |        "    <tr>\n",
1630 |        "      <th>ACURA</th>\n",
1631 |        "      <td>203</td>\n",
1632 |        "      <td>0</td>\n",
1633 |        "    </tr>\n",
1634 |        "    <tr>\n",
1635 |        "      <th>ALFA ROMEO</th>\n",
1636 |        "      <td>0</td>\n",
1637 |        "      <td>97</td>\n",
1638 |        "    </tr>\n",
1639 |        "    <tr>\n",
1640 |        "      <th>AUDI</th>\n",
1641 |        "      <td>2462</td>\n",
1642 |        "      <td>1898</td>\n",
1643 |        "    </tr>\n",
1644 |        "    <tr>\n",
1645 |        "      <th>AZURE DYNAMICS</th>\n",
1646 |        "      <td>4</td>\n",
1647 |        "      <td>0</td>\n",
1648 |        "    </tr>\n",
1649 |        "    <tr>\n",
1650 |        "      <th>BENTLEY</th>\n",
1651 |        "      <td>0</td>\n",
1652 |        "      <td>6</td>\n",
1653 |        "    </tr>\n",
1654 |        "    <tr>\n",
1655 |        "      <th>BMW</th>\n",
1656 |        "      <td>3850</td>\n",
1657 |        "      <td>5797</td>\n",
1658 |        "    </tr>\n",
1659 |        "    <tr>\n",
1660 |        "      <th>BRIGHTDROP</th>\n",
1661 |        "      <td>5</td>\n",
1662 |        "      <td>0</td>\n",
1663 |        "    </tr>\n",
1664 |        "    <tr>\n",
1665 |        "      <th>CADILLAC</th>\n",
1666 |        "      <td>1059</td>\n",
1667 |        "      <td>90</td>\n",
1668 |        "    </tr>\n",
1669 |        "    <tr>\n",
1670 |        "      <th>CHEVROLET</th>\n",
1671 |        "      <td>12426</td>\n",
1672 |        "      <td>4709</td>\n",
1673 |        "    </tr>\n",
1674 |        "    <tr>\n",
1675 |        "      <th>CHRYSLER</th>\n",
1676 |        "      <td>0</td>\n",
1677 |        "      <td>3786</td>\n",
1678 |        "    </tr>\n",
1679 |        "  </tbody>\n",
1680 |        "</table>\n",
1681 |        "</div>"
1682 |       ],
1683 |       "text/plain": [
1684 |        "electric_vehicle_type  Battery Electric Vehicle (BEV)  \\\n",
1685 |        "make                                                    \n",
1686 |        "ACURA                                             203   \n",
1687 |        "ALFA ROMEO                                          0   \n",
1688 |        "AUDI                                             2462   \n",
1689 |        "AZURE DYNAMICS                                      4   \n",
1690 |        "BENTLEY                                             0   \n",
1691 |        "BMW                                              3850   \n",
1692 |        "BRIGHTDROP                                          5   \n",
1693 |        "CADILLAC                                         1059   \n",
1694 |        "CHEVROLET                                       12426   \n",
1695 |        "CHRYSLER                                            0   \n",
1696 |        "\n",
1697 |        "electric_vehicle_type  Plug-in Hybrid Electric Vehicle (PHEV)  \n",
1698 |        "make                                                           \n",
1699 |        "ACURA                                                       0  \n",
1700 |        "ALFA ROMEO                                                 97  \n",
1701 |        "AUDI                                                     1898  \n",
1702 |        "AZURE DYNAMICS                                              0  \n",
1703 |        "BENTLEY                                                     6  \n",
1704 |        "BMW                                                      5797  \n",
1705 |        "BRIGHTDROP                                                  0  \n",
1706 |        "CADILLAC                                                   90  \n",
1707 |        "CHEVROLET                                                4709  \n",
1708 |        "CHRYSLER                                                 3786  "
1709 |       ]
1710 |      },
1711 |      "metadata": {},
1712 |      "output_type": "display_data"
1713 |     }
1714 |    ],
1715 |    "source": [
1716 |     "# Step 2: Descriptive Analytics\n",
1717 |     "\n",
1718 |     "# 1. Shape of the dataset\n",
1719 |     "print(f\"Dataset contains {df.shape[0]} rows and {df.shape[1]} columns.\\n\")\n",
1720 |     "\n",
1721 |     "# 2. Summary statistics for numerical features\n",
1722 |     "print(\"Summary statistics for numerical features:\")\n",
1723 |     "display(df.describe())\n",
1724 |     "\n",
1725 |     "# 3. Summary statistics for categorical features\n",
1726 |     "print(\"\\nValue counts for categorical features:\")\n",
1727 |     "for col in df.select_dtypes(include='object').columns:\n",
1728 |     "    print(f\"\\nColumn: {col}\")\n",
1729 |     "    display(df[col].value_counts().head(10))  # Top 10 frequent values\n",
1730 |     "\n",
1731 |     "# 4. Unique values per column\n",
1732 |     "print(\"\\nUnique values per column:\")\n",
1733 |     "for col in df.columns:\n",
1734 |     "    print(f\"{col}: {df[col].nunique()} unique values\")\n",
1735 |     "\n",
1736 |     "# 5. Correlation matrix (if applicable)\n",
1737 |     "numerical_cols = df.select_dtypes(include=['int64', 'float64']).columns\n",
1738 |     "if len(numerical_cols) >= 2:\n",
1739 |     "    print(\"\\nCorrelation matrix:\")\n",
1740 |     "    corr_matrix = df[numerical_cols].corr()\n",
1741 |     "    display(corr_matrix)\n",
1742 |     "\n",
1743 |     "# 6. Group by analysis example: EVs by Make\n",
1744 |     "print(\"\\nTop 10 EV Makes:\")\n",
1745 |     "display(df['make'].value_counts().head(10))\n",
1746 |     "\n",
1747 |     "# 7. EVs by Model Year\n",
1748 |     "print(\"\\nEV count by Model Year:\")\n",
1749 |     "display(df['model_year'].value_counts().sort_index())\n",
1750 |     "\n",
1751 |     "# 8. Optional: Crosstab - EVs by Make and Electric Vehicle Type\n",
1752 |     "print(\"\\nEV Types per Make:\")\n",
1753 |     "ev_type_by_make = pd.crosstab(df['make'], df['electric_vehicle_type'])\n",
1754 |     "display(ev_type_by_make.head(10))\n"
1755 |    ]
1756 |   },
1757 |   {
1758 |    "cell_type": "markdown",
1759 |    "id": "e0701a81",
1760 |    "metadata": {},
1761 |    "source": [
1762 |     "3) Trend Analysis"
1763 |    ]
1764 |   },
1765 |   {
1766 |    "cell_type": "code",
1767 |    "execution_count": 10,
1768 |    "id": "7ddd0955",
1769 |    "metadata": {},
1770 |    "outputs": [
1771 |     {
1772 |      "data": {
1773 |       "image/png": 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1774 |       "text/plain": [
1775 |        "<Figure size 1200x600 with 1 Axes>"
1776 |       ]
1777 |      },
1778 |      "metadata": {},
1779 |      "output_type": "display_data"
1780 |     },
1781 |     {
1782 |      "data": {
1783 |       "image/png": 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1784 |       "text/plain": [
1785 |        "<Figure size 1200x600 with 1 Axes>"
1786 |       ]
1787 |      },
1788 |      "metadata": {},
1789 |      "output_type": "display_data"
1790 |     },
1791 |     {
1792 |      "data": {
1793 |       "image/png": 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",
1794 |       "text/plain": [
1795 |        "<Figure size 1200x600 with 1 Axes>"
1796 |       ]
1797 |      },
1798 |      "metadata": {},
1799 |      "output_type": "display_data"
1800 |     },
1801 |     {
1802 |      "data": {
1803 |       "image/png": 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",
1804 |       "text/plain": [
1805 |        "<Figure size 1200x600 with 1 Axes>"
1806 |       ]
1807 |      },
1808 |      "metadata": {},
1809 |      "output_type": "display_data"
1810 |     },
1811 |     {
1812 |      "data": {
1813 |       "image/png": 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1814 |       "text/plain": [
1815 |        "<Figure size 1200x600 with 1 Axes>"
1816 |       ]
1817 |      },
1818 |      "metadata": {},
1819 |      "output_type": "display_data"
1820 |     },
1821 |     {
1822 |      "data": {
1823 |       "image/png": 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",
1824 |       "text/plain": [
1825 |        "<Figure size 1200x600 with 1 Axes>"
1826 |       ]
1827 |      },
1828 |      "metadata": {},
1829 |      "output_type": "display_data"
1830 |     },
1831 |     {
1832 |      "data": {
1833 |       "image/png": 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Dyh3nCI4ril2Q9YyHAJxDOG44zqgVjuIRfD8cc5T7Y/+RG4DrIB77mCdjTBmnADQTQtMb3ITRCQKCH56qUTam9yRVlm4dEdiQdYbUByqSIBV+zz33qJtJuFQAst1wQ0EKAz0zIZsXN8n33ntPddThD+WxyNpGysC/JnkwZCEiNYSgi+/54YcfqkCAzidwww1uMhJLKKdFEAiGGzOyhpF1i5s1amAjFYnvH9yUJhZwE0YvT+ifHEEFKSj8jxs0jke02fQ4nniowEPHtm3b1HbxUIemTUhp6qltBAwEZn2kLaTEUQ6L3xi9ViGVbNRrWKyhww8cdxx/BDOcVwho6OgG2bl6Chf1KLAcmtXhYRAdbODBAecmih0Q/PyvEVxTeMhAUQBqdqMcHd8dfyMo4uEX3xUPW/g/XJm1P5Tx4vOR5Y8gjG2ieAUPE5iODmd06CwED624Lr744gvVoQ1yI+6++271G1DicKCxsd07QYkLqUHc6MoybCMRUapjypiIiMhmDMZEREQ2YzAmIiKyGcuMiYiIbMaUMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjME4Cm63W37++Wf1PwXisTHG40JEVhiMo+DxeAL+p8N4bIzxuBCRFQZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYEyWoH/4qsHsXiChGGIyJEpTHq9m9C0QUIwzGRERENmMwJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImSFAeSIEocDMZESYoDSRAlDgZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMFMd++KvA7l0gogrAYEwUxzxeze5dIKIKwGBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMZDP2skVEDMZENmMvW0TEYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMVEpsE0wEZUHBmOiCmoT7HTyciMiY7w7EFWQrY7Gdu8CEcUpBmOiCsKetojIDIMxUYqVJyfKfhKlEgZjohRL+SbKfhKlEgZjIiIimzEYEwVhNi4RVTQGY6IgzMYloorGYExERGQzBmMiIiKbMRhTymLZMBHFCwZjStqgGW49lg0TUbxgMKa4ZxU0rQIugy0RJQoGY0poDLhElAwYjImIiGzm0DSNSYsgq1evlsLCQtP5OGQej0fS09PF4XBU6L7FOxyb4uLiUh8bfdng0xHTN3nqS+O0rTGbZzW/vD4PNhbXkybp2+Li+zVybjHdT11mZqa0adPGchkiig0G4yiCMVEqYDAmqjgMxkRERDZjmTEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMCYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERDZjMDawevVq9SIiIqoIDMYGCgsL1cuM2+2Wn3/+Wf1PgXhsjPG4pM6x4feJb+44/T4MxlHweDwB/9NhPDbGeFxS59jw+8Q3T5x+HwZjIiIimzEYExER2YzBmIiIyGYMxkTl7GCBRwrEJY1adRW3uNR7IiJ/6QHviCim9hd4ZeH6Qtm63+ubVr+qU3o3c0nVLD4LE1EJ3g2IyglSwAvXuwMCMeA9pjOFTEQ6poyJykmhV2TnQa90apAhtSs7xeMVSXOWTFu5rUjNJyICBmOiclJcLNK/hUtWbS+S37cUBWRTYzrmUwmHw2H3LhDZitnUROUkK0NUIDbKpsZ0zCciAgZjonLi0UoCrxFMx3wiImAwJionhcVlm09EqYPBmKicZKSXbT4RpQ4GY6JykuksqaxlBNMxn4gIeDsgKidoutS2bkZIQMZ7TGfTJiLSMaOMqJwUFYv8uNYt7eplqJd/O2NMP751lt27SERxgsGYqJygTLjYKwFtjIPnExEBs6mJygnLjIkoUnw2JyonlbPS1IAQeYVeyUhzSJFHJCNNpMijSaVMp1Qup4Ei0Oc1yqORTZ6ZLpLhLNkXIopfDMZE5QzZ1EajNpUHjhJFlJhsvzp3794td9xxh/Tp00e6desm11xzjaxdu9Y3f+XKlTJ8+HDp2rWrDBo0SN58882A9b1er0ycOFH69++vlrn66qtl06ZNNnwTIntHbeIoUUSJy/ZgPHLkSNmwYYO88sor8uGHH0pWVpZcdtllkp+fL3v27JHLL79cmjRpIjNmzFDLPvXUU+pv3UsvvSTTp0+Xhx9+WN59910VnK+66iopLCy09XsRIavYqjvMWDdtqujPI6Ikyabet2+fNGzYUEaMGCGtW7dW066//no544wzZM2aNTJ//nzJyMiQhx56SNLT06VFixa+wH3OOeeogDt16lS5/fbbZeDAgWr9Z555RqWSZ8+eLUOHDrXz61GKQ5ltWebH++cRUZKkjKtVqyZPP/20LxDn5ubK66+/LvXq1ZOWLVvKkiVLpFevXioQ65CdvX79etm1a5esWrVKDh06JH379vXNr1q1qrRv314WL15sy3cisqs7THa/SZS44ubyHDNmjLz//vuSmZkpL7/8suTk5Mi2bdt8gVpXp04d9f/WrVvVfKhfv37IMvo8IrubNhllHZdH06aK/jwiSsJgfOmll8oFF1wgb7/9tiobRjlwQUGBCs7+XK6SWqhut1uVK4PRMsgCLwtN0yQvL89wnv65+v90GI/NYYh9vZtlhVSqQmDs08wlTm+BmJxicfF5eCAmohQLxsiWhnHjxsmvv/4q06ZNU5W5gitiIQjrNwrMByyj/60vk52dXab9KSoqUjW5rSC7nIzx2IiqeOiqkiV9mmWqNsZ4od1vulMEQxmjiGXjxo0x/8w+zWr6Pg/tmvEqOLC71J/VvXv3mO4bEcVpMEYZMSppnXjiib5yYafTqQLzjh07VNkx/venv69bt64UFxf7puEm5L9MmzZtyrRvqDimPyAEQ6oPwaZZs2ZlDvrJJlWPjdfpCuloQ00XkQUm7X6zq9SUdu0qlcPOuCXNIZKlX91ekUqVKkm7du1i/1lElPjBGJWwbr31VpkyZYqqAa2nSFesWKHaFB9xxBGquZLH45G0tJIehBYsWCDNmzeXWrVqSZUqVaRy5cqycOFCXzDev3+/Wh9tk8vC4XCEzaZDsGFWnrFUOjYlHW0YZQ1nWrb7xfzyOEbsgYso8dgajFE5a8CAAfLII4+oF2pXT548WQVUtDVG2S8C9b333qvaDv/222+qtvWDDz7oKytG0EXb45o1a6pmUuPHj1cp6iFDhtj51ShFlHS0EZjyBbxHNrFVu1/MjzX2wEWUmGwvM54wYYJq3nTLLbfIgQMHpEePHqoSV4MGDdR8BGOUI5911llSu3ZtufPOO9XfulGjRqns6vvuu09V+OrZs6e8+uqrKpuZqLxZdbQRLtjGOhhbPRggJd63WSZTyERxyvZgjKzmBx54QL2MdO7cWd577z3T9ZF9je408SKqaFYdaVR0u1/2wEWUuJhvRVQGVgE1I8wQinolr1hhD1xEiYvBmKicxiz+a3uhKqsNnq+X4TpivC/sgYsocfHyJIrBmMVGtalb1nWp9sT+7Yz1dr/6urHEHriIEheDMVEZoZYyKkfpzYmQAkXgq/xv7WU1dKGeDHaU/KnPq6gHA/TAVR6fSUSxwWBMFGMOgyCJrlXXrVmpOt7Iycqx7cGAiOITgzFRkrXtZfMlosTDx2WiMrftNe9lC/PxKhCXNGrVVdziKsm2JiLyw5Qx2S6Ru28M17a3yCuyZGP8pJqJKMmCMUZK+vDDD+Wnn36SnTt3yqOPPiqLFi2SDh06qI46iBIxi7e0wrXdPejW2CMWEYXljHa0pXPOOUd1U7lhwwbVZzS6ovzuu+/k4osvlmXLlkWzWUoxkWTxxrtwbXcdJo2J2SMWEZU5Zfzkk0+qsVi/+OILNThDx44d1fSJEyfKlVdeqf5/7bXXotk0pZBk6L4RNZUbVXNKjUppUruyUzxekTSnyM6DXtlzyCPFRV45q3NWyHjGK/4pYI9YRFS2YDx37ly55557pGnTpmp4Qx1GWbriiitk9OjR0WyWUkwydN+IbOYeTUva9v6+pSgkqx0WGLT77d0sW4q96BKEiCjKbGq32y3Vq1c3HbgBYxITpUL3jVZZ7Q7RLLPh2SMWEemiuh106tRJpk+fbjhv5syZvmxromj7dU6U7hvDDaGY6NnwRFQxorrd3XTTTTJv3jw544wz5LnnnhOHwyGfffaZXHvttfLVV1/JyJEjY7+nlHT07huNBlIo6b4x/msaW2Wlhx3POAGy4YmoYkSVEdijRw9VQevpp5+WKVOmiKZp8vrrr0v79u1l8uTJ0qdPn9jvKSWlROq+0ag9tOUQimmJnw1PRBUj6ttBz5495d1331VNmvbt2yeVK1eWSpUqxXbvKKGoYOXraUrEW+DxpW6tOvZIhBSwVXvodrWdsnKn1zAYcxQlIiq3YLxly5aQaQjIeDmdTsnJyZGqVatGs2lKUFbBChK5Y4+SSlqB++9fEQtDJO51h34/DBnBUZSIqNyC8aBBg1Q5sZVq1arJJZdcItdff300H0EJJFyw6tU0M6F7oYqky0urrPZEyYYnogQLxo8//riMHTtWevXqJUOHDpVatWrJ7t27Zfbs2aoXLgRgdAoyadIk1QTqoosuiv2eU8IEK3SEkcg1iiNpD52Zefi91WOq9SMsEaWqqILx559/Lqeeeqo89thjAdPPPPNMuf/+++WPP/7wBeJ33nmHwTjJhQ1WnsSpUVzaSlqA+ar7Dr8+PLR/s+4TPYueiCpGVHcDDAiBFLGRIUOGyIIFC9Tf3bp1k02bNpVtDynuhQ1WaYlRoxjBc/76QvnsjwKZtapAZv5RoN5nhGkPjfkLsN7yw+vhPfy+ObH73iaiOA7GSPGuWrXKcB6mo2Y15OXlSXZ2dtn2kBK+8w701Ww2L15qFFv1pFXsEdP20JheUGg+MlOHBn7510HzkQLH5+bmeWT7fo/sySsZ+5iIUk9U6ZLTTjtNDQaRnp4uJ510ktSsWVOVGc+ZM0deeOEFufDCC1XN6jfeeEO6dOkS+72muOy8w6zWMLJsg5v4xFuNYqtyb+z/D3/ly4AWWVKMLGxPSWofAz5get/mWYbrYXtW3U8jK/znLczCJqIog/HNN9+sgi8qcuGlQ7MmDK14yy23yKxZs2TFihUqIFPyC9d5R7zXKA7Xk1ZunsgnvxeYzrda1wwCeiLXMicim4MxUsSovHXdddfJwoULZc+ePVK3bl056qijpHHjxmqZAQMGyI8//iiZ/tVMKakheKBoYt2aldKuXTvJycoJmBfPytSTVlrp5yEFbJZqTpRa5kQUO2WqPtOkSRP1MmtnTJRo5d5mWdVWPWkVeTTzyl0GvXDpWdFfr8pPmFrmRBSHwRhdYL788stqXOP8/HzxegNvUugQ5Ouvv47VPhLZWu6dkWbek5bqYUwzCbhNXSpQ92ySqVLBelmz0yFyqMArB0sqXMd9LXMiKn9RXfLjxo2TDz/8UHX6gexIlBUTpWK5NyLxss2F0q1RpnR3HA64CL6/bnZLq7oZMnsVeuoO1KdZhjSq5pQaldKkdmWn6hgFtc53HvTKnkOeuKllTkRxHIzR0xYqaV1zzTWx3yOyndWgDqkkuLcss2PQpbFLHKL5Kmuhp1hXmkjXxuY1yetXTZd6VdNVavv3LUUhqe14qtxGRHEajIuKiqRz586x3xuK6wEfkr25TVm++wKL9cxS1MHrAGtTE6WmqO6uxxxzjPzwww+x3xuK244vkr3HqEi+u1EHHeHWO1DgCegq0/Hvn+H682ZtaqLUElXK+JRTTlF9UOfm5qpOPYx62UI/1ZRYUjlAWH33rrW84hWHYQWuHk1CR6QKHtHp542hqeYuDa2b/KHXLyJKHVF3+gGffPKJegVDbWoG48QTyehEycrqu2VVyZIFJqnfg24t7HaN1utY33q9dOZQE6WUqILxN998E/s9IdtFMjpRPFUmi+U8fLcOtUVa189SFbHwwjx0eYm/zVK/YYb1Nu30Y9sBr2XbZQ61SJRaorq9NmzY0HK+plk/9VPidXxhx6AOVhWqINbzWtXPDkkBY15nk8EeAE2RrI4Z2hQbWbmtSE5unyVLDLKw29bN8B+NkYhSQNRpnS+++EINpVhYWOgLvvgf3SH+8ssvrOCVhAM+VGRzm5KKUca1jbftL5YNuR7TSlOdGmQYzssr9KpmRKVdr3tJD6+mQXVoh2xZuMG4Q5C5fxr3soUBJ9xFmhxROU3a1csIaGe8ZkeR9GrKbmSJUklUwRgjM+FVpUoVKS4uloyMDNVfNSp0oQOQ8847L+Jt7d27VyZMmCDfffedHDx4UNq0aSO33Xab9OjRQ82fP3++jB8/XtauXSv169eXG2+8UU499VTf+m63Ww1W8dVXX6mewQYNGiT33nuvGkmKYt/xRTxUqMrJREr0cNtcf1jnqMbGyVH0pGVV2cpsPaRuzVK/6LDD4dCkT7NMX/Y2sqZLsqc1ta/7CoxTzZVcDtm11RPSzjieRrMiojgOxh9//LGqoIXBIjCU4pYtW+SJJ56QP/74Q3UE0qpVq4i3deutt8rOnTtVQK5Vq5a89dZbcuWVV6rPQEp7xIgRcvnll6uAjIB95513qkDbt29ftf4DDzwgS5Yskeeff14NSoFa3qNGjZJp06ZF89UoTgZ1sKpQhVSk5bqe0o+gpM9H6ji4R6z//V0gA1pmm+YY7DjglnnrQneqaXWnZTeayE9qWjMwZYzUO7OoiVJPVMF4+/btakxj1JpGd5iff/65mt6xY0e59tpr5YMPPpDhw4eH3c6GDRtk3rx5Mn36dOnevbuaNmbMGDXa08yZM9UwjUgpo7cvaNGihRqWccqUKSoYYz9Qm3vSpEm+lDSCOsZYXrZsmXTr1i2ar0dxwKqyGIKW5bpp0Y2+lJkmsutgaEq1S0OXFHs1wxyDQq9mGIhhw16vdGqoGXeVucktdaulyYL1oSn8+lU97PSDKMVEFYxzcnJUIIamTZvK5s2bVRZxVlaWCs54H4kaNWrIK6+8Ip06dfJNw3bx2r9/v0rxDh48OGCdPn36qL6xkWr++eeffdN0zZs3V8M5Ll68mME4SSuTIfUYzShKmG61XqFHMywzFikyDY7oAMQKAvCsVcbjIDevnZGSbbqJKEbBGMETKdKjjz5aBb+0tDRVtnvcccepst1IxzCuWrWqHHvssQHTZs2apVLM99xzj8qqrlevXsD8OnXqqJGiMIYyUsYI6C6XK2SZbdu2SVnoldGM4PP9/6fYHxskfns3yzLM4vXv19ko29isP2iU31plG3+1It8yOBqdDxnpgedeyPy06LLbkfo2O/8qCh66iSiOgzGyolGOi9QrsohPP/10ueuuu6R3797yv//9LyQ1G6mlS5fK3XffLUOGDJGBAweq1HZwYNffoxY3bvhGgR/BGRW7ygL9b69cudJymfXr15fpM5JZLI4Nxsru06xmSMWoggO71fxSzyvUZNk/BdK3eZbhvIJi6+C4bk3o+dC6Q1fL1LZVMEYbZqMyatTQxnrhzr/yphcdEVGcBuOePXuqIRRXr16t3o8dO1bVokYwRXnt6NGjS71NjH98++23y1FHHSVPPfWUL6gi6PrT36MLTmSLB88HBGKjLjpLAzXEW7ZsaTgPDwEINs2aNSvz5ySbmB8br1vSHCJZ+pnqFalUqVJU89LSXbLtgMjHv4VmGw/tkGW5GygjRhGM0f6ZpeCRSv9zm/FDIYZPzM5wGJZRD2qdpcqvDT+PiJJSVMH4pZdekhNPPFHOOOMMX9B8+OGHo94J1HxGOTACOWpl66ldNGXasWNHwLJ4j+wzNKtCFjaaRiEg+6eQsQzKjcsC5dbhsukQbJiVlzjHxlvgMU3FpkXQ4UlOlvn3MRuZqWHNTMktCO3Yo2ujTPl5k3E7apFCtb14O35EVH6iasw4efLkiCtphYOa1Ajkw4YNUzWh/YMqakijYxF/CxYsUKlnpMSRjeb1en0VuWDdunWqLBmpdyKjTk0QDEN7ynKYzitp92tdsxnza+akSd2qJf/jPYLzt38WqI49BrV2ybEtXep/vM8rCq0spmMFLqLUE1XKGNm3CHrBla9KC9t49NFH5YQTTlDtiXft2uWbhyzoiy++WM466yyVbY3/v//+e9W5B5o2AVK/6ADkvvvuU9tBagztjHv16iVdu3Yt075RanZqEssOT7AN9LTlnw2tQ2AOty4RpY6ogjFqTSMVi/bAaAccnJ2GLN6RI0eG3Q5qTqOi1Jw5c9TLH4IvetZCljg6/HjjjTekUaNG6m+9ww9AqhqB+IYbblDvBwwYoIIzkRmrVG4s2/aWqa20DYNyEJF9HFoUozq0bdvWeqMOh+01Qcvi999/V//7t3/2hyYn+H6oYMNyvUA8NoH9a8836F8b+jTLMOxfW88aT6VOP3DOrFq1St1XkuGcSbZrgN+nYkT1/I0Lh4iiH3gjXFtp9k1NlFrKNTPM4/GoLjLRDKpDhw7l+VFEkupl1ESUuMr9qufYxpTqkELOErdsXvOL+t8/+9moFjYRpR4+ghMREdmMwZioAipyFYhLGrXqKm5xqfdERP7YgIKoHO0v8MrCoBrV+sAUKE8mIgLeDYjKCVLAwbWlAe8xnSlkItIxGBOVE9SSZpeXRBQJBmOichKuS0t2eUlEOgZjonISrktLdnlJRGUOxhgtyb8nrp07d6qBHIqLDz/uY2Ql9DFdo0aNaD+GKGGhA4/gUaCCh2UkIoKobgcYohBjGeuDM8CKFSvUyEvDhw9XYwzrfVQ/9thj0qBBAx5tSjlWQzZGMiwjEaWOqILxk08+KYWFhWpoQx2GU/zoo49UIH766adjuY9EcQ81o3PzPLJ9v0f25Hl8NaX17jCHdsySE9tmyWkds9T7Kv82azJbj4hSS1SlVj/99JM89NBDIWMGt2/fXm666SYZN25crPaPKG4gUOr9SGemi2SofqTTLNsSQzTz2AaZKLVEFYyRKk5LM85iy87OlkOHDpV1v4jiilXAdR9wS59mmVLkEfVCoE53ihQcKJY/93mkZ5NM8WqH5zkwTOdmt3RqlGnaBjmVhlAkoiiDcZcuXeS1116T/v37S0ZGhm86Km+9+eab0rlz51juI1EcdN4ROi4x3i/b6JZuTVyywGAoRATqTlWMh0nEvGKP8SAqbINMlHqiCsajRo2Siy++WI4//ngZMGCA1KpVS3Jzc2XevHmye/dueeutt2K/p0Rx2HnHkbUzLHvZ6t3MPPWL1LQZtkEmSi1RBWOUFb/33nsyadIk+e6771SlrSpVqkiPHj3k+uuvl3bt2sV+T4lsYhUYczIdlr1sFZvUx8I8ZFubYRtkotQS9SWPyloTJ06M7d4QxSGrwGgVUMPNN5vHNshEqSfiYLx48WIVgCtVqqT+Dqdnz55l3TeiuOq8wygFnBGmjpXVfAT54O0eboPMaEyUSiIOxigjfv/991XlLPyNDj00LbACij4N/69cubI89pfIts47jCpiZaaZB2pMT0+zTv2i1rTeXArBGdMYiIlST8TBGLWkW7Ro4fubKJXonXeEBk7zQI0ULh5XmfolopgF4169evn+njlzppx77rmqiRNRqjBr92seqEuCLVO/RBROVHeETz/9lB17EAUF6po5aVK3asn//oEbf2eJWzav+UX9z848iCgmwbhbt26ycOHCaFYlIiKiWDRtatOmjbz66qvy1VdfSdu2bSUnJydgPipwPfroo9Fsmiip+q32zROXNGrVVdwYfrTAEzjPZD0iSh1RBeM5c+ZInTp1pKioSH7//ffY7xVRvAZVk4Ei0N+0qq31L/yJ6cCBIoioXILxt99+G81qRHGtLKMvLTCZt3qr27I7TA4UQUQQ1eP33XffLZs2bTKc9/fff8u1117Lo0sJOBiEceDctr/YdJ5DNMu+qdvWzyx1d5gcKIIo9UScMt6yZYvv748//lgGDx5sOIziDz/8oMY7JkqWwSByMtFOuMhwHgKqVd/U0XSHqeZxoAiilBJxMH7wwQdVoNUraN1www2Gy6EHrn79+sVuD4kqgFXw83jLp2/qcF1lElHqiPiSf+ihh1SKF8H2nnvukeuuu06aNGkSsIzT6ZSqVatK7969y2NficqNVfBLc4qkO0Xa1cuQ2pWdKjhj2s6D3qj7pkaZstU8DhRBlFoiDsZ169aVs846y5cyHjhwoAq8elZ1QUGBql2NoRSJkmkwiPwirwxqnSW/bymU37cczq7G8i2PSLPsmxoB16w7THaVSUS6qDLDhg4dKo888oj88ccfMmPGDDVt6dKlcs0116hBJO644w6VSiZKFFZ9TNerkhZSWxrw/rfNhZZ9U1cpRVeZh5tL8dohSjVRBePnn39edYk5atQo3zQMr3j77bereTVq1FCBmSiRmPUxbVW5a22uV9o10CwDLgJ9Xl6erFuzUtq1ayc5WTlhm1KxnTFRaokqGGOgiLvuuksuvPBC37Tq1avLZZddJunp6WpUJwZjSnQOvQJXmEpaxR5R/VGXvimVcWqb7YyJUk9UwXjPnj3SuHFjw3lHHnmkbNu2raz7RVThrFKqWekiBSY1rs3GLLZildpmO2Oi1BNVXhgC7qxZs0x752ratGnUOzR58mRV7uxv5cqVMnz4cOnatasMGjQoZDxlr9crEydOlP79+6tlrr76atNOSSj+IJWYm+eR7fs9sifPo96XdV40+2DVeceAliU9bQVDsHb4dYMZqXDtiNnOmCi1RJUyvuSSS2T06NGyd+9e1flHrVq1JDc3V+bOnStffvmlPPbYY1HtzNtvvy3PPvus9OjRIyAVfvnll6sgjLbOv/zyi/q/UqVKcs4556hlXnrpJZk+fbo8/vjjUq9ePRk/frxcddVVKjs9M9O4BySKvbxCj7jFJQ1bdRE3MnkLPZKTGb5f52i7oIxleWu4lGr3Jg7Dms9t62aIpudnl0K4dsRsZ0yUWqK65M8880w1njGC4OzZs33TUXFrzJgxan5pbN++Xe6//341LGOzZs0C5r3//vuSkZGh2jmjPLpFixayYcMGeeWVV1QwLiwslKlTp6rKY2huBc8884xKJWPfUPObyt+BAq9h/8x6Ex6jwIm+ma3KTXs1Ne67GW3dF22IbXlrJCnVIyqnqbbG/u2M1+woUvsZy6ZUbGdMlHqifv4eNmyYXHTRRbJu3TqVQkabY2RfR9Okafny5Srgoob2iy++KP/8849v3pIlS6RXr14qEOv69OmjsrN37dqluunEg0Hfvn1987EvqN29ePFiBuMKShGbNf0p8mjy8yazedapUbOerzzlUN4aSUq1UlDMxfsWRyCVrsW0KRXbGROlnjJlhu3fv18F4x07dsiJJ54o69evl+bNm6tOQUoDWdB4GUFlsNatWwdMw/CNsHXrVl9lsfr164csU5aKZEh9oTmKkfz8/ID/I+F1ZkqR1yGFvmxaTZzewpLPcqRLkeZErq4gVzfD4RWHljiFhsiaNguOYDYv2q4kw65XbJwt7vS6//0tXCHz8LLsvMMpsiHXE9BHtWqDXDVdbcvsXLE6Z3Dx9W3mCmkS5fQWSJjNVYjgccqJKA6D8csvv6xSp+h5C8G3c+fOqrwXZbzINkbqNBaw/eByX5erpMzQ7Xb7bm5Gy+zbty/qz0VvYqg4ZgUPH+EgRd+sVQdZtL4oJAXUq0mmFBW6Zdm20Jt813pe2bxujaqcFu9QRhzrvpmt5odbDwF2vmF5cpb62yg1ilRq1wY4h0LX69QgU9zFmuVQiCuXW58rpTln4kX37t3t3gWilBFVMJ42bZrq3GPEiBFy3HHHyfnnn6+mo8bznXfeKc8995wqO46FrKwsVS7sD0FYf3LHfMAy+t/6MtnZ2VF/LrLNW7ZsaTgPDwC4qaJ8O9xnIEU8PygQA94v2lgkTWtmhIwIVLJsmhzdtkNCpJBVZa1oBkMw6CpSh+kolzWC6Vbr7TzoMR3u0Cw7HUG1W6NMw3Lhb/8skJPaHT63gtct8orqzMNKac4ZIko9UQXjt956S3XqcdNNN4nHr0eEY489Vm6++WZVuSpWwRi1o5EN7k9/j/6yi4uLfdP8B67A+zZt2kT9uUjth8umw0013DJocmNVvokbv9m8YnFJtZwEqA1e6DENjmA2b8UW664kURJ7VucslbrGCyleDNiA7jiwXrGnpKwW81SZr4b5Dln+T77heuHKqLs7oh/usGbVyLJ0IzlniCj1RBWMUWkKlaqMoBIXKlbFSs+ePeXdd99VQV8flGLBggWqbBpNqjAwReXKlVVNbD0Yoyx7xYoVKqVuN5QRW7Eanq/w32AT79B8CcFzgUFQzUhzmAbc9g2s+27eb1JDW2/aFFwxTJ/XoVG24b50VtnQ1gF310FPyGAQ/Vu4ONwhEZWrqG4jqCy1bNkyOfroo0PmYfCI4MpUZYHmS1OmTJF7771XtR3+7bff5PXXX1dtjfWyYgTdp556SmrWrCkNGzZU7YyRoh4yZIjYDakyK2ZZsWrdtCgasNoEQbXfkShbFVW+6kp3iCsdgTp0QASjvptL211k1wYZqqw2OPVbUOiVFduKVPvfoxo7SlLNaajxrYUta0ZPWkafJ1KkPsuI3gzJrB01EVG5BeNzzz1XlRmjjFZv24vapOiVC5W60ElHrCD1i2A8btw4NYRj7dq1Vbm0PpwjYMAKZFffd999qsIXUtOvvvqqKve1GwKSVflmnkk7nPrVnJJl/+6XiurgozhP/tYHRMg8nB1b2sBk1QmHpnnFlek0TP0iZdy5UaYs2Wjcrtn6t9DMiwy85sMdei0qhXHAByIqt2CM7iY3b96sUqN46b1ywWmnnaYqdkULvWgFQ03t9957z3QdZF9j2Ea8EikLF9OdDgRej2zd5zevmlOObu4SV0kBaUqy6oSjb/OskOMZSWchSCWbZZlj+lcrzJuqYV2j1L2EqRTGAR+IqNyCMSo3oUcspIBRfosmRCi7RYo0uE0wBWbh6u2M/bNwB7RwSUFRSRkxsqaRIk7lQByuHBa1l6PpLAS+XpUvA1pmqcpaeha2V0M2s9d0IAg9C9soqKJvbA74QERlVaaqJ6hEhRdFlkI2qxiNwIvgnKqMylvxnNLmCFTyCi0Xzg9s6VaqzkIOFop8saIgZF6nBhmWWdhmpfcc8IGIYiHiEKBnQ0eacn7jjTei3SdKQlYDRahA51dciz81cUi7BsbZ+72aulRQRjlurDoLWbmtSE7tkC2LNriNB4MwqdjOAR+IKBbSS9M9ZHksS8kv3MhMxgNMZJqWxSJg9miSIQvWB3aWoq9rVUPdLPVbu7JTnA7NdDCI7k2MszU44AMRVWgwRkcfwf766y+ZN2+e7Ny5UzUvQqWutm3bqna/ROGaKKEmOdr0Gs1DP91WZbE9mqBmtMc0wBvVfE63aPOsdyJi1M4Y3WGatTLjgA9EFAtRZaIh5YsetmbMmKH+Rrb0ySefrIZU3LhxoxqXGL1jEVk1UUKHINEOIoGKcL2bZUrxv+XJyIJGJSvkJ6NZk1EKd8kGt/RsmhnQPjnj3yzzLXvc0qBGpjStGbgeHhgqZTosgyqaL1m1oyYiKpdgjGEOZ86cKQ8//LDqm7pfv35qOpoWjRw5UiZMmCBPPPFENJumJGNVgamsg0is3eVR2csInKhhvXOPV5rUSJPN+7zqFSwrvaQs2igVi5Q2ttGgalpAUK2elRZRUGXzJSKq8GCMFDE62kDnH/59U6OjB0zX2x4TWVVgsgq46IDDqiwW7bP9s5MPzzPfaN/modnJgPdITfduyjbBRGSPqPLR0Pe02Sg1yJ5G39BE/hWcjBR5SgKukb93Fqmy2OD5evnu93+FNk8KF+BzMs2zxVUvW6x3SESJlDJu2rSpfP/994Z9Uy9atEjNJwpXwalSptN0XrcmLnEfyJc+zQ6PvoRAWxJsNdVhyr4Cr2mANwq64cqhkTXtLvYmfAcsVv1ksw9toiQKxpdeeqmMHTtWioqKVJkxKnBt2LBBjZw0depUGT16tCQrdTMTlzRq1VUwqrK3wMObWRhmFZwQVHMPFAZWqPo34OYecEuuO0N+XxeaAj65rcs0iCNIm80LN2gH9quwWFNl0F68nJqqKFbs8UollzMhghyakW3b71HHQS9LRyW0ev92W4IKbzpkBKDWOtZhH9pECRiMzzvvPMnNzZWXX35Z3nnnHVWj+tZbb1UDM2Bkpf/85z+Sau1leTMr/XFD293v12GacZbzCW0y5HeD6QfdXvkL2dhNM1XHH77a1E6R3QeKVfMkowBfUGRdDo0AajZkY7i20vFwXuCBIK9QZEMumnwFNs+qmoUe4Byy65BBoK6artblQyWRfaLuHwiDQQwbNkwNpbh3716pWrWqdOnSRapXry7JKNyQfhwQoPTHLVxXkWlOh2F74SOqpEm2K00Wbig0HLO4TZV00xGdMIjEIoP1ML2gUAyHZURzqT0HC02GbCyWX7Z44uK8wPDXv28xPtZpjkLp2ijTNFBXsh7qmYjKWZk660PnHv3795dUby/LAQGibWdsvS7aDRtlb+P9t38WqPbAwW2Jv/mzQE5qn2WynibpTofqh9p/rGOUM6OoxZUppkG8ehWX6bw9eaG1usv7vDDKFvdYHOsaldLk503GgVqkpCY5EdmHPedGiAMCRMfquCAQhutK0ihVuX2/R2VPGzVt0j+zpkETJwSw+QZNm+CszhiW0TznAwHcNPXb3CVz16AGQSj/Mloj0ZQ1m2WZI1cAqXU8oOjtr/WHFLw3O176eM1EZB8WdEaIAwJEx+q4/LWtwLT5UklXkmkx/S2sUulIJVvlfKC3MLN5KIu1St0j4Bb4Kv251Hs9qG7Zj3JeTQqKNTlUqKn3mG6d7W/cVhrBfEBLlyoz//ZPt3z/l1v9j/fIEbCC8mMisg9DSIQ4IEDsj9uuAqe0Eq3UXUlG+1tE2xtYuPlm89TQi5rIfJPKXe4izbQM1ynGFaqsHiiQKsboU0aBumN960bUmazuQGQrBuMIcUCA+Dlu0W4z2t7Aws1HIDOqaKaGXnSIafZ2zwYZxpXCDhSKNyPTuFy4WOTk5iJZVbJC1kNW84ECr5zSPkv1UKb3vY1mWtsPeCwfYMwGwiCiisFgXAocECB+jls027RKUYcrv0YlLyP6kI1mQy9iYAojXWt5xZnpNK0UBvPN5mVmm47zPLhNtmw7UBzSfKlx9XRpVD1d8otKstz9K6/lZDhVKl2yTQ8dEZUzBuMoUmV5eXmybs1K1SVoTlaO3buUEKJt3hNpBSdHhOuZpagxgITV8Ipeb2gbZbzv2SRTdQxiNPRi76YuKSg0DuJI2S7e4DYdXapRjTTDFPW2/cX/Zm2bjPPcOFM9qPgH3HSnU7Wxzs4sqfRm9P1Qk5yI7MNgTHEr2o42rOZtyXVLt0aZ0l3Pxk0T8Woiv25yS7fGmaZNor5eVaBqTfs3iULFq9mrCmRwmyzDbX69Ol8Gtsoy/G5YrlWdDFm1vSgkiCN726y+FVK8/mXM/tT3/XcAjZCHhqYu8WqaaZY5ssuJyD4MxlQhStuVJJh1FlLs0UzbzCKwdG+caRl0Pv7NuMevDg1FauYYN4mqkeM0bL6keu5KE8Ntmg2CAYi1CMTG7X6LVAcdx7VyqZra/sEfKWgrB93GARepcIz/bER1wBKmAhsRlS8GY4rLFC66yjSrNQxWzZCs1rGsFW1S21rP3kYWsV4WiyxllMXWr5qu+nge0tYVUhaLgTC0f9swB1e2Qlmu2b4iq9qV5pBfNhcajrtsxWGSoi55iLH47gzGRLZiMCbbusN0iGba0QbKYSuyGRIgWzqv0CPuYgwYURI4XenIGi5JLRs1Q0K/zmBWFgtG/V13aZgpWeklYywHp3735Xtl4QbjtsQ7D1rXikYgj/a7E5F9WA2YylW0HW1YNSUqSzMks3kIZOmOki4lNb86V3h/wKKjDUzHQ4VZZSuz9ZA6PqFtlsqq/nx5gSp7xv9437hGumlQXbKxpIa24TjPTV2qnXE0310vGiAie/B5mMpVtB1tIIVolgIEq9ShGb18t0+zjJDs5jqVEakchk2GrLLMrbK+8Rk7DxaprjSDu6fEfpjlCqBWNGpYG3VfibbE+/M1w1rYmmjqc8yOC3oDM6oRjhR8MWqcEZFtGIypXEXb0cb8dW45qX22YVMjlM1aNUPS/zbqEARluUbZzbUrpcnanW6TkZnEtM9npERRFmsUcDWvSP8WLsMa000Nmi7pMB2fZcbpNO6X+4ickqZWizeGZosjNe0uFONa36vyZWBr41rfRFQxGIypXEXb0QZqLyP716xjD1QKQ61p0AMLoP5SFZMOQUTMa2H/9k+hdGtiPjLTsS1dsmJbaFBFX9CuDEfIEIR4Xy3bKUs2GmdThyv39s8qj7Rc2OEUld1t2ARrZYEMbpsln/1RENWAFkRUvhiMqVxZdbSB0GmVwkUwNussBB1b6E2iFEdgD1xG6+XmhXaWoTuydoZp+a5VRxtohoSHArM+pmtXSVPDFxplU1uplOkwzE6vWyVNft5YaLgO5h9RySm7DnmltqNkPWRr4z2mW5ULIwubiOzDYEzlzqrrSqRw/bOGEaT0QIWAGsseuIotyq9Ro9ksUIfraMNdbFyBK81RKN2buFQZcHCKusURadKomtMwUO855FHHwCjA162SLq3rZIhHC629XTnTKT2apquHipDewJq5VC9cVpXXiMg+DMZUIcKlcH3R1FHypx6oY9oDV1OXb0CFYFbZxuE62ig0WReVrBCIjQL1so2F0qOpyzRwLjXJ3sb2UNnMqAIXXstNRm3C56DTD7MuPYtZf4vIVgzGFJeB2qp9slW2sdU8tN3t0SRDFqwPTeVaZRtnZ1gnG83mN6yeJr/8Y5yirpqTZtlcCsFW9npNK3dhnOJgg1q75FeDil36engIQVebweXJv24ulKPCdCZCROWLwZgSrn2yVbZxuCzloxojdRgYrPUhBM0qkyE1bdWUCrWbS1spClnTRjWiI6lNbVa5y2y6Dln2wV1wsmkTUXxgMKaEa59slW0cSd/NRlm83/6J2sbGTak8/6YoUVnLaMxis5GZrCpFhdtPq/ko3zbKbsZ0KyirR5Y04q6eMsaAFL9vdkvHhkwZE9mJwZgSrn0yAmg08/T5ZilStEE2ysbFOj+uLemIIziIY/rJ7bMMg6NVivrfHjZNmc3H9nIPeQwfKDDdKgWPSmxGXXPiO1t1P0pE5Y/BmGxnVPPZqn1yyQANpZ+H6ZhvBPOQYjQamem0jlmm2cpYD+lRo+CI2sudGiDFGRoAjVK3/vMru4xTv72autRgEOsNKn61aOaSulVLalMbZUXjYcNoP/UHCiKyT1IEY6/XKy+88IJ88MEHcuDAAenZs6eMHTtWGjdubPeuURhWNabN2iBjcAa8SjsPtanxeUZBriR1aJzdvHmPxzSoYrpqy3vQExIc61RySpVshzStGRgA8UDgcFi3scaeoFcv/1Q6gqk+KpNRczCsg+EljeZhOtY3e6DAgBhEZJ+kuARfeuklmT59ujz++ONSr149GT9+vFx11VUyc+ZMycxkWVi8sqoxjSDVq2mmYfeNmqapji+MUnlLNrhV149YF9P19TDf4dDkzx1Fhuut2VEkjWoY5w1jpKSmtdINg2p2hsislQXSqk5oFvb3a91yUrss1RTJv5y2cmaarNzilnYNXKZBVa+lje0h/jr8am1j3Tb1As9rLLd8i1tqV00zrC1e0h1opmk3oaj4RkT2SfhgXFhYKFOnTpXbb79dBg4cqKY988wz0r9/f5k9e7YMHTrU7l1MOO5iZLGi/awmmWkOycrAUILOCq0xjekIMF+sCO2+cWiHLNm8z6teRrr+m1LVe6/C2MH6YBBmbXsRkBAEjWpaYx0zqACFrjvNUpwIrocKNdWfNraPV0GxJm3rl/Qw5k9P9eI/7d9te/zm4T0giGNdr+fwPDwAdGroEvfBfMPxkwsOFKjj4N/5yuFOVBiIieyW8MF41apVcujQIenbt69vWtWqVaV9+/ayePFiBuNSOuT2yk/rgrJOqznl6GYuqeRyVliNaTXfE+V4xsVIRTpVSlJPcWqaU/XbfFzLLONs3MJiKZY0w3nI3l29tUA6Njoc5DC9Wlaa6vAjXHbz71uMs+E1cVgOdmFU2SrcPFeVbJP+tbPV3/NNPg+drxCRfRI+GG/btk39X79+/YDpderU8c2jyFPEwYEYtu7zyk/r3TKghSumKeRwA9qbdcQRyXjGs1aFVsSCtHTjQIaUcWEhurUMSlEf8kq9qmlysNgpH/8WmkpvXsMpXRq7TAat0EyHSbSahwCNLPFo1kMvW2bzUAZtNg8pZrNe0oio/CV8MM7Pz1f/B5cNu1wu2bdvX9TbRblkXl6e5Wfq/yeLQrEYt3efV/ILveIpNB71J5pjk+l0WdYotmqmZLWeWftezEPRqFE/2U5vgWRnZsk+g6/nsBjQAoHYfSBfsqqUpJp1JSlq82x4q3lWnX6EW8+so5GSDk8cpvNwPILP95ycHEkUc//Ml+Nal6T+iRJRwgfjrKwsX9mx/je43W7Jzo7+4iwqKpKVK1daLrN+/XpJJvWat7ecn1dQJGvXWR+T0hybJk2aSO9mtUo9LnF6lOMZY17+gd2yceNGw/3BA13jI1sL0p++ylYZmqxfs1xVDOzTrGZIFjY6/PhyHdYOjeIntjVvLhQuq92s04+wWfSeKOcVi6xbE/jbdu/eXRIFOxCzDx+EYiPhg7GePb1jxw51c9fhfZs2baLebkZGhrRs2dJwHlJ9CDbNmjUrU8CPN4WC1Jhx9i7kZGVIu3btLLdR6mPjLZC+yCI2SKlCrOelV6oU5jsgYnkky+/KaNGixb/76lbdZvrmoeZ0unnlLqvs9HBZ7Wa5ApFk0Uc1L13C/rbxgDf++MMHodhI+GDctm1bqVy5sixcuNAXjPfv3y8rVqyQ4cOHR71dtAMNl02HYJNIWXnhpBV7VWUtZEkHw/TsTLRHjez7lv3Y5FTwvOh4C8x7vULwi2aeVeck4dazyqJHRTSzeXhYycnKSZgbP4MyJZuEr0KJrEUE3aeeekq++eYbVbv6lltuUdmKQ4YMsXv3EgoqZ6HWNAKvP1WbunlsK28lC1R6QvY3Apq/kveOqOahMhk6LolmPcw3m4eKaWbzEq3yViSpMQTs8lBe200VPH5JmjKGUaNGSXFxsdx3331SUFCgeuB69dVXVVYzlQ6aL6HWdEW0M04WaBZkVClMb7+bKPOSTXllnzJbtmx4/JI4GKelpckdd9yhXlR2CLzsHrF0rFKWmIeayqgghXJZ/+zgcOtV5Lx49/2awykqdIASbVY1s7jLjscw9pLzkZiIksoPf+WHpKj09/5BOtYps3jOUi3t947W/E0ldWjsMDfo+Nvxe1TUZzo0NKilAEuXLlXtjM36tcY8NH1CNrhdJ2m84rFJnuOC878sLRJg9erVqtlhOChmwrHZ5G0gTdK2quMFOFZ4bSqu6wukTqdDvF5N/d08c7tsKCqZh+lNM3bIhqI6Jdv0aNIso6Tjn42e+mq7sL6onppudetzOp2yyVPPtw19WUxXn+dw+PYz+PfEwDX6b43lweqzsL6+f5HejtU6xfWkacZ29XnlBZ+D49VQNslWZxPfMdQ/G/urH09d2O9aXC/g+JkdA8e/n60f/+D3key7/ttsKK7n23bwtagvY7TNSD4zkn2J5FpiMDawbNkydYBZ5kyprCKDMVEyYzAmIiJKACwzJiIishmDMRERkc0YjImIiGzGYExERGQzBmMiIiKbMRgTERHZjMGYiIjIZgzGRERENmMwJiIishmDMRERkc0YjImIiGyW0sF47969MnbsWBkwYIAcddRR8p///EeWLFnimz9//nw5++yzpUuXLnLSSSfJ559/HrC+2+2WBx98UPr27SvdunWT2267TXJzcwOWCbeNZDwu/rCd0aNHh0xPxeOydetWufXWW6Vfv37Ss2dPufLKK2XNmjUBy3z55ZdyyimnSOfOneXMM89U20xWGG1o4sSJ0r9/f+natatcffXVsmnTJkkEkydPlosvvjhg2sqVK2X48OHquwwaNEjefPPNuP6+FXH/q0i7d+9WY9r36dNH7c8111wja9euTZzfR0thl19+uTZ06FBt8eLF2t9//609+OCDWufOnbW1a9dqf/31l9apUydtwoQJ6u8pU6Zo7du313766Sff+qNHj9YGDx6s1v/111+1M888Uxs2bJhvfiTbSMbjAh6PR3v66ae11q1ba3fddVfAvFQ8Lm63W607fPhw7bffftP+/PNP7cYbb9T69u2r7d69Wy0zf/58rUOHDtobb7yhtvH4449rHTt2VH8no+eff17r3bu3NnfuXG3lypXaFVdcoQ0ZMkQdq3g2bdo0rW3btuq31OXm5qrvcvfdd6vf68MPP1TnA/6P1+9b3ve/inbBBRdo5513ntoX7DOur2OOOUbLy8tLiN8nZYPx+vXrVaBYsmSJb5rX61Un17PPPquNGTNGO/fccwPWufXWW9UPBNu2bVMX5HfffeebjxMa21y6dKl6H24byXhcACc7Low+ffpoAwcODAnGqXhc5s2bp9bHeaMrKCjQunTpon3wwQfqPZa96aabAraB44htJxvc4Lp166a9/fbbvmn79u1TwWDmzJlaPMJvN2LECK1r167aSSedFBCMJ02apG78RUVFvml4GMXNPB6/b0Xc/yrS3r171f6tXr3aNw0BFfuD4JwIv0/KZlPXqFFDXnnlFenUqZNvmj7Q9P79+1V2DbJf/CH74+eff1ZjHeN/fZquefPmUrduXVm8eLF6H24byXhcYMGCBdKiRQv57LPPpFGjRiGfkYrHpVWrVmp9nB86feB5rI8ssqVLl4Zso3fv3r7zKZmsWrVKDh06FPB9q1atKu3bt4/b77t8+XI1xvmnn36qsm794ffv1auXpKenB/z+69evl127dsXd962I+19Fqlatmjz99NPSunVr9R7Z5a+//rrUq1dPWrZsmRC/T8oGYxzoY489Vg36rJs1a5Zs2LBBlRls27ZN/ZD+6tSpI/n5+bJnzx7Zvn27OqFdLlfIMlgXwm0jGY8LDBs2TMaNGye1atUy/IxUPC61a9dW6/t76623pKCgQJUh4waYl5dnuA39fEom+neqX79+wnxflDM+//zz0rhx45B5Zr+/Xlcg3r5vRdz/7DJmzBgVVFHGjftQTk5OQvw+KRuMgyFVcvfdd8uQIUNk4MCB6ibpf6KC/r6wsFCdlMHzAScnKjZAuG0k43GJBI+LyJw5c9ST/GWXXSZt2rRR6/uvY3Q+JRNcP8n0fY1+fz1Q4fvE+/ctj/ufXS699FKZMWOGDB06VEaOHKlyNBLh92EwFpGvv/5arrjiClWD7qmnnvL9CME3Uf19dna2ZGVlGd5k8cNhfiTbSMbjEolUPy7vvPOO3HTTTXLaaafJnXfe6Vvffx2j8ymZ4PpJpu9rdD/Qb+JImcXz9y2v+59dWrZsKR07dlSp4oYNG8q0adMS4vdJ+WCMH+rGG2+U4447TiZNmuS7KSK7YseOHQHL4j1+uCpVqqgsDzQNCP7xsIxeLhhuG8l4XCKRysdl/Pjx8sADD8gll1wijz32mK/cuHr16mpZo234lzMnCz07MFm+L+4HRt8F8H3i9fuW5/2vIuXm5qps6eLiYt80XFsIzNinRPh9UjoYT58+XR5++GFVxjlhwoSALIoePXrIokWLApZHxSS0x8OP3L17d1XpRq/IAOvWrVNlKWhDGsk2kvG4RCJVjwsC8ZQpU+Suu+5Sba9RWUaHv7Fs8DYWLlyotp1s2rZtK5UrV1bfT4dy8xUrVviun0SCfca9wOPxBPz+qNSEuhPx+H3L+/5XkXbt2qXa8Pu3yy8qKlLHF5VJE+L30VIUquGjTefIkSO1HTt2BLz279+v2oFi/vjx41VTnVdffTWknR2q0g8aNEhbsGCBr52df3OHSLaRjMfFH45HcNOmVDwuOEfQzOLhhx8OWf/gwYNqmR9//FFr166dNnXqVLWNJ554QjWtSNZ2xmjD2qtXL+3rr78OaNdZWFioxTuc0/7X+q5du7SePXuq6WvWrNFmzJih2rF+9NFHcfl9K+L+V9GuuuoqdTwXLVqkmjhh//Cb/PPPPwnx+6RsMH755ZfVzdHopQeP77//XjWKR8cLaFf4+eefB2zj0KFD2r333qv16NFDvfDjo3G5v3DbSMbjEi4Yl3YbyXBc7rvvPtP1J06c6Fvu448/1k444QR1ozjrrLPi+gGlrIqLi7Unn3xStUdH292rr75a27Rpk5YIgoMxICCdf/756vc/7rjjtLfeeituv29F3f8q0v79+7X7779f69evn3qIRTDFQ0Wi/D4O/FMxaXAiIiIyEr8FdERERCmCwZiIiMhmDMZEREQ2YzAmIiKyGYMxERGRzRiMiYiIbMZgTEREZDMGYyKiOMPuH1IPgzGVm82bN6vhAT/66KNyXYfIDhdffLF6xRLGzr3mmmvkn3/+sVwOfSjjOvHvS5kSW7rdO0BERCV++ukn+f7778Mu16FDB3nvvffUqESUHBiMiYgSDEYYwvjDlDyYTZ1iBg0aJC+88II8+uij0rt3b+nWrZvcdtttcujQIXnllVdkwIABang0jHG6Z88etQ6GHXv77bfltNNOk86dO8vAgQPVIOT64Ny62bNny+mnn66WOeuss2TVqlUhn48xUMeOHStHH320dOrUSc4///yAYc+icc4558iFF14YMv2yyy6Tyy+/PGAQ9bPPPlt9br9+/eSRRx6RvLy8gHWwzEUXXaSOCwYoP+mkk9R3D84efPfdd9UYsBhSbt68eWXaf4pfH3zwgZx66qnqXMB5//zzzwcMw+cPQwriGjrhhBPU8ieeeKK89dZbIct98skn6vro0qWL2ubTTz+txgVG0czdd9+tljn++OPVMJv6NYvr9dJLL1XX1r333muYTf3LL7/IFVdcoc7JPn36qCEFMaRhaWCbuD/gOsFn4W9YvHixXHnllWo4QXw37BOOBb6zf/HSl19+KaNGjVLXT69eveS+++4LuMYwrCHuHbjPYPvYJo5HmzZt1DZ0S5YskeHDh6tjhO1g2FGMWZzUKmxICooLGK2kW7du2g033KDNmzdPmzx5shqp5cQTT9Quvvhi7bvvvtOmTZumhvJ74IEH1Dr33HOPGk7t2Wef1f73v/9pr7zyitalSxc1KorX61XLfPPNN1qbNm2022+/Xfvhhx/UdjHyCbaN4cqgoKBAO/3007Wjjz5ae//999Vn3XjjjQFDs2GUFP91IjF9+nS1zvr1633TtmzZorVt21b79NNP1Xv8j2Vuu+02NRoN1sGQapdeeqnvO8ydO1ct88gjj6j9+fbbb9WwbJj2yy+/BAyFiJFhvvzySzXKEkavoeQzadIkdU5j2EsMb4nzHqNp3X333Wo+Rm3yH7lpzJgx6jrBKFxYHkPy4Rx84YUXfMvg2sL5g9GOcJ28/fbb6lrCurt379aeeeYZNX/27Nnahg0bfNcsrhEMZ4jtLl261Hce4n9Yvny5+uyLLrpImzNnjvbVV1+p0b9OPfVUraioKOLvjG1iOxjGE9cDRj3CcIL4fIzKhM/Hft9xxx1q2c8++yzgusU19fjjj6vrRz9+Tz31lG/7o0ePVqMm4f6A7dx5553qfevWrX0jJGEIROzDlVdeqa5BXGMDBw5U3yU/P19LVgzGKQYXdv/+/QMuUAyPhgCNIch0I0aMUIETY3/iQsHF4++TTz5R0xFQ4eyzz9bOO++8gGX0QK8H1vfeey8gsAEC4bBhw9T60QZj7DeGTHvuuecChojr3r27unjxGQMGDFAXtz/cMPBZuOnAf//735DhHvfs2RPw/fWb4Isvvhjx/lHi0c+psWPHBkzHQyR+fwQp/2CM8YEReIKvEwRXBHAMLejxeLS+fftq119/fcAyU6ZMUcNlYtxcnPf+gUm/ZgcPHhywTnAwxkMtHhDxwKtD0Ma6K1asiPh7Y5t4QPWHYIiHUuy/Dn/j+sJDhP91i4dxf3jAxzCMgIcLHCMEen94qG/t950vuOACtQ6GNNTh+CKBgIeZZMVs6hSE7KH09MPVBY444ghp3ry5VKlSxTetevXqcuDAAVm0aJF6j6w6f3iflpamsskKCgpk+fLlKtvW38knnxzwHtnRtWvXVpVPiouL1QtZfljvjz/+kH379kX1fbDfQ4YMkU8//dQ37eOPP5ZTTjlFsrKy5O+//1a1VJG1pn8uXshyQ9mbns181VVXyeOPP66y7LE/X3zxhUyePFnNQzaiv3bt2kW1r5QYli1bps7r4HMG7yG4aGLBggWqOZLR8ijO+fnnn2XdunWye/dulY3tD1m1yKLOyMgw3Z9w5xu2j6xfl8vlm4as4m+//bbU52rw8meeeab897//VVnMKHqaNWuWTJw4UV27mOYvuBy7Xr16vmxq3CtwjFD042/o0KG+v/Pz8+XXX3+VY489Vi2rH8fGjRtLixYtkrpIiBW4UhACULCcnBzDZfUAiSDqD8G8Ro0aKmBjGVw4eO+vTp06IeXFO3fuVMHYCOYheEbj3HPPVcEYZU14SFi/fr088cQTvs+FBx98UL2C7dixQ/2PMqn7779flRs7HA5p2rSp9OjRw7Ddp9nxouSgnzNoZmREP2eClw9+aNWh7Fa/PmrVqlXq/Ql3vuHzo9luJJ+Fh5KHH35Y/u///k8FxkaNGqlAj3tA8HWRnZ0d8N7pdPqW0ct8g/fT//3+/ftVOTSCP17B/B82kg2DMVmqVq2aL1A2bNjQNx1PxKjghRsMUtG46Hbt2mV4g/JPwTZr1kxV4DCCizx4G5FCJY8mTZrIV199pfblyCOP9D2lV61aVf1/5513quXMvuPtt9+uUtGvv/66utlkZmaqJ/X3338/qn2ixKWfMzhXcc4GQ24Szqfg5d944w2pVKlSyPINGjTwBaPgiki4jlasWKHOuWjh2jKq4IRmUkjpBj8Yl8a4ceNUavjZZ59VFS/1YN23b99Sbadu3brqf1zjOB46//2uVKmSehBG5UujB5vgYJ9MmE1NlvTg9fnnnwdMx3tkU6HmNZ5WcSNBbWr/J2VkkQVva+vWrepJGDWa9ReynqZMmaJStNHCBYwaoEjV4nNRW1WHwIzPRG1N/8/FzQE1WXEj1LP6kN2NWuYIxPDDDz+o//Vao5QaUIsX2cZI0fqfM0gNTpgwIaDmL+g5KAis/ssj0Dz33HPqwRTnIR5e586dG7AuUpxIgeMBFw+S0cDn4zryL07BeY3togipLHBd4JoYPHiwLxCjGAffrTTXBe4VuMbnzJkTMB33Df9cu/bt26uHYv/j2KpVK1V7O5k7OWHKmCyhUwEENpQRIZWIctaVK1eqJg+4QPv376+WQzMKNL244YYb5IILLlDlY5MmTQrYFoLltGnTVHOja6+9VurXr686OUB2FJoxWJWZRQLbxwULZ5xxhm86bgC33HKLalKFv1FGjeywl156Sd1s9WxzlKXPnDlTvUdZ19KlS1VTFQR6fHdKHQiaqEOAQHrw4EF1ruNcwXucD23btg1YHk1z0KxvzJgxqvcsNP/BNfDMM8+oHB+krnHuocngQw89pB4OUZ6MZXBtDRs2TOXQ6ClsBCyUAaOcNBLXX3+9uu5GjBghl1xyicpaRkoW5zSa8ZUFtoEmS++8847aH5Qbv/zyy6W+LlDui2aIeJjBgweOIb6n/nDi/PdBBPcSPESgySWOKR76p06dqsqS8T2TFYMxRZRNhfLTGTNmqMCJLC9c8Lgw9AsIT+aYhwsNARk3ILSNRNDV4akabXaRGh0/frwqb0bWNy46tI8sK6R0cYEjC1HPEtOdd955KgsMKXD0XIR9QXtMZEPiJgGovIWyMbwAN1CUMetl0ZRabr75ZlVXYvr06eq8QbBE1iyChX9lR91jjz2mKvyhDToqDCLgohIhtqPn+iDo4tx79dVX1XmIh76rr75avQBBH1nBuEZQ4REPg5FAahJtmrEePg8pTFSCQtGLnssTLbR3RvBEcEfKG9f2ddddJ3/99ZfKhTJrd20EDyv4/giueMjB8cS2XnzxRV+q+5hjjlHHBw/8aLOMh3Q8IL/22mtJ3dGJA1Wq7d4JolhAygWpXqQ0kKVGRPEDWfUo9kFumn9lT1S0/Oijj5I6CzoSTBlT3MITd7hnRWSV/fnnn/LNN9+oSiZIzerNT4iopL5DJGW7/s0dywMqXyGXDRXKUKSFlDB6DUPR1YgRIyTVMWVMcQsj4ujtnM0gmxtZ42iriaxp/B1cnkeUypDNjHb34axevbrc9wX1TZDdjSCM8ma0gEBXtsOGDVMP1qmMwZjiFmpUogMOKygPQ+UZIjKGmt96P/NWUGuZ7MNgTEREZDO2MyYiIrIZgzEREZHNGIyJiIhsxmBMRERkMwZjIiIimzEYExER2YzBmIiIyGYMxkRERGKv/weFS3nDjYAPDgAAAABJRU5ErkJggg==",
1834 |       "text/plain": [
1835 |        "<Figure size 500x500 with 5 Axes>"
1836 |       ]
1837 |      },
1838 |      "metadata": {},
1839 |      "output_type": "display_data"
1840 |     }
1841 |    ],
1842 |    "source": [
1843 |     "import matplotlib.pyplot as plt\n",
1844 |     "import seaborn as sns\n",
1845 |     "import pandas as pd\n",
1846 |     "\n",
1847 |     "# Styling\n",
1848 |     "sns.set(style=\"whitegrid\", palette=\"pastel\")\n",
1849 |     "plt.rcParams['figure.figsize'] = (12, 6)\n",
1850 |     "\n",
1851 |     "# Clean column names\n",
1852 |     "df.columns = df.columns.str.strip().str.lower().str.replace(' ', '_')\n",
1853 |     "\n",
1854 |     "# 1. 🔹 EV Registrations Over Time\n",
1855 |     "ev_trend = df['model_year'].value_counts().sort_index()\n",
1856 |     "ev_trend.plot(kind='line', marker='o', color='teal')\n",
1857 |     "plt.title('Trend of EV Registrations by Model Year')\n",
1858 |     "plt.xlabel('Model Year')\n",
1859 |     "plt.ylabel('Number of EVs Registered')\n",
1860 |     "plt.grid(True)\n",
1861 |     "for x, y in ev_trend.items():\n",
1862 |     "    plt.text(x, y + 200, f\"{y}\", ha='center', fontsize=8)\n",
1863 |     "plt.tight_layout()\n",
1864 |     "plt.show()\n",
1865 |     "\n",
1866 |     "# 2. EV Type Distribution Over Years (Normalized %)\n",
1867 |     "ev_type_trend = df.groupby(['model_year', 'electric_vehicle_type']).size().unstack().fillna(0)\n",
1868 |     "ev_type_percent = ev_type_trend.div(ev_type_trend.sum(axis=1), axis=0)\n",
1869 |     "\n",
1870 |     "ev_type_percent.plot(kind='bar', stacked=True, colormap='coolwarm')\n",
1871 |     "plt.title('EV Type % Distribution Over Years')\n",
1872 |     "plt.xlabel('Model Year')\n",
1873 |     "plt.ylabel('Percentage of Vehicles')\n",
1874 |     "plt.legend(title='EV Type', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
1875 |     "plt.tight_layout()\n",
1876 |     "plt.show()\n",
1877 |     "\n",
1878 |     "# 3. Trend by Top 10 EV Makes\n",
1879 |     "top_makes = df['make'].value_counts().head(10).index\n",
1880 |     "make_trend = df[df['make'].isin(top_makes)].groupby(['model_year', 'make']).size().unstack().fillna(0)\n",
1881 |     "\n",
1882 |     "make_trend.plot(marker='o', linewidth=2)\n",
1883 |     "plt.title('Top 10 EV Makes Over the Years')\n",
1884 |     "plt.xlabel('Model Year')\n",
1885 |     "plt.ylabel('Number of EVs')\n",
1886 |     "plt.legend(title='Make', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
1887 |     "plt.tight_layout()\n",
1888 |     "plt.show()\n",
1889 |     "\n",
1890 |     "# 4. Trend by Top 5 Counties\n",
1891 |     "if 'county' in df.columns:\n",
1892 |     "    top_counties = df['county'].value_counts().head(5).index\n",
1893 |     "    county_trend = df[df['county'].isin(top_counties)].groupby(['model_year', 'county']).size().unstack().fillna(0)\n",
1894 |     "\n",
1895 |     "    county_trend.plot(marker='o')\n",
1896 |     "    plt.title('Top 5 Counties EV Trend by Model Year')\n",
1897 |     "    plt.xlabel('Model Year')\n",
1898 |     "    plt.ylabel('Number of EVs')\n",
1899 |     "    plt.legend(title='County', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
1900 |     "    plt.tight_layout()\n",
1901 |     "    plt.show()\n",
1902 |     "\n",
1903 |     "# 5. Histogram of Electric Range (if available)\n",
1904 |     "if 'electric_range' in df.columns:\n",
1905 |     "    plt.figure()\n",
1906 |     "    sns.histplot(df['electric_range'].dropna(), bins=30, kde=True, color='skyblue')\n",
1907 |     "    plt.title('Distribution of Electric Range')\n",
1908 |     "    plt.xlabel('Electric Range (miles)')\n",
1909 |     "    plt.tight_layout()\n",
1910 |     "    plt.show()\n",
1911 |     "\n",
1912 |     "# 6. Violin Plot of Electric Range by EV Type\n",
1913 |     "if 'electric_range' in df.columns:\n",
1914 |     "    plt.figure()\n",
1915 |     "    sns.violinplot(data=df, x='electric_vehicle_type', y='electric_range', inner='quartile', palette='muted')\n",
1916 |     "    plt.title('Electric Range by Vehicle Type')\n",
1917 |     "    plt.xlabel('EV Type')\n",
1918 |     "    plt.ylabel('Electric Range')\n",
1919 |     "    plt.tight_layout()\n",
1920 |     "    plt.show()\n",
1921 |     "\n",
1922 |     "# 7. Pairplot for Selected Numerical Features\n",
1923 |     "numeric_cols = df.select_dtypes(include='number').columns.tolist()\n",
1924 |     "selected_cols = [col for col in ['model_year', 'electric_range'] if col in numeric_cols]\n",
1925 |     "\n",
1926 |     "if len(selected_cols) >= 2:\n",
1927 |     "    sns.pairplot(df[selected_cols].dropna(), corner=True)\n",
1928 |     "    plt.suptitle(\"Pairplot of Numerical Features\", y=1.02)\n",
1929 |     "    plt.tight_layout()\n",
1930 |     "    plt.show()\n"
1931 |    ]
1932 |   },
1933 |   {
1934 |    "cell_type": "markdown",
1935 |    "id": "0b8808c6",
1936 |    "metadata": {},
1937 |    "source": [
1938 |     "4) Geographical Insights"
1939 |    ]
1940 |   },
1941 |   {
1942 |    "cell_type": "code",
1943 |    "execution_count": 11,
1944 |    "id": "2e1bedda",
1945 |    "metadata": {},
1946 |    "outputs": [
1947 |     {
1948 |      "name": "stdout",
1949 |      "output_type": "stream",
1950 |      "text": [
1951 |       "EV Count by County:\n"
1952 |      ]
1953 |     },
1954 |     {
1955 |      "data": {
1956 |       "text/plain": [
1957 |        "county\n",
1958 |        "King         118711\n",
1959 |        "Snohomish     28814\n",
1960 |        "Pierce        19256\n",
1961 |        "Clark         14101\n",
1962 |        "Thurston       8595\n",
1963 |        "Kitsap         7901\n",
1964 |        "Spokane        6582\n",
1965 |        "Whatcom        5703\n",
1966 |        "Benton         3043\n",
1967 |        "Skagit         2677\n",
1968 |        "Name: count, dtype: int64"
1969 |       ]
1970 |      },
1971 |      "metadata": {},
1972 |      "output_type": "display_data"
1973 |     },
1974 |     {
1975 |      "data": {
1976 |       "image/png": 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Ha0qyDRVQ/aSpfFp88cXLYDJmzJgyatSosvDCC5eZZ565v18Ob8F4dRbj1TmMVWcxXp3FeHUW49VZjFdnMV6dZcwgHa+///3vk/1YFVAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAMDQCaB+9rOflc0333y826644oqy8cYbl6WWWqqsvvrq5Sc/+Ul56aWXuu9/+eWXy3777VdWWmml+phddtmlPP300+M9xzXXXFM22mij8tGPfrSsvfba5eKLLx7v/t54DgAAAAAGeAB15plnlsMPP3y822688cay4447lk996lPlN7/5Tdlnn33K7373uxoWNfbdd9/y17/+tRx11FHltNNOK//85z/LTjvt1H3//fffX7bffvuy8sorl/POO6984QtfKLvttlsNlHrzOQAAAACYuOlKP3v88cdrsHTdddeVBRZYYLz7zj777LLCCiuUr33ta/X73L/zzjuXvfbaq4ZQzzzzTDn//PPL8ccfX5Zddtn6mEMPPbRWKN1yyy21mimB0iKLLFJ/LhZaaKFy1113lZNOOqlWPOXff7vPAQAAAMAAroC68847y/TTT18uvPDCOr2tp6233rp873vfG++2aaaZprz66qvlhRdeKDfddFO9bcUVV+y+f8EFFyzzzDNPueGGG7qrqCYMifL4/GxXV1evPAcAAAAAA7gCKn2d8jExI0eOHO/7BE+nnnpqWWyxxcq73vWuWr00xxxzlBlnnHG8x80999zlscceq1/n84gRI95w/9ixY2sFVW88R17L1Eh4NWbMmDKY5G/S8zMDm/HqLMarcxirzmK8Oovx6izGq7MYr85ivDrL2EE6Xsk1hg0b1hkB1OR67bXXat+le++9t/aLagZuhhlmeMNjEyalsXikYfmEj2m+f+WVV3rlOaZWArVRo0aVwWj06NH9/RKYAsarsxivzmGsOovx6izGq7MYr85ivDqL8eosowfheE0sU+nYACrT7b797W+X66+/vhx99NFliSWWqLfPNNNMEw2AEhwNHz68O0ia8DHN93lMbzzH1MrUw4UXXrgMJgn0skGlX9fb+dvQN4xXZzFencNYdRbj1VmMV2cxXp3FeHUW49VZxg7S8brvvvsm+7EDPoB64oknyrbbblv+/e9/l5NPPrkst9xy3fdlWtyzzz5bw6CeiVt+Jj2cYt55563fT/icM888c5l11ll75TmmVsrU8hyDUTaowfq7DUbGq7MYr85hrDqL8eosxquzGK/OYrw6i/HqLMMH2XhN7vS7AdGE/M0899xzZcsttyxPP/10nXbXM3yKZZZZpowbN667kXg88MADta9T89isbJfKqZ6uvfbasvTSS9eG5r3xHAAAAABM2oBOT3784x+Xhx56qBx88MG10feTTz7Z/fH666/XCqX11luv7LXXXuW6664rt99+e/nOd75Tll9++bLkkkvW59h8883r7Ycccki5//77yymnnFL+8Ic/lG222abe3xvPwfjpZxLdKUlBAQAAgMFtwE7BS8D0u9/9rjbqThXUhC6//PLy3ve+t+y///7lRz/6Udlxxx3r7ausskoNkxof/OAHy7HHHltDrNNOO63+TL5eaaWVuh/TG88x0I3r6irT9EEolPBpwtULB8PvBQAAAAySAOrAAw/s/nraaaetVUdvJXMnf/jDH9aPSUmglI82n2OgS0hz1f0vlefGdpXBYvbhw8rKC83U3y8DAAAA6KQAinYlfHp6zLgyeAzoGaQAAADA/58zeAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAYOgEUD/72c/K5ptvPt5to0aNKptttllZcskly+qrr15OP/308e4fN25cOfLII8vKK69cH7PtttuWhx56qM+fAwAAAIABHkCdeeaZ5fDDDx/vtmeeeaZstdVWZf755y+//vWvyw477FAOOeSQ+nXj2GOPLWeddVbZf//9y9lnn13DpG222aa88sorffocAAAAAEzcdKWfPf7442WfffYp1113XVlggQXGu+/cc88t008/ffnBD35QpptuurLQQguVf/3rX+WEE04oG2+8cQ2ITjnllPLd7363rLrqqvVnDjvssFrJdOmll5bPfOYzffIcAAAAAAzgCqg777yzhjsXXnhh+ehHPzrefTfeeGNZfvnla+jTWHHFFcvo0aPLU089Ve6+++7y4osvlpVWWqn7/tlmm62MHDmy3HDDDX32HAAAAAAM4Aqo9FPKx8Q89thj5UMf+tB4t80999z186OPPlrvj3nnnfcNj2nu64vnmHPOOaf49wYAAAAYKvo9gHozL730UplhhhnGu23GGWesn19++eUyduzY+vXEHvPcc8/12XNMra6urjJmzJjStmHDhpXhw4eXwSpjmL8lU675/7/5zMBmvDqHseosxquzGK/OYrw6i/HqLMars4wdpOOVc/FkDh0fQM0000zdjcAbTeAz88wz1/sjj2m+bh7TBC598RxT69VXX62r67Utv0emFA5WDzzwwKDbiPtappPSOYxX5zBWncV4dRbj1VmMV2cxXp3FeHWW0YNwvCYs2OnIAGrEiBHliSeeGO+25vt55pmnvPbaa923ZYW6no9ZZJFF+uw5plZ6Xy288MKlbZObRnaqBRdcUAXUVEpwlx1gFgAYzFVyg4Xx6hzGqrMYr85ivDqL8eosxquzGK/OMnaQjtd999032Y8d0AHUcsstV84+++zy+uuvl2mnnbbedu2119bA4d3vfneZddZZyyyzzFJX0GvCo+eff77cddddZbPNNuuz53g7wdDbqaDi/zOYNt7+/Bv6f7FzGK/OYaw6i/HqLMarsxivzmK8Oovx6izDB9l4TUnBS7+vgvdmNt544/LCCy+UPffcs6Zq5513Xjn11FPL9ttv313mlZDokEMOKZdffnld0W7nnXeuFUtrrbVWnz0HAAAAAB1aAZXqopNOOqkccMABZcMNNyxzzTVX2W233erXjZ122qlOo9trr71qs/BUK5188sl1eltfPgcAAAAAHRBAHXjggW+4bYkllijnnHPOJH8mU+J23XXX+jEpffEcAAAAAHTgFDwAAAAAOp8ACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWCaAAAAAAaJUACgAAAIBWdUQA9dprr5UjjjiirLbaamWppZYqX/7yl8utt97aff+oUaPKZpttVpZccsmy+uqrl9NPP328nx83blw58sgjy8orr1wfs+2225aHHnpovMf0xnMAAAAA0KEB1HHHHVd+9atflf3337+cf/75ZcEFFyzbbLNNeeKJJ8ozzzxTttpqqzL//POXX//612WHHXYohxxySP26ceyxx5azzjqr/vzZZ59dw6T8/CuvvFLv743nAAAAAKCDA6jLLrusfOYznymf+MQnyvvf//7y/e9/v/z3v/+tVVDnnntumX766csPfvCDstBCC5WNN964fOUrXyknnHBC/dkERKecckrZaaedyqqrrloWXXTRcthhh5XHHnusXHrppfUxvfEcAAAAAHRwAPXud7+7/OlPfyoPP/xwef3118s555xTZphhhhoE3XjjjWX55Zcv0003XffjV1xxxTJ69Ojy1FNPlbvvvru8+OKLZaWVVuq+f7bZZisjR44sN9xwQ/2+N54DAAAAgIn7f4nLALbnnnuWb33rW2WNNdYo0047bZlmmmnKUUcdVafMpQrpQx/60HiPn3vuuevnRx99tN4f88477xse09zXG88xNbq6usqYMWNK24YNG1aGDx9eBquxY8fWvyVT97fr+ZmBzXh1DmPVWYxXZzFencV4dRbj1VmMV2cZO0jHK+fiyRwGTQB13333lVlnnbUcc8wxZZ555qn9oL773e+WM844o7z00ku1GqqnGWecsX5++eWXuwd3Yo957rnn6te98RxT49VXX63Nz9uW8CnVWoPVAw88MOg24r6Waj86h/HqHMaqsxivzmK8Oovx6izGq7MYr84yehCO14RZSccGUKlA2mWXXcqpp55all122Xrb4osvXkOpVEHNNNNMb2gEntAoZp555np/5DHN181jmqqg3niOqZG+UwsvvHBp2+SmkZ0qTelVQE2dBHfZAS6wwAKDukpusDBencNYdRbj1VmMV2cxXp3FeHUW49VZxg7S8Uo2M7kGfAB122231UqhhE49ffSjHy1/+ctfynzzzVdXw+up+T7VUq+99lr3bZmy1/MxiyyySP16xIgRb/s5pjYYSsDF2zOYNt7+/Bv6f7FzGK/OYaw6i/HqLMarsxivzmK8Oovx6izDB9l4TUnBy4BvQp5wKP7xj3+Md/s999xTk8Pllluu3HTTTbU5eePaa6+tVTFpXp5G5bPMMku57rrruu9//vnny1133VV/NnrjOQAAAADo0ABqiSWWKMsss0z53ve+V0OhlKwdfvjh5Zprrinbbbdd2XjjjcsLL7xQG5Wn9Ou8886r0/W233777rmIm222WTnkkEPK5ZdfXle023nnnWuwtdZaa9XH9MZzAAAAANChU/Cy4t1xxx1XQ6fdd9+9Nv3OinUJiDINL0466aRywAEHlA033LDMNddcZbfddqtfN3baaac6jW6vvfaqDcdTtXTyySfXHkyRKqe3+xwAAAAAdGgAFbPPPnvZZ5996sekqqTOOeecSf78tNNOW3bdddf6MSm98RwAAAAAdOAUPAAAAAA6W68EUHfccUe59NJLa2NuAAAAAHhbAdQTTzxRNt9883LsscfW788444zyhS98ofZISkPue++9d0qfEgAAAIBBbIoDqIMPPrg88MADZfHFFy/jxo0rxx9/fPnYxz5Wzj///LLwwguXn/70p+28UgAAAACGRgD117/+tXzve98rK6+8crn55pvLU089VbbYYouy6KKLlm222abceOON7bxSAAAAAIZGADVmzJgyYsSI+vVf/vKXMsMMM5QVV1yxfp+vu7q6ev9VAgAAADB0AqgFFligVjm9+uqr5ZJLLinLL798mXHGGet9F154Yb0fAAAAAKY6gNp2223L0UcfXVZaaaXy0EMPla222qre/vnPf74GUF/96len9CkBAAAAGMSmm9If+MxnPlPmnXfectNNN9XqpyWXXLLevtxyy9WV8FZZZZU2XicAAAAAgzmAOu+888q6665bZppppvr9MsssUz96SmNyAAAAAJiqKXh77LFH+cQnPlH23nvvcvvtt0/OjwAAAADA5AdQ//d//1c22GCD8sc//rFssskmZf311y+nn356efbZZyfnxwEAAAAYwiYrgFpsscXKXnvtVa666qpy1FFHlfe///3l4IMPrv2edt555/K3v/2t/VcKAAAAwOBvQj7ddNOVNddcs36k+um3v/1tueCCC8rWW29d5ptvvrLRRhuVjTfeuDYpBwAAAIDJroCamHe+851ls802K7/61a/K7373uxo8JYxKOAUAAAAAbzuAajz99NPlmmuuKdddd1155JFHyogRI97uUwIAAAAwVKfgNcaOHVsuu+yyctFFF9X+T9NOO22tfDrppJPKSiut1PuvEgAAAIDBH0CNGzeuNiFP6HT55ZfXEGrkyJFl9913L5/97GfLrLPO2u4rBQAAAGDwBlD7779/+f3vf1+eeeaZMttss9V+T5///OfLoosu2v4rBAAAAGDwB1C//OUv69S6hE5rrLFGmWGGGdp/ZQAAAAAMnQDqiiuu0FwcAAAAgPZWwfvzn/9cV7t7K6NHjy477rjj1L0SAAAAAIZuALXvvvuWhx9+eLyG5EsvvXS5++67x3vcc889VxuUAwAAAMAUBVBdXV1v+H7MmDHl9ddfn5wfBwAAAGAIm6wACgAAAACmlgAKAAAAgFYJoAAAAABolQAKAAAAgFZNN7kP/POf/1z++c9/dq+CN2zYsHLllVeWe++9t/sxDz74YDuvEgAAAIDBH0Adc8wxb7jtqKOOesNtCaYAAAAAYIoCqMsvv3xyHgYAAAAAUxdAvec975mchwEAAADAG2hCDgAAAECrBFAAAAAAtEoABQAAAED/B1DXX399GTt2bLuvBAAAAIChG0B94xvfKHfddVf9eosttij3339/268LAAAAgKG0Ct64cePKNddcU0aMGFGroUaPHl2GDx8+ycfPN998vfkaAQAAABjsAdRaa61Vjj766HLMMceUYcOGlR133PFNHz9q1Kjeen0AAAAADIUA6oADDihrr712eeaZZ8ruu+9evv71r5f555+//VcHAAAAwNAIoKaddtqy6qqr1q8zBW+jjTYq73vf+9p+bQAAAAAMlQCqpx//+Mf181/+8pcaRj3//PNljjnmKMsuu2xZeeWV23iNAAAAAAylAOqVV16pq+L99a9/rZVRCZ8yNe+EE04oK664YvnZz35WZphhhnZeLQAAAAAdZ5op/YGjjjqq3HTTTeWggw4qt99+ew2ibrvttloZdeutt5bjjjuunVcKAAAAwNAIoH7729/WVfA++9nP1gqomG666coGG2xQb7/ooovaeJ0AAAAADJUA6umnny4jR46c6H25/fHHH++N1wUAAADAUA2g5p9//joFb2JuuOGGMu+88/bG6wIAAABgqDYh33TTTcuBBx5YZpppprLeeuuVOeecszz11FN1at6JJ55Yp+EBAAAAwFQHUF/60pfKXXfdVQ455JDy05/+tPv2rq6usuGGG5bttttuSp8SAAAAgEFsigOoaaaZphxwwAFl6623Ltdff3157rnnyuyzz16WX375stBCC7XzKgEAAAAYOgFUI2GTwAkAAACAXm9CDgAAAABTQgAFAAAAQKsEUAAAAAAMrADqN7/5TXn88cfbeTUAAAAADDpTHED94Ac/KLfffns7rwYAAACAQWeKA6gRI0aUF154oZ1XAwAAAMCgM92U/sAmm2xSDjjggHLLLbeURRZZpLzjHe94w2M22GCD3np9AAAAAAy1AOrAAw+sn88999yJ3j9s2DABFAAAAABTH0BdfvnlpT+cf/755YQTTigPPfRQmX/++cuOO+5Y1llnnXrfww8/XPbff/9yww03lJlnnrl8/vOfL9/85jfLtNNO2/3zZ555ZjnllFPKk08+WRZbbLGy1157lZEjR3bf3xvPAQAAAEAv9IB6z3veM97HnHPOWeabb77xbuttF1xwQdlzzz3Ll7/85XLxxReXz3zmM+U73/lOnQb46quvlq9+9av1cWeffXbZd999yy9/+ctyzDHHjLdy30EHHVS+9a1vlfPOO6+8973vLVtttVV5+umn6/298RwAAAAA9FIAFf/85z/Lt7/97bL88suXpZZaqtx1111lv/32K7/4xS9Kb+vq6ipHHHFE2WKLLWoAleqnr3/96+VjH/tYuf7668sll1xSHnnkkRoOfehDHyprrrlmDadOO+208sorr9TnOP7448tmm21WPvvZz5aFF164/OhHPyrDhw8vv/rVr+r9vfEcAAAAAPRSADVq1Kg6Pe3OO+8s66+/fg2IIlPVEsqkUqg3PfDAA+Xf//53/bd6Ovnkk8v2229fbrzxxvKRj3ykzD777N33rbjiinWlvrzW//znP2X06NFlpZVW6r5/uummK8suu2ydbhe98RwAAAAA9FIA9ZOf/KT2P/r9739fdt999+4AKv2QEkydfvrppbcDqBgzZkydJpcQ6Atf+EK54oor6u2PPfZYGTFixHg/M/fcc9fPjz76aL0/5p133jc8prmvN54DAAAAgF5qQn7rrbeWQw89tFYAvf766+Pdt+6665bf/va3pTelCim+973v1cbj3/3ud+uUuW984xvl5z//eXnppZfKbLPNNt7PzDjjjPXzyy+/XMaOHVu/nmGGGd7wmNwfvfEcUyPhXYK1tmVlwkwXHKwyPk0QypRp/t9uPjOwGa/OYaw6i/HqLMarsxivzmK8Oovx6ixjB+l45Vw8mUMrAVRClwQ2E/Pss8++IaR5u6affvr6OdVPG264Yf36wx/+cO07lQBqpplm6u7T1GhCoaxml/tjYo9pQpneeI6pkebnmeLXtrzGwbxaX6rkBttG3NcyxZTOYbw6h7HqLMarsxivzmK8Oovx6izGq7OMHoTjNbk50BQHUB//+MfLkUceWZZeeuky11xz1duSdr344ovllFNOqc3Be9M888xTP6c5eE9pBH7llVfWRuj33HPPePc98cQT3T/bTJvLbQsttNB4j2meO9Pv3u5zTG24lt+jbZObRnaqBRdcUAXUVEpwlx3gAgssMKir5AYL49U5jFVnMV6dxXh1FuPVWYxXZzFenWXsIB2v++67b7IfO8UB1K677lo22WSTsvbaa5dFF120hhsHHnhgrUJJCJDpeb0pzcHf8Y53lNtuu602/W4kMMqKeMstt1w5//zz61S9WWaZpd537bXX1p/J60sSl4Diuuuu624i/tprr9XG4//zP/9Tv++N55ga+dulwoq3ZzBtvP35N/T/YucwXp3DWHUW49VZjFdnMV6dxXh1FuPVWYYPsvGakoKXKW5CnmqgCy64oGy55ZY1cEoIlD5Gn/nMZ8p5551X3ve+95XelOlv22yzTTnmmGNqf6kHH3ywHHfcceXqq68uW221VVlzzTVrJda3v/3tcvfdd5fLLrushmBbb711dxlYvs50vazQl3Rujz32qNMI0zQ9euM5AAAAAOilCqiYY445ys4771z6ShqOJyU87LDDyuOPP16nwR111FFlhRVWqPefdNJJZb/99itf/OIXy+yzz16rkvIzjdz+3//+txx++OG1T1VW8UuY9K53vau7r9XbfQ4AAAAAejGAeuyxx8rpp59ep6A999xz5d3vfndZccUVy+abb17DqTak2ikfE/P+97+/9p96M2lino9J6Y3nAAAAAKAXpuBl1bb111+/nHXWWXXeYiqBpptuunLiiSeWDTbYoDz00ENT+pQAAAAADGJTXAH1k5/8pLz3ve+tgdOcc87Zffujjz5aezX9+Mc/Lscee2xvv04AAAAAhkoF1C233FJ23HHH8cKnpjn5TjvtVK655prefH0AAAAADLUAKk23X3zxxYneN+2005Z3vOMdvfG6AAAAABiqAdTXv/718tOf/rTceeed492e3k9HHHFE2W677Xrz9QEAAAAwFHpArb766mXYsGHd3z/11FPl85//fHnf+95Xp+JlJbwHHnigzDDDDOWSSy4pW2yxRZuvGQAAAIDBFkAtv/zy4wVQE7PEEkv01msCAAAAYKgFUAceeGD7rwQAAACAoRtATcwLL7xQnn/++YneN998872d1wQAAADAUA6g7r777rLrrruW++67b5KPGTVq1Nt9XQAAAAAM1QBq7733Ls8880zZbbfdyjvf+c52XhUAAAAAQzeAuueee8phhx1WVltttXZeEQAAAACDyjRT+gPve9/7ytixY9t5NQAAAAAMOlMcQH3nO98pRxxxRLn++uvLSy+91M6rAgAAAGDoTsFbcMEFS1dXV9lyyy0nev+wYcPKXXfd1RuvDQAAAIChGEDtvvvu5dlnny2bbLJJmXPOOdt5VQAAAAAM3QAq1U0//vGPy7rrrtvOKwIAAABgaPeAmnvuucvw4cPbeTUAAAAADDpTHEBtu+225fDDDy+jR49u5xUBAAAAMLSn4F166aXl4YcfLuuss06ZbbbZyiyzzPKGJuSXXXZZb75GAAAAAIZSADXXXHOVtdZaq51XAwAAAMCgM8UBVBqQAwAAAEBrPaAAAAAAoNUKqEUXXbT2eXozo0aNmtKnBQAAAGCQmuIAaocddnhDAPXiiy+Wm2++uTz44IPlu9/9bm++PgAAAACGWgD1zW9+c5L37bbbbuWOO+4oG2+88dt9XQAAAAAMEr3aA2rDDTcsv/vd73rzKQEAAADocL0aQGUK3muvvdabTwkAAADAUJuCd/TRR7/htnHjxpXHHnusVj+tttpqvfXaAAAAABgEeiWAillmmaWsueaaZffdd++N1wUAAADAUA2g7r777nZeCQAAAACDUq/2gAIAAACAqaqAmpJpdcOGDSs/+tGPJvvxAAAAAAxukxVAXXfddW/5mGeeeaaMHTtWAAUAAADAlAdQV1xxxSTve+2118qxxx5bTjjhhDLnnHOWfffdd3KeEgAAAIAhYoqbkPc0atSoOj3vH//4R1lvvfXK//7v/5bZZ5+9914dAAAAAEMzgErV0zHHHFNOPPHE8s53vrMcffTRZY011uj9VwcAAADA0Aug7rrrru6qp89+9rNlr732KrPNNls7rw4AAACAoRNApeoplU4nnXRSmWOOOcpxxx1XVltttXZfHQAAAABDI4C68847y/e///1y3333lQ022KDsscceZdZZZ23/1QEAAAAwNAKoL37xi2XcuHE1dPr3v/9ddthhh0k+dtiwYeW0007rzdcIAAAAwGAPoJZeeunur7u6ut70sW91PwAAAABDy2QFUL/4xS/afyUAAAAADErT9PcLAAAAAGBwE0ABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACtEkABAAAA0CoBFAAAAACt6qgA6oEHHihLLbVUOe+887pvGzVqVNlss83KkksuWVZfffVy+umnj/cz48aNK0ceeWRZeeWV62O23Xbb8tBDD433mN54DgAAAAA6PIB69dVXy3e/+90yZsyY7tueeeaZstVWW5X555+//PrXvy477LBDOeSQQ+rXjWOPPbacddZZZf/99y9nn312DZO22Wab8sorr/TacwAAAAAwCAKoo446qswyyyzj3XbuueeW6aefvvzgBz8oCy20UNl4443LV77ylXLCCSfU+xMQnXLKKWWnnXYqq666all00UXLYYcdVh577LFy6aWX9tpzAAAAANDhAdQNN9xQzjnnnHLggQeOd/uNN95Yll9++TLddNN137biiiuW0aNHl6eeeqrcfffd5cUXXywrrbRS9/2zzTZbGTlyZH3O3noOAAAAACbt/6UuA9Tzzz9fdtttt7LXXnuVeeedd7z7UoX0oQ99aLzb5p577vr50UcfrffHhD+XxzT39cZzTK2urq7xphS2ZdiwYWX48OFlsBo7dmz9WzJ1f7uenxnYjFfnMFadxXh1FuPVWYxXZzFencV4dZaxg3S8ci6ezGFQBFD77rtvbTy+/vrrv+G+l156qcwwwwzj3TbjjDPWzy+//HL3wE7sMc8991yvPcfb6WuVBuhtS/iUiq3BKs3pB9tG3NdS8UfnMF6dw1h1FuPVWYxXZzFencV4dRbj1VlGD8LxmjAv6cgA6vzzz69T5C666KKJ3j/TTDO9oRF4QqOYeeaZ6/2RxzRfN49pKoJ64zmmVnpPLbzwwqVtk5tGdqoFF1xQBdRUSnCXHeACCywwqKvkBgvj1TmMVWcxXp3FeHUW49VZjFdnMV6dZewgHa/77rtvsh87oAOorET3n//8pzb/7mmfffYpv/vd78qIESPKE088Md59zffzzDNPee2117pvyyp3PR+zyCKL1K974zneTjCUkIu3ZzBtvP35N/T/YucwXp3DWHUW49VZjFdnMV6dxXh1FuPVWYYPsvGakoKXAR1AHXLIIXWKXE9rrbVWXZHus5/9bLngggvK2WefXV5//fUy7bTT1vuvvfbaWhHz7ne/u8w666x15bzrrruuOzxKT6m77rqrbLbZZvX75ZZb7m0/BwAAAAAdugpeKpDe//73j/cRCYZy38Ybb1xeeOGFsueee9ayr/POO6+ceuqpZfvtt++eh5iQKEHW5ZdfXle023nnnWvVU4Ks6I3nAAAAAKBDK6DeSoKok046qRxwwAFlww03LHPNNVddMS9fN1ItlWl0WUUv1VSpeDr55JNr/6Xeeg4AAAAABlEA9Y9//GO875dYYolyzjnnTPLxmVa366671o9J6Y3nAAAAAKADp+ABAAAA0PkEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFAAAAQKsEUAAAAAC0SgAFQ9iwYcPK8OHD62cAAABoy3StPTMw1cZ1dZVp+iAUSvg0cuTIMth+LwAAAAYWARQMQAlprrr/pfLc2K4yWMw+fFhZeaGZ+vtlAAAA0A8EUDBAJXx6esy4MniY8QsAADBUOSMEAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUCKAAAAABaJYACAAAAoFUdEUA9++yzZe+99y6rrLJKWXrppcuXvvSlcuONN3bff80115SNNtqofPSjHy1rr712ufjii8f7+Zdffrnst99+ZaWVVipLLbVU2WWXXcrTTz893mN64zkAAAAA6NAA6jvf+U655ZZbyqGHHlp+/etflw9/+MPlq1/9avnnP/9Z7r///rL99tuXlVdeuZx33nnlC1/4Qtltt91qoNTYd999y1//+tdy1FFHldNOO63+3E477dR9f288BwAAAAATN10Z4P71r3+Vq6++upx11lllmWWWqbf97//+b7nqqqvKRRddVP7zn/+URRZZpOy88871voUWWqjcdddd5aSTTqrVSo8//ng5//zzy/HHH1+WXXbZ+pgEWalySqiVaqYESm/3OQAAAADo0AqoOeaYo5xwwgll8cUX775t2LBh9eP555+vU/ESEvW04oorlptuuql0dXXVz81tjQUXXLDMM8885YYbbqjf98ZzAAAAANChAdRss81WPvnJT5YZZpih+7ZLLrmkVkZlytxjjz1WRowYMd7PzD333GXs2LHlmWeeqdVLCbFmnHHGNzwmPxu98RwAAAAAdOgUvAndfPPNZffddy9rrbVWWXXVVctLL700XjgVzfevvPJKDZEmvD8SJqWxePTGc0yNVFeNGTOmtC3VYsOHDy+DVcYnf8vBwnjxZn+7np8ZuIxVZzFencV4dRbj1VmMV2cxXp1l7CAdr5zb5Rx20AVQl112Wfnud79bV8I75JBDukOghEQ9Nd/nJH6mmWZ6w/2R4Kg5ye+N55gar776ahk1alRpW17jyJEjy2D1wAMPDKqN2HjxVkaPHt3fL4HJZKw6i/HqLMarsxivzmK8Oovx6iyjB+F4Taxgp6MDqDPOOKMccMABtfH3T37yk+5fcN555y1PPPHEeI/N9zPPPHOZddZZ69S6Z599tgZIPf8oeUx6OPXWc0yN6aefviy88MKlbZObRnaq9OMaTBU1xqvz9NWYJfR+5JFHynzzzfeGKcFtGWxj1VcSsubgYoEFFhjUFY2DhfHqLMarsxivzmK8Oovx6ixjB+l43XfffZP92I4IoLIC3v77718233zzsueee453spdV6a6//vrxHn/ttdfWKqlpppmmrpw3bty42ki8aTSeCoz0dVpuueV67TmmRn6PhFy8PYNp4x0KBuN4jevqKtP0QQiVv9073/nOMth+r8EsY2Y/3zmMV2cxXp3FeHUW49VZjFdnGT7IxmtKLsYP+AAqQc+PfvSj8qlPfapsv/325amnnuq+L1PjEkptuOGGdUpePv/5z38uf/jDH8pJJ51UH5MKpfXWW6/stdde9Xky2Pvss09Zfvnly5JLLlkf0xvPAQxdCWmuuv+l8tzYwVMtNPvwYWXlhWbq75cBAAAMEgM+gMqKd+mV9Mc//rF+9JSw6MADDyzHHntsOfjgg8tpp51W3vve99avm0qlSPVUgqMdd9yxfr/KKqvUMKnxwQ9+8G0/BzC0JXx6esy4MngM+EVSAQCADjLgA6ivfe1r9ePNJAzKx6SkvO2HP/xh/WjzOQAAAAB4I5e4AQAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAKCXDRs2rAwfPrx+BgAASpmuv18AAPSlcV1dZZqWg6GETyNHjiyD6XcCAIC3QwAFwJCSoOaq+18qz43tKoPB7MOHlZUXmqm/XwYAALwpARQAQ07Cp6fHjCuDg9n0AAAMfI5aAQAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAAAAAGiVAAoAAACAVgmgAIAhbdiwYWX48OH1MwAA7ZiupecFAHhbxnV1lWn6IBRK+DRy5Mgy2H4vAICBRAAFAAxICWmuuv+l8tzYrjJYzD58WFl5oZn6+2V0NBVrANCZBFAAwICV8OnpMePK4DF4ux+oWAMA3owACgCAt03FGgDwZgRQAAD0ChVrAMCkeFcFAAAAoFUCKAAAoBWaxgPQMAUPAACGGE3jAehrAigAABhiNI0HoK8JoAAAYAjSNJ4JmTIJtEkABQAAMICZMgkMBgIoAACAAcyUSWAwEEABAAAMcKZMAp3OVg8AAABAqwRQAAAAALRKAAUAAABAqwRQAAAAALRKAAUAAABAqwRQAAAA0GGGDRtWhg8fXj9DJ5iuv18AAAAADBbjurrKNH0QCiV8GjlyZBlsvxeDlwAKAAAAeklCmqvuf6k8N7arDBazDx9WVl5opv5+GR1tmIo1ARQAAAD0poRPT48ZVwaPwdu9R8Va3xFAAQAAAEOSirW+I4ACAAAAhiwVa0P5VQEAAAAwaAigpsC4cePKkUceWVZeeeWy5JJLlm233bY89NBD/f2yAAAAAAY0AdQUOPbYY8tZZ51V9t9//3L22WfXQGqbbbYpr7zySn+/NAAAAIABSwA1mRIynXLKKWWnnXYqq666all00UXLYYcdVh577LFy6aWX9vfLAwAAABiwBFCT6e677y4vvvhiWWmllbpvm2222eoyijfccEO/vjYAAACAgcwqeJMplU4x77zzjnf73HPP3X3flHj11VdLV1dXuf3220tfGDZsWJnnta4y17Rl0Jjm1VL+/vdh9e842BivzmK8OstgGy9j1VmMV2cxXp3FeHUW49VZjFdnmaYPxyvZRv6Gk0MANZnGjh1bP88wwwzj3T7jjDOW5557boqfrxmgyR2o3jDTdH33b/Wlvvwb9iXj1VmMV2cZjONlrDqL8eosxquzGK/OYrw6i/HqLMP6YLzybwigetlMM83U3Quq+TpefvnlMnz48Cl+vqWWWqpXXx8AAADAQKUH1GRqpt498cQT492e7+eZZ55+elUAAAAAA58AajJl1btZZpmlXHfddd23Pf/88+Wuu+4qyy23XL++NgAAAICBzBS8yZTeT5tttlk55JBDyrve9a7ynve8pxx88MFlxIgRZa211urvlwcAAAAwYAmgpsBOO+1UXnvttbLXXnuVl156qVY+nXzyyWX66afv75cGAAAAMGAN6xqM6ygCAAAAMGDoAQUAAABAqwRQAAAAALRKAAUAAABAqwRQAAAAALRKAAUAAABAqwRQAAAAALRKAAUAAABAqwRQAAAAAANEV1dXGYwEUAAAAAD97LbbbiuPP/54GTZsWHn11VcHXRglgAIAAADoZzfddFPZd999y+uvv17DqEgYNVgIoGhVz7T25ZdffsNtDC7jxo2rn1944YX6AbxxG2n2gffee2/3NkPn8p428NiuBg9j2fn7RPtImDIzzjhjrYD69Kc/XTbbbLPyyiuv1DBqsBBA0epBQ5PW/v73vy8nnXRSef755+tt3owGjzvuuKO89NJL9etpppmmXHHFFWXHHXcsX/ziF8uJJ55Yd6D0DdvVwHXPPffUMupsI9kH3n777WXLLbcsTzzxRH+/NN7mNpfxvPnmm8upp55azjrrrPLaa6/198sqQ/3YI9tZ/Pvf/y7/+Mc/ypgxY7qnMQg0OnMsr7nmmnLJJZeUX/ziF+Wxxx6znQ3wfWKODc8777xayTGYKjcGwzHiXXfdVX7961+X66+/vgYbDAybbbZZOeGEE+rXX/7yl8vcc89dHn744bLccsvVIo5pp5120Lx/CaBo/aDh1ltvrQfmv/nNb8r5559fK2OEUIPDDTfcUD7/+c+Xc845p35/9dVXl29/+9tl/vnnLx/5yEfKoYceWo499tjy6KOP9vdLHTIHfdnecoC+xx57lEsvvbQ89NBD/f3ShryLLrqobLvttuW3v/1t90nTf//737qPfOc73+lEqoNlm/vDH/5Qw8T/+7//Kz/4wQ/KdtttZ7vrR82xx2GHHVa++tWvlk033bR87nOfq+9HuSCS+x1/dNZY/vSnPy177713Ofnkk+vFzIxptjfjODD3iZdddlkdo6OOOqqeSB9//PE1BKb/xyYh7v/8z/+Uo48+umyxxRbloIMOcow+ALz++uvlK1/5Sv2InCu/973vLV/72tfqRf7ddtutjlP2iYMhhJquv18Ag/ug4cc//nG59tpryyyzzFIPFJLsZiPbeOONy2yzzdZ90kxnSiq//fbbl0MOOaSO+SOPPFJ23XXXsvnmm9f7V1tttfKd73ynfp3HzTfffP38igf/gcX+++9fPvzhD5eZZ5657LTTTmX11Vcv++yzT5lnnnn6+yUOWdkOEtKefvrpdZzWW2+9+nnWWWctM8000xuCe/vFga8ZoxwkptIz292qq65ar1Z+4xvfKHvttVf54Q9/WN73vvf190sdkhe+Unlx9tln1zEYMWJEufDCC8vf/va3WnG45557lne96139/XKZTKkqTNiU7WyxxRYrf/zjH8s3v/nNsvDCC5dnn322zDHHHP39Eulh7Nix9b0u+8BPfOIT5fLLLy8HHnhgvdCy9dZb12MT+uf9KpWDP/nJT+o+8JOf/GTdJ37/+9+v52W5cDLvvPP290sdsqaddtqy5ppr1q+PO+64um/LNhRzzjlnfU/LBa4E8YNhnARQtCYnwxdffHG9WvX+97+/DB8+vG48ORDMjjCVM00w5WSrc+288851/A444IDyjne8o6b0jXXXXbeO7y677FJ3rjn4SKJP70s/oZxsfetb3ypf+MIX6snYRz/60bLCCivU+zP9NaEvfSvl7dnPZT+YEDZX8GeYYYZa+ZTw4pRTTqkBVcKoHGSE/eHAlzFKxWfezxIy5UQrY5qPXGhJxVsOHrNftM/rG034lIq0J598smy11VblU5/6VL1t8cUXr9veueeeW/7yl7+UDTbYwLFHh3jggQfKJptsUsOnHFPmBCwXVdIjJdUbOa6cfvrp+/tlDmnNtjR69OgaZuS9LIF8wt9Uh+a+H/3oR/WxQqj+e7+67777yoorrlg22mijekye/WD2mzluzxim2iZjRv9dPIkcMx5xxBF1W8pxRKbmZQwzkyj7u5xTpa1DzrE6lSl4tCZXGt/znveUBRZYoEw33f+XdebAYdFFF63pbq5oZRqKA8DO1ZS/Z9pdgqgXX3yxVkE1Decj1R6Z+pCrmGeccYbpRi157rnn6tTHhE85YE+osf7669dqw1RnZK4/fa85McoJcU6a5pprrvLzn/+8XhXObdkP5mAwY5WDvxxYXHXVVf39spmMfd8zzzxT+xvmKnKzX8vteY9L4JhpeKlCTB8i+m4/mOOMTL/L1f5opitkOl6qcBNihGOPgS3jlhOw9Mtr+ublZOy73/1u+dKXvlT3rTkha1aIov9kfLIvzLhsuOGG5Xe/+13ti9fIVK9U3fzsZz+rU79SJUXfymyUZlbK008/3f1+9dnPfrYcfPDB5Ve/+lX3NGX6TldXV3f4lHYN6VmYWSS5oJwq3hy/R6ayZtvKOVaOFzPzpJOn4gmg6BU95+E3Xz/11FPlP//5T51ikgOFplF1GlQnqEgDvPRE0QCv8zRjnHHMR75PdccOO+xQr/7njaznuCalP/LII2vVWxNG0rvypvTggw/WSqhtttmmllen+iJXUjItKFf96Z+rwgmUUomRfWLC9+wTs42kMjT98XJbtp/cnoOPBPcMbBnXddZZp05nyL4uVyub8c7nRRZZpJ5oNe97tGPCA/DZZ5+9VjklBMwJcELenleW05sw1dgM/LHMuKVKI9tZpp+kb00CqIQcTdi44IILml4+AI4FE1ocfvjh9fg+FRppA/DLX/6yXHnlld2PzUl1Avkc+wug+l4ubuVCcY4Vc+6VC8VNCJ9AI+P2pz/9abz9JX23WNdtt91WzjzzzFopmItXOV/KRcu0b+gZQiWYyvFGerx2cj9DZ4L0aulgmgzm+5z05qp+Kl7222+/uhE1vU4yr/VjH/tY3ehSEp9KDSWfnaM5ycqBRcYvJ9VJ5TN/PH0ZUgmQHWgel7L5TDeKtdZaq79f+qAbg/ztM40rU+uWXnrpenU/293aa69dDyZy9TjbY7a99Mugb2WMRo0aVW688cbaZ2H55Zevt6cha3qj5fZUpiWgTVl8M16mkwzsKSY5gM9+Lie/OTnO17m6n3HLdteEUCNHjqwLbzT7QNpd7CQXN3LskarrnAynmev3vve9+n6UYCphRkKpnBwzcMcy4XyC+ExdXWONNWp4n4qantOUE3gkvE8vFIF9/8m+LqvcJSDMMUiO+bIdZkzSOD5jFJmOF5manBWSsz3S/vtVqm/TfiEXipdccsl6oSvhXyqe8r6Uivnm/SnV8p/+9KfrPpS+rXw66qij6qJOqdrNvi3nzDmmyPhEzqMzngngM508H5Fjj069qN+Zr5oBuQGl8iVVFtlIMq84O7M0Y03JbYKpTC/JTjAHhmkamR1gTsgyFSWpLp0h45sxywl05vK/+93vrtU2jVxhyYF+xjdXWFJ67QSs9w8ssspMppkkgEoPmrwxffzjH69X/POGlDeybG+50pWrKT3HiL4Zpyz7nj40Cd1z0N1Ir7SUumf/mB5QmYqcq10JMLLtMDC3uVxxzBSGbF85qE9guO+++9arx3lMDhjzfpjbmqua9n3tBxbZD6aqItvbBz/4wbpd5SJXprrmPSonxQkq0p8r+8SEUgzM48j0dGqqQ9NsPBUZCRCzTaWRdY4vcoKciy7ZtlId0KwKpXKj76X6M+Fv+q6lEq05Gc4CNRmrbJtZlTfbZtOPTfjUN+9X2X7y9897Vf7+OVbPNpSWGXlMKuSzzeRcrXmfyrEJfWPY//8YIQ37s41kSl3aaGSKZMYulU45rk8I1YRPOdZPT7VGp4ZPVRdMpddff7376yOPPLJrueWW69p///27vvrVr3YtssgiXeeee26979e//nXXKqus0rXssst2rbrqql2bbLJJ14svvljvy9dXXnllv/0OvLXf/OY3Xa+99lr3988++2wdt5NPPrl+/9xzz3VdeumlXTvttFPXl7/85a6bbrqp3v7DH/6wa/nll6+Pp3ddd911XUsuuWTX6aef3nXnnXfWbajZHg866KCuz3/+83UbXGeddbo+9alP1cfQPx599NGutdZaq2v11Vfvuv7667vGjRvXfd9///vfrg033LBr0003rV8zcN188831PeyMM87o+ve//9116623du29995diy66aNcf/vCH+piLLrqobncHHHBAf7/cIePQQw+txx6XX3551yWXXNL12c9+tm5TV199db3/gQce6Npggw26Fltssa4LLrig+73slVde6edXTvTcH95www11X3j77bfX7y+++OJ6rLH55pt3PfTQQ3Uf+Ze//KXrlFNO6brsssu6x/LVV1/tt9dPV9eTTz7ZddJJJ9V9X7bHnvKet/baa3d94xvf6D7up33XXnttPUb8xS9+0XXLLbfU/eGXvvSlrpVXXrnrH//4R33MT3/60/HO1ej7fd+rr77a9c1vfvMN203ezzbeeOOurbfeuutf//pX922D6X2rg6Mz+kvKN9NDobna9Pe//708+uij5dhjjy3LLrts7fuUK4//+7//W68Qb7rppuUzn/lMufPOO+tUoKb8PSWHaVSeK5YMTFllIWXUGddmJaeMaa56ZdpkyuTTAyUNDbOqSa6q7LrrrvVqWKoBvv71r7va1Yuaq7ypfsrVxPRU6CmVTrnSnyrDTP3KFcmMUxpf07dl79lOMlbZbjINIVexcnU/+8UllliiPj5X8jNNORVSyt4HjuzP3vWud9Wvs6/L1eFMlcxKd021bqa75mpkrixn2l1K4rPgQqrYTHftG3fccUe54oorasP3bFNpUp1jkYxLKgxTTZhVQFMFkEqoLISx1FJL1bEzzXVgVQGkMfyf//znWqWRPl09V9FNdUCOJzKNeeWVV64fjexnO7oKoEPf4zINOcf6+dvnGCMN/lPxnl6f2e7S66mphEr/mjzGynftyN89K0I2PdQyPs1Kn1k9rZG+eDkmTwVoFj/JLIack2XqJH1v2LBhdftJVW6OAXtuX6uvvnpt0ZAK+Ww/u+++e72t06fd9aRelSluYpfpV40cMOSg4Jprrilzzz13vS0HECkRTCPklE3n5CsH8DlATylo7svBYLr7p0lrDgYZmHIilZVNchKdQCNvcDkxSy+GrDSUfkO5LeOZE+n0gUrg1DSYbE7ieHuaJoOZyho58Mu21Nyeg/DINJT05co2uOaaa9ZtTvjU91Mjs4/LR3qiJbhIKJjGyDloT1l1TpQbOSi3DxxYcnB+4YUX1q+bA71//etftedas601+7dMv0uj8Yxtxj89NBZaaKF+e+1DSf7u2Q9mSv/9999fm/lnekkugiSMz3TJTOdKT6gcyGfVwrxHWZVw4Mk+MceTuaCZ97dGQt1M4892l6Xis8JrT6Ys98/UrkwtT8iUi2D5yPtcpr7mtlyMzrF9o+cFTHpXjgnT5uS+++7rLgrIGOXicdoxNJpj95yXJaTPxePImHm/6huTWrHuPe95T7n66qu7jyEamYacMD6BU86jm/OqwRA+hQCKyZaDg/RQaOZx580oJ7of+tCH6g4tAUUjJ71pAJqGd5lznIqYbDSpdspGlZPjXI1Mk1YGrryhpTIjB4RZgSZ9vOK0006rAVSuPGfHmGVc89jsRDOHfLDsIAfaEsdZZTBvQqlsygFEVrfreRCeq/0JAJugivY1IWATPuUEOP2cEj5l29ljjz3qlayETDkZToPJnEilIpSBJxVPOZg/8cQTa7VaQvbIe11uTxPynnLhJdtjs8gGfXvwvsoqq9T3nlRCJehNlVoa+ufrjGWWtc7PJoTKiXEqBfQKGjhj2XydK/wJB7MfTcVajikbqYTKdrjMMsvUHin0j4xNGiXnonOOB7OPTMibisM0F08z8gQaqaxJAJW+sLQrx9oJbRP85e+dC1wJ5vO+lAsmCeJ79kfL8Xn6p+WDvtNzDLKgwnHHHVeLMCLHgzmG/9a3vlWDw6zumTHM8WSa96fiM73wcrFlUOnvOYB0hp133rlr22237f4+84rTAyjzV//5z392ff3rX+9accUVu/74xz+O93OPPfZY11lnnWWOfodLr4X0OUlPp/R6ajz99NP1/4Mzzzyza6+99upaZpllukaNGtWvr3Uw9sfIdrTRRhvVPguRXgrpq5D+GJkf3swLP/DAA2sPjRdeeKFfX/dQkDGZ8Pv03sr+LtL7LH2f1lxzze7+T5FeJp/+9KfrZwam9A3KtvXhD3+4a5dddqm35T1svfXWq/2F0kNj7NixdftMz7XPfOYzXf/5z3/6+2UPiX6Tt912W+052Gw/2e6yv8vYpCdePP74411bbrllPR5p9qHNcwymHhqdPpYXXnhh11FHHdX185//vPu2o48+umvdddet/dXSP29ievakpG8021GOMfbYY4/x7rvnnnu6tttuu/r+9/zzz9fjwozpvffe20+vdmhJ77RsM+nndPjhh9fb7rjjjq4llliia9ddd+0aPXp092N/8pOf1Pc2vVn7p89dtp+lllqqHjNkvNI3OXJMkds+/vGP1+PD9DJM79DmeCTj++CDD3YNJsoUmOyeGLmi2LMaKkltekGlt0mm5mXud7MEdZbOjVwZ/tKXvjSo5q0OpVLrXD1Jr4xcNc7UkqT0Seuzukn62WRMc0Usj0uFx5lnnlkWWWSR/n75g0bGIMuGf/e7363Vh5mO0EzbSo+T3J45/qkqzJWtXIFMvwwrmbQrf+NUAWYbaPonpDItV+0XW2yxWoGW3mhZeXCdddap1YKphMp+cu211679TkwdGbiy/WRlwvTM+Oc//1l+85vflA033LCuUpPpXZkSlP1dtslUsqXnoenG7a+Qlr//JZdcUqeWZNp3qgxzjJGqtPTQyFS8jFceF+mZkX1oz6vPej8NjLHM/jEr2KWi6e677y733ntvXZUrVb55XKrmM7UoU4YyRaUn+87+OR6MbF9Nv8JMi8xYZGZD3ufSqyZ9XTOlK/tIlYZ9My5578kxR44DUzWTY/VM3UolYY7VU7nbVD397W9/q8cverP2nWbbSYXaBRdcUI8dF1988Vo9mK9zf3rcpVo3VfKpfso5V1YnjF/+8pf1mGSwjZk0gDeVBqvN0uAJmxopvc3JVKZg5eAuyxynBDSNxVMCmqZ4KZvuSfjUOZolx3NAkTe5nFSneWGmTuakOyFUyrDToDylpC+88EJ3UEXvSsCRE9277rqrTjPJ9K70VEsz/7xh5SA9JbuZApTmkgsuuGB/v+RBLyFS/u45YcrSuEsuuWTdZjIFsumRkXD2c5/7XPnoRz9aT5KzVPU+++xTpwcNtgOJwXaSlSnkmSKeQDFTSRIw5f0r/Z6yzR1//PF1m8u0vIxpDvxpRzMmOeY477zz6klVpu7nGCM9nXJxLCFGwqYE8uk1kxOthBs5Ae4ZPjEwxjLHjTkRy/LjObY4+OCDa+/CbIM/+tGPyo477ljHLCdnGc80uKb/9onZhprQL9PtrrzyynqSnGOOJoTKFNdM+2qO821zfft+lf1jptzl/SrnZtlPZp+Y3pPpDZo2GglyM81Lz6e+l4AwF4hz7pTw6dZbby1//etf66ImGaOMZ44lU9AR1113XW1vkvAwoWL2lYNt2uSwlEH194tg4O/kcjUjbzw54WpCqUi6nuaRuRqZ1e5yJTKhRSo00m+BzpSKpuwYc+CXHWeummTcE3BkFaHsEJPYZ0eaE3FXJNuXkDfNc7MNfuxjH3Mlvx+kyikHcjkpyslvDhZyUJDFFrIK14MPPljDplRmJAhMX5MEUemJkarQVEQlTGRgvs+lV9e1115b38cyprnSn/e3HNxnbNN4NysLZdUaVYbtSfCXk6rmZDbvQemtlota+funYua3v/1tOf/88+t7T/o+Zb+YA/rsF9P0OLeruh6Y+9DsD9NLNH2dciKWE6+Pf/zj9ep/qnxzDBkJqbKCsuOL/tsnpq9ntrVUNqXKKcd/qUpL6J5j/FyYzuNS0ZZq+DT7H2wnygN1bG677bZagZsLWk11/FVXXdV9gSQXiDMjIdWhOe7oGVrRrgkvfORCSbafVFAnGDzooIPqhZNsS5k5lIVPclyfgCqV11nJOttTQt30VRuMq8V7Z2aicqUxDR97XtltssqeJ75J2ZOo5+pVNrZUZ6QCyqpOnad5c8rBfg420tw1K3lF3sRSBZCDjIRQqYRKIJXvc9UlJ9303hikqWQOLhI4feADH6hBR67o5/N+++1XT47zZpWTq+aNzsFFu3I1KuFErkzlb52TqIxJTqJSBZNxSSCb7Scn0DkpzkFgVodMw/gcWAifBqZsN5nalarOLBueK/uZ5pUAKsFiFl/IQf0xxxxTT7Byf8Y174W2ud6VxuGppM6xRxYxSdiUA/X8rVN9luA370W5PxdJUomR45WsIJRtrpHKDOHTwDsRy3gldMrxRU7K0og3J2ZpYp2qtnyfFQ0TQqWCNJoqG/pO9mtZ8Trvc2k4njA3ldc5IU5gmOlDGbcsQpSxSXXHYKzSGKhjkymqOaZIa5Ss0JrvcwyShtXNdK/MWshUvARUuU9VWt9p/tY5bswshhxH5DgxlYI5hhwzZkw9hs82leOMvHelcCMrj0cuuETPgo/BRgUUb5A3/6Tpudr7xS9+sV7Jb1Y/y9STJLEjRozonnscWS0o006yk8v841D63jma8CIHHOnjlCsmOejLCXazulOqnlISn8cmdMyJmkqA3pepj7kikil2eWPK6ne58p++JtmeMi88/WkSBKaixklW+/K3z8lvTpIyJjl4yNSRHFQkgM2YZDpWej1lOl6mAmWlk5w4J4RKQG/Fz4ErK7gm7Mi4ZUXPnCRntcL0Osx0heWXX772PsmY5rHZ/+XAnt6V7SoH4ZmilW0ugW5OblNle+GFF9Z9Y6Yi59hkrbXWqie/OV5pppyYfjxwJbjNvjEnYxnHVJFmFddU12Q8U1mTMU8vqFTVpHpD6NS3el7EyjFgjvtXW221um+MpqIwoXBOirNNJvjN+UB65OViGe1pxieroSUUTPVMKgfz3pSq6xQNpBI052WZtZDxSYVUwsIcr9CuXJTKfqw5NsjfPj1acwyfbSTVn9m3ZcbQHHPMUfdxCZiynWV6f6p7m4swCaYGO2cuvEEOuBNCZHpd3nCyk0sI8Ze//KUmt9mIsnGkyilXIXMQmJOvlVZaqVbGNIRPnaOZftKEGhnfjHea7zZN5DO2GdNcnU41QE6+hU9vz4RvNJnvnfApV65ydT+VNFl+NRVojz32WN3mMp8/Y3HEEUfUbU4A1a4cxOXqYv6/z//zPa/I5+BhzjnnrNtJDh5SmZbS6pxIpcw6B4z5mUxfZuCebCX4SHiRJY+bqQt5r8tU5BwwJlhMNUauTmbsh8LBYV9LiJST3Uy5yjFHtrlUgmZqf67g54QrFda5sJX3nYSE2X/m5CrHH/pwDRy56p8TsfS/iwQW2X8mxI9UP+WYMqFhAsc8NseaCXdzsaVpvqvyqW8kwMj+sGdvoFSjpQK7uXCS+zMWueiY/WPCxJwj0HfyfpVpxunBlWlaOcZIxVmmK2c6ZI4bs9hJ+qiluiYfTahPu3K8kNk/CWK/8pWv1GP2BIE5VsgY5H2ruZif96q77767VgzmPCthb973mu1sqBxfOHNhopKkN9PrsvPKG1SCiVQ65QpkTpRzW0qpr7/++lqtkZUV8gbloKHz5EpkphflSleqPDLNIdVOCUOiCaHyhpexzYmYhuNvT6bz5MQpvZ2ag4sETinRTfiUMcnnnPjmc7a9bIMJOlKNlpNjBxbtBxTZx6V/U64gNrc1+7emNDpjkZL3LMSQsvhsNxMuwsDAknFMhVNOsjI1MpU0mVqSHho5uM/UyuwPN99883pbtsOMu/e23pdxyBg0F7BSfZbqpwQYuRiWE6ysjpYwMNNNsuJuDvjzfQ7u0z9Dw/GBIfvLTM3PCVWzWEZzIpaLlxmj5tghJ2IJGVMhmoqNHHc00+7CttY3cnEr21e2o0YurCToTR+aTOvK/jLvfzmJzoWXbKMN0//7RradHGuk0ibHjhmH5u+fvne5MJwG/jlvS0iY6ZKOEftGFqDJMX2m2WU8chEl+718JMzt+b6UqrV//OMfdXtL+5JMO86F5KF27iyA4k1DqDRCS2lnEtqED9mYMle16bWQDS0bVw4umgPAobQBdbqMX/ow5OpyPjdBU8pD04A89+dkOmOa6ZiREIS3L6XracSaA7emtD1T61KBcfPNN9eKgPytU1WTk6wEvjkRa8p0VdW0LxUWacLaLCmd/duEB9oZmxx05Kp+DijyOas6ZRqRkHbgaU6W0lw8DUFzxThhYYKNNBpPAJ9eazkBixzEZyqlk6x2pMdMVlFNgBsJnFJlkZOohFI5QD/00EPre1CmKmS/lwsgmQqbjwSE2XdqOD4wpDImx42pwmhOxFK5mxPmBFA9T8QSbNxzzz11Gl62s0z5H4onYv0t0yFzfJ/wL9tRKnoT7uYcIOF7ZjkkUGwuvmSbzDFi08HFfrFvNC0YcuErx4XZZ2ahkyYcbM7ZcluOVWhfFsJIQUb2WRmbTIHMAk35PhW9CXfTmiZVnnnvyjF9trWRI0fWyt4EhD3PAYaSofXbMsWSqqf/Qqo0cgKcqx5Nw+lmg2nKCl197CzNCVUODPNmlqApVyMTfqRPw6yzzlpPxjKmmYKSsU5VAG9PDrizraR8PSe5ORG+5ZZb6ptX+qsl0Ej4l35rTQVatrFcjcwyuvSNbBsJ1nOAkL4kMeH+LeOY+1OpkUrQnEynj1qCROHTwB3XO+64o664lQC4CXQzfSFykpxKxFRjZBpYSuRzhdJJVjty4SONdBtXXHFFPdbI/i7TGbbbbrt6e06ssr3l+wTxzXLVoeH4wDqmaPqAZkpKxibbWbapfJ/KtgS6ORHLFPK85+XCZvaXQ/VErL9lPBIGXnzxxfU9LpU1ee/LxedcCEv/rhyn5HwglYd5j0tYaJ/YN9tTLlZm9d1cEMtYZSpyLvwn5E0Yld6FTQiVSpz0KmzOy2hPzo9ywTh/9xwv5Lgv+7hUwacCLb26si3lfCpTJ7O4U6pDM3bf/OY3a9Vh5H1tKO7zht5vzBRLD5NclcwVybwRpalaktwJNxjhU2e9qaWHRjOlJIl8rnilB1T6N+S2nFTnCnMahOZNrunnwNRL36Yc5OWqSLafnEwluMh88BzwpQIt0+3SRyhBb8p0M8c/218qNDJO9N12kpOnnCAlIEwINeFSuM0+rwnfc4CYQDcfDFzZBtPbK/u3bItpENqMYe5LP43s87IfzFTknr1R6B3N6j75G+e9p5HpWDnpzUp32QYTzGc/mfesHNTnGCTvRQkwmhNg1TID57iiqV5KCJWvc8KVCreM94orrlhPxBLsZiyzv0zwm2PLoXwiNhBkX5gLkekFmuOQVNdkqlCqD0888cR6nJIwPuFvpoDZJ/bN9pTFnRK+J5jN/jJBR6Yg5zgx71dZLTLbWy5oNvtD4VP78p7UjEWO1fN1qgIjC5lkDDKlP2OWi8mptk7wlO0ohRwbbrhh93MN2XPnrIIHk+PGG2/sWnnllbv22GOPrscff7y/Xw5TYdy4cfXzlVde2fXVr361a9111+1aZ511un71q1/V26+99tquVVZZpeub3/xm12233faGn2PqHXDAAV0rrLBC1x//+Meum266qev73/9+18c//vGuu+66q2v33XfvWnXVVbt++ctf1sceddRRXZ/85Ce7PvKRj3Stv/76XauvvnrXnXfe2d+/wpCU8Vl88cXreD355JNvuP/ll1/u2nHHHbsOOuigfnl9TL577723++uf/exndfvLuE74fnbFFVd03X777d7nWtS8p2y++eb1mCJeeeWV7vu//e1vd62xxhpdv/jFL7rGjBlTb/vrX//addxxx3W9+uqr4z0H/ev111/v/vqZZ56p200zRtmW8r632GKLdd18883d4/y3v/2t67zzzut+HH2r2XaeeOKJrkceeaT79tGjR9fjv5EjR3ZdffXV3eOb97nnnnuu68UXX+y31zyY9dyXNV9fd911XUsuuWTX6aefXreZ3//+912LLLJI189//vM6HnHWWWfV23LMSN/IPu3LX/5y17///e/xxizbybnnntt1wgkndF1//fX1eD7HGHl/GzVq1Bue59Uhvu8blv/0dwhG57jmmmvqFeHjjjtO+W2HygoauVqSSrbMQU6VTZZFTi+NlPJmzn+uhKUZdh5n+da3L/PCM1c8206zqkyuDqekPY2rU2WWv/Vtt91Wr6xk5acHHnigNkbOGKVZa3pk0D+y8mD6POWqfrabzOePXNlPr6fcnxVNLAM/cKX8PRWE6feUCsPIleVcYc5UoDQcz9V92nXeeefVXiXNqnXpr5YeNJlOMqFUxmS6ZJatzjLVqQZtmKo1MPTsjZYmyJmelcb+mZqc97L0jswCJ5menN6hWSGqeQ9sGMu+1YxZxipV2U8++WR9T8tCJ5kOm2rrVD5lsZOjjz66TiXKrIdMJaIdE24D+T7VNamsSZVTqmZyXNgcg6QKrWl0nWPLVIWqSusbOdbLFP58pNIpY5TKzoxJjuEbOabIlMlsY9nnpd9kvuf/Y4/PFMmBesqo8+al51PnyQlzpjbkwLDpeRLZKabMOqs/pdlkykVz4OGE7O3LapJpTp3Gngn1Mu0g0+2y/WTqT3MNII9LCJXS99yWEy6BxsCQcukcaCSEyipPGZf0qEm/oEzNy5gZq4Et5fFpBpowOD3t0l/t29/+dt3WcqKV97L0Xmt6HNL7EqjnIDyBe4KJbDMJKtIHKidRmeKafWKOL3JilQP3nBRndaF8v84663Q/l8BiYGjCpxwv/PKXv+xeOTnTtX784x/X4Dcrc2XbS8iYsU6T3p77S2PZ92OWfV6ON7IATZaMTyif6ZI59ks4nGmw2Sdm7PL4NIqnHWeddVbtvZq2GB/5yEfqsXm2iQSD6ROa/mnpw5tpx9///vfrNMlMIW/6qOX4REFA38lF4fSsy8X8XDzJ+1MCqHydY4v04cpqhenxlCn92abSlyv38//Y6zPFmmZ3wqfOk/AjO8ZUOzXfN80mcyKd/ho5yM+c5azmZQnXtydXrdLEf7311uu+ep+/dyS0yAFGKjIaCaFy4Nes+tQ02nVw0b+yr8sYpoHu73//+3qVKwFiwvicIFuRcOCZcNW69GJIb4Z8Tm+G3J8ryzkJy7Z27rnn1vtSqaGnUDtyhT797PI3zxX+XMFPsJuwIs2NE+hm/5hV03ISnNW30k8tB/RrrbVWf798JiF91NI8PiHTmmuuWW/LhaysBpoLW1kZL43Is7phqq2b6jf6RwKNVH8mzEgvoTRSzjFHxiYBYYLDXJQ88MAD6/2pirIASjsS+l100UX1WG/UqFHlggsuqBWEaWadoCPHG7lt1VVX7V6UJhdT0jev6Z3n+LBvZeZCzpUSpGeflvHI/i7fp5daZB+X48L0d83F5GYVSYUb/48Aiqlih9eZktrnJCtXW3KgmIP9JoTKzjIrbTQnXz0bwzJ1Uk2RstxMbcy01S233LJeBUn4lGbvmbKQK/6Zjhf526c5a6oEctJlOxtYclCesmoGvmw7uSr5t7/9ra5KE9n3JWBP+JQQKttbphtnGmzuS8gofGpXpt8laG8qZbLiXa7kJ8i966676pLWuS2VhmnY+uEPf7j84he/qOPSNLhmYHn22WfrtK3mCn9zTJEr/1nAIVNWMv0uK042q046Ees/CZzSFD6hblbuSmVaTpATgqTSJscgWWltueWWqyfbtNuaIbMS0uoioXym9GdaeOR96c4776xtMlKdmzFLZVSq6RPcu/DVPxLG5sJyVoZMY/HMHGkWqGkW18j+8J3vfOcbZpHY5/0/AigYpJqD9VztyglXAqUk9Qk2csU5c5Jz0NFU5GQecw4g8yaYnxN+9I4cwOWALidcs846a33DypS8nIQ1B3fNSVXTB2Bi/VAYeJU1E1bZMHDkBPfBBx+sVypzQJiqm8jXqTpMJWimDeVkOdtbzynJtB9CpQIjlbcJL9KbK1PsElLko9m2sq/M+1MO2jOewqf+N7F9Xo4rcuU/xxU5GWsubGVbywnYxCqpnYj1n4xLxihBVCrXMqbZJybQSLVTpgvlYmRCkTyW9lszZF+XC8SpdEqVaCpyUyGfY/TRo0fXacvpA5pjyAQfCa2sttt/cuE4HxPK9pJK3lQRJiRs+oU6TnwjARQMImkqmQO+JZZYoh6sZ7njHOgnXEoZfHo/pRrga1/7Wp23nLnkeWyuNuex55xzjn4MLZ5w5SQ38/wz9ac50erJ337g63kg4aBi4Gh6qTVjkhPc9DfJ99neEsinErE5SMzBY/ptpEIqU2X1fupbCd9zFTkVF6l46jkGTRDfLCeuWmZg6DkO6e2UcUq4lHHLe1zT5yRhRgKO3J8go6kOoG/l75/xyke2rxwTZj+ZqbAJQDJN6JBDDqknyTkOTPVGpr0mGM50855N/2m3NUPCp0j1U47X0xcq2062uUxtveeee+pU17xvZapXQisGhjQjf/jhh2svtTTsv+SSS8pTTz1VF9xoLp54/3ojq+DBIJDNOKumfe5zn6tT63IAMWbMmHrVZNttt60H8in1zef0OMlVyqywcfXVV9efz1WvnJzldtrTrHK38cYbly996UtKqOFtytXGVHc2oUWuDv/973+vVRmZQpJAPleUM90h+8I0Bs3JcU7AcvCfFYWag3/6XqaDpzo0oUXGwj5x4Fc+5WJKpremqXymSKa3Wo49Mk2oqZzJyVgqolLhlmMPF1f6ToLABEkLL7xw/T69nRI0JWBKf7VchMyqaRmr9PvMsV+C4OwT048oFyItQNOuXPzN3z290Xq2Zkgwlb5QGZ+8r6VPXradtHJgYMq+MNONcwySYDDbXkLDjJsVPidNAAWDSBoWZjWTTLNLSXxOsDKPPHJilje2pPG5LatnZOeYlfESTDVXm2n/wCOrb6W0OidcVsaAqT/RSoieUD3TEfJ9rg4nfEpz0FTZpNFuQo2EUCmL/8AHPlCbu6bfUK4y50SZ/nXTTTfVKZIrr7xyDaMy1YSBIacIPRedyTZz1FFH1Z5dCX8T9v7617+uF7222GKL2tcwwVP6nyTsyMqhqTjUv6tvZCXCVF5kldY0Ec8YZZW0jE+meWVby9Tk7Auzf8y+M9PwUg2VypxM7UqoSPsyFtnfZUXQpjVD2jX0rI7PMXve4zIlL8fopv0PTKl4yraW7S7HHxkj+7w3J4CCQaDnm1Km0jXLHW+66aa12W7PCpwEVNkp5k0vIQj9c+CR1e6y0mCmQ+ZAHZh8qWjKlcdcXUxwkSv52e+lkW6+zspBqbxI2JSlkRNCNQfy6TeU6XmmBg0c11xzTTnttNPqYg1OsAamTNVPdUxC26985Sv1thxnpI9NKjey6l0ayufCVo5Jmv5BqgD67uJWLmqtttpq9UJjPlKRkZPiXPRqHpOVCdPsP20YEvb++c9/rifQaUpuhcK+lfHo2ZohTfp7Tifffffd68WUVLA1/VoZ+ASFb00ABYNEz4O8yy67rFYC5AQrb2DpddJIJVTuy0oOeVNrlg2lb2XZ8VwdTmn1nHPO2d8vBzpGgqZUXaQaI1WfV155Za1syhXI7NNywhW5opwT5lRjZGXJBRdcsDZHTgDvyuTAPWjXM6P/JbzNtP5sL6nISN+gBBT5PtU0mcraSHiRSo70Efre97433vM4Ees7aVadC4zpy5XgKatIZhW1hFLNIgxxww031OleqYRKkG+lu4HZmuGII46oK4Cmqs3FEgYb7/DQ4ZoMOeWeOTiM9IFK6W4OSLIKVKabNHKQmBO4lNALn/pPpknmyrHwCSZfqiwyxSQH5anEyJX9TCdOM/FMB0qfk0aWEk9vk0wzThCfpZFzFVn4NDAlqOg53Yv+kV5pCXezTWV6Vqqq0/w44UbC3PTtSjjVyHtY7s+qXRMSPvWdhE5ZRS0V1mkivvnmm9fpQGlsnVU/G+mNt/3229dpyz/84Q9rcJ/Ql/6Rfk+pRrvwwgvrVPH05kol6EknnVROPfVU4RODkgoo6GDN1cWUUOeA8ZFHHqkH72kGmsaguT3VTgk70szQ3H6gU+UgPf1n9t133zq9uKcsqpCKpzR1/cY3vjHeEtU5qE9VaIL3LLgATFwqMTKtLttTVrfLilwJMZrQNttRGuxmqlB6C6XyMFOEcnzx8Y9/vOy44479/SsMKQn9Ms245/Ss9HVK5dPFF19cq0Oz30xT8VSB9lw9LUFi9of2iQNDgsM0Js+F4QSGqY5PQ38YjARQ0OH+9Kc/1fLq9DRJ0/FUO6UJ6NZbb12bjTcnXlmZIdUCVroDOk2miqRiMPu4TDHJyVSC9Z7VTKmOyr7vYx/7WL3Cn15Pjf/+979l1lln7adXD51xLHHyySfXSqemL2HThDxTXrOi3dJLL12n8acyIyFvegalgubRRx+ty5HrU9N3jj766DrFOP0811hjjTJy5Mh6+7///e8aBKbHZI4Ns9/MBcoEVal81+dp4Mr0yBynZzt0rM5gpisgdLBMLckUuzQxzAlXI31QcnvewNK3IVcoM+c/VzIBOklWc8rJbfo95Wr9+uuvX6swUgm1/PLLd4dQWQo5J8sJoVIJmqlETQglfII3l6qL5557rnubSfVTGv2nEiN9ahpZOCNVNtkGcwySaqisfhdpAyCEal9WTcsUyVRApdVCenLlGHCdddap/T2zwEwz9S6VapmanCAqPboS1Dd9hhhYMj3y8ssvtyo1g56J9tDBsnJGrnY1V0qaHlAp411xxRXrHPL43Oc+V1d/Skk9QKfIdKCcYJ199tndU0VSjZGT3ARQabSb/neN3Xbbra4C9dvf/rauqqa3CUyeVMjMOOOMddrWHXfcUasM8/H888/XlSQzpStBU1ZRS4+hLBmfY5CEHNlGQ/jUvoTsGafs/1KFlsApUyBT6Z6AKb2E0oYhx4OpkopUSa233npl+PDhViQc4IRPDAUCKOhgOQhJD6jM5W8O/poQKnP9c38j01YAOkmqMdKPJiF7Tryy2mf2c28WQu2yyy7lC1/4Qm1CrqE1TJ6shpZKmfSNzLZz66231kqaVB9min9WwsuKeKmeueeee2rQm4td1157bQ2j7rvvvv7+FYaEHPNlP5hVPTNOCf822mijOs0uVe6HH354XXQhvfBSDZom8pHV8LIv1fMJ6G9icOiwhuPptZDPWWo800oyBSW9G3KClvLr5gpkSunf+9731hOznIRZjQboRM0+LfuwXL3vGUJl6eqEUBNOx0v/O2DypZLmZz/7We3xlCleOaZoVuBKMDX99NPXlSSzEl6aWkcWO8lFr/SsMc21XVn9Mz3wsspxU8WU0DABU1YrTIVTAsFUpO2zzz7lH//4Rx2TVIMus8wydcyMETAQaEIOHRQ+XXrppeXQQw+tvRlyspUy61Q6Ze5/+jxlOfKUxt944431oCPT7hZeeOH+fvkAvSohVE7CcvKbECpT7TL9JBUaqp6g96XZ+De/+c267aXHZM/tLL2gsnoX7U1F3mKLLcr9999fVypM5VPTx+knP/lJ7e+UqXdzzz13988kFLzkkkvKgw8+WPvn6QEKDBQCKOiQ8CmhUpp/5uAjJ14XXXRRrYJKz5P555+/llZfffXVtQJgxIgR9XaraABDIYRKVcCcc85ZzjzzzNrnBHh7MvXu4YcfLossskjtA5Uw46mnnqqVOKmGSuibY5N8NMcptBtC/e53v6vTHZdYYom6z9t8881rdVqODTNFMtOPe7ZeePzxx+u49AymAPqbAAo6wCOPPFKvcGVzzfK6cdNNN9XVTHIClmVbU4qdE7FcicwJmJMwYCiFUDnZsroT9I6sgJeVJbONpdL6Qx/6UF35rpkGq5l1/0ivrWOOOaZ+zsIyBxxwQDn//PPLddddV5vGp+q9mTIJMBAJoGCASUPd9FnI6jK58rj00kuX1Vdfvfz3v/8tm266aZ1m0khV1CGHHFLDpk022aSsvfba/fraAfqak2FoRyqeMvUu1daZwpVqmvSVbHqt0T/S4/POO++sx3+xwQYb1FBq3XXXrf2fAAYyARQMIIcddli57LLL6kHek08+WRuAnnHGGXW6Xa5yfeADHyh77bVXGTly5HghVA44Mg0vByM5UAQA6E2m2g08Bx10UHn22WdrVXwuXiaIWmONNfr7ZQFMkgAKBlD4dM4555QjjjiiBkw5oJhpppm6V5tJA/KUv6+yyiplyy23HK+/0y233FIfl1XvAAAYGmFgVi7MlMmf//zntUeXqcjAQCaAggHgjjvuKHvvvXedXrfCCiuMd9+1115bw6g0mMwVruOOO6587GMfK1/5ylfqFD0AAIZ2RVpWQ1YFDwx0mibAAJDmuWkenuaRkdVlMrUujcfz0dh+++3raifHH3987QmV5uPNzwAAMDRMOB1y5pln7rfXAjC5BFAwAMwwwwx16dxbb721VkAdffTRdbndhExbbbVVWXHFFWsj0ARO5557bl3p5PDDDy+zzjprf790AAD6mf5cQCcwBQ8GSAVUqpseffTRurpJVphZfPHFa3PxNCJvVnjKKnhZEW+77bar4ZQACgAAgE6gAgoGgHnmmadWPV111VXlmWeeKUsttVRZbLHFasCUJcYjq+JNP/30ZYEFFqjfzzLLLP38qgEAAGDyCKBggMgKdl/60pfecHtT/XT66aeXJ554oiyxxBL1e6XWAAAAdAoBFAxAqYS6//77a9iUKXn5/sILL6wh1IgRI/r75QEAAMAUEUDBAJSqp6OOOqousfvud7+7vO997ytnnXVW+dCHPtTfLw0AAACmmCbkMEA9/PDD5amnnirvfOc7awil4TgAAACdSgAFAAAAQKumaffpAQAAABjqBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAExUV1dXf78EAGCQmK6/XwAAwFD397//vZx++unlhhtuKE8//XSZe+65y0orrVS222678r73va9fXtOxxx5bZphhhrLNNtv0y78PAAwuKqAAAPrRmWeeWTbddNPyn//8p+yyyy7lxBNPrMHT9ddfXz7/+c+Xu+++u19e1xFHHFHGjh3bL/82ADD4qIACAOgnN910UznggAPKl7/85bLnnnt2377CCiuUNddcs2ywwQZljz32KOedd16/vk4AgLdLBRQAQD85+eSTy6yzzlq+853vvOG+d73rXeX73/9+WWONNcqYMWPK66+/Xqul1l9//bLEEkuUVVddtRxyyCHl5Zdf7v6ZzTffvH70dN1115VFFlmkfo6EWSNHjiy33XZb2WSTTcriiy9eVltttfpaGnl8HH300fXre++9t34+55xzxnvuRx99tHz4wx8uF154Ya//bQCAwUUABQDQTw2+//rXv9ZeT8OHD5/oY9Zdd92yww47lJlnnrnsvffe5cc//nGtjDruuONq1dQZZ5xRvvGNb0xxs/Bx48aVb3/72/X5TzjhhLL00kuXgw46qFx11VX1/iZoyhTAfP3BD36wfPSjHy0XXHDBeM9z/vnn19e21lprTfXfAQAYGgRQAAD94JlnnqnVS+9973vf8rH33Xdf+b//+7+y0047lW9961vl4x//eNl2223LfvvtV0Osv/zlL1P0byewSnC15ZZb1gAswdaMM85Yrrzyynr/kksuWT+PGDGi++uNN9643HzzzeWhhx4aL4Bab731ykwzzTSFvz0AMNQIoAAA+sG0005bP2dq3VtJQ/JI2NNTvs/zNNPrpsRSSy3V/XVWu8uUv0z1m5QmaGqqoBJGjR49umy44YZT/G8DAEOPAAoAoB/MPvvs5R3veEd55JFHJvmYBELPPfdc/Yi55pprvPunm266Msccc5T//ve/U/zvT1i1NM0007zpVL5ZZpmlrL322t39nlL9tOCCC44XZAEATIoACgCgn3ziE5+o1Us9G4n3dO6555YVV1yx+/snn3xyvPtfffXVOpUvIVRjwoqqN6tqmlKZhvevf/2r3H777eWSSy4pG220Ua89NwAwuAmgAAD6ydZbb12effbZcvjhh7/hvoRNp5xySll44YXLpz71qXrbxRdfPN5j8n0Cp2WWWaa7Sumxxx4b7zE33XTTVL22VERNaLnllisLLLBAOfjgg2vV1ec+97mpem4AYOiZrr9fAADAUJUG32kqngDq/vvvLxtssEGtZrr33nvLySefXCujct9CCy1Uey0deeSRZezYsTUIGjVqVDn66KPLCiusUFZeeeX6fKuttlq54ooralPx1Vdfvdx44411qtzUmG222WqfpxtuuKEsu+yyZdiwYd1VUD/96U/LKqusUuaZZ55e/XsAAIOXCigAgH709a9/vZxwwgn16x/96Edlu+22K2eccUZZddVVa3iU8CkOOOCAssMOO5SLLrqoPubMM88sW2yxRTnxxBO7q5USDmV1vN/+9rf1MbfccksNrabG1772tXLHHXfU53v00Ue7b//kJz9ZP5t+BwBMiWFdb9ZtEgAAekhYduqpp5Yrr7yyrp4HADA5TMEDAOAt/eY3vyn33HNPOeuss8o3vvEN4RMAMEUEUAAAvKW77767nH322bUhepqnAwBMCVPwAAAAAGiVJuQAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAtEoABQAAAECrBFAAAAAAlDb9/wAZ+wf9+vfi4wAAAABJRU5ErkJggg==",
1977 |       "text/plain": [
1978 |        "<Figure size 1200x600 with 1 Axes>"
1979 |       ]
1980 |      },
1981 |      "metadata": {},
1982 |      "output_type": "display_data"
1983 |     },
1984 |     {
1985 |      "name": "stdout",
1986 |      "output_type": "stream",
1987 |      "text": [
1988 |       "EV Count by City:\n"
1989 |      ]
1990 |     },
1991 |     {
1992 |      "data": {
1993 |       "text/plain": [
1994 |        "city\n",
1995 |        "Seattle      37410\n",
1996 |        "Bellevue     11509\n",
1997 |        "Vancouver     8510\n",
1998 |        "Redmond       8211\n",
1999 |        "Bothell       7739\n",
2000 |        "Renton        6707\n",
2001 |        "Kirkland      6697\n",
2002 |        "Sammamish     6642\n",
2003 |        "Olympia       5638\n",
2004 |        "Tacoma        5155\n",
2005 |        "Name: count, dtype: int64"
2006 |       ]
2007 |      },
2008 |      "metadata": {},
2009 |      "output_type": "display_data"
2010 |     },
2011 |     {
2012 |      "data": {
2013 |       "image/png": 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",
2014 |       "text/plain": [
2015 |        "<Figure size 1200x600 with 1 Axes>"
2016 |       ]
2017 |      },
2018 |      "metadata": {},
2019 |      "output_type": "display_data"
2020 |     },
2021 |     {
2022 |      "data": {
2023 |       "image/png": 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2024 |       "text/plain": [
2025 |        "<Figure size 1200x600 with 1 Axes>"
2026 |       ]
2027 |      },
2028 |      "metadata": {},
2029 |      "output_type": "display_data"
2030 |     }
2031 |    ],
2032 |    "source": [
2033 |     "# 1. EV distribution by County\n",
2034 |     "print(\"EV Count by County:\")\n",
2035 |     "county_distribution = df['county'].value_counts().head(10)\n",
2036 |     "display(county_distribution)\n",
2037 |     "\n",
2038 |     "# Bar plot\n",
2039 |     "county_distribution.plot(kind='bar')\n",
2040 |     "plt.title(\"Top 10 Counties by EV Count\")\n",
2041 |     "plt.xlabel(\"County\")\n",
2042 |     "plt.ylabel(\"Number of EVs\")\n",
2043 |     "plt.xticks(rotation=45)\n",
2044 |     "plt.tight_layout()\n",
2045 |     "plt.show()\n",
2046 |     "\n",
2047 |     "# 2. EV distribution by City\n",
2048 |     "print(\"EV Count by City:\")\n",
2049 |     "city_distribution = df['city'].value_counts().head(10)\n",
2050 |     "display(city_distribution)\n",
2051 |     "\n",
2052 |     "# Bar plot\n",
2053 |     "city_distribution.plot(kind='bar', color='teal')\n",
2054 |     "plt.title(\"Top 10 Cities by EV Count\")\n",
2055 |     "plt.xlabel(\"City\")\n",
2056 |     "plt.ylabel(\"Number of EVs\")\n",
2057 |     "plt.xticks(rotation=45)\n",
2058 |     "plt.tight_layout()\n",
2059 |     "plt.show()\n",
2060 |     "\n",
2061 |     "# 3. Optional: EV Type by County (Stacked)\n",
2062 |     "ev_type_by_county = df.groupby(['county', 'electric_vehicle_type']).size().unstack().fillna(0)\n",
2063 |     "top_counties = county_distribution.index\n",
2064 |     "ev_type_by_county = ev_type_by_county.loc[top_counties]\n",
2065 |     "\n",
2066 |     "# Plot stacked bar chart\n",
2067 |     "ev_type_by_county.plot(kind='bar', stacked=True)\n",
2068 |     "plt.title(\"EV Type Distribution in Top Counties\")\n",
2069 |     "plt.xlabel(\"County\")\n",
2070 |     "plt.ylabel(\"Number of EVs\")\n",
2071 |     "plt.xticks(rotation=45)\n",
2072 |     "plt.legend(title='EV Type')\n",
2073 |     "plt.tight_layout()\n",
2074 |     "plt.show()\n"
2075 |    ]
2076 |   },
2077 |   {
2078 |    "cell_type": "markdown",
2079 |    "id": "4ae9b569",
2080 |    "metadata": {},
2081 |    "source": [
2082 |     "5) Ev Infrastructure Correlation"
2083 |    ]
2084 |   },
2085 |   {
2086 |    "cell_type": "code",
2087 |    "execution_count": 12,
2088 |    "id": "c4a25e98",
2089 |    "metadata": {},
2090 |    "outputs": [
2091 |     {
2092 |      "data": {
2093 |       "image/png": 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",
2094 |       "text/plain": [
2095 |        "<Figure size 1000x600 with 2 Axes>"
2096 |       ]
2097 |      },
2098 |      "metadata": {},
2099 |      "output_type": "display_data"
2100 |     }
2101 |    ],
2102 |    "source": [
2103 |     "\n",
2104 |     "# Optional: Clean column names\n",
2105 |     "df.columns = df.columns.str.strip().str.lower().str.replace(' ', '_')\n",
2106 |     "\n",
2107 |     "# Select numeric columns only\n",
2108 |     "numeric_df = df.select_dtypes(include='number')\n",
2109 |     "\n",
2110 |     "# Compute correlation matrix\n",
2111 |     "correlation_matrix = numeric_df.corr()\n",
2112 |     "\n",
2113 |     "# Plot heatmap\n",
2114 |     "plt.figure(figsize=(10, 6))\n",
2115 |     "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=0.5)\n",
2116 |     "plt.title('Correlation Heatmap of Numerical Features')\n",
2117 |     "plt.tight_layout()\n",
2118 |     "plt.show()\n"
2119 |    ]
2120 |   },
2121 |   {
2122 |    "cell_type": "markdown",
2123 |    "id": "69fb4fa2",
2124 |    "metadata": {},
2125 |    "source": [
2126 |     "0) Scatter Plot: model_year vs. electric_range"
2127 |    ]
2128 |   },
2129 |   {
2130 |    "cell_type": "code",
2131 |    "execution_count": 13,
2132 |    "id": "a5afbbe1",
2133 |    "metadata": {},
2134 |    "outputs": [
2135 |     {
2136 |      "data": {
2137 |       "image/png": 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",
2138 |       "text/plain": [
2139 |        "<Figure size 1000x500 with 1 Axes>"
2140 |       ]
2141 |      },
2142 |      "metadata": {},
2143 |      "output_type": "display_data"
2144 |     }
2145 |    ],
2146 |    "source": [
2147 |     "import seaborn as sns\n",
2148 |     "import matplotlib.pyplot as plt\n",
2149 |     "\n",
2150 |     "# Scatter plot\n",
2151 |     "plt.figure(figsize=(10, 5))\n",
2152 |     "sns.scatterplot(data=df, x='model_year', y='electric_range', hue='electric_vehicle_type')\n",
2153 |     "plt.title('Electric Range by Model Year')\n",
2154 |     "plt.xlabel('Model Year')\n",
2155 |     "plt.ylabel('Electric Range (miles)')\n",
2156 |     "plt.legend(title='EV Type')\n",
2157 |     "plt.grid(True)\n",
2158 |     "plt.tight_layout()\n",
2159 |     "plt.show()\n",
2160 |     "\n"
2161 |    ]
2162 |   },
2163 |   {
2164 |    "cell_type": "markdown",
2165 |    "id": "092a96af",
2166 |    "metadata": {},
2167 |    "source": [
2168 |     "Creativity and Innovation:"
2169 |    ]
2170 |   },
2171 |   {
2172 |    "cell_type": "markdown",
2173 |    "id": "dfa5c7fe",
2174 |    "metadata": {},
2175 |    "source": [
2176 |     "1) Word Cloud of Popular EV Makes"
2177 |    ]
2178 |   },
2179 |   {
2180 |    "cell_type": "code",
2181 |    "execution_count": 15,
2182 |    "id": "d999ed69",
2183 |    "metadata": {},
2184 |    "outputs": [
2185 |     {
2186 |      "data": {
2187 |       "image/png": 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",
2188 |       "text/plain": [
2189 |        "<Figure size 1000x500 with 1 Axes>"
2190 |       ]
2191 |      },
2192 |      "metadata": {},
2193 |      "output_type": "display_data"
2194 |     }
2195 |    ],
2196 |    "source": [
2197 |     "from wordcloud import WordCloud\n",
2198 |     "import matplotlib.pyplot as plt\n",
2199 |     "\n",
2200 |     "# Combine all EV makes into one big string\n",
2201 |     "text = ' '.join(df['make'].dropna().astype(str))\n",
2202 |     "\n",
2203 |     "# Create and display the word cloud\n",
2204 |     "wordcloud = WordCloud(width=800, height=400, background_color='white', colormap='viridis').generate(text)\n",
2205 |     "\n",
2206 |     "plt.figure(figsize=(10, 5))\n",
2207 |     "plt.imshow(wordcloud, interpolation='bilinear')\n",
2208 |     "plt.axis('off')\n",
2209 |     "plt.title(\"Popular EV Makes (Word Cloud)\")\n",
2210 |     "plt.show()\n"
2211 |    ]
2212 |   },
2213 |   {
2214 |    "cell_type": "markdown",
2215 |    "id": "89612753",
2216 |    "metadata": {},
2217 |    "source": [
2218 |     "2) Radar Plot Comparing Top EV Makes by Model Diversity"
2219 |    ]
2220 |   },
2221 |   {
2222 |    "cell_type": "code",
2223 |    "execution_count": 16,
2224 |    "id": "f0e00c34",
2225 |    "metadata": {},
2226 |    "outputs": [
2227 |     {
2228 |      "data": {
2229 |       "image/png": 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",
2230 |       "text/plain": [
2231 |        "<Figure size 600x600 with 1 Axes>"
2232 |       ]
2233 |      },
2234 |      "metadata": {},
2235 |      "output_type": "display_data"
2236 |     }
2237 |    ],
2238 |    "source": [
2239 |     "import numpy as np\n",
2240 |     "\n",
2241 |     "top_makes = df['make'].value_counts().head(5).index\n",
2242 |     "make_model_counts = df[df['make'].isin(top_makes)].groupby(['make', 'model']).size().unstack().fillna(0)\n",
2243 |     "\n",
2244 |     "# Normalize model diversity\n",
2245 |     "model_diversity = (make_model_counts > 0).sum(axis=1)\n",
2246 |     "\n",
2247 |     "labels = list(top_makes)\n",
2248 |     "values = model_diversity.values\n",
2249 |     "\n",
2250 |     "# Radar setup\n",
2251 |     "angles = np.linspace(0, 2 * np.pi, len(labels), endpoint=False).tolist()\n",
2252 |     "values = list(values)\n",
2253 |     "values += values[:1]\n",
2254 |     "angles += angles[:1]\n",
2255 |     "\n",
2256 |     "fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
2257 |     "ax.plot(angles, values, 'o-', linewidth=2)\n",
2258 |     "ax.fill(angles, values, alpha=0.25)\n",
2259 |     "ax.set_thetagrids(np.degrees(angles[:-1]), labels)\n",
2260 |     "plt.title(\"EV Model Diversity (Top Makes)\")\n",
2261 |     "plt.tight_layout()\n",
2262 |     "plt.show()\n"
2263 |    ]
2264 |   },
2265 |   {
2266 |    "cell_type": "code",
2267 |    "execution_count": null,
2268 |    "id": "b36c4146-a8f1-4759-8072-de0432899278",
2269 |    "metadata": {},
2270 |    "outputs": [],
2271 |    "source": []
2272 |   }
2273 |  ],
2274 |  "metadata": {
2275 |   "kernelspec": {
2276 |    "display_name": "Python 3 (ipykernel)",
2277 |    "language": "python",
2278 |    "name": "python3"
2279 |   },
2280 |   "language_info": {
2281 |    "codemirror_mode": {
2282 |     "name": "ipython",
2283 |     "version": 3
2284 |    },
2285 |    "file_extension": ".py",
2286 |    "mimetype": "text/x-python",
2287 |    "name": "python",
2288 |    "nbconvert_exporter": "python",
2289 |    "pygments_lexer": "ipython3",
2290 |    "version": "3.12.0"
2291 |   }
2292 |  },
2293 |  "nbformat": 4,
2294 |  "nbformat_minor": 5
2295 | }
2296 | 


--------------------------------------------------------------------------------