diff --git a/Algorithms and Deep Learning Models/Hotel Demand EDA and Forecasting using ARIMA Model/Hotel Demand Forecasting.ipynb b/Algorithms and Deep Learning Models/Hotel Demand EDA and Forecasting using ARIMA Model/Hotel Demand Forecasting.ipynb new file mode 100644 index 000000000..13dbf7c46 --- /dev/null +++ b/Algorithms and Deep Learning Models/Hotel Demand EDA and Forecasting using ARIMA Model/Hotel Demand Forecasting.ipynb @@ -0,0 +1,9746 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "xKzKjG2MrQHa" + }, + "source": [ + "# **Analyzing and Forecasting Hotel Booking Demand**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xgpfsj4lpIev" + }, + "source": [ + "Dataset can be downloaded from: \n", + "https://drive.google.com/file/d/1YuS45dO_iTowCq0buTKcMHSpzDlKt1MS/view?usp=sharing" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "e7g8RvhU_yor" + }, + "source": [ + "# **Load Packages**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aVdoGtcW_z40", + "outputId": "28548dd9-e634-4b8b-db79-f9e601c1e632" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7kJ9xG2cdJep", + "outputId": "0006a143-cfa9-462f-9f8e-7e76cb2d1852" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting pmdarima\n", + " Downloading pmdarima-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl.metadata (7.8 kB)\n", + "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (1.4.2)\n", + "Requirement already satisfied: Cython!=0.29.18,!=0.29.31,>=0.29 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (3.0.11)\n", + "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (1.26.4)\n", + "Requirement already satisfied: pandas>=0.19 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (2.1.4)\n", + "Requirement already satisfied: scikit-learn>=0.22 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (1.5.2)\n", + "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (1.13.1)\n", + "Requirement already satisfied: statsmodels>=0.13.2 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (0.14.3)\n", + "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (2.2.3)\n", + "Requirement already satisfied: setuptools!=50.0.0,>=38.6.0 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (71.0.4)\n", + "Requirement already satisfied: packaging>=17.1 in /usr/local/lib/python3.10/dist-packages (from pmdarima) (24.1)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.19->pmdarima) (2.8.2)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.19->pmdarima) (2024.2)\n", + "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=0.19->pmdarima) (2024.1)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.22->pmdarima) (3.5.0)\n", + "Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.10/dist-packages (from statsmodels>=0.13.2->pmdarima) (0.5.6)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from patsy>=0.5.6->statsmodels>=0.13.2->pmdarima) (1.16.0)\n", + "Downloading pmdarima-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl (2.1 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m26.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: pmdarima\n", + "Successfully installed pmdarima-2.0.4\n" + ] + } + ], + "source": [ + "!pip install pmdarima" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "M_LBso-XINsb" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import plotly.express as px\n", + "import datetime\n", + "import statsmodels.api as sm\n", + "from plotly.subplots import make_subplots\n", + "\n", + "from pmdarima import auto_arima\n", + "from sklearn.metrics import mean_absolute_percentage_error\n", + "from scipy.stats import mode, norm, skew\n", + "import statsmodels.api as sm\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import mean_absolute_error\n", + "\n", + "colors = ['#302a75','#329C9D','#5EB7C4', '#A7D3E0']\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "P_MoDus5ITNS" + }, + "outputs": [], + "source": [ + "df = pd.read_csv('.../hotel_bookings.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sCwjax0__0Xg" + }, + "source": [ + "# **Data Description**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "cDVQD-1hIXh5", + "outputId": "c34ffdb6-d74c-4af2-dceb-0fbcb2a8760c" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df" + }, 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previous_bookings_not_canceled119390.00.1370971.4974370.000.000.0000.072.0
booking_changes119390.00.2211240.6523060.000.000.0000.021.0
agent103050.086.693382110.7745481.009.0014.000229.0535.0
company6797.0189.266735131.6550156.0062.00179.000270.0543.0
days_in_waiting_list119390.02.32114917.5947210.000.000.0000.0391.0
adr119390.0101.83112250.535790-6.3869.2994.575126.05400.0
required_car_parking_spaces119390.00.0625180.2452910.000.000.0000.08.0
total_of_special_requests119390.00.5713630.7927980.000.000.0001.05.0
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119390.0 2.321149 17.594721 0.00 \n", + "adr 119390.0 101.831122 50.535790 -6.38 \n", + "required_car_parking_spaces 119390.0 0.062518 0.245291 0.00 \n", + "total_of_special_requests 119390.0 0.571363 0.792798 0.00 \n", + "\n", + " 25% 50% 75% max \n", + "is_canceled 0.00 0.000 1.0 1.0 \n", + "lead_time 18.00 69.000 160.0 737.0 \n", + "arrival_date_year 2016.00 2016.000 2017.0 2017.0 \n", + "arrival_date_week_number 16.00 28.000 38.0 53.0 \n", + "arrival_date_day_of_month 8.00 16.000 23.0 31.0 \n", + "stays_in_weekend_nights 0.00 1.000 2.0 19.0 \n", + "stays_in_week_nights 1.00 2.000 3.0 50.0 \n", + "adults 2.00 2.000 2.0 55.0 \n", + "children 0.00 0.000 0.0 10.0 \n", + "babies 0.00 0.000 0.0 10.0 \n", + "is_repeated_guest 0.00 0.000 0.0 1.0 \n", + "previous_cancellations 0.00 0.000 0.0 26.0 \n", + "previous_bookings_not_canceled 0.00 0.000 0.0 72.0 \n", + "booking_changes 0.00 0.000 0.0 21.0 \n", + "agent 9.00 14.000 229.0 535.0 \n", + "company 62.00 179.000 270.0 543.0 \n", + 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\"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n 12,\n \"13877\",\n \"119390\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"meal\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n 5,\n \"92310\",\n \"119390\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"country\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n 177,\n \"48590\",\n \"118902\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"market_segment\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n 8,\n \"56477\",\n \"119390\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"distribution_channel\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n 5,\n \"97870\",\n \"119390\"\n ],\n 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hotelarrival_date_monthmealcountrymarket_segmentdistribution_channelreserved_room_typeassigned_room_typedeposit_typecustomer_typereservation_statusreservation_status_date
count119390119390119390118902119390119390119390119390119390119390119390119390
unique2125177851012343926
topCity HotelAugustBBPRTOnline TATA/TOAANo DepositTransientCheck-Out2015-10-21
freq793301387792310485905647797870859947405310464189613751661461
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"outputId": "0c10083a-c167-4c02-c305-7682721b4e8f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 119390 entries, 0 to 119389\n", + "Data columns (total 32 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 hotel 119390 non-null object \n", + " 1 is_canceled 119390 non-null int64 \n", + " 2 lead_time 119390 non-null int64 \n", + " 3 arrival_date_year 119390 non-null int64 \n", + " 4 arrival_date_month 119390 non-null object \n", + " 5 arrival_date_week_number 119390 non-null int64 \n", + " 6 arrival_date_day_of_month 119390 non-null int64 \n", + " 7 stays_in_weekend_nights 119390 non-null int64 \n", + " 8 stays_in_week_nights 119390 non-null int64 \n", + " 9 adults 119390 non-null int64 \n", + " 10 children 119386 non-null float64\n", + " 11 babies 119390 non-null int64 \n", + " 12 meal 119390 non-null object \n", + " 13 country 118902 non-null object \n", + " 14 market_segment 119390 non-null object \n", + " 15 distribution_channel 119390 non-null object \n", + " 16 is_repeated_guest 119390 non-null int64 \n", + " 17 previous_cancellations 119390 non-null int64 \n", + " 18 previous_bookings_not_canceled 119390 non-null int64 \n", + " 19 reserved_room_type 119390 non-null object \n", + " 20 assigned_room_type 119390 non-null object \n", + " 21 booking_changes 119390 non-null int64 \n", + " 22 deposit_type 119390 non-null object \n", + " 23 agent 103050 non-null float64\n", + " 24 company 6797 non-null float64\n", + " 25 days_in_waiting_list 119390 non-null int64 \n", + " 26 customer_type 119390 non-null object \n", + " 27 adr 119390 non-null float64\n", + " 28 required_car_parking_spaces 119390 non-null int64 \n", + " 29 total_of_special_requests 119390 non-null int64 \n", + " 30 reservation_status 119390 non-null object \n", + " 31 reservation_status_date 119390 non-null object \n", + "dtypes: float64(4), int64(16), object(12)\n", + "memory usage: 29.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "T-cA2DCZIbag" + }, + "outputs": [], + "source": [ + "df['reservation_status_date']= pd.to_datetime(df['reservation_status_date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bc8vsqkWIbdS", + "outputId": "2be15e68-5f76-44b1-ce21-271d3fba75ca" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hotel\n", + "--------------------------------------------------\n", + "is_canceled\n", + "--------------------------------------------------\n", + "lead_time\n", + "--------------------------------------------------\n", + "arrival_date_year\n", + "--------------------------------------------------\n", + "arrival_date_month\n", + "--------------------------------------------------\n", + "arrival_date_week_number\n", + "--------------------------------------------------\n", + "arrival_date_day_of_month\n", + "--------------------------------------------------\n", + "stays_in_weekend_nights\n", + "--------------------------------------------------\n", + "stays_in_week_nights\n", + "--------------------------------------------------\n", + "adults\n", + "--------------------------------------------------\n", + "children\n", + "--------------------------------------------------\n", + "babies\n", + "--------------------------------------------------\n", + "meal\n", + "--------------------------------------------------\n", + "country\n", + "--------------------------------------------------\n", + "market_segment\n", + "--------------------------------------------------\n", + "distribution_channel\n", + "--------------------------------------------------\n", + "is_repeated_guest\n", + "--------------------------------------------------\n", + "previous_cancellations\n", + "--------------------------------------------------\n", + "previous_bookings_not_canceled\n", + "--------------------------------------------------\n", + "reserved_room_type\n", + "--------------------------------------------------\n", + "assigned_room_type\n", + "--------------------------------------------------\n", + "booking_changes\n", + "--------------------------------------------------\n", + "deposit_type\n", + "--------------------------------------------------\n", + "agent\n", + "--------------------------------------------------\n", + "company\n", + "--------------------------------------------------\n", + "days_in_waiting_list\n", + "--------------------------------------------------\n", + "customer_type\n", + "--------------------------------------------------\n", + "adr\n", + "--------------------------------------------------\n", + "required_car_parking_spaces\n", + "--------------------------------------------------\n", + "total_of_special_requests\n", + "--------------------------------------------------\n", + "reservation_status\n", + "--------------------------------------------------\n", + "reservation_status_date\n", + "--------------------------------------------------\n" + ] + } + ], + "source": [ + "for col in df.columns:\n", + " print(col)\n", + " print('-'*50)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i_GfCSW1IodV", + "outputId": "919fc370-7eb2-4442-e295-cc1b561172cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "is_canceled\n", + "[0 1]\n", + "----------------------------------------------------------------------------------------------------\n", + "lead_time\n", + "[342 737 7 13 14 0 9 85 75 23 35 68 18 37 12 72 127 78\n", + " 48 60 77 99 118 95 96 69 45 40 15 36 43 70 16 107 47 113\n", + " 90 50 93 76 3 1 10 5 17 51 71 63 62 101 2 81 368 364\n", + " 324 79 21 109 102 4 98 92 26 73 115 86 52 29 30 33 32 8\n", + " 100 44 80 97 64 39 34 27 82 94 110 111 84 66 104 28 258 112\n", + " 65 67 55 88 54 292 83 105 280 394 24 103 366 249 22 91 11 108\n", + " 106 31 87 41 304 117 59 53 58 116 42 321 38 56 49 317 6 57\n", + " 19 25 315 123 46 89 61 312 299 130 74 298 119 20 286 136 129 124\n", + " 327 131 460 140 114 139 122 137 126 120 128 135 150 143 151 132 125 157\n", + " 147 138 156 164 346 159 160 161 333 381 149 154 297 163 314 155 323 340\n", + " 356 142 328 144 336 248 302 175 344 382 146 170 166 338 167 310 148 165\n", + " 172 171 145 121 178 305 173 152 354 347 158 185 349 183 352 177 200 192\n", + " 361 207 174 330 134 350 334 283 153 197 133 241 193 235 194 261 260 216\n", + " 169 209 238 215 141 189 187 223 284 214 202 211 168 230 203 188 232 709\n", + " 219 162 196 190 259 228 176 250 201 186 199 180 206 205 224 222 182 210\n", + " 275 212 229 218 208 191 181 179 246 255 226 288 253 252 262 236 256 234\n", + " 254 468 213 237 198 195 239 263 265 274 217 220 307 221 233 257 227 276\n", + " 225 264 311 277 204 290 266 270 294 319 282 251 322 291 269 240 271 184\n", + " 231 268 247 273 300 301 267 244 306 293 309 272 242 295 285 243 308 398\n", + " 303 245 424 279 331 281 339 434 357 325 329 278 332 343 345 360 348 367\n", + " 353 373 374 406 400 326 379 399 316 341 320 385 355 363 358 296 422 390\n", + " 335 370 376 375 397 289 542 403 383 384 359 393 337 362 365 435 386 378\n", + " 313 351 287 471 462 411 450 318 372 371 454 532 445 389 388 407 443 437\n", + " 451 391 405 412 419 420 426 433 440 429 418 447 461 605 457 475 464 482\n", + " 626 489 496 503 510 517 524 531 538 545 552 559 566 573 580 587 594 601\n", + " 608 615 622 629 396 410 395 423 408 409 448 465 387 414 476 479 467 490\n", + " 493 478 504 507 458 518 521 377 444 380 463]\n", + "----------------------------------------------------------------------------------------------------\n", + "arrival_date_year\n", + "[2015 2016 2017]\n", + "----------------------------------------------------------------------------------------------------\n", + "arrival_date_week_number\n", + "[27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50\n", + " 51 52 53 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21\n", + " 22 23 24 25 26]\n", + "----------------------------------------------------------------------------------------------------\n", + "arrival_date_day_of_month\n", + "[ 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n", + " 25 26 27 28 29 30 31]\n", + "----------------------------------------------------------------------------------------------------\n", + "stays_in_weekend_nights\n", + "[ 0 1 2 4 3 6 13 8 5 7 12 9 16 18 19 10 14]\n", + "----------------------------------------------------------------------------------------------------\n", + "stays_in_week_nights\n", + "[ 0 1 2 3 4 5 10 11 8 6 7 15 9 12 33 20 14 16 21 13 30 19 24 40\n", + " 22 42 50 25 17 32 26 18 34 35 41]\n", + "----------------------------------------------------------------------------------------------------\n", + "adults\n", + "[ 2 1 3 4 40 26 50 27 55 0 20 6 5 10]\n", + "----------------------------------------------------------------------------------------------------\n", + "children\n", + "[ 0. 1. 2. 10. 3. nan]\n", + "----------------------------------------------------------------------------------------------------\n", + "babies\n", + "[ 0 1 2 10 9]\n", + "----------------------------------------------------------------------------------------------------\n", + "is_repeated_guest\n", + "[0 1]\n", + "----------------------------------------------------------------------------------------------------\n", + "previous_cancellations\n", + "[ 0 1 2 3 26 25 14 4 24 19 5 21 6 13 11]\n", + "----------------------------------------------------------------------------------------------------\n", + "previous_bookings_not_canceled\n", + "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 20 21 22 23 24\n", + " 25 27 28 29 30 19 26 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47\n", + " 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n", + " 72]\n", + "----------------------------------------------------------------------------------------------------\n", + "booking_changes\n", + "[ 3 4 0 1 2 5 17 6 8 7 10 16 9 13 12 20 14 15 11 21 18]\n", + "----------------------------------------------------------------------------------------------------\n", + "agent\n", + "[ nan 304. 240. 303. 15. 241. 8. 250. 115. 5. 175. 134. 156. 243.\n", + " 242. 3. 105. 40. 147. 306. 184. 96. 2. 127. 95. 146. 9. 177.\n", + " 6. 143. 244. 149. 167. 300. 171. 305. 67. 196. 152. 142. 261. 104.\n", + " 36. 26. 29. 258. 110. 71. 181. 88. 251. 275. 69. 248. 208. 256.\n", + " 314. 126. 281. 273. 253. 185. 330. 334. 328. 326. 321. 324. 313. 38.\n", + " 155. 68. 335. 308. 332. 94. 348. 310. 339. 375. 66. 327. 387. 298.\n", + " 91. 245. 385. 257. 393. 168. 405. 249. 315. 75. 128. 307. 11. 436.\n", + " 1. 201. 183. 223. 368. 336. 291. 464. 411. 481. 10. 154. 468. 410.\n", + " 390. 440. 495. 492. 493. 434. 57. 531. 420. 483. 526. 472. 429. 16.\n", + " 446. 34. 78. 139. 252. 270. 47. 114. 301. 193. 182. 135. 350. 195.\n", + " 352. 355. 159. 363. 384. 360. 331. 367. 64. 406. 163. 414. 333. 427.\n", + " 431. 430. 426. 438. 433. 418. 441. 282. 432. 72. 450. 180. 454. 455.\n", + " 59. 451. 254. 358. 469. 165. 467. 510. 337. 476. 502. 527. 479. 508.\n", + " 535. 302. 497. 187. 13. 7. 27. 14. 22. 17. 28. 42. 20. 19.\n", + " 45. 37. 61. 39. 21. 24. 41. 50. 30. 54. 52. 12. 44. 31.\n", + " 83. 32. 63. 60. 55. 56. 89. 87. 118. 86. 85. 210. 214. 129.\n", + " 179. 138. 174. 170. 153. 93. 151. 119. 35. 173. 58. 53. 133. 79.\n", + " 235. 192. 191. 236. 162. 215. 157. 287. 132. 234. 98. 77. 103. 107.\n", + " 262. 220. 121. 205. 378. 23. 296. 290. 229. 33. 286. 276. 425. 484.\n", + " 323. 403. 219. 394. 509. 111. 423. 4. 70. 82. 81. 74. 92. 99.\n", + " 90. 112. 117. 106. 148. 158. 144. 211. 213. 216. 232. 150. 267. 227.\n", + " 247. 278. 280. 285. 289. 269. 295. 265. 288. 122. 294. 325. 341. 344.\n", + " 346. 359. 283. 364. 370. 371. 25. 141. 391. 397. 416. 404. 299. 197.\n", + " 73. 354. 444. 408. 461. 388. 453. 459. 474. 475. 480. 449.]\n", + "----------------------------------------------------------------------------------------------------\n", + "company\n", + "[ nan 110. 113. 270. 178. 240. 154. 144. 307. 268. 59. 204. 312. 318.\n", + " 94. 174. 274. 195. 223. 317. 281. 118. 53. 286. 12. 47. 324. 342.\n", + " 373. 371. 383. 86. 82. 218. 88. 31. 397. 392. 405. 331. 367. 20.\n", + " 83. 416. 51. 395. 102. 34. 84. 360. 394. 457. 382. 461. 478. 386.\n", + " 112. 486. 421. 9. 308. 135. 224. 504. 269. 356. 498. 390. 513. 203.\n", + " 263. 477. 521. 169. 515. 445. 337. 251. 428. 292. 388. 130. 250. 355.\n", + " 254. 543. 531. 528. 62. 120. 42. 81. 116. 530. 103. 39. 16. 92.\n", + " 61. 501. 165. 291. 290. 43. 325. 192. 108. 200. 465. 287. 297. 490.\n", + " 482. 207. 282. 437. 225. 329. 272. 28. 77. 338. 72. 246. 319. 146.\n", + " 159. 380. 323. 511. 407. 278. 80. 403. 399. 14. 137. 343. 346. 347.\n", + " 349. 289. 351. 353. 54. 99. 358. 361. 362. 366. 372. 365. 277. 109.\n", + " 377. 379. 22. 378. 330. 364. 401. 232. 255. 384. 167. 212. 514. 391.\n", + " 400. 376. 402. 396. 302. 398. 6. 370. 369. 409. 168. 104. 408. 413.\n", + " 148. 10. 333. 419. 415. 424. 425. 423. 422. 435. 439. 442. 448. 443.\n", + " 454. 444. 52. 459. 458. 456. 460. 447. 470. 466. 484. 184. 485. 32.\n", + " 487. 491. 494. 193. 516. 496. 499. 29. 78. 520. 507. 506. 512. 126.\n", + " 64. 242. 518. 523. 539. 534. 436. 525. 541. 40. 455. 410. 45. 38.\n", + " 49. 48. 67. 68. 65. 91. 37. 8. 179. 209. 219. 221. 227. 153.\n", + " 186. 253. 202. 216. 275. 233. 280. 309. 321. 93. 316. 85. 107. 350.\n", + " 279. 334. 348. 150. 73. 385. 418. 197. 450. 452. 115. 46. 76. 96.\n", + " 100. 105. 101. 122. 11. 139. 142. 127. 143. 140. 149. 163. 160. 180.\n", + " 238. 183. 222. 185. 217. 215. 213. 237. 230. 234. 35. 245. 158. 258.\n", + " 259. 260. 411. 257. 271. 18. 106. 210. 273. 71. 284. 301. 305. 293.\n", + " 264. 311. 304. 313. 288. 320. 314. 332. 341. 352. 243. 368. 393. 132.\n", + " 220. 412. 420. 426. 417. 429. 433. 446. 357. 479. 483. 489. 229. 481.\n", + " 497. 451. 492.]\n", + "----------------------------------------------------------------------------------------------------\n", + "days_in_waiting_list\n", + "[ 0 50 47 65 122 75 101 150 125 14 60 34 100 22 121 61 39 5\n", + " 1 8 107 43 52 2 11 142 116 13 44 97 83 4 113 18 20 185\n", + " 93 109 6 37 105 154 64 99 38 48 33 77 21 80 59 40 58 89\n", + " 53 49 69 87 91 57 111 79 98 85 63 15 3 41 224 31 56 187\n", + " 176 71 55 96 236 259 207 215 160 120 30 32 27 62 24 108 147 379\n", + " 70 35 178 330 223 174 162 391 68 193 10 76 16 28 9 165 17 25\n", + " 46 7 84 175 183 23 117 12 54 26 73 45 19 42 72 81 92 74\n", + " 167 36]\n", + "----------------------------------------------------------------------------------------------------\n", + "adr\n", + "[ 0. 75. 98. ... 266.75 209.25 157.71]\n", + "----------------------------------------------------------------------------------------------------\n", + "required_car_parking_spaces\n", + "[0 1 2 8 3]\n", + "----------------------------------------------------------------------------------------------------\n", + "total_of_special_requests\n", + "[0 1 3 2 4 5]\n", + "----------------------------------------------------------------------------------------------------\n", + "reservation_status_date\n", + "\n", + "['2015-07-01 00:00:00', '2015-07-02 00:00:00', '2015-07-03 00:00:00',\n", + " '2015-05-06 00:00:00', '2015-04-22 00:00:00', '2015-06-23 00:00:00',\n", + " '2015-07-05 00:00:00', '2015-07-06 00:00:00', '2015-07-07 00:00:00',\n", + " '2015-07-08 00:00:00',\n", + " ...\n", + " '2015-03-13 00:00:00', '2015-05-05 00:00:00', '2015-03-29 00:00:00',\n", + " '2015-06-10 00:00:00', '2015-04-27 00:00:00', '2014-10-17 00:00:00',\n", + " '2015-01-20 00:00:00', '2015-02-17 00:00:00', '2015-03-10 00:00:00',\n", + " '2015-03-23 00:00:00']\n", + "Length: 926, dtype: datetime64[ns]\n", + "----------------------------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for col in df.describe().columns:\n", + " print(col)\n", + " print(df[col].unique())\n", + " print('-'*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lNOde0MGIof4", + "outputId": "157a0661-ff9c-47e9-cfd1-53ffad390d32" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hotel\n", + "['Resort Hotel' 'City Hotel']\n", + "----------------------------------------------------------------------------------------------------\n", + "arrival_date_month\n", + "['July' 'August' 'September' 'October' 'November' 'December' 'January'\n", + " 'February' 'March' 'April' 'May' 'June']\n", + "----------------------------------------------------------------------------------------------------\n", + "meal\n", + "['BB' 'FB' 'HB' 'SC' 'Undefined']\n", + "----------------------------------------------------------------------------------------------------\n", + "country\n", + "['PRT' 'GBR' 'USA' 'ESP' 'IRL' 'FRA' nan 'ROU' 'NOR' 'OMN' 'ARG' 'POL'\n", + " 'DEU' 'BEL' 'CHE' 'CN' 'GRC' 'ITA' 'NLD' 'DNK' 'RUS' 'SWE' 'AUS' 'EST'\n", + " 'CZE' 'BRA' 'FIN' 'MOZ' 'BWA' 'LUX' 'SVN' 'ALB' 'IND' 'CHN' 'MEX' 'MAR'\n", + " 'UKR' 'SMR' 'LVA' 'PRI' 'SRB' 'CHL' 'AUT' 'BLR' 'LTU' 'TUR' 'ZAF' 'AGO'\n", + " 'ISR' 'CYM' 'ZMB' 'CPV' 'ZWE' 'DZA' 'KOR' 'CRI' 'HUN' 'ARE' 'TUN' 'JAM'\n", + " 'HRV' 'HKG' 'IRN' 'GEO' 'AND' 'GIB' 'URY' 'JEY' 'CAF' 'CYP' 'COL' 'GGY'\n", + " 'KWT' 'NGA' 'MDV' 'VEN' 'SVK' 'FJI' 'KAZ' 'PAK' 'IDN' 'LBN' 'PHL' 'SEN'\n", + " 'SYC' 'AZE' 'BHR' 'NZL' 'THA' 'DOM' 'MKD' 'MYS' 'ARM' 'JPN' 'LKA' 'CUB'\n", + " 'CMR' 'BIH' 'MUS' 'COM' 'SUR' 'UGA' 'BGR' 'CIV' 'JOR' 'SYR' 'SGP' 'BDI'\n", + " 'SAU' 'VNM' 'PLW' 'QAT' 'EGY' 'PER' 'MLT' 'MWI' 'ECU' 'MDG' 'ISL' 'UZB'\n", + " 'NPL' 'BHS' 'MAC' 'TGO' 'TWN' 'DJI' 'STP' 'KNA' 'ETH' 'IRQ' 'HND' 'RWA'\n", + " 'KHM' 'MCO' 'BGD' 'IMN' 'TJK' 'NIC' 'BEN' 'VGB' 'TZA' 'GAB' 'GHA' 'TMP'\n", + " 'GLP' 'KEN' 'LIE' 'GNB' 'MNE' 'UMI' 'MYT' 'FRO' 'MMR' 'PAN' 'BFA' 'LBY'\n", + " 'MLI' 'NAM' 'BOL' 'PRY' 'BRB' 'ABW' 'AIA' 'SLV' 'DMA' 'PYF' 'GUY' 'LCA'\n", + " 'ATA' 'GTM' 'ASM' 'MRT' 'NCL' 'KIR' 'SDN' 'ATF' 'SLE' 'LAO']\n", + "----------------------------------------------------------------------------------------------------\n", + "market_segment\n", + "['Direct' 'Corporate' 'Online TA' 'Offline TA/TO' 'Complementary' 'Groups'\n", + " 'Undefined' 'Aviation']\n", + "----------------------------------------------------------------------------------------------------\n", + "distribution_channel\n", + "['Direct' 'Corporate' 'TA/TO' 'Undefined' 'GDS']\n", + "----------------------------------------------------------------------------------------------------\n", + "reserved_room_type\n", + "['C' 'A' 'D' 'E' 'G' 'F' 'H' 'L' 'P' 'B']\n", + "----------------------------------------------------------------------------------------------------\n", + "assigned_room_type\n", + "['C' 'A' 'D' 'E' 'G' 'F' 'I' 'B' 'H' 'P' 'L' 'K']\n", + "----------------------------------------------------------------------------------------------------\n", + "deposit_type\n", + "['No Deposit' 'Refundable' 'Non Refund']\n", + "----------------------------------------------------------------------------------------------------\n", + "customer_type\n", + "['Transient' 'Contract' 'Transient-Party' 'Group']\n", + "----------------------------------------------------------------------------------------------------\n", + "reservation_status\n", + "['Check-Out' 'Canceled' 'No-Show']\n", + "----------------------------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for col in df.describe(include='object').columns:\n", + " print(col)\n", + " print(df[col].unique())\n", + " print('-'*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "mM_ekYV3IoiJ", + "outputId": "289a15cd-9289-48a6-d5ad-034bc0313f69" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "hotel 0\n", + "is_canceled 0\n", + "lead_time 0\n", + "arrival_date_year 0\n", + "arrival_date_month 0\n", + "arrival_date_week_number 0\n", + "arrival_date_day_of_month 0\n", + "stays_in_weekend_nights 0\n", + "stays_in_week_nights 0\n", + "adults 0\n", + "children 4\n", + "babies 0\n", + "meal 0\n", + "country 488\n", + "market_segment 0\n", + "distribution_channel 0\n", + "is_repeated_guest 0\n", + "previous_cancellations 0\n", + "previous_bookings_not_canceled 0\n", + "reserved_room_type 0\n", + "assigned_room_type 0\n", + "booking_changes 0\n", + "deposit_type 0\n", + "agent 16340\n", + "company 112593\n", + "days_in_waiting_list 0\n", + "customer_type 0\n", + "adr 0\n", + "required_car_parking_spaces 0\n", + "total_of_special_requests 0\n", + "reservation_status 0\n", + "reservation_status_date 0\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BH7s34LRIvK7", + "outputId": "d4c99a98-3ae3-4270-d9bc-3b0fefd43285" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "% of null in company: 94.31%\n", + "% of null in agent: 13.69%\n", + "% of null in country: 0.41%\n" + ] + } + ], + "source": [ + "null_cols = ['company', 'agent', 'country']\n", + "for col in null_cols:\n", + " null_percentage = (df[col].isnull().sum() / len(df)) * 100\n", + " print(f\"% of null in {col}: {null_percentage:.2f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "ldqyKGAdIvNi" + }, + "outputs": [], + "source": [ + "df.drop(['company','agent'], axis =1, inplace = True)\n", + "df.dropna(inplace =True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p1VLi4ygIvQA", + "outputId": "0283db38-223b-4c8f-9331-2ba6bf502ea5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum().max()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "U3u8M-sEIvSM", + "outputId": "b016e040-fc48-4de4-ef70-480fb085051e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "31984" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.duplicated().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KZB6-4gaI2EY", + "outputId": "1561def9-bce3-4584-8afb-16ad52b504c9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "% of duplicates: 26.90%\n" + ] + } + ], + "source": [ + "duplicate_percentage = (df.duplicated().sum() / len(df)) * 100\n", + "print(f\"% of duplicates: {duplicate_percentage:.2f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TTPDWvOdWpDM" + }, + "source": [ + "###Individuals who are not canceled are included for comprehensive data insights." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "cRThstWcWlNr" + }, + "outputs": [], + "source": [ + "rhotel = df.loc[(df[\"hotel\"] == \"Resort Hotel\") & (df[\"is_canceled\"] == 0)]\n", + "chotel = df.loc[(df[\"hotel\"] == \"City Hotel\") & (df[\"is_canceled\"] == 0)]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "m9Rktb14A5-b" + }, + "outputs": [], + "source": [ + "resort_df = df[df['hotel'] == 'Resort Hotel']\n", + "city_df = df[df['hotel'] == 'City Hotel']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SV3BSvgnANyo" + }, + "source": [ + "# **Data-Driven Strategy for Optimizing Hotel Room Expansion Plans**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "v-247vrcEQfT" + }, + "source": [ + "### How do room type affect" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "rLUofQ44iKfR", + "outputId": "1b314f55-b568-423b-af3b-827659f3265b" + }, + "outputs": [ + { + "data": { + "image/png": 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uXcKFCxcq9JqOHDkSX3/9NSIjI/HUU0+he/fueOmll9CjRw/NNikpKWjdurVO25CQEM36Ro0aaZZXxmtE9CQMt0QV0KpVq1LHf5VKpQYbNUCtVkMikWDbtm3F3mXu7OxskOPo4/GrXZWtuOde0l334j83dJXX4MGDMXbsWNy8eRMqlQqHDx/GkiVL9NqXWq2Gt7c31q1bV+z6olAikUjw7bff4vDhw/jxxx+xfft2DBs2DJ9++ikOHz5skNdZrVbjmWeewaRJk4pdXxScipT39a2s16Oyj7N//348++yz6NixI5YuXYoaNWrA3t4eK1euxPr16yv9+BWhVqvRuHFjzJ8/v9j1fn5+Wo+Le029vb1x+vRpbN++Hdu2bcO2bduwcuVKDB48GKtXr9arLnM6R1Q1MNwSmYk6depg+/btuHv3bolXb+vUqQMhBAIDA3XCR2m8vLxQrVo1XLx4UWfdn3/+CRsbG51//CqiaMSFixcvar4WLXLx4kXN+se3K64uT09PnStWhvakWaL69++PCRMm4KuvvsLDhw9hb2+Pl19+WWc7tVqNq1evar0uf/31FwBoRpuoU6cOfvnlF7Rr165MYbFNmzZo06YNPvroI6xfvx4DBgzAhg0btLplFOfy5csQQmg9r+Jqyc7ORnh4eKl1GEvRe+Hy5ctaVxX//fffCl3lK88sYN999x1kMhm2b9+udZV85cqVeh3by8sLjo6OuHTpks664t7zJbl165bONxjFvaZnzpxBt27dKjTzmYODA/r06YM+ffpArVZj5MiRWL58OaZOnYqgoCAEBASU+PsK/O91JDIV9rklMhNRUVEQQmDGjBk664qucDz//POwtbXFjBkzdK56CCGe+BW8ra0tunfvjh9++EFr6KX09HSsX78e7du3h6urq2GeDIAWLVrA29sbiYmJWl/tbtu2DRcuXECvXr0APOrz26xZM6xevRqZmZma7c6dO4cdO3agZ8+eBqupJE5OTlrHfpynpyciIyOxdu1arFu3Dj169NDp/lDk8Su6QggsWbIE9vb26NatGwDgpZdeQmFhIT788EOdtgUFBZoa7t27p/P6NmvWDAB0hnQqzq1bt7SGMMvKysKXX36JZs2awcfHR1PLoUOHsH37dp32mZmZKCgoKPU4htatWzfY2dlh2bJlWsv1vVJe5Emv73/Z2tpCIpGgsLBQs+z69et6z2Bna2uLiIgIbN68GampqZrlFy5cKPbcl6SgoEBr+LC8vDwsX74cXl5eCA0NBfDoNf3777+RlJSk0/7hw4fIyckp9Tj//QyxsbFBkyZNAPzvvdezZ08cPXpUMxQe8Gj87s8++wy1atXS6cdLZGy8cktkJrp06YJBgwZh0aJFuHTpEnr06AG1Wo39+/ejS5cuGD16NOrUqYO4uDjExsbi+vXr6NevH1xcXHDt2jVs2rQJI0aMwDvvvFPiMeLi4rBz5060b98eI0eOhJ2dHZYvXw6VSoV58+YZ9PnY29tj7ty5GDp0KDp16oRXXnkF6enpWLhwIWrVqoXx48drtv34448RGRmJsLAwDB8+HA8fPsTixYshl8sxffp0g9ZVnNDQUPzyyy+YP38+fH19ERgYqNWncPDgwXjhhRcAoNhgCgAymQzJycmIjo5G69atsW3bNvz000947733NN0NOnXqhNdffx2zZ8/G6dOn0b17d9jb2+PSpUv45ptvsHDhQrzwwgtYvXo1li5diueeew516tTB/fv3kZSUBFdX1zKF/Xr16mH48OE4duwYFAoFvvjiC6Snp2tdfZw4cSK2bNmC3r17Y8iQIQgNDUVOTg7Onj2Lb7/9FtevXy8xxFcWhUKBsWPH4tNPP8Wzzz6LHj164MyZM9i2bRs8PT31vhoZGhqKZcuWIS4uDkFBQfD29tb5NqFIr169MH/+fPTo0QOvvvoqMjIykJCQgKCgIPz+++96HX/GjBlITk5Ghw4dMHLkSBQUFGDx4sVo2LBhmffp6+uLuXPn4vr166hXrx42btyI06dP47PPPtP0tR80aBC+/vprvPHGG9i9ezfatWuHwsJC/Pnnn/j666+xffv2UrtRvfbaa7h79y66du2KmjVrIiUlBYsXL0azZs00fWonT56Mr776CpGRkXjrrbfg7u6O1atX49q1a/juu+84eQuZnglGaCCyeCWNc/tf0dHRwsnJqcR1/x3ntqCgQHz88cciODhYODg4CC8vLxEZGSlOnDihtd13330n2rdvL5ycnISTk5MIDg4Wo0aNEhcvXiy19pMnT4qIiAjh7OwsqlWrJrp06SIOHjyotY0+Q4F98803xa7fuHGjaN68uZBKpcLd3V0MGDBAM1Ta43755RfRrl074ejoKFxdXUWfPn3E+fPntbYpGgqsaGitIiWd506dOomGDRuW+hz+/PNP0bFjR+Ho6Kgz5JQQj4Zdql69upDL5VrDmv33+FeuXNGMM6pQKMS0adM0wyI97rPPPhOhoaHC0dFRuLi4iMaNG4tJkyaJW7duCSEevUavvPKK8Pf3F1KpVHh7e4vevXuL48ePl/pcAgICRK9evcT27dtFkyZNhFQqFcHBwcW+Pvfv3xexsbEiKChIODg4CE9PT9G2bVvxySefaIaXKs97oQgAMWrUqGJrK244r8fHuS0oKBBTp04VPj4+wtHRUXTt2lVcuHBBeHh4iDfeeEOn7X9/B4vej7t379YsS0tLE7169RIuLi4CQKnDgq1YsULUrVtXc+5Wrlypee/p8zyFEGLv3r0iNDRUODg4iNq1a4vExMRi91mcovfx8ePHRVhYmJDJZCIgIEAsWbJEZ9u8vDwxd+5c0bBhQyGVSkX16tVFaGiomDFjhlAqlaXW/u2334ru3bsLb29v4eDgIPz9/cXrr78ubt++rbXdlStXxAsvvCDc3NyETCYTrVq10hkHuKTPhqL31MqVK0t97kT6kAjBHt1ERE9SUFAAX19f9OnTBytWrNBZP2TIEHz77bfIzs42QXXaatWqhUaNGmHr1q2mLsVgMjMzUb16dcTFxeH99983dTlG17lzZ/zzzz84d+6cqUshsgj87oCIqBSbN2/GnTt3MHjwYFOXYvUePnyosyw+Ph4ASp02l4gIYJ9bIqISHTlyBL///js+/PBDNG/eHJ06dTJ1SVZv48aNWLVqFXr27AlnZ2ccOHAAX331Fbp374527dqZujwisgAMt0REJVi2bBnWrl2LZs2aYdWqVaYup0po0qQJ7OzsMG/ePGRlZWluMouLizN1aURkIUza53bfvn34+OOPceLECdy+fRubNm1Cv379tLa5cOEC3n33XezduxcFBQVo0KABvvvuO82MJ7m5uXj77bexYcMGqFQqREREYOnSpVAoFCZ4RkRERERkSibtc5uTk4OmTZsiISGh2PVXrlxB+/btERwcjD179uD333/H1KlTteapHz9+PH788Ud888032Lt3L27duoXnn3/eWE+BiIiIiMyI2YyWIJFIdK7c9u/fH/b29lizZk2xbZRKJby8vLB+/XrNGJR//vknQkJCcOjQIbRp08YYpRMRERGRmTDbPrdqtRo//fQTJk2ahIiICJw6dQqBgYGIjY3VBOATJ04gPz9fa/rI4OBg+Pv7PzHcqlQqrVl+1Go17t69Cw8PjwpNWUhERERElUMIgfv378PX1/eJk4WYbbjNyMhAdnY25syZg7i4OMydOxfJycl4/vnnsXv3bnTq1AlpaWlwcHCAm5ubVluFQoG0tLQS9z179uxipzglIiIiIvN248YN1KxZs8T1Zhtu1Wo1AKBv376aaTqbNWuGgwcPIjExsUJD8sTGxmLChAmax0qlEv7+/rhx4wZcXV0rVjgRERERGVxWVhb8/Pzg4uLyxO3MNtx6enrCzs4ODRo00FoeEhKCAwcOAAB8fHyQl5eHzMxMrau36enp8PHxKXHfUqkUUqlUZ7mrqyvDLREREZEZK60LqdnOUObg4ICWLVvi4sWLWsv/+usvBAQEAABCQ0Nhb2+PXbt2adZfvHgRqampCAsLM2q9RERERGR6Jr1ym52djcuXL2seX7t2DadPn4a7uzv8/f0xceJEvPzyy+jYsSO6dOmC5ORk/Pjjj9izZw8AQC6XY/jw4ZgwYQLc3d3h6uqKMWPGICwsjCMlEBEREVVBJh0KbM+ePejSpYvO8ujoaM1sQF988QVmz56Nmzdvon79+pgxYwb69u2r2bZoEoevvvpKaxKHJ3VL+K+srCzI5XIolUp2SyAiIiIyQ2XNa2Yzzq0pMdwSERHpp7CwEPn5+aYugyycvb09bG1tn7hNWfOa2d5QRkREROZLCIHbt28jMzMTvExGFSWRAG5ubqhRo0aF5xxguCUiIqJyu337Nu7dy4SLi9v/j0DESZBIXwIqlQr37mUCAHx9fSu0N4ZbIiIiKpfCwkJkZj4Kti4uclOXQ1bAwUEGAMjMzIRCoSi1i8KTmO1QYERERGSe8vPzIQSKHTOeSF9SqRRCoMJ9uBluiYiISE/sikCGZJj3E8MtEREREVkNhlsiIiIishq8oYyIiIgM6s6dDGRlZRn9uK6urvDy8tar7b59e/Httxvx55/n8eDBA3h5eaN16zZ49dVB8PcPAAC0afM0xowZhwEDBgMAtm7dAnt7e0RERBqk/jffjEG1ao749NNF5Vr3JElJiWjdOgxNmjQtdz1JSYlYv34Ndu/+rdxtTYnhloiIiAzmzp0MjBw5Avn5eUY/tr29A5Yu/azcATchYRHWrFmFrl3DMXnyVFSv7oa//76JH3/8AVOmTMaXX34FAPj881Xw8amhaffTTz+iWjVHg4XbyrBixWeoVq2aXuHWUjHcEhERkcFkZWUhPz8PUqfGkNg6Ge24ojAHqpyzyMrKKle4PXjwANasWYVhw2IwYsSbmuXNm4eid+++OHBgn2ZZo0ZNDFozVQ72uSUiIiKDk9g6wdbO1Wg/+gbp9evXwN3dA8OGvVbs+vbtO2r+3qbN01i37ksAj7oJnDp1Ar/9dgBt2jyNNm2eRlJSIr7+egM6dWqLnJxsrf1cu3YVbdo8jYMHD+hVZ3EuX76EsWNHonPntujWrSNiYyciLe22Vr0AsHhxvKbGEyeOA3g0w9y6dV/ixRf7oUOH1nj++T746qu1BqvNlHjlloiIiKqkgoIC/P77GXTu3A12dvblajtpUiymTZsCmUyGt94aBwDw9lZAJnNEQsJC7NiRjOeee0Gz/datP/x/P96wJ+5XiEd1FbNG61F6ehrefPM1PPVUTUyfHoe8vDwkJibgzTdjsHbtRjg5OeHzz1fhtdeG4MUX+yMiogcAIDCwNgBg/vyPsWXLZgwZMgwNGzbG2bNnkJCwCFKpDM8//4LO0S0Jwy0RERFVSUqlEnl5efDx8Sl328DA2nByckK1ao463RW6dOmGH3/cogm3BQUF2LbtZ/Tp07fUmbcOHjyA9u1bFbuuXbv2mr9/9dU6FBQUYOHCpZDLH80SV69efbzyygv46acf8dJL/TV1+fj4aNV48+YNfPvtRrz77nvo1y8KANCqVWvk5uZixYrP0K/f87Cxsdwv9xluiYiIqEqTGHguir59n8Obb8bg6tUrqF27Dg4e/A337t1Fnz59S23btGkzjBv3js7yOXPitB6fOXMKoaEtNcEWAGrVCkTduvVw5swpvPRS/xKPcezYEQCPQvjjV4lbtmyNNWtWIT09DTVq+JZaq7liuCUiIqIqSS6XQyqVIi0tzaD7bd48FAEBtbBly2aMG/c2tm79Ac2aPY2aNf1Kbevs7IyQkAY6y6tV0+5TfP9+FurWra+znbu7e6nDsGVmZkIIgYiIrsWuT09PZ7glIiIisjR2dnZo3Lgpjh8/hoKCAtjZGS4WPftsP6xduxqvvjoQv/12AFOmfGCwfQOAq6sc9+7d1Vl+9+5d+Pn5l9pWIpFg+fIvYG+v29e4aFxfS2W5HSqIiIiIKujVVwfi33//wapVK4pd/6TRDezt7aFSFT+eb8+efZCdnY1p096HTCZDly7hBqm3SJMmzXD8+FGtq7QpKddx+fIlNG3aXLPMzs5Op8aWLR/16VUqMxES0kDnx8nJeEO4VQZeuSUiIiKDE4U5KDTy8fTRtm17DBwYjc8/X45r167imWci4Obmhlu3buHHH39ATk422rZtX2zbWrUC8fPPP2L//r3w9PSCp6cXvLy8AADVq1dHx46dsWvXTjz3XBRkMpnez604r7wyAD/9tAVjx47EkCHDkZeXh+XLE6BQ+KBXrz5aNe7fvwfNmjWHo6Mj/P0D4O8fgKiolzBjxlQMGDAYDRs2RkFBAW7cSMGJE8cxb958g9ZqbAy3REREZDCurq6wt3eAKues0Y9tb+8AV1fXcrcbPXosmjRpim++2YiPPpqBhw8fwsvLG23ahOHVVweV2G7gwGjcvHkDM2d+gPv372P48BGIiXlDs75Tpy7YtWsnevcu/Uay8lIofLB0aRIWL47HtGnvw8bGFq1atcbYsRO0rry+885kLFjwMcaPHwOVKhcJCZ8hNLQF3n57EgICArB58/f44oskODpWQ0BAALp2NewVZlOQCCFE6ZtZt6ysLMjlciiVSr1+KYiIiKqS3NxcXLlyFZ6ePnBwkOqsv3Mno9SbmiqDq6truaferUwzZkzFX39dxLp1X5u6FIuQl6fCP/+koU6d2sVe6S5rXuOVWyIiIjIoLy9vswqZxnb58iVcunQRO3dux8SJsaYup8phuCUiIiIyoHfeGYfMzHvo2bNPmca2JcNiuCUiIiIyoM2bfzJ1CVUahwIjIiIiIqvBcEtEREREVoPdEoiIqMrLzc1FamqqXm39/f0NPoYpEemP4ZaIiKq81NRUxMTE6NU2KSkJ9erVM3BFRKQvhlsiIqry/P39kZSUpLM8JSUFcXFxmDJlCgICAkpsS0Tmg+GWiIiqPJlM9sSrrwEBAbw6S2QhGG6JiIjIoDhDGZkSwy0REREZzJ07GRg5agTy8/KMfmx7BwcsTfisXAE3KSkRK1Z8pnns6ipHrVqBGDJkGNq2bV8ZZertr78uYu/e3Rg0KBoymeMTt926dQvi4qYjOXkX3Nyql3ndk+zduxt37tzBCy+8VO7ab926heef741Zs+aha9fwcrcvD4ZbIiIiMpisrCzk5+XBvn0H2MjdjHZctTIT+Qf2Iysrq9xXb6VSGRISEgEAd+7cwerVX+Cdd8YhMXEFmjRpWhnl6uWvvy5ixYrP8OKLL5cabivD3r178Oef5/UKt8bEcEtEREQGZyN3g42Hh6nLKBMbGwkaNWqiedywYWP07RuJn3/+0SzCbWFhIYRQm7oMi8FwS0RERPQYb29vuLlVR1pamtbys2fPIDExAX/8cQ62tnZo1649xo17B+7u7pptvvxyJbZs2YSMjAxUq1YNQUH18N57U+Hr+xQAQKlUYvHiBdi/fx9ycx+iXr36GDlyDJo3D9Xs4803Y1CtmiO6dn0Gq1d/gb//vomRI8dg8eJ4AECPHt0AAD4+NQw21a9KpcKyZUvwyy/bkZWVhYCAWhg+fAQ6d+4KAJg5cxp+/vlHAECbNk8DAHr27IMPPphR5nNjLAy3RERERI958OABsrKyNIEUeBTeRo4cgbZt2yMubg4ePnyI5cuXYtKk8fj889UAgJ9/3orly5dhxIg30KhRE+TkZOP06VPIyckB8OgK7PjxY3Dr1k2MGvUW3N3d8fXXG/DWWyORlLQSwcENNMe7cOECbt++jZiYN+Dq6oqgoHrIzs7GypWfIz5+CZydnWFv71DqcyksVKOgoEBrWXFXgadNex+HDx/EG2+MQkBALWzb9hNiYydi7tz56NixE4YNew2ZmfeQknIdM2bEAYCmv25Zzo0xMdwSEZlYRWbHAjhDFpEhFAXAf/65gyVLFsLJqRpefvkVzfqlSxcjOLgB5sz5BBKJBAAQFFQXr776Ig4ePIC2bdvj/PlzCAoKQnT0ME27jh07a/7+228HcP78OcTHL0GbNm0BAG3ahOGFF/pi1aovMGfOJ5pts7KUWLlyDRQKH82yp56qCQAIDg4p841gvXo9U+o2ly79hT17fsW7776H5557AQAQFtYOt2/fwooVy9GxYyfUrOn3/1ezb2t14SjruTEmhlsiIhOryOxYAGfIIqqohw8fon37VprHtra2mDdvPgICagEAcnMf4vffz2DMmHEoLCzUbOfn5w+FQoHz5/9A27btUb9+ML777hvEx3+Kzp27olGjRrCzs9dsf+bMSTg5OWuCLQDY2dmjc+eu2L49WaumoKC6WsFWX4sXL4Ozs4vWsgMH9mmNEHHmzCkAQNeu2kE4PLw74uM/xcOHD+HoWPwNbGU9N8Zk0nC7b98+fPzxxzhx4gRu376NTZs2oV+/fsVu+8Ybb2D58uVYsGABxo0bp1l+9+5djBkzBj/++CNsbGwQFRWFhQsXwtnZ2ThPgoiogkqaHQvgDFlExiCVypCY+DnUajVu3EjF0qWLMWPGB1i//mt4enohK+s+CgsLER//KeLjP9Vpn56eDgDo1etZPHjwAJs3f48NG9bB2dkZPXv2wciRYyCTyZCVdR/Vq+tecXV399AZF9jd3TA349WtW0/nKu+VK5e1Hmdl3YednR3kcrlODUII3L9/v8RwW9ZzY0wmDbc5OTlo2rQphg0bhueff77E7TZt2oTDhw/D19dXZ92AAQNw+/Zt7Ny5E/n5+Rg6dChGjBiB9evXV2bpREQGU9rsWABnyCKqTDY2EoSEPOrv2rBho/+/mWowVqxIwrvvvgcXFxdIJBJERw9Dp05ddNrL/3/IMxsbG7z88qt4+eVXkZGRgZ07t2Pp0sVwc3PDsGExcHV1xb1793Ta3737L1xdXbWW/f+3+0bh6uqKgoICZGVladVx9+6/kEgkcHFxKbFtWc+NMZk03EZGRiIyMvKJ2/z9998YM2YMtm/fjl69emmtu3DhApKTk3Hs2DG0aNECALB48WL07NkTn3zySbFhmIiIiOhJQkIa4JlnIvDTT1vw2msj4OHhiUaNmuD69Wt4441RZdqHt7c3BgwYhB07tuH69WsAgKZNm2Pdui9x5MghtG4dBuBRX989e3ajadNmpe7T3v5RF4c8A0+QUXTsX3/diX79ojTLd+36BfXq1ddctbW3t0NenkqrraOjY7nPTWUz6z63arUagwYNwsSJE9GwYUOd9YcOHYKbm5sm2AJAeHg4bGxscOTIETz33HPF7lelUkGl+t+LY4opAomIiKyZWplp0ccbNiwGv/yyAxs2rMeoUW9hzJhxGD36dbz//rt45pkIuLi4IiMjHceOHUGvXs8iNLQF5syJg4uLKxo1agwXF1f8/vtpXL58CVFRjyY9aNeuPRo0aITp06dg5MgxcHf3wDffbMC///6DIUOGlVIRUKtWIADg22+/RseOnSGTyRAUVLfCz7Vu3Xro3LkrFi6cD5VKBX//ACQn/4yzZ89g3rz5WsffunULduxIhp+fP+RyN/j6+pbp3BiTWYfbuXPnws7ODm+99Vax69PS0uDtrT0LiZ2dHdzd3XXGpnvc7NmzMWPGDIPWSkRERI++4rZ3cED+gf1GP7a9g4PO1/v6CgiohfDw7vj++28RHT0UTZo0xfLlXyApKRFxcdORn18Ab29vtGjRCn5+fgCAxo2b4ocfNuGHHzZBpcqFr+9TGDv2bTz7bD8Aj25UW7BgERYtWoDFixciN/ch6tcPxsKFS7WGAStJ/frBeO2117Fly2asXbsa3t4Kg41zO316HBITl+DLL1chK0uJgIBamDVrHjp06KTZ5tln++H8+T/w6afzoFRmasa5Lcu5MSaJEEIY/ajFkEgkWjeUnThxAr169cLJkyc13Qtq1aqFcePGaW4omzVrFlavXo2LFy9q7cvb2xszZszAm2++Weyxirty6+fnB6VSabBfCiIiQ/jrr78QExPDERFMhOe/eLm5ubhy5So8PX3g4CDVWX/nToZJvhV1dXUt99S7ZD7y8lT455801KlTu9jhDbOysiCXy0vNa2Z75Xb//v3IyMjQugu4sLAQb7/9NuLj43H9+nX4+PggIyNDq11BQQHu3r0LH5+Sh8+QSqWQSnV/GYmIiKjivLy8GTLJZMw23A4aNAjh4eFayyIiIjBo0CAMHToUABAWFobMzEycOHECoaGPpq379ddfoVar0bp1a6PXTERERESmZdJwm52djcuX/zfW2rVr13D69Gm4u7vD398fHh7aY7zZ29vDx8cH9evXBwCEhISgR48eiImJQWJiIvLz8zF69Gj079+fIyUQERERVUE2pjz48ePH0bx5czRv3hwAMGHCBDRv3hwffPBBmfexbt06BAcHo1u3bujZsyfat2+Pzz77rPSGRERERGR1THrltnPnzijP/WzXr1/XWebu7s4JG4iIiEzCLO5JJ6thmPeTSa/cEhERkeWxt7eHRAKtkYeIKkqlUkEi+d9kFfoy2xvKiIiIyDzZ2trCzc0N9+5lAsD/j0BkxPliycoIqFQq3L+fierV3WBra1uhvTHcEhERUbnVqFEDAJCZmYn7901cDFk8iQSoXt1N876qCIZbIiIiKjeJRAJfX18oFArk5+ebuhyycPb29hW+YluE4ZaIiIj0Zmtra7BQQmQIvKGMiIiIiKwGwy0RERERWQ2GWyIiIiKyGgy3RERERGQ1GG6JiIiIyGow3BIRERGR1WC4JSIiIiKrwXBLRERERFaD4ZaIiIiIrAbDLRERERFZDYZbIiIiIrIaDLdEREREZDUYbomIiIjIajDcEhEREZHVYLglIiIiIqvBcEtEREREVoPhloiIiIisBsMtEREREVkNhlsiIiIishoMt0RERERkNRhuiYiIiMhqMNwSERERkdVguCUiIiIiq8FwS0RERERWg+GWiIiIiKwGwy0RERERWQ2GWyIiIiKyGgy3RERERGQ17ExdABEREZmX3NxcpKam6t3e398fMpnMgBURlR3DLREREWlJTU1FTEyM3u2TkpJQr149A1ZEVHYMt0RERKTF398fSUlJxa5LSUlBXFwcpkyZgoCAgBLbE5kKwy0RERFpkclkpV55DQgI4NVZMksmvaFs37596NOnD3x9fSGRSLB582bNuvz8fLz77rto3LgxnJyc4Ovri8GDB+PWrVta+7h79y4GDBgAV1dXuLm5Yfjw4cjOzjbyMyEiIiIic2DScJuTk4OmTZsiISFBZ92DBw9w8uRJTJ06FSdPnsT333+Pixcv4tlnn9XabsCAAfjjjz+wc+dObN26Ffv27cOIESOM9RSIiIiIyIyYtFtCZGQkIiMji10nl8uxc+dOrWVLlixBq1atkJqaCn9/f1y4cAHJyck4duwYWrRoAQBYvHgxevbsiU8++QS+vr6V/hyIiCxNRe6E513wRGTuLKrPrVKphEQigZubGwDg0KFDcHNz0wRbAAgPD4eNjQ2OHDmC5557rtj9qFQqqFQqzeOsrKxKrZuIyJxU5E543gVPRObOYsJtbm4u3n33XbzyyitwdXUFAKSlpcHb21trOzs7O7i7uyMtLa3Efc2ePRszZsyo1HqJiMxVRe6E513wRGTuLCLc5ufn46WXXoIQAsuWLavw/mJjYzFhwgTN46ysLPj5+VV4v0REloB3whORNTP7cFsUbFNSUvDrr79qrtoCgI+PDzIyMrS2LygowN27d+Hj41PiPqVSKaRSaaXVTERERESmYdLREkpTFGwvXbqEX375BR4eHlrrw8LCkJmZiRMnTmiW/frrr1Cr1WjdurWxyyUiIiIiEzPpldvs7GxcvnxZ8/jatWs4ffo03N3dUaNGDbzwwgs4efIktm7disLCQk0/Wnd3dzg4OCAkJAQ9evRATEwMEhMTkZ+fj9GjR6N///4cKYGIiIioCjJpuD1+/Di6dOmieVzUDzY6OhrTp0/Hli1bAADNmjXTard792507twZALBu3TqMHj0a3bp1g42NDaKiorBo0SKj1E9ERERE5sWk4bZz584QQpS4/knriri7u2P9+vWGLIuIrEhFxnQFOK4rEZGlMfsbyoiIKqIiY7oCHNeViMjSMNwSkVWryJiuRe2JiMhyMNwSWRF+Ba+LY7oSEVUtDLdEVoRfwRMRUVXHcEtkRfgVPBFR5eA3Y5aD4ZbIivAreCKiysFvxiwHwy0RERFRKfjNmOVguCUiIiIqBb8Zsxw2pi6AiIiIiMhQGG6JiIiIyGow3BIRERGR1WCf2wqoyLAgHBKEiIiIyPAYbiugIsOCcEgQIiIqD46zSlQ2DLcVUNKwIBwShIiIDI3jrBKVDcNtBZQ2LAiHBCEiIkPhOKtEZcNwS0REZAE4zipR2XC0BCIiIiKyGgy3RERERGQ1GG6JiIiIyGow3BIRERGR1WC4JSIiIiKrwXBLRERERFaD4ZaIiIiIrAbDLRERERFZDYZbIiIiIrIaDLdEREREZDUYbomIiIjIajDcEhEREZHVsDN1AURUteTm5iI1NVXv9v7+/pDJZAasiIiIrAnDLREZVWpqKmJiYvRun5SUhHr16hmwIiIisiYMt0SViFcpdfn7+yMpKanYdSkpKYiLi8OUKVMQEBBQYnsiIqKSMNwSVSJepdQlk8lKfU4BAQFW97yJiMg4GG6JKhGvUhIRERkXwy1RJeJVSiIiIuPiUGBEREREZDUYbomIiIjIajDcEhEREZHVMGm43bdvH/r06QNfX19IJBJs3rxZa70QAh988AFq1KgBR0dHhIeH49KlS1rb3L17FwMGDICrqyvc3NwwfPhwZGdnG/FZEBEREZG5MGm4zcnJQdOmTZGQkFDs+nnz5mHRokVITEzEkSNH4OTkhIiICOTm5mq2GTBgAP744w/s3LkTW7duxb59+zBixAhjPQUiIiIiMiMmHS0hMjISkZGRxa4TQiA+Ph5TpkxB3759AQBffvklFAoFNm/ejP79++PChQtITk7GsWPH0KJFCwDA4sWL0bNnT3zyySfw9fU12nMhIiIiItMz26HArl27hrS0NISHh2uWyeVytG7dGocOHUL//v1x6NAhuLm5aYItAISHh8PGxgZHjhzBc889V+y+VSoVVCqV5nFWVlblPREiIiIiK2Sus3CabbhNS0sDACgUCq3lCoVCsy4tLQ3e3t5a6+3s7ODu7q7ZpjizZ8/GjBkzDFwxERERUdVhrrNwmm24rUyxsbGYMGGC5nFWVhb8/PxMWBERERGRZTHXWTjNNtz6+PgAANLT01GjRg3N8vT0dDRr1kyzTUZGhla7goIC3L17V9O+OFKpFFKp1PBFExEREVUR5joLp9mOcxsYGAgfHx/s2rVLsywrKwtHjhxBWFgYACAsLAyZmZk4ceKEZptff/0VarUarVu3NnrNRERERGRaJr1ym52djcuXL2seX7t2DadPn4a7uzv8/f0xbtw4xMXFoW7duggMDMTUqVPh6+uLfv36AQBCQkLQo0cPxMTEIDExEfn5+Rg9ejT69+/PkRKIiIiIqiCThtvjx4+jS5cumsdF/WCjo6OxatUqTJo0CTk5ORgxYgQyMzPRvn17JCcna91Zt27dOowePRrdunWDjY0NoqKisGjRIqM/FyIiIiIyPZOG286dO0MIUeJ6iUSCmTNnYubMmSVu4+7ujvXr11dGeWbFXIfbICIiIjInZntDGWkz1+E2iIiIiMwJw62FMNfhNoiIiIjMCcOthTDX4TaIiIiIzInZDgVGRERERFReDLdEREREZDXK1C3h8alqy2rKlClwd3cvdzsiIiIiIn2VKdzGx8cjLCwMDg4OZdrpgQMHMHr0aIZbIiIiIjKqMt9QtmnTJnh7e5dpWxcXF70LIiIiIiLSV5n63K5cuRJyubzMO12+fDkUCoXeRRERERER6aNMV26jo6PLtdNXX31Vr2KIiIiIiCrCYKMl3L59G6NHjzbU7oiIiIiIyq1ckzj88ccf2L17NxwcHPDSSy/Bzc0N//zzDz766CMkJiaidu3alVUnEREREVGpynzldsuWLWjevDneeustvPHGG2jRogV2796NkJAQXLhwAZs2bcIff/xRmbUSERERET1RmcNtXFwcRo0ahaysLMyfPx9Xr17FW2+9hZ9//hnJycno0aNHZdZJRERERFSqMofbixcvYtSoUXB2dsaYMWNgY2ODBQsWoGXLlpVZHxERERFRmZU53N6/fx+urq4AAFtbWzg6OrKPLRERERGZlXLdULZ9+3bNeLdqtRq7du3CuXPntLZ59tlnDVcdEREREVE5lCvc/ne829dff13rsUQiQWFhYcWrIiIiIiKzkJ6eDqVSWa42KSkpWn+Wh1wur9BkYGUOt2q1Wu+DEBEREZHlSU9Px8BBg5CnUunVPi4urtxtHKRSrF2zRu+AW64rt0RERERUdSiVSuSpVLBv3wE2crdKP55amYm8A/uhVCorP9wuWrSo2OVyuRz16tVDWFiYXgUQERERkXmzkbvBxsPD1GWUSZnD7YIFC4pdnpmZCaVSibZt22LLli1wd3c3WHFEREREROVR5qHArl27VuzPvXv3cPnyZajVakyZMqUyayUiIiIieqIyh9snqV27NubMmYMdO3YYYndERERERHox2A1l/v7+SEtLM9TuiIisjqUNp0NEZIkMFm7Pnj2LgIAAQ+2OiMiqpKenY+DAgcjLy9OrvV7D6Tg4YO3atQy4RFSllDncZmVlFbtcqVTixIkTePvtt3UmeSAiokeUSiXy8vIgdWoMia1TpR9PFOZAlXO2QsPpEBFZojKHWzc3N0gkkmLXSSQSvPbaa5g8ebLBCiMiskYSWyfY2rlW+nE4VyQRVVVlDre7d+8udrmrqyvq1q0LZ2dngxVFRERERKSPMofbTp06VWYdREREREQVVuZwO2/ePIwZMwaOjo4AgN9++w0tWrSAVCoFANy/fx/vvvsuli5dWjmVEhFRlZGbm4vU1FS92/v7+0MmkxmwIiKyFGUOt7GxsRgyZIgm3EZGRuL06dOoXbs2AODBgwdYvnw5wy0REVVYamoqYmJi9G6flJSEevXqGbAioqpNrcy0mOOUOdwKIZ74mIiIyFD8/f2RlJRU7LqUlBTExcVhypQpJQ5B6e/vX5nlEVU5+Qf2m7qEMjPYOLdERESGIpPJSr3yGhAQwKuzREZi374DbORulX4ctTKzwkGa4ZaIiKqM8s4SxxniiB6xkbvBxsPD1GWUSbnC7eeff64Z8qugoACrVq2Cp6cngEc3lBEREZmr9PR0DBw0CHkqVbnb6jVDnFSKtWvWMOASGVmZw+1/+z/5+PhgzZo1OtsQERGZI6VSiTyVyihfr6qVmcg7sJ8zxBGZQJnD7fXr1yuxjOIVFhZi+vTpWLt2LdLS0uDr64shQ4ZgypQpmtnShBCYNm0akpKSkJmZiXbt2mHZsmWoW7eu0eslIiLzZ0lfrxJR+dmYuoAnmTt3LpYtW4YlS5bgwoULmDt3LubNm4fFixdrtpk3bx4WLVqExMREHDlyBE5OToiIiEBubq4JKyciIiIiUyhTuF20aFG5wmJiYqJB+uAePHgQffv2Ra9evVCrVi288MIL6N69O44ePQrg0VXb+Ph4TJkyBX379kWTJk3w5Zdf4tatW9i8eXOFj09ERERElqVM4Xb8+PHlCquTJk3CnTt39C6qSNu2bbFr1y789ddfAIAzZ87gwIEDiIyMBABcu3YNaWlpCA8P17SRy+Vo3bo1Dh06VOJ+VSoVsrKytH6IiIiIyPKVqc+tEALdunWDnV3Zuug+fPiwQkUVmTx5MrKyshAcHAxbW1sUFhbio48+woABAwAAaWlpAKDTWV+hUGjWFWf27NmYMWOGQWokIiIiIvNRprQ6bdq0cu20b9++cHd316ugx3399ddYt24d1q9fj4YNG+L06dMYN24cfH19ER0drfd+Y2NjMWHCBM3jrKws+Pn5VbheIiIiIjKtSgm3hjJx4kRMnjwZ/fv3BwA0btwYKSkpmD17NqKjo+Hj4wPg0diFNWrU0LRLT09Hs2bNStyvVCqFVCqt1NqJiIiIyPjMerSEBw8ewMZGu0RbW1uo1WoAQGBgIHx8fLBr1y7N+qysLBw5cgRhYWFGrZWIiIiITM+sp9/t06cPPvroI/j7+6Nhw4Y4deoU5s+fj2HDhgEAJBIJxo0bh7i4ONStWxeBgYGYOnUqfH190a9fP9MWT0RERERGZ9bhdvHixZg6dSpGjhyJjIwM+Pr64vXXX8cHH3yg2WbSpEnIycnBiBEjkJmZifbt2yM5ORkymcyElRMRERGRKZh1uHVxcUF8fDzi4+NL3EYikWDmzJmYOXOm8QojIiIiIrOkd5/bvLw8XLx4EQUFBYash4iIiIhIb+UOtw8ePMDw4cNRrVo1NGzYEKmpqQCAMWPGYM6cOQYvkIiIiIiorModbmNjY3HmzBns2bNHq19reHg4Nm7caNDiiIiIiIjKo9x9bjdv3oyNGzeiTZs2kEgkmuUNGzbElStXDFocEREREVF5lPvK7Z07d+Dt7a2zPCcnRyvsEhEREREZW7nDbYsWLfDTTz9pHhcF2s8//5wTJxARERGRSZW7W8KsWbMQGRmJ8+fPo6CgAAsXLsT58+dx8OBB7N27tzJqJCIiIiIqk3KH2/bt2+P06dOYM2cOGjdujB07duDpp5/GoUOH0Lhx48qokYiIqMpIT0+HUqksV5uUlBStP8tDLpdDoVCUux2RudJrEoc6deogKSnJ0LUQERFVaenp6Rg4cCDy8vL0ah8XF1fuNg4ODli7di0DLlmNcofbn3/+Gba2toiIiNBavn37dqjVakRGRhqsOCIioqpEqVQiLy8PUqfGkNg6VfrxRGEOVDlnoVQqGW7JapT7hrLJkyejsLBQZ7kQApMnTzZIUURERFWZxNYJtnaulf5jjABNZGzlDreXLl1CgwYNdJYHBwfj8uXLBimKiIiIiEgf5Q63crkcV69e1Vl++fJlODnxf4BEREREZDrlDrd9+/bFuHHjtGYju3z5Mt5++208++yzBi2OiIiIiKg8yn1D2bx589CjRw8EBwejZs2aAICbN2+iQ4cO+OSTTwxeIBFZJg5nRERkPdTKTJ1lorAAIjtb731KnJ0hsdWOosUdp7zKHW7lcjkOHjyInTt34syZM3B0dESTJk3QsWPHChdDRNaBwxkREVkHuVwOB6kUeQf2G+2YDlIp5HK53u31GudWIpGge/fu6N69u94HJiLrxeGMiIisg0KhwNo1a4r9Jk6lUiEtLU3vffv4+EAqleosr+g3cWUKt4sWLcKIESMgk8mwaNGiJ2771ltv6V2MuSrv16v8apXokaLhjCqb7uCEVKS8n0P6fn7xs8uylef15r9xVY9CoSjxdTPH2WnLFG4XLFiAAQMGQCaTYcGCBSVuJ5FIrC7cVuTrVX61SkSmItQqABK9PoeA8n9+OUilWLtmDT+7LExF3id6/RvH9wkZQZnC7bVr14r9e1VgzK9XLf2r1dzcXKSmpurd3t/fHzKZzIAVEVVdQhQAELBv3wE2crdKPZZamYm8A/st9rOrKuP7hKxRufrc5ufnIzg4GFu3bkVISEhl1WSWjPH1qqV/tZqamoqYmBi92yclJaFevXoGrIiIbORusPHwMHUZZOb4PvkfjvRi+coVbu3t7ZGbm1tZtZCF8/f3R1JSUrHrUlJSEBcXhylTpiAgIKDE9kRERKaSnp6OgYMGIU+l0qs9u2qYh3KPljBq1CjMnTsXn3/+Oezs9BpsgayUTCYr9cprQEAAr84SEZFZUiqVyFOpjNJNA2BXjcpS7nR67Ngx7Nq1Czt27EDjxo11ptz9/vvvDVYcERERkbGxm4ZlK3e4dXNzQ1RUVGXUQlQuvIGNLJG6MMdIx3lolOMQEZmbcofblStXVkYdROXGG9jIEuXlnDV1CUREVq3M4VatVuPjjz/Gli1bkJeXh27dumHatGlwdHSszPqISsQb2MgSOTg1ho0RZm0ryPsHBbmXK/04RETmpszh9qOPPsL06dMRHh4OR0dHLFy4EBkZGfjiiy8qsz6iElXlG9g4VE3xLGE2LhsjzdpmrO4PRETmpszh9ssvv8TSpUvx+uuvAwB++eUX9OrVC59//jlsbGwqrUAiS2DMsPnvv/9i6gcfIF+PWfMA6xyqhrNxERFRkTKH29TUVPTs2VPzODw8HBKJBLdu3ULNmjUrpTgiS1CRKZoB/cImAA5V8xjOskREREXKHG4LCgp07iy3t7dHfn6+wYsisiTGnKIZAArz/kF+7mUOVVMMnhMiIipzuBVCYMiQIZBKpZplubm5eOONN7TGuuU4t1RVGWOKZoB9KYmIiJ6kzOE2OjpaZ9nAgQMNWgwRERERUUWUOdxyfFsiIiIiMncc5oCIiIiIrAbDLRERERFZDYZbIiIiIrIaZh9u//77bwwcOBAeHh5wdHRE48aNcfz4cc16IQQ++OAD1KhRA46OjggPD8elS5dMWDERERERmUqZbygzhXv37qFdu3bo0qULtm3bBi8vL1y6dAnVq1fXbDNv3jwsWrQIq1evRmBgIKZOnYqIiAicP39eZ1xeskycapaIiIjKyqzD7dy5c+Hn56c1UkNgYKDm70IIxMfHY8qUKejbty+AR9MEKxQKbN68Gf379zd6zWRY6enpGDhoEPJUKr3aW+NUs0RERFQysw63W7ZsQUREBF588UXs3bsXTz31FEaOHImYmBgAwLVr15CWlobw8HBNG7lcjtatW+PQoUMlhluVSgXVY2EpKyurcp8I6U2pVCJPpbKIqWaNNbmCuvChUY5DZAzG/GZGn29yiMjymHW4vXr1KpYtW4YJEybgvffew7Fjx/DWW2/BwcEB0dHRSEtLAwCdEKJQKDTrijN79mzMmDGjUmsnw7KEaVXzcs6augQii5Keno6BAwciLy9Pr/b6fDNDRNbPrMOtWq1GixYtMGvWLABA8+bNce7cOSQmJhY7Y1pZxcbGYsKECZrHWVlZ8PPzq3C9VLU5ODWGja1T6RtWUEHePyjIvVzpxyGqbEqlEnl5eZA6NYbECL87hXn/IJ+/O0RWz6zDbY0aNdCgQQOtZSEhIfjuu+8AAD4+PgAe/e+/Ro0amm3S09PRrFmzEvcrlUohlUoNXzBVaTa2TrC1c6304xir+wORsUj4u6OD3ZyI9GfW4bZdu3a4ePGi1rK//voLAQEBAB7dXObj44Ndu3ZpwmxWVhaOHDmCN99809jlEhERGQS7ORHpz6zD7fjx49G2bVvMmjULL730Eo4ePYrPPvsMn332GQBAIpFg3LhxiIuLQ926dTVDgfn6+qJfv36mLZ6IiEhP7OZEpD+zDrctW7bEpk2bEBsbi5kzZyIwMBDx8fEYMGCAZptJkyYhJycHI0aMQGZmJtq3b4/k5GSOcUtkBvjVKpkjtTLT7I/Bbk5E+jPrcAsAvXv3Ru/evUtcL5FIMHPmTMycOdOIVRFRWfCrVTJH+Qf2m7oEIqpEZh9uichy8atVMkfGGDdbrcxkiCYyEYZbIqo0/GqVzJEljJtNRPqzMXUBRERERESGwnBLRERERFaD3RLIIhjj7mZjHoeIiIgqB8MtWQTemEFERERlwXBrhlJSUvTavrztAEAul0OhUJS7nbEZ4+5mgHc4ExERWTqGWzMi1CoAEsTFxenVXp92DlIp1q5ZY/YBl3c3ExERUVkw3JoRIQoACKNepcw7sB9KpdLswy0RERFRWTDclpExxtEsmkKUVymJiIiI9MNwW0acRpSIiIjI/DHclpExphHlFKJEREREFcNwW0bGmEaUU4gSERERVQxnKCMiIiIiq8FwS0RERERWg+GWiIiIiKwG+9ySXtLT06FUKsu8vb6zqOkz6xoRWRZj3W9QNNwi6VIrM63iGEQAwy3pIT09HQMHDkReXl652+o7+xqRtRCFOSg0ynEsJ8hxqEXT47TjZE0YbqnclEol8vLyIHVqDEklD49WmPcP8jk8GlkBuVwOBwcHqBjkdBhjqEWAwy0+iTFmxlQrMy0mRBvrKjOvZlcOhlvSm4TDo5kUP3wti0KhwNq1a8vVnQd41DUnLi4OU6ZMQUBAQLnbWcLXzcYYahHg58mTcGZMbZYSwql4DLdEFoofvpZHoVBAoVDo1TYgIAD16tUrdzu+T4jKzxhXsgHLupptSRhuiSwUP3ypLPh1s2Vi32zT4pVsy8ZwS2ShLOHDl/9Am54lvE/of9g3m6jiGG6JyOD4DzSRfkzVN5vImjDcEpHB8R9oIv2Zom82kTVhuCWiSsF/oImIyBQ4/S4RERERWQ2GWyIiIiKyGuyWQBaBExYQERFRWTDcklmTSOwASIw6hqaDVAq5XG604xEREZHhMNySWZPYSAEIve+eL2874NEwVvreCEVERESmxXBLFkHfu+d51z0REVHVwnBLREQmxZnsiMiQGG6JiMgkOJMdEVUGhlsiIjIJzmRHRJWB4ZaIrIYxhnLjcHGGxZnsiMjQGG5Jb+rCHKs4BlkPYw4ZR0RE5onhlvSWx35yZGbs23eAjdytUo+hVmYyRBMRmTGLCrdz5sxBbGwsxo4di/j4eABAbm4u3n77bWzYsAEqlQoRERFYunSpwccpNcbdvJZ2J6+DU2PY2DpV6jHUhTkM0VRmNnI32Hh4mLoMIiIyIYsJt8eOHcPy5cvRpEkTreXjx4/HTz/9hG+++QZyuRyjR4/G888/j99++80gx+XdvCWzsXWCrZ2rqcsgIiIi0rCIcJudnY0BAwYgKSlJ605XpVKJFStWYP369ejatSsAYOXKlQgJCcHhw4fRpk2bYvenUqmgUqk0j7Oysko8tj538/JOXiIiIiLTsIhwO2rUKPTq1Qvh4eFa4e/EiRPIz89HeHi4ZllwcDD8/f1x6NChEsPt7NmzMWPGjDIfX9+7eXknLxGR+eGoGkTWzezD7YYNG3Dy5EkcO3ZMZ11aWhocHBzg5uamtVyhUCAtLa3EfcbGxmLChAmax1lZWfDz8zNYzUREZH7kcjkcpFLkGemGQAepFHK53CjHIqL/Metwe+PGDYwdOxY7d+6ETCYz2H6lUimkUqnB9kdEROZPoVBg7Zo1RulmBjwK04a+uZmISmfW4fbEiRPIyMjA008/rVlWWFiIffv2YcmSJdi+fTvy8vKQmZmpdfU2PT0dPj4+JqiYiIjMGbuZEVk/sw633bp1w9mz2qMUDB06FMHBwXj33Xfh5+cHe3t77Nq1C1FRUQCAixcvIjU1FWFhYaYo2SCM1VeLfcKIiIjI2ph1uHVxcUGjRo20ljk5OcHDw0OzfPjw4ZgwYQLc3d3h6uqKMWPGICwsrMSbySwBB4gnIiIi0o9Zh9uyWLBgAWxsbBAVFaU1iYMlM8YsSwBnWiIiIiLrY3Hhds+ePVqPZTIZEhISkJCQYJqCKoGlzLJknFnbcir5CERERGRNLC7ckukZe9Y2BwcHDqdDREREZcJwS+VmzFnbAA6nQ0RERGXHcEt64XA6RJaBs3ERUVXDcEtEZIU4GxcRVVUMt2SxcnNzkZqaWuy6lJQUrT+L4+/vb9CZ74jMiT6zcQH6dyFi9yEiMhcMt2SxUlNTERMT88Rt4uLiSlyXlJTELhJk1fTtPgSwCxERWS6GW7JY/v7+SEpKqlB7IiIisi4Mt2SxZDIZrywRERkAbzzUZqxaLemcWBKGWyIioiqKNx5qM/b5AMz/nFgihlsiIqIqSp8bD6153HJj34gJmP85sUQMt0RERFUYxy3XxhsxLZ+NqQsgIiIiIjIUXrklslC84YGIiEgXwy2RhZFI7ABIkM8bHnTwjm8iImK4JbIwEhspAFHuGxes+YYH3vFNRERFGG6JLJS+Ny5Y4w0PnGqWiIiKMNwSkVXgHc5ERARwtAQiIiIisiIMt0RERERkNRhuiYiIiMhqMNwSERERkdVguCUiIiIiq8FwS0RERERWg+GWiIiIiKwGwy0RERERWQ1O4mCGjDV3vbGOQ0REFZebm4vU1NRi16WkpGj9WRx/f3/IZLJKqY3InDDcmhG5XA4HqRR5B/Yb7ZgOUinkcrnRjkdERPpJTU1FTEzME7eJi4srcV1SUhJn4qMqgeHWjCgUCqxdswZKpbJc7VJSUhAXF4cpU6YgICCgXG3lcrneU5YSEZHx+Pv7IykpqULtiaoChlszo1Ao9A6bAQEB/F85EZGVkslk/IwnKgPeUEZEREREVoPhloiIiIisBsMtEREREVkNhlsiIiIishoMt0RERERkNRhuiYiIiMhqMNwSERERkdVguCUiIiIiq2H24Xb27Nlo2bIlXFxc4O3tjX79+uHixYta2+Tm5mLUqFHw8PCAs7MzoqKikJ6ebqKKiYiIiMhUzD7c7t27F6NGjcLhw4exc+dO5Ofno3v37sjJydFsM378ePz444/45ptvsHfvXty6dQvPP/+8CasmIiIiIlMw++l3k5OTtR6vWrUK3t7eOHHiBDp27AilUokVK1Zg/fr16Nq1KwBg5cqVCAkJweHDh9GmTRtTlE1EREREJmD2V27/S6lUAgDc3d0BACdOnEB+fj7Cw8M12wQHB8Pf3x+HDh0qdh8qlQpZWVlaP0RERERk+cz+yu3j1Go1xo0bh3bt2qFRo0YAgLS0NDg4OMDNzU1rW4VCgbS0tGL3M3v2bMyYMaOyyyUiIj3l5uYiNTW12HUpKSlafxbH398fMpmsUmojIvNmUeF21KhROHfuHA4cOFCh/cTGxmLChAmax1lZWfDz86toeUREZCCpqamIiYl54jZxcXElrktKSkK9evUMXRYRWQCLCbejR4/G1q1bsW/fPtSsWVOz3MfHB3l5ecjMzNS6epueng4fH59i9yWVSiGVSiu75CqHV1qIyFD8/f2RlJRUofZEVDWZfbgVQmDMmDHYtGkT9uzZg8DAQK31oaGhsLe3x65duxAVFQUAuHjxIlJTUxEWFmaKkqssXmkhIkORyWT8PCAivZh9uB01ahTWr1+PH374AS4uLpp+tHK5HI6OjpDL5Rg+fDgmTJgAd3d3uLq6YsyYMQgLC+NICUbGKy1ERERkamYfbpctWwYA6Ny5s9bylStXYsiQIQCABQsWwMbGBlFRUVCpVIiIiMDSpUuNXCnxSgsRERGZmtmHWyFEqdvIZDIkJCQgISHBCBURERERkbmyuHFuiYiIiIhKwnBLRERERFaD4ZaIiIiIrAbDLRERERFZDYZbIiIiIrIaDLdEREREZDXMfigwIkshCnNQaKTjWDJO00xERJWJ4ZaoguRyORwcHKDKOWu0Yzo4OEAulxvteIbEaZqJiKgyMdwSVZBCocDatWuhVCrL1S4lJQVxcXGYMmUKAgICytVWLpdDoVCUq4254DTNRERUmRhuiQxAoVDoHTYDAgKq1JVITtNMRESViTeUEREREZHVYLglIiIiIqvBcEtEREREVoPhloiIiIisBsMtEREREVkNhlsiIiIishoMt0RERERkNRhuiYiIiMhqMNwSERERkdVguCUiIiIiq8FwS0RERERWg+GWiIiIiKwGwy0RERERWQ2GWyIiIiKyGgy3RERERGQ1GG6JiIiIyGow3BIRERGR1WC4JSIiIiKrwXBLRERERFaD4ZaIiIiIrAbDLRERERFZDYZbIiIiIrIaDLdEREREZDUYbomIiIjIajDcEhEREZHVYLglIiIiIqvBcEtEREREVsNqwm1CQgJq1aoFmUyG1q1b4+jRo6YuiYiIiIiMzCrC7caNGzFhwgRMmzYNJ0+eRNOmTREREYGMjAxTl0ZERERERmQV4Xb+/PmIiYnB0KFD0aBBAyQmJqJatWr44osvTF0aERERERmRnakLqKi8vDycOHECsbGxmmU2NjYIDw/HoUOHim2jUqmgUqk0j5VKJQAgKyurXMfOzc3FzZs3dZanpqaioKAA58+fR3Z2drFta9asCZlMVuFjVdbxyDCM/brxfaLLEs6JJb1PrPE9Ahj389wSWMLvjbHxnJheUU4TQjx5Q2Hh/v77bwFAHDx4UGv5xIkTRatWrYptM23aNAGAP/zhD3/4wx/+8Ic/FvZz48aNJ2ZDi79yq4/Y2FhMmDBB81itVuPu3bvw8PCARCIxWV1ZWVnw8/PDjRs34OrqarI6zAnPiS6eE108J7p4TnTxnOjiOdHG86HLnM6JEAL379+Hr6/vE7ez+HDr6ekJW1tbpKenay1PT0+Hj49PsW2kUimkUqnWMjc3t8oqsdxcXV1N/gYyNzwnunhOdPGc6OI50cVzoovnRBvPhy5zOSdyubzUbSz+hjIHBweEhoZi165dmmVqtRq7du1CWFiYCSsjIiIiImOz+Cu3ADBhwgRER0ejRYsWaNWqFeLj45GTk4OhQ4eaujQiIiIiMiKrCLcvv/wy7ty5gw8++ABpaWlo1qwZkpOToVAoTF1auUilUkybNk2ny0RVxnOii+dEF8+JLp4TXTwnunhOtPF86LLEcyIRorTxFIiIiIiILIPF97klIiIiIirCcEtEREREVoPhloiIiIisBsMtEREREVkNhlszcujQIdja2qJXr16mLsXkhgwZAolEovnx8PBAjx498Pvvv5u6NJNKS0vDmDFjULt2bUilUvj5+aFPnz5a4zxXFY+/R+zt7aFQKPDMM8/giy++gFqtNnV5JvPf352inx49epi6NJMp6ZxcvnzZ1KWZTFpaGsaOHYugoCDIZDIoFAq0a9cOy5Ytw4MHD0xdntENGTIE/fr101m+Z88eSCQSZGZmGr0mc1DSeTF3DLdmZMWKFRgzZgz27duHW7dumbock+vRowdu376N27dvY9euXbCzs0Pv3r1NXZbJXL9+HaGhofj111/x8ccf4+zZs0hOTkaXLl0watQoU5dnEkXvkevXr2Pbtm3o0qULxo4di969e6OgoMDU5ZnM4787RT9fffWVqcsyqeLOSWBgoKnLMomrV6+iefPm2LFjB2bNmoVTp07h0KFDmDRpErZu3YpffvnF1CUSVYhVjHNrDbKzs7Fx40YcP34caWlpWLVqFd577z1Tl2VSUqlUM4Wyj48PJk+ejA4dOuDOnTvw8vIycXXGN3LkSEgkEhw9ehROTk6a5Q0bNsSwYcNMWJnpPP4eeeqpp/D000+jTZs26NatG1atWoXXXnvNxBWaxuPnhR7hOfmfkSNHws7ODsePH9f6LKlduzb69u0LjhBKlo5Xbs3E119/jeDgYNSvXx8DBw7EF198wQ+Yx2RnZ2Pt2rUICgqCh4eHqcsxurt37yI5ORmjRo3S+seoiJubm/GLMlNdu3ZF06ZN8f3335u6FCKz8++//2LHjh0lfpYAgEQiMXJVRIbFcGsmVqxYgYEDBwJ49PWZUqnE3r17TVyVaW3duhXOzs5wdnaGi4sLtmzZgo0bN8LGpuq9bS9fvgwhBIKDg01dikUIDg7G9evXTV2GyTz+u1P0M2vWLFOXZVL/PScvvviiqUsyiaLPkvr162st9/T01Jybd99910TVmVZxvzeRkZGmLov0wG4JZuDixYs4evQoNm3aBACws7PDyy+/jBUrVqBz586mLc6EunTpgmXLlgEA7t27h6VLlyIyMhJHjx5FQECAiaszLl7FLx8hRJW++vT4704Rd3d3E1VjHv57Tkq6allVHT16FGq1GgMGDIBKpTJ1OSZR3O/NkSNHNBeeyHIw3JqBFStWoKCgAL6+vpplQghIpVIsWbIEcrnchNWZjpOTE4KCgjSPP//8c8jlciQlJSEuLs6ElRlf3bp1IZFI8Oeff5q6FItw4cKFKnuzEKD7u0M8J0WCgoIgkUhw8eJFreW1a9cGADg6OpqiLLNQ3Hvk5s2bJqqGKqLqfb9rZgoKCvDll1/i008/xenTpzU/Z86cga+vb5W/w/lxEokENjY2ePjwoalLMTp3d3dEREQgISEBOTk5Ouur6jA1xfn1119x9uxZREVFmboUIrPj4eGBZ555BkuWLCn2s4TIGvDKrYlt3boV9+7dw/Dhw3Wu0EZFRWHFihV44403TFSdaalUKqSlpQF41C1hyZIlyM7ORp8+fUxcmWkkJCSgXbt2aNWqFWbOnIkmTZqgoKAAO3fuxLJly3DhwgVTl2h0Re+RwsJCpKenIzk5GbNnz0bv3r0xePBgU5dnMo//7hSxs7ODp6eniSoic7J06VK0a9cOLVq0wPTp09GkSRPY2Njg2LFj+PPPPxEaGmrqEsmMKJVKnD59WmuZh4cH/Pz8TFNQGTDcmtiKFSsQHh5ebNeDqKgozJs3D7///juaNGligupMKzk5GTVq1AAAuLi4IDg4GN98802V7Ydcu3ZtnDx5Eh999BHefvtt3L59G15eXggNDdXpJ1ZVFL1H7OzsUL16dTRt2hSLFi1CdHR0lbzxsMjjvztF6tevz24tBACoU6cOTp06hVmzZiE2NhY3b96EVCpFgwYN8M4772DkyJGmLpHMyJ49e9C8eXOtZcOHD8fnn39uoopKJxG8U4WIiIiIrETVvbRBRERERFaH4ZaIiIiIrAbDLRERERFZDYZbIiIiIrIaDLdEREREZDUYbomIiIjIajDcEhEREZHVYLglIiIiIqvBcEtEREREVoPhlojIAIYMGQKJRAKJRAJ7e3sEBgZi0qRJyM3NNXVpxapVqxbi4+NNXQYRkcHZmboAIiJr0aNHD6xcuRL5+fk4ceIEoqOjIZFIMHfuXFOXRkRUZfDKLRGRgUilUvj4+MDPzw/9+vVDeHg4du7cqVmvUqnw1ltvwdvbGzKZDO3bt8exY8e09rF37160atUKUqkUNWrUwOTJk1FQUKBZ37lzZ4wZMwbjxo1D9erVoVAokJSUhJycHAwdOhQuLi4ICgrCtm3bSqyzc+fOSElJwfjx4zVXm3NycuDq6opvv/1Wa9vNmzfDyckJ9+/fx/Xr1yGRSLBhwwa0bdsWMpkMjRo1wt69e7XanDt3DpGRkXB2doZCocCgQYPwzz//VOTUEhGVGcMtEVElOHfuHA4ePAgHBwfNskmTJuG7777D6tWrcfLkSQQFBSEiIgJ3794FAPz999/o2bMnWrZsiTNnzmDZsmVYsWIF4uLitPa9evVqeHp64ujRoxgzZgzefPNNvPjii2jbti1OnjyJ7t27Y9CgQXjw4EGxtX3//feoWbMmZs6cidu3b+P27dtwcnJC//79sXLlSq1tV65ciRdeeAEuLi6aZRMnTsTbb7+NU6dOISwsDH369MG///4LAMjMzETXrl3RvHlzHD9+HMnJyUhPT8dLL71kkPNKRFQqQUREFRYdHS1sbW2Fk5OTkEqlAoCwsbER3377rRBCiOzsbGFvby/WrVunaZOXlyd8fX3FvHnzhBBCvPfee6J+/fpCrVZrtklISBDOzs6isLBQCCFEp06dRPv27TXrCwoKhJOTkxg0aJBm2e3btwUAcejQoRLrDQgIEAsWLNBaduTIEWFraytu3bolhBAiPT1d2NnZiT179gghhLh27ZoAIObMmaNpk5+fL2rWrCnmzp0rhBDiww8/FN27d9fa740bNwQAcfHixVLOIhFRxfHKLRGRgXTp0gWnT5/GkSNHEB0djaFDhyIqKgoAcOXKFeTn56Ndu3aa7e3t7dGqVStcuHABAHDhwgWEhYVBIpFotmnXrh2ys7Nx8+ZNzbImTZpo/m5rawsPDw80btxYs0yhUAAAMjIyylV/q1at0LBhQ6xevRoAsHbtWgQEBKBjx45a24WFhWn+bmdnhxYtWmiew5kzZ7B79244OztrfoKDgzXngIiosjHcEhEZiJOTE4KCgtC0aVN88cUXOHLkCFasWGHw49jb22s9Lhqh4fHHAKBWq8u979deew2rVq0C8KhLwtChQ7XCdmmys7PRp08fnD59Wuvn0qVLOiGZiKgyMNwSEVUCGxsbvPfee5gyZQoePnyIOnXqwMHBAb/99ptmm/z8fBw7dgwNGjQAAISEhODQoUMQQmi2+e233+Di4oKaNWsatD4HBwcUFhbqLB84cCBSUlKwaNEinD9/HtHR0TrbHD58WPP3goICnDhxAiEhIQCAp59+Gn/88Qdq1aqFoKAgrR8nJyeDPgciouIw3BIRVZIXX3wRtra2SEhIgJOTE958801MnDgRycnJOH/+PGJiYvDgwQMMHz4cADBy5EjcuHEDY8aMwZ9//okffvgB06ZNw4QJE2BjY9iP61q1amHfvn34+++/tUYyqF69Op5//nlMnDgR3bt3LzZUJyQkYNOmTfjzzz8xatQo3Lt3D8OGDQMAjBo1Cnfv3sUrr7yCY8eO4cqVK9i+fTuGDh1abJgmIjI0hlsiokpiZ2eH0aNHY968ecjJycGcOXMQFRWFQYMG4emnn8bly5exfft2VK9eHQDw1FNP4eeff8bRo0fRtGlTvPHGGxg+fDimTJli8NpmzpyJ69evo06dOvDy8tJaN3z4cOTl5WkC63/NmTMHc+bMQdOmTXHgwAFs2bIFnp6eAABfX1/89ttvKCwsRPfu3dG4cWOMGzcObm5uBg/oRETFkYjHv/8iIqIqb82aNRg/fjxu3bqlNZTZ9evXERgYiFOnTqFZs2amK5CI6Ak4QxkREQEAHjx4gNu3b2POnDl4/fXXtYItEZGl4HdEREQEAJg3bx6Cg4Ph4+OD2NhYU5dDRKQXdksgIiIiIqvBK7dEREREZDUYbomIiIjIajDcEhEREZHVYLglIiIiIqvBcEtEREREVoPhloiIiIisBsMtEREREVkNhlsiIiIishr/B008AoWz2859AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Price per person comparison\n", + "\n", + "df[\"adr_pp\"] = df[\"adr\"] / (df[\"adults\"] + df[\"children\"])\n", + "df = df[(df['adr_pp'] >= 0) & (df['adr_pp'] < 5000)]\n", + "full_data_guests = df.loc[df[\"is_canceled\"] == 0]\n", + "full_data_guests = full_data_guests.dropna()\n", + "room_prices = full_data_guests[[\"hotel\", \"reserved_room_type\", \"adr_pp\"]].sort_values(\"reserved_room_type\")\n", + "plt.figure(figsize=(8, 5))\n", + "sns.boxplot(x=\"reserved_room_type\",\n", + " y=\"adr_pp\",\n", + " hue=\"hotel\",\n", + " data=room_prices,\n", + " hue_order=[\"City Hotel\", \"Resort Hotel\"],\n", + " fliersize=0,\n", + " palette='mako')\n", + "sns.set(style='darkgrid')\n", + "plt.title(\"Price of room types per night and person\")\n", + "plt.xlabel(\"Room type\")\n", + "plt.ylabel(\"Price [EUR]\")\n", + "plt.legend(loc=\"upper right\")\n", + "plt.ylim(0, 160)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_sTsjDWYJVb_" + }, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "ZQrs-DCXiMUG", + "outputId": "2be14c47-62aa-4182-a8d4-6a76e3033a49" + }, + "outputs": [ + { + "data": { + "image/png": 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6d++u0qVL64MPPjCXSEmPibN7DfTcc8+pUqVKGj16dIYPZjJz8eLFTONcLy8vM35dvny5qlevrpYtW8rJyUk7d+7UlClTZBiGnnzySXOftWvXauLEiapevbqGDBmiokWL6sCBA/rmm2/02GOPZfn83cqNYvOEhIQMZYcOHdKTTz4pd3d3DRw4UE5OTlq5cqV69+6tZcuWqU6dOmrUqJF69+6tpUuXaujQofLx8ZEk81lJ69ev1/jx4xUYGKixY8cqKSlJy5cvV69evbRu3boCezcGkGMGAFzj008/NXx9fY1vv/3WiImJMf755x9jy5YtRtOmTY1atWoZ//zzj1m3b9++Rvv27Y0rV66YZVar1ejevbvRpk0bs6xDhw7G4MGDb9pvVttKH1/Pnj2N1NRUmzaef/55IyAgwKb8v//+M2rUqGHMnTs32329/vrrhq+vr/Hrr7+aZTExMUaDBg0MX19fIzo6+qbHNHv2bMPX19eIiooyYmJijJMnTxpr1qwx/P39jaZNmxqXLl0yDMMwkpOTjYCAAKN9+/bG5cuXzf137txp+Pr6GrNmzTLLOnbsaAQEBBjnz583yw4cOGDUqFHDeOGFFzL0/fLLL5tlqampRlBQkOHn52eEhoaa5XFxcYa/v78xbty4mx7PtWJiYgxfX19j9uzZZtmKFSsMX19f4/Dhw2ZZcnKy0aRJE5u208c2dOhQmzYnT55s+Pr6GgcOHDAMwzBOnjxp1KxZ05g/f75Nvb///tu4//77M5RfKyEhwfD19TWeeeaZLB3PgQMHDF9fX+PFF1+0KX/zzTcNX19fY8+ePWbZ9cedrkWLFjbHmf5e7devn2G1Ws3yN954w6hZs6YRHx9vlrVr18546qmnsjTW9L6u/5368MMPDV9fX+Ozzz4zy5KTk43u3bsbdevWNRISEgzDMIzo6GjD19fXqF+/vhETE5Pl/nx9fTP9uva9lJSUlGHfzz//3PD19TV+/PFHs+yFF14watSoYezfvz9D/fRzlZ3zl5n099nNvq49h9u2bTN8fX2N999/36adESNGGH5+fsbx48fNsrp162b6+zJx4kSjWbNmRmxsrE356NGjjQYNGpjnJ/1n8Omnn970GAAAeee3334zfH19jd27dxuGcfXvT1BQkDF16lSbelOnTjXq16+fIe68VlZi3fS/S+l+//13w9fX13j99ddt6o0fPz5DrJG+74QJE2zqDhs2zGjcuLH5OquxU3rs2bFjR5t4eOXKlYavr2+WYpIWLVoY/fv3N2JiYoyYmBjj77//Nv73v/8Zvr6+xpQpU8x6Wf37mp1YLD0u+eWXX8yyb775xvD19TX8/f2NU6dOmeXp8el33313y2NKt3Dhwgyxfvfu3Y2uXbva1Nu6dWuGttPH9sUXX5hlCQkJRrNmzYxOnTqZZfPmzTPq1q1rHD161KbNGTNmGDVr1jROnz59w/EtWbLE8PX1NbZt25al40m/prk2FktMTDRatmxptGjRwkhLSzMM4/9ir+uvcb777rsMx/nUU08Zvr6+xrp168yyK1euGM2aNTNGjBhhlu3fvz9bMU96X5s3b7Ypz+410PPPP5+t/m709d9//5l1M4tz+/fvb7Rq1cp8HR8fb9SrV8/o2rWrzXWdYRg28WxWz9+N3Cw2T/+69hw+++yzxgMPPGCcOHHCLDtz5oxRr14948knnzTLNm/enOnvS2JiotGwYUPjpZdesik/e/as0aBBA5vy6/+vA+5ULMkCIFP9+vUzlzsZOXKkXF1dNX/+fJUpU0aSdOHCBX333XcKDg5WYmKiYmNjFRsbq/PnzyswMFDHjh0zlxPx8PDQoUOHdOzYsUz7yk5b6bp165ZhRkVwcLBiYmJslmX54osvZLVazXXXs9PX119/rbp169rMMvL29raZGZAVjz76qAICAtSyZUtNnDhRFStWVFhYmFxdXSVJv//+u2JiYtSzZ0+b2SnNmzeXj4+Pebvkf//9pwMHDujxxx9XsWLFzHo1atTQgw8+qK+//jpD3+m3QUqSo6OjatWqJcMwbMo9PDxUpUqVDMvtZFdwcLAKFSpkc7vhrl27dP78eXXo0CFD/WtnYkgyZ+xERkZKkrZt2yar1arg4GDz5xQbG6sSJUqoUqVKNrcHXi8xMVGS5O7unqWxp5+76x9q2b9/f5vtOZE+4zhdw4YNlZaWZt61kVsiIyNVsmRJtW/f3ixzdnZW7969denSJf3444829du0aWOurZ8VderU0eLFizN8tWvXzqyTPtNckq5cuaLY2FjVqVNHkvTHH39Iujqz+8svv1SLFi0yfbjS9bcV3+75mzNnTqbjvn4Wf2RkpBwdHTMsh9O/f38ZhmG+L2/EMAxt3bpVLVu2lGEYNu/ZwMBAJSQkmOcAAGB/GzduVIkSJdSkSRNJV//+hISEKCIiQmlpaWY9Dw8PJSUlZVhK8Fq3inUz880330hShuUirp3BfL0ePXrYvG7YsKEuXLhgxj1ZjZ3SY88ePXrY3NX1+OOPZ2vt6F27dikgIEABAQF67LHHzKVgXnjhBbNOVv++ZjcWq1atmurVq2e+To83mjZtqrJly2Yov904t2PHjvr1119tlpvZuHGj7rvvvgx3t5YqVcpm1naRIkXUqVMn/fnnnzp79qwkacuWLWrQoIE8PDxsflYPPvig0tLSMsRt18pJnOvv728uC5m+b/fu3XXq1CkdPnw4S+1cz83NzWYNexcXF9WuXfu2z/X1cnINdP3vyq0MGzYs03jx2rslro1zExISFBsbq8aNGys6Otqc1b17925dvHhRgwcPznBX8vUx7u2evxvF5uPGjbOpl5aWpt27d6t169aqUKGCWV6qVCm1b99eP//8s/meupFvv/1W8fHxateunc371WKxqE6dOje9LgPuVCzJAiBTkyZNUpUqVZSQkKBPP/1UP/74o01AfeLECRmGoVmzZmnWrFmZthETE6PSpUtr5MiRevbZZ9W2bVv5+voqMDBQHTt2NB8imZ220mV2y1dQUJCKFi2qiIgIBQQESLq6HEvNmjVVpUqVbPd1+vRpM8i+VnpbWTVnzhwVKVJEsbGxWrp0qU6ePGkTcJ0+ffqG7fr4+Ojnn3++Zb2qVatq165dGR5qc+0Fg3T1ATqFChXKkCgtWrSoLly4kK3jup6Hh4datGihzz//XKNGjZJ09UKidOnSatq0aYb6lSpVsnldsWJFWSwWc8maY8eOyTAMtWnTJtP+bvYgoyJFiki6entlVpw6dUoWi8VcWiNdyZIl5eHhcVvJ7et/Bum3QsfHx+e4zcycOnVKlSpVynC7cfptlOnvn3TZvW3Sy8tLDz744E3rXLhwQXPnzlVERIRiYmJstqVfSMTGxioxMVHVq1fPUr+3e/4aNmyY6QcD11/EnDp1SqVKlTLfO+nSz9+t3gOxsbGKj4/XypUrtXLlyhvWAQDYX1pamjZt2qQmTZrYrNfs7++vRYsWac+ePQoMDJR0NaG9efNmDRo0SKVLl1azZs0UHBysoKAgc79bxbqZOX36tCwWS4a/x9fHR9e60d/EuLg4FSlSJMuxU3pMcH1fzs7ONgm1W6lTp45GjRqltLQ0HTp0SPPnz1d8fLycnZ3NOln9+5rdWOz6ZWPSE/3pk3vSpfd7u3FXSEiI3njjDW3YsEHDhw9XQkKCdu7cqX79+mVIhFaqVClDWeXKlSVdPc6SJUvq+PHj+vvvv81rluvdLGbIbpx7o2ua9CU3Tp8+bS5dmR1lypTJcJyenp76+++/s93WzeTkGii7ca6vr+8t49yff/5Zc+bM0b59+zI8OyAhIUFFixY1P1DJSpx7u+fvRrH59ZPKYmNjlZSUdMPzZ7Va9c8//9x0zOkfBl6/xGO663+/gbsBCXMAmfL39zdnf7Zu3Vq9evXSmDFjtGXLFrm7u5vr//bv318PPfRQpm2kB7yNGjXStm3btH37du3evVtr1qzRkiVLNGXKFHXt2jVbbaXLbB1xFxcXtW7dWtu2bdMrr7yimJgY/fLLL3r++efNOjnp63Zdm7Br0aKFHnvsMY0dO1Zr167N8VqKWZVZ+zda69DIwvp+t9KpUydt2bJFv/zyi3x9fbVjxw717NkzS8d5fcBotVrl4OCgsLCwTMd8s6fdFylSRKVKlcr2Q2gye2hSVl07G+1aNzr23Djft+PaD21yy6hRo7R3714NGDBANWvWlJubm6xWqwYOHJjj4y2o5+966f+3dOjQQY8//nimda5/2BsAwD6+++47nT17Vps2bdKmTZsybN+4caOZMC9evLjWr1+vXbt2KTIyUpGRkVq7dq06deqkt956S9KtY93ccqu/ibcTO+XEtQm7hx56SD4+PhoyZIg++uijDDPFsyqrsdiN4tm8inM9PT3VokULbdy4UcOHD9eWLVuUnJyc6V2UWWG1WtWsWTMNHDgw0+3pCfbMpCe6//77b7Vu3TpH/WfmRuf+Rg8hzcr66fZyu8+cut6JEyfUr18/+fj4aPz48brvvvvk7Oysr7/+Wh9++OEtH9SamYJ8/q6X/vszffp0lSxZMsP2O+lYgKwiYQ7glhwdHfX888+rT58++vjjjzV48GBz9omzs/MtP42XpGLFiumJJ57QE088oYsXL+qpp57SnDlz1LVr12y3dTPBwcFat26d9uzZoyNHjsgwDAUHB5vbs9NX2bJldfz48QzlR48ezfH43N3dNXz4cE2YMEGbN29Wu3btzNlCR48ezTDL5OjRo+b2a+tdLyoqSl5eXrl+IZRdDz30kLy9vbVx40bVqVNHSUlJNrcaXuv48eM2s5iOHz8uq9VqzgipWLGiDMNQ+fLlsz2rX7r64cTKlSu1d+9em1t2M1OuXDlZrVYdP37cnPEkXX1IUnx8vMqVK2eWeXp6ZpillJycbN5imxO3k6hPV65cOf3999+yWq02F9RRUVGSMs5Ky21xcXHas2ePRowYoeHDh5vl19+e7u3trSJFimT7w4y8Vq5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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['reserved_room_type'] = pd.Categorical(df['reserved_room_type'], categories=sorted(df['reserved_room_type'].unique()), ordered=True)\n", + "df['assigned_room_type'] = pd.Categorical(df['assigned_room_type'], categories=sorted(df['assigned_room_type'].unique()), ordered=True)\n", + "fig, axes = plt.subplots(1, 2, figsize=(15, 5), sharey=True)\n", + "sns.countplot(ax=axes[0], x='reserved_room_type', hue='hotel', data=df, palette='mako')\n", + "axes[0].set_title('Reserved Room Type Count for Each Hotel')\n", + "axes[0].set_xlabel('Reserved Room Type')\n", + "axes[0].set_ylabel('Count')\n", + "axes[0].legend(title='Hotel Type')\n", + "sns.countplot(ax=axes[1], x='assigned_room_type', hue='hotel', data=df, palette='mako')\n", + "axes[1].set_title('Assigned Room Type Count for Each Hotel')\n", + "axes[1].set_xlabel('Assigned Room Type')\n", + "axes[1].set_ylabel('Count')\n", + "axes[1].legend(title='Hotel Type')\n", + "for ax in axes:\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "cLT9OOZc9Ysc", + "outputId": "778aadf3-6d50-40ca-c408-a07a1017c3d3" + }, + "outputs": [ + { + "data": { + "image/png": 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hotelassigned_room_typecancellation_count_assigned
0City HotelA26882
1City HotelB498
2City HotelC15
3City HotelD4273
4City HotelE534
5City HotelF719
6City HotelG129
7City HotelH0
8City HotelI0
9City HotelK11
10City HotelL0
11Resort HotelA6018
12Resort HotelB9
13Resort HotelC429
14Resort HotelD2084
15Resort HotelE1422
16Resort HotelF207
17Resort HotelG651
18Resort HotelH251
19Resort HotelI5
20Resort HotelK0
21Resort HotelL1
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "segments_df = df[\"market_segment\"].value_counts()\n", + "segments_rhotel = rhotel[\"market_segment\"].value_counts()\n", + "segments_chotel = chotel[\"market_segment\"].value_counts()\n", + "fig = make_subplots(rows=1, cols=3, specs=[[{'type': 'domain'}, {'type': 'domain'}, {'type': 'domain'}]],\n", + " subplot_titles=(\"Bookings per market segment\",\n", + " \"Bookings per market segment in Resort Hotel\",\n", + " \"Bookings per market segment in City Hotel\"))\n", + "fig.add_trace(px.pie(segments_df,\n", + " values=segments_df.values,\n", + " names=segments_df.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=1)\n", + "fig.add_trace(px.pie(segments_rhotel,\n", + " values=segments_rhotel.values,\n", + " names=segments_rhotel.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=2)\n", + "fig.add_trace(px.pie(segments_chotel,\n", + " values=segments_chotel.values,\n", + " names=segments_chotel.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=3)\n", + "\n", + "fig.update_traces(rotation=-90, textinfo=\"percent+label\")\n", + "fig.update_layout(height=600, width=1300, template=\"seaborn\", showlegend=False)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HODJMXY3MZHI" + }, + "source": [ + "### How long do people stay at the hotels?" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "nvENUIV5bBjB" + }, + "outputs": [], + "source": [ + "resort_df[\"total_nights\"] = resort_df[\"stays_in_weekend_nights\"] + resort_df[\"stays_in_week_nights\"]\n", + "num_nights_res = list(resort_df[\"total_nights\"].value_counts().index)\n", + "num_bookings_res = list(resort_df[\"total_nights\"].value_counts())\n", + "rel_bookings_res = resort_df[\"total_nights\"].value_counts() / sum(num_bookings_res) * 100\n", + "res_nights = pd.DataFrame({\"hotel\": \"Resort hotel\",\n", + " \"num_nights\": num_nights_res,\n", + " \"rel_num_bookings\": rel_bookings_res})\n", + "nights_data = pd.concat([res_nights], ignore_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "M-CCm-sdbC_Y", + "outputId": "c2044584-c491-4773-a582-a9c8f47d005d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:matplotlib.legend:No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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c3HL3XcRmc/13mPyoAQAAcKso0gF68+bNKleunIKDg2+6bv369VW/fn3H6+DgYFWoUEGzZs1SRESEgoKCcj0Oq9WiMmW8cr29q/n4eBb0EAAAAIqNIhugL1++rK+//lp9+vSRzWbLVR9dunTRrFmzdPDgwTwFaLvdUHx8Uq62tdmsLg+48fHJSk+3u7QGAABAYeXj4+nUv8gX2QC9Y8cOpaSk6MEHHyzooUiS0tIKb0BNT7cX6vEBAAAUJUV2cmxoaKiqV6+uxo0b57qPL774QpK4rR0AAAByrFCdgU5OTlZ4eLgkKTo6WomJidq6daskqWXLlvL395ckXbx4UXv27NGIESOy7Sc6OlqdOnXSmDFjNHbsWEnSlClTVKNGDdWvX99xEeF7772njh07EqABAACQY4UqQF+4cEHjx4/P1Jbx+v3331erVq0kSVu2bFFaWtp1p28YhqH09PRMTzK8/fbbtXnzZq1YsUKpqamqUqWKRo8erZEjR7pobwAAAFAcWYxrn5cN09LT7bp48XKutnVzs6pMGS/d166jfj3wq1PH1ahxI20P/1KXLl1mDjQAALhl+ft7OfUiwiI7BxoAAAAoCARoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAmF6lHeAAovq9Uiq9Xi9H7tdkN2Ow9EBQAUHQRoADdltVrk5+cpm83m9L7T09MVG5tMiAYAFBkEaAA3ZbVaZLPZNOvZN3TqxBmn9VujVlU9/+8JslotBGgAQJFBgAaQY6dOnNHR308U9DAAAChQXEQIAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAkEaAAAAMAEAjQAAABgAgEaAAAAMIEADQAAAJhAgAYAAABMIEADAAAAJhCgAQAAABMI0AAAAIAJBGgAAADABAI0AAAAYAIBGgAAADCBAA0AAACYQIAGAAAATCBAAwAAACa4FfQAUDCsVousVovT+7XbDdnthtP7BQAAKCwI0Lcgq9UiX19PubnZnN53Wlq64uKSCdEAAKDYIkDfgqxWi9zcbBr/+AQdO3rMaf3WDairNxe+IavVQoAGAADFVqEK0KdOndLy5ct14MABRUZGqnbt2goNDc20zqBBg/Tjjz9m2TYsLEx16tS5Yf8xMTGaPXu2vvvuO5UoUUKdOnXStGnT5O3t7dT9KCqOHT2mQ78eKuhhAAAAFCmFKkBHRkYqPDxcjRs3lt1ul2FkfxazadOmevrppzO1Va1a9YZ9p6amavjw4ZKkV199VSkpKZo3b54mT56sxYsXO2cHAAAAUOwVqgAdEhKijh07SpKmTp2qgwcPZruej4+PmjRpYqrvbdu2KTIyUmFhYapdu7ajn2HDhikiIkJBQUF5GjsAAABuDYXqNnZWq+uGs2vXLgUGBjrCsyS1adNGfn5+Cg8Pd1ldAAAAFC+FKkDn1I8//qgmTZqoUaNGGjhwoH766aebbhMVFZUpPEuSxWJRrVq1FBUV5aqhAgAAoJgpVFM4cqJFixbq0aOHatasqXPnzmn58uV67LHHtHr1at15553X3S4+Pl6lS5fO0u7r66u4uLg8j8vNLXffRWw213+HubaGq2vmxz4hf/E7AwDA/xS5AP3kk09met2+fXt169ZN7777rpYuXVogY7JaLSpTxqtAaueEj49nsa6Hoo/fGQBAUVLkAvS1SpUqpXbt2mnbtm03XM/Hx0eJiYlZ2uPi4nTbbbflaQx2u6H4+KRcbWuzWV0eHuLjk5Webs+3mtfWQ9HH7wwAoCjz8fF06l87i3yAzqnatWvr6NGjmdoMw9CJEyfUpk2bPPefllZ4P/zT0+35Or78roeij98ZAEBRUuQnHiYlJembb75Ro0aNbrhe27Zt9fvvv+vkyZOOtj179ig2Nlbt2rVz8SgBAABQXBSqM9DJycmOW8pFR0crMTFRW7dulSS1bNlSUVFRWrZsmTp16qQqVaro3LlzWrlypf766y+9+eabjn6io6PVqVMnjRkzRmPHjpUkde7cWYsXL9a4ceM0adIkJScna/78+Wrfvj33gAYAAECOFaoAfeHCBY0fPz5TW8br999/X5UqVVJqaqpef/11xcbGytPTU3feeadeeOGFTCHYMAylp6dnepJhiRIltGzZMs2ePVuTJk2Sm5ubOnXqpGeeeSZ/dg4AAADFQqEK0FWrVtWRI0duuM7y5ctz3U/FihW1YMGCXI8PAAAAKPJzoAEAAID8RIAGAAAATCBAAwAAACYQoAEAAAATCNAAAACACQRoAAAAwIRCdRs7FF9Wq0VWq8Xp/drthux24+YrAgAAOAkBGi5ntVrk6+spNzeb0/tOS0tXXFwyIRoAAOQbAjRczmq1yM3Npsljn9LxyONO67fO7XX06tvzZbVaCNAAACDfEKCRb45HHtdvBw8X9DAAAADyhIsIAQAAABMI0AAAAIAJBGgAAADABAI0AAAAYAIBGgAAADCBAA0AAACYQIAGAAAATCBAAwAAACYQoAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAkEaAAAAMAEAjQAAABgAgEaAAAAMIEADQAAAJhAgAYAAABMIEADAAAAJhCgAQAAABPcCnoA/3Tq1CktX75cBw4cUGRkpGrXrq3Q0FDH8sTERK1cuVLh4eE6efKk3N3dFRQUpIkTJyowMPCGfe/du1eDBw/O0v7AAw/o9ddfd/q+AAAAoHgqVAE6MjJS4eHhaty4sex2uwzDyLT87NmzWrt2rXr37q0JEyboypUrWrFihfr166f169erTp06N60xZ84c1a5d2/G6TJkyTt8PAAAAFF+FKkCHhISoY8eOkqSpU6fq4MGDmZZXrVpVO3bskKenp6OtdevWCgkJ0YcffqjnnnvupjVuv/12NWrUyLkDBwAAwC2jUAVoq/XGU7JLlSqVpc3Ly0vVq1fXuXPnXDUsAAAAwKHIX0QYHx/vmC+dEyNHjlS9evXUtm1bzZs3TykpKS4eIQAAAIqTQnUGOjdefvllWSwW/etf/7rheqVLl9bw4cPVokULeXh46IcfftCKFSsUFRWlxYsX53kcbm65+y5is7n+O8y1NVxds6Drwfn4GQIA8D9FOkCvX79e69at09y5c1WpUqUbrlu/fn3Vr1/f8To4OFgVKlTQrFmzFBERoaCgoFyPw2q1qEwZr1xv72o+Pp43X4l6KED8DAEARUmRDdDh4eF6/vnnNWbMGPXq1StXfXTp0kWzZs3SwYMH8xSg7XZD8fFJudrWZrO6PDzExycrPd2ebzULuh6cj58hAKAo8/HxdOpfO4tkgN6/f7/Gjx+vnj17avz48QU9HElSWlrh/fBPT7fn6/iKez04Hz9DAEBRUuQmHh47dkyjRo1S69at9cILL+Spry+++EKSuK0dAAAAcqxQnYFOTk5WeHi4JCk6OlqJiYnaunWrJKlly5YyDEPDhg2Th4eHhgwZkuk+0d7e3qpbt65j206dOmnMmDEaO3asJGnKlCmqUaOG6tev77iI8L333lPHjh0J0AAAAMixHAXo2NjYPBUpXbq0bDbbTde7cOFClikZGa/ff/99SdKff/4pSXr00UczrdeyZUutXr1akmQYhtLT0zM9yfD222/X5s2btWLFCqWmpqpKlSoaPXq0Ro4cmev9AgAAwK0nRwG6devWslgsuS6yYsUKBQcH33S9qlWr6siRIzdc52bLr9fPqFGjNGrUqJtui+LBarXIas397+yN2O2G7Hbj5isCAIBiKcdTODp27KjAwEBTnSclJWnlypWmBwXkhdVqkZ+vp2xuN/+rR26kp6UrNi6ZEA0AwC0qxwH6vvvu04MPPmiq80uXLmnFihWmBwXkhdVqkc3NpqcnTFfUsRNO7bt23Vqa98ZsWa0WAjQAALeoHAXoadOmqWHDhqY79/Ly0rRp03L8mG3AmaKOndDhQzef8gMAAGBGjgL0kCFDctW5u7t7rrcFAAAACiOn3gf64sWLme58AQAAABQ3eQ7Qly9f1tSpUxUUFKQ2bdqoUaNGmjx5si5duuSM8QEAAACFSp4D9MyZM3XmzBktXbpUYWFheuONN7R//35Nnz7dGeMDAAAACpUc34Xjiy++UNeuXbO07927VwsXLlSDBg0kSbVq1VJMTIxef/11540SAAAAKCRyfAZ63rx5GjBggH777bdM7TVr1tSmTZuUmpoqSYqPj9eOHTtUo0YN544UAAAAKARyHKC3bt2qZs2aacCAAZo+fbouXrwoSXr++ee1c+dOtWjRQm3bttVdd92lEydOaNasWS4bNAAAAFBQcjyFo1SpUpo8ebL69OmjuXPn6r777tPjjz+uIUOGaOvWrdq/f7/OnTuncuXKqUmTJnJ3d3fluAEAAIACkeMAnaF69ep69913tXv3bs2ZM0fr1q3T008/rZCQEFeMDwAAAChUcn0XjjZt2mjTpk165JFHNG3aNA0dOlTHjx935tgAAACAQifHATotLU1LlixR//791bNnTz3//PO6cOGCBg8erC1btqhatWrq1auXZs+erbi4OFeOGQAAACgwOQ7Q8+fP15IlS3T33Xerd+/e2rdvn4YPHy673S5/f3+98MILWrdunY4cOaL77rtPa9asceW4AQAAgAKR4znQoaGhGj16tIYPHy5JatmypXr27KnIyEgFBgZKku644w6tXr1aW7Zs0csvv6xHHnnENaMGAAAACkiOA7Sbm5tSUlIcr1NSUmQYhtzcsnbRpUsXLioEAABAsZTjAN23b18tXrxY//3vf+Xj46PQ0FA1b95cderUyXZ9Dw8Ppw0SAAAAKCxyHKDHjh2ratWqKTw8XJcuXdKAAQM0ePBgV44NAAAAKHRM3Qe6R48e6tGjh6vGAgAAABR6ub4PNAAAAHArylGAHj16tH766SfTnScmJmr06NE6cuSI6W0BAACAwihHAfqbb75RTEyM6c5TU1P1zTff6OLFi6a3BQAAAAqjHM+BXrhwodatW2eq87S0NFksFtODAgAAAAqrHAXoFi1aSJIMwzDVuc1mU/PmzeXr62t+ZAAAAEAhlKMAvXr1alePAwAAACgSuAsHAAAAYAIBGgAAADCBAA0AAACYQIAGAAAATCBAAwAAACYQoAEAAAATcvwglX86e/aszp49q+bNmzvafv/9d61YsUJXr15Vt27d1LFjR6cNEgAAACgschWgZ8+eraSkJL333nuSpPPnz2vw4MFKTU2Vl5eXtm3bpjfffFP33XefM8cKAAAAFLhcTeGIiIjQXXfd5Xj92WefKSUlRZs2bdKuXbsUHBysFStWOG2QAAAAQGGRqwAdFxensmXLOl5/8803atGihapXry6r1apOnTopKirKdL+nTp3S888/rx49eqh+/frq1q1btut98skn6ty5sxo1aqTu3bvr66+/zlH/MTExGjdunO688061bNlSzz77rBITE02PEwAAALeuXAVof39/nT17VpIUHx+v/fv365577nEsT09PV1pamul+IyMjFR4erho1aqhOnTrZrvPFF1/oueeeU5cuXbR06VI1adJEY8eO1f79+2/Yd2pqqoYPH66TJ0/q1Vdf1cyZM/Xdd99p8uTJpscJAACAW1eu5kDfddddWr16tby9vbV3714ZhqEOHTo4lh87dky33Xab6X5DQkIcFx9OnTpVBw8ezLLOW2+9pa5du2rChAmSpNatW+vo0aN65513tHTp0uv2vW3bNkVGRiosLEy1a9eWJPn4+GjYsGGKiIhQUFCQ6fECAADg1pOrM9CTJ09W7dq1NW/ePO3evVtPPfWUqlWrJkm6evWqtmzZouDgYPODsd54OKdPn9bJkyfVpUuXTO0PPPCA9uzZo6tXr1532127dikwMNARniWpTZs28vPzU3h4uOmxAgAA4NaUqzPQ5cqV08cff6yEhAR5eHjI3d3dscxut2vVqlW5OgN9MxnzqmvVqpWpvU6dOkpNTdXp06evO/UjKioqU3iWJIvFolq1auVqvjYAAABuTbkK0G+//bbuu+8+BQQEZFlWsmRJ2Ww2rV69WmPHjs3zAP8pLi5O0t9TL/4p43XG8uzEx8erdOnSWdp9fX1vuF1Oubnl7pk0Npvrn2VzbQ1X1yzu9fKrRmGS3z9DAAAKs1wH6Bo1amQboKW/LwZ85513nB6gCyur1aIyZbwKehjX5ePjSb1iULM44/0EABQluQrQNxMbG6sSJUo4vV9fX19JUkJCgsqXL+9oj4+Pz7Q8Oz4+Ptnesi4uLi7P003sdkPx8Um52tZms7o8PMTHJys93Z5vNYt7vexqFnf5/TMEAMCZfHw8nfrXzhwH6J9++kl79+51vN6xY4dOnTqVZb2EhASFhYVd9+x0XmTMYb52PnNUVJRKlCjhuJDxetsePXo0U5thGDpx4oTatGmT57GlpRXeD//0dHu+jq+41yuomsUZ7ycAoCjJcYDeu3ev3n77bUl/X3y3fft2bd++Pdt169atq+eee845I/yHatWqqWbNmtq6davjdneSFBYWpuDg4EwXM16rbdu2+vzzz3Xy5EnVrFlTkrRnzx7FxsaqXbt2Th8rAAAAiqccB+jhw4frkUcekWEYuuuuu/TCCy/ovvvuy7SOxWKRp6enPDw8cjWY5ORkxy3loqOjlZiYqK1bt0qSWrZsKX9/f40bN05TpkxR9erV1apVK4WFhSkiIkIffPCBo5/o6Gh16tRJY8aMcczD7ty5sxYvXqxx48Zp0qRJSk5O1vz589W+fXvuAQ0AAIAcy3GALlmypEqWLClJ+uqrr+Tv7y9PT+fOibxw4YLGjx+fqS3j9fvvv69WrVqpW7duSk5O1tKlS7VkyRLVqlVLb7/9tu68807HNoZhKD09XYZhONpKlCihZcuWafbs2Zo0aZLc3NzUqVMnPfPMM07dBwAAABRvubqIsEqVKlnakpOT9cUXX+jq1atq165dtuvcTNWqVXXkyJGbrtenTx/16dPHdD8VK1bUggULTI8LAAAAyJCrAP3MM88oIiJCoaGhkv5++mDfvn0VGRkpSSpdurRWrVql+vXrO2+kAAAAQCGQq/t57N27V506dXK8Dg0NVWRkpF555RWFhoaqXLlyjgsOAQAAgOIkVwH6/PnzmaZofPnll2rYsKG6deumunXrqm/fvoqIiHDaIAEAAIDCIlcB2tPTUwkJCZKktLQ0/fjjj7r77rsdy728vBzLAQAAgOIkV3OgGzRooHXr1qlVq1bauXOnLl++rJCQEMfyP/74Q2XLlnXaIAEAAIDCIlcBesKECRo+fLh69+4twzDUuXPnTPdS3rFjh5o2beq0QQIAAACFRa4CdKNGjbRlyxbt27dPPj4+atmypWNZfHy8BgwYkKkNAAAAKC5yFaAlyd/fP9PjtDP4+PhoyJAheRoUAAAAUFjlOkCnp6dr69at2rt3ry5cuKAnn3xSgYGBSkhI0J49e9S0aVOVK1fOmWMFAAAAClyuAnR8fLyGDx+uiIgIlSpVSsnJyRo4cKAkqVSpUpo9e7Z69uypSZMmOXWwAAAAQEHL1W3sXnnlFUVGRmr58uX68ssvZRiGY5nNZlPnzp0VHh7utEECAAAAhUWuAvRXX32lQYMGqU2bNrJYLFmW16xZU9HR0XkeHAAAAFDY5CpAJyQkqGrVqtddnpaWpvT09FwPCgAAACischWgq1evrkOHDl13+e7du1WnTp1cDwoAAAAorHIVoB9++GGtX79eYWFhjvnPFotFV69e1euvv65vv/1W/fr1c+pAAQAAgMIgV3fhGDJkiI4dO6ZJkybJx8dHkjRlyhTFxsYqLS1N/fr1U58+fZw6UAAAAKAwyFWAtlgsjlvVbdu2TadOnZLdblf16tXVpUsXtWjRwtnjBAAAAAqFXD9IRZKaN2+u5s2bO2ssAAAAQKGXqznQAAAAwK0qV2egQ0JCsr3/8z9ZLBZ9+eWXuRoUAAAAUFjlKkC3bNkyS4BOT0/X2bNntW/fPt1+++2qX7++UwYIAAAAFCa5CtBz58697rLff/9dw4YN04MPPpjrQQEAAACFldPnQN9xxx3q16+fXnnlFWd3DQAAABQ4l1xEWLZsWR07dswVXQMAAAAFyukB+tKlS1q/fr0qVark7K4BAACAAperOdCDBw/Otj0hIUFRUVFKTU3V/Pnz8zQwAAAAoDDKVYA2DCNLm8ViUdWqVRUcHKzevXurTp06eR4cAAAAUNjkKkCvXr3a2eMAAAAAigSeRAgAAACYYOoM9H//+19ZrVZVrFhRknTlyhV9+OGHWdarWLGiHnjgAeeMEAAAAChEchygjxw5ol69eumZZ57RwIEDJUlJSUmaN2+eLBZLpnnRNptNderUUWBgoPNHDAAAABSgHE/hWLt2rSpXrqwBAwZkWfbyyy/rq6++0ldffaUdO3aoQoUKWrt2rVMHCgAAABQGOT4DvXfvXnXq1ElWa9bMXbZsWVWpUsXxulu3btq5c6dzRggAAAAUIjk+Ax0dHa3atWtnanNzc9Mdd9whLy+vTO1Vq1bV2bNnnTNCAAAAoBAxdRHhtfd/Ll26tD777LMs6107JxoAAAAoLnJ8BrpixYr6/fffc7Tu77//7rhTBwAAAFCc5PgMdJs2bbR582Y98cQTKlu27HXXu3DhgjZv3qwHH3zQKQO81qBBg/Tjjz9mu+y1115T165ds10WEhKi6OjoLO0RERHy8PBw6hgBAABQfOU4QA8dOlQbN27Uo48+qpdeekmNGjXKss6vv/6qZ555RmlpaXrsscecOtAMM2bMUGJiYqa2VatWafv27QoODr7htp07d9bQoUMztbm7uzt9jAAAACi+chygq1atqtdee02TJk1S3759Vb16dQUEBKhUqVJKSkrS0aNH9ccff6hkyZJ65ZVXVK1aNZcMuG7dulnaJk+erDZt2sjf3/+G25YrV05NmjRxybgAAABwazB1EeG9996rzz//XEuXLtU333yjHTt2OJaVL19eDz/8sIYPH64aNWo4faDXs2/fPp05c0YTJkzIt5oAAAC4dZkK0JJUrVo1zZo1S5KUmJioy5cvy8vLS97e3k4fXE6EhoaqVKlS6tChw03X3bx5s9atW6cSJUqoefPmmjJlCk9LBAAAgCmmA/Q/eXt7F1hwlqS0tDRt2bJFISEhKlWq1A3XDQkJUVBQkCpXrqzTp09r0aJFGjBggD777DOnTDdxc8vxDU0ysdlyt11eari6ZnGvl181CpP8/hkCAFCY5SlAF7Tdu3fr4sWL6tat203XnT59uuP/mzdvrjZt2qhLly5avny5Zs6cmadxWK0WlSnjdfMVC4iPjyf1ikHN4oz3EwBQlBTpAB0aGio/Pz/dfffdpretUKGCmjVrpkOHDuV5HHa7ofj4pFxta7NZXR4e4uOTlZ5uz7eaxb1edjWLu/z+GQIA4Ew+Pp5O/WtnkQ3QKSkp+vLLL9W9e3eVKFGioIejtLTC++Gfnm7P1/EV93oFVbM44/0EABQlRXbi4c6dO5WUlJTrB7bExMTo559/zvZ+1gAAAMD1FNkz0Js3b1blypXVrFmzLMuGDBmis2fPOm6zFxoaqq+//lrt2rVThQoVdPr0aS1ZskQ2m81lD3wBAABA8VQkA3RcXJy+/fZbDRkyRBaLJctyu92u9PR0x+uqVavq3Llzeumll5SQkKDSpUurdevWevLJJ132wBcAAAAUT0UyQPv6+urgwYPXXb569epMr5s0aZKlDQAAAMiNIjsHGgAAACgIRfIMNFDYWK0WWa1ZpxM5g91uyG43XNI3AAAwjwAN5JHVapGfr6dsbjaX9J+elq7YuGRCNAAAhQQBGsgjq9Uim5tNz05+USeOn3Jq37Xq1NC/X31OVquFAA0AQCFBgAac5MTxU/r9t8iCHgYAAHAxLiIEAAAATCBAAwAAACYQoAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAkEaAAAAMAEAjQAAABgAgEaAAAAMIEADQAAAJhAgAYAAABMIEADAAAAJhCgAQAAABMI0AAAAIAJBGgAAADABAI0AAAAYAIBGgAAADCBAA0AAACYQIAGAAAATCBAAwAAACYQoAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGBCkQvQGzZsUGBgYJb/XnnllRtuZxiGlixZovbt2ysoKEj9+vXT/v3782fQAAAAKDbcCnoAubVs2TKVLl3a8bpixYo3XH/p0qV66623NGXKFAUGBmrNmjUaOnSoNm3apGrVqrl6uAAAACgmimyAbtCggfz9/XO07pUrV7R48WINHTpUjz76qCSpWbNmuv/++7V8+XLNnDnTdQMFAABAsVLkpnDkxr59+5SYmKguXbo42tzd3dWpUyft2rWrAEcGAACAoqbIBuhu3bqpXr166tChgxYvXqz09PTrrhsVFSVJql27dqb2OnXq6OzZs0pJSXHpWAEAAFB8FLkpHOXLl9e4cePUuHFjWSwW7dy5U2+88YZiYmL0/PPPZ7tNfHy83N3d5eHhkandx8dHhmEoLi5OJUuWzNO43Nxy913EZnP9d5hra7i6ZnGvd22NgvgZ5rf8/hkCAFCYFbkAfc899+iee+5xvL777rvl4eGhVatWafTo0apQoUK+j8lqtahMGa98r5tTPj6e1CviNQtiH/NTcd8/AEDxUuQCdHa6dOmiFStW6PDhw9kGaB8fH129elVXrlzJdBY6Pj5eFotFvr6+eapvtxuKj0/K1bY2m9Xl4SE+Plnp6fZ8q1nc611bsyB+hvktv3+GAAA4k4+Pp1P/2lksAvTNZMx9PnHihO644w5He1RUlCpXrpzn6RuSlJZWeD/809Pt+Tq+4l6vIGoWxD7mp+K+fwCA4qVYTDwMCwuTzWZT/fr1s13etGlTeXt7a8uWLY621NRUbd++XW3bts2vYQIAAKAYKHJnoIcNG6ZWrVopMDBQkvTVV19p3bp1Gjx4sMqXLy9JGjJkiM6ePasdO3ZIkjw8PDRq1CgtWLBA/v7+CggI0EcffaTY2FgNGzaswPYFAAAARU+RC9C1atXS+vXr9eeff8put6tmzZp65plnNGjQIMc6drs9y23tRowYIcMwtGLFCl28eFH16tXT8uXLeQohAAAATClyAXr69Ok3XWf16tVZ2iwWi0aNGqVRo0a5YlgAAAC4RRSLOdAAAABAfilyZ6AB/H3vcavV4pK+7XZDdrvhkr4BACgOCNBAEWO1WuTn5ymbzeaS/tPT0xUbm0yIBgDgOgjQQBFjtVpks9k0Y+p8nYw67dS+a9auphfmPiWr1UKABgDgOgjQQBF1Muq0jhw+XtDDAADglsNFhAAAAIAJBGgAAADABAI0AAAAYAIBGgAAADCBAA0AAACYQIAGAAAATCBAAwAAACYQoAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAkEaAAAAMAEAjQAAABgAgEaAAAAMIEADQAAAJhAgAYAAABMIEADAAAAJhCgAQAAABMI0AAAAIAJBGgAAADABAI0AAAAYAIBGgAAADCBAA0AAACYQIAGAAAATHAr6AGYtWXLFn3++ec6dOiQ4uPjVaNGDQ0aNEi9e/eWxWK57nYhISGKjo7O0h4RESEPDw9XDhkAAADFSJEL0O+9956qVKmiqVOnqkyZMvr+++/13HPP6c8//9TYsWNvuG3nzp01dOjQTG3u7u6uHC4AAACKmSIXoBcuXCh/f3/H6+DgYMXGxmrlypUaM2aMrNbrz0opV66cmjRpkg+jBAAAQHFV5OZA/zM8Z6hXr54SExOVlJRUACMCAADAraTIBejs/Pzzz6pYsaK8vb1vuN7mzZvVsGFD3XnnnRoxYoSOHDmSTyMEAABAcVHkpnBc6z//+Y/CwsL09NNP33C9kJAQBQUFqXLlyjp9+rQWLVqkAQMG6LPPPlO1atXyPA43t9x9F7HZXP8d5toarq5Z3OtdW6O418uPmvmxTwAAOEuRDtB//vmnJk6cqFatWmnw4ME3XHf69OmO/2/evLnatGmjLl26aPny5Zo5c2aexmG1WlSmjFee+nAlHx9P6hXxmtQDAKDwKLIBOj4+XiNGjJCfn58WLFhww4sHs1OhQgU1a9ZMhw4dyvNY7HZD8fG5m39ts1ldHh7i45OVnm7Pt5rFvd61NYt7vfyoeW09AACcycfH06l/7SySATolJUWjRo1SQkKC1q5dq9KlSxf0kJSWVng//NPT7fk6vuJeryBqUq/4sVotslqvf+/6vLDbDdnthkv6BgAUwQCdlpamCRMmKCoqSmvWrFHFihVz1U9MTIx+/vln9ejRw8kjBIAbs1ot8vMr5bK53+npdsXGJhGiAcBFilyAfuGFF/T1119r6tSpSkxM1P79+x3L6tevL3d3dw0ZMkRnz57Vjh07JEmhoaH6+uuv1a5dO1WoUEGnT5/WkiVLZLPZ9NhjjxXQngC4VVmtFtlsVs2f+5H++OOcU/uuXr2Cnpr6L1mtFgI0ALhIkQvQu3fvliTNnTs3y7KvvvpKVatWld1uV3p6uqO9atWqOnfunF566SUlJCSodOnSat26tZ588kmn3IEDAHLjjz/O6fix6IIeBgDApCIXoHfu3HnTdVavXp3pdZMmTbK0AQAAALnBzVcBAAAAE4rcGWgAAAoDV91JhbuoAIUfARoAAJNceScV7qICFH4EaACFEmf3UJhl3Ell7uItOn32otP6rVbZX1NHdeEuKkAhR4AGUOj8fXbPUzabzel9p6enKzY2mXACpzh99qKOnfqroIcBIJ8RoAEUOn+f3bPp3zMW6dTJs07rt0bNynr2hdGc3QMA5AkBGkChderkWUUePVXQwwAAIBNuYwcAAACYQIAGAAAATCBAAwAAACYwBxoAxG3zAAA5R4AGcMvjtnkAADMI0ABueRm3zZvz4kr9cepPp/VbvUYlTXvuMW6bBwDFDAEaAP6/P079qWORpwt6GACAQo6LCAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAm8CAVJ3Fzy9l3Ebvd4IlkAAAARRgB2glsNqvKlPHK0bppaWmKi0shRAMAABRRBGgnOBt9VgP69LvpegGBgVqycpmsVgsBGgAAoIgiQDvB1atXFLH/QEEPAwCuy2q1yGq1uKRvpqYBuNUQoAGgmLNaLfLzKyWbzTXXjaen2xUbm0SIBnDLIEADQDFntVpks1k1/5VPdfrMeaf2Xa1qOT015WGmpgG4pRCgAeAWcfrMeR0//t+CHgYAFHncBxoAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmcBEhAMDpuO80gOKMAA0AcCruOw2guCuSAfr48eOaPXu2fvnlF3l5ealHjx6aMGGC3N3db7idYRhaunSpPvzwQ128eFH16tXTtGnT1KRJk/wZOADcAhz3nX7jc9fcd3pC92zvO+2qs96c8QZwrSIXoOPi4jRkyBDVrFlTCxYsUExMjObOnauUlBQ9//zzN9x26dKleuuttzRlyhQFBgZqzZo1Gjp0qDZt2qRq1arl0x4AwK3h9JnzOn4iJl9qufKsN2e8AVyryAXojz/+WJcvX9bbb78tPz8/SVJ6erpeeOEFjRo1ShUrVsx2uytXrmjx4sUaOnSoHn30UUlSs2bNdP/992v58uWaOXNm/uwAAMDpHGe93/lCf0RfdFq/1av466knuvKkRSAHbqVrH4pcgN61a5eCg4Md4VmSunTpohkzZmj37t166KGHst1u3759SkxMVJcuXRxt7u7u6tSpk3bs2OHqYQMA8sEf0Rd1/OS5gh4GcMuxWi3yK1NKNquLrn2w2xV7qfD8JajIBeioqCj17t07U5uPj4/Kly+vqKioG24nSbVr187UXqdOHa1atUopKSkqWbKk8wcMAIAT5PfZvVvhbCLz5p3HarXIZrXqpc079ceFS07tu3rZMnrmwZBC9Zcgi2EYhWMkOdSgQQONHz9eI0eOzNTerVs33XnnnXrxxRez3W7hwoV699139euvv2Zq37p1q8aPH69du3Zdd/rHzaSlpelczM3PeJQoUULlK5SX3W5XxrtusUhWq1Xn/zqv1NTUXNW/Ub1y5ctlqpep5vnzSrua5rR6bu5uKlfu+vUunL+g1FTn1StRwk1ly5W9Qb2LSktzXj1JcnNzU9ly/tn+DC9euKQ0J+6fJLmVcJN/2TLXqRfrkv3zL+t33ff00sU4p9Z0c3NTGX/fG9SLd0E9n+vXu5SgdCfWs7m5qUyZ0tetFxubqLS0dKfVkyQ3N5v8/Lyz/Z35u57dyfWs168Xd9k19Xy9rv+exiUpLd1576mbzSY/31LXrxef5NSfoZubTX4+WetJfwcUi8U1gdYwsg/Q+VlP+vt9dU297NtdtY/X2z/JNft4oySXX/Ucx9HLyUqzO/nfvdWqMl6e2f67yOn+WSzO/VkXuTPQhZGbm5sqV6mc4/Wt2fx5o1z5cs4c0k3rSVK5cq6peb16ZcuVzed6/i6pd72a/mXL5HM9v3ytJ0ll/H3zuZ5P/tYrUzpf6/n5ebuk3vVq5ns9X698rfd3zVL5W88nf+u5isVikc3movRaCOrlt+K+fzdSxsvTZX3n97+LGyk8I8khHx8fJSQkZGmPi4uTr+/1P9x9fHx09epVXblyJVN7fHy8LBbLDbcFAAAAMhS5AF27du0sc50TEhL0119/ZZnffO12knTixIlM7VFRUapcuTLznwEAAJAjRS5At23bVt9//73i4+MdbVu3bpXValWbNm2uu13Tpk3l7e2tLVu2ONpSU1O1fft2tW3b1qVjBgAAQPFR5OZA9+/fX6tXr9YTTzyhUaNGKSYmRvPnz1f//v0zXQQ4ZMgQnT171nGLOg8PD40aNUoLFiyQv7+/AgIC9NFHHyk2NlbDhg0rqN0BAABAEVPkArSvr69WrVqlF198UU888YS8vLz08MMPa+LEiZnWs9vtSr/mSuwRI0bIMAytWLHC8Sjv5cuX8xRCAAAA5FiRu40dAAAAUJCK3BxoAAAAoCARoAEAAAATCNAAAACACQRoAAAAwAQCNAAAAGACARoAAAAwgQANAAAAmFDkHqRSWBw/flyzZ8/WL7/8Ii8vL/Xo0UMTJkyQu7u7S+qdOnVKy5cv14EDBxQZGanatWsrNDTUJbW2bNmizz//XIcOHVJ8fLxq1KihQYMGqXfv3rJYLE6vFx4erqVLl+rYsWNKTExUxYoV1bFjR40dO1alS5d2er1rXb58WV26dFFMTIw+/fRTNWrUyOk1NmzYoGnTpmVpHzFihKZMmeL0ehk2btyoVatW6fjx4ypVqpQaNWqkt99+WyVLlnRqnUGDBunHH3/Mdtlrr72mrl27OrWeJH311VdatGiRjh07Ji8vLzVr1kxTpkxx2YORvv76a7311luKjIxU2bJl1bt3bz3xxBOy2Wx57jun/74/+eQTLVu2TGfPnlWtWrU0ceJE3XvvvS6rGRYWpi1btujAgQOKiYnRU089lesnt96sXmJiolauXKnw8HCdPHlS7u7uCgoK0sSJExUYGOiS/Zs3b5527dqls2fPymKxqFatWho6dGiufl/NHqO//PJLPfHEE7r99ttzdSzPSb3r/bsMCwtTnTp1nF5PkuLj4/XWW29p69atiouLU8WKFTVgwAANHTrU3A7moOaZM2fUoUOHbLd1d3fXr7/+6tR6kpScnKx3331XYWFhOn/+vCpVqqRevXpp+PDhcnMzF6lyUu/q1at68803tWnTJsXHxysgIECTJ09WcHCwqVpSzj/bnXWcyUk9Zx5jblbP2ccYAnQuxMXFaciQIapZs6YWLFigmJgYzZ07VykpKXr++eddUjMyMlLh4eFq3Lix7Ha7XPn8m/fee09VqlTR1KlTVaZMGX3//fd67rnn9Oeff2rs2LFOrxcbG6ugoCANGjRIfn5+ioyM1IIFCxQZGakVK1Y4vd613n333SxPrXSVZcuWZfpS8M/HzzvbwoULtXTpUo0ePVpNmjTRpUuXtGfPHpfs64wZM5SYmJipbdWqVdq+fXuuDvQ3s3fvXo0dO1Y9e/bUxIkTFRsbqzfffFNDhw7V5s2bnf4FYf/+/RozZoy6du2qSZMm6dixY3rjjTeUnJysp59+Os/95+Tf9xdffKHnnntOo0ePVuvWrRUWFqaxY8dqzZo1atKkiUtqbt26VadPn1b79u21du3a3OxajuudPXtWa9euVe/evTVhwgRduXJFK1asUL9+/bR+/XrTgS8n+3f58mX16dNHtWvXlsVi0bZt2zRp0iTZ7XY9+OCDTq+XISUlRS+99JLKlStnqkZu6jVt2jTL72jVqlVdUi8pKUmDBg2SzWbTM888o7Jly+rkyZNZjg3OqlmhQoUsv5eGYWj48OFq3bq10+tJ0qxZs7R9+3ZNmjRJderU0f79+/XWW28pOTk5yxORnVHvpZde0qZNmzRhwgTVqlVLGzZs0IgRI7R27Vo1aNDAVL2cfLY78ziTk3rOPMbcrJ6zjzEyYNqiRYuMJk2aGJcuXXK0ffzxx0a9evWMP//80yU109PTHf//9NNPG127dnVJHcMwjAsXLmRpmz59utG0adNM43CltWvXGgEBAS57PzMcO3bMaNKkifHRRx8ZAQEBRkREhEvqrF+/3ggICMj2vXWF48ePG/Xr1ze++eabfKmXnZCQEGPEiBEu6fu5554zQkJCDLvd7mjbs2ePERAQYPz0009Orzd06FCjV69emdqWL19uNGjQwPjrr7/y3H9O/n3fd999xqRJkzK19evXzxg+fLjLav5znYCAAGPZsmW5qpWTepcvXzaSkpIytSUmJhotW7Y0Zs2a5fR619OvXz/jsccec2m9N954w3jkkUfydCzPSb2BAwcaI0eOzFX/uan3+uuvGx06dDAuX76cbzWv9cMPPxgBAQFGWFiY0+ulp6cbjRs3Nt56661M7U899ZTRoUMHp9f7888/jXr16hnvv/++o81utxvdunUzRo8ebbpeTj7bnXmcyUk9Zx5jblbP2ccY5kDnwq5duxQcHCw/Pz9HW5cuXWS327V7926X1LRa8+9H5e/vn6WtXr16SkxMVFJSUr6MIeO9TU1NdWmd2bNnq3///qpVq5ZL6+S3DRs2qGrVqmrXrl2B1N+3b5/OnDlj+ixeTqWlpcnLyyvTnx0zzuwbLvjrzOHDh9WmTZtMbXfffbdSU1P13Xff5bn/m/37Pn36tE6ePKkuXbpkan/ggQe0Z88eXb161ek1c7qOs+qVKlVKnp6emdq8vLxUvXp1nTt3zun1rsfPzy9Xx52c1vvjjz+0cuVKTZ8+3XSN3NRzlpzU+/TTT9W7d2+VKlUq32peKzQ0VN7e3goJCXF6PcMwlJaWlmVqYenSpXN13LlZvd9//13p6emZjj0Wi0V33323vvvuO9P/7m/22e7s40xOsoQzf49vVs/px5hcj/QWFhUVpdq1a2dq8/HxUfny5RUVFVVAo3Ktn3/+WRUrVpS3t7fLaqSnp+vKlSs6dOiQ3nnnHYWEhOTqT405tXXrVh09elRPPPGEy2pcq1u3bqpXr546dOigxYsXu2zqyIEDBxQQEKB3331XwcHBatiwofr3768DBw64pN61QkNDVapUqevOT8yrhx56SMePH9eaNWuUkJCg06dP67XXXlP9+vXVtGlTp9e7cuVKlusbMl4fP37c6fWulXFcufaLXp06dZSamqrTp0+7fAwFIT4+3jE31FUyQlF8fLw+++wz7d69W4888ojL6v373/9Wjx49dMcdd7isxj/9+OOPatKkiRo1aqSBAwfqp59+ckmdM2fO6K+//lKZMmU0evRoNWzYUC1bttT06dN1+fJll9S8VmpqqrZv365OnTrJw8PD6f3bbDY99NBD+uCDDxQREaHLly/r+++/16ZNmzRw4ECn18sIrNkde65evaozZ87kucY/P9vz4ziTH1nCTL28HGOYA50L8fHx8vHxydLu6+uruLi4AhiRa/3nP/9RWFiYU+Z63si9996rmJgYSdI999yjV1991WW1kpOTNXfuXE2cODFf/iGXL19e48aNU+PGjWWxWLRz50698cYbiomJccm8+b/++ksHDx7U0aNHNWPGDHl6emrRokUaOnSotm/frrJlyzq9Zoa0tDRt2bJFISEhTjsTda3mzZvr7bff1uTJkzVr1ixJf59pWLZsmVMu6rtWjRo1FBERkalt//79kpQv/+Yzalx73Ml4XRyPO5L08ssvy2Kx6F//+pfLauzZs0ePPfaYJMnNzU3PPfec7r//fpfU2rlzp3755Rdt3brVJf1fq0WLFurRo4dq1qypc+fOafny5Xrssce0evVq3XnnnU6tdf78eUl/X5h53333aenSpTp58qReffVVJSUl6bXXXnNqvezs2rVLsbGx6tatm8tqzJgxQzNmzFCfPn0cbaNGjXL8DjlTjRo1JEkRERGZTiY569hz7We7q48z+ZUlzNTLyzGGAI0b+vPPPzVx4kS1atVKgwcPdmmtJUuWKDk5WceOHdPChQs1evRorVy50iWBaOHChY47KeSHe+65R/fcc4/j9d133y0PDw+tWrVKo0ePVoUKFZxazzAMJSUl6c0333Sc6WrcuLFCQkL0wQcfaPz48U6t90+7d+/WxYsXXfohtm/fPj311FPq27ev2rdvr9jYWL377rsaOXKkPvzwQ6dfRDhgwAA9++yzWrVqlXr06OG4iNAVv5v42/r167Vu3TrNnTtXlSpVclmdoKAgffrpp0pMTNSuXbs0e/Zs2Wy2TAHJGa5cuaKXXnpJ48aNy/ZPza7w5JNPZnrdvn17devWTe+++66WLl3q1Fp2u13S32cv582bJ0kKDg6Wm5ubpk+frokTJ7rsDjkZNm/erHLlyrnkwuUMr7zyir755hvNnj1bNWvW1P79+/XOO+/Ix8dHw4cPd2qtgIAANW/eXK+88opuu+021axZUxs2bHD8FSEvd8XKz8/2wlovr8cYAnQu+Pj4KCEhIUt7XFycfH19C2BErhEfH68RI0bIz89PCxYscPmcu4ygd+edd6pRo0bq0aOHduzY4fSzQdHR0VqxYoXeeecdx88xYz5WUlKSLl++LC8vL6fWzE6XLl20YsUKHT582OkB2sfHR35+fpn+TOzn56f69evr2LFjTq11rdDQUPn5+enuu+92WY3Zs2erdevWmjp1qqOtSZMmat++vTZt2qR+/fo5td5DDz2ko0ePav78+XrppZdUokQJjR07VqtWrXL6zy47GceVhIQElS9f3tEeHx+faXlxER4erueff15jxoxRr169XFrL29vbcevK4OBgpaena+7cuXrooYec+gVp1apVslqt6tq1q+PnlpqaKrvdrvj4eJUsWdJlt0HNUKpUKbVr107btm1zet8Zv4OtWrXK1J5xN4zIyEiXBujLly/r66+/Vp8+fVz2xfbo0aNasWKFFi5c6Jhj3aJFC6WlpenNN99U//79nf4Xzblz52rChAnq37+/JKlKlSoaM2aMFixYkOlYYMb1PttddZzJ7yyRk3rOOMYQoHOhdu3aWeY6JyQk6K+//nLpXL38lJKSolGjRikhIUFr167Nl/sx/1NgYKBKlCihP/74w+l9nzlzRqmpqRo5cmSWZYMHD1bjxo21bt06p9fNT3Xr1r3ue3flyhWX1U1JSdGXX36p7t27q0SJEi6rc/z48SzzqytVqqQyZcq45HfGarXqmWee0bhx4xQdHa3KlSsrLS1Nr7/+uho3buz0etfKOK5ce/1FVFSUSpQo4fIze/lp//79Gj9+vHr27OnSv5RcT4MGDbRq1SpdvHgx1wElO1FRUTp16lS2Z0dbtGihmTNnunSqiqtVq1bthl8AXHnckaQdO3YoJSXFZRcuS3KcfKhXr16m9vr16+vq1auKiYlxeoCuVq2a1q9frzNnziglJUW1atXSypUrVb58eVWpUsV0fzf6bHfFcSa/s0RO6jnrGEOAzoW2bdtq0aJFmeZCb926VVarNcuV+kVRWlqaJkyYoKioKK1Zs8al9yq+ngMHDig1NdUlFxHWq1dP77//fqa2w4cPa86cOXrhhRdc8iCV7ISFhclms6l+/fpO7/vee+/Vhg0bdPjwYcfB/tKlSzp06JAeffRRp9fLsHPnTiUlJbn0Q0ySKleurN9++y1TW3R0tC5dupSrD5WcKl26tOOs/ptvvqmqVavqrrvuclm9DNWqVVPNmjW1detWdezY0dEeFham4OBgl5+5zC/Hjh3TqFGj1Lp1a73wwgsFMoaff/5Z3t7eKlOmjFP7HTFiRJYzXUuWLNGJEyc0Z84c1axZ06n1spOUlKRvvvnGJcc4d3d3tWnTRnv27MnU/v3330uS6XsWmxUaGqrq1au79AttxrHl0KFDuu222xztBw8elMViUeXKlV1WO+OzMCUlRZ9++mmuphjd7LPd2ceZ/M4SOannzGMMAToX+vfvr9WrV+uJJ57QqFGjFBMTo/nz56t///4u+wVJTk5WeHi4pL+DQmJiouNClJYtWzp1Tt0LL7ygr7/+WlOnTlViYqLjggXp72/azv6wHjt2rBo2bKjAwECVLFlSv//+u5YvX67AwMBM/4idxcfHJ8ufGTM0aNDAJQf6YcOGqVWrVo6nHX311Vdat26dBg8e7NSzXBk6duyoRo0a6cknn9TEiRPl4eGhJUuWyN3dXQMGDHB6vQybN29W5cqV1axZM5fVkP7+N/jSSy9p9uzZCgkJUWxsrGNe+7W3YHKGiIgI/fjjj6pXr55SUlK0c+dObdq0SUuXLnXKn4tz8u973LhxmjJliqpXr65WrVopLCxMERER+uCDD1xW89ixY5mm/Bw9elRbt26Vp6en6Vsk3qyeYRgaNmyYPDw8NGTIEB08eNCxrbe3t+rWrevUeufOndMrr7yi+++/X1WqVHGEy08++USTJk0y/VS5m9WrU6dOlgc1bNy4UTExMdc9HuWlXlRUlJYtW6ZOnTqpSpUqOnfunFauXKm//vpLb775ptPr+fv7a+zYserfv78mT56sXr166dSpU3r11Vf14IMPqnr16i6pKUkXL17Unj17NGLECNM1zNRr2LChGjZsqBkzZujChQuqXr26IiIitGTJEvXu3TvLLdKcsX8ffPCBvL29ddtttyk6OlorV66Uh4dHrvY1J5/tzjzO5KSeM48xN6uXkJDg1GOMxXDFTVNvAcePH9eLL76Y6VHeEydOdNmZoBs9svT999/P1QH4ekJCQhQdHZ3tsq+++srpZ4WXLFmisLAw/fHHHzIMQ1WqVFGnTp00bNiwfLvVzd69ezV48GCXPcp79uzZ+vbbb/Xnn3/KbrerZs2a6tOnjwYNGuSSx6NLf3+ozJkzR19//bVSU1PVvHlzTZs2zfRBIqfi4uLUpk0bDRkyRP/3f//nkhoZDMPQxx9/rI8++kinT5+Wl5eXmjRpookTJ5p/mlQOHD58WDNmzFBkZKSkvy/IHD9+vNPuZJDTf9+ffPKJli5d6njE7qRJk3L9KO+c1FywYIHefvvtLMurVKminTt3OrWepOte7NOyZUutXr3aqfXq1Kmjl156Sfv379dff/2l0qVLq3bt2nr00Udz9cU9N8foqVOn6uDBg7l6lPfN6lWqVEmzZs3SkSNHFBsbK09PT915550aO3asgoKCnF4vY//27NmjV155RUePHpWvr68efPDBXH825rTmmjVrNGvWrFw9otxsvYwvIN9//70uXLigSpUqqVu3bhoxYoTpi5dzUm/FihX68MMP9eeff8rPz0/33Xefxo8fn6v5yDn9bHfWcSYn9Zx5jLlZvejoaKceYwjQAAAAgAk8SAUAAAAwgQANAAAAmECABgAAAEwgQAMAAAAmEKABAAAAEwjQAAAAgAkEaAAAAMAEAjQAFDJ79+5VYGCg46lkhd358+f15JNPOp62+d577+W5zwULFjie3JnbbS9evJjncQBAdgjQAG5JGzZsUGBgoBo1aqSYmJgsywcNGqRu3boVwMiKnjlz5ujbb7/VyJEjNX/+fN1zzz0FPaQcW7Rokb788suCHgaAIoYADeCWdvXqVS1ZsqSgh1Gk/fDDD+rQoYOGDRumHj16OOVx6o8//rgiIiKcMLobW7x4MQEagGkEaAC3tHr16mndunXZnoUu7pKSkpzSz4ULF+Tj4+OUvjK4ubnJw8PDqX0CgLMQoAHc0kaNGiW73a6lS5fecL0zZ84oMDBQGzZsyLIsMDBQCxYscLzOmIN74sQJTZkyRc2aNVPr1q31xhtvyDAM/fe//9Xjjz+upk2bqk2bNlqxYkW2Ne12u1577TW1adNGTZo00ejRo/Xf//43y3oHDhzQsGHD1KxZMzVu3FgDBw7Uzz//nGmdjDEdO3ZMkydPVosWLTRgwIAb7vPp06f15JNPqmXLlmrcuLH69u2rb775xrE8YxqMYRhas2aNAgMDbzhvOeM9XL58udauXauOHTuqYcOG6t27d5azzdnNgU5JSdHs2bPVqlUr3XnnnRo9erRiYmKyvP8ZEhISNHXqVDVv3lzNmjXTtGnTlJyc7FgeGBiopKQkbdy40TH2qVOnSpISExP173//WyEhIWrYsKGCg4P12GOP6dChQzd8zwDcGtwKegAAUJCqVq2qHj16aN26dRoxYoQqVqzotL4nTpyoOnXqaPLkyQoPD9fChQvl5+enjz/+WK1bt9aUKVO0efNmzZs3T40aNVKLFi0ybb9w4UJZLBaNGDFCFy5c0KpVq/Too49q06ZNKlmypCRpz549GjFihBo2bKixY8fKYrFow4YNGjJkiD788EMFBQVl6nP8+PGqUaOGJk6cKMMwrjv28+fPq3///kpOTtagQYNUpkwZbdy4UY8//rjeeustderUSS1atND8+fP11FNPqU2bNurRo0eO3pfQ0FBdvnxZ/fr1k8Vi0bJlyzRu3Dh9+eWXKlGixHW3mzp1qrZs2aIePXqocePG+umnnzRy5Mjrrj9hwgRVrVpVkyZN0m+//aZPPvlE/v7++r//+z9J0vz58zV9+nQFBQWpb9++kqTq1atLkmbMmKFt27Zp4MCBqlOnjmJjY/Xzzz/r+PHjatCgQY72E0DxRYAGcMt7/PHHtWnTJi1dulTTp093Wr9BQUGaNWuWJKlfv34KCQnR3LlzNWnSJEfw69atm+655x6tX78+S4COi4tTWFiYvL29JUn169fXhAkTtG7dOg0ePFiGYWjmzJlq1aqVli1bJovFIknq37+/unbtqjfeeCPL2e077rhDr7766k3HvmTJEp0/f15r1qxR8+bNJUl9+vRR9+7dNWfOHHXo0EHVqlVTtWrV9NRTT6lmzZo5DtBnz57V9u3b5evrK0mqVauWxowZo++++0733ntvttscOnRIW7Zs0ZAhQ/TMM89Ikh555BFNmzZNv//+e7bb1KtXTy+99JLjdWxsrD799FNHgO7Ro4dmzpypatWqZRl7eHi4+vbt6zgjLUkjRozI0f4BKP6YwgHglletWjV1795d69at07lz55zW78MPP+z4f5vNpoYNG8owjEztPj4+qlWrlk6fPp1l+549ezrCsyTdf//9Kl++vMLDwyVJhw8f1smTJ/Xggw/q0qVLunjxoi5evKikpCQFBwfrp59+kt1uz9Rn//79czT28PBwBQUFOcKzJHl5ealfv36Kjo7WsWPHcvYmZOOBBx5whGdJjhrZvQcZvv32W0nKMu1k4MCB193m2n1t3ry5YmNjlZiYeNMx+vj46MCBA7fk3HgAN0eABgBJY8aMUXp6ulPvyFG5cuVMr0uXLi0PDw/5+/tnaY+Pj8+yfY0aNTK9tlgsqlGjhqKjoyVJJ0+elCQ9/fTTCg4OzvTfJ598oqtXryohISFTH1WrVs3R2M+ePatatWplaa9du7ZjeW7ddtttmV5nhOns3oN/jsdqtWYZ/7Xv0T9d+/5nXOgYFxd30zFOmTJFkZGRat++vR5++GEtWLDghgEfwK2FKRwAoMxnobObV5sxPeJa6enp1+3Tas16jsJms2W77o3mI19PxjZPPfWU6tWrl+06pUqVyvS6MNzZwpnvwY1k9/7ntM4DDzyg5s2ba8eOHdq9e7eWL1+upUuXasGCBWrXrp1Txwmg6CFAA8D/9/jjj+vzzz/P9o4c1ztLmpczsTdz6tSpTK8Nw9CpU6ccd6eoVq2aJMnb21t33XWXU2tXrlxZJ06cyNIeFRXlWJ6fKleuLLvdrjNnzqhmzZqO9mvfI2eqUKGCHnnkET3yyCO6cOGCevXqpUWLFhGgATCFAwAyVK9eXd27d9fatWv1119/ZVrm7e2tMmXK6D//+U+m9g8//NBl4/nss88yzdfdunWr/vrrL7Vt21aS1LBhQ1WvXl0rVqzQ5cuXs2yfl0dZt2vXThEREfrll18cbUlJSVq3bp2qVKmiunXr5rrv3Lj77rslZX2/P/jggzz1W6pUqSxfitLT07NMfSlbtqwqVKigq1ev5qkegOKBM9AA8A+jR4/Wpk2bdOLECd1+++2ZlvXp00dLlizRs88+q4YNG+o///lPtmdpncXX11cDBgzQQw895LiNXY0aNRy3XLNarZo9e7ZGjBihbt266aGHHlLFihUVExOjvXv3ytvbW4sWLcpV7ZEjR+qLL77QiBEjNGjQIPn6+uqzzz7TmTNntGDBgutOj3CVhg0bqnPnzlq1apViY2Mdt7HLmAd+vSk2N9OgQQPt2bNHK1euVIUKFVS1alXVqlVL7dq1U+fOnXXHHXeoVKlS+v777/Xrr79muisHgFsXARoA/qFGjRrq3r27Nm7cmGXZE088oYsXL2rbtm3asmWL2rZtq2XLlik4ONglYxk9erSOHDmiJUuW6PLlywoODtaMGTPk6enpWKdVq1Zau3at3n33XX3wwQdKSkpS+fLlFRQUpH79+uW6drly5fTxxx/r5Zdf1gcffKArV64oMDBQixYtUvv27Z2wd+bNmzdP5cqV0xdffKEdO3borrvu0uuvv677779f7u7uuepz6tSpev755/XGG28oJSVFvXr10qxZs/Svf/1Lu3fv1vbt22UYhqpXr64ZM2bc9OEzAG4NFsPZV20AAJBPDh8+rJ49e+rll19W9+7dC3o4AG4RzIEGABQJKSkpWdpWrVolq9Wa5SE0AOBKTOEAABQJy5Yt08GDB9W6dWvZbDbt2rVLu3btUr9+/bLcWxoAXIkpHACAImH37t16++23dfz4cSUlJem2225Tjx49NHr0aLm5cT4IQP4hQAMAAAAmMAcaAAAAMIEADQAAAJhAgAYAAABMIEADAAAAJhCgAQAAABMI0AAAAIAJBGgAAADABAI0AAAAYAIBGgAAADDh/wHHIwKNbJH/zQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.barplot(x = \"num_nights\", y = \"rel_num_bookings\", data=nights_data, color='#FF5733', palette='mako')\n", + "plt.title(\"Length of stay\")\n", + "plt.xlabel(\"Number of nights\")\n", + "plt.ylabel(\"Guests [%]\")\n", + "plt.legend(loc=\"upper right\")\n", + "plt.xlim(0,22)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fqsRQ6uouvBF" + }, + "source": [ + "### Distribution of waiting list" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "S8B3jr24u3c2", + "outputId": "0655396c-dedd-4371-f378-7224c645299a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15, 5))\n", + "filtered_data = full_data_guests[full_data_guests['days_in_waiting_list'] > 0]\n", + "sns.violinplot(x='days_in_waiting_list', data=filtered_data)\n", + "plt.title('Distribution of Days in Waiting List')\n", + "plt.xlabel('Days in Waiting List')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(ticks=range(0, filtered_data['days_in_waiting_list'].max() + 20, 20))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mFw23JDU5ubt" + }, + "source": [ + "### Parking Requirements" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "E7c5dyxS5ztK", + "outputId": "01dcb695-650a-4a80-f954-3f80615ecac2" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.countplot(data=df,\n", + " x='required_car_parking_spaces',\n", + " hue='hotel',\n", + " palette='mako')\n", + "plt.title('Distribution of Required Car Parking Spaces by Hotel Type')\n", + "plt.xlabel('Required Car Parking Spaces')\n", + "plt.ylabel('Frequency')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8M_RzTpBBEdm" + }, + "source": [ + "# **Data-Driven Advisory for Maximizing Additional Revenue from Resort Footfall**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fkvHtAkm0G4u" + }, + "source": [ + "### Lead Time" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "_9oRq_2R0K52", + "outputId": "e36ab1ce-7190-4de7-bea1-918f9eabd625" + }, + "outputs": [ + { + "data": { + "image/png": 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iYqLNZ9BoNOLq1auVfgsvtR9++AH+/v5YsWKFzX3dPPEdKLv//fv3Izc3t0a9EI2hvP2SkpIq9CAkJSXZ/L243e8sICAACQkJ6NWrV6N+cUHkyDgHgogkk5CQgHfffRft2rXDvffee9tyNw/7KFe+kkv5cpfla9fXdEhDdb799lvrMBmgbFxzRkYGoqOjrcf8/f1x/PhxmyU39+7dW2E50trEFh0dDbPZbF0istwHH3wAQRBsrl8f0dHRyMjIwLZt26zHTCYTNmzYAK1Wa10pSGp33XUX5HI5VqxYUeHbY1EUkZOTA+Cvb/VvLiOKIj766CObc3x9fREREYFvvvkG+fn51uMHDhzAhQsXGuQepDJq1CjrLuW3Ki4uRlFRUa3rHDBgAJRKJTZs2GDTdl999RXy8/MxaNCgesVcE+W9BTdf//jx4zh27JhNubvuuguiKFa6u7W9eha6dOkCLy8vfP755zZ/r/ft24eLFy9i8ODB1mO3+3s9atQomM3mSlfRMplMkv0bRdSUsAeCiOokPj4eiYmJMJvNyMzMxG+//YYDBw6gbdu2eO+996rcpGvlypX4/fffMWjQIPj5+SErKwuffvopWrdubV0WNSAgADqdDp9//jmcnZ2h1WrRrVu3ChuF1ZSbmxseeughjBs3zrqMa2BgoM1Ss+PHj8cPP/yAJ554AqNGjcLly5exZcuWCsOxahPb0KFD0a9fP7z99ttISUlBWFgYDhw4gD179uCxxx6rcqhXbUyYMAFffPEF5s2bhz/++AN+fn744YcfcOTIEcyfP7/CHIzaSE5OrvThqVOnThg8eDBmzZqF//3vf0hJScHw4cPh7OyMq1evYvfu3XjggQcQGxuL4OBgBAQE4M0330RaWhpcXFzwww8/VPrw9dxzz2H69Ol46KGH8Pe//x25ubn4+OOP0bFjxzo9hDeWsWPHYvv27fjXv/6F3377Db169YLZbEZiYiJ27NiB999/32Yp05rw9PTE9OnTsWLFCjzxxBMYOnQokpKS8Omnn1r3+qivH374odKdqAcOHAhvb28MHjwYO3fuxNNPP43Bgwfj6tWr+Pzzz9GhQweb30f//v0xduxYbNiwAcnJybjzzjthsVhw+PBh9OvXD4888ki9Y60tpVKJ559/Hi+++CIeeeQRjB492rqMq5+fHyZPnmwt27lzZwDA66+/jqioKMjlcowePRp9+/bFhAkTsHr1apw5cwYDBw6EUqnEpUuXsGPHDrz00ksYOXJko98bkT0xgSCiOikfvqBUKuHu7o7Q0FDMnz8f48aNq/ZhdejQoUhJScGmTZuQk5MDDw8P9O3bFzNmzLCuvKNUKrFo0SIsWbIECxYsgMlkwsKFC+ucQDz55JM4e/Ys1qxZg8LCQkRGRuJf//qXzS69d955J+bNm4f169fjjTfeQJcuXbBq1Sq8+eabNnXVJjaZTIb33nsPy5Ytw7Zt2/D111/Dz88PL7zwAqZMmVKne6mMk5MTNmzYgMWLF+Obb75BQUEBgoKCsHDhwlqvynOrpKQkvPPOOxWO33///Rg8eDCmTZuG9u3b44MPPsDKlSsBlI33HzhwoHVTPaVSiVWrVuH111/H6tWroVarMWLECDz88MMVVs6Jjo7GO++8g6VLl+J///sfAgICsHDhQuzZswcHDx6s1700JJlMhpUrV+KDDz7A5s2bsWvXLmg0GrRr1w6TJk2qcohXVWbMmAFPT098/PHHWLhwIdzc3PDAAw/gueeek2T/gQULFlR6/KOPPoK3tzfGjRuHzMxMfPHFF9i/fz86dOiA//u//8OOHTsq/D4WLlyIsLAwfPXVV3jrrbfg6uqKLl26oGfPnvWOs67GjRsHJycnrF27FosXL4ZWq8Xw4cPxz3/+07oiHFDWgzJp0iRs3boV3333HURRxOjRowEA//73v9GlSxd8/vnnePvttyGXy+Hn54d77733tnvAEDVnguiIM5aIiIiIiMghcQ4EERERERHVGBMIIiIiIiKqMSYQRERERERUY0wgiIiIiIioxphAEBERERFRjTGBICIiIiKiGmMCQURERERENcaN5OxIFEVYLPbZhkMmE+x27eaI7SkdtqW02J7SYntKi+0pHbaltFpie8pkAgRBqFFZJhB2ZLGIyM4ubPTrKhQyeHg4Q68vgslkafTrNzdsT+mwLaXF9pQW21NabE/psC2l1VLb09PTGXJ5zRIIDmEiIiIiIqIaYwJBREREREQ1xgSCiIiIiIhqjAkEERERERHVGBMIIiIiIiKqMa7CREREROTALBYLzGZTFe8LKC6Ww2gsgdncspYebQjNsT3lcgVkMun6DZhAEBERETkgURSh12fDYCiotmxmpgwWS8tZcrShNcf21GhcoNN51nivh6owgSAiIiJyQOXJg4uLB1QqdZUPfnK50Gy+LXcEzak9RVGE0ViCgoIcAICbm1e962QCQURERORgLBazNXlwcdFVW16hkLWoTc8aWnNrT5VKDQAoKMiBq6tHvYczcRI1ERERkYMxm80A/nrwI6qv8s9SVfNpaooJBBEREZGDkmK8OhEg7WeJCQQREREREdUYEwgiIiIianKionojLm61vcNokTiJmoiIiIgq2LZtC9544zW8//5HCA/vVOH9Z56Zhry8XGzYsLHWdX/99ZdwcnJCTMw9UoRaqWeemYZjx45UW+7xx6ciNnZ6g8XRHDGBICIiIqJG9c03X8LNzb1BE4jHHpuCe+65z/r6zJnT+OqrzzFp0uNo3z7IejwkpGODxdBcMYEgIiIiomanT5/+Nq9VKhW++upz9OnTD7169bZTVM0D50C0YHK5DAqFND8yGVeJICIiaulMJhM++OB9PPDAWAwZEon7778Hq1evhNFotJa5//57kJSUiGPHjiAqqjeionrjmWemWd/Pz8/HO+/8D+PGjcaQIZGYMOE+fPzxB5LvDL1163eIiuqNc+f+rPDeBx/EITq6LzIy0gGUDYeaNOkB/PnnGTz55BQMHToQ48ffi2+//arCuUajEXFxqzFhwn0YMiQS48aNxrvvvmPTBk0deyBaIEEQYBFF6HQayeq0WETk5BTCYmkeuzYSERFRmYKCAuTm5lY4Xtl+Am+++Tq2b/8egwcPw4MPPoLTp09hw4b1uHQpCQsXLgYAzJw5B0uX/h80Gg0efXQKAMDT0xMAUFxcjGeemYbMzHTce+84tGrVGqdOncDq1SuRlZWFZ5+dI9l9DRkyDEuWvImdO3cgNDTc5r0fftiOnj3vgI+Pr/VYfn4+/vnPZzF06HAMH34XfvxxNxYvXgSFQokxY8YCACwWC+bNew4nThzDvff+DYGBQUhMvIAvvvgUV65cxsKF/5MsfntyqARi+/bt+O677/DHH39Ar9cjMDAQkyZNwt///nebtWu//PJLvP/++7h27RqCgoIwe/ZsDBkyxKau/Px8LFy4ELt370ZpaSnuvPNOvPzyy/D19bUpd+TIEbz55ps4c+YMvLy8MHHiREydOtXmeqIoYu3atfj000+RnZ2NiIgIvPjii+jRo0eDtkdDkckEyAQBPyQmI6vIUO/6PDVOGBnSHjKZwASCiIiomZk166nbvhcUFGz97/Pnz2H79u9xzz33Ye7clwEA48aNh4eHJz77bAOOHPkdvXr1RnT0YKxd+y7c3Nxx990xNvV9/vnHuHbtKtat+wT+/gEAgPvu+zu8vX3w2Wcb8OCDD6NVq9aS3JdW64w77xyM3bt/wFNPzbTuznzu3J9ISkrExImTbMpnZmbgmWdm4cEHHwEAjB37d0yb9hhWr16JkSNHQ6FQYNeuHfj994NYvnwNunfvcVM7hWDx4oU4efI4unbtLkn89uRQQ5g++OADaDQazJs3D++99x6io6PxyiuvYOXKldYyW7duxSuvvIJRo0Zh7dq16NGjB5555hkcO3bMpq5Zs2bhwIEDWLBgARYvXoykpCRMnToVJtNf2XJycjJiY2Ph4+OD1atX47HHHsOyZcuwbt06m7rWrl2LZcuWYfLkyVi9ejV8fHwwZcoUXLlypUHbo6HlFBcjo8hQ759sQ7G9b4WIiIgayHPPzcXbb6+s8HPr5ONffz0AAJgw4WGb4w8+WPb6l1/2V3utvXv3oFu3nnB11SE3N9f607t3X5jNZhw/flSiuyozcuRoZGZm4MiR363Hdu7cAbXaCYMHD7UpK5fLMXbs362vlUolxo4dh5ycbPz555kb8e9GYGB7BAa2t4n/jjv6AIDNdZoyh+qBeO+996xdWAAQGRmJ3NxcrF+/Hk899RRkMhmWLVuG0aNHY9asWQCA/v3749y5c1i5ciXWrl0LADh69Cj279+PuLg4REVFAQCCgoIQExODnTt3IiamLNuNi4uDh4cHlixZApVKhcjISGRnZ2PVqlWYNGkSVCoVSkpKsHr1akyZMgWTJ08GANxxxx0YOXIk4uLisGDBgkZrHyIiIqLG1qlT50qXcXV1dUVeXq71dWrqdchkMrRr529TzsvLGy4urkhNvV7tta5evYyLF89jzJjhlb6fk5Ndu+Cr0adPP3h5eWPnzu3o3bsvLBYLdu/+AdHRg6DVOtuU9fb2gUZjO/zb3z8QAJCaeg1dunTF1atXcOlSUhXx50gav704VAJxc/JQLiIiAhs3bkRRURFycnJw6dIl/POf/7QpExMTg7feegtGoxEqlQrx8fHQ6XQYOHCgtUxwcDAiIiIQHx9vTSDi4+MxYsQIqFQqm7pWr16No0ePol+/fjhy5AgKCgowatQoaxmVSoURI0Zg165dUjcBERERUYsliiL69OmHhx56tNL3yx/YpSKXyzFixEhs2fIN5syZh5MnjyMzMwMjR8ZUf3IlLBYLQkI64JlnZlf6fqtWreoTrsNwqASiMocPH0arVq3g4uKCw4cPAyjrTbhZSEgISktLceXKFYSEhCAxMRFBQUE28xiAsiQiMTERAFBUVITr168jODi4QhlBEJCYmIh+/fpZy99aLiQkBB9++CGKi4vh5OQk6T0TERERNTWtW7eBxWLB1atXbPZZyM7OQkFBPlq3bmM9duszWrm2bdvBYDCgT59+DR5vuZEjR+Pzzz/GgQM/49dfD8Dd3QP9+kVWKJeZmQGDwWDTC3HlSjIAoHXrtgAAP792uHDhPHr37nvbe2wOHDqB+P3337Ft2zbMnTsXAJCXlwcA0Ol0NuXKX5e/r9fr4erqWqE+Nzc3nDp1CkDZJOvK6lKpVNBoNDZ1qVQqqNXqCtcURRF5eXn1SiAUisafhlK+5KogCJIsv1peh1zuUFNqGk35fbfU+5cS21JabE9psT2lxfasmsVS8/8/lz+nCgIg2nEtk/79B2L16pXYuPFTvPDCS9bjn3/+CQBgwIAo6zEnJw0KCgoq1DF06HCsW7cGv/2WUOEhPj8/HxqNBgqFtI+vHTp0REhIR3z//bf444+TGDVqDBQKBcxmi017ms1mbN68yTqJurS0FJs3fw13dw+Eh0fciH8EEhIO4LvvvsHYseNsrlNSUgyLRawwDKqxyeVCvZ8/HTaBSE1NxezZs9GvXz88+mjl3VhNnUwmwMPDufqCDUSlUkBjUVVfsBpqtRIAJF0Wtilq6fcvJbaltNie0mJ7SovtWbniYjkyM2W1etiTOhm7+QvCymIQBAGC8Fd8ERHhiIm5B9999w0KCwvQs+cdOH36D2zbtgWDBg1B3759redGRETg66+/wkcfrYO/vz88PDzQu3dfPProYzhwIB4vvDAbo0ffg/DwCBgMBly8eAF79+7GN998D3d3D5sYa9s+ld1PTMwYLF/+NgBg1KjRNuXL79XHxweffPIR0tJSERAQgN27d+L8+XOYN+9lODmVPU+NHj0Ge/fuxuLFC3Hs2GF069YdFosFly5dwp49u/DOOysREVFxPkljsFgEyGQyuLlp6z16xiETCL1ej6lTp8Ld3R3Lly+3Lqvl5uYGoCwD9fHxsSl/8/s6nQ6pqakV6s3Ly7OWKe+hKO+JKGc0GmEwGGzqMhqNKCkpsemF0Ov1EATBWq4uLBYRen1Rnc+vK6VSDhcXJxiNJhgM9d/UpESQAwD0egPMZmk3eWkK5HIZdDpNi71/KbEtpcX2lBbbU1psz6oZjSWwWCwwm0WYTFW3jyCUteet35jXV/nS7GazpdIYRFGEKNrG98ILL6FNm7bYtu177Nu3F56eXpg06XE8/vhUm3KPPfYErl+/jo8//hBFRYXo0aMXevToDYVCjeXL12DDhvXYu3c3tm//Hs7OzvD3D8CUKdPh5ORsU4/FUn37lCv/nFV2P8OH3413312Gtm39rBPGb25PURTh4uKKl156DUuX/h82b/4Gnp6emD37BYwZc59NfW+8sRhffPEJduzYin379kKtdkLbtn4YP/5BtG3brsbxSs1sFmGxWJCXVwSDwVzhfZ1OU+Mk1OESiOLiYkyfPh35+fn44osvbIYilc9DSExMtJmTkJiYCKVSCX9/f2u5hIQEiKJoM/4sKSkJoaGhAACtVos2bdpY5zjcXEYURWv95X8mJSUhPPyvTUYSExPRtm3bemdw9vgQlX84RFGUZN+G6v6BaSla+v1LiW0pLbantNie0mJ7Vs5srvn/n/96yJU2hpiYexATc89t31+xYk2FYwqFAo8/PhWPPz61yro9Pb3w1ltLK31Pq9Vi+vSnMX3601XWsX9/7ZZEHTJk+G3PkcvLHonvvjumyvYMD4/AqlXrKr5xE4VCgYcffgwPP/xYreJrLDVJSqvjUAMPTSYTZs2ahcTERLz//vsVZqr7+/ujffv22LFjh83xbdu2ITIy0rqaUnR0NPLy8pCQkGAtk5SUhNOnTyM6Otp6LDo6Gnv27EFpaalNXTqdDj179gQA9OrVCy4uLti+fbu1TGlpKXbu3GlTFxERERE1Tdu2bYHFYqmwsR1VzqF6IF577TXs3bsX8+bNQ0FBgc3mcJ06dYJKpcKMGTPw/PPPIyAgAP369cO2bdtw4sQJfPzxx9ayPXv2RFRUFObPn4+5c+dCrVbj7bffRlhYGO666y5rudjYWGzZsgVz5szBxIkTce7cOcTFxWH27NnWZEStVmP69OlYvnw5PD09ERoais8++wy5ubmIjY1ttLYhIiIiImkdPnwIly4l4qOP1uHOOwejTZu29g6pSXCoBOLAgbIdDBctWlThvT179qBdu3YYM2YMDAYD1q5dizVr1iAoKAgrVqyw9hiUW7p0KRYuXIhXX30VJpMJUVFRePnll21m7gcGBiIuLg6LFi3CtGnT4OnpiZkzZ2LKlCk2dU2dOhWiKGLdunXIzs5GREQE4uLirEOmiIiIiKjpWb9+LU6dOoGuXbtj9ux/Vn8CAQAEUbTngl8tm9lsQXZ2YaNfV61WQKfT4PPTZ5FWUP9J3D5aDR7qEo6cnMIWOY5VoZDBw8O5xd6/lNiW0mJ7SovtKS22Z9VKS43IyroOL682UCqrXzFRoZCxHSXUHNuzus+Up6dzjSdRO9QcCCIiIiIicmxMIIiIiIiIqMaYQBARERERUY0xgSAiIiIiohpjAkFERERERDXGBIKIiIiIiGqMCQQREREREdUYEwgiIiIianD79+/D7NlPY9SooRg8uD/Gj78Xb731X1y+nGwtExXVG59+usH6etu2Ldi5c4dkMTzzzDS88MKsWr9Xlbi41Th58nid4omLW40RI+6s07n25FA7URMRERFR8/Pee8vxyScfYvDgYZg79yW4u3sgJeUqtm79Dv/614tYv/5TAMCqVevRunUb63nbtm2BVqvFXXeNtFfo1Vq/fi00Gi26du1u71AaDRMIIiIiImowCQn78cknH2Ly5CfwxBNPWo/36NELo0ffiwMHfrYe69Klqz1CpFriECYiIiIiajCff/4JPD29MHnyE5W+P3DgX0N4bh7C9Mwz03Ds2BH88st+REX1RlRUb8TFrcZXX32OYcMGorCwwKaeS5eSEBXVGwkJ+yWL/eLFC3juuWcwfHgU7r57EF5++QWkpqbaxAsA7777jjXGI0d+BwCIoohPP92ABx8chyFDIjF+/Fh88cUnksVmT+yBICIiImoiRFFEicVc4bhCkMFktjTotdUyOQRBqNU5JpMJJ08ex6BBQ6FQ1O6xc86cefjPf16BWu2Ep5+eBQDw9fWFk5MG7767HLt2/YD77vu7tfzWrd/Bx8cXfftGVlmvKIowmUzVXj8tLRVPPz0Vfn7t8Mor/4HRWII1a97DjBnT8OGHn0GrdcaqVevx5JOP4/77J2D48LJhVkFBQQCAd95ZjC1bvsWjj05Bp05dcOrUCbz33nKo1Wrcd9/9tWoLR8MEgoiIiKgJEEURc48ewp/6XLtcP0LnjkU9+9QqidDr82A0GtGqVetaXy8oKBharTO0Wm2FoU1DhgzF1q3fWRMIk8mEH37YhtGj74VcLq+y3oSEAxg8uH+l7w0YEGX9740bP4XZbMLbb6+ATucGAAgNDccjj4zHtm1bcP/9D1rj8vVtbRNjSspVbNq0Ec8//yLGjh0HAOjTpx+Ki4uxfv1a3HvvOMhkTXcgEBMIIiIioiaidt//O47a9lxU5557/oZnnpmGxMSLCA4Owa+/HkBOTjbGjBlb7bnduvXAzJnPVTj+1ltv2Lw+fvwYevXqbU0eACAwsD06dOiIEyeO4/77H7ztNQ4d+g0AMHjwUJvejt69++KTTz5EenqazWTxpoYJBBEREVETIAgCFvXsU/kQJoUMJpPjDWHS6dygUqmRlpZafeFa6NGjFwICArF162bMmPEctm79Dt2794SfX7tqz3VxcUF4eKcKx7Varc3r/Hw9OnYMrVDOw8MLen1eldfIy8uFKIoYPXp4pe+npTGBICIiIqJGIAgCnOQVH98UchlMYsMmEHWhUCjQtWt3HD58ECaTqdbzIKoyZsx9+PTTjzBhwsP45Zf9ePHFVyWrGwB0Oh1ycrIrHM/JyYK/f2A157pBEAS8++77UCqVFd4PCKj6fEfXdAdfEREREZHDe/DBh5CVlYWPPlpX6ftVrZqkVCpRUmKs9L1Ro8agsLAA//73K3BycsKQIcMkibdct249cPjwIej1euuxy5cv4eLFC+jW7a89HxQKBYzGEptz77ijDwAgLy8P4eGdKvxotc6SxtrY2ANBRERERA0mMjIKDz30KNatW4NLl5IwbNhdcHd3x7VrKdi69TsUFhYgMjKq0nMDA4OwY8f32L8/Ht7e3vD29oG3tw8AwMPDA1FRg7B3726MHTsOarWTpHE/8MBD2Lp1C5577hk8+ugUGI0lWLv2PbRq1RoxMffYxLh/fzy6d+8JjUaDgIBABAQEYty48Xj99VcxceIkdOrUBSaTCVeuXMbRo79j4cL/SRprY2MCQUREREQN6qmnZqJr127YtGkjFi78N4qLDTeWXO2PiRMn3fa8hx9+FCkpV/D66/9CQUE+Hn98KmJjp1vfj44ejL17d2P06Hslj7lVq9ZYsWINVq5cin//+2XIZHL06dMXM2Y8Z9OD8Nxzc/HOO4vx/PMzUVJSgmXLVqFXr96YNeufCAgIxObNX+ODD96HRqNFQECg5D0l9iCIoijaO4iWymy2IDu7sNGvq1YroNNp8Pnps0grKKp3fT5aDR7qEo6cnMIGn8DliBQKGTw8nFvs/UuJbSkttqe02J7SYntWrbTUiKys6/DyagOlUlVt+caYRO2I/vOfV3H+/Fl89NEXktbbHNuzus+Up6cz5PKazW5gDwQRERERNSkXL17A+fNnsWfPTsyZM8/e4bQ4TCCIiIiIqEmZO3c2cnNzMGrUmAYZvkRVYwJBRERERE3KV19tsXcILRqXcSUiIiIiohpjAkFERERERDXGBIKIiIiIiGqMCQQREREREdUYEwgiIiIiIqoxJhBERERERFRjTCCIiIiIqMHExa1GVFRv609MzDD84x+xSEjYb+/QKjh//izi4lajuNhQbdlt27YgKqo3cnNza/VeVeLjf8LXX39Zq3PKXb9+DVFRvbF37+46nV8bTCCIiIiIqEGp1WqsWrUeq1atx9y5L8FoNGLu3Odw8uRxe4dm4/z5c1i/fi2Ki4vtcv2ff/4J33xTtwSiMXEjOSIiIiJqUDKZDF26dLW+7tSpC8aNG43t279H167d7RhZGbPZDFEU7R1Gk8EEgoiIiIgalY+PL9zdPZCWlmZz/NSpE1iz5l2cPn0KcrkckZFRePbZOfDw8LSW2bDhA3z//bfIyEiHVqtFSEgo5s59CW3b+gEA9Po8rFixFAcOxMNgKEZoaBiefPIZ9OjRy1rHM89Mg1arxZAhw/HRR+tw7VoKpk9/Bu+++w4AYOTIYQCA1q3bSLbrdUlJCdasWYndu3ciP1+PgID2ePzxqRg0aAgA4L//XYDt278HAERF9QYAjBo1Bi+9tKDGbdNYHCqBSE5ORlxcHI4fP47z588jODgY33//vfX9q1evYtiwYZWeq1KpcPLkySrLde/eHRs3brQ5duTIEbz55ps4c+YMvLy8MHHiREydOhWCIFjLiKKItWvX4tNPP0V2djYiIiLw4osvokePHhLcNREREVHLUlRUBL0+D23atLUeO3XqBGbMmI7+/QfitdcWorjYgLVr38O8eXOwevV6AMD27d/j/fffwxNPPInOnbuisLAAx48fQ2FhIYCynoQ5c2bi+vUU/OMfM+Dh4YWvvvocs2c/jffeW4fw8Ajr9f788wyuX7+GJ554Eq6uOnTo0BGFhQX48MM4LF26Ak5OzlCplNXei8VihslkuuWYpUK5f//7Zfz2WwKmTXsKAQHtsWPHVrz88gtYuHAxoqIGYfLkJ5Cbm4Pk5Et49dXXAQAeHh41bpvG5FAJxPnz57Fv3z50794dFoulQleSr68vvvjiC5tjoijiiSeeQP/+/SvU99xzz6Ffv37W187OzjbvJycnIzY2FgMHDsSsWbNw9uxZLF68GHK5HLGxsdZya9euxbJly/D8888jLCwMn3zyCaZMmYLNmzfD399filsnIiIiqpYoiigxmiocV5hkMJkrPrRKSa1S2HzBWlvlD9mZmZl47713oNU644EHHrS+v2rVCoSHR+CNN/7Pep3g4A549NEJSEjYj8jIKJw58wdCQjpi0qTHrefdeedg638nJOzHmTN/4H//W45+/SIBAP36RWLChPuwYcM6/Pe//2ctq9fnYe3aD9GqVWvrMT+/dgCA8PAIuLi41ei+7r337mrLXLhwHvv27cXzz7+I++77OwCgf/8BSE29jnXr1iIqahD8/NrB3d0DqanXbYZ71bRtGpNDJRBDhw7F8OHDAQDz5s3DqVOnbN5XqVQVvvX/7bffUFBQgDFjxlSoLzAwsMpegri4OHh4eGDJkiVQqVSIjIxEdnY2Vq1ahUmTJkGlUqGkpASrV6/GlClTMHnyZADAHXfcgZEjRyIuLg4LFiyozy0TERER1Ygoinj19S04eyHdLtcP69gK/35pTJ2SCIPBgMGD//qyVy6XY+HC/yEgoD0AoLi4GCdPHsfTTz8Ls9lsLefvHwBf31Y4c+Y0IiOjEBoajm+++QrLly9BdPRQdO7cBQrFX4+zx48fg7OzszV5AACFQoFBg4Zg164fbGIKCelokzzU1dKl78LFxcXm2IEDP2P9+rU3xXUUADB06HCbckOHjsDy5UtgMBig0Wgqrb+mbdOYHCqBkMlqvyjU999/DxcXFwwdOrTW58bHx2PEiBFQqVTWYzExMVi9ejWOHj2Kfv364ciRIygoKMCoUaOsZVQqFUaMGIFdu3bV+ppEREREdVaPHgB7UqvVWLlyLSwWC65evYJVq1bg9df/hY8++gLe3t7Iz9fDbDZj2bIlWLZsSYXz09PL5krExNyDoqIifPfdN/jii0/h4uKCkSPH4B//eAZqtRPy8/WVzgnw8PCCXp9nc8zTU5q5Ax06hMLd3d3mWGLiRZvX+fl6KBQK6HS2vRqenp4QRREFBfm3TSBq2jaNyaESiNoqLS3Fzp07MWLECKjV6grvL1iwALNnz4a7uzuGDRuG559/3voLLioqwvXr1xEcHGxzTnBwMARBQGJiIvr164fExETr8ZuFhITgww8/RHFxMZycnBrmBomIiIhuEAQB/35pTOVDmOSOPYRJJpMhPLwTgLIVmAICAjFt2mR88MFaPP/8i3BxcYUgCJg06XFERw+ucL6bm7u1ngcemIgHHpiIjIx07N69E6tWLYe7uzsmT34COp0OOTnZFc7Pycmq8PBen+FYtaXTucFkMkGv10On01mPZ2dnQxAEuLi43vbcmrZNY2rSCUR8fDxyc3MrDF9SqVSYOHEioqKioNPpcPz4caxatQqnTp3Cl19+CaVSifz8fACw+SWWn6vRaJCXV5al6vV6qFSqCgmKTqeDKIrIy8urVwKhUDT+VhwyWdlfGEEQrP8tRX1yecvcVqT8vlvq/UuJbSkttqe02J7SYntWzWKp/P/PgiDASa285VhZO5rNFjSVlUjDwzth+PC7sW3bFjz++FR4eXmjS5euSE5OQnj4UzWqw8fHFxMnPoJdu3bg0qUkAEC3bj3w6acbcPDgr+jbt2zIlMlkQnz8T+jWrfrlYhWKsrY1Go0QBEjWnt269QAA7N27G2PHjrMe37t3Nzp2DLP2PigUShiNRptzNRpNrdumKnK5UO/nzyadQGzZsgXe3t6IjIy0Oe7r62szN6Fv377o2LEjpk+fjl27diEmJqaRI62cTCbAw8O5+oINRKVSQGNRVV+wGuob/5DpdJV3vbUULf3+pcS2lBbbU1psT2mxPStXXCxHZqasVg97jpqMlX/ReOt9xMZOxZ49O/HVV5/j6adnYsaM2Xjmmen4179exIgRd8PVVYf09DQcOvQbRo++F3fc0RuLFr0OV1cdunTpCldXHU6cOIaLF8/j/vsfgEIhw513RqNTpy74z39ewVNPzYCnpxe+/PJzZGVl4vHHY60xCIIAQagYU0hI2YiTr77aiOjowXByckKHDh2rua+Kv6Nb3wsPD8PgwUOxYsXbMJmMCAgIxI4d23Dq1Am89dYS6/nBwUHYtu07/PjjTvj7B8DNzR1t27atUdvcnJRX9pmxWATIZDK4uWnrPXqmySYQhYWF2Lt3L8aPHw+5XF5t+UGDBkGr1eKPP/5ATEwMXF3LuorKeyLKGY1GGAwGuLmVdXPpdDoYjUaUlJTY9ELo9XoIgmAtVxcWiwi9vqjO59eVUimHi4sTjEYTDAZj9SdUo0Qoa3+93gBzA3efOiK5XAadTtNi719KbEtpsT2lxfaUFtuzakZjCSwWC8xmESZT1e3j6D0QFktZULfeh59fAIYNuwtff/0lHn54Mjp16op3330fcXGr8frrC1BaWgofn1bo3bsP2rTxg8lkQefO3fDdd99g8+ZvUFxcjLZt/TBjxmzExNx7o34B//d/S7Fy5TtYvvwdFBcbEBoajiVLVqBDh3BrDKIoQhQrxhQSEorY2GnYsmUzPv74Q/j6trrtPhB/3VfF31Fl773yyr+xevVKfPTReuj1ZftAvP76m4iMvNNaJibmXpw6dQr/+9+byMvLs+4DUZO2Kf97ZDZbKv3MmM0iLBYL8vKKYDCYK7yv02lqnIQKooNuu1e+CtPN+0Dc7Ntvv8XcuXOxceNGdO9efZeUKIro1asXHnroIfzzn/8EAAwePBh33XUX5s+fby139uxZ3Hvvvfjoo4/Qr18/JCQkYPLkydi8eTPCw8Ot5RYtWoSdO3fixx9/rPM9ms0WZGcX1vn8ulKrFdDpNPj89FmkFdQ/gfHRavBQl3Dk5BRW+49cc6RQyODh4dxi719KbEtpsT2lxfaUFtuzaqWlRmRlXYeXVxsoldWPFlAoZGxHCTXH9qzuM+Xp6VzjBMIx+7pq4Pvvv0dAQECNkgcA2Lt3L4qKitC161/r6kZHR2PPnj0oLS21Htu2bRt0Oh169uwJAOjVqxdcXFywfft2a5nyydvR0dES3Q0RERERUdPgUEOYDAYD9u3bBwBISUlBQUEBduzYAaBsHkP5clvZ2dlISEjA1KlTK61n0aJFEAQBPXr0gE6nw4kTJ7B69Wp06dLFus8EAMTGxmLLli2YM2cOJk6ciHPnziEuLg6zZ8+2Lu2qVqsxffp0LF++HJ6enggNDcVnn32G3Nxcm83miIiIiIhaAodKILKysvDss8/aHCt/XT6kCAC2b98Ok8mEe+65p9J6QkJC8Nlnn2Hjxo0oLi5Gq1atcP/992PmzJk2m40EBgYiLi4OixYtwrRp0+Dp6YmZM2diypQpNvVNnToVoihi3bp1yM7ORkREBOLi4rgLNRERERG1OA47B6Il4ByI5oHjeKXDtpQW21NabE9psT2rxjkQ9tUc25NzIIiIiIiIyC6YQBARERE5KA4UIalI+VliAkFERETkYMr3uDIaS+wcCTUX5Z8lubz+U6AdahI1EREREQEymRwajQsKCnIAACqVGoIg3La8xSLAbGZvhVSaU3uKogijsQQFBTnQaFwgk9W//4AJBBEREZED0unKlq8vTyKqIpPJYLE0r0m/9tQc21OjcbF+puqLCQQRERGRAxIEAW5uXnB19YDZbLptOblcgJubFnl5Rc3mW3N7ao7tKZcrJOl5KMcEgoiIiMiByWQyyGS3X8pVoZDByckJBoO52S09ag9sz+pxEjUREREREdUYEwgiIiIiIqoxJhBERERERFRjTCCIiIiIiKjGmEAQEREREVGNMYEgIiIiIqIaYwJBREREREQ1xgSCiIiIiIhqjAkEERERERHVGBMIIiIiIiKqMSYQRERERERUY0wgiIiIiIioxphAEBERERFRjTGBICIiIiKiGmMCQURERERENcYEgoiIiIiIaowJBBERERER1RgTCCIiIiIiqjEmEEREREREVGNMIIiIiIiIqMaYQBARERERUY0xgSAiIiIiohpjAkFERERERDXGBIIqlVSQjwv5enuHQUREREQORmHvAMjxXC4swG9ZGQAAd6UK3k5Odo6IiIiIiByFQ/VAJCcn49VXX8XYsWPRqVMnjBkzpkKZSZMmISwsrMLPxYsXbcrl5+dj/vz56Nu3L3r27ImZM2ciPT29Qn1HjhzBhAkT0K1bNwwZMgRr1qyBKIo2ZURRxJo1azB48GB069YNEyZMwLFjxyS9d0eRazRakwcA+FOfa79giIiIiMjhOFQPxPnz57Fv3z50794dFoulwoN8uV69emHu3Lk2x9q1a2fzetasWbhw4QIWLFgAtVqNpUuXYurUqdi0aRMUirLbTk5ORmxsLAYOHIhZs2bh7NmzWLx4MeRyOWJjY611rV27FsuWLcPzzz+PsLAwfPLJJ5gyZQo2b94Mf39/iVvBfoxmM/ZnpMIsivBUqZFtLMFVQxH0pUbolCp7h0dEREREDsChEoihQ4di+PDhAIB58+bh1KlTlZbT6XTo0aPHbes5evQo9u/fj7i4OERFRQEAgoKCEBMTg507dyImJgYAEBcXBw8PDyxZsgQqlQqRkZHIzs7GqlWrMGnSJKhUKpSUlGD16tWYMmUKJk+eDAC44447MHLkSMTFxWHBggWS3b89iaKIX7MyUGAyQStXYJBva/yWlYFrhiKc0+eht5ePvUMkIiIiIgfgUEOYZDJpwomPj4dOp8PAgQOtx4KDgxEREYH4+HibcsOGDYNK9de36zExMdDr9Th69CiAsiFOBQUFGDVqlLWMSqXCiBEjbOpq6gpMJlwzFEEAEOXTCmq5HOE6NwBAUmEBis1m+wZIRERERA7BoRKImjp48CB69OiBrl274pFHHsGhQ4ds3k9MTERQUBAEQbA5HhwcjMTERABAUVERrl+/juDg4AplBEGwliv/89ZyISEhuHbtGoqLiyW9N3vJKzUCANxVKniq1QAAH7UTPFVqmEWRKzIREREREQAHG8JUE3369MHYsWPRvn17pKenIy4uDo8//jg2bNiAnj17AgD0ej1cXV0rnOvm5mYdFpWfnw+gbDjUzVQqFTQaDfLy8qx1qVQqqG88VJfT6XQQRRF5eXlwqscqRQpF4+dwMllZYiUIgvW//0og1NZjgIAIN3ccyEjD+fw8dHJ3h6KSXqLy8nJ5k8xH6638vlvq/UuJbSkttqe02J7SYntKh20pLbZn9ZpcAjFz5kyb14MHD8aYMWPw7rvvYu3atXaKqm5kMgEeHs52u75KpYDGUjZ8Kz/TBADwcdZAo/lrSFeokweO5WSh0GRCnmhCO41LhXrUaiUAQKfTNELUjqul37+U2JbSYntKi+0pLbandNiW0mJ73l6TSyBupdVqMWjQIPzwww/WYzqdDqmpqRXK5uXlwc2tbFx/eQ9FeU9EOaPRCIPBYC2n0+lgNBpRUlJi0wuh1+shCIK1XF1YLCL0+qI6n19XSqUcLi5OMBpNMBjKeh6ybgzFcobceqycr5MGSQX5uKovgJe84mpMJYIcAKDXG2A2Wxo4escjl8ug02la7P1LiW0pLbantNie0mJ7SodtKa2W2p46nabGvS5NPoGoTHBwMBISEiCKos08iKSkJISGhgIoSzzatGljneNwcxlRFK1zHsr/TEpKQnh4uLVcYmIi2rZtW6/hSwBgMjX+B7P8wyGKIiwWESaLBfmlpQAAnVIJi8V2+VxvlRpJyEeGwQCLW8WldcvLm80Wu9yPo2jp9y8ltqW02J7SYntKi+0pHbaltNiet9fkB3cVFRXhp59+QteuXa3HoqOjkZeXh4SEBOuxpKQknD59GtHR0Tbl9uzZg9IbD88AsG3bNuh0Out8il69esHFxQXbt2+3liktLcXOnTtt6mrK9DfuXy2TwUkmr/C+z40kKctYAvNt9uYgIiIiopbBoXogDAYD9u3bBwBISUlBQUEBduzYAQDo27cvEhMT8f7772PEiBHw8/NDeno61q9fj4yMDLzzzjvWenr27ImoqCjMnz8fc+fOhVqtxttvv42wsDDcdddd1nKxsbHYsmUL5syZg4kTJ+LcuXOIi4vD7NmzrUu7qtVqTJ8+HcuXL4enpydCQ0Px2WefITc312azuaYs98YEajelqsLKVQDgqlBCJZPBaLEg11gCL3X9el2IiIiIqOlyqAQiKysLzz77rM2x8tcfffQRWrdujdLSUrz99tvIzc2FRqNBz5498dprr6Fbt2425y1duhQLFy7Eq6++CpPJhKioKLz88svWXagBIDAwEHFxcVi0aBGmTZsGT09PzJw5E1OmTLGpa+rUqRBFEevWrUN2djYiIiIQFxfXbHahzjP+tYRrZQRBgI/aCSmGImSUFDOBICIiImrBBFHkmBR7MZstyM4ubPTrqtUK6HQafH76LNIKirA37TrSig3o4+mNEFddpeecycvF8dxs+Gm0uNO3tc17PloNHuoSjpycwhY5VlChkMHDw7nF3r+U2JbSYntKi+0pLbandNiW0mqp7enp6VzjSdRNfg4E1V9uNT0QwF/zIDJLisGck4iIiKjlYgLRwhWbTSixmAGUzYG4HQ+VGnJBQInFgnxT6W3LEREREVHzxgSihSvvfXBRKCrdZbqcXBDgqSrbByPjxp4RRERERNTyMIFo4fJurMDkXkXvQzkf9V/DmIiIiIioZWIC0cKV90C4VTH/oZy3dR5ESYPGRERERESOiwlEC5d3YxO5mvRAeKvLhjDlm0pRbDY1aFxERERE5JiYQLRgFlG0DmGqSQ+ESia3TrRmLwQRERFRy8QEogXLMxphFkXIBQEuCmWNzvG60QuRzQSCiIiIqEViAtGC5d8YvuSsUEAmCDU6p3wlpmwjEwgiIiKilogJRAtWeGM/B41cUeNzbk4guKEcERERUcvDBKIFKywtmwitkctrfI6bSgUZAKPFgkJOpCYiIiJqcZhAtGCFptonEHJBsE64zuE8CCIiIqIWhwlEC1ZQhyFMAOdBEBEREbVkTCBasPIeCKda9EAANycQRsljIiIiIiLHxgSiBSssrWMPxE1LuXIiNREREVHLwgSihRJFsU5zIADATamCDAJKRQsKTJxITURERNSSMIFoofJLS2G+0XugUdQugZAJAjxuTKTmPAgiIiKilqV2Y1eo2cgqLgYAqGVytHZ2rvX5bZ2dkWUsQbHFDA8ntdThEREREZGDYgLRAgmCgPRCAwCgrYsWD3UJr3Udbi5OOHkoG5ALGNUhCBZRhFDD3ayJiIiIqOliAtECCcJfPRD5OQb894Mfa12HXjADWuBEeiY+3noYj4y+AzIZEwgiIiKi5o4JRAtVnkCYi0y4kpFb6/NFiBDaA2YZcCE3T9rgiIiIiMhhcRJ1C5VpKBvCpDDX7XwBAjQ3toHIEbgSExEREVFLwQSihcq80QOhrMezv/bGAkxMIIiIiIhaDiYQLVSm4UYCUcceCADQlCcQslIJIiIiIiKipoAJRAuVWVw2hEmqHggzd6QmIiIiahGYQLRAoihaeyDqOgcCANSlgMwCmAUgWZ8vUXRERERE5MiYQLRABSYTjBYLgPoNYRIgWIcxncnJkSAyIiIiInJ0TCBaoOwbE6hVogCZWL+9G8qHMf3JBIKIiIioRWAC0QJllZQ99TuJ9f/1l/dA/JnNBIKIiIioJWAC0QJllZT1QGgk+PWX90Ccy82F6cawKCIiIiJqvphAtEBZxdL1QKhMgFIUYLRYkFxQUO/6iIiIiMixMYFogaTsgRAgwENUAADO6/PqXR8REREROTYmEC1QtoRzIADAw1KWQJxjAkFERETU7CnsHcDNkpOTERcXh+PHj+P8+fMIDg7G999/b32/oKAA69evx759+3Dp0iWoVCp069YNs2fPRlhYmLXc1atXMWzYsAr1d+/eHRs3brQ5duTIEbz55ps4c+YMvLy8MHHiREydOhWC8NfqRKIoYu3atfj000+RnZ2NiIgIvPjii+jRo4f0jdAIrD0QohxFEtTnISoBGHA+jwkEERERUXPnUAnE+fPnsW/fPnTv3h0WiwXiLbsbX7t2DV988QX+/ve/Y9asWSgpKcG6deswYcIEbNq0CSEhITbln3vuOfTr18/62tnZ2eb95ORkxMbGYuDAgZg1axbOnj2LxYsXQy6XIzY21lpu7dq1WLZsGZ5//nmEhYXhk08+wZQpU7B582b4+/s3QEs0rOwbcyA0kEmSQHje6IFIzNej1GKBUsaOLSIiIqLmyqESiKFDh2L48OEAgHnz5uHUqVM277dr1w67du2CRqOxHuvfvz+GDh2KTz/9FK+88opN+cDAwCp7CeLi4uDh4YElS5ZApVIhMjIS2dnZWLVqFSZNmgSVSoWSkhKsXr0aU6ZMweTJkwEAd9xxB0aOHIm4uDgsWLBAkntvLKIoWnsgpBrCpIUMOpUKeqMRyYUF6OCqk6ReIiIiInI8DvVVsayab661Wq1N8gCU9SoEBAQgPT291teLj4/HsGHDoFKprMdiYmKg1+tx9OhRAGVDnAoKCjBq1ChrGZVKhREjRiA+Pr7W17S3wpt2oXaS6NcvQEC4hzsATqQmIiIiau4cKoGoC71eb50vcasFCxYgIiICkZGRePnll5Gbm2t9r6ioCNevX69wXnBwMARBQGJiIgBY/7y1XEhICK5du4biG7s6NxXZxrLhS65KJRSo3y7UN+vk6QkAOMsEgoiIiKhZc6ghTHXxf//3fxAEARMnTrQeU6lUmDhxIqKioqDT6XD8+HGsWrUKp06dwpdffgmlUon8/HwAgE5nO9xGpVJBo9Eg78aEYL1eD5VKBbVabVNOp9NBFEXk5eXBycmpzvErFI2bw+nNpQAAb40TUAibyeJ1JQhANy8vAMCf+txGvyd7k8tlNn9S3bEtpcX2lBbbU1psT+mwLaXF9qxek04gNm3ahI0bN2LRokVo3bq19bivr6/N3IS+ffuiY8eOmD59Onbt2oWYmBg7RFuRTCbAw8O5+oIS6q6RI/iCDqPaByArJwNKpbzedcrkMnTx8oQA4JqhCBaNHF71SKqaKp1OU30hqhG2pbTYntJie0qL7SkdtqW02J6312QTiH379uHVV1/FU089hb/97W/Vlh80aBC0Wi3++OMPxMTEwNXVFQCsPRHljEYjDAYD3NzcAJT1NBiNRpSUlNj0Quj1egiCYC1XFxaLCL1einWQak4AsPbOaGi1arz9expKS831rtNitsBVpUKQqysS8/Pxy6UURLVqXf2JzYRcLoNOp4Feb4DZbLF3OE0a21JabE9psT2lxfaUDttSWi21PXU6TY17XZpkAnHs2DE8++yzuO+++/Dss8/WqQ6tVos2bdpY5ziUS0pKgiiK1jkP5X8mJSUhPDzcWi4xMRFt27at1/AlADCZGv+DqVT+tTzurUvl1kV5FZ3dPZCYn49TOdno7+Vb73qbGrPZYpffZ3PEtpQW21NabE9psT2lw7aUFtvz9prc4K4LFy5g+vTp6N+/P1577bUan7d3714UFRWha9eu1mPR0dHYs2cPSktLrce2bdsGnU6Hnj17AgB69eoFFxcXbN++3VqmtLQUO3fuRHR0tAR31Hx09iibSH06L9e+gRARERFRg3GoHgiDwYB9+/YBAFJSUlBQUIAdO3YAKJvHIIoiYmNjoVar8dhjj9nsE+Hi4oIOHToAABYtWgRBENCjRw/odDqcOHECq1evRpcuXaz7TABAbGwstmzZgjlz5mDixIk4d+4c4uLiMHv2bOvSrmq1GtOnT8fy5cvh6emJ0NBQfPbZZ8jNzbXZbI7KeiAAIDE/H8VmE5zkDvXxIiIiIiIJONQTXlZWVoUhSeWvP/roIwBAamoqAFg3dSvXt29fbNiwAUDZEqufffYZNm7ciOLiYrRq1Qr3338/Zs6cCYXir1sODAxEXFwcFi1ahGnTpsHT0xMzZ87ElClTbOqeOnUqRFHEunXrkJ2djYiICMTFxTXJXagbkq9GA2+1EzJLinFWn4fuHl72DomIiIiIJOZQCUS7du1w9uzZKstU9z4AjB8/HuPHj6/RNXv16oWNGzdWWUYQBEyfPh3Tp0+vUZ0tWSc3d8Snp+JMXi4TCCIiIqJmqMnNgSDH1snNHQDnQRARERE1V0wgSFIRbmXzIM7qc2G2cOUCIiIiouaGCQRJKsDZBc5yBQxmMy4VFtg7HCIiIiKSWJ0TiEcffRQJCQm3ff/XX3/Fo48+WtfqqYmSCwLCbmyud4bDmIiIiIianTonEAcPHkRmZuZt38/OzsahQ4fqWj01YZ1uDGM6mZtt50iIiIiISGr1GsIkCMJt30tOToazs3N9qqcmqseN1ZdO5GZzHgQRERFRM1OrZVy/+eYbfPPNN9bX7733XqVLoObn5+Ps2bPcqbmFCnHVwUWhQIHJhPP5eoTfWJmJiIiIiJq+WiUQBoMBOTk51teFhYWQySp2Ymi1Wjz44IN4+umn6x8hNTlyQUA3Dy/8kpGGYzlZTCCIiIiImpFaJRAPPfQQHnroIQDA0KFD8dJLL2HYsGENEhg1bT1vJBBHs7PwYPsQe4dDRERERBKp807UP/74o5RxUDNTPg/irD4PRSYTtAqH2vSciIiIiOqo3k91BQUFuHbtGvR6PURRrPB+nz596nsJaoJaaTRoq9HimqEIJ3Kz0d/b194hEREREZEE6pxAZGdn4/XXX8fOnTthNpsrvC+KIgRBwJkzZ+oVIDVdPTy8cM1QhGPZWUwgiIiIiJqJOicQr776Kvbu3YtJkyahd+/e0Ol0UsZFzUAPTy9su3YFx3Ky7B0KEREREUmkzgnEgQMH8Nhjj+GFF16QMh5qRrq5e0IGAdcMRUg1FKG1RmvvkIiIiIionuq8kZyTkxP8/PykjIWaGa1CgXA3NwDAsRzuSk1ERETUHNQ5gbj33nuxe/duKWOhZqh8Naaj2Zl2joSIiIiIpFDnIUx33303Dh06hNjYWEyYMAGtW7eGXC6vUK5z5871CpCatt5ePvj00kUczc5CidkMdSWfESIiIiJqOuqcQJRvKAcAv/zyS4X3uQoTAUCIiyu81WpklpTgRE42+nj72DskIiIiIqqHOicQCxculDIOaqYEQUA/b19sTbmCXzPTmUAQERERNXF1TiD+9re/SRkHNWP9byQQB7PSYRY7QS4I9g6JiIiIiOqozpOoiWqqs5sHnBUK5JWW4mxerr3DISIiIqJ6qHMPxIsvvlhtGUEQ8MYbb9T1EtRMKGQy9PHywU9p1/FrZjo6uXvYOyQiIiIiqqM6JxC//fZbhWMWiwUZGRkwm83w9PSERqOpV3DUfPT39rUmEI+HhELgMCYiIiKiJqnOCcSPP/5Y6fHS0lJ88cUX+PDDD7Fu3bo6B0bNS08PLygFGVKLDbhcWIBAF1d7h0REREREdSD5HAilUolHHnkEAwcOxH/+8x+pqycHJpMJUChklf64OqnQ06tsU7mD2Zm3LXfzj0zGXgoiIiIiR1PnHojqhIeHY/PmzQ1VPTkQxY0HfRcXpyrLDW8fgIOZGfg1Ox1P3dGt2notFhE5OYWwWERJ4iQiIiKi+muwBOKXX37hHIgWonxZ1l+uXsel3LzbljOYTJABOJ+bhxWHj8NTrb5tWU+NE0aGtIdMJjCBICIiInIgdU4gVqxYUenx/Px8HDp0CKdPn8a0adPqHBg1PfnGEmQUGaos01qjxTVDEY5lZaKru2cjRUZEREREUpE8gXBzc4O/vz9ee+01PPDAA3UOjJqnQGcXXDMUIbmwAF3cPLgaExEREVETU+cE4s8//5QyDmoh/DRayAUBBSYTso0l8FJXPW+CiIiIiBwLd6KmRqWQydBO4wwASC4ssHM0RERERFRb9Z5EffDgQfz000+4du0aAKBt27YYPHgw+vbtW+/gqHkKdHZBclEBLhcWooeHF2QcxkRERETUZNS5B8JoNGLGjBl47LHHsG7dOvzyyy/45ZdfsG7dOjz22GOYOXMmSktLa1VncnIyXn31VYwdOxadOnXCmDFjKi335Zdf4u6770bXrl1x7733Yu/evRXK5OfnY/78+ejbty969uyJmTNnIj09vUK5I0eOYMKECejWrRuGDBmCNWvWQBRtV/0RRRFr1qzB4MGD0a1bN0yYMAHHjh2r1b3RX1prNFDJZCi2mJFeXPWkayIiIiJyLHVOIFauXIldu3bh8ccfx/79+3Hw4EEcPHgQBw4cwJQpU7Bz506sXLmyVnWeP38e+/btQ2BgIEJCQiots3XrVrzyyisYNWoU1q5dix49euCZZ56p8EA/a9YsHDhwAAsWLMDixYuRlJSEqVOnwmQyWcskJycjNjYWPj4+WL16NR577DEsW7aswg7aa9euxbJlyzB58mSsXr0aPj4+mDJlCq5cuVKr+6MyMkFAgJbDmIiIiIiaojoPYdqyZQv+9re/4YUXXrA57uXlhX/+85/IysrCd999h1mzZtW4zqFDh2L48OEAgHnz5uHUqVMVyixbtgyjR4+21tu/f3+cO3cOK1euxNq1awEAR48exf79+xEXF4eoqCgAQFBQEGJiYrBz507ExMQAAOLi4uDh4YElS5ZApVIhMjIS2dnZWLVqFSZNmgSVSoWSkhKsXr0aU6ZMweTJkwEAd9xxB0aOHIm4uDgsWLCgFq1G5QKcXXChIB9XigrRy2KBUsbpOERERERNQZ2f2jIyMtCt2+13E+7WrRsyMjJqF0w1D5FXrlzBpUuXMGrUKJvjMTExSEhIgNFoBADEx8dDp9Nh4MCB1jLBwcGIiIhAfHy89Vh8fDyGDRsGlUplU5der8fRo0cBlA1xKigosLmmSqXCiBEjbOqi2vFRO8FFoYBJFHGliL0QRERERE1FnROI1q1b4+DBg7d9/9ChQ2jdunVdq69UYmIigLLehJuFhISgtLTUOqQoMTERQUFBFfYYCA4OttZRVFSE69evIzg4uEIZQRCs5cr/vLVcSEgIrl27huLiYonurmURBAHBLjoAwMX8fDtHQ0REREQ1VechTPfddx+WL18OV1dXTJ48GYGBgRAEAZcuXcKHH36IHTt2YMaMGVLGiry8PACATqezOV7+uvx9vV4PV1fXCue7ublZh0Xl33hovbUulUoFjUZjU5dKpYJara5wTVEUkZeXByenuu9loFA0/tAdmeyvxKo8yRJFEXnXCyBTyqDzca5dhTfqEATBpu7qhLi64mRuNrKMJdCbjHBX/dXG5fXI5Y4/tKk8xqYQq6NjW0qL7Skttqe02J7SYVtKi+1ZvTonEE8++SSuXLmCjRs34ssvv7QOP7JYLBBFEX/729/w5JNPShZocySTCfDwqOXDupTXl8ugVMoBABmXcpF6PgsA4DLACWpnVVWn2pDfeNhXKOTQaGp+ngYqBLi6Ijk/H5cMhYh0+yvpU6uVAACdTlPj+uytKcXq6NiW0mJ7SovtKS22p3TYltJie95enRMIuVyORYsWYfLkyYiPj0dKSgoAwM/PD9HR0QgPD5csyHJubm4AynoPfHx8rMf1er3N+zqdDqmpqRXOz8vLs5Yp76HIv2X4jNFohMFgsKnLaDSipKTEphdCr9dDEARrubqwWETo9UV1Pr+u1GoFtFo1LGYLSkvNyM8ssiYPAJCWmIM24d41rs9sKVv21mQyw2Aw1iqWIK0zkvPzcSE3D11d3SG/kYiWCGWJjV5vgNlsqVWdjU0ul0Gn0zSJWB0d21JabE9psT2lxfaUDttSWi21PXU6TY17XWqVQJSUlOC///0vOnbsiEmTJgEAwsPDKyQLH330ET7//HO89NJLUCqVtblElcrnISQmJtrMSUhMTIRSqYS/v7+1XEJCAkRRtJkHkZSUhNDQUACAVqtFmzZtrHMcbi4jiqK1/vI/k5KSbO4zMTERbdu2rdfwJQAwmRr/g6lU/rXPhSG/BNdOl01213o4oSinGHmpBfAM0EGlqeHv7sa+GaIowmIRqylsy1etgVauQJHZhOTCQrR3dgEAaz1ms8UubVQXTSlWR8e2lBbbU1psT2mxPaXDtpQW2/P2ajW464svvsA333yDwYMHV1lu8ODB2LRpE7788sv6xFaBv78/2rdvjx07dtgc37ZtGyIjI62rKUVHRyMvLw8JCQnWMklJSTh9+jSio6Otx6Kjo7Fnzx6bDe+2bdsGnU6Hnj17AgB69eoFFxcXbN++3VqmtLQUO3futKmrKTKVmpFyKh2iRYTWwwntuvhC61GWEGVf0TdKDDJBQLBLWW9QYn7jXJOIiIiI6q5WPRDbt2/HXXfdZf2m/3YCAgIwcuRIbN26FQ899FCN6zcYDNi3bx8AICUlBQUFBdZkoW/fvvD09MSMGTPw/PPPIyAgAP369cO2bdtw4sQJfPzxx9Z6evbsiaioKMyfPx9z586FWq3G22+/jbCwMNx1113WcrGxsdiyZQvmzJmDiRMn4ty5c4iLi8Ps2bOtyYharcb06dOxfPlyeHp6IjQ0FJ999hlyc3MRGxtb43tzRJlp+TCVmKFQydG2kw8EmQCvQDdrL4RXgBuUTnUe5VZjQS6u+CMvB+klxcg1GuGuqvk8CiIiIiJqXLV6Ojx37hzuueeeGpXt2bMn9u7dW6tgsrKy8Oyzz9ocK3/90UcfoV+/fhgzZgwMBgPWrl2LNWvWICgoCCtWrLD2GJRbunQpFi5ciFdffRUmkwlRUVF4+eWXoVD8dcuBgYGIi4vDokWLMG3aNHh6emLmzJmYMmWKTV1Tp06FKIpYt24dsrOzERERgbi4uGoTKUeXm102/0Lr4QT5jdWgtG5O0LqrUZRbguwrerTq6NngcTgrFGindcaVokKc1eein7dvg1+TiIiIiOqmVglEaWlpjec0KJVK68ZuNdWuXTucPXu22nLjx4/H+PHjqyzj6uqKN954A2+88UaV5Xr16oWNGzdWWUYQBEyfPh3Tp0+vNramJDerEADg5Gq7RK1XgDuKctOQdz0f3kHu1uSiIYXp3HClqBDJhQXo5tHwSQsRERER1U2tngx9fX1x/vz5GpU9f/48fH35TbKjEkXxpgTCdsiQxl0NpUYBUQQMeSWNEo+32gleajUsAM5zLgQRERGRw6pVAjFgwABs3rwZWVlZVZbLysrC5s2bMWDAgHoFRw0nNU0PY4kZEAC1i20CIQgCNG5lvRKGvMbbaTvctWxJ3Av5epRauOoBERERkSOqVQIxdepUlJSU4LHHHsPx48crLXP8+HFMnjwZJSUleOKJJyQJkqR35mzZPhlOLqpKd4/WupWtxtRYPRAA4Kd1hrNCAaPFgj/zchvtukRERERUc7WaA+Hv74+lS5fiueeew4MPPgh/f3+EhobC2dkZhYWFOH/+PC5fvgwnJycsWbIEAQEBDRU31dPZ82kAKg5fKlfeA1GcXwKLRaw0yZCaTBAQ5uqGIzlZOJadBYtYuz0liIiIiKjh1XqNzsGDB+O7777D2rVr8dNPP2H37t3W93x9fTF+/HhMnTq1ya9Q1Nz9ee5GD8QtE6jLKZ0UkCtlMJdaUKwvgda9fhvm1VSQiytO5uUg12jEnitX0duVE6qJiIiIHEmdFvlv164dXnvtNQBAQUEBCgsL4ezsDBcXF0mDo4Zhtlhw7kI6gNv3QJTNg3BCQWYRDHmNl0AoZTKEu7rhZF4O3v/jNHr25TwaIiIiIkdS7/U5XVxc0KpVKyYPTcjVqzkoLi6FXCGDSnv7ZXm15ROp9Y03kRoAQnVucJLLcbmgAD+mXmvUaxMRERFR1Rp+gX9yOOcvZgAA3D21EITbz234ayWmEoiNOB9BKZPhDi9vAMCniRe5IhMRERGRA2EC0QKdu1A2gdrdy7nKcmoXFWRyARaziJLC0sYIzaqrhye8nJyQVmzA7uspjXptIiIiIro9JhAtkLUHwktbZTlBEOCka/z9IICyXojHIsIAAF8kJ6LEbG7U6xMRERFR5ZhAtDBGowlJyWUbAVbXAwHcNA+iEfeDKDc2KAg+Tk7INpbgmyuXGv36RERERFQRE4gW5vLVHJjNFrjpNNA6V74C0800N20o15jzIABAJZdjSoeyXoivLichvdjQqNcnIiIiooqYQLQwbjonuLqoMWJoRJUTqMs5uaoAATAZzSgtNjVChLaiW7VGFzcPGC0WrLt4rtGvT0RERES2mEC0MD7ervj4/cfx9LRBNSovk8vg5FLWU1Gcb2zI0ColCAKmdQyHDAJ+yUjD8ZysRo+BiIiIiP7CBKIFksmq73m4mfpGAlFS0PgJBAC0d3FFjF/ZzuZrzv8JE5d1JSIiIrIbJhBUrfLdqovtlEAAwEPtQ6BTKnGlqJATqomIiIjsiAkEVat8CFNJvrHRJ1KXc1EqERtSNqH6s0sXcaWwwC5xEBEREbV0TCCoWirnsonUZpMFphL77ccwuFUb9Pb0hkkUsezsHzDbKZkhIiIiasmYQFC1ZDIBamclAPsOYxIEAU+FdoJWrsBZfR62XE22WyxERERELRUTCKqRm4cx2ZO3kxOmdAgFAHycdAHXigrtGg8RERFRS8MEgmpE7VK2I7U9eyDKjWjthx4eXjBaLFh29g9YOJSJiIiIqNEwgaAacYSVmMoJgoBnwjpBI5fjdF4utqVcsXdIRERERC0GEwiqkfI5EGajGaaSxt+R+la+Tho8FtwRAPBR4nmkGorsHBERERFRy8AEgmpEJpdBpbX/ROqbjWzrjy5uHii2mLHy7Gm7LTFLRERE1JIwgaAasw5jasSJ1HK5DApF5T8qpRyzOneBWibD8dxs7E67dtuyCoWs1jtwExEREVFFCnsHQE2H2kUFpBWipBF6ILRKBSyiCJ1OU2U5Dw9nTO/aBcuOn0DchbMYFhKAVlptpWUtFhE5OYWwWNhTQURERFRXTCCoxsqXcm2MIUxquRwyQcAPicnIKjJUWdYiimit0SDVYMDMn37Gvf4BEATb3gZPjRNGhrSHTCYwgSAiIiKqByYQVGPlCYSpxAyT0QyFSt7g18wpLkZGNQkEAPTy8MIOQwouFxbgYEYGgl1cGzw2IiIiopaIcyCoxmQKGZSaspyzMYYx1YZOqUJXdw8AwNGcLBhM9l8pioiIiKg5YgJBtdKYw5hqK0znBk+VGqUWCw5lZ3JVJiIiIqIGwASCasUeKzHVlEwQ0NfLBzIA1wxFSC4qtHdIRERERM0OEwiqFfWNHghHG8JUzl2lQme3sqFMR7IzUWzmUCYiIiIiKTGBoFopH8JUWmyCudRs52gqF+HmDg+VCkaLBb9nZ9k7HCIiIqJmpcklEJMmTUJYWFilP1u3bq2yzMWLF23qys/Px/z589G3b1/07NkTM2fORHp6eoVrHjlyBBMmTEC3bt0wZMgQrFmzpsWOr5cr5VA6lU+kLrVzNJUrH8okALhaVIjLhQX2DomIiIio2Whyy7j+61//QkGB7QPhhx9+iJ07dyIyMtJ6rFevXpg7d65NuXbt2tm8njVrFi5cuIAFCxZArVZj6dKlmDp1KjZt2gSFoqxpkpOTERsbi4EDB2LWrFk4e/YsFi9eDLlcjtjY2Aa6S8emdlGhtNiE4gIjtB5O9g6nUh4qNTq5ueOPvFwczs5EJw8Pe4dERERE1Cw0uQSiQ4cOFY7NmTMHAwcOhKenp/WYTqdDjx49blvP0aNHsX//fsTFxSEqKgoAEBQUhJiYGOzcuRMxMTEAgLi4OHh4eGDJkiVQqVSIjIxEdnY2Vq1ahUmTJkGlUkl7g02Ak4sKBZlFKC4osXcoVerk5oGrRYXIKy1FfFoqYtHF3iERERERNXlNbgjTrY4cOYKrV6/innvuqdV58fHx0Ol0GDhwoPVYcHAwIiIiEB8fb1Nu2LBhNolCTEwM9Ho9jh49Wv8baILKV2IqccCVmG4mFwT08/KFAOCcPg/xKdfsHRIRERFRk9fkE4jvv/8eWq0Ww4YNszl+8OBB9OjRA127dsUjjzyCQ4cO2byfmJiIoKAgCIJgczw4OBiJiYkAgKKiIly/fh3BwcEVygiCYC3X0pSvxGQ0mGAxWewcTdU81WqE69wBAG8dOYr8UsdOeoiIiIgcXZMbwnQzk8mE7du3Y+jQodBqtdbjffr0wdixY9G+fXukp6cjLi4Ojz/+ODZs2ICePXsCAPR6PVxdXSvU6ebmhlOnTgEom2QNlA2HuplKpYJGo0FeXl6970GhaPwcTib7K2m6NYGqCaVaAYVKDpPRjJLCUuBGHYIg2NQtRYxS1NnNwwNpJQZkFRdj7fmzeK5TVylCtJLLZTZ/Ut2xLaXF9pQW21NabE/psC2lxfasXpNOIA4cOIDs7GyMGTPG5vjMmTNtXg8ePBhjxozBu+++i7Vr1zZmiFWSyQR4eDjb7/pyGZRKeZ3O1bipkZ9RhFJDKeQ3HvAVCjk0GmnmhCiVZR9NlUoBjaX+dca0D8QnZ89h97UUjAwOxMA2bepd5610Oo3kdbZUbEtpsT2lxfaUFttTOmxLabE9b69JJxDff/893N3drZOgb0er1WLQoEH44YcfrMd0Oh1SU1MrlM3Ly4ObmxsAWHsoynsiyhmNRhgMBmu5urJYROj1RfWqoy7UagW0WjUsZgtK67iXg9pZhfyMIhTmFsNsKVvS1mQyw2CQZohQqaZsAzij0SRJnT5aDR4M7YjPzp3HwkOHsSoyCs4KZb3rBcq+odDpNNDrDTCbHXtIl6NjW0qL7Skttqe02J7SYVtKq6W2p06nqXGvS5NNIIqLi7F7927ce++9UCpr/yAYHByMhIQEiKJoM4wnKSkJoaGhAMoSjzZt2lSY65CUlARRFCvMjagLkx3mECiVf+1hUdf9LNTOZW1eXGAEbtQhiiIsFmn2xyivR6o6LRYR0zp3wr4rKbhmKMLas3/imbDO9a73ZmazxS6/z+aIbSkttqe02J7SYntKh20pLbbn7TXZwV0//vgjioqKarT6UlFREX766Sd07frX2Pfo6Gjk5eUhISHBeiwpKQmnT59GdHS0Tbk9e/agtPSvTdO2bdsGnU5nnU/REqlvrMRkLCyFyeSYO1LfykmhwKxOXSAA2Hk9BUe5SzURERFRrTXZBGLLli1o27Yt7rjjDpvjv//+O5588kls2rQJv/76K7777js8/PDDyMjIwNNPP20t17NnT0RFRWH+/PnYvn07fvzxR8ycORNhYWG46667rOViY2ORnZ2NOXPmICEhAR9++CHi4uLw5JNPtsg9IMopVHLIlWUfn7wcg52jqbkuHp4Y7RcAAFh+9hRyjY69lwURERGRo2mSCUReXh5+/vlnxMTEVFhFyMfHB6WlpXj77bfxxBNP4D//+Q98fHzw6aefolu3bjZlly5digEDBuDVV1/FnDlz0L59e6xZs8a6CzUABAYGIi4uDqmpqZg2bRrWrVuHmTNnYsqUKY1yr45KEAQ43VjONSer0M7R1M6jwR3gp9Eis6QEb/1xAiYLuyeJiIiIaqpJzoG4eanVW5U/8NeEq6sr3njjDbzxxhtVluvVqxc2btxY6zibOyedGoU5xcjKKLB3KLXiJFdgfpceeP7IbziVl4P1F89hasdwe4dFRERE1CQ0yR4IcgwaNzUANLkEAgD8nV0wO6JsTsyWlMv4MZW7VBMRERHVBBMIqjONa1kCUVRoRGZW00si+nv74sHAspW0Vpz9A4ezMuwcEREREZHjYwJBdSZTyKB2KVvO9Y8zTfMb/Afbh2CgTyuYRBFvnDrOlZmIiIiIqsEEgupFoyvrhTh1umkmEDJBwJyIrujv7YtS0YL/njqKEznZ9g6LiIiIyGExgaB6+SuBuG7nSOpOIZPhn526oY+XN4wWC/598gj2p1fcpZyIiIiImEBQPWncnAAA5y+mo9To+BvKyeUyKBQVfzQqBV7u3gt9vX1gtFjw1ukT+Dz5ImRyodLy5T8ymVD9RYmIiIiakSa5jCs5DoVaDieNEsWGUly/nAO4y+0dUqW0SgUsogidTlNluSWD78TKEyfx2bnz+DTpIlKMBrzSpzeclcpKy1ssIvT6prORHhEREVF9MYGgehEEAV4+Lki5nIOUxCx49PK1d0iVUsvlkAkCfkhMRlZR1Q/83nIVhrdpix9Tr2NfyjUcTd+OkX7+aKWxTT48NU4YGdKevRBERETUojCBoHr7K4HIdtgEolxOcTEyqkkgAMBb5YRhrdrgQEY69KWl+PJSIrp7eCLM1a3C7udERERELQnnQFC9efm4AABSkrIhiqKdo5GOl9oJI9v6oZ3WGSKAYznZiE9PRbHZ8ed6EBERETUUJhBUbx6eWqhUchgKjSjIal7zAVQyOQZ6+6K3pzdkEHC92IAd168irbh53ScRERFRTTGBoHqTyWUI79gaAJB9Oc/O0UhPEAR0cNXhrjZ+0CmVKDabsTftOo5kZTarHhciIiKimmACQZLo2sUPAJCRlGPnSBqOu0qFu1r7Ici5bMjWgfQ0vH3sOMxMIoiIiKgFYQJBkujTKxAAkH4xB6Kl+T5QK2Qy9PXyQQ8PTwDAlxcu4j/HjqDYZLJzZERERESNgwkESaJzRBuonBQwFpUi93q+vcNpUIIgIFznjpF+7aCSyZCQnoa5vyTAyMnVRERE1AIwgSBJKBRyBIb6ACjrhWgJOurcsGzQnXCSy3EwLR2LTh2HyWKxd1hEREREDYoJBEkmuFMrAED6hWw7R9J4unt747WevaGSyfBrRjre+fMPWDgngoiIiJoxJhAkmaCIsk3ksq/kwWgotXM0jaeHlxdej+wHuSBgX/p1xF04a++QiIiIiBoMEwiSjLuXM1y8tRBFICMp197hNKo727bFnM5dAQBbUi5j1/UUO0dERERE1DCYQJCkWnUoW52oJQ1jKje4dVtMbB8CAHjv3GmczmsZc0GIiIioZWECQZLyvSmBaImbrE0IDMYAb1+YRBELTx1HRnGxvUMiIiIikhQTCJKUd6AbZAoZDPoS5GcU2TucRicTBDwb3gXtnV2QV2rEoj+OoZQrMxEREVEzwgSCJCVXyuEd6AYASGuBw5gAQKNQ4KUuPeGqUOJ8vh7rL56zd0hEREREkmECQZJr1dELAHD9TIadI7GfVhoNZkV0AQB8n3IZ+9NT7RwRERERkTSYQJDk/DqXbSiXfUWPwhyDnaOxnz5ePvh7QBAAYPnZP5BSVGjniIiIiIjqjwkESc7JVQ2fIHcAQMqpdPsG0whkMgEAIJfLoFDY/kzu0BGd3T1gMJvx1ukTMAtihTK3/pTXR0REROSImEBQg/DrWrYr9dWTzTeB0CoVsIgiXFycAAA6nQYeHs42P95erlgYFQkPtRpJBflYd+l8hTKV/TCJICIiIkelsHcA1Dy1jfDGia3noE8vRF5aAdxaudg7JMmp5XLIBAG7kpJRYDGjpKQUFkvlS9cOatUa315OxpakSzAUlyLC3b3Scp4aJ4wMaQ+ZTLhtXURERET2xASCGoRKo0Srjl64/mcmUk6mN8sEolx2cQnyLSYYDMbbPvQ7CXJ0cfPAqbwc7E29BgUEuKtUjRwpERERUf1xCBM1mHZdfQEAV06mtchN5W7Vyc0drZw0MIsiDmSkwcj9IYiIiKgJYgJBDaZ1qBcUKjkMeSXIvqK3dzh2JxMERHr7QiOXI99UioSMNFiYWBEREVETwwSCGoxcKUebCG8AwNWTaXaOxjE4yeW406c15IKA68UGHM9tmZvtERERUdPV5BKIr7/+GmFhYRV+Fi9ebFPuyy+/xN13342uXbvi3nvvxd69eyvUlZ+fj/nz56Nv377o2bMnZs6cifT0iqsGHTlyBBMmTEC3bt0wZMgQrFmzhkNyasi/W9lqTFeOp6G0xGTnaByDp1qNfl5le2Wc1echqSDfzhERERER1VyTnUT9/vvvw9XV1fq6VatW1v/eunUrXnnlFTz55JPo378/tm3bhmeeeQaffPIJevToYS03a9YsXLhwAQsWLIBarcbSpUsxdepUbNq0CQpFWdMkJycjNjYWAwcOxKxZs3D27FksXrwYcrkcsbGxjXa/TZVPkAdcvDQoyDLgyvE0BPf1s3dIDiHA2QV5pUb8kZeLQ1kZUMvlaKvR2jssIiIiomo12QSic+fO8PT0rPS9ZcuWYfTo0Zg1axYAoH///jh37hxWrlyJtWvXAgCOHj2K/fv3Iy4uDlFRUQCAoKAgxMTEYOfOnYiJiQEAxMXFwcPDA0uWLIFKpUJkZCSys7OxatUqTJo0CSqupFMlQSYguK8fTmy/gMSDKQjq0xaCwD0OAKCLmwfyS0txuagQ+9PTEO3bGj5ajb3DIiIiIqpSkxvCVJ0rV67g0qVLGDVqlM3xmJgYJCQkwGg0AgDi4+Oh0+kwcOBAa5ng4GBEREQgPj7eeiw+Ph7Dhg2zSRRiYmKg1+tx9OjRBr6b5sG/R2soVHIUZBYhIzHH3uE4DEEQ0N/bF34aLSwQ8XNGKq4VFdk7LCIiIqIqNdkEYsyYMYiIiMCwYcOwevVqmM1mAEBiYiKAst6Em4WEhKC0tBRXrlyxlgsKCqrwbXhwcLC1jqKiIly/fh3BwcEVygiCYC1HVVOqFfDv0RoAkPhbip2jcSwyQcAAn1ZofWN51++uJCPheqq9wyIiIiK6rSY3hMnHxwczZsxA9+7dIQgCfvzxRyxduhRpaWl49dVXkZeXBwDQ6XQ255W/Ln9fr9fbzKEo5+bmhlOnTgEom2RdWV0qlQoajcZaV30oFI2fw8lkfyVNkgwnulGHIAg2dd+sQ/92SDqYgtTzWTDkFsPZs+qhOuX1VFVnbUhd36113vy61vVAQHSr1tiXloq0YgOe338A08IjcI9fQIsb7iWXy2z+pPphe0qL7Skttqd02JbSYntWr8klEHfeeSfuvPNO6+uoqCio1Wp8+OGHePLJJ+0YWe3JZAI8PJztd325DEqlvN71yG88OLtrnNDOQ1d5IQ8dzob74PKfGUg/noE7x3Wpsk6PG3MBVCoFNJb6zzNRKhWS1ndznUqlHDCXQq1W1qu+UUGBOJyegZNZWVj15xlcNxZjVo/ucJLX/3fU1Oh0nAsiJbantNie0mJ7SodtKS225+01uQSiMqNGjcK6detw5swZuLm5ASjrPfDx8bGW0evLNjIrf1+n0yE1teJQkby8PGuZ8h6K8p6IckajEQaDwVquriwWEXp94495V6sV0GrVsJgtKC0117s+jZMSFlFE39atqizX+kFg/oLNOPvrFSx48i7oXJ2qLG8RRSgsgMFgrHeMpZqyJWSNRpMk9d1cZ3kblpSUwmKp3/K+Q1q1xpB2bbH8+ElsTkzC76lpmNWpKzq7e9Q73qZALpdBp9NArzfAbOZO3fXF9pQW21NabE/psC2l1VLbU6fT1LjXpVkkEDcrn6+QmJhoM3chMTERSqUS/v7+1nIJCQkQRdFmmEhSUhJCQ0MBAFqtFm3atKkw1yEpKQmiKFaYG1EXJlPjfzCVyr8ecqXYz8JJpYBMEPDlD8dx7nrWbcuJoggXdycU5BZj1mtfI6RL69uW7djGEw/c3QMquazeD+UArHWIoihJfbfWWf66vnWLIvBQaCi8BRWWnj6FlKIivPD7b4jx88dD7TvAVVm/Xo6mwmy22OXvRnPF9pQW21NabE/psC2lxfa8vWYxuGvbtm2Qy+Xo1KkT/P390b59e+zYsaNCmcjISOtqStHR0cjLy0NCQoK1TFJSEk6fPo3o6GjrsejoaOzZswelpaU2del0OvTs2bOB76xpSc8pwJW03Nv+XE3Pg66tCwAg+Ww6LqVk37ZsRnaBne/Gvnp7+2BFnwEY3toPIoCtKVcw9def8fmliygycUM+IiIisp8m1wMRGxuLfv36ISwsDACwZ88ebNy4EY8++qh1yNKMGTPw/PPPIyAgAP369cO2bdtw4sQJfPzxx9Z6evbsiaioKMyfPx9z586FWq3G22+/jbCwMNx1110219uyZQvmzJmDiRMn4ty5c4iLi8Ps2bO5B0QduHhrodIqYSwqRc5VPbzbu9s7JIflolRiZnhnRPu2RtzFs0guLMCnly7i+5TLGNXWHyPbtoOXuuphYERERERSa3IJRFBQEDZt2oTU1FRYLBa0b98e8+fPx6RJk6xlxowZA4PBgLVr12LNmjUICgrCihUrKvQYLF26FAsXLsSrr74Kk8mEqKgovPzyy9ZdqAEgMDAQcXFxWLRoEaZNmwZPT0/MnDkTU6ZMabR7bk4EQYBXoBuun8lETko+PNrpILfDSlSO7uYxiL19fdDLxxs/p6Xi48TzSCkqwhfJifjqchKifFvhHv9ARLi533bFJimGVhERERGVa3IJxMsvv1yjcuPHj8f48eOrLOPq6oo33ngDb7zxRpXlevXqhY0bN9Y4Rqqaq48WWckKGItMyE3Jh1dg/SajNydapQIWUax05Yf7PDtgTFgw9qVcw1cXLuJYZib2paViX1oqwtzdMb5jCIb5+1dYtcliEZGTU8gkgoiIiCTR5BIIavoEQYBXgBuu/5mF7Kt6uLd1gVyC5WSbA7VcDpkg4IfEZGQVGW5b7k6fVgh31eFEdjbO6vNwNjcXrx86jP87fAxhbm7o5O4BHycneGqcMDKkPWQygQkEERERSYIJBNmFq68zsi7rYSwqRdZlPXxDWsYypTWVU1yMjCoSiHLd3D0R5uqGiwX5uJCvR5HZhBM52TiRkw1PlRrdPT0RFeDXCBETERFRS8HB52QXgiDAJ9gdAJCbokdpMVcWqiu1XI5Obu4Y4+ePQb6t4a91hgxAtrEEe1OvY8yWrVjyxwmczs2RZNleIiIiatnYA0F24+ypgdZdjaLcEmQm5aJNhLe9Q2rSZIKANhot2mi0KDabkVyYj+TCQmQbS7D7+jXsvn4NfhotRrTxw5DWbeGhUts7ZCIiImqC2ANBdlPWC1E2dEmfXojifGl2iCbASS5HmM4dDwWHYM3QwbirrR+cZHKkGIrwQeJ5TEmIx39PHsXBzHSYLdwkh4iIiGqOPRBkV06uarj6apGfXoSMxBy06+Z72+VIqfYEQUBXLy+06+SEKcFh2J+eil2pKTirz8NvWRn4LSsDHioVhrZqi+Ft/OCndbZ3yEREROTgmECQ3fkEeaAgowhFucUoyCyCqw8fYhuCVqHAXW3b4a627XC5sAC7rqfgp7RryDEasenKJWy6cgmd3NwxorUfBvq2gpOc/zwQERFRRXxCILtTOing6e+GrMt5SL+QA2fPinsgkLQCnF0Q2yEMjwZ3xKGsDOy+noIj2Zk4nZeL03m5WHPhTwxv7Ycx7QLQRqO1d7hERETkQJhAkEPwDNBBn16I0mITMi/lAUGt7R1Ss3LzztY3U0CG6DZtEN2mDTKLi7Hnegp2XkvBdUMRtqRcxvcpl9HPxxcPtA9GuJu79Tzubk1ERNRyMYEghyCTy+DbwRMpp9KRk6JHXm71eyBQ9ara2fpWHnBGxzZemNazK35LS8PG8xfwa2oafs1Ix68Z6ejj64vHO4Wjp48Pd7cmIiJqwZhAkMNw8dLAxVuDgkwDjv6WDMt0PpzWV013tq5MHw9vhGhdcTQrE3/m5eJQejoOpaejo06H/wzoD51MxgSCiIioBWICQQ7FN8QThdnXkJmej81bj0Pb2d3eITULNd3ZujLd3D0R7OKKP/NycbEgH+f1ejz8wy7c0y4AEwKD4axQShwtEREROTLuA0EORemksO5QvXrdz8hKy7dvQAQAcFEo0dvLB6PatkOQiyvMoohvryRjxqEEHM/Jsnd4RERE1IiYQJDDcW/rCt82OpSUmPD9R4dhMXOjM0ehU6owxj8AS++MQhuNFpklxXjl+GGsPf8nSsxme4dHREREjYAJBDkcQRDQOzIILi5qXE/OwbmfL9s7JLpFv9atsKLfAIxs0w4AsCXlMuYdPYjM4mI7R0ZEREQNjQkEOSStswrP/mMoAODsvkvIvJRr34CoAo1CgafCOuFfXXtCp1TiYkE+5hz5FWf1ufYOjYiIiBoQEwhyWMMGh6FT73YQReDgxj9QlMtvtx2JXC6DQiFDv1at8E7fSLR3cUGO0Yj5x37Hgcw0KBSyGv/IZIK9b4eIiIhqiKswkcMSBAGjHuqJlKu5yEstwK+fnUT0lJ5QqPmxtafK9pbw8HDG+z5D8drBQ/j52nW8deo4BLUcY4ODalRn+b4SRERE5Pj4JEYOTalSoN/ELti35jD0aYU48u2f6DO+MwR+Y203Ve0t0V3ngVxDMU7m5GDR4SM4cPUaenh6VVmfp8YJI0PasxeCiIioiWACQQ5P6+aEvhO6YP8Hx3DtTCaOfX8OPcaEMomws9vtLdHJ1R2lZgv+1Ofh57RU6EuMiHBzb/wAiYiIqEFwDgQ1CV4Bbuh1XzggAMlHruPIt39yeVcHJQgCurt7ovONpOF4bjYnVhMRETUjTCCoyfDv1gq9/94JggBcOZGG3zedgcXEJMIRCYKAru6e6OLmAQA4mpONC/l6O0dFREREUmACQU1Kuy6+6PNA2RyIa6czEL/uKAqzKw6jIcfQ2c0dETo3AMDv2ZlIKuDO4kRERE0dEwhqctpG+KD/Q12hdFIg91o+9q76HVdPptk7LKqEIAjo5u6Jjq46AMDBrAxcLiywc1RERERUH0wgqElq1cETQ57sDa8AN5iMZvy+6QwSPj0JfTqXAnU0giCgl4cXgl1cIQJIyExHShF/T0RERE0VEwhqsrTuThj4WHeEDQqEIABp57Lw43uHcGTznxzW5GAEQUBvT28Eal0gAjiQkYZUQ5G9wyIiIqI64DKu1KTJ5DJEDAlCu66tcHpPIq6fycTlo6m4fDQVrTp6IrivH3xDPO0dJgGQCQL6efvAnGnB1aIi/JyRhiifVvDRaqo/mYiIiBwGEwhyaK4qVY0eMH0CNAh+3AtpyTk4svsCrp7NRNr5bKSdz4aLhwb6AUHo7uzRCBFTVWSCgEjvVjiQkYZrhiL8nJ4KV5XK3mERERFRLTCBIIfkolXDIooY0K4tBrRrW/MTuwAYHYmrKTnYvPU4tu86jYIcA/ZuPY29W0/DL8QLvl280baTD5RqfvztQS4IGOjTCgmZabhaVIRtVy+j/5U26OXCBI+IiKgp4BMUOSQntQIyQcCXPxzHuetZdatEBfS9OxQZ1/KQdy0fV6/kIOViFlIuZuHEtvPw6+KLkH7t4NbaRdrgqVpyQcAA71b4LTMDyUUFePXX3/BEaDjG+gfaOzQiIiKqBhMIcmjpOQW4kpZbv0rUAvoN6oD/jeiOlV/+gsO/JKEgy2CdK+EV6IaQ/u3QJswbgkyQJG6qXvmcCBe9En/k5mDNuT9xubAA8/v3sXdoREREVAUmENRi+Hi74q57uqJjVADSLuXgj18uI+lkKrKS85CVnAcXDw06DwhAWB9/qLXKauvTqTl2v75kgoAhrdtgaEA7rDhxEjtSriItvhhzwrtAJ2f7EhEROSImENQiVJhT0RXAPQOQkZmPb78/ju93nIQ+x4Dftp7F8T2JGDOyC+6/rxda+eqqrNciitAqFMg3mhrnRpohQRDwUFgovGUqLDp5DEczMvFU7gE8HdoJkT6t7B0eERER3aLJJRDbt2/Hd999hz/++AN6vR6BgYGYNGkS/v73v0MQyoafTJo0CQcPHqxw7rZt2xASEmJ9nZ+fj4ULF2L37t0oLS3FnXfeiZdffhm+vr425x05cgRvvvkmzpw5Ay8vL0ycOBFTp061Xo8cX3VzKu4Y3hGpl3Nw+XwmCvOK8dW3R7Fp81G0CvBA+3AfuLhVXAmqYxtPPHB3D6gVcsDYGHfRvPXx9sHbfSPxvzMncT43Dwv/OI5hrdsiNiQMLsrqe4SIiIiocTS5BOKDDz6An58f5s2bBw8PD/zyyy945ZVXkJqaimeeecZarlevXpg7d67Nue3atbN5PWvWLFy4cAELFiyAWq3G0qVLMXXqVGzatAkKRVnTJCcnIzY2FgMHDsSsWbNw9uxZLF68GHK5HLGxsQ1/wySpKudUOMvh190XRTnFyL6Sh6LcEqQm5yA1OQfOnhp4+uugcVNbE0d3DmGSlFwuQ5BOh7hhQ7HyyHFsTErEntRrOJydiSc6hmNI6za1StotFhEWi9iAERMREbVMTS6BeO+99+Dp+dfGYJGRkcjNzcX69evx1FNPQSYr21xbp9OhR48et63n6NGj2L9/P+Li4hAVFQUACAoKQkxMDHbu3ImYmBgAQFxcHDw8PLBkyRKoVCpERkYiOzsbq1atwqRJk6DiGvbNiiAIcPbUwNlTA4O+BNlX9CjILEJhtgGF2QaonJXwaOsKna+zvUNtNrRKBSyiCJ3ur16eWb17YnCgPxYdPoLk/Hws/uME9qRfwz979USQruphZeUsFhE5OYVMIoiIiCTW5BKIm5OHchEREdi4cSOKiorg4lKzJTnj4+Oh0+kwcOBA67Hg4GBEREQgPj7emkDEx8djxIgRNolCTEwMVq9ejaNHj6Jfv371vCNyVBqdGn6dfWA0lCL7ih76tEIYC0uRdj4bGYk5KE014GinQIgufECtD7VcDpkg4IfEZOQUF0OtVqKkpBQWi4jRfu1wNCsLhzIzcDQjE4/8sAs9vbzRx9sHyhtfFlTGU+OEkSHtIZMJTCCIiIgk1uQSiMocPnwYrVq1skkeDh48iB49esBsNqN79+549tln0afPX8tDJiYmIigoqMKQiODgYCQmJgIAioqKcP36dQQHB1coIwgCEhMTmUC0ACqNEq1DveAT5I68tELkXstHqcGESxcz8dyLX8HV3QmtI3zgHewOr0B3KFRye4fcJOUUFyOjyACNaIbBYLQ++AdqXeDVVo0j2Vm4ZijC4axMnMnNRW8vb7TVaO0cNRERUcvT5BOI33//Hdu2bbOZ79CnTx+MHTsW7du3R3p6OuLi4vD4449jw4YN6NmzJwBAr9fD1dW1Qn1ubm44deoUgLJJ1kDZcKibqVQqaDQa5OXl1Tt+heL236I2FNlNex1IMhH8Rh2CIFF9DVGnBPUpVAp4+bvBs50OhrwSyAvNyLiuR35uMfITruB8whXIFDL4tHdH61AvtAr1gotnxcnXVSn/3QiCYPN7qiup62uIOiur79Z6dSoVBrdug6uFhTicnYlCkwnx6akIdnFFLy8vqGTySuuUyxv/75cjKb//lt4OUmF7SovtKR22pbTYntVr0glEamoqZs+ejX79+uHRRx+1Hp85c6ZNucGDB2PMmDF49913sXbt2sYO87ZkMgEeHvYbSy+Ty6BU1v/bcvmNB3KZIEhSX0PUKXV9Kh8FOvXwxpS/9cW6nUdw5MhlpJzJQFFuMdIuZCPtQjaw7TxcPDVo1cETrTt4oVWIJzQ6dZX1KpVlfyVVKgU0lvrPr5G6voao8+b61Jay1ZbU6spXXeqoUSHI0w2/p2fgj+xsJBbkI63YgGi/tmjr/NffpfLzb55X0ZKxHaTF9pQW21M6bEtpsT1vr8kmEHq9HlOnToW7uzuWL19unTxdGa1Wi0GDBuGHH36wHtPpdEhNTa1QNi8vD25ubgBg7aEo74n4//buPD6q6m78+OfOmsyePWQjBEwg7KBSFhEBFwTB6lMF6/ITrNpqVaytS1utj74sWn3Qx5W+1NZqH7GoXUAWUVSUzQ1BWQwkAbKQfZl9v78/QkZCAiQQSIDv+/Uakzn3zJlzj3fC/c7ZWgWDQXw+XyzfsYpGVZxO73GVcSyMRh0mk5FoJEooFDnu8iJqy1CTqKp2S3knoswTUseoikGvI68wHV2uBb8/SHO1h6qieqp31VO3txl3gw/35xUUf14BgC3VTEo/Byl5CSTnOjDEt71RDsW37CcRDIbx+Y5/bdjuLu9ElHlweYFAqM0ciMMZbk+gjzGOjbU1uMNhVu7dx7CERArtDhRFIaC0BIlOp49IJHrcdTxVabUabLb4M74duou0Z/eS9uw+0pbd60xtT5stvtO9LqdkAOH3+7nllltwuVy89dZbHQ5FOpq8vDw2bNiAqqpthrSUlpaSn58PtAQeffr0ic2JODiPqqrt5kYci3D45F+Yev0PN2aq2g0TTA+UoardVN6JKPME1hF+KNuSbGJAsokB47IJBcLU722mrrSR2tImmqvcOGs8OGs8FG9qCSgcfSwtwUS/BJJy7LGbZlXtniVIu7u8E1FmR+V1ZgnWZEMcl/TJ4quGOko9brY0NlDn9zMmOSX22kgk2iOfsd5G2qF7SXt2L2nP7iNt2b2kPQ/vlAsgwuEwd911FyUlJfz9738nLe3oO9V6vV4+/vhjhg4dGkubOHEiL7zwAhs2bGDcuHFAS2Cwfft2brrppjb5PvzwQ37961+jP7CZ1fLly7HZbLH5FOLMZjUYSIpGCCjatje9JshIsMKIlv1H/J4g+0saqCyup3J3PU01Hpr2u2na72bXujI0WoVv+yVRde5+Gu1AkhFtN82RSYgzdlsAYetF+1/oNBrOTUoh2RjHVw11VPi8rN5fyeV9+/Z01YQQQojT1ikXQDz88MN89NFH3Hfffbjdbr755pvYscLCQrZu3crLL7/MhRdeSGZmJjU1NfzlL3+htraWZ555JpZ35MiRTJgwgQceeIB7770Xo9HIwoULKSgo4KKLLorlmzdvHkuXLuVXv/oVc+bMoaioiFdeeYX58+fLHhBnOIvJSFRVGZvZp/MvOmjRrrp6N5u3lrF5Sxlff1NGdY2Tvbvr+NvuOgC0Og2JOXZS+jlIznVgT7eg7eL8jTidlqiqcnFebpt0ny9Ibb0bp9OP1xfE5wsRiUQxGnXExemxmI1kZjiwmDuesxFVVUy63vHnQ1EU+lttJBiMfFZbhSscYsmeUsbnZJKj7b3jV5uCAb5ramSfx80+j5uGYACLTo9VryfBYGSoI4EhjkSMWlnVSwghRO/SO+4AumDdunUALFiwoN2xDz/8kJSUFEKhEAsXLqSpqYn4+HhGjhzJww8/zLBhw9rkf/rpp/njH//Igw8+SDgcZsKECfzud7+L7UIN0LdvX1555RUWLFjAzTffTGJiInfccQdz5849sScqer04ow6NorDk/S2U1jYRDkc4ptFRDh1DJ/VjgDuAPqCijShs/LoUjzNAbUkjtSWNQMsKUpZkE/Z0C+bEeEyOOEz2OHRGLTqDFq1eSzQSJRKOEg1F8buDRIqclHxSxqate6lv8BDwhfD7QkRCneuSNcTpMNvicCSbSUqzYEs0UZCVzFUXj8Co6103tolGIxemZ/JpbTUNwQC//ORT5hcOYUJyek9XLSaiqnzTUMf7+yv4vL42NjenI++W7cGg0TA8IYkL+vRhfGr6Efe+aCU7cAshhDjRTrkAYs2aNUfN88orr3SqLKvVymOPPcZjjz12xHyjRo3iH//4R6fKFGee2kY35TXNhEKR455fMTQnldvmTGBdWQXfFFVSubtlyFNVaSN+TxBXrRdXbfdMvNdoFbR6LRqtgkarAQXUAzefkWCESChK0B8m6HfTWOOmdHs1ilZhV3YC2Qk2IgndUo1uFa/TMTmtD1831VPicvHEd1spz/Vwdd+87lti+Bh9WV/LK7u/p8L3w/+/s+x2ChISyLNbSTOZcIdCNAeClLvdbKyqpsbn44v6Wr6oryXB+D0z+uVyeV6/NitOHUp24BZCCHGinXIBhBCns9ZhUeOzMxmfnQlTWtJVVaWu3sPu4hpK9tRRVeOkusZJTY0Lry+I3x/CHwij02kwGnQYDDoc9niSky2kJFnZVVFHg8/f0lth1KE3aNEcZX5FJBwl5AvhdwfxNvrxNvmJhKKU7WnggT/8m3izgYyhqeSO7oM1peeWIz6UTqNhWmY2DdEQbxbt4v/2FLPf5+X2gsGd+ga/u5V53LxS/D1fN9QDYNHpmJyewSVZ2YzMTmdl8R4afH6qgm4AtEDfODM5ffvREAiw2+VkW1MjjYEAr+/8ntd3fk9fs4UhCQnkWqxoDgqMZAduIYQQJ4MEEEL0IrFhUau2ULS//vAZrRrsVgf2/o4jlndOfiYXjSvg+cXr+HZvdZfqotVp0FqNxFmNOPpYUVUVvyuIwRelvspNY5OX4o3lFG8sJznXQe7ZGWQMTD5qYHIyaBSFO4YPI1Gj58WdO/ioej81fj+/GTyMBMOR9+LoLu5QiDf3FLO8soyIqqJTFC7L6svVffMw6XSxTSQbfC07cB9OntlKrslCpc/LbpeTKr+PvR43ez1uTFoteRYb/S1W4nvJnBQhhBCnP/kXR4heqKbRTVl103GXMyC9+8YZKYpCvM3I0CGp3HrVOBYt/5xP1xRRVVRP3Z4m6vY0YTTryRmRTu7oDMxd3IX7RJielUOKIY7Ht21hW3Mj87/cyH2DhzPQ7jhh7xmJRlm1v5y/lxbjCocAODcphbn988kwHVtPjUZRyDKZyTKZcYVCFLudlLhdeCMRvmtuZFtzI+lx8eTb7UzyeOj5lhdCCHE6kwBCCNFlWq2G/oPTCaUZ8Tb72fv1fvZ+vR+/K8iudWXsWldGav8Ecs/OID0/qWWORQ8ZlZjMk6PG8MdtWyj3enjgmy+Y27+ASzOz2wz/6Q5bGut5eff37PW0DEfKMZmZN2AgIxOTuu09rHo9IxKSGOpIoMzjYbfbRV3Az36/j/1+H58sX0mfeBMD7Q4KExycQzopiiHW49FVMilbCCHEoSSAEEIcF5M9jkEX9KNgYl+qiurZ82UlNcWNsYfBpKdPQRJ9BqWQkpfQbXtbdEW22cKTo8bwv99vY31tNX/evZPPaqu4Lb+QbLOl0+VoNAoaTfugo9jl5O/Fu9lYVwO03ORfmzeASzOz0R5m3kVnd/s8HK2iIddiJddipTkUpNLrpSEUoNLrZb+v5fFRVSXs2I5Rq2VQQgJDkhIPPJJIiovr1PvIpGwhhBCHkgBCCHFMrAYDKaa2g2XSRpsZPjoHZ72XnZ+XUfRFOT53kL2bq9i7uQqtXkNqjoM+eYmk9U0gsY8Vq0F/Uupr0um4t3AYyyr28beSXWxvbuLOLzfw4+xcZmb1xX6UfV00GoWEBHMsgFBVle0Njfx1x04+278fAK2icEX/POYNLjxqea26Y3Uou96A3W4gP9HBeX2zeO27HRQ1NVHt91Hl8xGIRPimro5v6upir7Hp9fSzWOlntZJhMqPtoB4yKVsIIURHJIAQQnRJ60pR47IyGJeVcfiM548iEomy5dtyPl2/m8827Kau3sP+4gb2FzfEstlt8SzJSQSzFp3VgCPFQrxVj8kej8URh66Lm+dBy87bHVEOTGQek5zKol07+KK+jiX7SvlX2V7OS03nkowszrLaOuw10GgUFAX+vm0nX9bWUtTcTEMwEDt+ls3GucmpJOqNvFdUctQ65tptjMvOoLtXl7Xo9SQZjeSZrQyw2oiL01Pt9FDr91MX8FMfCNAcCuIMhdjS2MCWxgYMGg25Zgt5FhsO2SBTCCHEUUgAIYTokk6vFHUwEwyf3B+PM0BTrZvGWg+uRi9ed5Bmp4+t31Uc9qUJCSbSUmykp9nIzUmkX24yebnJZPRxdDicqFVUVQ/77X5qXDy/GzKSjXU1vL2vlF0uJ2uqK1lTXYlRo6G/1Uau2YpBo0FRIBRVKfO62eNx0xwMxsrRADlmC4V2Bza9gUgkesQVldqc12GCnO6mKAp2gwGrTk+exQpAKBql2u+jwuuh0uclEI1S5HJS5HKSZDQy0Gon8xgnfAshhDj9SQAhhDgmx7xSlFWHw2rHgZ1oJMqwrFQG5aTywWffU17dTMAXwusO4PeGiISjNDZ6aWz0srOoqk0xOoMWR5IJe7KZxFQL1gRTLKDITXXw00tHHTHAUBSFsSlpjE1Jo8jZzLKKfWyqq8EXibC9uYntzR2fm0JLANLXbCHLZMKg6V07cneGXqOJreoUVVWq/D5KXE4qfF7qAwHWBWqw6vSck5JCKNq5XcuFEEKcOSSAEEL0GI1WQ0qqlSmTBrKzqp4mQ5QEvZZQKEI0GiUajhLyRwgFwoR8YQKeIAFPiKA3RDgYoW6/i7r9LooBjU6DyRGHOSGO6KBIS/kapVOrDxUmJlCYmEBUVSn3etjV3Mw+r5uWYf8qGhSyLRaG9knh87L9NPoDRyvylKFRFDLiTWTEm/CFw+x2O9nlcuIKh1izv5LtK1Zxdd88zk9JR9cDG/EJIYTofSSAEEL0SoqioNVr0eq1xFnbjstXoyp+dxCfM4CvOYC3yU80HMVd58Vd56V6VwM7Py9j9Mgczh7Vl1HDs7FYOrfqUFKiheFZaYc9vrmy5rjOqzeL1+kY6khkoM1B8YFAosrr5Zkd3/FWaTGzc/tzfmr6YVeWEkIIcWaQAEIIccpRNC2b2sXbjJBFbJdsb6MPT6MfvzNIZVUzlSu+ZemKb1EUSMm2k3lWMpn5yaTlOLq8N8WJmvTcG+k1GgbaHIxNTUMfp+dvO3ZS5ffx9M7vWLK3hNm5/ZmQmt7hyk1CCCFOfxJACCFOea27ZMfbjCT1hYF9khhTkM3ST7ez47tKmmo81OxrpmZfM5s/LEZv1NInL4nM/CQyByRhT7Eccb4EgMqZt4ypTqNhTv5ZTEpM5d979/Luvj1U+Lw8teNbluwtYU5uf8ampHX7hnxCCCF6NwkghBCnnQS7iTHn9mPsmDwAampdfLl5L19t3seXm/fidPrZt6OGfTtahiPFx+s5Ky+V/LPSyD8rlYIBaWRlJrQLKqKqikl35v3ZjNPquDKnH9Mysllavo9/le9hn9fD49u30s9s5ercPMYkp0qPhBBCnCHOvH8JhRCnvcMtNatJi+Oci/NxNfloqHJTX+2iud6Dzxdi67YKtm77YTlZrU6DPcmEI9mCI8XM6MGZXDN9NEbdqbfqUncx6XRcnZvH9Mxs/lO+l3+X76XU42LBti2kx8UzK7svU9IziNPKPy1CCHE6k7/yQojT1pGWmtUmGkhNTCJFTSToDeF3BVse7iABd5BIOEpDtZuGajcAWz4t5dvPy7DmWtFkmYi3d25S9ulAe8h8EYfOyPVn5fPj3Fz+uW8vy8r2UeX3sWjXTt4o3c0F6RlckplFntXWYXnRqCo7WwshxClMAgghxBlNURSMZgNGswF7ekuaqqoEPCF8zQF8zX68zQEiwQgbvyiFL1ryJPW1kzU0jczCFAwmfc+dwAlk0uuIqio2W3yHxxMwc2dqAjePGMJ7e/ayuGgXFR4Py8r3sax8H4WJCczq14+pOdlthn5FoyqNjR4JIoQQ4hQlAYQQQhxCURTiLAbiLAYSMq2oqkqOzUpeSgLLP9lOeUkD9Xubqd/bzNblu0jtn0DWkFT6DExGZzx9/qwatVo0isKqkr3Ud2KH7R9n96XM62FbYyMlLhfbGxrZ3tDIk5u/Id9mZ7AjgYEJDqYN6IdGo0gAIYQQp6jT5186IYQ4QRRFwZFgYs5PziFxdApf795PxbYayr+tobnKTfWuBqp3NaDVa+hTkEzWsDRS+yd0eanY3qrR76e2EwEEQLyi5ezEZIbYEyh1uyhxu3CFQ2xramRbUyPJ++PwEGWMLYk45cydTyKEEKcyCSCEEKKLTI44zhqfw1njc3DVeij/riWY8DT4Wn7/rgaDSU/WkFSyh6XhyLSinGErFMVptQyyOxhos1MT8FPiclHm9VAX8PPU5m8waDSMT0njwj6ZDLYnnHHtI4QQpzIJIIQQogusBgMpph/mBKT0jSevbzLqpYOoLWtm9+ZKir/Zj98TpOTzCko+r8CaGE/2wFRyBqXQJy8RnV6LzWg4wrucPhRFIS0unrS4eEZFItSHApT7vJQ4nXxUvZ+PqveTGW/iwj6ZTE7PwGEw9nSVhRBCHIUEEEII0QkWk5GoqjIuK4NxWRkdZxoKXArhcISvNu/jg4938tn63bgafGxfv5ft6/ei12sZlJ+OpzADdaCPYNSPqlVRjrKR3enAqNUy3JrEgsHj2Li3kpXlZaytrqLC5+WvJbt4o3Q3Y5JTuSQji6GORNmgTggheikJIIQQohMOt7fEEaUYGTt9IA3Vbur2O6nb7yTgC3e850SyGUeqGUeqBUeqBXuKCXuKGb2h83+mT5VeDUVRGJyYyEC7g5sLBrG2ej8rK8opcjazrraadbXVZJhMTMvMZmqfTOyGI5+XLAsrhBAnlwQQQgjRBUfaW+KwdGDJtmLOshDyhfE5A1jREQ1GKKtoJBiM0FDloqHK1e6lKckWsjITyM5KIDszgQH9UykYkEp8fMc31b19t+xDl4ZNAOak2JkzZCC7mpr4V0kpK/fuo9Lr5ZVd3/O34l1MysxkRr++jE7teLdrWRZWCCFOrt77r4wQQpxmFEXBYNJjMOm5YHg/rr5kJG+t+IatxfvxOgN4nH48rpafXneAUCBCbZ2b2jo3m7eUHVQQmG1x2BNN2BJN2BLjsdjjKchM4qqLR/Tq3bKPtjRspiGe6/oPoKi5mW1NjdT4/awuK2N1WRlmnY4Cm52zbHZS4uJQFIXE+Dgu6Z8ry8IKIcRJJAGEEEL0oLpmD/UeH2hBk2DAmmDAihWASChC0Bcm6A0R9IViO2aHAxE8zX48zX4qSxsAUDQKW5MtNFW6CDi0+O1aTLbeOyH5aEvDphnjSUuLpyEQoNjtZJ/Xgycc5uuGer5uqMek1ZJpMjPQ4WBCTuZJrLkQQggJIIQQopfS6rXE67XEHxIIhANh/K4gPlcAvyuI3xkgGlGpq3Hx5pIvY/lMCXEk5ziwJMVjTTVjTTFhsseh0Z06+1MkGo0kGlMYlZhMpc/LXo+L/T4f3kiEXS4nu1xO3ivbRz+rjXyrjb5mCzlmC5nxZmwGQ4dDno5VVFUJRCJ4wiF8wTChqEooGiWsRomoKqqqogIaRUGv0WDUaDBqtVh0epkQLoQ4rUgAIYQQpxidUYfFqMOSbAJAVVWC3jBJegPpNgufb91H7X4n3kY/+xqr2r0+3mYk3m7EEK9HH69r+zNOh1anQaPTYEwM8W3AQKDWizYcRqvToNVp0Om1sd8VjdKlPRyOdaK3VlHINpnJNpkJR6NU+31U+LzUBwI0h4IUu5wUu5xtXqNBIcFgwGYwEKfREqfVotdoiKoqUVSiaktQEFFVoqpKSI22BATRKCE1SvhAgBA68DyiHtsQKa2iYNcbcBgMpMebyIw3kWEykWNqCXaM2t475EwIIToiAYQQQpziFEXBaNbTLyeF2+ZMYH15JUX766mraKap2kNNeTMN+5001XqIhKL4nAF8zsBRy90IvHWUPBqNgkGvxWDQoddrsVrjSEm2kJJkJT3NRk52Irk5iWRmONAdmJtxvBO9dRoNmSYzmSYzKaZ4Luzflw37Ktnd3Mwej5u9bhe1fj9RVOqDAeqDRz/XY6rHgZ4GvUaDVlFQUFCUlvMLRaMEDzwiqkpDMEBDMECJu+1EeQ3QJ95EX7OFvhYruWYLfc1W0uPjpddCCNFrSQAhhBCniXZ7VZzT9riqqjQ2eamqdlJb58LlDuBy+XG5/ThdflwuP25PgGAwQjAYJhiKEApFaHL6CIbCRCMty6WqB01WjkZV/IEw/kAYgPoGD3v2tl/mVqNRsCbEk9s3iR9fMoxAfKRbztmk15EUF8fMgv5t0sPRKA2BAHU+H82BIP5IBF84TCgaRaMoaBQF7YGfrb/rNRoM2paAQKdoMGi1secGjQa9Vtvy88CjMz0voWiUxkCARn+Aao+X4vpGKrweyj0eSt0unKEQFT4vFT4v6+tqYq8zarT0tVhIj48n2RhHkjEOm15PnE5LvFaHXqNBoygo0PJQFDQooLQEJUrrMUVBA2gVDTa9HrNef8RhXbIkrhCiMySAEEKI08She1UoCuh0WsLhCEccfaMANi0Gm5lEzLHkc/IzuWhcAc8vXse3e6tj6araEkS0PlqCClCjUSKhKOFghJA/TMjfMgE84AkRjao013vZUu9ly9ctK0rF24wkZNlIyLKRmGXD0ceCVt+14TxHW9XpWOTabYzLzmhXpkajYDTqCQRCXb7JzrCamZiTxcSDNiFUVbVlknhzM8XNzexuclLc3Eyp00kgGqHI2UyRs7lbzqmVAtgNBtLNJvqYzPQxm8iz2xhgd9DPZkWnaGRJXCHEUUkAIYQQp5nWvSoURUGv1xIKRVCPYfz+gPSEDtMVRUHRKtDJe31VVWP7X5hUDdqIwu7S2pahVNtrqdxe21KuRsGebiHxQFBhTzNjSTJ1atL30VZ16oqEOGOHZWo0CvFqBJ8v2OUb7IQ441EDnf4mC/1NFqLpGTQFgzQE/LhCIdzhMJ5wiEAkSigaIXigFyVep8MdChGORgFQVVCBlqncrc9bnkUODKtSgaZgkKZgkJ2NTW3eXwPk2mzkmMz0NVnob7ExwGrDotd36VyFEKc/CSA6qbi4mEcffZTNmzdjNpuZNWsWd911F4aj7JAqhBBnuoP3vxiak8ptcybwcfE+vvqujOp9TdTsa6ZmbyM+d5CmShdNlS74vGWnbkWjYE8xY0s0YUmIw+KIx2Q1YjTpMZr0eMJe9hrqwRXC6I+29ISoB3pFYj0lP/SaRA/qPUFRiDPribcYiTMb0GhahvacyB29uxLo2HUG7LqO65Kf6GDagH4s3v491W5vp8qLqCrBaAR/JII3HMYTDuMOh1oCilCQYDRKidNJibPtZPSMeBNnWW0MsNo5y2ojz2olTiu3D0KcyeQvQCc0Nzdzww03kJuby7PPPkt1dTULFizA7/fz4IMP9nT1hBDilNE6T2NS/xwm9c+JpauqSnWNk+07q9i+cz87i6oo3VOP1xekqdpNU7X7hNZLo1Hok24nKzOBxkwHjTkNOHUBwnGgM5weqyRpFYV4rY54rY4EQ9ulgVVVJd6gZ3BaMt9V11HsdLLb1UyVz0elz0ulz8snNS0remmAHIuFfJudPIuNLPOBCe1xce0mfsucCiFOTxJAdMLixYvxeDw899xzOBwOACKRCA8//DC33HILaWlpPVtBIYQ4RRw6T6NDRugzNJX0ISkEvCHcTj9+TxC/N4TfGyQYCLfMswhGYhOgff4QUVVFUVp6PFCUA79z4Hcldqw1DVUlGIgQCoSJRlUqKpuoqGxi0xcH1UUBS2I8tjQLjj4WUnIcxCfEYbQaurR8bW+nKApppnjG9UlnQkafWHpTIMDOxkZ2NDSy48DPOr+fPW43e9xuoCKW16DRkGWx0NdqJcNixmE0YNMb0AZVLFodVr0ei16P4cAkdUXDMQ2tE0L0PAkgOmHt2rWMHTs2FjwATJs2jYceeoh169ZxxRVX9FzlhBDiFNQ6T6NTNIBVh9Gqw0h8m0MXDO/H1ZeMbDfRuytUVW0JSA7s+m3T6bEZjezYXYXXHcRd78Nd74vN1QDQGbXY0yzY0szY0y1Ykk3EW43EWQ1dngjeWxxpQroRhRH2REbYE3GHQtT4fVT7fDQEAjQGgzQHDz8E6mj0igat5qBVsTh4hayWFaQ0yoEN+hQNcVotRq029tOo0bZNO+R57HdN29fpNQpaRQMqKL0ojlFVlSgtywG37lMSUdWD9ieJElZ/2KMkrEaJKhDnd9Lo9BIIRWLHwwf2M4GWHihFAYWWdm1ddliD0m7zQ6OmZcWx1vYy63QYNdrTKmgWx0cCiE4oKSnhyiuvbJNms9lISUmhpKSkh2olhBCiOyiKgt6oQ2/UYXLExeZprCurYEd5HQ37ndRXumisctFY5aah2kU4EKF+XzP1+9qvkhRn1mO2x2GyxWGyGTHG6XEn1OHf0cyu5ga8RNEbtWj1WjQHNuQ7+KeiaVmClVhvSstPNaoSjUSJRlV8niANjR7cTT7czV7CB3pSwoEI4WCE8IHfQwd6a1rTI8EDxw88IqEfltP9UKvlNb0OXySCiorOoMUQp8cQp2t5xB/0e5yOlDg9mXFx6I0WtFYtQa2KV4ngVqK41RAajYY4vQ5nMERTIIAzGMQVCrVrr5AaJdQ9q/p2Tmuvh9r6UFFU0KKgBRRVQYuC7kDP1YG7bA7cdcd+ti6VezhHutc+eAPDlp8QUaOxwKE30igKJq0Os06H6cDDfPDPA8PjTNqWpYZj+bStefSYtFq0mqMviiB6P0WV/sOjGjx4MHfeeSc333xzm/QZM2YwcuRIHnnkkWMqt3Wi38mmKAoajYLbGyASiR53eQa9jvg4PR5vgHA3lHciyjzhdYyqHHmdzGMo81Q47xNRxwNDS3pTHU9EmSetjsfRnmdqO+p1WuLj9If9tlVVVcLhKKFwhHAoQigcJRJpeci/qAccuNeGg2+klR/SD06j40Y7XFse/Ar1MBmP+P+hu/4fdXR5dDatW6vQ8Rt0pbNAjf3n4LQTfzErR3h2JtNoFZId5qNn7O731Sid7mWSHogepCgKWm3PfWAsJuPRM3WBuZvLOxFlngp1PBFlSh17b5lSx95Z3pG0Lo+r12s5ZESVEEKcEaQfqRNsNhsul6tdenNzM3a7vQdqJIQQQgghRM+QAKIT8vLy2s11cLlc1NbWkpeX10O1EkIIIYQQ4uSTAKITJk6cyPr163EetLLEypUr0Wg0jB8/vgdrJoQQQgghxMklk6g7obm5menTp9OvXz9uueWW2EZyl112mWwkJ4QQQgghzigSQHRScXExjzzyCJs3b8ZsNjNr1izmz5+PwWDo6aoJIYQQQghx0kgAIYQQQgghhOg0mQMhhBBCCCGE6DQJIIQQQgghhBCdJgGEEEIIIYQQotMkgBBCCCGEEEJ0mgQQQgghhBBCiE6TAEIIIYQQQgjRaRJAnEGKi4u58cYbGTFiBOPHj+eJJ54gGAz2dLV6nb179/Lggw8ya9YsCgsLmTFjRof5lixZwsUXX8zQoUOZOXMmH330Ubs8LpeLBx54gHPPPZeRI0dyxx13UFNTc6JPoddYsWIFP//5z5k4cSIjRoxg1qxZvP322xy6erS0Zed88sknXHvttfzoRz9iyJAhTJkyhT/+8Y+4XK42+dasWcPMmTMZOnQoF198Me+88067soLBII8//jjjx49nxIgR3HjjjZSUlJysU+l1PB4PEydOpKCggG+//bbNMbk+j+7dd9+loKCg3ePJJ59sk0/asmv++c9/cvnllzN06FDGjBnDTTfdhN/vjx2Xz3rnXHfddR1enwUFBbz33nuxfHJ9doEqzghNTU3q+PHj1Z/+9Kfq2rVr1SVLlqijR49WH3744Z6uWq+zevVqdeLEieovf/lLdcaMGer06dPb5Vm2bJlaUFCgLly4UN2wYYP6+9//Xi0sLFQ3b97cJt/cuXPViRMnqu+99576wQcfqDNmzFBnzpyphkKhk3Q2Peuqq65S58+fr7733nvq+vXr1SeffFIdOHCg+uyzz8bySFt23r/+9S/18ccfV1euXKlu3LhRff3119Vzzz1XvfHGG2N5vvjiC3XQoEHq73//e3XDhg3qwoUL1YKCAnXFihVtyvr973+vjh49Wl2yZIm6du1a9ZprrlHPO+881el0nuzT6hWeeOIJddy4cWp+fr66devWWLpcn53zzjvvqPn5+eratWvVzZs3xx6VlZWxPNKWXfPCCy+oI0eOVBctWqRu2rRJXblypfrQQw+pbrdbVVX5rHfFrl272lyXmzdvVu+66y61sLBQra+vV1VVrs+ukgDiDPHSSy+pI0aMUBsbG2NpixcvVgcNGqRWVVX1XMV6oUgkEvv93nvv7TCAuOiii9S77767TdrVV1+t3nTTTbHnX3/9tZqfn69++umnsbTi4mK1oKBAfe+9905AzXuf1j/MB/vd736njho1KtbO0pbH56233lLz8/Njn+O5c+eqV199dZs8d999tzpt2rTY8/3796uDBg1SFy9eHEtrbGxUR4wYof75z38+ORXvRXbv3q2OGDFCffPNN9sFEHJ9dk5rANHRZ76VtGXnFRcXq4WFherHH3982DzyWT8+kydPVn/2s5/Fnsv12TUyhOkMsXbtWsaOHYvD4YilTZs2jWg0yrp163quYr2QRnPkj0VZWRl79uxh2rRpbdIvvfRSNmzYEBsWtnbtWmw2G+PHj4/lycvLY9CgQaxdu7b7K94LJSYmtksbNGgQbrcbr9crbdkNWj/ToVCIYDDIpk2buOSSS9rkufTSSykuLqa8vByAzz77jGg02iafw+Fg/PjxZ2R7Pvroo8yePZt+/fq1SZfrs/tIW3bNu+++S1ZWFueff36Hx+Wzfny+/vprysvLueyyywC5Po+FBBBniJKSEvLy8tqk2Ww2UlJSzrixkMertb0Ovdno378/oVCIsrKyWL5+/fqhKEqbfHl5eWd0m3/11VekpaVhsVikLY9RJBIhEAiwbds2nn/+eSZPnkxWVhb79u0jFAq1+6z3798f+OHaLSkpISkpCbvd3i7fmdaeK1eupKioiNtuu63dMbk+u27GjBkMGjSIKVOmsGjRIiKRCCBt2VVbtmwhPz+fF154gbFjxzJkyBBmz57Nli1bAOSzfpyWLVuGyWRiypQpgFyfx0LX0xUQJ4fT6cRms7VLt9vtNDc390CNTl2t7XVoe7Y+bz3udDqxWq3tXm+32/nuu+9OcC17py+//JLly5dz7733AtKWx+qCCy6guroagPPOO4+nnnoKOP72tNlsZ9TfA5/Px4IFC5g/fz4Wi6Xdcbk+Oy8lJYVf/vKXDB8+HEVRWLNmDU8//TTV1dU8+OCD0pZdVFtby3fffUdRUREPPfQQ8fHxvPTSS8ydO5f3339fPuvHIRwOs2LFCiZPnozJZALks34sJIAQQpwUVVVVzJ8/nzFjxnD99df3dHVOaX/+85/x+Xzs3r2bF198kVtvvZW//OUvPV2tU86LL75IUlISV155ZU9X5ZR33nnncd5558WeT5gwAaPRyGuvvcatt97agzU7Namqitfr5ZlnnmHgwIEADB8+nMmTJ/PGG28wYcKEHq7hqWvdunU0NDQcdoVF0TkyhOkMYbPZ2i31CC1R9aFdm+LIWtvr0PZ0Op1tjttsNtxud7vXn4lt7nQ6+dnPfobD4eDZZ5+NzTORtjw2AwcOZOTIkfzkJz/hhRdeYNOmTaxevfq429PpdJ4x7VlRUcGrr77KHXfcgcvlwul04vV6AfB6vXg8Hrk+j9O0adOIRCLs2LFD2rKLbDYbDocjFjxAy9yFwsJCdu/eLZ/147Bs2TIcDkebIEyuz66TAOIM0dH4PJfLRW1tbbsxlOLIWtvr0PYsKSlBr9eTnZ0dy1daWtpuz4PS0tIzqs39fj+33HILLpeLl19+uU33r7Tl8SsoKECv17Nv3z5ycnLQ6/Udtif80N55eXnU1dW1G8LQ0Vyp01V5eTmhUIibb76Zc845h3POOSf2Tfn111/PjTfeKNdnN5K27JoBAwYc9lggEJDP+jHy+/188MEHXHLJJej1+li6XJ9dJwHEGWLixImsX78+Fk1Dy+RBjUbTZjUBcXTZ2dnk5uaycuXKNunLly9n7NixGAwGoKXNm5ub2bBhQyxPaWkp27dvZ+LEiSe1zj0lHA5z1113UVJSwssvv0xaWlqb49KWx2/Lli2EQiGysrIwGAyMGTOGVatWtcmzfPly+vfvT1ZWFtAyvESj0fD+++/H8jQ3N/PZZ5+dMe05aNAg/va3v7V53H///QA8/PDDPPTQQ3J9Hqfly5ej1WopLCyUtuyiCy64gKamJnbs2BFLa2xsZNu2bQwePFg+68dozZo1eL3e2OpLreT67DqZA3GGmD17Nq+//jq33XYbt9xyC9XV1TzxxBPMnj273U3dmc7n8/HJJ58ALcMc3G537I/KueeeS2JiIr/85S+55557yMnJYcyYMSxfvpytW7fyxhtvxMoZOXIkEyZM4IEHHuDee+/FaDSycOFCCgoKuOiii3rk3E62hx9+mI8++oj77rsPt9vNN998EztWWFiIwWCQtuyC22+/nSFDhlBQUEBcXBw7d+7klVdeoaCggKlTpwLw85//nOuvv54//OEPTJs2jU2bNrFs2TIWLlwYKyc9PZ3/+q//4oknnkCj0ZCWlsaiRYuwWq3Mnj27p07vpLLZbIwZM6bDY4MHD2bw4MEAcn120rx58xgzZgwFBQUAfPjhh/zjH//g+uuvJyUlBZC27IqpU6cydOhQ7rjjDubPn4/RaOTPf/4zBoOBa665BpDP+rFYunQpGRkZjB49ut0xuT67qCc3oRAn1+7du9UbbrhBHTZsmDp27Fh1wYIFaiAQ6Olq9TplZWVqfn5+h4+NGzfG8v3jH/9QL7zwQnXw4MHqjBkz1DVr1rQry+l0qvfff7969tlnqyNGjFBvv/32M2rjvgsuuOCwbVlWVhbLJ23ZOYsWLVJnzZqljhw5Uh0xYoQ6ffp09emnn1ZdLlebfK27ow4ePFi98MIL1SVLlrQrKxAIqAsWLFDHjh2rDhs2TP1//+//qbt37z5Zp9Irbdy4sd1Gcqoq12dnPPLII+pFF12kDhs2TB0yZIg6Y8YM9bXXXlOj0WibfNKWnVdfX6/ec8896ujRo9Vhw4apc+fOVXft2tUmj3zWO6+pqUkdPHiw+sQTTxw2j1yfnaeo6iEDuYQQQgghhBDiMGQOhBBCCCGEEKLTJIAQQgghhBBCdJoEEEIIIYQQQohOkwBCCCGEEEII0WkSQAghhBBCCCE6TQIIIYQQQgghRKdJACGEEEIIIYToNAkghBBCCCGEEJ0mAYQQQoguKy8vp6CggHfffbdbynv22WcpKCjolrK609atWxkyZAgVFRVHzTt58mTuu+++k1Crw3vyySf5yU9+0qN1EEKc/iSAEEKIU8S7775LQUEB3377bU9XpVMmT55MQUHBUR/dFYScCAsXLmT69OlkZmb2dFU65YYbbmDnzp18+OGHPV0VIcRpTNfTFRBCCHF6euCBB/B4PLHna9euZdmyZdx///0kJCTE0keNGsXMmTO5+eabe6Kah7Vjxw7Wr1/P4sWLe7oqnZaSksKUKVN49dVXmTJlSk9XRwhxmpIAQgghxAkxderUNs/r6upYtmwZU6dOJSsrq11+na53/ZP0zjvvkJGRwYgRI3q6Kl0ybdo07rzzTsrKysjOzu7p6gghTkMyhEkIIU4z1dXV3H///YwbN44hQ4Ywffp03n777TZ5gsEgzzzzDFdccQWjR49mxIgRXHPNNWzcuLFdeU6nk/vuu4/Ro0dz9tlnc++99+Jyubq1zh3NgSgoKOC///u/WbFiBZdeeinDhg3j6quv5vvvvwdg8eLFXHjhhQwdOpTrrruO8vLyduVu2bKFefPmMXr0aIYPH861117LV1991ak6ffjhh/zoRz9CUZQ26aqq8sILLzBx4kSGDx/Oddddx65du9q9vqmpiccff5zLLruMkSNHMmrUKG666SZ27twZy+PxeBgxYgSPPvpou9dXVVUxaNAgFi1aBEAoFOK5557joosuYujQoYwZM4Y5c+awbt26Nq8bN25crP5CCHEiSAAhhBCnkbq6Oq666io2bNjAT3/6U37729+Sk5PDb3/7W/7617/G8rndbpYsWcK5557LPffcw+23305DQwM33XQTO3bsiOVTVZVf/OIX/Pvf/2bmzJncddddVFVVce+9956U8/nyyy95/PHHufzyy7n99tspLi7m1ltv5e9//zuvv/4611xzDfPmzWPz5s088MADbV7b2gYej4fbb7+d+fPn43Q6ueGGG9i6desR37e6uprKykoKCwvbHXvmmWd45plnGDhwIL/5zW/Izs5m7ty5eL3eNvnKysr44IMPmDRpEvfddx/z5s2jqKiIa6+9lurqagDMZjNTp05lxYoVRCKRNq9ftmwZqqpy2WWXAfDcc8/x3HPPMWbMGB588EFuvfVWMjIy2LZtW5vXWa1WcnJy+PrrrzvXyEII0UW9q79YCCHEcVm4cCGRSISlS5fG5hnMmTOHu+++m+eee47Zs2cTFxeH3W5nzZo1GAyG2Guvuuoqpk2bxuuvv85jjz0GtHyL/cUXX/DrX/+am266KVbe9ddff1LOp7S0lBUrVsSGPNntdh588EFefPFFVq5cicViASAajbJo0SLKy8vJyspCVVX+8Ic/MGbMGF5++eVYL8Ls2bOZPn06Tz/9NK+++uph37ekpASg3VCrhoYGXn75ZSZNmsRLL70UK3fhwoW89NJLbfIWFBSwatUqNJofvqubNWsW06ZN4+233+a2224D4PLLL2fp0qWsW7eOiRMnxvL+5z//4ZxzziEjIwOAjz/+mPPPP59HHnnkqO2WnZ3N7t27j5pPCCGOhfRACCHEaUJVVd5//30mT56Mqqo0NDTEHhMmTMDlcsW+rdZqtbHgIRqN0tTURDgcZsiQIWzfvj1W5tq1a9HpdMyZMyeWptVqufbaa0/KOY0dO7bNTfzw4cMBuOiii2LBA8CwYcOAlm/9oWUC9J49e7jssstobGyMtYPX62Xs2LF88cUXRKPRw75vY2MjADabrU36+vXrCYVCXHvttW2GNt1www3tyjAYDLHgIRKJ0NjYiMlkol+/fm3aeNy4caSmprJ06dJYWlFREd9//z0zZ86MpdlsNnbt2sWePXsOW++D87aegxBCdDfpgRBCiNNEQ0MDTqeTt956i7feeuuweVr985//5NVXX6W0tJRQKBRLP/iGvaKigpSUFMxmc5ty+vXr182171ifPn3aPG8NGtLT09ukW61WoGW+BhC7yT7SUCuXy4Xdbj/i+6uq2uZ5ZWUlALm5uW3SExMT25UVjUb529/+xv/93/9RXl7eZoiSw+GI/a7RaLjssst488038fl8xMfHs3TpUoxGI5dcckks3x133MEvfvELLr74YvLz85kwYQKzZs1i4MCBHdb70LkbQgjRXSSAEEKI00TrN+ozZ87kxz/+cYd5Wicq//vf/+a+++5j6tSpzJs3j6SkJLRaLYsWLYp9i98baLXaLqW33vC3/vzNb37DoEGDOsxrMpkO+76tw79aA5Jj8dJLL/HMM89w5ZVXcuedd2K329FoNDz22GPtApPLL7+cV155hQ8++IAZM2awbNkyJk2aFAuMAM455xxWr17Nhx9+yLp163j77bd57bXXePjhh9ttHud0OtsslSuEEN1JAgghhDhNJCYmYjabiUajsZV4DmfVqlVkZ2fz3HPPtfmm+n//93/b5MvMzGTjxo14PJ42vRClpaXdW/lu1rp8qcViOWpbdCQvLw+g3cpOrfMR9uzZ02aJ1IaGBpqbm9vkXbVqFWPGjInNJ2nV0c19fn4+hYWFLF26lPT0dCorK/nd737Xrl4Oh4Mrr7ySK6+8Eo/Hw7XXXsuzzz7bLoAoLy/vsGdCCCG6g8yBEEKI04RWq+Xiiy9m1apVFBUVtTt+8PCl1m/wD/4mfMuWLXzzzTdtXjNx4kTC4TBvvvlmLC0SifDGG290c+2715AhQ8jJyeHVV19ts5ldq4PboiNpaWn06dOH7777rk36uHHj0Ov1vPHGG23a7rXXXmtXhlarbdfTsGLFitgKTIeaNWsW69at47XXXsPhcLSZUA20m9NgNpvJyckhGAy2SXe5XOzbt4+RI0ce8RyFEOJYSQ+EEEKcYt555x0+/fTTdunXX389v/rVr9i0aRNXXXUVP/nJTxgwYADNzc1s27aNDRs28PnnnwMwadIk3n//fW677TYmTZpEeXk5ixcvZsCAAW2WI508eTKjRo3iqaeeoqKiggEDBvD+++93+z4Q3U2j0fDoo4/ys5/9jBkzZnDFFVeQlpZGdXU1mzZtwmKxtFs16VBTpkxh9erVbeYTJCYmMnfuXBYtWsQtt9zC+eefz/bt21m7dm27XoVJkybx/PPPc//99zNy5EiKiopYunTpYTd3mzFjBn/6059YvXo1c+bMQa/Xtzk+ffp0zj33XAYPHozD4eDbb79l1apV7Sa0r1+/HlVVZSdqIcQJIwGEEEKcYg7uDTjYFVdcQXp6OkuWLOH5559n9erVvPnmmzgcDgYMGMA999zTJm9dXR1vvfUWn332GQMGDOBPf/oTK1eujAUZ0HIj/uKLL/LYY4/xn//8B0VRmDx5Mvfddx+XX375iT7V4zJmzBjeeustXnjhBd544w28Xi8pKSmxDemO5sorr+SNN97gq6++4uyzz46l33XXXRgMBhYvXsymTZsYNmwYr776Krfcckub19966634fD6WLl3K8uXLKSwsZNGiRTz11FMdvl9ycjLjx4/nk08+YdasWe2OX3fddaxZs4Z169YRDAbJyMjgrrvuYt68eW3yrVy5ktGjR5OTk9OZZhJCiC5T1EP7V4UQQggBtCzPmpqayp/+9KeT8n633XYbRUVFrF69+pheX1tby5QpU/if//kfpk6d2s21E0KIFjIHQgghhDiMu+++mxUrVlBRUXHC36umpuawvQ+d9dprr5Gfny/BgxDihJIeCCGEEKIHlZWV8fXXX/P222/z7bffsnr1alJSUnq6WkIIcVjSAyGEEEL0oC+++ILf/OY3lJeXs2DBAgkehBC9nvRACCGEEEIIITpNeiCEEEIIIYQQnSYBhBBCCCGEEKLTJIAQQgghhBBCdJoEEEIIIYQQQohOkwBCCCGEEEII0WkSQAghhBBCCCE6TQIIIYQQQgghRKdJACGEEEIIIYToNAkghBBCCCGEEJ32/wEMAgYRXsmqDQAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "sns.histplot(data=df, x='lead_time', hue='hotel', kde=True, palette='mako', bins=30)\n", + "plt.title('Distribution of Lead Time for Each Hotel')\n", + "plt.xlabel('Lead Time (days)')\n", + "plt.ylabel('Count')\n", + "plt.legend(title='Hotel Type',labels=['City Hotel', 'Resort Hotel'])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "BbVoA9wY2bgB", + "outputId": "470a2c67-0b0d-42c5-ae57-7ba2e194b4af" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = [i for i in range(0, 90, 2)]\n", + "labels = [f'{bins[i]}-{bins[i + 1] - 1} days' for i in range(len(bins) - 1)]\n", + "df['lead_time_category'] = pd.cut(df['lead_time'], bins=bins, labels=labels,right=True)\n", + "df['lead_time_category'] = pd.Categorical(df['lead_time_category'], categories=labels,ordered=True)\n", + "fig = px.histogram(df,\n", + " x='lead_time_category',\n", + " color='hotel',\n", + " title='Distribution of Lead Time for Each Hotel',\n", + " labels={'lead_time_category': 'Lead Time (days)', 'hotel': 'Hotel Type'},\n", + " color_discrete_sequence=colors,\n", + " opacity=0.75)\n", + "fig.update_layout(bargap=0.1,\n", + " xaxis_title='Lead Time (days)',\n", + " yaxis_title='Count',\n", + " legend_title_text='Hotel Type',\n", + " xaxis_tickangle=-45)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TmynaifuwOK0" + }, + "source": [ + "### Customer Type Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "wDkyzpMUwWYC", + "outputId": "dcd6a4e7-5586-4614-f642-319af3801ca4" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "segments_df = df[\"customer_type\"].value_counts()\n", + "segments_rhotel = rhotel[\"customer_type\"].value_counts()\n", + "segments_chotel = chotel[\"customer_type\"].value_counts()\n", + "fig = make_subplots(rows=1, cols=3, specs=[[{'type': 'domain'}, {'type': 'domain'}, {'type': 'domain'}]],\n", + " subplot_titles=(\"Bookings per customer segment\",\n", + " \"Bookings per customer segment in Resort Hotel\",\n", + " \"Bookings per customer segment in City Hotel\"))\n", + "fig.add_trace(px.pie(segments_df,\n", + " values=segments_df.values,\n", + " names=segments_df.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=1)\n", + "fig.add_trace(px.pie(segments_rhotel,\n", + " values=segments_rhotel.values,\n", + " names=segments_rhotel.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=2)\n", + "fig.add_trace(px.pie(segments_chotel,\n", + " values=segments_chotel.values,\n", + " names=segments_chotel.index,\n", + " color_discrete_sequence=colors).data[0], row=1, col=3)\n", + "\n", + "fig.update_traces(rotation=-90, textinfo=\"percent+label\")\n", + "fig.update_layout(height=600, width=1300, template=\"seaborn\", showlegend=False)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "G5tXbXVtMTyT" + }, + "source": [ + "### Which are the most busy month?" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "BlMI9dEsw6RU", + "outputId": "b0ec13b6-909c-4796-c65d-83da0f920f6e" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "month_counts = full_data_guests['arrival_date_month'].value_counts()\n", + "sorted_months = month_counts.index\n", + "plt.figure(figsize=(10, 5), dpi=100)\n", + "sns.countplot(data=full_data_guests, x='arrival_date_month', palette=\"mako\", order=sorted_months)\n", + "plt.xticks(rotation=45)\n", + "plt.title('Number of Arrivals by Month')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-JyrV8voFG1G" + }, + "source": [ + "### Comprehensive interpretation" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "onSW-blOt3u9", + "outputId": "4d792597-a08b-41d3-9729-6f5a0e96045a" + }, + "outputs": [ + { + "data": { + "image/png": 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fz9bjduvWTa1bt35quSZNmmjkyJHZUKPMa9Kkifr372/ragBAjpDcvuRk3bp1U7du3WxdjQxJz/nNKfdeqdUjN38GAJBb5ZR2AZBIvgCwsri4OIWFhZEoAAAAAGA1CxYs0LfffmvramS5I0eOKCwsTDExMbauCgAAyKQ8tq4Aco66devq+PHjcnV1tXVVcr02bdqoVatWcnNzs3VVsl1cXJzmzJmjwYMHy9/f39bVAYAcbefOnXJycrJ1NQAAdmjJkiW2rkKGvfXWW+rXr5/FtoULF6pFixZq1qyZxfacfO+Vkc/g6NGjmjNnjl599VWZTKYsqBUAAMguJF9yoaSkJCUkJMjd3d2q+3V2drb6Ph2Vi4uLXFxcbF0NAEAOlxMfFAEA7ENubmPy5MmjPHnS9rgiJ9975ebPAADsmWEYunfvnvLmzWvrqsDOMe2YDSXPY3vmzBm9/fbbqlWrlvz9/TVp0iTdu3fPXC55fZOvvvpKrVq1kq+vr3744QdJUlRUlEaNGqUXXnhB1apVU6tWrbRp0ybze//++29VqVJFc+bMSXH8yMhI+fj4aNWqVZIev67Ejh079Nprr6l69ery9/fX8OHDFRUVZVHmcXPZjhw5Uk2aNLHYtn37dr322muqWbOmatWqpZdfflkrVqxI59l74KuvvlKLFi3k6+ur1157Tf/5z39SlPntt9/Up08f1apVSzVr1lSPHj107NixFOUuXLigoUOHql69eqpRo4beeOMN/fvf/35qHeLj49W/f3/Vrl1bR44ckZT6/JLJc+X/9NNPateunXx9fdW0aVN98cUXKfb5+++/q2vXrqpevbqCgoI0b948bd68OcU+f/nlF/Xu3Vv+/v6qXr26mjRpolGjRj39xD0keV2C06dPq1u3bqpRo4YaNmyo8PDwFGWvXbum0aNH64UXXpCvr69eeeUVbdmyxfz6xYsXFRAQIEmaM2eOfHx80r3+yb179xQWFmb+XBs0aKDBgwfr/Pnz5jJLlixRx44dzXG/9tprqa7Dk/y78+2336p169bm35G9e/emKBsVFaXRo0erQYMGqlatmpo0aaLx48crPj7eXCYmJkYfffSRGjVqpGrVqql58+ZatGiRkpKSnhrX035Xk125ckUDBw6Un5+fAgIC9PHHH1vUAUDG3Lhx44lt7f379zV37lw1a9bMfA349NNPU/39W716tVq1aqVq1aqpQYMGmjhxYpqmBtm3b59q1Kihd955R/fv35eUcs2X5Pbj8OHDmjx5surXry8/Pz8NGjQoxbo1SUlJCgsLU4MGDVSjRg1169ZNp0+fzvA6Ml9++aXatWunGjVqqG7duurSpYv27duXotzT2rGbN29q6tSpevnll81tfZ8+ffT7779blEv+3hEREaH58+crKChIvr6+6tGjh/78888Ux129erWaNm2q6tWrq127dvrpp59S/f4RHx+v0NBQNW/eXNWqVVOjRo00bdq0FJ/l/v371alTJ9WpU0c1a9ZUixYt9Omnn6b7vAGwfz/99JNef/11+fr6qlmzZlq3bl2KMps3b1b37t0VEBCgatWqqWXLllqzZo1FmREjRsjf318JCQkp3t+rVy+1aNHC/LM1rlGPXiPTe919nJiYGFWuXFmfffaZedv169dVqVIl+fv7yzAM8/bx48crMDDQ/PNPP/2koUOH6sUXXzRfoz/++GPdvXvX4hiPrvni4+OjO3fuaMuWLeZ7jOS2LrvuvTIitXZq5cqVatWqlbm9fe2117R161Zz3NOmTZMkNW3a1Bwr6xYAcCSXLl3ShAkT1KJFC/OzyKFDh6Z6Lfzvf/+r7t27W1zDU3tGk9wu/PDDD+ZnnKm154C1MfIlBxg2bJhKlSqld999V8eOHdPKlSsVExNj/tIlST/++KN27NihLl26qEiRIipVqpT+/vtvvfHGG3JyclKXLl3k6empvXv36v3339etW7fUs2dPPfPMM6pbt6527NihwYMHWxw3IiJCLi4ueumllx5bt88//1yjRo2Sr6+v3nnnHV27dk2fffaZjhw5oi+++CLdw6D379+vd955RwEBARo+fLikB0mgI0eOqEePHuna13/+8x9FRESoW7ducnNz09q1a9WnTx9t3LhR3t7ekh5chLt06aICBQqoT58+ypMnj9avX69u3bpp1apVqlGjhqQHSaqOHTsqLi5O3bp1U5EiRbRlyxa99dZb5gc4qbl7964GDhyoX3/9VcuWLVP16tWfWOc///xTb7/9ttq1a6dXX31Vmzdv1siRI1W1alX94x//kPTgIX3yuejXr5/y58+vjRs3pug1de3aNfXu3VtFihRRv379ZDKZdPHiRX3zzTfpOo+SFB0drT59+qh58+YKDg7W119/renTp8vb21uNGjUyx9qtWzedP39eXbp0kZeXl3bu3KmRI0cqJiZGPXr0kKenpyZMmKAJEyaoefPm5vOW1sUyExMT1b9/fx08eFCtWrVS9+7ddfv2be3fv1+nTp1SmTJlJEmfffaZmjRpopdfflkJCQnavn273n77bS1cuFAvvviixT4PHz6sXbt2qXPnzipQoIBWrlypoUOHas+ePSpSpIj5nLdr106xsbF64403VL58eUVFRenrr7/W3bt35ebmpri4OHXt2lVRUVHq2LGjnnvuOR09elSffvqprl69qvfff/+xcaXldzX5HPfo0UP/+9//1K1bNxUvXlxffvmlfvzxx/R8nABS8bS2dsyYMdqyZYtatGihN998U8ePH9fChQt15swZzZ0717yfsLAwzZkzRy+88II6deqks2fPau3atfrll1+0du3ax07duWfPHg0dOlQtW7bUxx9//NQeupMmTZLJZNLgwYN16dIlrVixQh988IFmzZplLjNjxgwtXrxYjRs3VsOGDfX777+rd+/eFkmltJozZ47CwsJUs2ZNDR06VK6urvr555/1448/qkGDBuZyaWnHLly4oG+//VYvvfSSvLy89Pfff2v9+vXq2rWrtm/frhIlSlgcOzw8XE5OTurVq5du3bqlxYsXa/jw4dq4caO5zJo1a/TBBx+oTp066tmzpy5duqRBgwbJZDLp2WefNZdLSkrSW2+9pcOHD+uNN95QhQoVdOrUKa1YsULnzp3TvHnzJD34ftC/f3/5+Pho6NChcnNz059//mnuRAEAyf744w/17t1bnp6eGjJkiO7fv6+wsDAVLVrUotzatWv1j3/8Q02aNFGePHm0Z88eTZw4UYZhqEuXLpIeTI/1xRdfaN++fWrcuLH5vVevXtWPP/6oQYMGScr6a1RarrtPYjKZ9I9//EM//fSTunfvLunBOiVOTk66efOmTp8+bW4TDh8+rNq1a5vfu3PnTt29e1edOnWSh4eHjh8/rlWrVunKlSsKDQ197DGnTZumMWPGqHr16nrjjTckyXxv8DjWvPeylg0bNmjSpElq0aKFunfvrnv37umPP/7Qzz//rJdfflnNmzfXuXPntG3bNo0aNcp8v+Lp6Zkl9QGAnOiXX37R0aNH1apVKz377LO6dOmS1q5dq+7du2v79u3Kly+fpAftZ/fu3ZWYmKh+/fopX7582rBhw2Nn9Tl79qzeffdddejQQW+88YbKlSuXnWHBURmwmdDQUMPb29sYMGCAxfYJEyYY3t7exsmTJw3DMAxvb2+jUqVKxn//+1+LcqNHjzYCAwON69evW2wPCQkxateubcTFxRmGYRjr1q0zvL29jT/++MOiXMuWLY3u3bubf/7xxx8Nb29v48cffzQMwzDi4+ONgIAAo3Xr1sbdu3fN5fbs2WN4e3sbs2fPNm/r2rWr0bVr1xQxjhgxwmjcuLH550mTJhm1atUy7t+///QT9ATe3t6Gt7e38csvv5i3Xbp0yfD19TUGDRpk3jZw4ECjatWqxvnz583boqKijJo1axpdunQxb/voo48Mb29v4z//+Y95261bt4wmTZoYjRs3NhITEw3D+L9ztGPHDuPWrVtG165dDX9/f+O3336zqN/mzZsNb29v48KFC+ZtjRs3TnGMa9euGdWqVTOmTJli3vbhhx8aPj4+Fvu8ceOGUa9ePYt9fvPNN4a3t7dx/Pjx9J/Ah3Tt2tXw9vY2tmzZYt527949IzAw0BgyZIh52/Llyw1vb2/jyy+/NG+Lj483OnToYPj5+RmxsbHmmLy9vY3Q0NB012XTpk2Gt7e3sWzZshSvJSUlmf+d/H/74Xq0bt3a4v+zYTz4f1K1alXjzz//NG87efKk4e3tbaxcudK87V//+pdRqVKlVM9l8nHnzp1r+Pn5GWfPnrV4ffr06UblypWNy5cvWxz34fjT+ruafI4jIiLMZe7cuWM0b97c4ncTQNqlpa1Nvi68//77FmWmTJlieHt7GwcPHjQM48H1rWrVqkavXr3M7YJhGMaqVasMb29vY9OmTeZtXbt2NVq1amUYhmF8/fXXRtWqVY0xY8ZYvM8wHrQNI0aMMP+c3H707NnT4rr38ccfG5UrVzZiYmIMwzCMq1evGlWqVDEGDhxosb+wsDDD29vbYp9Pc+7cOaNSpUrGoEGDUtTv4TqktR27d+9eiv1cuHDBqFatmjFnzhzztuQ2NTg42Lh37555+4oVKyy+t9y7d8+oV6+e8frrrxsJCQnmcp9//rnh7e1t8f3jiy++MCpVqmRRR8MwjLVr1xre3t7G4cOHDcMwjGXLlhne3t7GtWvX0nyeADimgQMHGr6+vsalS5fM206fPm1UrlzZ8Pb2Nm979PupYRhGr169jKZNm5p/TkxMNIKCgoxhw4ZZlFu2bJnh4+Njvmex1jXq0Xu0tF5302LixInGCy+8YP558uTJRpcuXYyAgABjzZo1hmE8uIfx8fExVqxYYS6X2nlauHCh4ePjY3GOk9vvh/n5+aXavmXHvVdapFaPRz+Dt956y/z94HEWL16c7mMDgD1Jra04evRoimdXyc/yfv75Z/O2a9euGbVr135su7B3794srTvwKKYdywGSe0Il69q1qyRZTI1Ut25dVaxY0fyzYRjatWuXmjRpIsMwdP36dfOfBg0aKDY2VidOnJAkNW/eXHny5FFERIT5/adOndLp06fVsmXLx9br119/1bVr19SpUyeLrPGLL76o8uXLp2lKrkeZTCbFxcVp//796X7vo2rWrKlq1aqZfy5ZsqSaNm2qffv2KTExUYmJidq/f7+aNWum0qVLm8sVL15crVu31uHDh3Xr1i1J0vfff6/q1aurTp065nIFChRQhw4ddOnSJZ0+fdri2LGxserdu7ciIyO1cuVKVa5cOU11rlixosUxPD09Va5cOV24cMG87YcffpCfn5/FPj08PPTyyy9b7KtQoUKSpH//+9+pTl2QHvnz51ebNm3MP7u5ucnX19eiXnv37lWxYsXUunVr8zZXV1d169ZNd+7cSXXKt/TatWuXihQpYv4deNjDC1I/PCdndHS0YmNjVbt2bf32228p3vfCCy9Y9IqrVKmSChYsaI4tKSlJ3377rRo3bixfX9/HHnfnzp2qXbu2TCaTxe/bCy+8oMTExMfGn57f1eRz/PBotHz58pl79wHIuCe1td9//70k6c0337Qo06tXL0kyv37gwAElJCSoe/fucnb+v69Q7du3V8GCBc3lHrZt2zaFhISoQ4cO+uCDDyze9yTJo+WS1alTR4mJibp06ZIk6eDBg7p//746d+6calzp8e233yopKUmDBg1KUb+H6yClrR1zc3Mz7ycxMVE3btxQ/vz5Va5cuVSv06+99ppFD+Pk/Sfv89dff9XNmzf1xhtvWMz///LLL6tw4cIW+9q5c6cqVKig8uXLW1xv69evL0nmqVWTR+7u3r07TVNHAnBMiYmJ2rdvn5o1a6aSJUuat1eoUMFiVKBk+f00NjZW169fV7169XThwgXFxsZKerDG5ssvv6zvvvvOfB8iPZhKuWbNmuZ7lqy+Rj3tupsWderU0d9//63IyEhJD6YTq1OnjurUqaOffvpJ0oNRL4ZhWLQbD5+nO3fu6Pr166pZs6YMw0i1jcgMa957WYvJZNKVK1d0/PjxLNk/ANiDh9uKhIQE3bhxQ2XKlJHJZLJoK77//nv5+flZzELj6en52Gu4l5eXGjZsmHUVB1LBtGM5wPPPP2/xc5kyZeTs7Gwxl6GXl5dFmevXrysmJkbr16/X+vXrU91v8tzwnp6eql+/vnbs2KFhw4ZJejDlWJ48eR47nZYkXb58WZJSHYZXvnx5HT58+OnBPaJz587asWOH+vbtqxIlSigwMFDBwcEKCgpK974ePW+SVLZsWcXFxZljj4uLS7X+FSpUUFJSkv73v//pH//4hy5fvmyeguxh5cuXl/TgXCRPZSbJvA7Hli1bzEPW0+K5555Lsa1w4cKKjo42/3zp0iX5+fmlKPfosPp69eqpRYsWmjNnjpYvX6569eqpWbNmevnll9M9TP7ZZ59N8YCtcOHC+uOPPyzq9fzzz6d4MFehQgVJ//f/JTPOnz+vcuXKPXVxzT179mj+/Pk6efKkxRz+j8YgPf6cJ6/PcP36dd26deupn+Off/6pP/74w7ymzaMeXYvh4e1p/V1NPsePxsFQWCDzntbWOjs7p7jOFitWTCaTyZzwSL7OJbcNydzc3FS6dGlzuWQXL17Ue++9p5deekljx45NV30ffsgn/d+DuORrV3JdHq2zh4dHioTE05w/f17Ozs7m6/mTpKUdS0pK0meffaY1a9bo4sWLSkxMtKjfozIaa548eVSqVCmLbX/++afOnDnz2Gv1tWvXJEktW7bUxo0bNWbMGM2YMUMBAQFq3ry5XnrppTQnyADYv+vXr+vu3bup3neUK1fOIul++PBhhYWF6dixY4qLi7MoGxsba+441bZtW4WHh+vbb79V27ZtFRkZqRMnTmjixInm8ll9jXradTctkqcSO3z4sJ599lmdPHlSw4YNk6enp5YuXSrpQUKmYMGCqlSpkvl9ly9fVmhoqL777juLtkOSRULKGqx572Utffv21YEDB9S+fXs9//zzCgwMVOvWrS2mZgMAR3f37l0tXLhQn3/+uaKioizWEkvu0CDpsc/yHvcM5dFnq0B2IPmSA6X2APnhrK8kcw+oV155Ra+++mqq+3l4nY1WrVpp1KhROnnypCpXrqwdO3aofv36WT537MMPXCSpaNGi5nmO9+7dq7179+rzzz9X27ZtNXXq1CytizU1bdpUERERWrRokaZNm5bmm6CnzfGfHk5OTgoNDdWxY8e0Z88e/fDDDxo9erSWLVum9evXq0CBAmnelzXrldV++uknvfXWW6pbt67Gjx+vYsWKydXVVZs3b9a2bdtSlH9cbA833mmRlJSkwMBA9enTJ9XXy5Yt+9j3SWn/XQWQPVJra1PblhnFihVTsWLF9P333+uXX35JdXTd4zyuXUnvtcva0tJeLFiwQLNnz9brr7+ut99+W4ULF5azs7M+/vjjVOtvzViTkpLk7e2tUaNGpfp68vowefPm1erVq3Xo0CH9+9//1g8//KCIiAitX79eS5cuzVXtIgDbO3/+vHr27Kny5ctr5MiReu655+Tq6qrvv/9ey5cvtxi9UrFiRVWtWlVfffWV2rZtq6+++kqurq4KDg42l8nqa5Q1rrslSpSQl5eX/vOf/6hUqVIyDEN+fn7y9PTURx99pEuXLunw4cOqWbOmxWjIN99807zeZPny5ZU/f35FRUVp5MiRVh/lkxOv5RUqVNDOnTvNn+uuXbu0Zs0aDRo0SEOHDrV19QAgR/jwww/1+eefq0ePHvLz81OhQoXk5OSkkJCQTN0PPfpsFcgOJF9ygD///NNiWqw///xTSUlJT8zIenp6qkCBAkpKStILL7zw1GM0a9ZM48aNM089du7cOfXv3/+J70nuEXX27NkUPUjPnj1r0WOqcOHCqQ5TT200hJubm5o0aaImTZooKSlJEyZM0Pr16zVw4MBUe5U9zp9//pli27lz55QvXz5zUilfvnw6e/ZsinKRkZFydnY294YqWbLkY8slv/6wZs2aqUGDBho5cqQKFChg0VMts0qVKpVqbOfPn0+1vJ+fn/z8/BQSEqKtW7dq+PDhioiIUPv27a1Wp+R6/fHHH0pKSrK4YXv0HGXm4WWZMmX0888/KyEh4bGLVn/99ddyd3fXkiVLLEb4bN68OUPH9PT0VMGCBfXf//73qXW7c+dOmn7fHt1/Wn9XS5UqpVOnTskwDIvzmNr/TQDp86S21jAMJSUl6c8//7QY/fH3338rJibGPLoi+ToXGRlpsa/4+HhdvHgxxe+4u7u7Fi5cqB49eqhPnz5atWpVukZLPklyXc6fP29Rlxs3bqToSfw0ZcqUUVJSks6cOZPmaTSf5Ouvv5a/v78+/vhji+0xMTHmhYPT4+FYk6cPk6T79+/r0qVLFgnsMmXK6Pfff1dAQMBT2yNnZ2cFBAQoICBAo0aN0oIFCzRz5kwdOnQo3dd6APbJ09NTefPmTfW7+cPfz7777jvFx8dr/vz5FvcNyVMdPqpt27aaMmWK/vrrL23btk0vvvhiilGLueEaVadOHf3nP/+Rl5eXeWrfSpUqqVChQvrhhx/022+/aciQIebyp06d0rlz5zR16lS1bdvWvN0aU1JnVHrvvawhf/78atmypVq2bKn4+HgNGTJECxYsUP/+/eXu7m71ziAAkNt8/fXXatu2rUaOHGnedu/ePYtRL9KD+4SntdGArTGvQg6wevVqi59XrVolSU+cisvFxUUtWrTQ119/rVOnTqV4/dEpkEwmkxo0aKAdO3Zo+/btcnV1VbNmzZ5Yr2rVqqlo0aJat26dxdRO33//vc6cOaMXX3zRvK106dKKjIy0OO7vv/+uI0eOWOzzxo0bFj87OzubH5o8fIy0OHr0qHmtDEn63//+p927dyswMFAuLi5ycXFRYGCgdu/ebTGF299//61t27apdu3aKliwoCSpUaNGOn78uI4ePWoud+fOHW3YsEGlSpWyWG8nWdu2bTVmzBitW7dOn3zySbrq/iQNGjTQsWPHdPLkSfO2mzdvauvWrRbloqOjU2T8kx+apfdcpkVQUJCuXr1qsXbQ/fv3tXLlSuXPn19169aV9CDhJaVv2oJk//znP3Xjxo0UvxPS//XEc3FxkZOTk8WoqosXL2r37t3pPp704P9gs2bNtGfPHv3yyy+PPW5wcLCOHj2qH374IUWZmJgY3b9/P9X9p+d3NSgoSH/99Zd27txp3hYXF6cNGzakOy4Alp7U1jZq1EiStGLFCosyy5YtkyTz6y+88IJcXV21cuVKi+vvpk2bFBsbay73sEKFCmnx4sUqWrSo3nzzTas9zAkICFCePHm0du1ai+2pXT+fplmzZnJ2dtbcuXNT9DrOSM8yFxeXFO/bsWOHoqKi0r0v6cH3EQ8PD23YsMHiWrt169YUiabg4GBFRUWlet28e/eu7ty5I+lBu/qorGxDAeROLi4uatCggb799luLTmVnzpzRvn37LMpJSjEtyuM6B7Vu3VpOTk766KOPdOHCBb3yyisWr+eWa1SdOnV06dIlRUREmNdWcXZ2Vs2aNbVs2TIlJCRYTKeV3IHr4fNkGIY+++yzNB0vf/78GbrHeJK03ntZy6P3w25ubqpQoYIMwzCv45l8P/XoQ0YAcBSpjVxcuXJlitl1GjVqpGPHjlmso3X9+vUsu4YDGcHIlxzg4sWLGjBggBo2bKhjx47pq6++UuvWrS3mxk3Nu+++q0OHDumNN95Q+/btVbFiRUVHR+vEiRM6ePCg/r//7/+zKN+yZUu99957WrNmjRo0aGCe2/dxXF1dNXz4cI0aNUpdu3ZVq1atdO3aNX322WcqVaqUevbsaS7brl07LV++XL1791a7du107do1rVu3ThUrVtTt27fN5caMGaPo6GjVr19fJUqU0OXLl7Vq1SpVrlw5TXPNP8zb21u9e/dWt27d5ObmZn4A9XDvqmHDhunAgQPq3LmzOnf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\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "meals_counts = df['meal'].value_counts().reset_index()\n", + "meals_counts.columns = ['meal', 'count']\n", + "fig = px.pie(meals_counts, values='count', names='meal', title='Distribution of Meals', color_discrete_sequence=colors)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zvMnrfsJx4qX" + }, + "source": [ + "### Effect of pricing over cancelation" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 481 + }, + "id": "MCma0NsdyBhX", + "outputId": "54609b75-ae2b-4e46-bccc-23f2b0cf8786" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "102.13435646483109\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data= df,x = 'is_canceled', y='adr', palette=\"mako\")\n", + "plt.ylim(0,600)\n", + "print(df['adr'].mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "feWDRWtUByD7" + }, + "source": [ + "# **Advice for Smooth Resort Operations Based on Data Findings**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OJPRhHWhEbBG" + }, + "source": [ + "### More number of visitors from which country" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 0 + }, + "id": "jvbjkcbXY-qS", + "outputId": "94ff94dc-72a2-453e-e040-6f020ec4299b" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_data = pd.DataFrame(df.loc[df[\"is_canceled\"] == 0][\"country\"].value_counts())\n", + "country_data.columns = [\"Number_of_Guests\"]\n", + "total_guests = country_data[\"Number_of_Guests\"].sum()\n", + "country_data[\"Guests in %\"] = round(country_data[\"Number_of_Guests\"] / total_guests * 100, 2)\n", + "country_data = country_data.reset_index().rename(columns={\"index\": \"country\"})\n", + "country_data.loc[country_data[\"Guests in %\"] < 1, \"country\"] = \"Other\"\n", + "fig = px.pie(country_data,\n", + " values=\"Number_of_Guests\",\n", + " names=\"country\",\n", + " title=\"Home Country of Guests\",\n", + " template=\"seaborn\")\n", + "fig.update_traces(textposition=\"inside\", textinfo=\"value+percent+label\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bBfOmZTnMJ_M" + }, + "source": [ + "###How Much Do Guests Pay Per Night?" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "6xZIMmFklNtl" + }, + "outputs": [], + "source": [ + "rhotel[\"adr_pp\"] = rhotel[\"adr\"] / (rhotel[\"adults\"] + rhotel[\"children\"])\n", + "rhotel = rhotel[(rhotel['adr_pp'] >= 0) & (rhotel['adr_pp'] < 5000)]\n", + "chotel[\"adr_pp\"] = chotel[\"adr\"] / (chotel[\"adults\"] + chotel[\"children\"])\n", + "chotel = chotel[(chotel['adr_pp'] >= 0) & (chotel['adr_pp'] < 5000)]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nj7HCxAJlTLX", + "outputId": "b7b0e902-208c-4e7b-f276-2252d26d33dd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average prices are:\n", + "Resort hotel: 47.55 € per night and person.\n", + "City hotel: 59.27 € per night and person.\n" + ] + } + ], + "source": [ + "print(\"\"\"average prices are:\n", + "Resort hotel: {:.2f} € per night and person.\n", + "City hotel: {:.2f} € per night and person.\"\"\"\n", + " .format(rhotel[\"adr_pp\"].mean(), chotel[\"adr_pp\"].mean()))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uoIvctDRbs7T" + }, + "source": [ + "### Effect of deposit type on cacelation" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 496 + }, + "id": "CsJqaJn3bxJW", + "outputId": "b80bfaba-99a8-40b1-cd74-e50ef09952da" + }, + "outputs": [ + { + "data": { + "image/png": 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Ls/pSWnb6rVixonbu3Klr165ZXQ1OO6fs9TMB8gpjggEH1b59e+3Zs0c//PBDumVxcXG6deuWJOnxxx+XYRgKDQ1N1+7fV3iKFi2a5Y89AwMDdeHCBUVGRlrm3bp1S0uWLFHRokXVqFGj7O6OAgMDJUlLliyxmr9o0SKraScnJ7Vt21abNm3S4cOH0/WT0Uf2a9eutRo3GxUVpQsXLli2WbduXZUuXVpffPGF1a2stm3bpmPHjqlly5aSbt+R4+bNm1Z9V6lSRcWKFbvjLbCKFCkiSTZ9rJy27n/Hsabp1KmTTCaT3n33XcXExOiJJ57IsN2ePXusxvT+/fff2rJli5o1ayYnJyebXtd/a9GihaT0P6/PP//canlOZeV4Trui+e/jOz4+XqtXr87Rdg8dOqRvv/020+22b9/e8kS3/7px44YSExMz7d/JySndFdeNGzemu0Vfdo6lwMBApaSkaNmyZVbzFy5cKJPJZDn+gYKKK8FAAbF9+/Z0VzWl27c3+u+XmLJiwIAB2rp1q4KDg/Xkk0+qTp06un79ug4fPqxNmzZpy5Ytcnd3V+PGjdWlSxctWbJEJ0+eVPPmzZWamqpff/1V/v7+6tWrlySpTp062rlzpz7//HOVLVtWlSpVUv369TPc9jPPPKPw8HCNGzdO+/fvV8WKFbVp0yb99ttvmjBhQroxiFlRq1YtderUScuXL1d8fLwaNGigXbt2ZXgF85VXXtHu3bvVo0cPde/eXTVq1FBsbKz279+vnTt36n//+59Vezc3Nz333HPq1q2b5RZpVatWtdwOztnZWWPGjNH48ePVq1cvdezY0XKLtIoVK1puDXbixAn169dP7dq1U40aNeTk5KTNmzfr4sWL6tixY6b7VqVKFbm6uuqLL75QsWLFVLRoUdWrVy9LP/datWrJyclJYWFhio+Pl4uLixo3bqzSpUtLun1lvHnz5oqKipKrq6slsP+Xt7e3BgwYYHWLNOn2Ld9sfV3/rWbNmnryyScVHh6uuLg4NWrUSH/88YfWrFmjNm3aWL4cllNZOZ6bNWsmZ2dnBQcHq2fPnkpISNDKlStVunRpXbhwwabtDhgwQJs2bdLIkSP11FNPqU6dOoqNjdXWrVs1efJk1axZU126dNHGjRv1xhtvaPfu3Xr44YeVkpKi6OhoRUVF6ZNPPsn0ewEtW7bUnDlzNH78eDVo0ECHDx/WV199le4Yyc6xFBQUJH9/f3344Yc6c+aMfHx8tGPHDm3ZskV9+/a9420QgYKAEAwUECEhIRnOnzp1qk0huEiRIlqyZInmz5+vqKgorV27VsWLF1e1atU0fPhwqy/+TJ06VT4+Plq1apVmzJihEiVKqG7dumrQoIGlzbhx4zRp0iR99NFHunHjhp588slMQ3DhwoW1ZMkSvf/++1qzZo2uXbum6tWra+rUqerWrVu29yXNlClTVKpUKX311VfasmWL/P39tWDBgnRXEcuUKaOVK1dqzpw5+vbbb7VixQqVLFlSNWrU0JgxY9L1GxwcrL/++ksLFixQQkKCmjRpojfeeMNyVU2SunXrpsKFCyssLEzvv/++ihYtqjZt2uj//u//LPcIfvDBB9WxY0ft3LlT69evl5OTkzw9PfXRRx9ZPZziv5ydnTVt2jTNnDlTb775pm7dupXln7uHh4cmT56s+fPna+LEiUpJSdHixYstIViSunTpou+++07t27fP9Gl1jRo1kp+fn+bMmaOzZ8+qRo0amjp1qmrWrGnz6/pf77zzjipVqqQ1a9Zo8+bNKlOmjAYPHmz3R2bf7Xj29PRUSEiIPvroI02fPl1lypTRs88+K3d393T3xs2qYsWKadmyZZo9e7a+/fZbrVmzRqVLl1aTJk1Urlw5Sbfv2DFnzhwtXLhQ69at07fffqsiRYqoUqVK6t27d4ZfvEwTHBys69ev66uvvlJkZKRq166t+fPn64MPPrBql51jyWw2a968eQoJCVFkZKQiIiJUsWJFvfrqq5a7dgAFmclgxDoAZGj37t3q06ePZs2apXbt2uV1Oblm8+bNeumll7Rs2TKrW32l8fHx0fPPP69JkyblQXUAkDsYEwwADm7lypWqXLmy5QliAOAIGA4BAAXQjRs3Mv2yWxo3N7dMhzdI0oYNG/TXX3/p+++/18SJE3N0FwoAKGgIwQBQAEVGRmZ6P9k0ixcvlr+/f6bLR48eraJFi+rpp5/Wc889Z+8SASBfY0wwABRA58+f19GjR+/Ypk6dOhne8xcAkM9C8MmTJ/Xpp59q7969OnLkiDw9PfX111+na7dy5Up98sknOnv2rKpXr66XX35ZrVq1smoTHx+vqVOnavPmzUpOTlbz5s312muvqWzZsvdqdwAAAJBP5asvxh05ckTbtm1T1apVrZ4Y9G8bNmzQ66+/rvbt2yssLEx+fn4aNmyYfv/9d6t2o0aN0o4dO/Tmm2/q/fff1/HjxzVw4EDLAwAAAADguPLVleB/P0J13Lhx+vPPP9NdCW7btq3q1q1rde/Dnj17qkSJEgoLC5N0+8lGPXv21KeffqqAgABJtx/z2KFDB82cOVMdOnS4R3sEAACA/ChffTEuLQBnJiYmRidOnND//d//Wc3v0KGDZsyYoaSkJLm4uGj79u1ydXVVs2bNLG08PT1Vq1Ytbd++PUch2DAMpabmm78bAAAA8C9msylLd7vJVyH4btIeGfvfp+Z4eXkpOTlZMTEx8vLyUnR0tKpXr57uBfD09MzwsbPZkZpq6PLlhBz1AQAAgNzh7l5MTk73WQiOjY2VJMsjSNOkTactj4uLs3rkaxo3Nzf9+eefOa6jUKF8NZQaAAAA2VSgQnB+YDabVKpUsbwuAwAAADlQoEJw2v0u4+Pj5eHhYZkfFxdntdzV1VX//PNPuvVjY2NzfM/M1FRDcXGJOeoDAAAAucPVtYicnO7+qX2BCsGenp6Sbo8NTvt32rSzs7MqV65sabdz504ZhmE1Lvj48ePy9vbOcR23bqXmuA8AAADknQI1uLVy5cqqVq2aoqKirOZHRkaqSZMmcnFxkSQFBgYqNjZWO3futLQ5fvy4Dhw4oMDAwHtaMwAAAPKffHUl+Pr169q2bZsk6cyZM7p27Zol8D766KNyd3fX8OHDNWbMGFWpUkX+/v6KjIzUvn37tHTpUks/DRo0UEBAgCZMmKCxY8fqgQce0IcffigfHx89/vjjebJvAAAAyD/y1cMyTp8+rdatW2e4bPHixfL395d0+7HJYWFhlscmjx49OtPHJn/77be6deuWAgIC9Nprr6lcuXI5qjElJZVbpAEAAORTt2+RdvfBDvkqBBcEhGAAAID8K6shuECNCQYAAADsgRAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcTr56bDIAZJXZbJLZbMrrMgCL1FRDqak8fwooKAjBAAocs9mkkiWLZumJQMC9kpKSqqtXEwnCQAFBCAZQ4JjNJjk5mTXli2916vyVvC4HUJWypTSh52Mym02EYKCAIAQDKLBOnb+io2cv5nUZAIACiM8SAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHE6BDMFbtmxR9+7d1aBBAwUEBGjkyJGKiYlJ127lypVq27atfH199cQTT+i7777Lg2oBAACQ3xS4ELx7924NGzZMNWrU0Jw5czRhwgQdOnRI/fv3140bNyztNmzYoNdff13t27dXWFiY/Pz8NGzYMP3+++95VzwAAADyhUJ5XUB2bdiwQRUqVNCUKVNkMpkkSe7u7urbt6/+/PNPPfLII5KkkJAQdezYUaNGjZIkNW7cWIcPH9acOXMUFhaWV+UDAAAgHyhwV4Jv3bqlYsWKWQKwJJUoUUKSZBiGJCkmJkYnTpxQ+/btrdbt0KGDdu7cqaSkpHtXMAAAAPKdAheCu3XrpmPHjmnZsmWKj49XTEyMZs6cqdq1a+vhhx+WJEVHR0uSqlevbrWul5eXkpOTMxw/DAAAAMdR4IZDPPLIIwoNDdUrr7yit956S5JUq1YtffLJJ3JycpIkxcbGSpJcXV2t1k2bTltuq0KFCtzfDsB9xcmJcxD5E8cmUHAUuBD822+/6dVXX1WPHj3UsmVLXb16VXPnztWgQYO0fPlyFS5cOFe3bzabVKpUsVzdBgCgYHJ1LZLXJQDIogIXgt955x01btxY48aNs8zz8/NTy5YttW7dOj3zzDNyc3OTJMXHx8vDw8PSLi4uTpIsy22RmmooLi7R5vUB5JyTk5mwgXwpLu66UlJS87oMwKG5uhbJ0qcyBS4EHzt2TK1bt7aa9+CDD6pUqVI6deqUJMnT01PS7bHBaf9Om3Z2dlblypVzVMOtW/yCAwCkl5KSynsEUEAUuMFLFSpU0IEDB6zmnTlzRleuXFHFihUlSZUrV1a1atUUFRVl1S4yMlJNmjSRi4vLPasXAAAA+U+BuxLcs2dPTZkyRe+8846CgoJ09epVzZs3T6VLl7a6Jdrw4cM1ZswYValSRf7+/oqMjNS+ffu0dOnSPKweAAAA+UGBC8F9+vSRi4uLVqxYodWrV6tYsWLy8/PTRx99pFKlSlnaderUSdevX1dYWJgWLFig6tWrKzQ0VA0aNMjD6gEAAJAfmIy0J0wgS1JSUnX5ckJelwE4tEKFzCpVqpiCQ77U0bMX87ocQDUqlNHHI3roypUExgQDeczdvViWvhhX4MYEAwAAADlFCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIWy0mj//v052kj16tVVtGjRHPUBAAAA2EuWQvBTTz0lk8lk80Y+++wzNWnSxOb1AQAAAHvKUgiWpB49esjPzy9bnSckJOjdd9/Nbk0AAABArspyCH7kkUfUuXPnbHV+5coVvfPOO9kuCgAAAMhNWQrBoaGh8vX1zXbnxYsXV2hoqGrWrJntdQEAAIDckqUQ3KZNG5s6d3Z2tnldAAAAILdkeTjE3Zw7d07nzp2Th4eHypcvb69uAQAAALvLcQg+f/68XnnlFf3888+SJJPJpPr16+v9999XpUqVclwgAAAAYG85fljGG2+8IXd3d23evFn79u1TRESEbt68qQkTJtijPgAAAMDushyCFyxYoOTk5HTz//zzTw0ePFiVKlWSi4uLatWqpaeffjrHD9gAAAAAckuWQ/DGjRvVoUMHbd682Wp+nTp1FBYWpr///lu3bt3S4cOHtXr1atWuXdvuxQIAAAD2kOUQHBERoQEDBuj1119Xv379dOTIEUnS5MmTde7cObVq1Uq+vr564oknZDabNWXKlFwrGgAAAMiJLH8xzmQyqWfPnurYsaNCQkL01FNP6emnn9bIkSO1fPly/f3337pw4YJKly6tihUr5mbNAAAAQI5k+4txJUqU0MSJExUREaGTJ0/q8ccf15IlS1SuXDnVq1ePAAwAAIB8z+a7Q9SoUUOffvqppkyZoqVLl6pz587asWOHPWsDAAAAckWWQ3BCQoLeeOMNNW/eXI0aNdKAAQN09OhRtW7dWl9//bW6dOmi4cOHKzg4WKdOncrNmgEAAIAcyXIInjx5srZu3arRo0dr2rRpunnzpgYNGqSkpCQ5Oztr0KBBioqKkpubmzp37qwZM2bkZt0AAACAzbIcgrdt26bBgwfrySefVOvWrfXOO+/o7NmzOnr0qKVN2bJlNX36dC1ZskS//vprrhQMAAAA5FSWQ3Dx4sV1+vRpy/SZM2dkMplUokSJdG3r1aun8PBw+1QIAAAA2FmWb5E2cOBATZ48WYcOHZKrq6t++OEHPfbYY6pcuXJu1gcAAADYXZZDcM+ePVWjRg1t27ZNN27c0OTJk9WpU6fcrA0AAADIFVkOwZL0yCOP6JFHHsmtWgAAAIB7wub7BAMAAAAFVZZCcOfOnbVt27Zsdx4fH6/OnTtr37592V4XAAAAyC1ZCsFHjhxRfHx8tju/deuWjhw5ooSEhGyvCwAAAOSWLI8JnjJlij788MNsdW4YhkwmU7aLAgAAAHJTlkLwk08+maONlC1bNkfrZ2TNmjVatGiRjh07pqJFi8rX11ehoaEqXLiwJGnr1q366KOPdPz4cVWoUEGDBg3SU089Zfc6AAAAUPBkKQRPnTo1t+vIlnnz5iksLEzBwcHy8/PTlStXtHPnTqWkpEiSfvnlFw0bNkxPP/20JkyYoF27dmnixIkqVqyY2rVrl8fVAwAAIK9l6xZp+UF0dLRCQ0M1d+5ctWjRwjK/bdu2ln/PmzdP9erV01tvvSVJaty4sWJiYhQSEkIIBgAAQMG7RVpERIQqVapkFYD/LSkpSbt3704Xdjt06KBjx45ZPfoZAAAAjqnAheC9e/fK29tbc+fOVZMmTVS3bl317NlTe/fulSSdOnVKycnJ8vT0tFrPy8tL0u0ryQAAAHBsBW44xIULF/Tnn3/q8OHDeuONN1SkSBF9/PHH6t+/v7755hvFxsZKklxdXa3WS5tOW54ThQoVuL8dgPuKkxPnIPInjk2g4ChwIdgwDCUmJmrWrFmqWbOmJKl+/foKCgrS0qVLFRAQkKvbN5tNKlWqWK5uAwBQMLm6FsnrEgBkUYELwa6uripZsqQlAEtSyZIlVbt2bR09elQdO3aUpHQP94iLi5Mkubm55Wj7qamG4uISc9QHgJxxcjITNpAvxcVdV0pKal6XATg0V9ciWfpUxqYQfPDgQR07dkydOnWyzPvhhx/08ccfKykpSZ06dVLfvn1t6fquatSooVOnTmW47ObNm6pSpYqcnZ0VHR2t5s2bW5aljQX+71hhW9y6xS84AEB6KSmpvEcABYRNg5fee+89RUZGWqZjYmI0bNgwy50Xpk2bpvDwcPtU+B+tWrXS1atXdfDgQcu8K1euaP/+/apTp45cXFzk7++vTZs2Wa0XGRkpLy8vVapUKVfqAgAAQMFhUwg+dOiQGjZsaJlet26dzGaz1qxZo5UrV6pt27b64osv7Fbkv7Vp00a+vr4aMWKEIiMjtWXLFgUHB8vFxUXPPfecJGnIkCH6/fff9eabb2r37t0KCQnR119/reHDh+dKTQAAAChYbArB8fHxKlmypGV627Ztatasmdzd3SVJzZo108mTJ+1S4H+ZzWYtWLBAfn5+mjRpkkaPHq3ixYtr2bJl8vDwkCQ98sgjmj17tn799VcNGDBAX3/9td555x21b98+V2oCAABAwWLTmGAPDw8dO3ZMknT+/Hnt379f3bp1syxPSEiQ2Zx7t4lxd3fXe++9d8c2rVu3VuvWrXOtBgAAABRcNoXg1q1ba+nSpUpKStLevXvl4uKixx57zLL8r7/+UuXKle1WJAAAAGBPNoXgUaNG6fLly1q3bp1KlCihqVOnqkyZMpKka9euKSoqSs8//7xdCwUAAADsxaYQXKxYMX3wwQcZLitatKi2b9+uwoUL56gwAAAAILfY/WEZZrNZJUqUsHe3AAAAgN3YHIJjY2P19ddf6/Tp04qNjZVhGFbLTSaTpkyZkuMCAQAAAHuzKQT/8MMPGjFihK5fv67ixYvL1dU1XRuTyZTj4gAAAIDcYFMInj59ujw8PDR79mz5+PjYuyYAAAAgV9l0M9+TJ0+qd+/eBGAAAAAUSDaF4GrVqikhIcHetQAAAAD3hE0heOTIkVq+fLlOnz5t73oAAACAXGfTmOBdu3bJ3d1dHTp0UNOmTVW+fHk5OTmla/faa6/luEAAAADA3mwKwUuXLrX8+/vvv8+wjclkIgQDAAAgX7IpBB86dMjedQAAAAD3jE1jggEAAICCLEePTY6JidH27dt19uxZSVKFChUUGBioypUr26U4AAAAIDfYHIKnTZumxYsXKzU11Wq+2WxW3759NXbs2BwXBwAAAOQGm0LwZ599poULF6pt27bq37+/vLy8JEnHjh3TwoULtXDhQpUrV079+vWzZ60AAACAXdgUgr/88ksFBQVp1qxZVvPr16+vDz/8UDdv3tQXX3xBCAYAAEC+ZNMX486cOaOAgIBMlwcEBOjMmTM2FwUAAADkJptCcOnSpe94m7RDhw7J3d3d5qIAAACA3GRTCG7Xrp1WrVqlBQsWKDEx0TI/MTFRCxYs0KpVq9ShQwe7FQkAAADYk01jgkeOHKmDBw9q5syZCgkJUdmyZSVJ58+f161bt+Tv768RI0bYtVAAAADAXmwKwUWKFNGiRYu0efNmq/sEBwQEqEWLFgoKCpLJZLJroQAAAIC95OhhGW3atFGbNm3sVQsAAABwT/DYZAAAADicLF0JDgoKktls1saNG+Xs7Jyl4Q4mk0mbN2+2S5EAAACAPWUpBD/66KMymUwym81W0wAAAEBBlKUQPG3atDtOAwAAAAWJTWOC165dq9OnT2e6/MyZM1q7dq2tNQEAAAC5yqYQPH78eO3ZsyfT5Xv37tX48eNtLgoAAADITTaFYMMw7rg8MTFRTk5ONhUEAAAA5LYs3yf40KFDOnTokGX6l19+UUpKSrp2cXFx+uKLL1S9enX7VAgAAADYWZZD8ObNmxUaGirp9u3PwsPDFR4enmFbV1dXTZ8+3T4VAgAAAHaW5RDco0cPtWzZUoZhqHv37hoxYoQCAwOt2phMJhUpUkRVqlRRoUI5ehgdAAAAkGuynFTLli2rsmXLSpIWL14sLy8vlS5dOtcKAwAAAHKLTZdrH330UXvXAQAAANwzNo9ZuHDhglatWqUDBw4oPj5eqampVstNJpMWLVqU4wIBAAAAe7MpBB86dEh9+vTRjRs3VL16dR0+fFg1atRQXFyczp07pypVqujBBx+0d60AAACAXdh0n+APPvhARYsWVVRUlD7//HMZhqEJEyZo27Zt+vDDDxUbG6sxY8bYu1YAAADALmwKwb/99pueeeYZVahQQWbz7S7SHqDRvn17de7cWTNmzLBflQAAAIAd2RSCU1NTVaZMGUm37wns5OSkq1evWpb7+Pho//79dikQAAAAsDebQnClSpV0+vTp2x2YzapUqZJ27txpWf7bb7+pRIkS9qkQAAAAsDObvhgXEBCgqKgovfzyy5KkZ599VtOmTVNMTIwMw9D//vc/vfDCC3YtFAAAALAXm0JwcHCwOnbsqOTkZDk7O6tv375KTEzUN998I7PZrKFDh2rw4MH2rhUAAACwC5tCsJubm9zc3CzTJpNJQ4cO1dChQ+1WGAAAAJBbbBoTDAAAABRkWboSPH78+Gx3bDKZNGXKlGyvBwAAAOS2LIXg3bt3Z7tjk8mU7XUAAACAeyFLIXjr1q25XQcAAABwzzAmGAAAAA7HprtDpPn999+1e/duXbp0Sc8995yqVaum69evKzo6WtWqVVOxYsXsVScAAABgNzaF4KSkJI0ePVpbtmyRYRgymUxq1aqVqlWrJrPZrP79+6tfv34aMmSIvesFAAAAcsym4RCzZs3S999/rzfffFNRUVEyDMOy7IEHHlC7du20ZcsWuxUJAAAA2JNNIXjDhg3q2bOnnnnmGauHZqTx8vJSTExMjosDAAAAcoNNIfjSpUvy8fHJdLmTk5Nu3Lhhc1EAAABAbrIpBJcvX17R0dGZLv/tt99UpUoVm4sCAAAAcpNNIbhTp0764osvtGfPHsu8tIdjfPnll9q4caO6du1qlwIBAAAAe7Pp7hDBwcHau3evevXqJU9PT5lMJk2dOlWxsbH6559/1KJFC/Xr18/OpQIAAAD2YVMIdnFx0SeffKL169dr06ZNSk1NVVJSknx8fDRq1Ch16dKFxyYDAAAg37L5YRkmk0ldunRRly5d7FkPAAAAkOtsGhN89epVHTp0KNPlf/31l2JjY20uCgAAAMhNNoXgqVOnatKkSZkuf+ONNzR9+nSbiwIAAAByk00heNeuXQoKCsp0eatWrbRz506biwIAAAByk00h+PLlyypVqlSmy0uWLKlLly7ZXBQAAACQm2wKwR4eHjpw4ECmy/fv3y93d3ebi8qOhIQEBQYGysfHR3/88YfVspUrV6pt27by9fXVE088oe++++6e1AQAAID8zaYQ3KZNG61evVpbtmxJt2zz5s2KiIhQmzZtclxcVsydO1cpKSnp5m/YsEGvv/662rdvr7CwMPn5+WnYsGH6/fff70ldAAAAyL9sukXa8OHDtXPnTg0bNkw1a9bUQw89JEk6cuSIDh06JC8vL40YMcKuhWbk2LFjWr58ucaOHas33njDallISIg6duyoUaNGSZIaN26sw4cPa86cOQoLC8v12gAAAJB/2XQluESJEgoPD9eQIUN069Ytbdq0SZs2bdKtW7c0dOhQffnll3J1dbV3rem888476tmzp6pXr241PyYmRidOnFD79u2t5nfo0EE7d+5UUlJSrtcGAACA/Mvmh2UULVpUI0aMuCdXfDMSFRWlw4cPa/bs2dq/f7/VsujoaElKF469vLyUnJysmJgYeXl52bztQoVs+tsBgJ04OXEOIn/i2AQKDptDcF66fv26pk2bppdfflnFixdPtzztQR3/vRqdNp2TB3mYzSaVKlXM5vUBAPcvV9cieV0CgCyyOQQfO3ZMq1ev1unTpxUbGyvDMKyWm0wmLVq0KMcFZmTevHkqXbq0nnrqqVzp/05SUw3FxSXe8+0C+P+cnMyEDeRLcXHXlZKSmtdlAA7N1bVIlj6VsSkEr127VhMmTFChQoVUvXr1DMf//jcU28uZM2f02Wefac6cOYqPj5ckJSYmWv6fkJAgNzc3SVJ8fLw8PDws68bFxUmSZbmtbt3iFxwAIL2UlFTeI4ACwqYQHBoaqlq1aiksLOye3Q84zenTp5WcnKxBgwalW9anTx/Vr19fH3zwgaTbY4M9PT0ty6Ojo+Xs7KzKlSvfs3oBAACQ/9gUgs+fP6/+/fvf8wAsSbVq1dLixYut5h08eFBTp07V5MmT5evrq8qVK6tatWqKioqyul9xZGSkmjRpIhcXl3tdNgAAAPIRm0Kwj4+Pzp8/b+9assTV1VX+/v4ZLqtTp47q1Kkj6fa9jMeMGaMqVarI399fkZGR2rdvn5YuXXovywUAAEA+ZFMIHjdunEaOHKnAwEA9/PDD9q7JLjp16qTr168rLCxMCxYsUPXq1RUaGqoGDRrkdWkAAADIYzaF4LCwMJUoUULPP/+8atSoofLly8tstv4Wnslk0rx58+xS5N34+/vrr7/+Sje/e/fu6t69+z2pAQAAAAWHTSH48OHDkqTy5csrISFBR48eTdfGZDLlrDIAAAAgl9gUgrdu3WrvOgAAAIB7huc7AgAAwOHk+LHJ165d07Vr15Samv7m4BUqVMhp9wAAAIDd2RyCly9froULFyomJibTNgcPHrS1ewAAACDX2DQcYsWKFXrrrbdUpUoVjRo1SoZhqG/fvho0aJDKlCmjmjVr6t1337V3rQAAAIBd2BSCly5dqoCAAH3yySfq0aOHJKlFixZ6+eWXFRkZqYSEBF29etWedQIAAAB2Y1MIPnXqlFq1aiVJcnZ2liQlJydLkkqUKKGnn35ay5cvt1OJAAAAgH3ZFIJLlCihlJQUSVLx4sVVpEgR/fPPP5blxYoV08WLF+1TIQAAAGBnNoXghx56SIcOHbJM169fXytWrNC5c+f0999/Kzw8XNWqVbNXjQAAAIBd2RSCn3jiCR05ckRJSUmSpOHDh+vYsWNq2bKlgoKCdPz4cY0aNcqedQIAAAB2Y9Mt0p566ik99dRTlumGDRtqw4YN2rp1q5ycnNSsWTNVr17dbkUCAAAA9pTjh2WkqVy5svr27Wuv7gAAAIBck+XhEDdv3tSkSZO0ZMmSO7ZbvHix3njjDcvdIgAAAID8JsshODw8XGvWrFHLli3v2K5ly5aKiIjQypUrc1obAAAAkCuyHII3btyoxx9/XJUrV75juypVqqhdu3basGFDjosDAAAAckOWQ/Dhw4fVsGHDLLVt0KCB/vrrL5uLAgAAAHJTlkNwcnKy5elwd+Ps7Gy5fRoAAACQ32Q5BJctW1ZHjhzJUtsjR46obNmyNhcFAAAA5KYsh+CmTZtq3bp1unTp0h3bXbp0SevWrVPTpk1zXBwAAACQG7IcggcOHKibN2+qb9++2rt3b4Zt9u7dq379+unmzZt68cUX7VYkAAAAYE9ZflhG5cqV9dFHH2n06NHq2bOnKleuLG9vbxUrVkwJCQk6cuSITp06pcKFC2vmzJmqUqVKbtYNAAAA2CxbT4xr2bKl1q9fr7CwMH3//ffavHmzZVnZsmXVvXt3DRw48K63UQMAAADyUrYfm1ypUiVNnjxZknTt2jUlJCSoWLFiKl68uN2LAwAAAHJDtkPwvxUvXpzwCwAAgAIny1+MAwAAAO4XhGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAK5XUBjs5sNslsNuV1GYCV1FRDqalGXpcBAECuIQTnIbPZpJIli8jJySmvSwGspKSk6OrV6wRhAMB9ixCch8xmk5ycnDTlrU906uTfeV0OIEmqUrW8Jkx6UWaziRAMALhvEYLzgVMn/9bRw6fyugwAAACHwRfjAAAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOAUuBG/cuFFDhgxRYGCg/Pz81KVLF61atUqGYVi1W7lypdq2bStfX1898cQT+u677/KoYgAAAOQ3BS4EL1y4UEWKFNG4ceM0b948BQYG6vXXX9ecOXMsbTZs2KDXX39d7du3V1hYmPz8/DRs2DD9/vvveVc4AAAA8o1CeV1Ads2bN0/u7u6W6SZNmujq1av6/PPPNXToUJnNZoWEhKhjx44aNWqUJKlx48Y6fPiw5syZo7CwsDyqHAAAAPlFgbsS/O8AnKZWrVq6du2aEhMTFRMToxMnTqh9+/ZWbTp06KCdO3cqKSnpXpUKAACAfKrAheCM/PrrrypXrpyKFy+u6OhoSVL16tWt2nh5eSk5OVkxMTF5USIAAADykQI3HOK/fvnlF0VGRmrs2LGSpNjYWEmSq6urVbu06bTlOVGokH3+dnByui/+BsF9Kj8fn/m5Njg2jk2g4CjQIfiff/7Ryy+/LH9/f/Xp0+eebNNsNqlUqWL3ZFtAXnJ1LZLXJQAFDucNUHAU2BAcFxengQMHqmTJkpo9e7bM5tt/fbu5uUmS4uPj5eHhYdX+38ttlZpqKC4uMUd9pHFyMvMLE/lWXNx1paSk5nUZGeLcQX6Vn88bwFG4uhbJ0qcyBTIE37hxQ4MHD1Z8fLzCw8NVokQJyzJPT09JUnR0tOXfadPOzs6qXLlyjrd/6xa/4HD/S0lJ5VgHsonzBig4CtzgpVu3bmnUqFGKjo7WJ598onLlylktr1y5sqpVq6aoqCir+ZGRkWrSpIlcXFzuZbkAAADIhwrcleDJkyfru+++07hx43Tt2jWrB2DUrl1bLi4uGj58uMaMGaMqVarI399fkZGR2rdvn5YuXZp3hQMAACDfKHAheMeOHZKkadOmpVu2ZcsWVapUSZ06ddL169cVFhamBQsWqHr16goNDVWDBg3udbkAAADIhwpcCN66dWuW2nXv3l3du3fP5WoAAABQEBW4McEAAABAThGCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEUuCfGAQAA25nNJpnNprwuA7BITTWUmmrc8+0SggEAcBBms0klSxWVk5kPgpF/pKSm6uqVxHsehAnBAAA4CLPZJCezWXP2/Kgz8XF5XQ6giiVc9VKDAJnNJkIwAADIXWfi43Qi7nJelwHkKT4PAQAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQDAAAAIdDCAYAAIDDIQQDAADA4RCCAQAA4HAIwQAAAHA4hGAAAAA4HEIwAAAAHA4hGAAAAA6HEAwAAACHQwgGAACAwyEEAwAAwOEQggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDh3Nch+NixY3rhhRfk5+enZs2aacaMGUpKSsrrsgAAAJDHCuV1AbklNjZWffv2VbVq1TR79mydO3dO06ZN040bNzRp0qS8Lg8AAAB56L4NwV988YUSEhIUGhqqkiVLSpJSUlI0efJkDR48WOXKlcvbAgEAAJBn7tvhENu3b1eTJk0sAViS2rdvr9TUVO3YsSPvCgMAAECeu29DcHR0tDw9Pa3mubq6ysPDQ9HR0XlUFQAAAPKD+3Y4RFxcnFxdXdPNd3NzU2xsrM39ms0mubsXy0lpFibT7f9PfX+kbt1KsUufQE4VKuQkSXJzKyLDyONiMmE5d/p30q2U1LwtBpBUyOn2NaX8fN5I///cGesfpJRUzh3kPSez/c8ds9mUpXb3bQjOLSaTSU5OWXtxs6pUqfRhHchrZnP+/6CoVPGieV0CYKUgnDeS5PZA4bwuAbCSF+dOwThbbeDq6qr4+Ph082NjY+Xm5pYHFQEAACC/uG9DsKenZ7qxv/Hx8bpw4UK6scIAAABwLPdtCA4MDNRPP/2kuLg4y7yoqCiZzWY1a9YsDysDAABAXjMZRn4ewm+72NhYdezYUdWrV9fgwYMtD8vo3LkzD8sAAABwcPdtCJZuPzb57bff1p49e1SsWDF16dJFL7/8slxcXPK6NAAAAOSh+zoEAwAAABm5b8cEAwAAAJkhBAMAAMDhEIIBAADgcAjBAAAAcDiEYAAAADgcQjAAAAAcDiEYAAAADocQjCyZPXu2fHx89Pzzz6db9u677yooKMgu2wkKCpKPj498fHxUp04dNWnSRL1799bChQuVmJhol23kpnHjxqlTp06W6YMHD2r27Nm6fv16HlaFe+1enS9ZsXv3bss55ePjIz8/P3Xu3FmLFi1SSkpKtvtLSkrS+PHj1bhxY/n4+GjhwoX2LzoDQ4cOVe/eve/JtpC30s6ftP/8/f317LPPatu2bdnuKyYmRn379lWDBg3k4+OjgwcP5kLF6T3yyCOaPXt2ttaJiIiQj4+PLl++fMd2/32fge0K5XUBKFh++eUX7d69W/7+/rm2jbZt26p///5KSUnR5cuXtXv3bn300UdasWKFFi1apAcffDDXtp1TQ4cOtQrrBw8eVGhoqJ5//nkVKVIkDytDXrgX50tWTZ06VZ6enoqPj9fatWs1ZcoU3bx5U4MGDcpWP+vWrdO6des0bdo0ValSRRUrVsyliuHIChcurEWLFkmSzp8/r48//ljBwcFatmyZHn744Sz3M2vWLMXExCgkJEQlSpRQtWrVcqliFESEYGRZ0aJFVaNGDc2dOzdX39TLlCkjPz8/y/Rjjz2mbt266bnnntP48eP1+eef59q2c6pKlSp5XQLyiXt1vmTVQw89JF9fX0lSs2bNdODAAa1evTrbITg6Olply5bVE088kRtlApIks9ls9T5Qv359tWjRQmvXrs1WCI6OjtYjjzyi5s2b50KVKOgYDoFsGTp0qHbt2qXffvvtju3OnDmjESNGqGHDhvLz89OAAQP0119/2bzd2rVr67nnntNPP/2k6Ohoy/y4uDi9+eabCggIUN26ddWtWzf9+OOPVuv27t1bgwcP1tq1a9WmTRvVq1dPvXv3tupHkm7evKmpU6cqICBAvr6+6tKli7799lurNkeOHNHAgQPl7++v+vXrq23btgoLC7Ms//fHVBERERo/frwkqUmTJvLx8bmnH4Mj79nzfAkKCtJbb72lZcuWqVWrVmrYsKGGDh16149OM2I2m+Xj46O///7bav4///yjMWPGyN/fX/Xq1dPzzz+vP//806qGzz77TH///bflo+rTp09n+PFsXFycfHx8FBERke19OHbsmHr16iVfX1+1adNGa9asyfY+4v5Srlw5ubu76+zZs5Z5e/bsUZ8+feTn56eGDRvqlVde0aVLlyRJp0+flo+Pj/bv369169ZZ/f5NOw7/bfPmzZbj+d/rr1u3Tm+99ZYaNWqkgIAATZ8+Xbdu3Uq3brt27eTr66unn35a+/btS1f/999/rxdeeEFNmjTRww8/rO7du2v79u0Z7uupU6fUp08f1a9fX0FBQVq1atVdX5+7nbvIGCEY2dKqVSvVrl1bc+bMybTNtWvX1Lt3bx04cECTJ0/We++9pytXrqhXr17p3nSzIyAgQJK0d+9eSbfHJr7wwgv6/vvvNWrUKM2bN09eXl4aPHhwugCxf/9+zZ8/X6+88oqmT5+u8+fP68UXX1RSUpKlzZgxYxQeHq4XX3xRc+bMUY0aNTR8+HBt2bLF0iY4OFhxcXF69913NX/+fA0YMCDT8b4tW7bUkCFDJEmffPKJwsPDFRoaavP+o+Cx9/mydetWbd26VZMmTdLEiRP1888/6+2337aptrNnz6pSpUqW6djYWD333HM6dOiQXn/9dc2ePVtFihRR3759LcEiNDRUHTp0kIeHh8LDwxUeHq6yZctma7t324ebN2+qf//+unjxombMmKFXXnlFCxYs0B9//GHTfuL+kJCQoNjYWMsxu2fPHvXu3VslSpTQhx9+qLffflt//PGHhg4dKkkqW7aswsPDVa1aNbVo0cLm378fffSRzGazPvroI/Xs2VOfffaZVq5caVl+8OBBjRgxQtWqVVNoaKiefPJJjRo1yuq9Rbodqlu1aqUZM2Zo9uzZevjhhzVo0CDt3r073TZHjx6tZs2aKTQ0VP7+/po4cWKmgVnK2rmLjDEcAtk2ZMgQDR8+XPv27VO9evXSLY+IiNDZs2e1YcMGeXl5SZIaNWqkVq1aadGiRRo3bpxN200bC3zhwgVJ0ldffaVDhw5p3bp1qlGjhiSpefPmOnnypObOnatZs2ZZ1r106ZKWLl1qGQ9Wu3ZttWvXThEREerZs6cOHTqkb775RpMnT1bPnj0lSYGBgTpz5ozmzJmj1q1b6/Llyzp9+rQmTpxouaLQuHHjTOt1d3e3DI+oU6eO3N3dbdpvFGz2PF8Mw9C8efPk4uIi6fYV5Pnz5ys1NVVm852vaaSmpurWrVuKj49XRESE9u3bp5kzZ1qWL1q0SHFxcVq5cqVKly4t6fYnGG3bttWnn36qV199VbVr11aZMmXk4uJi9VF1dtxtHyIiInT+/Hlt3Lgx3fnKeE7HknbF9fz583rvvfdUrFgx9enTR5L0wQcfqG7dugoNDZXJZJIkeXt7q1OnTtq2bZtatGghPz8/FS5cWO7u7jYfr/Xq1dNrr70m6fYwot27d2vTpk169tlnJUkLFixQ+fLlNWfOHDk5OUmSHnjgAU2cONGqn169eln+nZqaKn9/fx09elRffvlluuFSXbp00eDBgyXdfk+LiYnRnDlzFBgYmGGNWTl3kTGuBCPbHnvsMXl7e2d6deuXX37RQw89ZHlDl6SSJUuqadOm+vXXX23ermEYkmT5hbdjxw55e3urWrVqunXrluW/pk2bprtq9NBDD1m9gVatWlU1a9a0XFVOq6tdu3ZW67Vv314HDhxQYmKiSpUqpYoVK2rmzJlas2aN/vnnH5v3BY7DnudLo0aNLOFRkry8vJScnJylqz09evRQnTp11LhxY82YMUMDBw5Uhw4dLMt37Nghf39/ubm5Wc4ls9msRo0a2fUq7N32Yd++fZmer3AciYmJqlOnjurUqaNWrVpp06ZNmjFjhjw9PXX9+nX99ttvateunVJSUizHa7Vq1VS+fHm7Hq9pn0Cm8fLysvrdv3fvXrVq1coSgKX07yPS7eEKY8eOVfPmzVW7dm3VqVNHP/74o44fP56u7WOPPWY1/fjjj2v//v2Z3s3lXp279yOuBCPbTCaTgoODNXr0aO3fvz/d8ri4OJUpUybd/NKlS+vIkSM2b/fcuXOSJA8PD0nSlStXdODAAdWpUydd23//Qkrbdkb1pF1Vjo2NlbOzs0qWLGnVpkyZMjIMQ/Hx8SpatKg+/fRTffjhh3rrrbcsv6THjx+vRo0a2bxfuL/Z83xxdXW1mk4Lkzdv3rxrHdOnT5eXl5cuX76s+fPnKywsTI0aNbJcXbpy5Yp+//33DM8ne37h8277cP78+UzP16zsJ+4PhQsX1tKlS2UYhk6cOKEPPvhAY8eO1VdffSXDMJSSkqKpU6dq6tSp6dbNybC7/ypRooTVtLOzs9VQhwsXLqQ7XosXL64HHnjAMp2amqohQ4YoPj5eI0aMUNWqVVWkSBGFhIRkWOt/+ytTpoySk5N15cqVDH9X3Ktz935ECIZN2rdvr9mzZ2vu3LmqUKGC1TI3N7cM/7q9dOmS3NzcbN7mDz/8IEmWj7Xc3Nzk4+Ojd999967rZnSl7NKlS5arS25ubkpOTlZsbKxVjRcvXpTJZLL8IqxevbpCQkKUnJysPXv2aObMmQoODtb27dtVrFgxm/cN97e8OF/+y8vLy3J3iEceeUTt2rXT9OnT1bx5c5lMJrm5ual58+YaOXJkunX/feU2Iy4uLkpOTraaFxsba1OdZcuWzfCPhUuXLql48eI29YmCx2w2W47XevXqqXr16urRo4fmzJmjsWPHymQyafDgwWrTpk26dUuVKnXHvu15vHp4eKR7f7l27ZrVH2wnT57UgQMHNGfOHKt6b9y4kWGfly5dUrly5SzTFy9elLOzc6b7lZNz19ExHAI2MZvNCg4O1pYtW9J9Ca1hw4Y6fPiw1d0XYmNj9dNPP6lhw4Y2be/gwYNasWKFAgICLB+TNm3aVDExMSpbtqx8fX3T/fdvR44c0cmTJy3TJ0+e1KFDh1S/fn1LzZIUFRVltV5UVJRq166tokWLWs13dnbWo48+qkGDBunatWs6f/58hnU7OztLUrovScCx3Ovz5W6KFSumESNG6OjRo9q8ebOk2+fTsWPHLGH53//5+Pjcsb8HH3xQ//zzjxISEizzduzYYVNtvr6+mZ6vcFy+vr7q2LGjIiIilJCQID8/P0VHR2f4u//fX/jMyIMPPqhjx45ZzbP1eK1Xr56+++47q6EK/30fSQvEae8H0u2x8Hv27Mmwz//eleibb75RnTp10n3CmSYn566j40owbNa5c2fNmTNHu3fvtrphfrdu3bRw4UINHjxYo0aN0gMPPKB58+apUKFC6tu37137vXjxon7//Xelpqbq8uXL2rVrl1atWqUHH3xQU6ZMsbTr2rWrvvjiC/Xp00f9+/dXtWrVFB8frwMHDig5OVmvvPKKpW3p0qUVHBysESNGSLp9A/Vy5cqpW7dukqSaNWvq8ccf17Rp03Tjxg1Vr15d69ev1549ezR37lxJ0qFDhzR9+nR16NBBlStX1rVr1zR//nxVrFgx04+c0sZ5Llu2TG3atFHhwoX5peSgcut8sVXXrl318ccfKywsTI899pj69eunr776Sr169VKfPn1UoUIFXb58WXv37lW5cuXUr1+/TPt6/PHHFRISogkTJqhHjx46cuRIlm7rlJFu3bpp3rx5Gjx4sOXKVkhISIYfA8OxDB06VJGRkVq0aJFeffVV9e3bV6NGjVLHjh3l6uqqf/75Rz/99JO6det2x3tzt23bVm+++aZCQ0PVoEEDbdu2Tb///rtNNQ0aNEhPP/20XnrpJT377LM6ffq0Pv30U6vhEJ6ennrwwQf1wQcfKDU1VYmJiQoJCcn0zirr1q1T4cKFVbt2bUVGRurnn3/WggULMq0hJ+euo+NKMGzm5OSU4Y32ixcvriVLlqhmzZp6/fXXNWbMGLm5uWnp0qUqX778XfvdtGmTnnnmGfXu3Vuvvfaa/vrrL7388suKiIiw+ojIxcVFixcvVsuWLfXxxx9rwIABevPNN/Xnn3+mu4JWp04dvfjii3rvvff06quvqkyZMvr000+tPip677331L17d4WFhWno0KE6fPiwQkJCLHeC8PDwUJkyZTR//nwNHDhQkyZNUvny5fXZZ59l+hd67dq1NXz4cK1fv149e/a03DINjie3zhdbOTs7Kzg4WHv37tXu3btVqlQphYeHq1atWnr//ffVv39/TZ06VWfOnMnwrhb/VqNGDU2bNk0HDx7U0KFDtX37dr3//vs21VW4cGF99tlnKl26tP7v//5P77//vl588cV0n+7A8Xh6eqpDhw5asWKFHnroIS1fvlyJiYkaP368Bg0apLlz56pw4cKqWrXqHfvp3r27+vfvrxUrVmjkyJG6ceOGRo8ebVNNtWvX1qxZs3T8+HENGzZMq1ev1ocffmj13uLi4qLZs2fLxcVFI0eOVEhIiIYMGaJHH300wz4/+OAD/fjjj3rppZe0a9cuvf3222rRokWmNeTk3HV0JiPtK/fAfap3794qWrSo5s+fn9elAACAfIIrwQAAAHA4hGAAAAA4HIZDAAAAwOFwJRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAAoKCtK4cePyugwAuGcIwQCQTREREfLx8bH85+vrq4CAAA0YMECLFy/WtWvX8rrEHDt69Khmz56t06dPZ6n9tm3bNHv27FyuCgDsp1BeFwAABdWIESNUqVIl3bp1SxcvXtT//vc/TZkyRQsXLtTcuXNVs2bNvC4xy6KiomQymSzTR48eVWhoqB599FFVqlTprutv27ZNy5Yt0/Dhw3OzTACwG0IwANgoMDBQvr6+lunBgwdr586dCg4O1tChQxUZGanChQvnYYVZ5+LiktclAMA9xXAIALCjJk2aaOjQoTpz5ozWr19vtezYsWMaMWKEHn30Ufn6+qpbt27asmWLVZu0oRY///yzJk2aJH9/fz388MN69dVXFRsbm257y5YtU8eOHVW3bl0FBARo8uTJiouLs2pz4sQJDR8+XM2aNZOvr68CAwP18ssvKz4+3tLm32OCIyIiNHLkSElSnz59LMM+du/eneE+jxs3TsuWLZMkq2EihmEoKChIQ4YMSbfOzZs31bBhQ02aNEmStHv3bvn4+CgyMlIzZ85Us2bN5Ofnp+DgYP3999/p1t+7d68GDBighg0bqn79+urVq5d+/fXXDOsDgIxwJRgA7KxLly6aOXOmfvzxR/Xo0UOSdOTIET377LMqV66cBg4cqKJFi2rjxo166aWXNHv2bD322GNWfbz11ltydXXVsGHDdPz4ca1YsUJnz57VkiVLLMMWZs+erdDQUDVt2lTPPvuspd0ff/yhFStWyNnZWUlJSRowYICSkpLUq1cvlSlTRufOndP333+vuLg4lShRIl39jRo1Uu/evbVkyRIFBwfL09NTkuTl5ZXh/j7zzDM6f/68duzYoRkzZljmm0wmde7cWZ9++qmuXr2qkiVLWpZt3bpV165d0xNPPGHV17x582QymTRw4EBdunRJixYtUr9+/bRu3TrLVfWdO3dq4MCBqlu3roYNGyaTyaSIiAj17dtXy5cvV7169bL5EwPgkAwAQLasXr3a8Pb2Nvbt25dpm4YNGxpdu3a1TPft29fo1KmTcfPmTcu81NRU45lnnjEef/zxdH0/+eSTRlJSkmV+WFiY4e3tbWzevNkwDMO4dOmSUadOHaN///5GSkqKpd3SpUsNb29vY9WqVYZhGMaBAwcMb29vY+PGjXfcp1atWhljx461TG/cuNHw9vY2du3adbeXwzAMw5g8ebLh7e2dbn50dLTh7e1tLF++3Gp+cHCw0apVKyM1NdUwDMPYtWuX4e3tbTRv3tyIj4+3tIuMjDS8vb2NRYsWGYZx+zV7/PHHjf79+1vWNQzDuH79uhEUFGS88MILWaoXABgOAQC5oGjRokpISJAkXb16Vbt27VL79u117do1Xb58WZcvX9aVK1cUEBCgEydO6Ny5c1brP/PMM3J2drZMP/vssypUqJC2bdsmSfrpp5+UnJysPn36yGz+/7/Ku3fvruLFi1vaFS9eXJL0448/6vr167m6zxmpXr266tevr6+++soy7+rVq/rhhx/UuXNnqy/jSVLXrl0tNUtSu3bt5OHhYdmfgwcP6sSJE+rcubOuXLlieS0TExPVpEkT/fzzz0pNTb03OwegQGM4BADkgsTERJUuXVqSdOrUKRmGoVmzZmnWrFkZtr906ZLKlStnma5atarV8mLFisnDw0NnzpyRJJ09e1aSLEMV0ri4uKhy5cqWdpUrV9YLL7ygzz//XF999ZUeeeQRBQUF6YknnshwKERu6NKli95++22dOXNGFStWVFRUlJKTk9WlS5d0bf+73yaTSVWrVrXsz4kTJyRJY8eOzXR78fHxcnNzs98OALgvEYIBwM7++ecfxcfHq0qVKpJkuTLZv39/NW/ePMN10trmhnHjxunJJ5/Uli1btGPHDr3zzjuaP3++vvzySz344IO5tt00HTt21NSpU/XVV18pODhY69evV926ddMF+KwwDEOS9Oqrr6pWrVoZtilatGiO6gXgGAjBAGBn69atkyQFBARIun01VpKcnZ3VtGnTLPVx8uRJNW7c2DKdkJCgCxcuKDAwUJJUoUIFSVJ0dLSlf0lKSkrS6dOn020n7Y4NQ4cO1W+//aZnn31WK1as0Msvv5zh9v87TOFu7tS+ZMmSatmypb766it17txZv/32myZMmJBh25MnT1pNG4ahkydPysfHR9L/fy2LFy+e5dcSADLCmGAAsKOdO3dq7ty5qlSpkuXOB6VLl9ajjz6q8PBwnT9/Pt06ly9fTjcvPDxcycnJlukVK1bo1q1blhDctGlTOTs7a8mSJZaro5K0atUqxcfHq0WLFpKka9eu6datW1Z9e3t7y2w2KykpKdP9KFKkiCRZ3UbtTtLa//f2bGm6dOmio0ePasaMGXJyclLHjh0zbLd27VqrJ+5FRUVZhf+6deuqSpUq+uyzzyxjrv8to9cSADLClWAAsNH27dsVHR2tlJQUXbx4Ubt379aOHTtUoUIFzZs3Tw888ICl7RtvvKHnnntOnTt3Vo8ePVS5cmVdvHhRv//+u/7555909xROTk5Wv3791L59ex0/flzLly9Xw4YN1bp1a0mSu7u7Bg8erNDQUL344osKCgqytPP19bUE8F27dumtt95Su3btVK1aNaWkpGjdunVycnJS27ZtM923WrVqycnJSWFhYYqPj5eLi4saN25sGef8X3Xq1JEkvfPOOwoICEgXdFu0aKGSJUsqKipKgYGBmfbj5uam5557Tt26dbPcIq1q1aqWW82ZzWa98847GjhwoDp16qRu3bqpXLlyOnfunHbv3q3ixYvr448/vtuPDgAIwQBgq5CQEEm3hzmULFlS3t7emjBhgrp162Z1hwNJqlGjhlavXq3Q0FCtWbNGV69elbu7u2rXrq2XXnopXd+TJk3SV199pZCQECUnJ6tjx4567bXXrIYdDB8+XO7u7lq6dKmmTp0qNzc39ejRQ6NHj7bcWcLHx0cBAQH67rvvdO7cORUpUkQ+Pj4KCwuTn59fpvvm4eGhyZMna/78+Zo4caJSUlK0ePHiTMPr448/rt69e2vDhg1av369DMOwCsEuLi7q0KGDli9fnuEX4tIEBwfrr7/+0oIFC5SQkKAmTZrojTfesFxpliR/f3+Fh4dr7ty5Wrp0qRITE+Xh4aF69erpmWeeybRvAPg3k/Hvz9EAAHkqIiJC48eP16pVq6weyXw/mDJlilatWqUdO3ZYhVrp9hPj+vTpo1mzZqldu3Z5VCEAR8KYYABArrt586bWr1+vtm3bpgvAAJAXGA4BAMg1ly5d0k8//aRNmzbp6tWr6tOnT16XBACSCMEAgFx09OhRjRkzRqVLl9Zrr72W6b19AeBeY0wwAAAAHA5jggEAAOBwCMEAAABwOIRgAAAAOBxCMAAAABwOIRgAAAAOhxAMAAAAh0MIBgAAgMMhBAMAAMDhEIIBAADgcP4fZPguILxzCYUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "deposit_cancel_data = resort_df.groupby(\"deposit_type\")[\"is_canceled\"].describe()\n", + "plt.figure(figsize=(8, 5))\n", + "sns.barplot(x=deposit_cancel_data.index, y=deposit_cancel_data[\"mean\"] * 100, palette='mako')\n", + "plt.title(\"Effect of deposit_type on cancelation\")\n", + "plt.xlabel(\"Deposit type\")\n", + "plt.ylabel(\"Cancelations [%]\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wQTRWeSXMO9m" + }, + "source": [ + "### How does the price per night vary over the year?" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 551 + }, + "id": "hkkVtDEHcIrv", + "outputId": "054f38ee-abc1-4f68-84a6-fe73f4f3adb1" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ordered_months = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\",\n", + " \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"]\n", + "room_prices_mothly = full_data_guests[[\"hotel\", \"arrival_date_month\", \"adr_pp\"]].sort_values(\"arrival_date_month\")\n", + "room_prices_mothly[\"arrival_date_month\"] = pd.Categorical(room_prices_mothly[\"arrival_date_month\"], categories=ordered_months, ordered=True)\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.lineplot(x = \"arrival_date_month\", y=\"adr_pp\", hue=\"hotel\", data=room_prices_mothly,\n", + " hue_order = [\"City Hotel\", \"Resort Hotel\"], size=\"hotel\", sizes=(2.5, 2.5), palette='mako')\n", + "plt.title(\"Room price per night and person over the year\")\n", + "plt.xlabel(\"Month\")\n", + "plt.xticks(rotation=45)\n", + "plt.ylabel(\"Price [EUR]\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wpgICW5QlvK2" + }, + "source": [ + "### Average number of guests per month" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 551 + }, + "id": "u9zNakOrcL8m", + "outputId": "2d0e1620-d993-44d4-a575-66df1537563f" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "resort_guests_monthly = rhotel.groupby(\"arrival_date_month\")[\"hotel\"].count()\n", + "city_guests_monthly = chotel.groupby(\"arrival_date_month\")[\"hotel\"].count()\n", + "\n", + "resort_guest_data = pd.DataFrame({\"month\": list(resort_guests_monthly.index),\n", + " \"hotel\": \"Resort hotel\",\n", + " \"guests\": list(resort_guests_monthly.values)})\n", + "\n", + "city_guest_data = pd.DataFrame({\"month\": list(city_guests_monthly.index),\n", + " \"hotel\": \"City hotel\",\n", + " \"guests\": list(city_guests_monthly.values)})\n", + "full_guest_data = pd.concat([resort_guest_data,city_guest_data], ignore_index=True)\n", + "full_guest_data[\"month\"] = pd.Categorical(full_guest_data[\"month\"], categories=ordered_months, ordered=True)\n", + "\n", + "full_guest_data.loc[(full_guest_data[\"month\"] == \"July\") | (full_guest_data[\"month\"] == \"August\"),\n", + " \"guests\"] /= 3\n", + "full_guest_data.loc[~((full_guest_data[\"month\"] == \"July\") | (full_guest_data[\"month\"] == \"August\")),\n", + " \"guests\"] /= 2\n", + "plt.figure(figsize=(8, 5))\n", + "sns.lineplot(x = \"month\", y=\"guests\", hue=\"hotel\", data=full_guest_data,\n", + " hue_order = [\"City hotel\", \"Resort hotel\"], size=\"hotel\", palette='mako', sizes=(2.5, 2.5))\n", + "plt.title(\"Average number of hotel guests per month\")\n", + "plt.xlabel(\"Month\")\n", + "plt.xticks(rotation=45)\n", + "plt.ylabel(\"Number of guests\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0ed3rHwiMmIp" + }, + "source": [ + "### How many bookings were canceled?" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "id": "NvUK44gegcIf" + }, + "outputs": [], + "source": [ + "resort_df = df[df['hotel'] == 'Resort Hotel']\n", + "resort_bookings = resort_df.groupby([resort_df['reservation_status_date'].dt.month, 'is_canceled'])['is_canceled'].count().unstack().fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 500 + }, + "id": "GvFBa58Ugf4q", + "outputId": "c240fc66-e3d2-45ff-b52b-ee05dc1822f3" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 5))\n", + "resort_bookings.plot(kind='bar', stacked=True, ax=ax, color=colors)\n", + "plt.title('Resort Reservation Status Per Month')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Number of Reservations')\n", + "plt.legend(['Not Canceled', 'Canceled'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6Z0Y2C6oMhf1" + }, + "source": [ + "### Which month have the highest number of cancelations?" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 548 + }, + "id": "oH_43R5Pgr78", + "outputId": "95ac8035-a6ca-4b71-c7a6-73012f44624c" + }, + "outputs": [ + { + "data": { + "image/png": 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hotelis_canceledlead_timestays_in_weekend_nightsstays_in_week_nightsadultschildrenbabiesmealcountry...customer_typeadrrequired_car_parking_spacestotal_of_special_requestsreservation_statusreservation_status_dateadr_pplead_time_categorymonth_namearrival_date
0Resort Hotel03420020.00BBPRT...Transient0.000Check-Out2015-07-010.0NaNJuly2015-07-01
1Resort Hotel07370020.00BBPRT...Transient0.000Check-Out2015-07-010.0NaNJuly2015-07-01
2Resort Hotel070110.00BBGBR...Transient75.000Check-Out2015-07-0275.06-7 daysJuly2015-07-01
3Resort Hotel0130110.00BBGBR...Transient75.000Check-Out2015-07-0275.012-13 daysJuly2015-07-01
4Resort Hotel0140220.00BBGBR...Transient98.001Check-Out2015-07-0349.012-13 daysJuly2015-07-01
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.line(NumberOfGuests_Daily.reset_index(), x='arrival_date', y='Total Guests', title='Hotel Demand')\n", + "#slider\n", + "fig.update_xaxes(\n", + " rangeslider_visible = True,\n", + " rangeselector = dict(\n", + " buttons = list([\n", + " dict(count=1, label='1y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=2, label='2y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=3, label='3y', step=\"year\", stepmode=\"backward\")\n", + " ])\n", + " )\n", + ")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 409 + }, + "id": "FVbVYAzLZVo-", + "outputId": "adc98ffa-91c8-4d70-e973-2b77aab62607" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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5Mw1SU0kgbtH3627fQnes20f/81v3trNZGmwAS7vR2bzGyDBpjOMkw2CsapjEqmMR/O9ewpdh4ibjfi0F04msJLmaldJyHK0fxzmOlmGCTWxdmnlGQWMqlk17Ds11uxmp4+HNh2jtY/vpNw/t7nZTFGmpWQeiI42bqGHSu6iMDHYwpHg9INuuMkwwJnUVu8k1KugMcJgAAECC8PlLUmqkxsYwGhztHHXxPV+sqH9PzZXa0iYTdpikNduJ8WeYYFHaCHnLu3m5mpLk0mqYpLvvhmE6SlxxedKa1m86SJpxvmsZJrbbdPQeJLmiwxG3cZ5R0Jjv/moTffrKB+ip3VPdbkqqKFeq/TBJGU8OAol6DnkvUcOkd1EZGT3gYJDrGj4fjEndpRfkdHsZOEwAAHRoqkif+95D9NCmQ91uyrKnV2qYpKE2RxKQxsAoRt3jjxpW/777if1ta5ekYvWG88uswZH28+kEiZHkqv10rAwT2fYevddmrShdkiud52wZRkW7CTk26SyyXddXBD7ycRKSYZUGlCRXSh11SWR+sUIPbKyuy/eNz3e5NemCx8Ikjf1KqhbPSM8g72WxVN9hcuXNG+kK1K9JJbz+KNQyTBw32p4tici1lDqfBI2TyxEtqGcJwTkVy6Yv/fhRuuneHS1oFWDgMAEA0IbtE7Rt30zHDLAgHHPJktL1mKhhktIT6BDSkBfFIC2v59rH9nXEiM0GsLQHWJt9ERuExsj+1c3rxb/dfIZJy5uUCExHSas2Xd3Ey7rTs+/iON/rZ5hEvy4yOh3O//ooSa4ERfSbHJlepHvW709NttAjmw+rvssa+iAaSZSFTWKbwNIw55aw+aVUtumux/fT3esPUBHF4VMH32eWsJKvpQ0OpslmMpTPeQ4g0D002dglrKF2HpijjTsn6feP7mtFs0ANOEwAANiQJQhz0ZLGRYzruiK6Lx2GiW4hjZpRDNKyPxyeWqSNOyfb0i5Jr9QwMZ+ltG52OklSsjT4XlViGK3l0NPqcTQpzjZbjbPVv3shw0TJrxnGxTgOIEs6TBxH+24sx4v4bLscUEnpS0tBzvmW1brzKZVt+vZ/Ptmy7Oef3PY0fefGjfTE1omWHK9Zot7z+zceVP/G+jweQVl33UY9Iz3wzIMq5r0Mk+WS8wdqFKQPDuDoK3im07TuIbj/5fMZymYzRNQb65A006qi7xXLrh0DY0wrgcMEAKAmylIFA2y38e3tUriGgYxJdDSDXIRFkrmo3bpnuuVtMinXFmBpv5fmtcMGoTGaw6SbklxsNI9V9L09GSZP7pigf/zqWrpnffczMqVR0HVdTXYurbIvlplZoiS54jg6ZO0Rt2nHR7OOlqjcdO8O+uBFa2nXwdmWH7uTyLmhYrfOsL9p1yTdv+Eg3fLArpYcb2ahWgNser4z9b+C2Lxrkv7xq2vpjnV7635ueq6kBUTAYRIPU64wCTSTLQeSjTnPLoZkj1hNykKCZMDPbH/eyzBJ0tgSB+UwyWYpV3OYoE92Fy3DZCmSXHb8vRJoDBwmAABkmCQIXw2TBEXHRaVZvfjliJQGiXKtzAV6J2R3pMRKkqI144IMk/jIa9bN62U34zBpk7Nny55pKlXsRBRhlvfEdZNzv5aCWbukGd3/VklyWXa88Tkum3ZO0mLZpq37Zlp+7E4in7VWSnLxmrRVx+Q+VO5icNDWfTNUqti0ucH48dDmw5qjt1yGASQOThIdJsbYBtKPOS+EZZjI+QvGzPTRS5JcvKbK55BhkhTMNWuz8NiS1gzzpBLLYXLHHXfQ3/7t39KrXvUqevGLX0znnnsuXXjhhTQ7q0dG3XbbbfTWt76VTj/9dHrzm99M119/ve9Y5XKZvvjFL9JrX/taOvPMM+nd7343bdu2bWlnAwBoCjbKl0IWeqBz8AY5m6ktYlI458V1Aixn4kad8We4f3Ti+moOkxTfT9NGgb7ZmKRlmMQxnGr1V1rYds8Q17JDNo15f2Sb0mqU8WeYsLMsRoaJISXnNLkZ1cbnNlxP7s9hUclpQc8wad2zxtenVWM11+PirMluYEc0aLBDZXggT0REpS62OY04jj5+JAFeG5vObZBezPmkWA7JMEHmfWQcx6WDkwvdboaGWfSdKL33saIkubId3UuCcEy7SbPzg+cwSef6P6nEcphMTU3RS17yEvr3f/93uuKKK+jd7343/fznP6cPf/jD6jMPPfQQffCDH6QzzzyTLr/8cjrvvPPoX//1X+mWW27RjvW5z32OrrvuOrrgggvoG9/4BpXLZfpv/+2/+ZwvAID2gwyT5MDOK476SCNWiyIllgN6VEnjBQ4vonjR3onr2zsOE0hyxSUJRd+1+ghNZpi00jYVVGC9W/gcA276x16zZolXyyRGhokpySX142Pct3ZnmLBzIczIlha0DJ4WZpiU2WHSos0/Oym6mWGi+neD68TvrxrtJyKiMtbnsUiiJFezjluQXJrJMMG9r8/1d2ylj3/7Pnpsy3i3m6Lg+5zLZZSMVZLGljioDBMhyQUHbncx+1KzY4QMMkmjQklSycf58Nve9jbt77PPPpv6+vroU5/6FB08eJCOO+44uvTSS+klL3kJffaznyUiole96lW0e/du+vrXv05//Md/TEREBw4coJ/+9Kf0b//2b/SOd7yDiIhOP/10esMb3kDXXHMNve9972vFuQEAIsIDNTZk3YfnzFw2Q5YNSa5eJ65Bjp/VQj5LpYrdkQU7JLmWL1rh9K45TLx/x8kwcdvk7OF+k4SxWTPAGQ6TTsj1tQPL0PmXEfmu61Im0ziYQDPgO44+J8WR9tJqn7TBYaIyTNK99tIkuVoY2djqDBN2QrRSNiwupkMwDH5/qL+WYYIM8Fgksei7Xt/PoYKIWy1VbOoXcj8gHZiO/GJItqBerzCdc3On2H+kml2y78g8nfGco7vcmiqW4WSo1kZL533k/peDJFdiMNc4lu1o2UxRqWjSfy4V8ukNvk0SS65hsnLlSiIiqlQqVC6X6f7771eOEeb888+nrVu30p49e4iI6K677iLHcbTPrVy5kl772tfS2rVrl9okAEBMeENRtpxEbS6WI16GSe3vLralWfTo3nQuKDuF3ERFWbDawmEi/24nvZJhYsqZpflcOoWZwdDtNsSRZZLNbaVzI0lSL3oNE116Kq0axrYhKWAbTqFIx6hbw6TJDJM2XE/e3PZShkkrnRGVmgxVqyW5uilvFTXDhPvb0ECBiJABHhc7QZmATNhYtuPADH3wq2vphrWQJk8b5nwSmmECSa7IsGRikgIJeC8rnQx2Su0lSl4sl/XOBX2yq/jqkzbpjJPrCjhmW0esDBPGtm2yLIu2bNlC3/zmN+m//Jf/QieeeCJt2bKFKpUKnXLKKdrnTz31VCIi2rZtG5144om0bds2Ouqoo2jFihW+z/30pz9t8lQ8cjnUsgfph/txJ/qzHKYd19WKmoHukM1micimTKaqM5oqhJyY47iUz2c72p/ThOagjHCv+eP8jLrU/v4hF12ZbCZ9/bEGB6Zzdo5d65tR2HVwlm59YDe94w3PoVWrhpdNP87I08x0596bBbujtsF0/req7fKoXX8WRPBYJpvR2lZvbEjyeMy3m59PuZHMNNEHHdfVrkuc514zIrRhLmbnUKlid78vLQGZ9BPnGW2ElFVqdMwofVrpe1uta2NcXGHIr9cG7vfDg1WHSaWF13U5wNfZdRMwTgcgx7K9h+fJdlzaeWBWvZbkMRqEUw4bWzL6v5PYJ1vJUvovO91LVnLmRZ6L+gu52jnZXVsTLxVe1eTzWcrnah1zGfTJZujYOGwmgjTZtzS/C+5pXSIkqyuacpi84Q1voIMHDxIR0ete9zr6yle+QkRE09PTREQ0NjamfZ7/5vdnZmZodHTUd9yxsTH1maUwNja45GMAkBQ60Z/7+ryhYGCon1aNDrT9N0Ew2dqkXKj9v3+gQKtWDXezSbGZFVFBbiajtR/js05GOJeGRwYa3utsbXE7WJPpyOWz7e8foo1jY0O0sqapnjaGh+eJqOpsKlVsclw38rX74W+fprWP7aNTn7WS1jxr1bLpx0OD3r3u6893ZSyaL1bUv23HpRUrhiLVeJL+kmyudc9JvuasbOUxm6VQ8ObusbEhyue9YIfBgb6G7UtiP84IiYhVq4Y1x9fI6ACNDPU1PMbAoLeXyGQyNFAzOvPxI983saMaaMNczDJflk1d70tLYVEEArvUunPJ5qr9Oc5YXa9PK+dbtv3Pruu6tH3fDB1/9LCar4nEM5tp0A9rfW/1yur5WHb0awC8cZoyyXm2CqIfjIwO0KoV1XvbV8siygXMKUkco4HH4JBRezdkbBmcXFT/HhrqT0yfbDfN9F9O2nEpxlzdZlgKdGxsUO3PRyLs2ZJIf219NNCfp4Ha2NPfnz5bQydp9zjcP6Cva6v2gKHYx8n3eXuA4RFvjgFLoymHyWWXXUbFYpG2bNlCl156KX3gAx+gq666qtVta5qZmWJqdQUBYHK5LI2NDXakPy8Uy+rfhw7PVnfvoCtY6trXisEulGlycr57DWqCyakF9e9KxabJyfmO9uc0sSj0jicmF2jlYP1puVxL92d7cbFYaXv/mF/wDNYTk/PkWumUj5meKRIRqYgq23YjX7vZuRIREc3w/5dJP56ZLap/L3RpLJpdKGt/Hx6fjZQFKe8Pj0OtoFhz4JTKVtfHZjl3T0zO02LJe1anZ4qh7UvyeFyqjYkV26HJyXlN4mn8yBxVSo0dtvysE1Vrs83MeMaqxVL0MVOOzzOziy2/3zyez8yXut6XlsLklNf2xVLrnovZ+ep4W7GchseM0qe5iPxcB673lj3T9NnvPkivetFx9N///HT1+nztmW10nUo1mbZcbS24sNj98SZN8DhdqTTuO51ifl6M1xPzlK3J/MzMVscnOackeYwGHnKuISKanA6ed6fEvmhyaiExfbJdLKX/Fherz+50G+bcZlmsjcelxbKKo5icnKcVA+lT5JiarvVZl8iuST3Op3wN0i46NQ7PzS1qfx+ZmKO+THyZtNnZkneMI94cA/ysWDFYU3NpTFMOk+c///lERHTWWWfR6aefTm9729voN7/5DT3nOc8hIqLZWd3bPjMzU2tYVYJrbGyM5ubmfMedmZnxyXQ1g207DbVhAUgLnejP0iCxULTIGsXz0y04AlLpitpu6sYzWZzU7L8Yn3XktShX7IbXhiVF8rUIJ6sD17MstNMrEdqYVFgPnx0mjutSpWJHKiLN10AVIV4m/VjODRWrO+dcqei/uViyVB2aesjMBNtp3TiqZH0S0Afk71cqtlZnoxThWU1iP+Y+57pVh4LUiC+Vo40/ss9YlqP1Y8uK3hcqIngkyvgcF1XDpGQl7j7EQc755Urr+hQ7DeI8v2F92nW9Y0R5NpbKwYkF9X9NV9yKNn5w3xjo46Lv6e4jncargZScMU6OJ7IP8voiqE8kcYwGHmVjfbKwWAm8X7IGUSvHyKTTTP/l52FhMTljnmWptBe1/kzrfeRAjVw2o5w/3Vrfp4V2j8PmOFIqNbdGkePM4jJbM7iuSzMLFVox3DgLvfr56MdesrDZaaedRoVCgXbt2kUnnXQSFQoF2rZNL1rGf3Ntk1NOOYXGx8d98lvbtm3z1T8BALQfV4ynKCzZXZRiRMYz6qYNFDeMjiWvVYToFXaoqaLvHSjsXBHtSnOhdG57XmjRRn2+2GhrL7NoHXl9klD0nSh6UWl5q9pR9N1NwLMg74njuLqTKKVRyfIZsx1H+ztqEUtLO4ZR9D3GMyydNa2ey1zXVX25WEpn1h4j+2ErC41yRkgr5jnb8WrZmMaJdsD91vwtVfS9wXVSRd9rMk6lZWT4aAXcJ5O0ZtHWxrb/32lc7y93zHk2tOi7NpfgWa5HqTZmhl3LbqCKvmczlOMs9ZTeR14D5XMZFWGfpHFyuXB4qkh3P7GfbMfxjf1x1qna97Si7+2/p/uPzNN9Gw60dI/VLL99eA9d8I276IGNB1t+7CU7TB577DGqVCp04oknUl9fH5199tn061//WvvMzTffTKeeeiqdeOKJRER0zjnnUDabpVtvvVV9Znp6mu666y56/etfv9QmAQBiYouBDg6T7sKTThSN/qQiNxBwmNTHjmmQ48+whm4nrq80+NgJWBQ1C1+qgiiCF9UQx4vXTjiokoRmkO/SvTc3cpWIBlnd2dP69iRhbJPPo+26mhPHSkD7mkFu8iqWq0WBRb3mtnEd5JwUZxMpjdqtfvZlO4oJMgw1g7zeUR2aUeBjOa675A25vJflDqxzub+Ya2rPYVL/fLi9QwNVh0m5bCfCKJEW7ASN04ycy+wAJyOMlunD7F+LIc7vds4lvYYKJCgnJ5CA71k+l6WcqLOWRtions9lKZdh5086zyXN/Pi3T9MVN22kDTsmfde/WWeHpa112+/Q++6vNtFl/7mBdhyYbfzhNrP7YFW9as9hv4rVUoklyfXBD36QXvziF9Npp51GAwMDtGnTJrriiivotNNOoze+8Y1ERPQP//AP9K53vYs+85nP0HnnnUf3338/3XjjjfTVr35VHecZz3gGveMd76D/83/+D2WzWTruuOPo29/+No2OjtJf//Vft/YMAQANcYQ1qZTyjXva4f2wWpClcA1jhWwKgR8ZoRRl8c1GYJVh0oHr22sZJprDJOL58AYjzeffDPJ0u5ZhYkZeRdxIyPa20tDIfSYJXcHMMAmLYE4T8hzKRj21qPdej952jOsSfRPZbGZKFKRjoVS2yXHc1AZKBBl/W4G8RrbjKjnFZpB9p9yBbA2+JuZvRc4wcfQME5eq1yNK/SYgMkwSNAyGZRkk0bkDomHeszDndzvnkl7CdV3l0F4sJccewfcsl8uo/Xnag1LyuQxlatuhZgKiDk4sUKli00nHjbayecuGyVpNzNmFsm9/1WyGeKXDDpOZWl2umflyg0+2H94vtCODOJbD5CUveQndfPPNdNlll5HruvTMZz6T3vnOd9J73vMe6uur6oW9/OUvp2984xt00UUX0U9/+lM64YQT6HOf+xydd9552rE++clP0vDwMH3lK1+h+fl5eulLX0pXXXUVjY7ioQOg08i1GzJMuovKMFEa/elbkMlN4XIzMMdFXqsoi2++nn15TqNu/4LIEkbLNN9P5TBpRpKLjVwpPv9mCIuI7VYbiCiyJq+eHdP69iThWbCNc5RN6sRmqR3UywSIek76dXG15zbOddEM9i3PMPFLuXA2QdqQz0LFcsh13Ui1oRrhd5g0fyytX1kdyDBhh4mZYaJqINXvT7aRYUJUXZ/DYRINdrQnYZxmtIxA2z8mwY6ePvg57StkqVxxVHFwE2SYRMOyPenEsGvZDfie5bIZFdiQpLElDraS5Go+W8Z1XfrCDx+hhZJFF33oHBrsT+fapZuw5Jxluy3MMHED/90uKmo90/3Jix0l7QiIidW73//+99P73//+hp8799xz6dxzz637mb6+PvrYxz5GH/vYx+I0AQDQBuRAHeQwcVyXDk0W6bhVgy3ZBINweD/F1zmNCgxm5BxkJMLRtPYjLG6UJFcHM0zk4iOl+wMi8pwj+SYyTHhTnNa6EM3SakmuvePzdPENT9BbX3syvfpFz4j0HV8Nkwj3wHVdzdXcngyT7j8MWhaNWcMkpQ+rXrjeLIAc8Xk1xtVmJbmCosCXguO6dHiySMeuGvRJVy2WrdQ6TOS1cWnp2SCMdGzYtktUaP5Y0tHakRomtlfDRDqQ4maYFPJZyueyZNlOR9rdKyRJOpEJk2DlMSkJcwqIBzvjRwYLNFEphWZFoLZjNCqWLFptt8z5vlT4nuVyWcplO1dDsh1UhCQXO3/i9slSxabpWlbBxGyJngmHSWzYIWjbjj8wrMm9pl7DpP3rBe5LrZRibRYeOyptCPxecg0TAED6kYt000BBRPTbB3fTJy67j+56fH8nm7Us4XvhSXKlb0FmLiLTeA6dIm4hSE9Wqhpl2omMB7kQSmtEFZG3IchmMiqDK+r5VKzkRat2glYXfd+wY4IOTizQQ5sORf6OWVw9yibAHHNaOQbxsZJg9DCNMFoNk5Q696QTuekME8Mw2awjyYo5Pjfixrt30Mcvu48e3HTI5/hLc+F389q0avOsZ5gs7ZiVLmWYOK4ePepEdJhw38vlstRfqG7XkQEenSRlAjJaxmZArb8ktRVEg+ea4YGqNzcsK0K73ymdmzuBtEHYjpuYdQy3Iy8kuZKwBmwGz/mTaTrDZGHR6+fzxUrrGreMkBkmrXKYdFqSSzlMGvzWui3j9OhTh9vaFg7ubEeGCRwmAABtoA7akB2YWCAiooOTxY61abnCdp0sj84pXI+Zi8i0RuF0Aitg01wPs4ZJJzbYmsMkxc4v6YxUUVUxI9bTukFqFs1h0oJTtyIuriW+DJMIi2HTttoOSS7TkdMNzAwgJ0TyJU3oGSaGwySi0Vx3JDm+miZRabWMyr4j80RUXVOZ0nJpLvxuzkNxnu96mJJcS0GrYVLL+mgnMphBOv74PFy3/vytZFOyGSXDBYdJdJJYFyQsywBF39MLP6cjg+wwCX5GNVlI3OdQKoYzOynzonIyZKXDJBnOnLjweFPIZVXwmFkrsBFzwkmyHB0mpVr2U7M4rqtqBluO45unmpXTaqeMbL3fq9dey3bokp+tp0t+vr6ta5hyG7Nd4DABAGiLdDOik8jb/KZ1cZAmVA2TbG9IclX/TuFJdIi4RZrNwuXtXhCZhaTTvKFnA3c2k6FcLt4mgTcYSdjo2o5DD28+3JEie3pR8aWP/zyXVGJIy5hOumYyTNohyRV3g9kOzFod8hYlJTIzLraWYaKfQ+Si76YkV4D8TZRjyFvcinmMN3LliuNzKiymOsPEeEbbkWGyxLnOfB7a/XxIx5wWNS1eD3Msua7raebnstRfc5gErc9BMMqxnYBxmpHjkqWt/ZZnQEYvoDJMag6TsuUE7pV1pz3ucxjmnJ+UedHLMMmmvoaJZXlzS7PnMi8yTOaWmcNk54FZ+uBFa+mnd2xt+hgl4Qis1jBpzfrEirC+aBW2cPTUc1KUKw5ZdvWzYQ7lVsBtaIdTBg4TAIAuyRUwmLGBoRMFpJY7KsOEa5ikMMXE7CfYBIZjRkJH/Xxfh2qYmIugNGeYKEmubIZyMSW5uE8nQUrhsS1H6Js/e4Kuu31L239Ld5jo7/1s7Ta6/dG9sY4XNX1b4s8wie5YDPt7KbRL6uX3j+6lG9bG24DpNUyoB2uYmAWzIzo7DEku+XfVsdT4OL55rAXrHyUZULF9Y2uxbNNjW8bp6ls2pc4wbl6byHWGGswn5VZKchnXO0h+tpXI50+rxaJlgQW3wRE1mHLZjHKYtLvNvYTMMEmK00SX5PI7cdO8vlquqBomov5UkFFQr4eF5zgMU06nnQbWqDiOq/bmuawIuErpGoszdfNLkOSSWSXSebIc2H5ghmzHpR37Z+t+bu/hOfrOjRvo0JRfnUX266AaJs32LekwaXdQiGXJOSz8t+rJ7LYSPjYyTAAAbaFR0XcL0U8dw6xhksb9k0+SC/0mFLnIiLJg5c/klcOkvQsi0/CV1ogqIk+WKSsluSI7TJIjmTE5WyIioumF9mSYzBUrtL8mHRQmITI5W6Jf3rODfnLb07GOzdcxTvHiZrR9TQNZK8dRNni2ui/85PYtdOM9O2liZjF2W4iqY4FsU1ozTHTpJMNh0pQklz96L5Jz2o7+Hdd1afv+mYabQS5GWbbswAyTG9ZuozvW7aPNu6cati9JmIbeRhtWx3Hp899/mC667vG6xmwpz7LUdYR5P9tdpFRzmGgZJo2zneRn8rmMqmGSNkdaN9Gcyd2ftokoPEAmSesLEA++j32FHOVz1ec0qPC7hQyTSJhjXBJqe8lnNZ/LqoCrtO5tee4r5JvPMFkoLd8ME+6Tje7/Hev20T3rD9CvH9jle0/WOqrYQZJcTdYwsRqvL1qFVi+lznrKrrOmbyVeDRNkmAAA2kCjGiaW0ihMpwEmTXg1TNJc9N2p+zeoIqOWiKLJPfGiqlM1TMzFTZo39Nz2bIZiR1WpDJMEnD9vdtqx6Z4rVujfrnyAPn3FAzQ9X9Zqf0jDJi/249YCaEWGSZR5yPxOKzP1VIZJC8dmV+gZx4mo1GuY6G1KY0aoa9RhMaNNmyn6TuQ3jke5NhXjM/XG53VPj9N/XP0QXXd7/QyhspTkCsgwYWdZUKZvkolbZ2hqrkRb983QE9uO1B1TW1nDxLyf7XY+hEndBtWuMJH9M5fNooZJE9gJzLYLC0BIYr0VEA0lnZfN0GB/9TktBhR+D5NjAzpJzDDRx+NM6iW5eF7ty+c850/M9azMMFm+DpP66xz+3JY907739AyTgKLvTQZ0dDLDRK5r6u3pZDvaUZBdtcFChgkAoI1oBoqAyF+VYZJCA0zaYMMeS3KlUJHLt+lL66Ky3fiinqPUMKl9pJDrkCSXmWGS4lvJ45yeYeIf76bnSj4ngKphkoAxkBeFrb73ruvS93+9mSZnS2Q7Lk3N6tchzBgf55rwdTQLe9bDF70eqYaJ8XcLrxVf93YckyjeJsdfwyQ4gjktmH3aV/S9iRomREQlYwMV5dnxO/7Dv7P70BwRUaD0gkRqLJsb4um5kpK2SFtwinltGrVfRqeGZZs5jtvSqGyzTe12PoRFVUbJApP9N5eTklzta/PMQjmVY0YYjhM8d3WTMEkuHmuSIh0GoqOKgecyNNBXfU4DJbnsdM/NncJ0ZCfBYSLXC/lclnId2n+1C5lhkmnS+TO3KCW5lpnDZLG2BxPPdNC+kefrPYfnfJlSsjaPZTs+h1WzTlXpLGj3OlLuxeo5KTSHSVslueIrGEQFDhMAQMMMk4qKrsYir92YGSZp3D9Bkisa/lovEQzBXMOkZkBpu8OkEt/QmFS8DBNPt9c8n4c2HaILLr6bbn1wt/a6J5mxtDHwqd1T9MS2I0s6RqVN8h33bzhID246pP62HCc0IrbZRbkseh0V8zyjRA+Z32nlOOqqDJPWHVOeU5zsG73GjJ6dkfQAB9d16d71B+jAxIJ6zexLPkmuiNfG3Gyax4nSZ83P1Bufp+aqMnmlgMhiier/lj/DZN/4vPe5lDlM4kpySeNBmHyCeQ2WOveY97P9klze8aXDztIcJsHnxK9nMxnKZjJqvm+HIYCo6uj7l4vvpst/uaEtx+8GtjE2JoFwSS5kmKQV5TDJZpVjM8goCEmuaPgzLxMgyVWbOzJUq4EYU9I3aXDAUiGXbfpc5ouW+PfycphwwAfPK49vHacLLr6bbrxnh/Y5rjnmukRb9+lZJotG0fdmpIeD0DNM2mwfiLgP1GR227TukgXoIckFAGgLcqIMiuZAhknnMGuYOClMMTGNWkg/D6YZx5IpydX5DJP03kvH8Z6tMEmuPYfntP/zZ/i0l3K9Hceli657jL7+08eXpMvMRrNWO7Bvvm+n9reZJh4WGR3HuMvO93ZLcpmRXq3stxwJ1spnT9vkxNhQ+Bwm4qtJz1J4es80XX7jBvr+rzer11qWYdJQkiuKwyT6+Dw1V60ntNggeo43cuWKv4bJXuEwSdtaK+4zqjlMQq6Zec9aXfR9qZGOruvS927ZRL95aHfg+3Ldo2eYNDYy8LlyceH+vvZmmOwfnyfbcWnP4fnGH04JerZdMp6nsAAELoqb5vXVcoX3O7lsfcemVvQ9ZeN7JykZxs6gejCu669L1k54LcCZJbk6GeppoFENk4c3H6ZLf76+7j5lYRGSXDyG89pt16E57XNyvjZluaQj0BY1TFhcpFlnR7N7iWaI7jBpf4aJHHPb4ZSBwwQAYEhyhdcwScqmo5dRGSaQ5Op54ki+MI7pMGl3yq2x8EjzveRxLlNHg5j7rlysSsPmUsbAqbkSLZZtsh13STIDlTY5sNnoy5gZC/JaadckjiQX1zBZStH3LmeYqBomLXWYBF/bRvgkuaRsWsKf1Zn5an+Tm21zk2ganqyIBgrTkOHPVGl8bXwZJnW+M6kyTBoUfa9Tw+TI9KL3uYQ7u0ziFlSPIsnlc5i0WJJrqZvqg5NF+v26ffSfd20PfF+X5AqeQxoVfc/XHCZ9tfm+XQ4TVVuqDZGZ3SKZGSbB8yb3g6S0E0THM6Zn1HMaFOGsZZik1NDeCcy14WJAhsnVt2ymj3z9LpXZ2W5MB3bqa5jYnsOEa5jIc/n1g7vowU2HaMOOidBjsHyo+e/lADtMeI3NY/mi4WCS8/XTe+pkmDiuOgZnqTW7t9cKsbd5nNEy4yMXfW9Pm7S2QJILANAOGhZ9V0ZELPLaDUdGe5Jc6VuQNSM1tRyJm2EiCyJzDZN2RySaG7+0bhCIvOtbT5LLq7EhDRutcZhMznqbu6WMpRWVYdK6e+G6rtoEjAwW1PHNouKqDU1KSCk5sRgRgj5Jrki1ftrntG1HDRNtk2NFP66eYUKGJFeyx11ea1h28LMmP8NEr2FiOF5akGFSb/M5VXu2G2eYsCSX7dtgyl9L21orrmxeURhYzIhixpx7li7JVb9PxIXPMcz5Lcc3eS66oTy4DbzmzmWr83y7a5jwuSShRlerSGKGSVibeNxLSjtBdPg5z2ezKsMk6DkNkmADfsxxP2h83bRrkuYXLZ8Rul3w/crX9g38/yhO/E07J+na27a0XQIyDuWADBNZQ4P3GMWA7B5mORd99yS59HG7aPRVGaizbd+MNgZoDhPLUWt3HkOazjAR+4c4e4lm0PeB4b8l1zlh672lIscNx3VbvoaGwwQAoMl4BDpMkGHSMXw1TLrYlmbxFTNHvwnEnNAbGWClDdjLMOncgogo3ZIRUu4uG+owqf6tpxq3xgg90SKHSblB0ff124/Q/7z0nrrRYb5jVryU8NEh4TARP6FJyVjB/26EvK5RI42akeQyv+O2cCTl59Qs0sjc9+QB+vi376U9Rnp+PawmHVD1ir4nPcOkrIy0MiLOzDBproaJOS76jhPh2kTNMLEdR2XL1JMbcF1XZJjY6vjDA3n/b3fIuHJwYqElAQ3ms9CoDzeVYdLiGiZLlYZQ44ATvDmX7Q3PMAmR5GKZH0OSq11yFpWAQIG0I69zUgKPwgp/c1tdNzltBdGQRd/rSnIhwyQS5rULyjDhcerQ5ILvvXbg3ePqvits/xDEDWu30S0P7KKNO6Ovx9tNI0ku7p9B156Rhd4rltM2Z34SMSW5+HqZEmbympQqNu0WewJ5bS0hycVZas3sEW3HMbLMO5dhUm/NqktytT/DpB2/A4cJAECb9IOLvvsNG6A9qAyTTHozTEzDEvR6g/EZghssbuTn+zpVwySFklwPbTpET+2e8r3u1k6lXoaJHTDWaRHwS8kwmfEkd5byTFSUAzu4vzy25QiNTy/SvU8eiHxMNmDmshka7M+r44dmmIRcn6htN49RD9NJF0mSy7i8rdw3KONWSF94cNMhOjhZpA07JyMfs+kaJoZkmrbpTfh8XVEZJuFtNrMAoj5/jTNMGh/HJ5kY8tsz8xXljlss26Fztuz7JSHJNTrU5/tsJyKQn9wxQR+/7D76yW1blnwsczxr1Idl5Gqnapi0WpJLztdBjgZdhkJkmESR5HL0iGYvw6S9xoZecpgkMcPE1jIAgx1naQ5KWY7wfcxlM9TPklx1lBqIktMfkwgHBOVrzomgLAfPYVLsSJuUJFdtPObMvyj3kR0LScrCkA6ToHqOPC/Vkw6eM2S4llPhd+UwqV0nO+R6sUTrUWMDRES0de+Mek/W5rHE2p2DI5qxt5kZJe3eA8isjnr7OStkLdTSthhro1bLi8JhAkALWSxbqTRw6zVMHL+BCuniHYMvsVrEpPCSN1PMfDkSp6gwkb6gLbDOqeO2dcxJW4bJroOzdMnP19M3rn/c11YlyZXNqA2PX+7JbzjSJYOaP3+ZYbKUZ8JzmNQ3zO4+GD3DgQs4DvbntQ1UmNGp2YwIrVi8scANq/8Qdo/qYToz4jwjc8UKfeUn6+je9cEOJxlZHoS3mYrhSLKbu57+Gibee0mX/ShxP67zfJl9IuomslENkyjHMSUGwgz2UmrPdcONztJAX7a8ou+c0RW3fUvl4EQ1OrdZo5PruipKMrYkl8wwCbteTdSdqUeri77Lcw46lhaIJCW5tDoWwefO958jmvvqGGJbgSfJ1TsOE9twJieBsAxAOVYnpa29xMJihf7vT9bRPev3t/zYKvugkSRXi9aRvQ7PByuGq/NikNGeDbWHpzrjMFGSXDl2mESvYcJjdj15q07jOUxyKjhTd5hU3w/LGrFsR63N+JokySHUTqryxXqWv5Lk8mWYVK/jSceNEBFpNXdkv5ZF3/uXIMll7h0qHZTkipxh0qagDFPKr9W/A4cJoGLJogc3HWpYrBLUZ8eBGfrQRXfSDWu3dbspsfFtds1Cq8gw6RheDRN+oXttaRbTsIQNYDA+6bIGCyRpgOEaJkTtdWL4M0za9lMt4dGnx4moWoRwalYvCOmIZyu06DtLcmkZFK2JDGyVJJdymIT0Fz72viPzkX+HizYOD+S17Bstg8H1b6iIliDJJRa49204QP/9q3fQLffv8n3Hl4kVKcPENf6O3ETavGuKntw+Qb9+wN8Weeyw5443U7EcSRGLJ/ra4uiGNq2GScLH3XJQhokvM6TJGiYN6lVEcWb5MkxCftssPBtWx8SUo+N11lhAhkknir4HyQ/G4drbt9CHLrqTdh2c9d23Ru3XHCZh1ytihk9UWl3DRPaHUsCxtBomYk0tn9mw6ySj1om8qNN27dMqQuaxV+SCEplhEibJJTNMeuPyJ4qNOydp/fYJ+t3De1t+bFkQnI2dQWNLFCk+4M0HnHlpykJJacuDncowYQd2bWPOUolRJI/YMF5P3qrTBGWY2AFrx8UQJ8+CyC45esUgES2fDJNSxVbrbOUwERkman8gpDo5w2R2wbtGRU2SywtO89Qjmsgw8a2Z2jvORFUasLS1ULtqmLQ2g9gEDhNAv3lwN1368/V0+6OtX0gsJ3YdnCPbcWnH/pnGH04YptHQjCpgL3VSNh29jFfDJFv7O33X3CfJhR1gIHGvkzSGcg0TovY6pNKWYfLo04fVv/dP6PrGfJ2iFH3XanRoklzN9+XJWU+Sa2k1TKJlmFi2SweORNN4ZkmuIekwsV2f5JP5G0TxamVoGSbiGFv2TJPrEl1/x1babsyhzWSYcLsztb/jjKNsPDwiJNSC2hOmN88boTgRYvKzcfqGbThM3BQZZdiILDdTZptNCaLINUwaZDxE6bPmZ8KeN9NhEmbUNp0/C6Xq5nl0uDuSXCpzuMl+8vSeabIdl/Ycnmt4vU0WImSYmIE7LZfkWuLGXS+SGxRRHpyBohnNG0lycYaJMsS239jQ7kKxnUKXk0zGOemF3oMzTLDPaj083rTj+ZHOzb5CHUmuFkm79gLjU0W64sYNgXXeeO4Yq82LZmZGNau++u/J2VLbDLASS43H1RVlUFZGGKUIBdQ7jXKY5EJqmNT6apiTh2XGhvrzKkN2fjE5DqF2Iu8jr0nk2oTXf9KOdtSKqsNEZuFoRd9lDZMlZJiYwWTtltisRAz00tZCbWqTuV7kfVyrbGhwmACarhWrnJ4vNfgkqIenfZ++hZC5eJMDveu6qT63tMHFiXOZ9Epy+QxN6DeB+KNB6l8nTZJLOEza+VyaG8wkZwsdmV6kXUKGynQWeBkmsui7mU3XXIZJsWTRroOzdds3MSMyTDogyUVEtOtQ/TYxxdpmZ6g/r2RgbEOSKywyutkME/lvmeL+nRs3hGr+E0Xr73xbORIwjsGMz21+0Qo0fpsyWCYcPd9sbZc43zONglqGScIdJiqqvV6GiU9KK2KGSQPjepRrzP06zLnKRHWYmBs6NjCMDnZHkks5h5sci7j9MjqSaUuGScC9d1yXtu2biWQYMK/pUo0JjYwAWtH32vuO42pJw2H3WUlydbiGCVFnspvajeu6PmdyEggq9E6kO42T4tzpJThSvh0GxCBJrsZF35f3Pb53w0G6e/0Bun2dP1CXrx07TEyjvXkPD08HB7a0Es8ppmeYRNmz8VheTEiGiSwMLou+a85czjAJmZvni16A1Uht/bJcJLlksAfPK3INxWsbXtdkiGjVaD8RmQ4Ts+h7tZ94DpP4Y1Wrs3Ib/l7EdYNe9L1dQR+GJFfFodsf2UMf/vpdtPNAtH1wPeAwAaoj91Kxv27AG/koKZpJw1yglwxjFb+bdANML8C3IqNG5/QtrKMWy13u+AuO179OqgaHyJAg6rAkV4I38+u2jGt/+xwmUTJMHP98GCUy8MqbNtJnrnowdGFmOw5Nz5W9v5dU9J2dCyGR2aK9uwMi+ILgTcDgQEFFz/mKvodorsdZ2IdlmMjNw/4jC3TFTRvV74XV1KoHf4edP2HZIEHIezMx69+Mh10Thp0/cRxJYdelEbrzRpdzSXqAAxt/pfSbP8PEcJhEXF81HEsjXBtuCxurw9Y/k4b0X5jut2lU5yjNkcECZYzPdtRh0uRvcd0jGR2pjt0gSyGKw8Q0OgaNvfc9eYA+972H6Jf37GjYXj5PjhJecoZJA5mJoPfDMhr93zUzTKr/b5skV5PjT1Ixh/qkrEHDZMLkeJQU504vweuL9jhMas7NXMarNRSQyVIvk3K5wWvYxZLficDXboVymJiKF4bDpAOyXLYxdzQKomDkWiDoXLuBvH59eZlh4n2mUdF3XrsMDxZoeJk5TOTahcdtOWYXjQyTvr6cCooJzzARRd9rY0hTRd+NdW0nM0zqSnJ1oeh72bLpsa1HaK5YoccM20AzwGEClqxjDKrwYihJRopSxaYv/fhRumHt1rqfqyfJ1Uwase04NLNQbvxB4IONerwgS7B9OhQUfY+GOVY02igrg3+WNIdJOzN4Oh2xshRYjuuZRw8TEdGBiXntfb5+uWwmtGgjG7m1Gh0RinWO16Lc+P+/vHs7ffGHj6jF4fRcuWXR/3xPZFum50pq7JCG+sgOE5Fir7IyHL2IuGx/sxHJeg0TmWFS3YT8wZknUC6boQc3HaIf/OYpcl1vI1Hz40Raq/B38uI5idpz5fnIrCBGj1w2vms5TUXuN1v0PdU1TGQh7Fpf9meYNM4yCCLs3NmgFcXxwveP60eEZ5joa53wGib66xyl2VfI0kB/Tv/tiOvxYslqWhtdBfk0MX+4rqt0zC3L8TlvY2WYhElyRZh7uGD9kQhRxiwtOzRQNV7IbI2b7t1BX/jBw7EcEvLZC8r8CJLkCstoNAnPMGlv0XeieOOP67q+DKskYPaVpDghdCdJ9Tqb2TBJH7fTCBsx22Gs4+c8n820PcNkeq6U6KClesg1Kl+LoOvE88FYSA0Tc/13aDKa7OxSsMXeofr/WhZ2g7lTGsXDnA+dRs63+XxWqFnI/ln9TCNJrpGBPI0MFLTXeh1Zv8Wl6twin2d2jPGaoL+Qo5FaX54TdjFZH0aT5OrzJLkqlh3LEWU+G+0Oco4qydWJou/m+rpScVQg4IGJpY8RcJgAZJi0iCBDW7fZsH2CNu6cpDsf21/3c6bee8nwfDNRB99v/eJJ+peL76bxqc4UZOslVA2T2iImjUtjv8MkOc9EkvAVfW/kMBGSUplMRmQCtNFhYmxo3IRu5ktlmzbvmiIioj8++yQiCqhhwuNcJhNa9J2NpHrkjH8jYWIZWrZrH9tPm3dPqXocZhT6UiS5eJPJbX9482G64OK7VcF0afDadXAuUmZFUA0Ty5DkCitaGlXz3nVdI5LZm2c4K+Os5x5D7/vTF1KGiH7/6F565KlxL/KqZoyIVMOEN7i5+LV+5LkF1TGpV0xYK+QYJ8OkiRoCbgMJriStRYKQxhIrwAlY/YwpyRXtnMKerz6VLRI9w0R9J4YkV7Fk0R3r9mqBI2EZJvlclgb68kTkOQWjODFsx6FPXXE/feo7DzRlEF7KmrVUsdX1qNheJhpnQjTq+wvCWBDmBDDrggRdf0+eMIIDrHaeQ/352ne949/52H56as80bdk33fA4Qe0JzjARDhVLH7NVm0La7WWY6A6TdtUwiWr4MLntkb30zxffTfeuP9COZjWNeZ2T4oQIcoyYbUtj3cKkw0bMdtg5LLHWUJlgDcaDZoKcnt4zRRdcfDdde9uWJlvaPTbumKALLr6bbli7jYi8a1EKGM94LGVJLst2DYOr/p1DHbAzKAd2bT2p9g8NnlU5LxQTkmHCc3M+V91DmpJcruuq9UdYAAEHe1QzTKrz6XLMMCGqXje59uY9AI8B/YWskC2z1PgunVFS/rg/72U0/58fP0r/45J7Il9bn+xonXGmXLFp7WP7lhTwELZPrteuThZ953u1P2Itz3rAYQLgMGkRS4nWa0SzBueNuyaJyLvH5YpN3/rFerpvg7654YF6oLaRlIu9qAOiZO/hebIdlw52IFW215BGcaJ0bp4gyRUNc9PUKOpZZkgQSR3d9o3dvijfhPbHqfkS2Y5L/YUcnfGco4momh0gF/wySiwspd6r1+T4Xqv+O/j8bTX+699nnf8J02GylAyT2pjM0U37xqtZJHsOz2nvE1U3MWYEfBALsoZJWNF3cerN1NyQxTrNY/AmY7A/R698wXF09guPI6JqlpCvGGKUDBNXNzgSec5o13Xp6ls20a0P7Ar8rjz+hOEwcVy9BoG5YZayC3HkOTVJrojX03wUTSdBkrJdg5AGa77HZl/iM4jrHA4L7ugvRJc74M8MNJDkmqo926xTXSrbdMe6fXT1LZvpxrt3qM+Z0bT8zBXyWRqsrb2OGhuI3L5iyaaJmRIdmVlsKqOX+0szUYgyytK2vQjLgQhOTcd1teckKMo46BhB8xx/N44DbGigeq3lBpt/a2Y++nXUa5QESfD4HSq+ZzRkLDMNdP0icr0dEebaeB5jL8hzzu7D0TIZO0VSnRBBzva4texAfDi6v2I5Le8LPH7mshll7Gxc9D3+mMsF0vck7FmLwt7xarb3vtr/uY8Hjf2q6PuQV9tLZmf4M0w6IMmlnGKGJFeDuVPaUooJyTBRBd9rfdXLtufgA5Et0UiSa6CgnAHsRGmGNAVV+h0muiQpZ44oSa5CjkZqTiXHdalYqjpNwou+s9PVoe37ZqlUsSP3cX/dt/Drev/Gg/TdX22in9+5nYiqz+g3rn88Vr0PuYavt+aLU/S92b2xz2FSsdU69cDEwpLHfThMgBYlBppHRRi3+DpeedNGuuAbd8fayDEccc33+Om90/TAxkN0y326oYjfH+z3p/1rxsIYklxxPg88zAyTNF5CSHJFwzSoxqlhQkSBxfpaja+GSYTfsh2Hntw+0bRUTDMURYbEyKC3iJepuNx0veh7sJHZEs4COTeyk8LEc5ToRpD5WmTQpGF4X1oNE33jzb9ZDokYjyLLxRkmwwN5JTfg+ArnBhv1I0f9G5+TC1w2oA7WIu3ZeS+1fQdiFENUNUykJFfttcNTRbpj3T766R1bQ+6l95opyWV+3vy7KNPsYxgeZSRY1O/560ZE3ywlgVJQhknI+NLfF0/X2awBwXgFNaMY2DmzKRvatnLFVk7R41YNElFVkotr3+w66G0+TckAPl4hn6XBmgzDMSsHa7/d+DylUW46glPUhPtLvSjEMKTDpCI2+yxfVi8Aa7Fka05H87owUeTYSqqeU+Nz4DGLM0zk9ePvx3KYaJJb/vOVz1+YYyesH5oSMGxEIfJnfbaCZiW5+Bq2SyqsWUynUlLWoEEZJj5p1oQ4d3oJXh+61PpAAmlM71PSeQHjgZahG78NfMykPWtR4PM1s6qCzoXHlIH+vJLQlEZqc3zqZIZJnou+90ANk0LeyJYJyHgLdZiIou/DNUmuuSYluXYfmqMPfvVO+uXd25v6fqcJzDAR10wVfS9zhkmOCvmcWhvNFiu+um9yv8nBEZOzi+q1hVLEDBNj3VVvLue1Dv//vicP0KNPj9Pax/dF+i2i6IEW0tZRL8Nkaq5EF3zjLrry5o2R2+C1xSj6LjJMShXbp/IQFzhMADJMWoQZYdwqNuyYoLliRUVmRGWuWFGGMuUUq93jkmkEddlhwhvJpRnGvEUR+lQcpAecFzFpLGLCUZQsL9LOGhtpxrwuDSW5DCNKPkRWqpWYURtRfur+DQfpKz9ZR7+4q3MLYDbg8Rj2jKOGiEh3mLCcWDZDnm6vz2HiXwD671P4ZlhlqNT+Ds0waXJstGw9wtiyXV+hev7/0Suq0ep7xyM4TPj6DeQ9Z5JtFn3X2yHbEAVzjaFnmPAmubpZ4L6tR15x9Hrj3+O2SoO5coApx5IbWNS9niSXz2FijM9yMxXHKBJWM6cejeR9wpx7SUFG5TcqQB7H0UHkPY/9hWCHSRRnEn9GaUoHXMup2mazL5/VMkzYUbp3fF7N62GRdYV8ls563jG0cqSPXnLqUUQUzWgtPzPdREDNUoJ8pF65JcaJ/kJevRaGaXAIzTAxHYB1JLmijKc8jgdlmPA1iJdhUt8IEJSBElmSy2YjLBd992rctMNgqkWKxtgL8r0rJyR6mmnk2O4GvlolIU7iJLS11yhqGQqt7avKOZ/N1pXO04MP44+5/NyHjZdJxpPc1P8fNG6WhUGfA2e0DJPa+Q/U5uUj04tttzWYGSZhkr4mMsM9MRkmtWtfYHkxIzhT9tNQh0kpKMOkOYfJtn3TVKrYtHHnZFPf7zQLDSW59CACHhNU4feFiq8v2AH7nHkRlCIDVOrBz1kU2wuPIxzYyOuy2YUYNVOMgOowZ7+UGa43fm3bN0Pzi1ZTRdp9Rd8rttZ/l1rHBA4TgKLvLaKiNvytXewqo13MRfTmXd7kowqqchtDosbZ2Bhaw8RxI6W18e9h4R8PeWk9Sa4uNWYJKENTbeJHPwgmbq0XVYMja2SYtNEhxWNFWJH0IDgq/0hAwex2oTJM2GGyuuow2X/EczSrDJ1sRsiZGfdARvqHGHGDxnjbGP/5bzYsmg6TZu+ZL+PHddWxTIfJ6poBN4p2sifJVdCujRzvl1r0PcxhYtmO+jffv3zeyyhQkVd90eojyLZytgyRN5bK+xeU6q4VfTfvW8MME+kwib6mspq4nmHZUfpryV3XyUj5sKLvTL9wdKx7epw+9q17aMue8HoT5hzkO06MjISBOnVPWI5r5Wi/qkNSElkn84uW2oCGrbELuSyd/6pn01f+8bV0fM3RG6WOjbx+zWQgW1bza1a5gbcsIckVIcPEHI+CdOyDjhEsyVXLMIlwDnw/OSJWGuv4GsS5jo7mEKkfUa4yTMyi7yH3mfsvO46zmYyKtm6HBrheWyr6mMH3LmlR70nMcjbX8maQhfk6aB0y2znoWd26b5o+9q176JGnDsc+tpTk4kywQEmugOyiOJQSms0VBTODlMfOwKLvFW/u5vkkKMPkmJWDlM9lyXbctu81lAM7a0hypTDDhPsmZ5iY5yL7qWU7gWtIr4ZJXtTniG5oPzixILIT2XAf3K9d16X9R+YTI6voyzCxw4q+6w6T4dp1mi1WfOdasR3Vx/oKftN8VIcJz928Fq23lyhb+vXn9sZxfJlrhUYSo0Th6z0irx7g7EIlds0fc1w3ZWrhMAFLhif7NDtMxqeLdMv9u7paVMuLFmrtdaw0edxNNTkuoqrxSMqrhGnmDvb5a5iYn42SLh5WzBDUR15bZaBOyCIhDjzx9+fDpUyAMIrUIn2iSnLFXbQvBV5U9cdwfqmsxQ5u7MwMk+MDMkxUfaBMhrIsO2WcT5DhKIrGuJLichytaCIbTidrmQx9+XjSQiY+I6LtOUz4XinngzIMNv4tTvkeGsir7Bsz1VxeK71IebRz8RUkrLVXztu80OfaI1KSqz+GJBdnE+VEDRO+//KcguQcdEmuxVCnEVGAw6TcnMOkGYOl2Zag+5DkOialgAyTsGyHvryXYfLIU4fp8NQiPb7tSOixpdyVJE4fUvNYnawU3uCtHO5Tkgsyw4TI020PK9jNzsFMJqPmgigZE3KDOD0f32BkygfGQUY/Wk5jSa6ZhTL9ft1eevTpw74IzbDxybxeQfOj5zBpfA6WGhcDMkxq13s6Ri0YrUZJg4hy1c6IGSZWwPjlyf20wWESII8XBZVhkrD9Y6NMwG5g7uHC9mMIMGo9i0IqM6ivPrltgg5PLTbnMAmQ5AqW6JOG6OXmMNHXXqqGiTFuuq6rXuvLZ5VNQhqY+dr2F3K0eqwaFDS1RLmdRvA4zfNzMw6TshXsfOg0vNbsC5PkMvpmkCODA8FGBgrKETAvCprXY9fBWfrEZffRZb/cQETeNQrLwLntkb30r5ffT7c9srfhsVvJ2sf20VO7p3yvm3ZGx3G1tcBiWXdEsANkVGTisFMlJwJjuW/0G0E+RHpGbz343rK8fr11UdlwlHCgdJwME3MsDevfej238DbJAvTj0/7s/3qY9gZTpnaphd/hMAFehkkCBvJmufGenXTt7Vvovg0Hu9aGdhV9b6TtHcYmkWFCpBvW5KDmul4h3qAaJj4PcoTzg8OkObQMk0wm/IMJxzNWcTRveseWdmJq5DfaKPP73Dc64TDh558NYVEMD2ZNjU4ga5gQeRkmB8QiSV2/bEZzCkjkAjMsazBoESr1yOUx2XDKWTdxahQEESRTw88XG7342MMDjaOMGK3oe87bQMn7Lc+rGalGs+3cP4pC6zer5ObYiSiMsYXG0etmW4OKvsvxKCjDRMv2sBwtcs7XX3ySXMHZmY1oRpLLn2ES1C+TO/aWNSOtP7pRorKLHEcZ3OtF2it5g7yZYcIOy+iOX5bkcsk/Rk/VNmUrR/tV/1ys2DQnHAqc5RZWe6IgZOOUwyRCH5fSMk1Jcom1ZVyD8oKU5LI8Sa6gou/X3raF/uXiu+l7t2ymb96wng4akX5h95GPUW+eY3nZKHOgKvpu1DCRDu5GGSYVYfRyGhgBdEkux1cTiijcoOFFrXt9o18Ug201zWaYlA1jS1Qc1439nTiY43ISnBBh9x41TNqPzDAJ6t/c/8Oi3OuhnJtZkQUW5EAVc3EzMogse5dqSS4ji8E8F8v27BF9+azKMNHun+1lSPAaN2oEfrP4Mkxy0YIBzTGumf7VaswaJr4ME6NvBo3TvK+p1jDxCppHOb/12yfIJS+YjeeQsAwc/py5bmgn+4/M03d/tYku+fl6nxNIrvGJqs+1dDJx0JSZYTIyVMswWfAyTDg7h0hkVuX9DhMzyCQMnks48KzeOtecuxdrf88Vg9dAbq1gvaSezLLeLn/wSBBTs95vH45Zm6hs2Cqk84UIGSagBbDnvB1p3p2CDRqzMaLDWk0jDe6mj2sFe/3rMVes0N7Des0T23E8rXvRRrk4541kvQyTKO1QRd8THN2aRIJqmKRx78SL4b46xXKBMOpFlInxZ5hEc7QsBeUwaSLDJCyiuh3wgpIzTI5eUXVMTIpFk8owiVD0nShcHz9ojFfjvxFFNr9YIcd1VbTLUbW6Is0+E76oa6Pou+u6qt2D7DBpsMF2XVddvyFZw8RxtbolcnxqRkLKXLxzO3mjxPVLiLzIaplh0hcjOyBIkisogu5wkMPEuN+y8Hvjou/hxUnrEbV4Yr3f5uubyXhO1SRnmJQD1hlha4Z+IYulimrWuU624YxmVB+K4EjyHNpevzQdUJzZsWLYc5iUypaRYbJQt70yC0Y5TCL0HXm8piS5pP50zH4y36Dou+zDtz2yh2zHpQxVn8ut+6pSatxHw66LqVUfWMOEncSRJNaqn1HjYoCzpd51tGyHPvmd++jfv/ugrx5Foxom/Hvmda6ESHJx38t3KsPEcBJHhe9d3DZd8rP1dMHFd/lkM1qFOTYmYQ0aJhMWJYMVLI1GNUxUfc9yfMO7Z0zParW2fPJ7hrx1XLwaJumz1ZjzuyfJZWvrSnlv+go5tZ6XBmNp8Ocs6qgR+M2iir6bdT8aZpjofSCKLNe2fTNqjmwHpsMkY2aYGOe0GPBM8Pw/PFCgQj6rrkcUh8n2fTNE5BnqlcE+5Lvc31sVgLfr4KwmWR+ELIhuBlUF1jARz3rRCOhRDpMBT7osyGHCe5alSHLxumuwr/FeqWTM3eyQnStWAjOFfnbnNvrQRXfS03um1Gs+h0mDABCi6vUKa5fcr8d1mHBb+DqbQUQHjsSrA20ChwlQD1iaM0zKCUhV5cWQ67bOgOm6rrovcaKOeKAY7JcbfZFhIjZpck03aETeEfkNLnGKayJSKh56hgm/lr5ryJNjfx3td+AZ35RMU9QMExXlxIbt9o3dzWWYsBO+c3OK5zCptpMXnXJBJzN0wmqyyPFNRb0HyGBJpPHMEg4MourGYq5YUdeN64o0a8gOyjCRRd9txyU+stLqb+C4WizbauwZ6s8rJ4MtnBX8W6odcvO/xKLvvMFg+QUi0qSJOFqYjd9R1iqe/BoRmxx5LJXncbBBhgmRXvg9jsMkThSp3EBEr2FiGGRqf2czGWVobSaStV04jks/vPUpuvfJA9WoPEMrm8g7JzPBUkpp8eYxLELddV2x+QypYRIjw2RAHMN8btkRumKkT0TD2poBZ9+R+pJceoZJ9cQrEdpXWbLDxH/9oyI38LYwDpqSXFWJleq/Tz5+lIiqBiEiotFhfy0RiScvUR0XgoyMfE0j3c9aO3hcZGOW/O7sgm4s+O1Du+lna7cRUfUaH55apL2H532ZhEFZH2abyhU7ct0yLzhCZpiw3E+bHSaxJLma23tt3z9Di2W7bVHDSSykHuYwMV93kzNk9wSyRhpR8LqUx79mMgD4Gc7lMpqD3vwde8kOE8/BmwRppyAqlkPf/dUmevRpXdrMnN95XeKSPvfwOWYy1cCw4cHq2C8DEKTBn7Mb5tudYWIGq0Xce5njYqPC75bt0JeueZS+/ON1bZPJ5+OyFGhOFX0PduAGPRN8XgP9OcpkMioDOMrctG3/jHYM+f+gcVoZ9FsQgOe6Lv3fn6yjL1+zrm7NFXnOvF5hTOeFKV28aDiCeE3EGSZVhwk7nPJkYq5Zg34zDLVm7fMct2FUjOvPGSaWHZwp9PjWI+S4rnJ4EUVXoAkLljOZWoLDhM+DxwxeEx+zshqkeGSmtCQbMRwmINQolCZ4Q1Yut/cctuydpitu2kAf+fqddM3vntbea0ZSoxHNRgDyvdQiI8UGryoNUHPEiIGeB9lyHT3jRu2QxsMkGWvSQFANk+5v8+LjyaHUMiBS6PTpBGYEc6PnRWZIyP9Hia5tFlVELkaxZC/DpHPPv1n0nY2QQQ6TXMSi714Nk/rRqvLvqvShyDApVtTCbWSw4GUTtaGGScWytfeHjEjqMPja5XMZKuSzqtCw7epSPUsu+m58rqxqmFT/z4bRals8aSKvhkn1fdet1kTYeWA29LfY6CSzifg2yU3u4amizylt3u+Jeg4T43HQIlljzNky0jws6tzE5+yr3ZNsNqMkI9o5NsRl+4EZ+t0je+j6O7b6pTiEpB2RX8dZFmv3MkyCNz/yeezLmxkm0TM4lCRXQQ88kXBwygpRw2RqrqQFP3ANk9Ci76KN/O8o40O5RZJc5r+jMF8SBiw7XJJLnvNJx1UdJntr12PlSNV5HDZPsPFFZZgEtNGrDRLhftY+w+OiVWu3JpXjuMr45rou/eS2LfTLe3bQxMyiZmCxbEevURKgxW+ue8oVJzQrzNdWFdHseQ7HhvuIqBoh22qayXAjEtG/MYMj2r1GSGKGia9NXNfBt77AvqmV+AosB9b6as5h4jiehFQ+l6V8LqsCNKTx2DHGg2ZsBFo9jIRmmWzcOUFrH9tH/3nXDu11Xw0TcS2ks5kzTPoKVUP8iKiP4X1GOkyq7y+0OcOEn9Gl1DAh8te/CPp8qWxTqWK3rSYvXz+WfmpYw6Tin9u8e8ABatGyHydnSzRZqzcTVJMnKJuF55ZGmfJRKFccmlmokO24dddMchwws30Ci75LSS5jfcrXhmuYyAyTwf686ktMUA2TqP2b110D/Z5MWliwAM+9ldoeSz6HZuF3x3WVvPXconReNh5bifzjXdi8L2sRcQ2TPYfmIj0L/NvDKuus+p1jVg6qcWQpARpwmAAtOjWtqCinNkrAjE8V6fPff5jufuIAzSxU6L4nD2jv29rmszWLc20TE2MR7RX1ymkTu9ZGS1/AEAVLnvgdJtGMuuaxQWO0DJM0F303paaQYRKIyjCJ6IxQBn+jhklbJbk4W4h1/CMMQ2zw7eSmTtbgINKvqXIO1y5TJpMJTKk3NeaVzFYDSS69mKc/w0QaVT3JnebumbnQlNGGZcvRnBJKq7/B3M4Ly6GBQvXaZL3sBM1hEnBtzH/XIzTDpKxnBxGFFH3v85as37zhCfr37z4Y6jSRzsWMka0n71epYvui8/ka8iJbSnI10sZvRYZJ8zVMOKvGy6BKUtAC6xPPFy1/PzYiUM0oO7k24WyysM25vL+FOo6XRgTJevkcJrWIuBUjfcpZcKTWX/geTM+XaX6x4mlUG5ILeeEwYUdXFCekNCAsVZIryni0/8g83bB2Gy0sVrSIRytAkoufbXmfTzp2hIi8dc7KmgOgUYbJQJ0Mk6AskTBU0XfhmK3WJNG/y9eybHnnNVfUz9mMKvVFk4v3ePwpW3aATE/wfZaFpJlXvuBYIiK68/H9LV8XlptwgBP5ZT2iwufdrn1nIou+hzhGfEXfxccmZxfpp7/fSuPT8aJtgYcpgxRYw4TlQWM6TOTznMtmKJPxCr+XxO/4s5Lj90mZUdmOOkatgGt6mQZOs4aJvB5lzRHEtovqPDgijMyMMtbnssr53e4ME0tkERHFcJj4apjUb6d0VpuOilZRr4aJ67q+/c6iUbNDjld8n/ojOky2GdkJtuNoc2fQ88eOh1bY92Q/qmeEl/dp6149w8TnMHF0pwQHgPEzytdmmPvyQlnIEOfVnpAxZWSJovdvJccssvXD1hjyuas66rzfmDUcJkemF9UaYU46L+1o6xlzjRW05itXbO08D08VaeOOCfr0lQ/Q92/dHHhc7fsWZ5gUtNcH+/OqpmmQokBU4DABIjrVSaX8D5HIMGmjge5gLT1stJZWN7NQ0SZDGU0ax7lRj6Do6Djfy+ezmuEkqGivXLRJ/dWgNhBFN+pG+SzQcUU+iSr6nsJLyMavOHrxyxF+zqLWeuH3lSSXerbb10lMHdY4klyddMIrWacBPcNEtkOm1edEFgVjGpdVhollGjrCI0ItW99wFEuWipoZG+7zpJKafCbMa+oIw13FctSGK5/LeEXSG8yLHL3EhkSt6Lt0KImfbiYi2VxMmzVMwiS5vAwTz/i9ZU816uvgZHDEkJRfyxqSA+b9O2SkfnM/OG5VtQ7OxGy9DJNwh0kcw6MmydVsDROW5MrqDqekwPUKShXbZ8RSmc4htUcGhCYzG67Dotrls9XvyzDRg0Jc16UrbtpAlwYU95S65WEOKM8Z2q+cBWxwHxvuo9Vj1SyK/eMLKhpvxNjQybGqoDKrGt83aeSeX7Rij7eapn6EvnrTvTvpxnt20N1PHNAkx6Q8Vb9xfblN2UyGnnnMiHa8FZxhUgnee0SqYaLG9sbt5/MdEjIYJcv2jUt8/6TxZ65Y0Tbztq1ni5iRlnJO5nGtXHF8GV+NHCZ5Icn18tOOpaH+PI1PL9KGHRNhpxmbatH7+OOP67oiwySuw8Sbs9pBIiW53OB1hLk+lm397QO76D/v2k6/fWhP+xvYo5gySEGZibx/b2TQNpFjKM8RPHcF1eiSxF23pyHDhOvImsZ+lWFi+9dg2nkZ2Q/DA36HifzMcIdqmPiKvkcMVjMdCI0ccrI/lZuQh4sCr0t5rZEVGQ6uG5BhYjwTct1RiOsw2a9na5TKjvadICdGKzNMZD+pJ3MlC7vvOjCrSYxygJes6ynXH3y9lCRXbTzgDJNZkWEy0JfTskiJQiS5Ihd95yCTnO81E+l0LVVs33pHwlnSRFWHD9NM0Xei4PFrygj6OTy1SA9uOkRE3n6vHqqGSYDDhKXPlpK1BYcJ8DaOlF4Dt8owqQ1C41NFuvOxfS3V+ZytPczPPHpYGZbGhVSHVtSoDRkmce6NjMCQ0jNys8bXRk74BWGkMj8X9reJnPCTsElJE0EZJml0Yqqi7yzJhX4QiBfBHFGSy9TRzUZztCwFM8MkliRXJzNMTEmuvN9h4mUdkJZFwYTprJoGDfM+mYZH8zgHamnAK4b71L1rvoaJsRF1HBGd76pFbyGfVZHrjTJMZMF3Ii+DyYycclxXjUdxo9OrbQ9eXLNBI6jou227ytCUz2XJ9CObqeMMfyebqUZ9Vttfa69xP82ijtznj1pR1b6V0fv15NiI9AV5I0fSroOz9MDGg9pvEi0hw0QYp/MBc3m3kddRahUTiQjUEEku3kQulmz1HIdtzuU6R2aY5LIZT26u9juzCxW6+4kD9OCmQzSzoPcl5TDJZwMl/Czbodnad1aM9PnaPDJYoOOPGiaiah0Tfg65KCWT14q+e869RvOm+TzFzTLRnuEI4zpvovdPLETOMOHxqlDI0jOOGtKOt3KkmmFiZvYxfL0Gag4Hc9yVBvso7VcSa/mcej4qFcf32+zYkwar+UVLk8UwM0zMiG9pQOHMuSCN9kaSXDmj6PurX/QMIiK6Y92+0POMS9w1vvc5T46obDmRI+Zd1/VqZ7ZJFaBRraluYPZf23ASq9dFW3l8iWowA35Mg2+gJFfTGSbCYVJ7Vnmukg79oPEtrn2iZESEJ5GZ+Wp/Ndtn1jCRz2M5UJJLzzDRHPQBNUyi1nhoFq9ODWdleHX+6hFXkkv2iXZlmJTFHoFIBGeSX4mEKFzSjuvMEAmHSQNZ/O1GPRDTUB9U48Ur+t6dDJOK7dCOmqNH1nscGeTMVz0QomhkQKui70PV9c68z2FiBPXkl1DDpBZow0EmROFrDHk9S2Vbu3dzxlp4nyiYHuy8rJ8ZbfapoD0pBxYeNdZP2UyGLNuhBzZWHSZHZhYbjpc8jvB9YYb682qNvRSbMBwmQPdoJzTNsxH88PEA9ZPbttBVv9pET2w90rLf4IXr2HAfHV0zpBwRadJLKaAZhuYwiVPDxPYWFDyxWz5JLj3qOpvJUD7vj1hvpN9vohkUErBJSRNyw6kcJt1qzBLg/hM1c2K5YhnyM40MDvx+xswwaZNRVGrVDsTKMKl+ptzBrEWvhkl1g5UVWSQqOkiMdUERYmGGI5+ho47R3BxnibzonDEhyRVHKmmxbNE3f/YEPbDxYHANE/H7vLAu5LLeIraRw8SQM+NNoe34dfj5z2aKlIfp2AYVfS8IaSKVLZLNaNH4RERzIRsJV3ynniQXkT9Nmzcdo4PVDY7cxDUu+i6iShuMe9+5cQN96xdP0r7xec25EnX9YN4bJcklapgkSQ5RGvRN/Wgv8rTmoPVJaVXPR55NmEOWj5XNeA4SIq5dpG+cZIaSqRPN17OaYeKfy3hNmMtWtdb7+/Q2Dw/k6fiak+DAkQVPY1lEwOVzGc1gITfPjfqBaWyeWdCvqWU7dNkvn6S1jwUb162A9WA9OCDp8KThMBF1hmQ2iCMKvhdyWRodLGhFTjnDhCj4XnryEsHOest2VH8w+/nWfdP09Z8+rpzV0ikjizOXAzJMuG9Kg9W8kWFimZJcZoaJeG9QSSPavnaGZpioiGZ9vPuDM08gIqJ1T483VbcmiKhRoibmOUeNAHZcL5e6XTVMzDVREtag/roqwesLOa6zTEqaa4x2m6IhKRTU5yrKoB+voLrsVzyOew4TO/Bz9V6rR5B0VdKQzuagmi1Kkks8n5rhVklyGTJGAZJc+XyWhjqUYeKtBfT6kVFrmPAMb/ZFE7mWNuW8WkVF2IeISKuh4biub91qOn2kpBcHIwVlVZk4jkvbDQld02ESlOHF0natmCuiO0z083hq15T2nWwmo+b16p7P1b4rgzl4PPDk5SyVpTLQl/dlmMhgP7Y1LixakfbSMnvIC84Lvm5lI6NEPq9mhsn+8QXxnj8ojJUdwuYps08FZpjUgqhWjw2ozGwOFHDdqixYPZQk14A/w4Sv6VLmUThMljmuqxt34khIJAnPA11tPz945gZyKfCxRgf7VOTp4SnvAW5H0Xe5IW4qw0RGRoZIcvEgnM166f92nXNpFE0sfyMJUV1pguerDJEw8nWtOU2jdOjzqGFSD+VYykczbiqDT0ZftLfrOatq2lb/7dUwiR7JS9Q5WS6vcLhntGSHnZJtEXUtgiS5wjJMzCLc9SJyLdvxzaP7asXyVoz0NVWM+/GtR+jhzYfpV/ftCqlh4h2LjXr5fFY9fw0dJkaGidwMhklQ6c78aPdYyvNU/+ai71zDxDOm5oRjSUqpmdFYYRkm3Oxshnz1asy59LAhycX3c6Qmvyk3T6aTol4Nk0aLc9YJnp4v15XBDCPIgEykOwqSVMNEyzCZDc4w8WQKgzNMJKEOE6E3LiP0c7mMT6rsgCgCyc/BjgMztP/IvHJo57PBNWF4nTk23EfZTEY5lZnhwYIqbD6zUFYbuhHNYWLUM4nhMDHHguk5fb27bd8M3ffkQbrhjq2B39eCfCI43dmBcHCyGOo8kI4uy3K8ArOFqnFFZpmMDhbUOidIk5/HB5Vh4jPkyAhu/fu/f2QvrdsyrmoNymexkMuqDXS54vjm3SBJrvnFimaUM9fTZl/k9zIZb+4sB2SzhEty+TNMiIhOPHaETjh6mGzHpR37Z4K+GpumHSbGPYsa9S7l5uLKrGzdO013Pb6f7n5iP03MhBtQ/PNWrJ9pC757HzIfBUXfp7nGaLeJk2FS/Xx0QzXPB1y/hMhbz0tHgPycei1mp0xHhkl17HRJf7ZVgKYhzUUUnGFSqK3d2cE+r0W11wzRIsNEFoVvB94a1Kz7Uf+5ZKfHqFpL1m+naXhvB2YNEynJ5RjG/2o7giW5ZCZElKLv+4/MU6lsU38hRytq9cuqmQ3CYRLgUGpW9jEIuW6J4jDhZ/mpXZPad4YG8qovSFlkompfqViOP8Oktu5zXFfVRRzoy6m9DlNdp1ZfO7EmY+q4bt3+sH3/DB2cWNCyohtlVZTr1MAza5jIDBNeB9mOt57hYLvQGiaWuVYIzzBZNdpPx6wc9L3fqP4I98sgh0leBOA1S77xR0AvIyN9iNqXHt1u+MHnAWpRDbCtW2RyNOHocEFNMNLj2YxESSN0Sa7o5yInxLwwfgVljsi6CPkAY56vwHGDdmjSZAmSA0kD7LySRanTJslVle2p/jtqMfPlSrNF31UNkwCZmFYixx8lGxajhglRdRETZOxsJa7rqohnaXQv5LJUJFstpLS6FgHOJl8NE0NGQH2ujtHLtv0bjsO1hd7YUJ+ao/i3bn1gFw305+n1Z5wQen7jtXlmrlgJrGEif3+hVFHnXgjYuAdRNDNMtKLv+mdtx6Vc1tUWnlEXofy5oYG8di6es0vWMPEXfc9mM9VNgLC1hzpMAjNMSJ0Xn6ftuHTIqIOiHCaD/k2uz7jlhm8uuYhmJqMbPdX7tX5SKttNXc8weZ9qhknt+iVo7J1ekJJcRjaEEXnqzzDxjyFhhW/1WkWioHo265Mqk3JsxZrs0ue//wgNDeSVZFQuFyzJNS1qlRBRQIZJwdOtXqgoA5J0mBTypsPE6yuVButIcyyYntedULyxnVmoULFkac8XUfw1Kxs2jkwvavsGy3JU1qN0GlVsR8h/VF9/xuohVUR1cCBPfYUclcp2SF2BWvRif/D8WC8De6K2+eaxRZ5fPpf1osAt23cPVNF3KclVtDRjUHWcF/OcKcklMkTYsFSu2JpxKqjd5uv5rH/sGBngjJXWrK/N40R3mOj3LLLDxIk/1hERTc6W6PM/eFiN46ecMEaffNfLAz9rrlOSELzly0xVklz+OZ3ha5rWYMYk4JcU8vdTTQqpZPl08MOQWWuMZzwW46vDGQpZymSqsq1xghlsR5d6TarDZFbM8bKNPJfxcymfzyhF3+drEfaZTEbLkOAMFDM7tNV49cyaq2GyYqS/Ng/HyDCptMcJZBkOE9OJZ45HvqLvxveJvLVPPaM+r5eOXjFAtuPS9HyZShVbu//BNUz0gOilIDMn6skc8jr+uSeuoCd3TNLTu6dq7fMC8zTZYGOPWCzbPodJIZ+l/r7qemfXwdnacfSi7xliSd0MWTbRsasG1T4laA1HVJsXv/8wrRjpo+c8cwURVceZfDZDJQpfR8rrOW0El8vr5LquXsOkWKnJanrH5b1jaA2TSBkm1TasHOmngb48bdw5qb1vBraZ8Pp62JDkGuzPeYoFyDABzWIWlkxjFItle9q5vKHjAb4VmocMLwRGh/ro6JXVDJPxGJJcG3ZM0P+89B56MkaxRjl5xir6rib3rKa1GVSbhK9dNXrXn8Jn9ok4GSZpzCy4/o6t9OkrHohd/K8VqAyTjP+1tCDvuSfJlb5xpRP4apg4bl0HmTQEEum1JtqBfPaVbFjMDJM4UUEVy9EivqNSrnhzgCzoy0Y6ngekET2X9V870yjhZZiYxrBwB4plO34DSK1tK0Y8SS7LdmmuWKFrbttC3//15rrXlR0mCyW/w0RG+RAJSa581pdhEwZvHDitWmbfBElQycwjIv86IgzeaA0ZBj8ea2UNE852tIQkVy7jl+SaD5HkUvVqhHNM1V+pHY+jmMxUb7/DJJokl+u6vg1xvfmS+9tixdL6jOtGGzPDJF6yGRL9LDljr5ZhMl+/hkmfUfQ9yGEStr6TBVqlgTonHEn8GTPDZHK2RJbt0Mx8WfWLQi6jBZ4w07UMk5U1h8mA6TAZzNNoTbd6dqHsRcDVcZhkMmId1uC5NQ0IZpSglM06OOkfV2NLctXGcrNHV2XzakaUQk6tXyoyw6R2nlzThai6ye4XmR4m/FpYDZN6kjeT7DBhSSPx3XwuI5wY/gwTDo6SBs9q0Xeho+/oRd/9klxehki/cs54Y7XU/H4yYG/g1TDxb9ODJH+Wgn+NH23MMI220TNMmlsfTM2VtHln0shSk4SNjd3E3yZ2mIQ74fn6pHFvnhRMI2zQWCOvb5zaEWbmAZE3d2njkwjSkDLZUTFrQyS16LusA6YFjxjzux3i/PGyR/SofNvxIuzZMCprmMwbkkWX/Hw9feUn61oWcGgWfQ+S5Lr7if30Py+9RxnDq+dWbeuKEZZ39a7JXLFC+4/Ma22UY2O7JLnKhsND2hscx/Vlm5rPA98jzWESYU6SUmr8+cWyrc2zQQ4Xfr8VAdDzMSW5TjpulIiqdZGJvIC0wf686AP+NcRiyfLk5cRalgNopufL1JfP0umnHKUFRfAxef2+emxA6+NBbNs3TbZTzVrhtYusYRnkmDUD7cy1oyzsPjlbosWyrWTlKpZD5YqjrXnYkRPm2Off6i/oe3IJZ2yvHOmnY2o2ViKiF568ioiC17Dy+Dxvms7uISnJtQSbJBwmyxxzYEzjokwOojxY80RtRiBu3TdNtz+yp6lJlCW5xoYKSlfwsMwwEdcyyFHw2JYjND69GKuuypKLvmvFSg1JroCo6yDdc38Nk/p9RIvYTkBUV1zu33CQ9hyeo10H5zr+272QYSL7h5LkSmE/6AS8YZILqnrXyitazhkm7a0RIxfGKqIqwk9JCas4c8rVt2yiT1x2H23dNx2rnQtCV1YaVvm68iZEXj+v6Hu4g9fUXfZeD44U5e+ELcpWDPd7urKOo+Yp23HrOvfZMV8s2T5Hrm0bGSYsyaVlmOj3YN/4PN36wC51b3w1TLIycspvzGm2SDD/nhmNFFTDJC/mIimlljcMzHMhkYXyXptF3/l+cQaBudnmiCyW5CoJPe4wiTIi3XHH1Ls2vJEple2mZHHCIu4zGX9x8yQgo09N+SgVbR0g7RT0N1Hw9SaSUb9Z32bUlB09OOEFvSwsWtqmlP+dMwJP1DnUNplsDMnnslo9kpGBgpLimF2oqMjmepJc8rVGMll8PHawmDUtZASl6Yh2XV3KL5IkV4gBRxZ9z4k6Q5bl+IqCPmO1J8k11J/XMj0kUuZiICTDpGQ4TPgZdl1XGdMXS7rDJJ+rjgfSqBlew0T2Bb2GiTk2+jJMOKI86/2WLPquskpth9Y9PU7j04v02NPjvu/L6F+Gx/VW7dear2FiGnGjfU+TH4zh0G0UuKC9V8ex3S3MexpWw0S2nY2madybJ4WwotXaazLDpElJLqY/7zceq4yxXLC8YyOadU52Esd1jQwTEXhpZGvrNUykDUc3MvcVcmru4Kh3mWHCwTe246prUq7Y9NCmQ/Tk9gnNgbMUfJJcARmnv314D41PL2qR8VyDaOVwVZpzUczJX7lmHf3r5ffTJ79zP93+yB4i0teLYRm0S8ULYqj2U2lvMJVIiMKfnyCHSb1+Kb/HGSm+DBNjfyMN+61QwInsMKm9d1xtvVIsWVQq28ohMTJY0NVbjLG9WPYyUmXmsQyWedMrT6JVo/3ankYFQ9b61+rRfhocqJ9FtVM46DgLo5DLiqAz/9xnrrd8DhNxnfbXJKWPWz2k2icVAnJZb98dtvflsY6zhYOyhXjNtnK0TwWzjQ330Uufd0z13OpIcskx3XSYaJJcyDABzeLTbE9QNGJUtIJhRvF309v9vVs20/dvfYp2H4pvDFeSXEN9dPQKf2Rqo6KtPNjHifiUGqBxjKKq6Lss/OQYRd8NY2A2JMMkbg0TGTWTRkM5t7kbGywvKtqL+kjbEyn7By96k7BZTSL8PEot2LoOE+HcJBJRTm0at9UCN5eNVS9FbobibOzYqBd3fFYZEv05Tf6IDXeeJFf1dU2SS0Z3hQQQ+GQJzTFRZu454VILY8N9WoS7XLzV2xyNi1pZ5sJWLtaJvGtRMGqYSIfAT3+/la65bQs9tqVqoOPIadZ+ZUecE5DxVN3ANLdukJJc3C4ir6i6rD+Tz2fUd/Si77okQkNJrkyG2Jahir7X7hdLKcnoRSJvLh8VC282XPlkVQKuvYzYC5vvpcG6VPYbbaNEQoVFLMui71EM4a3g2tu30BU3bgh18FcsW8u+4Wgyxssw0SPRmHxeL47uHdd/fiq6P2vUMDGkyhzXpUNTeoaJWeySqJapG7A2YqfPipoxJJPJ+DbHymFS9DJMRgZlFlwdh0mDzR2f++qxagCP6TApCgP/oQl9s9nICWziuq4v4pWvrGXrBoOCyJ4wo1GPFzVMBqXDpBI89hLpheQlQfWciKqOZZ532CjCYw8/F0qiwXZ8kd5Kkku0ab5Y0QwW0knEv21KM/L1kJJcZq0Xy3bV+KuNQSJL3KSvEG50aAZfZmXE8bxpSS6ZwR7DKKjuYYSCy0muYaIyr5UkV7hzp4QMkyXjyzBpJMkVQ11AOUY1SS52kMp1oTf+NCOlaz5rSSz6XpXq8f7WM0zYmV1dcwf1cSJ/hgmRv/C7Zngv5NR4wIE/MiNiKUWeJT5JLiO7f2GxojJLygHr+pWjnGHitY3XHvuPLND3b32qlt3qXZd2qVwEOTxkFrbZL8NqmMhs7yg1TKRdiuf02YWylrFqyn/JZ1XK8zaLXvQ9vK08F68a7VfP89RcSRn1V416wW9ybOZskOKipSQ95VqW9xRjQwU67+yTiEiX3eSxYaS2Fzt21aA65kJIhsmOA57DhGuj5HP1a5iY44e5dpTXieW4Tjh6WBSur2iOy3yDIA7u10O18woav3hPsGqkn854ztH08ucfS3/1X56jnFaH6khy8fiYIS8gjxkayAfaNuMCh8kyx2f4SeGiTNO/rBke+OE0NxS8MQlLbauHJ8nlZZjMFStqMabV/QgwUpRDjG/1aEnRdxEZKSMHfBkmsoZJnQiwhoWp68iI7T40R5sMXcKkoVKHu7DD8iS5MqTMEQnY6MVBXjdekKXRcdYJlPFEGNnqPV+OMEoReQutdjmkZLQXr+mi/JZcNMXZ6PPvzRqLtzC275+hp/dMKcOgqe9aMCSpNPlBI9KcyG+4UIWoQwxz6m8tS8VvgCOqGtFHBwua1JS8NmGp7K7r0hFR3Nas/WAbDho26hXyWW1DJH+LsyV5kVw0i77LaLOASN1mJVwaZpjIGibi/sh+z3PUc09cQURRapiQyDBhh4mr2sHHM+V2+H2+FryBqifJxRtL+b3QiCv5vYrt62NLyTCpZot2LsPEsh265f5ddPf6A2rDZmJuyHw1TIx516wHkstmfQWwiYI36NJYrdUwyWU1qbKp2ZK2cVtYtAL7kxYVLCW5jAwTIqJ+kS04PFBQklzliqM2vFoNk8AMk/p9h+G2H1Nbj/okuWSGSUidHqaR011KHjCcgWWZz6jYPFfUHFK9n8esHKQVI320YriPhgfzXoFk4z7KdacnyWX0d7PQeu39yVlvvGQDlWUYeWQb+Xt8X2YWyj4H0byRfRQ0NgZlhOdyWZHN4ngOwT52mHj9ohhQK6l+hkl7JLnaXvRdOkyayDAZ6KsfzUpU37HdLVTNOpF57bp+CZwgY3KSpBXTBs/LfXWMelrwSowME0vNNQHyRFrRd/8aJs7cnIYME3PdLq+jKS8u18hBNUwKxjxK5K3RlBM+Vw2QMiWLFkN+dynI8Vz+n5/Vp3ZPq/27fj61GiYBGSbm+Fks6dKs7brHytAt1h5yfcNzFM885vPAc2mflmHiZVGG/q6wS/F6wFyz+JwzxjVaqsy+zEivV/eG+9BAX45WjlTv3eRsiSbnPIdJNuvP4B9Wa4iKMt1Ih8nJx1clvt7xh89R+x0pu8n7hnef/wL6+/NfQCcdN6r2S0E1V1zXpZ3CYcJrtHwuW9dJYK63+Nnl73DR98nZEt375AEiIjrh6CG15ptbrGj3s5FDgl/nczF/33VdrYZJfyFH//3PXkyvftEz6NhatsnhqcXAjHIi4cQrZJUUNzMoJLmWMh7AYbLMMTt3WMRSkmWBZJtd8jJBiPwPJQ/0cSOyK5ajvNGjQ3002J9XkzQbs+oZ3mQ742joyYc7zuIqiiSXWcMkm8mQlIvxftc0Fta/dnrUnf7Zi657jL58zTotbTdpcPu74jCp/T+TIV9UdFqQKerK6JmAzWoS4WdQLjzDFgREegQ5UbRIy6Wgor0KucCMjDDMou9RYQNQlDR6x3Xpy9esoy/9eB2Nz1QjT2T9EiKZYaIbuzOZ4JR6X9F3HrPrOEiIzIw8v2QVUbXgu3RKV2W4Gm+OZubL2mZ+0ojMN4uB8qZRFn0n0u8DOyj4/z5JLjFnmPfbcf2Lzqhzmlo0qxomNrmuqzaRUpIrJ4zGqt9nMmqT8aI1q9X5Bo2RfMv0DJPq/2VBZo72ny96mxGuyZLPe5FwUj4t6HeIvA3NQF9eZcg02kAQVe+9WZgxysLeX/TdP/Z2wtAm11zzIZvQmXn9dTPq19Pz1w3sjKyxJglyNErjhqxhks/qUmUHjRT/BUN2SX1PSnKJNQ3XMGFjCBFRv+jDI4N5GujLqXZzu6Qsgykxx79H1LgP8Hh5dG1D6ZPkkjVMjAyTuFliQTI1K2oZWpZwOmSFJFdFSHLxWJTPZek/3nM2ffY9r6wWRA/JluD7KiW+zPVkyfgOr1tlbQsV0CQkcYi8ucGyPSfGqtF+1e5FUbSVqGogkM60oKLNsi9aIstJyo55GSZecBIfV88w8QwfJp6TqTXPtul4iZxhYnwval0F2ffinAPv33gOqLcXqefY7hbchoKx3jPXE0EFsZFh0jz8XHFGadC11CP749QwqT3nAUXfZd+WNYmC9tmNSIPDxFy3a5KJhi3DDhkD+N70C6Mnr9HMDBN2RA8ZkkWao6ZFzw23n9cPsoaJ67q0aZcXCCoz03m8XzmiZ5hIe4wM4tCKvrephgkHGgRlmMgMcl6nR5Hk4qCGepnyMiNhgB0mRp8pluvPKUud8+bEOn+hboaJtydZVXOYTM2VaHLGy4Lg51i2kYMupsU+TTpM3nbOGvrSP7yGznnJ8eq1fIDj6pQTxtRnhurUMJmcLWnrb6aQr78HMNdO07VjcLby3EKFtu+foX+78gHacWCW+gpZeuXzj1OZL/NF3WHCToqwoHuzT/HagfduMiuYHVTM6rHqteYgpyA86decr/7hYH9ek4ltFjhMljm+TVNAZ7r5vp304a/f1VQx3k7gTy0rifcMh0lICnQj2MCfy2bUA8+yXONTiz496CCHTKWJSCE9Yq3+9w5NFVVhKlVcSyzOqkXf/ZkjMpItqIZJxSjo2zDDpI4k18x8mRzXbSrDp1NYymHS+Q2KV8PEi4ru/jYvHp6xKtN2yai0w89SIZ9VMj71rpWZYRJUeLCVqAyTfE5FvkQr+h4cPdbw92rjVhSHaqXiqIisrXtniMifissbVx4P5VgXZJQMmw99cknG2NCo6DuRZ1yU0j6VCA6TcaMg+bTpMDG09FUNk3xWq6mgFTUt63I1ZtF3qc1rDoO24/jWCVEXoV6GSXXRXS1u7qpNklb0XUhKyX7/5687hc47+yT6gzOfqdoYZOBQzjFZw8RwhudyGU/uobbZdmpSTdwGbpPKMDGcM3KeYDmBwf58Q4eF7GuBklxNZJjwMTMyw6QDhkL5vIZl/JiRhCZm0XdTkiuX07NFmKANujRuyAh9ucaxbMdXRHKhZAU6fPK54IydoAyTAdHu4YECZTIZn6ZyowwTVaAyROeZpQl4vOSM53o1TA5OLOjFZWNmDgcZb3hMc0mXS5J65kHGlZFBL/MmqEAykZklHdyXze/wOcgsJ35uTYkrT67CWxcP9edV5sfMfFkbk+eLFe162o6jGbaJdCOELsklMkx8klyOiIzWj09EgVlVUmqxFTSbYdJ00fcWZpiEBRQluYaJdAabNciIiNyA6Ps0ymUnBQ52ZIdJUBBP8zVM/JlggUXfhXSX3JNHxRx/kyjJZa7b9UwPPZBSPo+6rLrfmM9rNA5qkVLBRJ4MEhvD5Ti61IwExhJrRiL9fjuGw4T7lzz/FTUjMK+55f0bFhK1mjRcuzNMpMOE95+Ol/HG190vycX3yF8vMkrRd5ZSI/KvC81AGnNOWer9jFv0faAvRytG2WFSFhkmA6ovyPGE13ZTKmNDD9rJZbN01AqvoHn1M3qdPRPTISiR2SX6MbMiaMs/zphBEnwfeC1pOy5d87unaa5YoZOOG6F/+2+voBOPHVHnV63Jx/fTCwpqVPRdOn8+c9UD9OVr1lHFcpQ83aBYgzG5bFa16+DEAm3bN+PrFxUxbuSyunzvUH/eyyhGhgloFnOhFrRQfmLrEZorVmIVK+8k5gAtB2BzYaQkVmI+NLLQEz+I/ACPTxcj6UFzW+JscuRn6y34K5ZNn73qQfrs1Q9VJVPEhCijWbQsmJojxK29lM1ErGHSKMNERpKINkttzCSnl3P7u7HBUpJclPEUudKWYaKMm+GGDlBFc1ZG0eXm/pHhwnBtLvrOResK2aYzTJoZ7xoZV4n0hfP2/VWHiU+Syyj0xs+SJj8oC9T7Mid4vtAjQ+tlmMjoObn05c26jHDXJbmCr9PhaT0y3DSKmtr57DDhtnqyZN714g3QQkiGSVZzmPgzKkxDbtTxnD83KDKBiiVLXQdNkkvcH1nA/TknrqB3vuE5NDwQLKfltdPLSuE5m7uuzMQYFhFTRHofyOcyKnKOs2DM6+GKUy+KWjrSIFvvWhBVN2d8TXmdL9+/Y91eemDjwdBzZHjuymZl1GL7x94Z6TAJCYaYaeAE5eeQ1xf9RpRYPpuNn2Fi1jDJ6Y6kg7UgIKkRHSzJ5Z/LNAmBYSHJFVDgk50DjOYwqVfDxFdTyabPfe8h+syVD2jPDUcFlsq29pzLDbZZnyXuM8zGm6Axrdo2fqb0gq4VpUkfvN3sCyiQLI/Xlw/X/A+TBtQkuYyi72pc5A2+MFLlchmlMT63WNGMlFXjvPdbZpS0eQ4yy0lJ9IgaJqrou+Oq+yINbKpIdB1JrlKLJbnU2NOkJFf0ou9ifRDDKMhj84CYJ8LWI2H1nboJ31P5LARJu2lF35FhQo9tGadbH9zd9PdZ6m6M5RGDaphoASXxa5hIZz6PadKoZwnHiifJ5f3mrQ/sonW1mnJBpCLDpI4kl2Z7MPq8VhzeKPpO5M2X82YNk9pneJ4NyjBplcy8Uk5gSS4xLs8uVGj3Qa/uIo9pMktyxHA+yOd5SHOY6IE0rWJqrkTX37GVxqeLgUEMfD6O481rvDY221G36HudNstAXhWYUMfJRuS34VUshw5OLNANa7cG1purRzVYt7HDxHa8zNiB/jytqgXETM+VVIaDrGEi532+l1zfzlzHBpELyDCR1KthwvVLzO/ltaLv/mcgSA6OqDpG8vz09J5pIiJ6/5++iI4/arjalsGADJNc1rfXlkjbH+8xt+yZpl0H52jjzkn6+Z3b6JrfPk1ERM955grf94mIjl1VrWNy9S2b6XPfe4iuv2Nr4Pn05bOUyWTU2FCoBQ4iwwQsmUYbEPmZ/UnNMDEWP9KgFKaLHN9hwvVLvA3i0SvZYbLodyoEDVAWp2JGX7jL+xGki89MzpbUhlgaX3iwIPJHInua4WxkkSl8zUciyo2K/Le52Uwq3Lbu1DDxMkxUzYjkXqpApCQXGzqSEN2XRPQ0fTaShV8rWcyYSBYebM9muiQkueSCuhHN6vDyGBmUYmwix0YutmhmmITVMMlmvOLhurMjOICAP9OvjFzhY6LleGn1XPCZSGaYyBomIrIu5DodMTJMTPuQv+h7rYZJ7XdUdLO4BpwJUSxZ5LiuqGFSK/ou7rVPkks4aOLqwpo1TIj0lPyBPplh4jnoOMtRbgqqkft+OS3VTlGvJmM4+7QMEyPd3dIcJlkarLXJk1IIN27JWixB/UsiF+4Li5bKJGQHDV+r2YUyXX3LZvrOjRsbGgH5r2xGSk/FGxsc19UkjaIQRZKL12UDRvSYMtLWnqnQDBNhaJIEOUxkNKieYaJvIlmm6uTjx4ioQdF3Q0ZF6o1rGSbSYVLrW3IcIKr2D25VsMOk9ltGdu9Dmw/T5GyJFss2TcyWVB9ZMdynrqMmOWFssKUEWVxZPTaEsDxC9Xf7fZ/LygyTsi0kuXK+zxIFF0gmIu17sg6f9hkzw6R232X/XSzb1THEzDDRJLm8jLIhUbS1bgFbI0q62h4ZLOTN1aogruXPMCHyDIGy4K3XhwMkuXhea5kklz4uNyvJFT3DREaXxw+okM9YaI0on5Rk99eg3AbTYWLOEVr0PRwmdPUtm+ia3z1dt+hvPRaVnHat5pJxLR2j0HXLJLkCFCKCnO+HJhfomtu20BU3bggNkGt1pH07MI3fss2mvLgd0MeJguvZjYQVfc+xJFedGiatcphwhpAhh0xEtHHnpKYEwZmGJRVwllPryMVSVYaWz1nWGqzYjtY3W+kU+/2je+mme3fSbx7cU7fou+N649HwYH1Jrr4gh0mUou/5rJbJKVk0nBhBkly/un8n3XjPTrp3/YHQ3wqiWLK0/VOxHCznK89X1jAZn15U7V0ZUPQ9l/Ukg2dqSjdmtkQQhUYZJv3hklw7a3vf5z97lX7MfKOi78H3qa+QU3VKiKpF548/akj9rRV91yS5wn9LPut8ffYenlev/er+XfTUnmnq78vR377peYHtOnZVVdGH54DxKX1fLOXDiby+yb+HDBOwZHyp2AGdiR+AA0fmfe8lAdNTKgdguQlzHFdEmMZbPLNBQG58lSTX9KLveEHGdt7ctCPDRBZQLVu2VtQrqJgXkXev+bBSI9y2HTWR+Iq+NzCY6jUB9DRcJqkZJo7jqoVPNxwmegYBp5h0vBlLwg4wVkknwP4j83T3E/sTsYHtNnIRnotg4PQKWXOGSackubKRJblMecKo453rumqMNLMogtCcybXfMzNMTGeBrAETtIAK0/VXhXoLfocykR4JbonI4xVCi3WsZlSVNUyiFH03JblMwjJM+PzMQqelsq2GlIWSVd3A1f5WNUyy4dFCsug7bwKr0lqN77PM1OEFNs/X/YWcFqUpjePsWMoYmwlTTksiMyfNelAyKnTYiF5UslZUnRPNGib+jJtgh4l0jAVeC3Ec2f6hfk+qh8hbe1i2oxWFDmoLkzWkp+Lw09u30r98827auHMy8ndksdfQDJPaZ45bPaS9zn3OzOYKlOQKMB4HS3J59zcvi75nZRatqyS51tQKcS4Yhb2ZfM4vV8prrqH+vOYM6BcbNt68yUCbQm0s5feCi74H37u16/apfy+WLG2TaGZKEXkZZLxpPyiCnuplyQXBGSaD/QWVXT06VCBzex8mydUow8RXR8OQWCDyjzHmvefnesJw+C2WbK8uUe3+S2OCrDciC6zWM/6YRj8iI8MkUJLLFnOJ12f4KJokl8h6MeH+1iqjKc+PPH82XfQ9oqG5ErAPifQ9Ne9483xY8FUSa5hICVbvNce3nuCmuq6rrulydpiwE7jYpJQzP1dhklymA6UZSS6ZCRYoySXGAyXLWrvRLBk2v2hpe3mJOda1q77FUjDrlCkZU0fPznMcVxvL5XXiOUsG1fDcxusk0+A/3K8XhW+Hw0QGtxHphu2NO6prJR7TOcNEOUz6ciorzq29XhbzopTglHuJVt5jDiKYmF301RUjMoq+1/olG8fLlqPdr7oZJlEkuXJ1JLmMNa4/kMJW/axR1rIJr434XF03+FlnB2s+Vw3SYYfJzgOz5Na+PzpUUPsVvp65XEbNTbwGMdexQWhF3wNkZ1UQR0BGDEtynfmco7XXC7msGpOC7J1htWYG+nKqTgkR0VnPPVopWhAJh8liRUizZUPXrOZrfC5BwQP/z7nPpWNq9fhMjjVe90lyVfR1pukwQYYJWDJhEbUSfthSmWEi3tMMY7XBv5oq1vgB4oFZShCsHqsOohMzUTNMdONbFOQmsp5RdMbIqtGLvnsGusCi76z1nvGMAi55A1o9qZAgpCFI/73wrJWkIPtCN7JglGSQyDBJmySXJTYQQZGhV/9qM11x00baUkv3XM5oGSYRnB9SaoZISCdF6Kt3PraPvv2fT8Z69ngj01fIeXUgGvxUI535MCzbc1bOFysNx+WgyFR/0Xdd650PWZUf9C/wwiQqWX9ZyajUybqrGkCq768Q88WKIXaYNFfDxIxSlxE9cojgDScvEAuG5I3cIBRLlpIxkBu3XIAercw6UdJaYlNrRsMHoYygIkWa5y5Zv4RI1/VVG5KM4TAJMBIz3A8zWfKcfbUmyiw43hxw9KJlec9kJiMkuUIyTKQhjrNQBvtyDRfosq/J9g8YUd6yboKZMRA2VmSXUMOEI9bCtJGDmBXtb1TD5HjDYaIKOKvMztrGx6djHK3oe7XQqnd/pWFDSvGVKzYdqmVcrBEZJtx+2dVyYvPJ1zOofgmR55yQhd1Hxb/Vhq6g19KQBNVX2n9knjbvnlJ/F8uWZnQxo3CJvP6y5hlVh5Cs2RImPxgGG28G+nJKnmFsuM/X/lzOczLqGSYhDpOCbnQw21eoI8llrv09SS7DYVL2soH42koJCZlhwv1xYdGqa7AKklIqB6zXczlR9F2T5PJfj8Wy7XPq5gMMKKYTfKmoDJOBuA6T5jJMtMCtGFkyPH9oGSYh64R6mYDdQsq0BRkovc95AR78lhNxr9pryPVGnCLpElX0nSW5KvXHvjiGanNNTuQVLJfPh6VlmOj7Ivn7+8aDA1O5TTwvxakN2ClYiUNKMhIFzzVyzSrHfiUPK9byw0YmsSzwLN/n74ZltiwF8z7L+324FvX+zGOGtfbxPesv5LSgs2JJBBIUvLWimWESt4ZJvTmcA29m5sta7QlGFn03Jbmq5yIcXAHf53setYaJF4hU/bwnWWZmlPgzTNgBWq8GSRDseF0x0qfuX9Ax+Pi89l9Zq2HCdZxXjvRXA7EMSa5cNksnHjtCRET7j1Q/2xeSWSsJKvou4cx/M3t7Zr5M0/NlyhDRS049Sj9mowyTkGALM8PkrOceo70flGHSJxwm9WzIRH4ViLf/wan04lNW07kvPVEVuQ/iZacdQ6eeMKYcQ75+YawzuW9yAJq3pm5+HQCHyTLHlH8xo7yIvMXb9Fw59gDVCeplmGgLFiMllIjoousep//1rXsbLpBUhonY+PKDX6oEFGytU2QpzgMrJ896jpapOVno3jPE6UXfHe1+87H1QsjeYM3nwN/hyaNhhomWVeL9W0bi1pMd6ibyvnUjA0LVMMlkIhuok4ZnrPL6nryWc8Vy7f/x9Ed7kaAaJvUiIfktXnjHkcm6+f5ddP+Gg7R1b3RHldqYFKLXozEXTFElN+Tc45IuLRPcNv+Y7athYtTvkBk6QQbtsFpUZlRwPWOMJYq4SocJZ5jkRNSPvDZh+u/jtc3YSceN6ucqjJISftQKRqQN3xcZxVws2b6C70Re/5LXhhecVYms6utSSz7ImLFx56RWpJ7nvnw+q+4NByPIqGEiPeqK53EzXd2U05JI+TU2MgRKcvFmfNHL5CAiKtQKJpobu+gZJux0Cn5eghwm1Wh03cknnSSmwyQ0wyRDgfKafNzHtoyHGje5LbPF6NF7M0vJMBnQM0yCdP6J/NkivHGT5/HzO7fRB7+6Vjl7fJJcooZJuSaPNDJYoGcdU93kVjNMqud/wtHD6nuFnB54QhQs00rkjRHD4nmSzk7vucxpf0uC5A3ufGy/9plq1oS3STT7sZTaY8kxliAj8jvZoxZ97+/L0Tv+8FT689efQi8/7VifTJrMnlms2Crati8k0jIsMtXLCJFrWH9fDjoH02FSLFmhklwVW69hwv2xcYaJ4zNg65JcXpaTdArxMyvPS37Hew68Nplw/4gjZ1UPvjZmtlcjfDVMos71zWaY2J6RkeeoNGWYyDlJZhn4JLlqTfUXtl1+DhOtDkgT5++KcZADHv3ZbPpx49QwUdlpYhxUMoPa/t2/z+bxI4rDhNdAbIMotaAvzCyU6SnhhG/F8YiIjqllIPKayezf5jihZ5hU568hYayXRlrX9UvCmgZlef9al2HijdtE1T06j0EcPLG6ZlhX2dxCkiuTydBgv5etzO9J6aSK5WjrxTiOu33j8/TBi9b6ajswvF6ZmS+HFH339nfcpwf6PCnmoGsqv6/m/Ho1TKQkl7Ee4L1SsWQawv1/F4WkcBzY5jAyUFB7xWCHie6YX2kExayq3We1lhS1al68ZrXuPI1Qw0RmpwU7TLw1iYTrW64c7aejVgxo3+XsGKLgcTPMsTXQl1PP28hgwVdTRD2LCxXtfnqycv55lp/XTMa/R3/OiSvon//yTPqvb3qelslisnpsgP71XS+nc192IhEFZx4RCUmugpFh0oIgEzhMljlRir7LzxxIYJaJOfnqDhMZPezPcNi8e5KOzJRo/0R9uTFeCIwKA5gWNebbfAZ5dP2Lo0Zoup91FvzTmgyZV2jTjM7TJbmqx5MFdeXmlz/Lgy1PHo3aLzeRTkjGRqsKsbUaXU6s822UNUw8rYvub/TioDYGuYzIgPD34yRE/HUbGdmqos7qOUxMSa6ITgwib4FkLrqifKevkCO2VTZyJPo3R9EW/eY4PttAlisoMtVXwySnG5a0sS5ggeefD3nDV/0ML/LrZRRWI9yrnx8cyKvNMev9e5JceoZJ0ALWcV06MlPNMDnpuBHtPXZgh11fL9JGvwZyQ1LNMPFLIChjv+Yw8foaz0v9hZwapswxffv+GfrSjx+lK27aqF4LKhLI8/WgkWGSzXjGbl4cm5sJU05LojtMOAXfcJhokly1YpyGYdXLMLG04zJBNUwGRIZJ2Dwi1yPsHKwWJ9TT6NmAQKQX8dbPQ78uWU16Sv/92x/ZQ1/76eP0izu3B7aLZS8a1RF69KnDdPN9O8l13Ug1THgN9YxQSS49w8Q0KEtnB5G3iZXjxoYdk1S2HCUnlstmte/ks944y6w5fkz1Act2lCQKZ51kMjWJM2MuC5IOIfLWSTI6UzpV2FHCG7ogSS7pVGXu33iQiLxIzmLJ0qLqzEwpKbV3Su1cntozpZ5301DdyHDN0a4DhRydcPQw/elrTqb+vpwv60fK2EnpkdAMEyVXFTymFqQcmjHPmQbl6phq+8aUYtn2Gdk8p5QX4Z/PZmmonwsIW2rcyQZs5OX3+H0tw0RksQVlmJj9mSmW9TknyIBiSr8sFS/DpKD93QiuccbOwagGPrkXiBMpr2fOB8u0MfUc291Cq++X9eYHc47gtptrnOXoMNGzNOLfQ7keG6s5rhuNfc1Icslnub/gj7a3AxylKsNEnNe+EOlzHut4LikvUa7JcV368o/X0Rd++AjtPjTX+AshuK5L/3n3dnp48yGarUklsaxOqbZmMteG/tpH3vtB69GRgELTREKSqxM1TGz/GpTvuXKYjFUdRXx+fF5sNOe1pJZhks8a2Y5ee+P0w6f2TFG54tCmXZOB76sMk4WyF2ihSUH5M0x0SVp5TW3VdqY/pBaZJEiSi+FMXUsEMAQdr1zxpGlN50ojeG06PFhQa4Og/bDnMKllmIzotdqUw4QzTIwaJi8Q9UTMTOkg8gH3QTIksl4lEzPVwJCjxgYom8lojp1CLuvtAQLGTV5vDRuqDP2FnNqrnvGco3ztaVjDpI4NOZ/Lahk3GdIDk6LgBZ/4M4+4LUTeOlvVMGlQUzIKcJgscxpFbBHpm7YDRzyHSbFkqVTEbmIuuMMkueSDrFJ8a1Fs0yG6ocxcQA0TnixKFaeuAc1rS3yHSVDEWhCy/eWKrWnF6zVM/E4LzwirLwZ4kPUVPG4Qiag5HSLIcyWJIMN+J5EZJlnjtbQgjZFBUhpKeiWhsmydRGqnq2tV59lwDANpHIcJP8eLMRaZPP7053Nq4eQ2+C3z2Q7LnPD9lun4bqBPG2Tg89UwEUXfpcEkmwleQFliE1N9zxgD+0IyTIysOrkxOGblIGXI02CV97mibQz892V6rkyW7VI2k1FR8AxLWIVdX0+SS19gykixhZLlGX7FwtksZkjkSQc5RoRfWDE9rpfADh95vIKo76AkuYwMEyLvWvHvhS3eg4z0rprXMqL+TvU9Wy3gPUkuPoZ0YhJ515mfG9MQJ58H7sP9fV4NkzBDtFyPcN/M5zxHHr8vddvN7A1ui2mMljVMzPFkspbx88hThwPbxY6juToOE8dx6Ts3baCf/n4r7Tw4q6IXq9+vL8nlc5jUrj+PhZYY40ypAhmJx5tYaaTldkzU+pw0THrH1PvQmuNHqb8vp7KQ+NlmJwO3wZzLgorTEnnrpBEpySUzTAosyRUhw0Q5OS2VNXHas1YSUfXZ9YwuOZ8kFzvaCvksnX7qUXTMygGanivTj3/7VPU86sgKBiEzTCRmhkkupxd9b1jDRBVIDo76zuezSorPL/dorrtdZUTI57KqzuBiyfJFCKvx33LEht6LAi6KDJNVo3qEKbeFn7/BgLFYOkY8iR5Hc3IGyW2Z0n9BdXtanWHC/YwNM/Lc6lE2jbgRnR9LrWEijUFh/baedGK3CKrvV80qCnbCI8Nk6RkmRTE/jIZKcunXP44UUpB0nucglQGDcq1fG995zhPnFSrJpZ611mSYPLZlnPYcrjpK5BotLnvH5+nnd26nb/3iSZqYrR5HOUwquvOX8Wem1dZWrhu4Hh0WwQByvPAyTNig3MYaJo63RmN4PcprAeUwqZ0fr7X7a2vbAeXA1+uPyaLvjfYEYXCAGa9TXdelvePzam7j/VSx5Dntg2qYyPV9PpfVgh+YejVMLNsJHWvVcUXRd0Zm48v755destX1jhP8R+StjYYHCyowoq4kV+1+DQ3ktfWLz2HCGSa1vnHWc716IlFqmOTz9TNMhgeCHSZHanLNR9UyulaNDohjZutnmFj63C3be+7LT6Q3nPVM+ovXn+r7Hst1zS9WAufjoPnc21NlNCnSY1YNRro+ZvuIwudGM3Ob1zT15MmiAofJMidKhoncWMk6Jt+4/nH6X9++V21Ou4W50QrPMJH/rm4I2FBhFp4yUTVMhgIyTCzbtyCo2C4tLFr0q/t30ngtbY6jhWJlmESsYaJlmFiOHoklI5nEMVTRd17E1yJxzegXjsDmCa6RjqycLHWHiRP47yQR5uDpFF5UNHlR0R1vxdJQklzGptB7HxkmjIxOCytsq33ezDAR2QqN4HEnziKzpBb1nv6uHTvDJNqzbkbLNhqTgxwF/homwmEi+lvOkOTizAMlPyiK31a1w/UME1/BZJ80Cy+gs/Sht7+E/sffnKUWtV7tFFcb34M2R7wgXjXa71vYqgyTkE2VKvquopHZ+Cp+s2yrTQRvIIhEUURxPL5esuh7daEcLP2kIt3F5kcaJs0MEzNSn8iv3+/LMKnd7yB5P5lNxMZwf4ZJxhedWBFtJPIyBjiqzecsE8+DysjKe5kiYQa9oHk0L6MNg2qYGM+ujFqVZDMZUXMj+HncNz5Phyf1gJeK5ah+OFvHYbnvyLzqRwcmFowME//4YtmOen31WL+20WZjs+dI9wzFWjRnNqsZj1eoDBPpMOEoyprEmRHFn8tlfNfqlBNWUDaT0fpfhoieXav7wffDnMuKIRkmp5wwRrlshp5Xc2wQ6c4T3nj3c6ZDhKLvHJg0MlhQRhnpUK5KcvFGtmZMEFrw/YUcvfctL6RMhuju9Qfo4c2HYtcw8Yw/+gbXbH82k9E07JVhKETLO8i4SCTkO3Lh2QTm2t+2HTrCMhUjfV49kpKljAb8XBfENbZEn2MH3kLJq2GyaswzRDCW7dU+4d8JjCgXklwlS2SYZLOB9WsWa/1KjZUBBpRW1zDh6yidf1EcGXzPlBE3cg0TsQ+JVcPEv68JyzowjXZJWG/K9ZsMnOB7zfeV5ynz/ia19mM7KWl7+Pj3kJ+n/r6civY2r6tPkitGUFFQ5oF63jVJ8IC1vgrIERkm4/OBdSv5WKpw/RKzy351/y6vbUsYR/haSccfO0zCJLlMSTQeZ0tlWwUIBmWYyDE5k/GuuaplxzVMpMOkVTVMbG/cZsyx2ZPkqv5+2cww4bmubKv3fEXf5dhohTsfTLgQOs/T654ep09953664Y5tVLHswGwV6QTQMkyks58zrMXasyIcH4w0fJcqNt375AF6YtsR7feCapgwA/159dxIJ0ZQDRNee5oOhEZwMM9IgwwTPj63MZPJaGsADtbxFX2vXcMznhPTYZL13wcJr0lM+X/lMKm1jWutEBl7s4C9Bve/MaM25kBfjo5dOUh/9+bTlGNIws9isWSrvlYo5DTnzOZdk3THur3qO0ryNJvVpFmfGTO7hCh8vVgWtgqi8KLvkOQCsdh7eI6+8MNHaNPOyQBDv78z6RkmXvTDgYkFcl1ShTO7hfngyA271ATWir4bnvzpBsY5T69abHzFg2teN9t26N4nD9B1t2+lm+/dWfW6u/7FUSPkw11v4pyelzVM7MDNpmW7eg0TdpgIwxKRf7POiynWzG9NhkkyF/6yXd2ISNNrmPBr3d/oxUFFE0jZgQDHWRI2sN0mSH6mnuyA+axmQyJvg6jUsuni6DNrklwZb0FdD9/mKOLGzp9hUl8SKKjelr+GibdBlu3OZLxIfpe866eKmQv5QTneeTVM6kdnc4RiPpehZ6weoueLFG0ZyaUVUgwwHPFifmSw4HMGBUV+aeduSM/wnGDef1506xkmATJBwmGiorXzWS1SWxK4eRXFIs0aJmbRdyLyZQP4apgYcloSvkXZjPc9HkotsfkdNiLzPcOqKckVnGEi/5byQ0GFuyVB64BCTtezJtLXM74aJm69DBO/rJM8LhHRI5sPae9Jya96klzb982ofx+aLGrGe1M2TB4rm8nUovu8vsaOOlW7gcdEIxtEOjv68p50khfF6vg2v7lsRmUn8N9mnzrlhDEi0seOoYE8Pfu4UXr1i55B573qpNp3dYm14mLNyDyg99sXnryavnnB6+mPXvEs9Zp0dhaUJFetGGWdou98TXiNfeyqQTU2SYeydJioDBND2uS5J66kP35l9Vx++9Aev9O3wZqMr/OAYQCQDimWv5MZJtElufRxTEaj5sTzKzMFTWO77biak3lQyImYRd/lc2aLTE8pf8HnfFSAw0QW6+YxQq9Z4B1T7hXk62Zf5La6rjRaBWSYhGTlNItZ9J0o2hqdf5+NKJEzTMR1aqqGSV6vzRgEXz9VvyoB602ZIZwXDlhua59aXyDDhAmrQxoVafxUY41l05HpRfriDx+hR5467DtuvBomnnGZ6Qso+q5n3uv7IrmenF+0AudedhyNDlbnkjj1LUye3jNFW/ZMe+ewhP24+fzmc1mVLVAKcZiE1T7iOSufy2jzBdfnIvJsNYV8VgUVmhH47ahhIgMBGXM9umqsamBWRd9FDRMiL9hgUQQSFPI5zZhrXquoTuhpkUFC5Em7bd8/E7qWk2sPPeON12D+4uxEpDl7mEI+q+R5D00W6fJfbqBv/eJJ7fdkoJVZ06y/kFN1DDWHiXH/FkqWal/cGia8TxgZzIsaJv7raxZ9J/Kyh6r/NjNMPIcAf5YDbqI4TLSgngD5TylXLNe4nBmmMkyEdJi2NwvYa4RmmDSQEBvqz6v7zFnPhZxw+tkOXfbLDXT1LZtpby2DzcvuzWh95kRDNSEKYetFM+uJ10hDRg0TZJiAWDy8+TA9tXuK7ll/wOd5DMwwEQtNWcOEB4k4aYPtoFEEM7dTk02x9UJ7jRwmbLzTMkzEg79oDNyW7Sony+yCrrvZdA2TOt/TJbkcZUyUm02zholZ9N1zmOgyKNxHIktyhchaaXJgSZXkkk6drjhMvE1eeou+e5vCoKLkapOQUKdZJ5FasZ5Bro7DRGmmV//mhVYjY4AslBivhom3MM4G3MsgzDkkqnSA+b16Ee5EweO+Ge0tN8jy2TblftRYZ/szTOR47aWd1zc2ctSdGc1uviY3djyPrt9+REklVETUzPCgPxKoem7B17cgjMtEUiZAn6950S2vnbkRlNF8eoZJJtQxwIbbUsX2MngCMkx4TTE27Je9MY2FZi0BU05LEpRh4hV99za/Uh9bKyiqHCb6htHMsJLPQ0VskFWtmgiSXEze2HgQGUXfS/p5egWkDcdSJhMaXSZ/91HDYTInfqte0fdt+z2Hyb7xea1PzQVE/e0dr/bn1WP91WyOAd05QSTl70QkrinJVTvPwf489ffp/Tooy8isYZIzapgcu3JQ3X/ZppHBAmWzGXrfn76Q/uTVJ6v2yPYthEhyEfkLnAdJuSpJrsAxguUNqr91aMpzmPDYJJ1Q+VxW68eyffK8XrRmNRFV69T4M0zqj+thklyy/XyNBoRhKEi+QyLre2jtEcYVec/k/FgyM0wcV2WYrBrt1wq71iv6LmX4vAKrFdUmNpAQeWNQtTZCzdHQ7z8HaUiVm3zdaB4sySXnqiCnSljdl2bhazPQ5wVGRDE0ehkmNQNpxPZIA3FFZHg2bKfmkK4fLGI6k5MQoGM5/vWeI/Zl3FZVw8TMhFiGa+bSEh0m0vjJ19d1iR7afIg2756itY/t869Z40hyBdQa8nT2/fv+fE44y9S6U//9IFkuJX83XHNOyuzksk33bzgYOeL+dw/v0f5eyn7cbPvoUEEFv/B1NPutv/5ALWNAZG1mMvq8zUZjllyUGYuy6LvjupqkWiscJo7jqmCbsHoTfXlvDlYOk9qcyZlNgVKVBV3W1u+8i9YXOYCCHe7sCJiYXQx0mORzGW09LQPibLGuDKxhYvvn9Ewmo86TnTVF4dwgMjJMAhwmQb9lPosyUKSRw+TgxAI9+rQnPcv1+YYHvKCdKEXfiXSHiZdhUnOYWLokFxHRH5xxAhH5a08G0aiGSS7rSZhJid5xI8NESoVpe4AgSS4jO5Rp5ODJZr31+xQ7TERm/Fyxohwp+2slHLQaJjLD5JjmM0ykY4/IGzvYyXXCUUPabzQKYIsCHCbLEJ5MShXb9yA1LvpeVIs504veLXiy9Q8ztfct/6Qt0/CJ6su/lCu2mvj0DBPv8TFlKCzHUddnURS+rP52cxkmYVI4juNqEZ5ly9Y8+bLIcD1JLl8haTZg1I41oPSN6w84VoiTRDOaJ3ThH9beTiEzTHwvpgSVfimLG0o5toA09OWK1FVvVMS0+p6+Ocsbz2qj7xHFrWEiMkxEZkTU3yKKk2EST5KLx7hjVw2q1wZNSS6R6i6NMlkhyUXk3Qcelzgy2dzA8JjvyzAxzpnnxGCHifdsF7WoLZsmZhbpqz95jL55wxO11zyHlVmcr5Ekl5dhwlk21c+ZG4TADJOAQs5Z4cCVGyavuLl+Ddhwq2V5yhomeU6/r7brOSes8J+DWR8hLMMkwFDgORcDir4LIwfLOdiOW0t597JniAKKvpsZJuJPLcNEbYKDn5dASS4xX/O1kg7O8Bom+iYnkyHhsNF/X65F1j19WI9uFU4HWZjURGaYbN07o71XKtu+Tf+mnVNE5NXf0DNMausKzjAR2T+6JJfnQKlqSutGmSCjQFX+RDfoSwcaZ5cQ6UXaTeck/z6RX5IryGFiMjxYUL/Jz+UrX3AsnXD0sHJiSPwZJtWN57ErvQwTFWlbG5N8DhOVYeKdi4pwLfnvUSOpVVn0XWtrgKyHKnocpYZJSD0O6eCQ45Hsr0GF4tmgtnKkX61ZpeFG1XbSJLk8Yybfz/mipdq0WmiDs8FSyzBRklz+dY7MMLEdV5PvCJTkKls+575Jq2uYaI6IfByHiVFXoYkMk6i/JT+Xl5JcDTJMlJRkAtbR3l5LX+/xnNNnOEyQYdKcw0Su9eZEVLkcg8anquuexbKtOQz5tah42WnesftkZrMpA5rL+uYScy8UVPid28RBm5btqt++Y91e+vZ/Pkm3PLDT970gZyQ7ZLxafcHX9TcP7abr79ga+B5jiXX4c565gv7wrGeq8V8FmTSqYVKprs85O3VowD//8vw8NecZab33quOv61bntlbXMJFzjhyPpSTX8GBByyxyXdeXlalJVQZIclUsx2eTizqm8n7JcatzDK9PJmZKgQHBQVnJ1XMVRd9FcXbNCaWkZ/1ODyLSahsHSfIWcv4aJv2FnJpHZSCZ2VfkuRTLVl1n++U3bqBvXP8Ebd1Xzaaa0yS54jlMVomgCeWYyHGGSc1hIvrDH571TPryf38Nva7mOKmHWasviMGAscmXYVJrlxkUElz0PSTDJEJGzEjtO5O1QO0+kVF/eMor0cAOHb3o+9IyTGT7ZN/goHEufP/Wc9bQFz/wanrZaccSEWnPWLPAYbIMUXqRlYDaG0ZnkqnhRNWOf2RmsSbLUf1sq6KcmoUffFOyxHxfK/ruuNrf5oRycHKBxmuDPm/Ec9mMtjnOZb0oJ5+2uO1pgZfKdtNpxbKNYUbR2YWyZlMvV7wFuFb03TYyTGqfkYYlIi+qVxWk4xomHF3dwJGgOR1Ew1JR9D2k5kqncFSGiWegTMA+LxZBGSZBjqgkRPx1E9f1aiiFZeOYmM7NrLHxCkOO63HSmNkgI2uYNHoszDkkeg0T/XP1JIHk7zzr2BEa7M/R8EDel2EiDUvyEmUzGa0YOB/L2zjLDBMRERxihPZJcpU9SS4TubGWmYmlStXY5xLRVG3x59WQydGgSIUm8tK0QyW5zAyT2jkWTUmumSBJLn/GAjfbFnNnPhde9H1OZH2YWtaFXFalTDOnnuh3mJiOG58kF9cfqVfDJKM7e/gcqudZrS/A92m+6BlWeTOsir4bxZgZ+XdZGIf5+2HzvWX5n9lCPqMZcomIiuI6Fg2HiYwElGTFeFKvTt18sULbhPPDvI5BWRulik17DnsGHe4/Y8N9qn/OLlTowh88TF/68aPkOC5t3jVJRKSk6eQ6iv9tOdXxUI2JIsMkl606vbQMEyMzISgjLS+uA18XIm8jueZ4z2Eix47hAINNXslL6o6soNo7JtmMl8nExrRXvuA4+tx7z6YTAnSczaLvmiRX7ffYQMLPt6rnwzVMAjJMlHRUwNq/0ZqMHe31ir6znIQmPVK7P+bzzni1AIP7qVzDEhnPmzH22bYrIspzaoysSnKxIzSjjkuk68ZLSS42zBHpGSYrlMHSk3nk75S1moOeIbVfBFfx/JvLZQPrkyyWbW2dHuR07zOc4EtFBljF0frm7FEvwyRae3xBFRH3RFqfaFAjSmXfGU6IbhK0NrYcV+21lGPN1YMSGThMGt/DxbJFH//2fXT5L6tyQEpOe7CP8jlPNohri5bKXuAoO/6kTF8jZL0Hpl8Yks3apVrR95AMk/3jC2RSCjBwsu2F14tHpkvad+58bB996KI76ek9U9rrs7V5nQ2sQWsU13Xp2tu20E337tQM4Cb87K4a6adP/N3L6E9fc7KvMHPYnoCvGNcJDJqzGJ4/pQwQIwunzy9WDBnY6r8PTCyo4KC4yH4XVPSdiGh0sKACqlzXC8AhEpJcmlRlgCSXEcjLn42CDDBbLFlqnrEdV2X4Sswgm6Ci77lsxhcwxO0k8suJ8jwna+MFyaMV8lmfYb6/kFVOASmT5V2n6rFnxLzsuvWdm9xXnto9RUR60XdZ38ykkSSXWcOEz8uUMl49NuDLig+inswbY96HhUXvHh9VW594DhNDLSZg3uC5eySghkkjRmoSeVy/uiCcftLmx+OGJfYpI4MF6i/kaGSwoAU7RiWf8wKe5HprutYvVgxXr0E2k1G1lKrfk89mc/MoHCbLEB7EyxVb09An8i/A5cKWH8aDEwvaBNj1DBNj0e57nxcs4iGxDKkV6TCpWA599rsP0ue+9xA5rusV9xzQ00SJvI2Lqdtt2a7azC2WLT3DpIkUdKJwo6jp7CkZMgiaJFdAHRFbGG2JpCSXq32OB9JG2SF6NoF0UgX/O0nIPtENg76rjHzkk5FJC7IQsanVS+Td+244pJKEFkWqFX0Pv9/S0Cv/36ivyn4dy2HCC/58TltQR/0tovo663vH5+mGtVtpYdHyGQdmGkpyVY87PFCgT77r5fSJv3uZz7gko0rkNeJny5Qf9Ir4+jNMZAFpX3R2iO5wkLFLOmqKmsPEVpJLHKGmotBqNWSCjJ9hAQuelqu+qDc3GByRPdQf7jDJSIee62oZJuY1ZKTxvVSTCZDzktzwHrd6SJO7ZMzrZ7ZrRNRtMOdU6Vzkr3lF3717mslkRNHQim8zOCCi8uVxGfm7MiMr3yB6MyzDxKw5UzfDhGVnAqTLuK+YjseKsQHdsH1CvTdnrGOCnBA7D8yS47o+R8HKYa/I9rZ9M/T0nmnauHOSHnnqMG3fP0tERKedtJKIKESSS68XlM96BuWc8f9BUSA0niRX9d/sZJAZJjI7TWqmq+8aBtqwou9h8Po0TJpKYkYGKkmulUM+hwkfb8RXw6Tia9+Aivy1/GNYA2OsMv74HCbi+ub+f/b+O9qW7KwOxWelnU++Od/bOam71VIHdauVkIQSAoQAW4CxMWCSLYz90MCGH37PDwfsZ5tgPCzS88MBA/az/SQwBiSCEAIkNa2W1JI6h9s3nXvijpV+f1R9a31r1araVfvsE273+cbo0fecs3eFVavW+tKcU0WYDP1oPMIkfY69gY+PfPIZQaGhoC95wUQTxQXkeh5EsUhQeq6tcKLr2kSSoiFW4iCaj7ROWoAifjqTUgeGkdQENCJMWCKVJ2qpYG3bKuUc/X0wDJSmJCPCxKO1JZ5KIUBZlytwfYsu1S1omCTfK1kwEQV3h4m+m7+rI0z2QoMO18rhFKw6wiQmFoeXCcLkymofv/H7T4qkVhXjc6PMnHzu4iYurfbx6S8n6wjtYbNtD5YltTGo+5kLKXcYsrAsysREyeWxAik1vfDmBokuUhEmtI6ZECY0FzpNV3xO5HJy0MOPPX0VvWGAT39J0hLFcYzNnl4wyb4b3GcuKjQEhuS50NfL1TBJO/jZ3jTyw4zuFjeibKVCFx9jQN3/9CT9YBTgx3/pT/ETv/LpiTRBVcSfbfx3p+Upe9zIl02zNa1gMuAIE09DmBj0dH7nz5/HL37ki/jFj3wRf/a4SqNK3+N+4mAUKj8/e2Ej852Mz5gj+i4ahpQihnlPr3vJc7vECmxK8UqLG1QaO8dYnKHv0/Nd0/zZoniW/kaIaCH63iiHMOHaIVQwmWl54nnRmBEVpd7gVdYUWtPcgklaTEqvjYoV7YYrxu3koQ6WZhsCtVws+i7RT/w56nSyJjuZIkNEYyBDmHCjgonQbUspuf7+X3kN/t63ZeP1MmZZlpHGdVVDmOimMEoYmtXKWDlPf99eViaQDwyJ0Kw72OhFGYeML97znRpWNoboDQOFO7isk7xdJhyJlgdczf6drpW/JEGkCrXz6nxvGKA/DNFHCN+PcjcHINnsesNslToReU/+PRiFSiEqRpLoMIk76VZG9H11U01qjPSCCaPk4oEYfSZmiSWAU3lEovMD4ILHxYuNSa9C//01gTDZhWtUKLkm23t33bioKUdA6HQ4uzG+e8n42upyIciCceEFNYDTxBQHkvx9q1IwGbKEfVnx1AxqsSAZ8pE/fgZ/8oWLWJxtiHtp1V30hkFpSq6aa+PokpkLVUDkg8hI0eQ6NkYsSBHFYep6Z39zbRWtxy1DyZU6/HnOr+NYiII4Q8lFCfE4vRaRgHclFRF9Ru/i043WcXIUBUXk0Jx05zQIeqeUw1EaGsJEICI034EnsAd+wstPo+S5tkJpecPxLLokOf44hIlKp8U7wuiRJMVnFb0lNAvS47WbHta6I3T7foHoe0rJFec/e5Poey5ljOE955Rc5K8UaZjw4jQ3x5bdVXp3KL03pw538OSL60pwS6KYZBuGIgQhUm46NY8vP78q5uNMy0N/FKA3DPDUS2vi8//+d76MKI5xYK6BA3PJNeVRcvGx4gVKR0tyt+quCJrGU3JxCo3k+1/7+nO4sNzDWVYwGYcw2QolFyCTynmFA268M9APQqykRc1DC03hS4qEcLrG6Vo8pm5dKnYEYZzpXB1LyUU0FZ56vyb+bdlJGyjvhMmoG3t1c4Tf+P2nMN+p4e4bDrJEnCUQt9wfBeSzb9aSPSMMI6Vzl55ZfxiwhiBbHDcZi0ihING7m2s1R0mkUmE3ZAiTptCTYggTlkilIH/oh6J71rEteGx9m+vUsLo5ShEm6nd143PID6KxQq3jzFQwmYySq2RXvu4jlEWY+Hx9LYcw0XVBdtO4fg2n5CKfWRd91wtJ12rB5Hc+/QJ++8+eh+fa+JoHz1b6blVKLkKGjfwkUU76o7xgPQoipWBC49qouXBsK/EnRqFxH9BNb2ICEh+zlp5HMFyIuMiGY8fKd+lvhxZauHi1JygYTeNQ8xzUPQcDxlwhRNM1347W7OcvbSq/o/NSp7xpXDkF09UNtWDSHfgCfSDYLNg+wJEUiS6c+u5x5PpwlKzrQz+SBRMDwoQS1hev9jPnA5I1aGVjiI2en0nSr/d8jPwII3+IwSgsvWeT0fhYluqDct+i0/REYTxG0pii6341GCWXbN5wjPSQZC9c7uI//M5XxM9//NgFLM02lGYPvbGlPwqUOO+ZtGBCcxsopuRSRN8NcUaeLhnpyl3KoeTilIqWZaHuOWLO1j2JCO0bijMzzeT5rnfVomt/GCCKYqx1R0pjQxxLH+epl9YxHIUiVzbb9qRW2UBS7f7b//F5dJqeGDseTxw7kBQJDi+2xO90FLcJMVrGTE09ukm6wOTarmh0XEDii/6T73lApI6KNEykho6DmueIcS6DMPmq15zExx85L37mFMTcBMKEib4DwHEDqrqK1T0Hw1Eo/I04jrGWzou5nIIJ+XtAsibUUd1n2keYvAKNFpFRIDsrqBOrSAiSEipDX6WY2jMIEwPvNMAQJhodld51TffEURGJHogMwHQjB1cXWwsZwoTzVYrzl6xw8kJLHhXWmr6BjEKR1HEZ7D+h5DIgTHRKLsENrNKWNViwXWQqrZW5ALF3NUz2BsLEssAouXY/0KtiXOyUb/40JyloHEft9nK3PIRJUeJKvKvUcV1S9J2v6/2SnXOATADVPLu0hkkGbVEQ5FNSfbPnCwfuQOoAjkOYCKfdy3djJO1KmKEzA2RXHB1LNBDUSK8pVpx8R6PlIcsTaszroCHHMYMwGfCfIzb+ydpLezBPGOWKvmvi0sQ73M/RsClCmNis+BlFDGHCUGRZ0Xe1440ne3ihBQCuN9Bx0ef06+Cm02lxMyNMkv/rWkAdRmdE6xJdH+cO1ilK+XkAuV/XPCeD1NTNlPziz9WEMNH9DD0pSGYxOPpad6T4aDRfjqSBH6fx6JZAmJDg+7ljswqkfqZdEwkmrnFC3MI3n1oQvzNRciWd/gxhwvRHpGaTLb4jKLmCfEouTn0DyPXyLfecwAfedqNCl6CLvpuOBch3v3LBpEUFk/GBGi+2XV4dIEaSdEkEdbWEvqDkksXDwSgU9G0KwoQFw7T21gVyuHhdz0OYmLojeWJIvBM5913T1m9anzhNFAAlwUxGc1nQuoUqio13ZUpNFEs5Lu/qdR1LrP1kdc9REqdzhDBh/nSzCGFi0zpsp/cni+kcYULCrZySKy95wsfShOB88vwaPs+QY+NMjpmT0VAqMh3dz2nKCs+n0wSWRaawDmVnzPqqJwb3AlKb5gunTAzZupcVfdcQJns0bhpn1Nm90S2mWTWZSmc9/hmSEDGQ7H2CkktD+NF6xjVM9DWjjEl0mu6bSJRd8jmZNNSbKej/tLaYfDSRfE8TnPzYI+HbBdp3kp+fu7gh4kgaj5pnC1SlqWDCiw7L60Pl9x/6N5/E//nvPg2AJcE5JVk6hjFUBA8ZzWvXthhSNCykuSTaoQtpMUn3eej5bvRGmST9iP1sQqKOM66rxk0vmFiWJeKRYSARJkRVZRR914rU+jtOxa75Tg23nVlAFMf48P/4vPJ8dJaR/jBU5gJReh5Zksn+TMHEKPpuZxL1dJ3JtZs1TNZYE6+pYEJ7L/cl8hAmNLdJV05/N/rDEP/xd76CH/rZTwjqLSCZd7RaXF0f4o8fewlBGOHAXAMH55sZhMkLlzfxp1+8hN/7zItivLi/dPOZBXzv192O73jnLeJ34yiDy5rLi61jKbmS+1/WBN/F95WGQHWPDKMIv//Ii7i00mNoeFu5zzIaJscOtHHX9QfEzzXXVpo/yHT5Bld7fyY1QTOd3kN3EIh7JEou3RzbzlBwV7X9gskr0Li2Bm0EBLvTJxI57pbFuqh8FYmyVzRMZjQuPk97qfhGFIZRpmhBHc18c/eDKLeaDnBKrizCZMTGOYPcKUlHpF8zQHyf8vdrGsKEU6FkKLmUolF6PC15xClWuINanpLLjCq51jRMdqMjjUbWguRp3JsjlW+8O1LnHudd5q90Si7+Dih6LwXzTn9XyQEYV3zihc9JKLlqnJKrJP0XOcNFPOs8aKV9hDpmRn5UyN87ynHauakaJpSsYH83OJSA6ihzPZI8hEmGd9iX3zEZBV66uCFPjo802D4gE/seo6nJ1TARou8awmSkIlTIeMLYti0F4GazAm4Uy0K6xxxllc4wUotBmhC469pKoeuGsgUTrdvasiwm/K4GwlzDxNKKfbKomyabWXc+3RsFQw1WPDMlBPnPXMizqLsrOZ6hYMIouYi6U0GY5GqY6IWlBKpPQeEVRqnh6wWTdfk3XcPEhNp4/mLSrXj26CwOLcgAfKZZE+NIFFzcbj49L/5Nc811ZMIkDCPFt7CZZgk9C0rwzLVr4nvDUZR7rRnR94KAVkWYmCi5JAIwjmMRuJctmCykwuEmui/dXFaEpG7Nw/NNWJaVOV9NFEblnOv2fYH84e91gmCyxGcASdM1Lhk7ZNog3IyUZ0z0V3Qg5xS2D8w38eobD4oAfBSk9H2h6neb9kfan2hMwkj63Z5ji2c6GMqAmpI1PGnJC6i2bWkJBBvNuos33nUMD95+RFA+kOYOPz9P7nLaP0DuU7xgwt9b2ve46LuTU3C3bflumHQnf+rXH8X/9Z8fMXaqm4yPdVlKrohRLPICY5kGOj2GKK9hIukEdU2hzPXtQYQJpz/m85nGuqYVd3TEzrWKMCG0gq6fVsaqI0xkPLy2ORL7wmxOwXrI9Y0cW0nalolRJDpN3VtkElxtxDRpO9L5qemTmjOU60znQt1zRAJe1wjRfXvyXbuDQOg5EGp0plkT75Dp/eO+98o6F3LuozsI8OKVrkKzyjvMOa3PYJgtmJCflGjIyeI6+TdNE8Ik3T/punSkJj3fte5IaSLyg0hBy4zTRjRZkFMUs7WCSXJdskFJUDulc0oVfefNNbx4nzZNpsd98XJSMDl1eAbf/d7bsTBTx8WVPn7jD54U59bR+INRYCy68c5+ffxM65HjWJlEPV0nYNIwycZiRtF31858vu7ZGb1AQM4VPb9HliCakwYdXjDRKfX+xx8/AwC464YDsCypVUbvzHMXJQrrxSsJJR73AyzLwv23HVERJlo8ohfUyloZ0XedGk0XfC86Lo37XzyxjP/7t76Ef/+/vqKwR9Bz8Fy7dNHnHfefEv/2XMfYUB6EMVY3h0bavq2Yrl9IVI/thltIectRxZNYpav/zd/8TXzP93wPHn74Ydx1111473vfi1//9V/PLOy/9mu/hre//e2444478DVf8zX42Mc+ljnWxsYGfuRHfgT33nsv7r77bvzNv/k3celSlptv36ZvXMMkgzDJUHJJR4LzxvEiyV5BmHSaKhSLoPP0dx1hojsJa2nnhc+SX6OgmJKLHJcMJVcUy+6PIMos3uP4osX52TiTE/2vfu1R/N1//cciQUTdBXWBdmEFE94BHERK8p2eNcURnKYGyKJw6PlXEX3PQ5tMumBttwXKte/8NSoaJiCEyY5fxpaMi53q3OMKgmePFs12yngAZVn5yXjlOxMiTCbXMJEJe54wL3OulqHrVjcKfgajQASWM4wLuAhlQl2pRQ6SsWDCnNxsp5+aAAPkeLm2dCb1gncWcVKc8KLAi/MCD/1QEfXmQRXR1giEiSfXdfqM7mgLhImGoqHOSS5kDGS7+rjjnIcwUSik2LzVtTY4wsRJNVwocdlpeiJ5r5uehDAFE0J/REv2qwgTde6GLCBUjjHwZVAnKLlkINBndBbiPEwXhf7Gg+C8/dKU/HKZtksQJr4HP19Gw4QKJoZuwQRlkgRTnJaL3jMK/K6uD8S+Q4LhNF6m5AL5G4uzDUVUcbbtiUID+YQ3p5olyb8lwoTmWs11mAAu72xU10RCyb751cfxdQ+fw5tffbwkwsSsYWIyjiJoGxAmLksoDH2J4i2rYfL2e0/i615/Fq+/89jYz9K7G4ax6HY8mKJ5mjrCI/2sZVlCjLM7CBglly7qmaKpqGBSshFmwDqclfMrlFzqO8O3Cp1CRXzHsvD9X38H/vq7bxHfUWhBCGFi2B/pHWrVJZWRgjChpAgTdqZ3hReleJwDaDRmKQXZt331zfiOd9+aWXcByXWeR8kFyKI3jaPDileApJwZsOJy0Xz1GN0kt1EQYaPnI46Bzz1VDmXCCxFlKbk41Wa76YoEXxmKZj32Kq1hwjqUx4m+70UNE5WSSxZ8hIaJRsmlN5vs1bhpnNF+UMX3JKuqYbLKdFLWuyPhQwqEiVa45TqlriOLpb/36RfxXT/5cfzxYy8Vns9EyQXwhs0UYWLQZKLv0tpL+04Ux8p7zbu06zUnkzAUlFy638XeRUIqkH5Jp+WJBKLpHeLf5QgTnpznOQKFmtGy2HoXGDSLaA20ZLd4EAnKURMVmu6v6glaer5XDBSkPEe12S9GrpvMpFND16+fn8ccOgpVFX3PFqk52pH2IEreH5hroNP08IG33ggAii5NpmCiIUzITqTaE/w6yfic4pS19Vq2iJGnS2YumBhE3wlhwgsmNUfRHCMTWpU5DDL9YSDe+YtXZYOAnnOjQurdNxwEgAzChNPWkTVqxb5dmfikjHE/oKzoOyFMDsyWL5hcTBsozl/pinGtu454xmXQJWQ3nJjHrWcSn/7IYitbTExjiMurfelfTTg+utUYigsAVtP5P9cxo0vIPG08qlqlgskv//Ivo9ls4kMf+hB+7ud+Dg8//DB+9Ed/FD/7sz8rPvORj3wEP/qjP4p3vOMd+PCHP4y77roL3//9349HHnlEOdYHP/hBfOITn8CP//iP45/9s3+Gp59+Gt/5nd+JIKi+oe5bNaMk1TCQmhaiQ0pHmDCROs6ZzgODXS+Y5CBMSCRMcoiqCXv9pVlPF1SFkovdqxFholFy0SLBuZSB7CZdFmHBCyu0iX3lhVWsbo7wuSeXAcjqKiVHKOlB3XKiEzkD71a7qnWESeLIy84Krm1SeM1c9F0pmOz9ZHmYc+07ZVzD5JoVfWcdV9yh4EkQ+vmVbJy6LPn/+MBeoiTS7zDh0CJTKLmG2e61PBNOleewhHnxd2htI4e/SPRdQZgwWhAKPooKJuO48QHZ7RUwDRNF00AT2OadnvQpLmyXl6TJG/9xCBP+rRETfU9+ZsX6dJ9pGxAm9Cj1znNar0XHWyDHGgAWZ1TnUu/qczQnnlOy8aSkSdxcL14MfSkyTc+Lrvf643NGnn4gC+E2BROC91gLkBSESfo7nZKLjk9d/91+kBF9t21LSXbmIUx4YodTa+UjTLJzxnUshSbOhFzlSTQ9KUhG43RwLqtjQs/u8GILlpX8TF2n9NwOkC+hvX8+a/6YaXk4zCm5WrVMouM9D57F9cfncO8th0RCGJBzreZJylDukwkqLpEsT/4/36njPa87g7lOXcxrXcPkAOu4y1Jy5a8Viui7ScOEFcCoe5MnhsbZ4mwD73nwrGjkKTK6Zj+MBEqA6M/095wnjtpM+DZPQJf8+M0BFUwknVWR0TjrCBNerKPrNgXe48aJr+Mc2S0KJtr+yJEhAmHCqHA912ac6AEup2LBRHvDkVy8oxZQx4x42cX9EhUiL5jUiii5VNQNWYKgYgiT9P3oDwOlcJhnOi0FGV97H3tqOff73EYskeU56p6YZzyeqHkOajX1fXzq/Dr+/f/6stLARTaxholJIyoPYUK0xHsJYZJHyaVpmNClvlwQJkSJNEnBREGYlKCy5gWThJKLNEzSZhPDHkDFY07J9cnPX0AcA//pd5/I7MPc8oqbeqNKmFMsA+T858hGnvDlY1D3VFQGwCi5RoESL/JjPJcmhMV4NL3Cd52f8ypDmKyzJgqe4NfHlZCLHGVIRuuNzfJK40TfdeohvUmEnm9Gsy1UKblMTSD9YYD//HtP5K6XpqIQoCIMOppGmV9QMBkw3Rwu+h6EkfAXOwxtBEDov504mKBEOKJaj5P6o8CI5jp+UCJMMuiQmrw2jsBuaAWTOI5zc2ImwXD+PZ2tpa5RQTVZgwOZyO/lFEy6A18UjC6ucO2U7P236q5As5Nv0Et9uecvZVHR4/Q8MhRtE4q+l0GYNLXnUA5hojIoEMrs6sZAzE3PtcW8rFIwAYAfeN+r8H9+5304eaiTeTfOHp0BkOjZhDnvz6SWhzAh3y7PdAruqlZJ+ejnfu7nsLi4KH5+4IEHsLq6il/6pV/C937v98K2bfzUT/0U3vWud+GDH/wgAOD+++/Hl7/8Zfzsz/4sPvzhDwMAPvvZz+KP/uiP8Au/8At46KGHAABnz57FO9/5Tvz2b/823vnOd050M/tWzsQmy7qumjmUXCrCRHZM7CmESQ5kjyCaomDC7o1vTGRrgpJL7WDzfdWZ5UabY28gu/V6Kfx/WLBJl61wmpIj9N3Hnr6K+287Iq774HwTL1zuioBJpzLI6qioCBPZtS43b7WTuBz9T1SiSFKWkmynLQ8Rs1PGNUzkL3f8MrZkAQsMeDd/FMW5FG2vRAv15GAJyisuXM6/M24s+VpH3WvjnCO985HWs3Hnkl2/MokUx7ExKa7wSLOupdm2h+X1QSHndV6XEzfRqc06jy0TwkRDIbpp1xfvEnMLaNPyxiSPs9WUCBsFkaLDwREmdB/ULV7znIxj3aq7Cj9zLiVXej8LWgCqB6nJvEwDWyb6nhQ+pV9gEn3X9UT486Uxv/eWw3hpuYc3v/p4ZizI9HEyBROmrjRAviuWDej6O7pGACXINwe+6Lrkzn2j5mLkjzAYBmK/dB0LQShpebjvVEb03ahhoiUsya9oNxJR6zhO0APzHUe5R89Vx4WeFSFArqwySi6GAFuYqePq+hAr60PMtmrCdzi62MKllX7GbyEUh2MnlAYcYTLT8jJ0UycPdfAj33pP5j45wsRl76guDukKnyT73OuMIhaQVCMnDnYEBZmuo1WakstAmyUTnJI6r1l3cot9WzGezCdKrkPpWBPNqkAzsfWv05AFk35afNUFdInagTSGpDZdvk/G6Vl1DRPXQHlm2xY811ZQZePoKvj75geRQvvHj00+JfdnORc//d5zbbE2dAe+mLsnDyVdtrLQKxPWXCOHTN8n6T64NhchWXgspDci1XUKFEfSatVcW0mQCYRiwZjp6zoZR6E9/twqgjAam6jgY102qcD3JjsV8OVCrB/55DP47Feu4OzRGbzu9qPKd7MaJiXjIa5hMsb3ySBM9kDjEUcjqBQ46rucq2FyjRZMCK2gMzGUMaVgUiJuXGEaJqubQ4GooCYck78oCiaOnUmSbvZ9fPRPnsU3vPG65BrCCBdX+ji21IJlyXU4S8ml5lRkUdaGS9Sg1LRIdIFpwWYwCjEYBiIBSGNgWck6KROG6VqYniOOk4ZYWr94DkIgTPoSYSJpJg0FE/ZdLvrOk/O+liPgluRL/JQO0Vz44/vCyJe+tkn0fX6mLgTVgexzpOd7mfk6dC4+h3Sfxg9C/PRvPIrHn1vF555exu3nljLnznvGvAGD1m+J/AtF4p/yazS3RqNQ+DY110zJ1Wl6SgGAGkEoBhj5kVjb17U4aXVzaGSmOLrUhm1ZiOI4U+Di6BeOwNaRDWEUi2PnoVS40dhzOm76nq6dQc+dF/1pPzHpygFJgYyez0VGQUlNLdxXetX1SxJFyug6ozg2IkzG0a1mEEcTI0yyKF3ddC0ZoWFSgZKL1sY4lu9BzZPrSRnBd251z8HRpaQIx+dCu+Hi5OEZPHl+HZdXB6LYNWlBSTe9YEyyBPM5gu9kZZtB8qxSuYcXS8huueUWbG5uotfr4fnnn8czzzyDd7zjHcpn3vnOd+KTn/wkRqPkpv7gD/4As7OzePDBB8Vnzp07h1tuuQV/8Ad/MMl9XPP2lRdW8bHPvrgjAs+0AMWQnKLk8GdF3+XCqSBMuIjobmuYpE4lp+RybIuJ1KcOC3O2TJRcJg0TTslViDBJN/o6Cz55IJPZpMsWTLSO/DiWzvXnn76KOI7FYkHJC+o8kJ15KcJEK2zpGiaUVOIi8QFLcpXtZs/TAeGdL3sVWs7vbVc0TBjC5FoVfZciiLZCq6Jr4uzVObBTpneg6gmhaX0HyBY5y3T68XW9xrhNx81HnZKL/043WTAJlHWWd0rn2TgxYTqWfi7u1OoQXaUQkH6X9kjHkbzp+v3k3V8eZ2teAmu1K4P9BN0ou9AAmcj1nCzXLCVCxb0xbQNABtV0PxxhUmcUUmR8nHhHbBwz0U5Xosj4XqU/t6EmrAoACzN1fPs7bsapwzPGsUiOXwZhkoyJnowRjQBMBDEj+k6UXFzDREvaA1C67CK2vvFj6QnEcQUT0z7qOipih+6p3fTE+8S7XXM1TETBJEvJxRPKB1KfgbrVyHcgcVCd5or8GBI4PVSAMGk33Nwg99ThGTTrDq4/Mack3MmXE+ubRsfETe+wp2s9cUh2USaJSR6MFhRMuOi7CWHCEpxEnVdWv6SqKaLvK2rBxLJUjQ2+xnWYnk+egC51/nY1Sq6i/VjtcNYRJmY6Cf65IhQgmWVZrAggaak8bQ7Qe0NrkAVVZ2gk9gVJyZUkl2I0ao6Y81z0XV8PWgUFExPCpCMEabPvJs1hveHKZRomrYYrkmqDUZjRPzEZHc/3Q3z5eRk/ckTH0A/xlRfWco9BpggQl0wqcL0m/n/eBMH/zy2jaVCAQiXTO5S5ppDJ9qSGCSuiccQUxab6teox27VaMKEYfCKECddAGHP/cRwrGiYXlnsi7hQIE0NSl9ZC17FRZzQ8C6mP9Nt/9jyupAi1X/3dJ/CjP/8pPPb0VQD5lFw1tpYpn2O6WnoTpCqynUWY1L2kQK+/a3xe0BhHcazMH9Ie20jZLmaaNbYGZt8NPu79oUR/cJ/AD0KB+nG1pg2e4M173x3bFrTmo6AYYeI6NuZYQlTfUwi5yTXZkmtUNUy4b/rSchc/+18fw+PPrQIAVhj1GDdJUZXvj9IeQPczGIZiDGkf4igOTvUuKLkYylanoCLULx8bKo5TEYt6N/LuY65dE++Bvh812LVxBDb9nu6Fz7UMJVctu89Tgl9vKNKvoeY5Rnpd2mc7ORomLy3LIslGzxf7H533xMGOiIGIjguQvlsM4NkLG+gOAji2paAUxiNM9ILJZAgKhTY2pwGHa8kEYaRQ4+aZq+3lqxvZeVH3GCVXxYIJN4fpXh6Ya4rY48pan2kATQdhIn3/9L42y1FyjdOVHGdbvvpPf/rTOHz4MDqdDp566ikACVqE23XXXQff9/H8888DAJ566imcPXs205l17tw5cYxXmv3ybz6O/+d/fgnnl8uJ9E1qcawiH/QNSp9IfOFUKbn2BsIkYt05HGHSqElhNBPCJBEYVZ2ENaPoe1jYyUwLMY2jDD5VZ2VDo+QqS0nFNxne8U3X+9zFTZFko+QFVdZpU6JFQofu030KR07XMNE6PgVV15hAStEwyfn3XhV9VyijtniN/WFQmU6LI0wkJdeWLmPHTed75Ymma4GWbacs1BKz4xIAQLa4abOxLTJ9XS9VMNEc3NLnEhy8XAg2u2Yke1GKehiFQpOk5jki+CgqmJSh5DIVTHiQ42rJfgkdlsks0hnxHElLlRV9zymY5FFy5fyeO7SKhomg5GIaJppz3tT4dun6eWIwimLhZHJH29TRpxRMGEUg74j1HIcVneSY6M9tMJKBdZnkqbgHdo8WsqLvQJaLmIzW3gTplv6OEhRa4bFjEH3nzn1TEYLVE3HJZ3StM0mzYH5fTN2yXMOEU3K16q54RrxgImhn8ii50uQw0RFFUaxc/8F5qWMCSDpP0pTZ6Pv4xOdewr/4z3+B/jAQz5V8rbl2TdCILM7UlYJJni4NkFBr/csfeAjf8a5blHeEfFNaC8XaaAhEKbgj9NgmQ5iQJYlJ9r6XRpiYKLnk+pdXjJiW8UCX+OOXGJqHF2qUzr60oLreHUlReh1hko4bFccomVPkk9Fz4euifq2AumbwZEMRCpAbpzMhylgqIOqUXENRTHZYMUU2KrmuLbRNyE4c6og1hOYW1wswaphkRO7VYB2QaPbeQApFj6XkYgWTdsNTOnl1TRWTcYTJL370i/h//ueX8OLlrkAOkT32dDEtl16IKKthIgpTnppskRTIahMCN/13ZQoBemezaxfHI6Jg4uydggn33/j1kz+hi74T8oZT9F2LJiijDELUY7/LmSHGPMPBKFSLBKlgdqvuMorS7Du1YaDkAoD3v/E63HhiDkEY4c8eTzR2L1xNNCWeOr8OIItWJdPfo4Al3R1t7vKCCa3tnFKI1l89salTcgHSPxhqhcpLK30MR6Fsemh5bE/LzquBli8glAlHMxRRctE19gtF3y1V9J2QmwZ/FFB9Vt2PJJ9Ej0/8QKXk2uyP4AcR/ul/+Az+3oc/hUefXBbPozcMjBpMeQVs/sxFQS69Ll5YEqLvStOx3L9MGiY6LShRctm2JZuE0j2cmn2JtuzqRlYEm4pxRFWf97yGXEOLafoMDAUTfX8yapik7zxfu+h7Dfb5Oov7yDfhe7PefEOFjZeWu8rvCZVD19tuunj/G6/Hg3ccwV3XHxCfq3kOTh1OfMVf//iTAICjSy3ceHJefGZswSSDOJoCJVfOMfhzoHfYtqxcqjIAosB4dX2IOI6xspktmHDR96qUXNwsS9IJH5hvKHTApphqK5ah5EpzoPNjKLl4YXIS25K3/+d//uf46Ec/ih/+4R8GAKytJZ0ss7OzyufoZ/r7+vo6ZmayXYVzc3N47LHHtnJJAIp5iveqUbA38sPcrtRpmB9EShJXF4YMoxiWneVYd1m3lh9GSrA/Crb3mouMOxXzrGO2UXNRp+uNIriuDe6jh1GcSWav90ZwXVthQOLdP/Wam7lP3tkGMC7lKFI2Xj2BFCEeO2aOYyubUxTFgLaW/vz/9wWM/AjNuoPjLFEAJI6h69qio0YPSvwwGRc6pOtagooGSAIpCaF0pCBhXHztfFxjALaToCX4uEbR+PvfDVOuscQzyrOVjSH+7s9+AnffeBDf9/V3lP4eT4Tzc+/FscozDrt1WaIdlqUkmuMx8+hlb+mwUFe5SMAi/3nTu+V5CZUNObnj3ifdPRgF0dixp+C+5iVrSM2T6xm90+ZrTP7frDsCDh0ZnvUokMLJw1EIP/0id+p7wyD3OsnpadSz6zI3ok6iBJzNHDta0+I4GXNax+s1GcQMBZrCEQXyMIoUPyMvjjftGUB+0YB3RwaRDBaa6T2eSXlhjx9oo6Z1c+lFj2bdhW1baKS/94MIPtu3D7AEbKuRvU6dyoj+blky2d+oy32BP2OdP5k/a077Ms64QKu+JpJRcnuo+U60DbmuDTt9Vpad/BxRgip9PjTfuoNAULfUPUkXJUWdI5m0c8hHSu6b7q+Wfk/OFfO7Keaa54jER81zUGcC1vT7dtMDrIRuYsDukwrsGZqkdC8/ciBBW1xe7cNxLCWZ0Ki7Yg6sbI4ASyZZTqS0RWvdEf7T7z2Bbt/H59KOWiBBk9A1fPAb78TKxhCHFlsiQQUkKJXC91JLhAMyIUZrIgVYdD/ceEF2vTcSz+X0ERlb1DxbGRuPPVPdFucamGvX4Do2Zju1zPom5jlDMbSb3rbsYXTNa5sjkbw4ON8U52o1XGBNfpZ+P9OmLlsZGM+m90RGfryufWSap0M/xGe/fFkgjkzrGQ+y+TrBx71WMO7cxB4YyyQi3Z8odlnpO8z3J/Y9Krw36y4adVeh5Dh9eEZcR4MVnXgHt8sQjkCS7OLXXmMd0XTPc2nsESNpDphtu2JP8LxkLuvJl5rniPWt0/TEOXmikmsa6VZn/jgV2td6IxETEfXK55++ir/0Vflj7weR8NkaDVeZ565rIwgj/Pnjl3DL6QWlg5OvX/z+gvR79HfT3k8JSMtK5mHeGqlcJ0tyNNmen+cvifWYfKR49/1oGueaZyvXT2NFc5LGbMS6zde7o1LjtBeNi747jlWJxpDH0WFU7LdurKpxNqHzZttyvzJRa1NHe43RAtVcG6+55RCeubCBL7+whsEw2XfJJ7uyNkj3faTfVf0aXtBX/QOZY6BYOmTH4HqyAm1K80O8a7LI7bpqnmCYfi/oy+a72XYNa5sjvHS1J5LRvJPeNK/0fMFad4QzR22l+TOGnLv6Gt9QmkzU8aa103UsxsoRi2IPf17cDsw1RKGK73sAsKCLwju2QGzwtaM7CPDC5U08/twqLAt41XUH8O7XncFP/ofPYBRE2Bz4OKQloUUezFGfMd9X52bqSky2wWjeqAAkfNVRiIYn0SeKhkk6GWbbagPwXKcm3pt2w0V/GAhfkBAmRxZbuLI2YAUTDx3bwsWrPcy2PHhecpznLyXrIr8XQfUVSNH3es0RftBgFCrz2GO5JTIT4naY5geFP+5Y4ns0LrZloVF3RIJ/s5/Efbz4Oa+hB5bmGljrjhS6WSDxdW84OS/mb7Pu4u33ncpcFwC88e7j+He/9SV88dkVAAny+dyxWfzZ45dgIXleliXRgHpu2dPYDarENty4r+TmHIPPHRkXuEbEHNnR1P/vDwP0R6Fgo+HG0a2Nejk/Lc+IhvXQQlP4jFdWB7lr5KRWZ7lo17Ul2mauUXh8mduUvkAVRt2JCyYXLlzAD/7gD+K+++7Dt33bt016mG2x2dnm+A9tg+XxtJcxkXBv1bGw0B7z6cmNKtFkQlCKdQN2Ok3huDVTxEu95mAxDa6jGPA8OXXCKN7Way4y3pF74uic+He75WFuJqm2W7aNhYW2srBEALx6sgDZtoUoitEbhlhYaKPRXBef8+oenHRRnOlkn83sjAqH67SIczRSOCR7WmdNmefMO7+AZJzbHfV8L15Jqut//b134OghtQjZqLtYWGhjPn0fsnRryXPzUsem2axhYaGNJnFx1jw00vup1xzMp92ocYzCa3e0TWR2tgnPddBgTgg9E36vALaFD7yK1VkSxtausYo9d6WHURDhuUublY7RbidOgec6mJuT7+RuvV+TmJs+/047meOea2MwCtFs1pRCq+1OPr4vB2uuJI5ezXOwsNBGK6UU9NKfTUaJ39mZRvJup91eMYrnSL2uBgBuzR079uvpmtVIP+uxY8zNtXK7RVxPPv+a56A/DIzrHd+LEgcweffn55qI04K9X7C30HK2uNAqvnfPQRAG4ro8T867JiE26h4WFtoiMJqfawlqhii20s+6mEvX0jCMVT8jZ9nKu7Z6zex68YS267ni56WFNhYW2rhnoY1f+PtvxdJsA3/xlSvKd9utmigOuY6FpaUk6X2glwShQRih1pCCx8ePyMaW2Xb2+fD90vMcNNLnX697wgFemG+h006S5I4r563O8BBbNurp/G7Wx889fk9kjm0Zv0ed9xHUv1OhdnZW+jONRrLHUcJuabGNhdkGjqVj1BsG4h2bSd8xINn7AcB2XbG+1esusDGEm973+fR9lvtuun5byXXp/qE4T7uGYUqZNdupYyFd96MYAImdz1AgsAHLkfNX+iaaHk26l3dmmrCspKPT8ly06vKdXVrs4GCKSt3o+3BrHl0ubjybdOJxNMswkFoIS/NNcQ33szE/ekjOqTPH50s/Z9tK7tfxSAxeXRPrhvUqjmPxvWG6FrQbLq47LTnIZ2caWFzsCB9vlj1Tk/3ch94Cy7KMVGLifbcswEnGfdbgE07DFtK5RIHgfKeOQwelfzfTrgPYTK9B3tOhxeT/1ElYrzk4eED1C+c0n3U+7UoNwyhzL//mvzyKj3ziadx76xEASXCtf6bDEhmNdB0FiCK3m/6+3DvfqLvA5giNZk2sxQtzyRpKiW/aSy5vjMR3Om16P2VCc2mxjcXFDloNT3T73nJuSV4f862p23d+PjnX4rz0vfQ5M5++n0Rj4zg2Dh6YQafpYbPvw/aSe6XkCj2fGS3hszDfSp9j8gwOp893OAqZ350/bq10jsaWvOcQFqJ0jbnrxoP4zJcu4bmLm6g3a0qBkRunPzl0YEaMJfkIH//MC/jX//UxvOW1J/HBb361+GztYvJsW43kmbfTd9VN7180zpje3XTDbDU8dPu+8TO62aw79uCBGbE31HK+K9dXWczabX/TStfzmU4DrWay5tuO3GcXRBd5ssbTPjvTqmG9O4LtXJs+M9e/a880K3Uy87BVjxt1e+6yytAh1pBZ+Q53DF3I1Dg6M1NHK51X9952BEcPz2GOUA3p2FPxYmVziIWFdsYnJ6P5KXzt9L2cm2uKrnt6ztxXoRwCrSMA4F1K37Vm8q7Nkj+SXhNH4Tjp3tlL16dW3cV1x+fxmS9dwpXNEQYpqvvIoRn0ib7PyvpWlubf9/1kf+C5jEazlnv/VLwfjEI4mYJp+v26J95Py7FFo82xw3NKAyzZsUMzwBcTpA/f9wCg0VI/P9ep4craAEEYwWLvWG8YirG59ewS/uH3JNIAix/5Ai4s9xBa2TnWbCV7bb2mxmZNpil4JPV96LkP0nO0m3JPJL9hyITVDyy2Fa1FahQ4sCjPc2Qp2cvIZjt1XFkbwHaTOUKIg1NHZ/HY01eFVkWnVcNM28PFqz0szCXjdXChBeAqZjSfX+b3LNE0tLjQVtBMc3MtdBkyRh+nhfksqpj88n4QZ75Hvkij7mBxsSPik6EfojPTgM38z+NH5pTjHl5q46nz6xmJ17V+gIWFtpi/cwU+3zsfug7/6XefEEXZm84s4c4bDuBXfvvL6LRqypgD2dzy/Ly63rRTv7uqDdka126Zj3Eg1QrxwxhW6vfPtsefb3G2gavrA7y0OjCyQxw6OCNyhPqcqGo1z0FvEODU0TnckMYQa92RKAi3p5Tfluufo8z/E0fnCo9P72u9Mdlzmqhgsr6+ju/8zu/E/Pw8fvqnf1qI1MzNJRN6Y2MDBw8eVD7P/z47O4sLFy5kjru2tiY+sxVbX++PpQ2atj3ylSv4N//tMXzne27FPTcdqvx9emFX13pYWemO+fTkRmKYZBRIRIxD9tKVDSGgtZIG8haAIL3Gbm+ElXXJid3rB9t6zUVG3Nyea6Pfkw6159jinjY2h1hZ6WKD88OPQqxvJN9d6NSxvD7A8mofKytdrK7Je1tZ7WM9ddSjMMzcZxyqhRDyMTY17u8VjVdzZWX8c9aXtjgGLl/JClPdfeMBvOaGJVy4qi7etmVhZaWLfj+5fpMo7vLyJrppx4jvJ88xSt+djc0BVlIRLduCGN+Rnx0Hbv2Beu/Ly13Uaw7WmXBcf+CLY0RRjB//pT9Fp+nhf/vLr8ZuGr/G4TAZj6vrA/SHQQbBU2Sraz3lGGVtIz1/FEbYSOdnFMe79n5NYt107o9Gyb1Th8rael8knAF1DrwSbWU1mSOWBaysdBH4yfvZ7Y1yx4Wg5f30M93NZL4EQVQ4lmtsvQaAS1c2sXKw2GG4spysNZ5jJ+sIWz+WlzeNnXoAsJmus0EQouba6A+By8ubaGocx1eYrkJvEMh1aBTASVe/5dX8dXKYbM21HAABAABJREFUXs9wkD9egOwCW07XsjiG+DwVatfXk7V/wMaX1vI1WhPiGP30GoMoUvwMSghwoWMA6G0OseIZCksaurHdcBWxXgBYWesJrYThUN6jl15vr6fCq6MwgufaCMIQbvrMAGCQrv/DUYiLlxMe60bNQTCUibKaaxeOYRzHCNP9dLM7FGM/6I8QsN8/9pVL6DRcXEnHutVw0RsEWN8YyPkOlH7vQzaWtm2Zv5cWP1bWB8rfyafqdYfSd+kOsXx1UySiNjf6sMIQcZByQXdHYv3yR3J9IpT81dWuENOmhvfBMPnc1fSzbnqdg3QfHAx9/NJ//xz+56eew49++2txLO366qVzidMG+X6AQZ++F4hxdG1JJXJpuSufbZrwoLVD3DvbdxZnGlheH+CJZ65iMe3CdGwL3c2BoOy6sNzFixcSyEKr4SHys1R4L17aEBQKDc88X6JAXsdc0y39nB3HRhREuLpCcyTZ88LUv4oj8x5Y8xKB3GdeWAWQdOoPekOB2hmke4xjWYgQi5/H2cog24lHz2U4CrB8VX3W0zZ6Z8nmZ2rKeTi1WBhIf8xO15UvpR2TizP1zPVZOk1o+v742h4ShBE+/pkXAACf/VKSpKo52efO514UyWPoCLUy40S0sMsrXQz09T297LW1ZK3mz8BPE239vi8QJv3uECsrCfJhI3WNlzo1Ze23kByWqE36vSRWsNkYxZE6LuQHD0nbyk7Ws3ZaMHnhpTV0arZIRg7TORdrtDfd7kBcq+dYGNF6MQrFWokC348w2y9elA1eL13eQC+l5DowVxcF9PMX1nPFYddYIWJzoy/ipvWNZD39ckrpdfmquhcvi+eM1M9Lfn813bPp+W1sDDL3QPtHs+ag2/exup79jG4kcus6FtbWemJNp/hONzoHrSFhWOwj7YRJn8UX++bahvSDaB6T79xLi1m0R2x2zfe6ly0IIyVRd/7CWqZbvMi6TJOn3y9ev59/KdnDDi+2cJHFw626I997Q9KQmndCP8Trbj+Czc0h3vrak8l7m/p49D7QM3npSjfd59X3XFh6nrXUt6T1YtAfCX9xkO7TtFaMBj681NlYvir3eX2/iePkmtbSa+IonEtXNrGy0hW+Xs1zcHghefefePaqyEXYUSTmY3+QjVNXtZzF8xfWsbLSxQrLIV1d6Sl+Oz8Geb2DYSB8KrDfAcl+Qb7whSubwi0eDUZYCVSfBgDazFfi+x6QrOfc/yYU5siPsMrin9WNAZ47vwoAmG974hgzTQ8XADx/fg1H59W1kuJ5HjvQNQBAh/k6tL9eSqmi6sxXohgqjoGNdM4NBiME6eI5GEr9EIdlgBY66v7fSGOKi1c2cWW5JY41n6JSaD7UXEvQRbZqyTUeSAuAnYajHFOsp92hoFDqbg4A1jxy4dI6linn5mT39JD5AjXPxsiPxPp8heYw9yEiSWO7stJFFMcCdfjC+TVRVPJcO+MTzTTV9DWd75kX1xJ/PL1OG8X5k/tuOYQ/fPQlAMDB2RoWWi6++S034MBcQ/oyjo3Z2WYmt9zTGtAph1bVKI4HVN+dW5CuH5v9ES6IOG68j31wLimYfPoL2Zx7zbOxutpDp5G8V/Mtb6LrJyP/rV1z4A9GIv579qXERwmC6eSKxZq8ORA5OgBw4uI9nt7NFZZnn5trihrGOKtcMBkMBvju7/5ubGxs4Fd/9VcVaq1z584BSDRK6N/0s+d5OHnypPjcJz/5yUzH3dNPP40bb7yx6iVlLAyjiUVdJrXHnlpGbxDg0SeWced1B8Z/gVnEhLyHo3Bbr72nUUNRQsZJxZlJ0JI4FylB5zDR18EoFB0SQFot3yUxOrr+WkqzUUs7zOqepHMYpGPKOYf9MBJOy9JsUjBZTTcKznc5GAWSV9uyMveZ4XB0JXUHN108tcyYmXj2KLCrew6uPz6LK+tD/JW334wwjDNiUY6TXi85Ien9cwqQ/jCQSak4SbxSgnvkS9Eyx7bFcYIx71egtRcPR4mYls/HP5D3v7IxxDMvJRvAaBQWCrNut/FkJ93nP/6Vz+DKWh///PseFIXEcTZKu3j8imsR53Ym2pg4jnft/ZrEiBLCdexkPhH/sq9y2QbBtXVf0zZ6l2uugyCIBDTUD/LnjHDWaE6UfCd1PuPNnj927MXa6iXPkXOAj/wwl5KL5r7NRHz7gyBzPl4g6I8CKcpuWUIbYKObf51ElWVal7nxa0iuS2q60JpJ6zH93oKkpaTnZFuWGO8wjBU/g/5f95wMlYHp2vQ1rt30MgWT/jBUxiRzHC3xaVsWPMdGH6F49wCASBdHQYjNnhR65lzezbqTOT5PePKrDQKpE2BBFhNeutLFj374T3D8QEcI/i3NNtAbbKI/DJgOgl36vefDZOc8Z+pW7fXVuRKy9TNmz23IfJc4Su6HCgFhFIvkCT+fPIecx6SvEobJu0jBsOem61567aMgwme/fBndQYBPPnYB730o0fij/ZBzVduWpLrzg0g8r2bdFcW9zd5IzjtGM8cthpx3B+aSgsmF5a6A3tc8G2EYSdH3tYGA67cbLuIoW8S7ujYQtADthmd8FpyT+uBcs/Rzdh0LfiDfNcdOxxCSotJ0LCqYXEoLLZ1Wcl1z7RourfaTRp8ggu1YQAjx80TG1tpNJpi+HXuYpUHWFjp15Tyc3sl15Nhwei0AePu9pzLXV9MKuDVXUqLwzz765BWBPiBftOZl75fPPYutrXx94ddYZESTMBgGYh0VzzA93Chdq3vC93eUvVOsTen7S2NlWQllCb8OorMR/nrqA+v6K/w7dLf0HZqrnaaLi0gKEHwvQXr9Omc8YuCG43No1BzcenpBKYJRAszJmfeApATkTXBrmyORjGzVXIGu7PZ9hYKHG1+3wjAW6z7FopfSxJMem+rrHT3v/jBZI+n5jfysbyLoNNM4czjK+ge6DTLrq1wnTd8V2hKW1IvYbX+T/N8YMUsoy/2Ixj6I4jRmTf5GNFFDw1judeMFDyCZ250ctJPJeDGgyDcGpOD3qUMdpWDSacr9ir9nlGAn/8C2LLQbHr7u4SR/FTBUJc1rosxb2RiiP/C1mIatLY5MgvP3QfeleG7CsuR63B1If4bmPvlOni3XycEwUApSm6kf1GN71JGFpPP/xcubIhfRrLuwUyQCj8fJ6P2mfMGVVItgjeUyBsNA+DHcrwbk+j8YhRldEKEnaFmopeN76WpffC9vn+YaBSafeLblCTpK0nbww0hp9tro+YKqbWGmIY5BdIPL64PMcbnmirIXpA9TmV/p/aymhehG3c3EGwDbPyDnBKeg4pqEi7MN5bxNER+NsLI+RJxey6KGHm3UXPG7mdQ3+qp7TuDc0Rlcd3xOOSYV6vqsaIM4KXxREWOz54s4yuTHc83BQ/MtvHB5Ez16b2j9Zr4A7WHcr2g3ksaD1c2hWONrrp3xcefbatH1+uNz+MIzK3hpuZvxD4rWjNffeUwUTI4daCMMY7zttUmuOqPprO8hWgxmjYlFy1je3K+xdYj76uPOd3C+iS89vypox+o1R8RiNDb333oYB2YbOHt0dkvXf9vZRTz65BWcOTKDIIiw0KmjNwiED2Fj6+MDsJh+GGCzNxKNjp2cuIRM922AzCMstEpkYkEQ4IMf/CCeeuop/PzP/zwOHz6s/P3kyZM4c+YMfuu3fkv5/Uc/+lE88MADqNWSxe7hhx/G2toaPvnJT4rPPP300/jCF76Ahx9+uMol7Rmj4Fx3Dsp9lwX52yxMpwu0c25GkyCOELuyLSm0E0SCg9J0zJ00XXiQ/t+ouZJrOEf0nZIN1Hk18qNUcJEn9iNFjFg3XUBO5xIn00UOyywaJiHEgUg6Wfihb74bP/Gd9wn+df36aDPSxej4NQZhJOCXQqSbiZtKMTpL+X2R6X+nn/nvuXgfn0u7LWpoeheX1wcIwhiXVvp5X8uYFLysdj8vB9F3ITabJudU0Xd5MyahwVeSSd50ek9TTuuCB07vKiXcaWx1PSbd9PeqPxq/ZpNQOwVw3GEtenR0Ls+Rgo56ARlQizhxzHmkJYf8ZsF+SoHaOBFxjwVugFqs8FLUC63PRBnnOqzYw9ZcOZe1ogjx7WtrcJ6AHw8sbMsycv+O/FCMm4nCQufTdRxLcOryMSGefM4R3ay5yjlN4tV6h7jN5poQ+mQ6E195YQ1BGOPZixt47lKCTiIRSi7GWkn0nd1jXiE9T/Sd1lLbskSyNYpj5dnR86l5Up+GdGQU3QcmuCi1UdT9UIh4pvdH3w/CSAilfum5FXFM2gPbTHvGc2yRaAnCSPiTieg7CWKqHf1Adkz5UAnh99W+FHdOr40ouVY3h6JQRAUcvTlgZXMooO8kcKpbp+kJTYlDC+WpcWntEwVCR/VFdB+GjNZO6j6fSWmBDi2mFAPpOuLaxccpdY3M/6G5Znpvp2Gutm4saPQkTa7LwihQOZXY8YNtPHTH0cyxG9pa0hAaD7Gy93zqCxez3zX4t/w94euaWnQoR8HDxW994Xuq+6N839L1xLNZMxfrcBX6Q8kzOrLYyqyjWQH7lCqKPdfMmq51I9K6RHOPuOtFpzCtMdo76tgWbju7iJ/5wYdx/21H4LGkEBXkiuYrjdUKoyXe6I6wOSBdSlc8g6IYTV8T9DiQkKD6Hi67mB3l/1nR9+zeT79rMX2tcaZfp8PWSSBZw/jaTr4Sp7vZbRNzwrbF9dOzscB0sdLPCa76dE2+1oolQLZZZ1DC98z7/rh4iii6D843lXeY72V8rzw0r+5R+roLyD2G9nee/L+yNhD7uL4u6KLvlCNybOkzkb8ZsrWO4iZeSKNj0BrChdL1d4d8PPJb654jtAyev9wV/sNM02M+SvbdIEQMaRFcXR9iyJoo6br0dZqM8gyDYaBoV/L7sW0LJw4l10YJ3TzBd6BY9B2QlOj6v7v9gP3bF8wkBxjqjooxJp0HUXzV1mN65lx4m66L/Cm+V9u2ldkH8nTV+F5+UEMHks/YG/jiPDNNL+PHN+suHrz9CO695RDecs8JcX03nVrIPK9GSofaY8hzN9Ub4vuImIuGmITnlg6n/h/NF/qey3wB+jzfYyn26/Z9Jb+nP28dMUli7RdX+ojjWNC7jRNuv+7YLN770Fm8/03XYbZkQyxZRvR9Qv9SiQdzjsFjEIoL2iUKz+TjP3cxaUq+/tis+FuN5R5uOrWQyxpR1r79HTfjn33fg2Lukt+6nLL2mNbXSYzeoZEfife17jlj/XGhCbUTou//4B/8A3zsYx/Dhz70IWxubuKRRx4Rf7v11ltRq9XwAz/wA/g7f+fv4NSpU7jvvvvw0Y9+FI8++ih+5Vd+RXz27rvvxkMPPYQf+ZEfwQ//8A+jXq/jX/yLf4GbbroJb3vb2ya6kd022jR6Wpdoqe/yTqRtThjrzgsZJYgGo1C7njj9uxQxHY5CFa0RJELyeR3H22l6kqLuOdjs+2jUHIn2IAc+Uu+Lxrrd8AS6ptsP1GQ+S1qZNmh9gRm3OMvzj3/Ops+ILl0hWCTHPLMRuxRY6B2FtqAi8INIOOe0UPNED3eGRLLQ4Fxx05OJsmCiFqzIOPIkCKNK/LbTNjWhnyZRCf7XzTpSeRYImotqQVokCiasYrL7cV4lo2QSOW9KwYQXpMbMo5e7jXzV8cxLxnOLRHCmJgDHjaW+lujJZfP1kbOaLbwWFWgCtmZ4wrHJ7jt6EoeSsZ7riLlDHfbG6ytYl7mJAKYnHSsysdZpQS2/9gFDRtAaqQeYQrRVF9/OgfpyR9tzbdQN9zD0ZWee6R5159y15R7NP8/3BeoubNScZE9PEZkmfnvuuFu2RD7wQnqS4E+fMfMbqLhMQc3AD8X6WSUo4Q52XjBCTnJPm9MRawSgfTJmaF79+DNND8v+UCQgeUc4dfv1R7Kbk/5O56HgjhLYPBlBQqlPvLgOPwjhsa63jhZs80QL3VOLJRH4fdK16IEIf3aE9rm8OpBJx/Qcc21J2/NCKthO1zPT8nDhKnDzqXk8/twqVjZkx18e0tJ1bPztb7wLcRxXKia4WvJQFDjGFExo7aTO4k5ayPm2t92Ep15ax02nFpTvb6VgQtfE0USmQuM0TE9m8EQRoBZq+PvNxcq/6U3XG4Pvhqaf1NAaaGq2g5Ef4jOpRtLibB1X065dk2/G5x4/H/eNyxZJRSDMOsnJ15V7XZq4TN+3Oiva9lmSkc5JCauTh7KUqp5jgbfBkK+sjK+GyMlLktDco31MJEFtNclJRmNF75RlWWjWHXQHgUhq6r47NzqeUjDp++Idbze9VCtrKPawR75yBc26I94LAJk1QQgQp78nBIuemJX+i1ZoCahQovrP3Ohv9P6UKpiIIj2tr3I/evFKFz/285/Cfbcdxne95zYA0lfS1+ndNN6AmC0SS/+C1nWFXgg701BmmiNbMd3P0/fpKt83Jfa5kXbTfKeG2XZNapOwAj9fLw8tNIUOKGBep7iGQxzHGI5UP4cKih2NIsgTbBOk3yKbcYJQ9dsDto83mK9BJnzd9J2vs+SpXsikvYlyBY2ag2Np0YN8MAuJYLQrGobymzOPLbXw7IUNLK8PMkwZnEFBHzvaK/qjQMxbyrOQX5sUjRPNMXrORXvquIIJ9y15EWOTMavEAJ69qDb0ABCC46ubKvUToObBuNH7yvddKhyT/pjuB9VrjvLM9LwNGff5luaa2t9k84zwq9u1zLmadQcH5pv4G++93XgO/boAtbhE+0+j5qI/DDEYBXIuGvYm7h9Q0wo1MfBGOjLyPXihhZCam/1A+O01zxGMBbQmEr0s2Y0n5mEhmf8bfV/M33E5OcuyBOq7qulF0okLJiXinAbbKzfSBqx2c7z/SYUr2v4OL7bw/OUu1ruj0o0sVYzngUmHSLw/UxB8B6TvM/JD8Z7R+1tkuo9S1Sp5+5/4xCcAAP/4H//jzN9+93d/FydOnMC73/1u9Pt9fPjDH8a//bf/FmfPnsXP/MzP4O6771Y+/y//5b/EP/pH/wg/9mM/hiAI8NBDD+Hv//2/D9fdngBku42c40kQJn6YTdJul+V1Gjlp8gQwF3AcRyJMkiqzepyRH2YCsZ2wLMIkLZzUZMfokBx47b58FpB5ro1wFGaobXwGpTVtbHowVXYMxjl+dG46BwUnokvXsFnpDoSnBZpkjmMLKoIgkPyytNDJDldzJ3EwBhmgJ2/pZwVhwj7DnYfd7qAKtHcxiiSdy1qFgknIgkWderDIJDRcwv/iPRDoVTG9+9ZmiQ59fF/JJhEmacHEUYMok1ESgOaTHmDnWR7cvsj0tZVP4SIUDC+Y1AscFH0voqCm5toiwN3s+8b3J2Yoh3FOH/2dKBp4tzYvDqvXbok1ts/oEOQzykGYaM6555rfex54ea4tBI259RnVgqnzJ7uuS1SMpx2fjIpG5Hw3Gy5GmyNjkMqpK2xLomuiKFaSbEVOMAWkw5EsmJRxbMU9lei8omvXO1f5u0J7W6Sh3Lhz324mdA70vB1DYDcYhQLVQfcdackt8gnoGXf7vti/gzDCEy+u45bTC2If5cUq17HFswtCSSvQqruCtqGnIEzUpCAZnxskvtod+Oy5pagx28LibAOXVvp4PkUFURD2lntOwHNtvO8N1+H/+L//HGubI3EenozQjTr9qhiNFSWjKFCn55+XOKa1k5K6tG4cmG8KujH1eJMXTChZs7w+EF17zfr0A04gm5jRESYN9r7y9/voUgv33XoY850abj+3ZDy2vkZxnzUIY9Q84NEnlzEchViabeBNrz6OX//4k+lnixEm/B3Vaa3KGK3VfiB9Bdn4oyG6WKerjjCxIJ81zf/TRyR9tLh27bpozePJKt2nz3YZE8Ik3bN6GsLElkkf5XuGOd2oJQWTMggTGtMVpru33h2JwkC74cmYbRRis+/jZ/7L59CoOfiZH3xYfEcvmNDz9MNISUhkYj7NP9CRKfr/uUkKuXwEqm76dQrEURjhpStdxADOs+S3KGzvIYQJrdc2o7gWRWJH3WP536iTeNJET1nrDpI50qw7+OkPPjz+CyVM9/P6FZpKdf2TsQiTNNm9MFPHXLsmdD1nFYRJ6s8i26Wur7sAlLxHEMZK4e3x51awujmCY1s4c3RW+Z6eT+EIE8dJf0dNeYzOSSBMNCQHIPf5JvNH/JyC1EB02Cfo1PlOTaBnWw03QbrY+R3X9NxIc21lY5hBXyTrtDmBLgpNI0nFXPMc9IeB6AF0HAtz7RpOHeoIVHKrAGEy00pQMUGq12f6O1mr4YrG0A2Nip7WV/78SVdnzVAw4YVObrQnEbowuUf1uWcKJp6DDfjK5/UQPymcyf3iQC7CJBDPdK5Tz+zPVZpWeGGQjO5X+L9D2VDteaZ3Rf7ucEoDN9AQJvy53Xx6ATeenMfrXyWRsB1RDPLF8SiOrPGCiUY/dmC+gcXZOpbXh7h4tSfm/3ahgIFsTFLU4FBkZZD0/NleoQahMggTDUW3MFPHwblGUjAx6WtO0RY0raq8BsKqxtdkWvPncyhHlfM7+etdGas0k37v936v1Ofe//734/3vf3/hZ2ZmZvATP/ET+Imf+Ikql7BnzRcFk0kQJnKB2u6u67yCietYAirHnTLRwWjbjJJLRZgkx43QqIZmm4rpXU50jY2ao1QhgWwynKMnBLomjJSCAKcfMyXm6trvyqIjqiBMPNcRPKvSuc4uPJZlKcWVvIKJa1twHVvAafWudZcFIryzojzCRCuYpN5AlOP4+nuJkktBwcTKdVYqmGjFobzEqW4xQ5iIrujSZ90b1tMKJpxKI28OvBJtpBdM7PGBvZ6EIQctjOLCwpyvvbPlECZqoZgSzwmtUVHBRHaTeGzPAJLg6UvPr+CW0wu5aEfPlZRcYRRjMAozTi/fo8oiTC6mqAfuaOtJHl7soWQaT6C7Oc+Ifh5H30Km82jr+wigomvqBse2qGDCE4GObYvOPupMovFs1V2sbY6MQSp33J0MwkTuC0Uwawr0hizxNlvCsSXjzzYPwdpIEwx5CBPbtgRFVRyr9Ar8fdGLADwBwIP/DMIkl5JLpdch+9JzyfwnrS/eJcbnnc8LJg1XXGuPNeXotDNkfKwaSjdqFrG0lBZMCLJPybl7bzmMe285jDBK9JXCKMblVbUwMS2jdWzok5C22rzh5gSRMmlMvOXmuUXjsZWCyYG5Bpp1B/1hiKfPrwPYvmBcf56LhZRc6jvy3V9zW+Gx9aSKQtGa+j9PX0ju71XXL+GGE3PGz5KplFxyfOsKwqScX+yyJKOeiHPY+gNIJEez7or5Q8kZz7XF+/Lu153BwbkG3nDn8cJrB+Q8VCm57OLvUMEkTcpupmgyQdWTQ8llmtONFBFC9JQmP5+MxpSjajZ6vmhsaDNKroEfYKOXFFN6w4R2WBRGchAmfhAJ5BaQLWoQZWddR9Sl6xqts6Z4geZZU3TNjqdpyhZ20sYuFstxv4DWZVnYHnuKbTcZT0uK4xFDsFoaxSpHC/Gft8t6gwBRHKOb/n8arBG6n1fG9yTT8wzjKblS8etOXfEzZjnCJH2fZ1pZCqOirvkh2z/J/iSlLTx1eCbj++kFE5rzjmPBDbVGHTYvqEA7YOMk0VWy4x9IqU5LIEyApPBByXWiqyqiqKHvH15oCRTqky+uKZ/xOQuFtr4R9WN/KGnOGzVHef60pt92blEUTIpohmzLwuJsHZdW+mMRJo2aCy9FUHf75kZmvq9SwWTVEOdLf1d9Hw6myI/jB9vid3qeqKkV3PkeSkizOI5FcSc5j60U6g9qIvQtVlQQRcJOXWmkAKohYI20v+l6RH9LGGjym3b5MXRKLl23BEie14c+8GrlGIKOue+LucAp97uDAHXPUahsgQQtfXC+ieX1Ia6sDUojTLZi+h6e56eOM9uWsXWej0qxVhDGgoK2XdC4RKZT4y7MJOP05Pn1LVNwjbMFDQU0NUouokkMJCXXrFacMZmn+TxA4ic4JYdhe8tLryAjp3DLlFzb7NXlU3LJzkaetOYdt7IAEWUKL7ulY6Lz6MqCiavw3AFZp4DGwnMsJXjghRU/CI2VcbKqlFxC1K9EsphDGAV8m/Hpm4xv1oL72RDgeQxFwhNLyecZwiSQz9/VkrN5lqHkosCJ013lIUx2maaJX1ek0bdUoeQKDe9QGaNhTQom9Ltrq2RSRMnFx2IvdPztptGaqVNeBQXjknlXJ6DJAsppmOgFneS8yf+L5qQ4F+PrpTX4Nz/1LP7lrz2K33/kfO6eUfMc1BlnrSnYGU1QMKGkqhlhEit0TY5jizVSJOEKisb0PWWsLCu3W4ivyZ5rGx1X6oqzYE6c6eu6a9ti/c9DG1LRgvYpcrg7Bsebzy3bknOOJzG432CyRaFhEkjodIWCCUd5jKPkGo5CpSBL25BtWUoiStcWIOtoNFM8AcA7mgSqQ0OY5FFy6fZ4ytVNvh7vEvNcuc/GsUy+tuqeKGqZECb6XLCUggklV6SQNk/eUlGLxFL1QNSxbfHMaI3Jo+Sa1MifIa0XCvzrLFA2Gf09jJLk3i2nzTQylKTYSoBoWRZOHkxonbqskLUdps/1hUJKrmr3pPuonivXNfL3yM/sNDycOTIjno+ZksvcHckTQ2U7GWleDn1ZmKRz8+YAALiwnHSPH1lsSYQJEwYnOzTfxHsePGt8Vvo6SWsC59Efp0tF10VrqNAwYR3lpuOY6dKIFsU3noubCbWz0RtJfvOmijAxdawD2WSsQLgFkSIon9VKSAtWjSzChO+lZoRJ8rdmFUquXISJRDyamv30wvZumkDzKwgTWcDnRcE4jsVe266g9bIVU/zzKTU0DbWiR5WCie4jFsVScRzLbuNOXfEzFA2TdD7MtusGRHAxwkTPn1CyjheV9WORryrXg6weaMCKDrzBgUyf+/IzQabYSP4BfZ/u8diSTOpTc4jH/F/dBEVWw8Wpwwk67y+eXFY+w/MleRomCcIkp6EoHYfbz0o05Lgk/wO3HcHB+QbOaYgeQG3kaNRZDGFgfplteYo/ICi5NgwIE8G0ot7j2157Ej/+V1+Lh+88Jn6nzyFaH8V1edl90bIs5XuuY2OuU8ONJ+Zw9w0HMpS5NEa9QSBp6GZqSiMFUK2hQ9c24w1FvPBelA+jfdOyJLJhFEQIoyizz+RZx6BhQk0LtOfRsxV0mE0PnmszlNBIaABtJ/NNHtp0EhN+TsEx6F5IE6QMJVe74Sk+/UKnLtDXJiroaZqOMJkUgaMbb4Zf7ZZHmJh0utd75fN6+wWTKRlteN2BX5krVUE+7BrChHFnK5oScjPknVZ6EsvEUb8TNtISALRJNzyGMAlUEUIywU3PeMN1Sq4EYaKiWLhlKbmKg1cK2soUBiio4FQwRQgTQO/qUzuxyBzHUjpLspRc6d+iSEm08uCtTBc8GQUqfG4rKB5Nw2Q3TS3qRJgUYaIU3Srck9QwAePdL/31HbU4jvHCpU1ljKIUEQAwhAkLDkwaMa9UI/oZiTAx0z1xy9Mw4X8zGa1pFFCUCVqHhnWPUxvlnosFf7ro+9U0GLm02s8t3tNa3ikQfheikZaVuxaSZbq1Z3nBRCYK+Xzkou9knZbHNEy0onAkO+j0Y5uMr6U11zZ2bhPCpOY5RuRQFg5upuSicwDSOaSut6996Cze/OrjuP3sYvYadQ2T9JC8y5JTNQLJ/ntdKipoW5YoTg1G4UQFkzJiiDzA5rzfsrgI2KCCiSq8y00vGin3xRx0QnWIBgKtG1hScmkFmfT4T720Lug9ALVLjPthALBGiKCGKwsmJg0T21Io8/hYURDdH5qbP9527ymcY0KQJPLKjRcZLZQL1KoYPWfqaKfg595bDuONdx/HV6WCpbrxhMd3vPsWI+0SALzvDefwtteexFlDkqWKnTykHn+nECZ64MmTACZqjCLTEwhch4iK9byY77kOzhyZTb+bXac4J7lSMJlAw4Q+x/cnKfqu7o8Xrib0S0cWW+Jd6zOESRnLiL7bWYSJXmTTaSVoT8xomGg0LhktlIKCCQm3l6Hk4jYKIoE4aTdcgb4bjkJlTHnDQQa5wZIKvGCid9evp/dJyWi+l3L/V6cDjSLZpEXjXIqSS0ccCb8yEvGnr/mi/L6iuLjRayeM+2+0/9C4uo5ssCDqSBon2ju2G4GvNgtOZ6wylFwVRN/1vEJR3LzR98V+ONepKdSfM8znoK7nI0utTJJ4HCVXXv7k+uOmgomafwhZcwMv9iX/l3E2R4+Q+YLlQiaM6TM6Cofe84GvdtiT8Dsg4wDZHJmdV7zgQsWJLz+/qnwmYFpTus9J99Ed+OIzeQjsG07Mib8Vib4DwHsfOot/8jdehzlDRzkvjDVY0xW99vNsTuh0bJRs7w6CTGFSzzOR2baFU4dnVO0uvWBSgDDhyEu1YJIgDj70LffgB973qsx9tpkvSAWe+U4dnmsrqLAq/onn2eC7DX8X+JykNci0/7QbHt7/puvwgbfeqDyL4Yj7nsU5Mo4wkTqaVJRP50jNTTW/kuui50rv/Fp3yCjptg9FMS1KLv7dvDgHkPdCe28ZSi4AOLQgffqF2QZOpXpu8zPjURlbMZ1KdloIE6lPLREmZaiedRQsUC0PtV8wmZLRhhPHEJXNsqZ0xWy36HsBJZep+iYr65bSyaZzQu46wiRdUG84MQfXsXDu2KyCiAGyziYtqAq6JlApuXw/Klzo9e6+cZRctMBXo+SyReeRKJjkBIQ8KPO0QJPMYQGyH0QKry6gdl1z2jIeKBYV9vLoavI0THiHzG4XTHQEhFowyXae5B6HzaEquixSw4QjTEp/fUftE5+7gB/7xT/FR//kWfE7nrBs6giTMNJE33f3We+2ye4ZrWBShDDRipv83S4KJmkeU6A0KEXJlaUiFJopRQgTFkBJhInKY9vt+7l7Bu1DBMc2Cb8LWHiJZKHu2CuUXIzTlK9prq0WAhZm6nj4zmOZzkAy+q4Cty9wnvla6rm2co16p3Jed3YGDs6S7VmESXJdG4QwSQPuW88s4lvedpNZI4Vdv8PQMhSQW5aKPAQSgdCb0y7/dlNSwsQxBIy8CiVXGTFEft99A/rC1tB6nJKLW7ZgwoJgBWEiz5ucB+JvgHxf9OTLmaMzWJipIwhjPPPSulH0XUfs0Hvbbrgiuci7JYVOC6NMS+5ZnteEMOG+zOkjM/j73/Ya/MR33Y8Pvv9O3HvzYeg2z5ITxH8+TaOxvrquzpGFmTq+7e034YRBsBtI9FJcx8IH3nojHrjtSO7x777hIL75LTcUBqNl7ORh9Tq2S/Sdz83Zlpd5n1tMO6UI4WUyU5evENAmQXWiW0o/e9+th+HYllJYI+O+KF+TVA2TckkLuk+OojJpmMRxLPQJji61xHykfa30+fSCiSN9YFp39YRLFmGS/Cx0t3QNE0HJle3g1U0kGctQco2JNVoNVySEBzrChO29I41iRWp3hbiSdrICSGmB5b63mRbfiQaH1hRfazTSEbP8b9UQJmoxzBV+pYxTuK+ta5gAuy/8ruhYaBomXPQ9YugSQFLwBCWoy7ZiynObFsJkC5RcVRAmtGY06y5cx1bombgg+61nFvHB99+Jb3nrjZlGFVNcTfpyQz9bnCAzIUxo/aA5ydk6pK9PuQlZSCPfjMdSWYSJTGDrhcyeRslFa/gx1gjRySBMsvfFNRbPpuu+7vcSrTcAISCvn2OzN5Iaf5ovy3MON5+aB5BFuFax2TZDmKSUXNx4kWRpNqsLQuutHusPtTxTkekxiUnDhIz7/co+OmZPp/WgN/AFzdp8p54WEeTxq2is2ZalaCly/5drmOiU77q9477TePOrTygIkAErmIwT/u6kz3+z7wt0Go07zR9OKQxAFM/m2gxhsgOUXCb2lkmNxru4YKLOpTKUXIBKy7XQqePVNx7E3/yGV+Gb3nzDBFda3vSCzLh5XdaEPrUfCs2h+RKUXK6hQFzFJbg2FdYLbLdgtzxZ1Rv4laD6O0lTUyT6Lrlrswlsx06cOS8VXdrQklijCl0jZa038NGsu4WC2Tr6410PnMHbXnsSnuvgymri7Js0TACGMGG84XribBTI7iUzJZeemJJ88QCUfwNygS9y/P74sZfwh3/xEt6UdlV6bhZhkhck1wxdfXpyw7VlcSwII9Dl6ZRcHGHhZRAmEQDzRpQRfRcFE3OyXBV93+WARkNA8GCvGiUXLw5VKZgwhIn2u71ml9L360vPrQIPJr+jhKXHUFsKJdc+wkSY7oTT+1W0h4VacZM7V0XJAF8UTJIgUtd7MNlIc1aBcggTEfyxIju947SWdgdBPiVX+h0KcnUNCH68MmLCmW5tTsnFmgR4kdN1VYTJX3vXLWg3PBHsh4rDJZFTPBgq6qbhf/NcR/newkwdm31fnCsv+WfSpqLxyCBM0n1qjUTfS8DUFUoulpCnxEQj7fLigfLRpTZuPb2Aj3zyWSzM1JX7onWQgpoyVkYMEUgCKD8YKd2rioZJGUquUgiTSOynOiWXTnelB4azrRpG81EintodiflW9xzBX+y5iZ/1tteexO9++gWEUYyaZ6PdkBSj/WGIkR+i5jnyXixL8TVM4ttJciU/2D2y2MKRxSy6BFDfmWnTcQEy8CSqq7IopLfccwIP33msNKJgq3ZSK9xsF8LESpFzQRhhQRM3BVTR96rCnRlKLscW408+Mk+WATTOR41NQ7mUXDmJoSITBRMqyiKLpgyjGOvdEfrDEJaVdE++lNJzFc1vk+lrNL+X9z54FuevdDPvRK6GCeuMBbKUXBnRd0PRUSBMKoi+m6xZd+DYErk48MsgTJLPnkqLgs9d3FCSl3GKzhP0eQJhQslXiTBRaJ21YgiPw6oUTPRn67Bkr29oiqP1n++FUQRMKWczkSmUXBTTsTiUi75TIty2ZOJzuym5FHrwqVFymRP6ZYx8UNofi5qCZINP8oCp47jT9JR3zbYsvOq6hAKq7pXXMBn5kWiyXErFpYFEX8KEdshQcrGcgEzcZREmTaFhUo6Si8aI9guT6DsgxdsBiYZztOvgJjRQPCdTKLeQ6G3w4qi+LlIyd707EtdQ04vPbH171+vOIIxi3HtLtmGjrHHfpF5zMvvVgbkmnnxxHUAWYWJZiQD98voAq5sjHJiTSWa9gaDIdD3Chla0UKkqzY0P4/YvWpcTraHkd+SjNWqu8KOq+icNzxHP3TH4kEM/FHt8GV2yRi3RHOEFE68gLgLkvOlyhInWCEbroUCYtHWEySgz/7fDpkvJZW5w5qbPpbLFxUMpBVez7or5d9f1Bya5zEo20/SE7gowvYIJ19MmzaEyCBOuz0ZWJb/2siuYXF7podcdGjm5t9O4c9EdBKgyFVUNk20umKQ0MLThkfFki1H0nXEY+0GU4YTUeUq5fem5FXhudtMtsidfXMNP/Mqn8Y77TuMb3nhd7udMXdC0kHM6mMTZ0hEmEgrNXyRdkNzE+02mb6BEXUXjNtuuCe58QFJyFUGrP/7IeTzxwhpmOwR1l51HvMhjMs5JqHfmkSUOGyuY5Im+R7LLyfNslO1mz2iYjEWYsPHeQ5RcURQridG17qhQWJubMocq0OypGibJefZqWYHu8cUrXfE7XfAdUBMd4Q4Wh/e6DTWOYQrqigJVSgKYKLmKUF/0vpH45aBEgZsCdoWSSySe878XsiKrEGdL12kKHrt9P1/0Pf1OR0tAcStakzPHY3uDZamOlYToShoRC0lQffxAkjj66ntP4bYziwDYM8op/KkFk/xry2qYqGiW51MBTCA/IZrpbnJsca+5GiZpN5ouIm0ynvy0LdkV2RUFk/RcHGFyoI2bTy/gr77jZkFVUPNsJaiv0vWmJGML1t1mzcF6V+1eNSNMVBorbrqQOb8v3tEk6AEIYZK+k3qBUafumW3VxFwejEKpD5ZSsvWHgbjfb37LDXj3687gka9cwdJcA57riK73kR9htTvCofmmgg61tOdFJoLdUSg6y8smsMnUgsn0fWs9iC4T/Ijv7lCxBACOH2jDsuQ+vV0FEwBpoKlSCJLx85YVVCczISb0zjuhX5VDH6JeZ07BJEeYvsjIj6eirOtK8XZJYxOJAsmBuYbSUFT1fLyoaWnX/477Txu/k5ck6TSTOZt0oofjKbkMiSNK4sm4qwBhUnCPhM7M0zDhXemBtpceWmjh2IE2zl/p4vNPX1WOO/KlWPyGhjDhzQd59LuAjjApXwjIaphIv5KLvpOPLsaQI0x22efk/puuYeKypoQo5s2Akl56u+OjSbUXi0yn1ZoEYdJquNjs+4XXpM+PEwc7cGxLFABNpq+Fpu53joqg/bvd8BDFiS7eDSfmjccWBROfNH1k86njqDGxSCi6NiiNPzAhTBy1YJLonCXXNN+p4craQFJyaR32M60aZloeNno+ZtK1iusV8dg2KdilRYKag04z0UEg329+po6VjaGSL9GLTbyAPN+RxRdufA28/vgc/vY33WUcy7KmaJjUnMw1cVSJjjABEh2Q5fWB6Fonkw0EJeIN7TM6CrVhaGrV/z0OwUt5JE7JRh32DQVhUs0/4fELjy84SjkPxW4ypWBSVcNkEIh4hYootA5SUZHGgZAM1GizvD4Q75ReZJim6b7AVhDMdKwylFxkZfPchDDRKbK22yzLwnynLqg9pyf6nqXkmi/RiKcj6oIwglUBLb+LvRbbYzGAl5a7Yz83beMJYJPAVJHtLCVXsuF1WtluSlP1Ta8MktNPAaPsojAnv/rDAP/8Vx/BP//VRyrBoZ+9uIE4Tv5fZDJJUYz+8IMo0+lEDonnqIL33CnjGiZlRN916qpZrRuTNrCi5CahdS6t9MX1UXJnrOi7oWNBTww5CgUZE32nwJQFz+QoNGoJj34Z2qBcDROlYMLHeO9QcukJff5eJx1G5ZBUyr1WouSSCBNOKLoXUSZ0X+vdkdBG6JsKJsT1H6rj+Yqn5NKSlyaxR930DnLLkkF20TspNUyqIEzyKbmKESYyOa532dExN3MouYi7F5Ai3EaEiaAmHO8M8+TwXLumJKG4A0Vj5DhJku7BO47gJ7/ndfjGN18vPs87QOmd5GuWQslV4PgqCBPHVgKVeS1ZnIcw0QsICaLHjG7gx2g3XNx5/VLutYnj5SFMtHdcpeRqw7IsvP7OY0JPggeIc+1aqYIzGR+ncQgTfm0AFOQkR0bxxAU3Hd5uEn0fBaHYL+nvWdF3CiizBRn+jlPRzXMsPHznUdx4ch5HNdqMh151VAiZU/ABSGFS3rWqUHLx7sB0bGJIPaBxtAi67RTChKwKbdtOWs1zBOLAYU1G22H0XpmCXC7uWvUaMkLHXMMkfTd0erni65Rzjfu+09Aw4WsLp+SSdFztzOcqnU85/mSoFFonE1RH8u9NpqcgKLlKiL7fr9HKFSNM1OPxeUIFE07dwxOwnFrIpGt09w1Jy5++yxP7QBTFgnpMIExY/KgiTMyUXMn7I9fVcaZrJfA4he6HF8R1DRNg95t0OB2k3iDDKbmSZjVZtHRZvDZti5m2C2/uqtLoVWRS05BofSYrmABQdF100+fx4mwDP/m9r8Pf+oZX5R4/uxZm3zf+3hKqqlaT+8CNJ+eNx6a57QchgjASOZO657A4WibugCRW5z6CeC50b4KayBHhIRUuqclg5Cc5DF30HUgK/oD0MWnNi6Ei1LlvTrH/WdbwSsUGP5CU5VmESep3xFL/M6thMp0EKpmiYVJzMvvAAU7JNWcomKRJV6K5ItOp34tMX5d1hAM/Bt+7VYRJ8bhwBpsojmFZko6Ma6ZUpQzNi1/qbE5WaVajex+OArZ+F48hb5R78UrSOEbzVtfwob1nMZ2PhPS6siq1t7aVkiuTW5t8PucxwnDjc8myVKRxkd1+bgknD3Xw8J3HJr6+SY37JdMSfafCZRjFIj9QSsNEk50om88je9kVTIBygtpTPyfrouH8u6W+u6OUXMm59ES+61iKjod+bQ5DmHCjBSuvW3i9N0IQxugPg9zPGK8z/ayfQ9tCJrqgx+iLjPwwizAZSrSGijBRk+R+4TmyXWM8oJppq0kY2sCKOoXIWbmcFkxcV4rECUquXA0T1uGcswCrkGAm+p5+jGuYDBgsl+6PvpdnGUqu9LP899zx9f3sfNstC7Rr1K+HCgPjLFQCj/L3RK8/T4QDe1PHhI/Ni5eTIjUJjnKOdXIqEjTTPsKEjETVaU1tFyAqyGj4uKPGxU/zTFJyyfV6XLelhKHzLn+6jiI0C+ucp85IHWHCKLnULis5b4iSq9vP7qdFwoO68eMval1l0oGKxR5Oa6NlWZmgSqUlzBaCSyNMuEikpxdM1ARpPsIkm7jLE33nY/DA7UdKdaVnCibpz7006U6BiFIwOZCldOJOfhXkAKDpqJQomCgIE9EIAInWixlVjjZ+M3rBRHlG1KkdMQQVdQObKbn04GCmVVM69TgNxze9+QZ86AOvHgtZFwWTtANSoR1jt8P3jpprC4TNeioiXxWVwUXHtwNhot93Fdq2nbZTh5NC4Di62K0aT/zp1lAQJtWeZY0l2wBV005ScmXX/jwrRclVItEEZCm51K5bmUwmhAkvXpmOU/Z8QPnuR5M/DSRrDBd+l5RcaezE0SyWGTF3ZLEluPyB4gSD3snMi62UrKRE19APhW8GmFHdvIh61w0qRwJdKX1vc+CLYkpHUHKxprMCaidO4UP3MAnChCPhuY9NnxMFE07JtdsaJgZKLjJHE30X+4nniD0lSbxP7x7iOMZP/sfP4h/+u08ndJXboDFIfh7tXb0KGq/0XU49k3ddkqZV9aWKfB09n2H6rG3Jwvg6S/x/45uux9c+dBavu92sncU1YTlVaIMVwMIwVmhCEwSuLA7RuyK689PvWZbUOqE9ned0+sNAaXYk+8Y3X493PXAad99wUDkeoBY26bu2JdkoSPgdkKjHURAq6Bhujm2LxD6NW5aSa7opyLrnYGk2QR3OtevK+m5blqKpYEKYkH+6moswGb+PZfXGNIRJDiVXFQ0Tx7aV48y2a2IsOaKiKh0VL5ioou8SqViF9pIX/8oiTIR2Zd/HC2le4fjBdvpdFWHy7gfO4B33n8J9KY0bIUxona+x3Nl2mL6G66jySsdKv1uEpOfPvN3wCj/Lba5dwz/4a/fiba89OfH1TWoKBfaUCqRZelOrFNrG1XLcOvpxnL1MCyY7n3TlDuJWECbbfe1UiNCDXsexRXX+KqOQIqefFgK9aDDDYOgm4wmMKlBccjDGJZspsDLB7mxWGEi6LlRHU9BbuWrAqKAffOkQmASG9cXfZXzQADCXizDJvy/akHqsy44cac53azJF9D2PkotpthhF34WYYiS6gShAp0X9+Uub+PWPP2mc67zrFZAC0RmqrpA6c7OIpt0yVcMkyryPa5vlCiaKeOIECJMkycd+vweJufizeuFy0gliQphwvZxAoWrYe/e0kzbSOsAkFLmoYEIIJFYwKYH6kqLvcj3iHacmGwbZriqBsCgSfReoREsRywaY6PvAF+sv1ytQxM/JcTaMBxVZqxZM9G5tXjguw7OqUKBpdAr69RQdR0e58DHWhfLyko0ZDRPHxs2nF9CsO0J4XZyDXdcbSnYZqbzfYAUTlZKL9hzPtRXeZzIehOmNGuOsLMKkZSqYGCi5FA0TLbjJaJgoCBNbfJ/2K/o7HU/vQuQ0ZoCKMOkPg4l4fakz1IQwUQtc8juWZYnAmbpRq6IS5reZkktPVm/HOaZlpGNShVpuEqMxMSFMam4iknv68Ezld0oXd+UIZp2SS09wma/TXDDhwX15Sq60YJKu+bzjm+9zhDA5srS1gomCYCkZzNu2lSk4kXEaGokwSWMnZR/Nv76H75Lrc1GCQefK51orJArcEIXeQEWYMESHScT37NFZkTxs1l2R+KS1byNNgLYbbkbTSac1zhZMpH9gatLLM72ww/UXeGMdfU4gARUNk70RXziOlZlvpw/PqBomLEnLn800cwRDP8Tjz63i6ZfWsdn31cLTlCm5qGBSJQ8wEgUTuR/kxYjU2GiK0/MsI/o+hrmBGubqnoPTR2bwNQ+dzY/FGSUX+bo1L4nl82iKXcdWromKnCYUGO3p60yXjr7bGwaZZkcAOHNkFu97w3Xic1x/jj9vThdMscY5A8KE66yY0Dl6E4pecNgKhVGefegDr8aP/ZXXoNVQRd/rNVvxKw6YECYdKRrOTfp24+eW7q9nNExKIEzK+IS8iMibrGheWIZzj7OG0vCV3csVLZISe6wJmTJW9D2dM4QesJAg1wF5P7QfnTjUwfvfeL34ud1wjde9XZZB+W9hPtc9dR81mVowuTYUNZSCyZQQJjqifq5TjrmA56KAfYQJgF0qmCiUXNUQJr7S1TFdh25lY6g4iZS40ikPXMfC0bQ7lFOa6V23escZdRflFUw42oaKIOvd0djKHm3YozGOtICFN81BI4d86/OCiwLmIUw4xYcpyWBZlrKJuhmEiXpdQsOkAFqtj43nMoFAf0zBxFUDYcAsDsypaCItgcQFQHUeVLq33/j9J/HRP3kWf/L5i5lroKCAxoXmtB6siODcwKe8W8aLOlGUFRnkwu/dgZ/r/OfRj40zRcPE8Pu9ZCaEiVnDRM6n7ehgu1ZN71oiR7E/zK5VQFJM0zVM+L8LUR/pe9WsS4eyP6bTzyT6zjmOc8/FOkiFhonW0RHHMunLUQfcWRSIGwOqq0qXE+8aXNQElLmGiaDLKOg0NmnGSKSApXWJ5R9HKZi4YxAmOfdoKpjccW4JP/3Bh/Hamw8Zj3H98TkcP5jP6a0cXytW6NRv1OV1ZLGFt9xzAt/8lhuMATBPAFRFmJRNaOoIk+7Al9z8qag6kLxDQluggug7fwco8Uh/l5Rc2SIeP8Zsuyb2UY6aqsLrS8HHCiFMSmiYAHL/3uhNiDDhBZMcX2srxhPInaY3tcBqO+y6NHGkryXTNvLROXKAzLIs/N2/dDd+9NtfM1HSiQfeDlu3dEquqh21JlQWMLnou/r+S3/ywtXE3ziaFgkmpeRyKyapxLXkaCvRGrLRG4l1hsbEhJYx2T03HhTJkKK9iB+v5tpKx3SnoSJMBiUQJvwZ2ZYlRGFJJ4Z/j9YRHkdyWje/sGDC/QOKzyZAmFCXfhSpTVcGke0ytKU7YSLWsixlzVuarePrXn9OoARDVpivaQWTaQq/c9aHxAeajEq48ByiYJLMlWoaJsk1cAqivEKOrvNRxnRNjbw1QOyfAmFSvlHHD1jjIYmfs+9zxA1R0spEc/I9ne6TX5NAb3i20jgyHKnNjiazWZzJ4zE97geAc8fm4DrJtRHqkedHTGPX0Yr5mfHehoLJ0lxD+Lie5sMtzTaEjmGrkW3KEAiTroYw0dgAikzf63SESZ62l5fjN+YZv36OACa6zkbdKY1AMF0bX5/4fJTr8PixEIhqv7zoe82zlfs/tNAU+8Qb7jyGe285lIvqsixLacDbTsF3Op+J7WESe+f9p/Hg7UdwE0OY6sbp1nZap3tS43NzWn69nncti0jnmk1Aft46z/ZuVLIFmxb3ZhXjlFxb0jCZokP31Pl1/NDPfgK/8r++LH5HE4R3GltWsjgeS3kCzzMRZ+7cAtmOM+ogGOWIvnPnaDAMsNn38b/9mz/GT/7HzxZeOzkK45zDDY1HVzcpOhwxbn090SSLHL5WWOHPMo/Pmf/eddTFPk/DpCiJPtTG0nVsOJal/C2/Eya7Aev0Tlz03Q8jgQChdV90XUdRxnGizeHi1YQu7OqG5Ioko0CRxsWkYcJ/3lOi74rGRpxJ6hMXaxBG+Hsf/hT+f7/4p0aIvCr6Xh1hYlkqimAvapjw+yKuUTPCRHavKgieXUYT7bYNta6lVt0VwYuJ1pGjOmxDwaRoPH3W1WmiLzKZrrHCz1uMMJGBq9B+8LMF8OX1ZO3gzg5Pskku2+x1ygCyWgCTRZjIdTDQ0JQm40GE4J9mncRlE3DcsfZcRxV91womeUGaaV0HzJDuc8fmYFmJU17WdNF3PTFLe4JlWfjAW2/Em+4+bjyOrmFSxfK61zPnqBNyI5kXjz6xjBgJ9/Fsu6aKvovnrB4vEdfN7/ij8aWuStpfddF3T2ugIJtpeuLd47R7VXh9JSVXsg9FhqQgkB0rkVxJi4/VhcJdce3bjTCpOkd22m48OY/v+drb8e3vvHlbz/Md77oV3/d1t+PMkVnj3/X3v4rRO2kh9Qe1PWSooaWKLA8FpiJMys030eBEfq6hyDD0A8FRfiTtPNUTFWW0VwD9HS8/lvx8/N8UV230s5RcfA0pKph4roOvvu8UAOQ+e0D19dtNT4npqNlAUHJV1DABgNe/6hgc28JtZxYzWiO0jvAOcqXpTPHp9UYpifyohDDRNUzYnFViCI2Si9NJ7h2Eia3oFPy1d92KVsMV1xlrCBOHoZqmWTDhHbZ+ptA1nbGic0yCMOG0UuP8XFPDwjjLaJjkfLcuECa+8nOReeyd0eNovq52mS9A/o6uZ2hGmKgFE8+VBZPeQCJMiq7VsqwMrz9gXv87TQ8/9E134W9/450KUlZcu2HsdF/BRKWznaaMl+dgvlPHD77/TnzwG+40fp58D94YCTA2gAkKJnrSPo+qsio9pIIwYXEN+WlVBd+BIoSJ1MKqpmEiCy0iLhyzN1uWJSglASgNXqcOz+BvvPd2HFrINpGQzSlom+1FmAB68+LkKfW7bzyI73j3rYVzjCOGdM3FvWrzCsJkeu97ke5nnvF4H6hOyXVtYHoq2m50LnMHsaqGyXZRchFS5HxKlwOYKbloEhHsbXVzhN7AR6vhGXh41ZeZklq5CBNOyTUKcGmlj5Ef4dmLm4jjOBdGpVO45NlmP9nYdBF7Mk4JQ/fSqLlKwsJ1bbGI613wlBd07GzCiKzu2djsp8dyVM7EmZYHC4momufaCrLDZFyUlsxz7NIIE0VoUwsGR4GEg7txFmFis8Au+VuMIFA7Y+jeKEmkOxaAdGjJATBx/dO5ATV423UNE1b4jJGdf1Qw6Q4Cce9+EGUcQRVhUj7wEBomsFRKrj1YW+Br3ouXu4jjWDjQvKuG80bysYiRzPftgGVfCyY1QlIKH9tCq+GiO0gKyzoKkDPa6foSQDlKLipibMAsuq5cH+tw1M+rJx7WuyP88m8+jofvPCbQc4kIOa2/ybF8hiYjJGYewqRToOlSxWlXNUzUYoQi+m7gcteN6FhisHWNCXbyJHyRc8ifn44wmevUxDmAYhoAx7EQBbIYlmdffd8pvOGuY5WCqKzou/r3soKDOtdyFVOSsQXJYZ2S67NPXAEgufh5oU+njOQ20/Sw7CfdhZkkrOegPwzEc6G5E4nCf1brjO/TiYZJ8jc+p6t0xOqi71zDRHleGYSJSslV5ZxkB+cbeO7ippEiaqumI3H2slmWlUFwbYcdWWwpNEvTNOHPOXbSJckRx3Gc2ZuKLA8Flkc9Ungs7XOqKHty7PNXeoiRJIRmU79fT1SURpiwpHWVwqVrW6AeZH7PFIesd0dineDHpTVkXCfqO+8/jTe/+kTheq3vlTymo458SoAlou8cYZJFm+hrwrljs/ipv/V61GsOPvf0svJZ0aiWgzAJlMaYPISJJYrLNO+K1vg8hEkQxcb70ekKg1DSA++GxWzvsW0LN5yYxy2nF3DXDQdwS0qhyZEwI9bVblmJPtmIiWxPwwYawqSISm1S0ym5Rul5ynQby6adRPcjjMLxCJOSeknJcW3ha1Hx2Pg5jxCaI+XnwmOnczuOZeMl7f+kizIKIvE3y5J+SrPmYg0j4c+Y/F2dkqvuOUozlAklYjLXseAHaiHKROcFADedSubpSup/0PXpDRtkehe8fi3bHfuptKrJuW8/t5T7eUpC67qJVRoIeEGgXnMy95i3L1ZFO3KECU8Y0xhPUjCp1bKxHiBRKxNTcg2rfa/T9AQt2olUv6SsqQiT7S+YmJoXt8t48e1aoeTiSOxpIscVhEmnJMJENHUka90+JRem24FR1riDWJWSa7tE38mxMHUOcOQDJSWadVcEw+dTUUUp+p4iTDg9C+QGk1ep6w84wiREb+iL4+ahUoBsZ0WebfSJkiunYOKygkk6thmhN8dmCJOs1glQvMjXtKo8T/LUPUdsQjU3K66pG6enEsdkwlVU8Coj+q5QADhqYCi6/rmGSerwCBHpMIsw0ZNyJDhHxoMCupZxBRN/L1Fyac9FTyqvp1BdHgSa6AQUhInhmeYZaZXYVlI0Eb/fiwUTDcK9vD4wIkxkYBtldWwKhMpf7maiPWkX6JjwIoWKLFALkyabhAbDxNtL59ULJo88cQWPPHEFv/WpZ5koti2oCwTCxLDmz+dpmFDBxKRhIoLjigUTnZJLoJ9iJZFTZKJAJSi5ZNeoIlJeVsNEK5i0G65GZ5Pv9Ktw8OKxqBpA6QUTPRgoG4wolFwVk+GTiL77QYTPPZUk+EjcVIq+x6IobhqvTko3ZUqe6DQcAmGiU3IZECY1L+Emp4CHCiY8SVLGKDAmSi6RFNTQBnojiuwILc/Frdu3vv0mfNObr8cNJ+crf3ecOdcQwuTlYPROkh/IBYq5z12GesZEDwkk85qOW1ZXQC+smBAmhGY9stgS83waou9Vkh156xLFIZwDn/+d3rtx77xlWWPXa74vtBuuUmgkzQdV9J1rmJgQJtn1vFl3FdFroWFCCJNWttkhizDJKZiwBjJgvO8vRYNVtHuozVk/Lb6Qz7ybCJNnLqwLvR3uwzt28nz/7l+6G299zUnl93SduiYWf0enZRx1lPhAk1EJFxk1y/DGmLKJKuEj1xyxl+Y1xE5CyWUxPSfXtXMbOGkd3KiAMOFrGX2PJzzp3aR8Eb/uPISJ62Y/s8loNoXIek9qKI0vmOQjTHQEDhlda99AnchNR5jo41alSD2JKbSFJfzVvJiDFy/HGfetmoZz5om+V6fkKtYwaU5AR8ULZPzZqJRcxTko5Xhs/6lUMGHFoLIUwmQKwmSColFVmxYlVxnTRd+vBZufkev+NMeHvztlYwauWQrsU3IBULvEd+ycXPTd0BFbZNuFMKFr4s6xScOEd2cdS/mSX0ppuWjTNWmY1DxHbCBlESYcfVNEXZZXMLmy1se/+63H8dJyF0M/FAm4mRzhS7pefi5drNNlGia805hbUYdchpLLVceowRxe/YXVzZRQ9Fwm+j4OYZLDicmfsUrJFSu0HoCkpAnCCANfLZjoDo6OMOFUPRJhknZ8afdsFH3fI5B5smzBRBb8yEzFQoULuALCRAyfpYq+F1Eg7ZbpVAsvXO4aNUy4ToQ+FtOC/V9rxunJal7WCTKhKvjctA1OWlHxiQdc9F6Og6MKSgi2vgkNE+2x0TpwabUvOmtd11YQfjolGxl3cJWCCeljsa4mcW0VECZ8fdYRJib0UxElFyDHm9ZNkYC31WJ5ET+zoo/h2uJ9SQReHWWfLUo2cmd92nzQqui7qpEBlC+YNDy5FpTlmiXjSYSiJCONX28Y4PHnVjAchZjr1HDm6Ezy3fSrUYQMapYbzTlT8kTvLhQIk3RK0/viGRAm1KCiI0yqIj2ooWV1c5hoGuVomOj3pidfJ0GYXHdsDm+/99TENFBFdi0hTF4OJilW7fT/sgjMfZ4yHbWWJf1J/R0VSIeSyRs9maIgTGxK0iXXdzZ9t4FskXu7NUz4+VREeZYDX0HdpGvDNNbqIoRJOyP6riJM1ILJ+ASYTp0lNEzYOU1oTQAIAt3nI0SmrSQXxzVw5GuYxJkCEC+MOAwduZMFk8efXcH/8ct/jn/2nz6bXqe8xrzinKDkgiw01FlCH9hGSi4NYTKtwgydo9VwxfPulaTl4kUj1ym+f2o2rNoMIOLzgvef8hy0b+cVErjx9YT8Y55Ap2P20tyEYyiY9DVqcrWokqypAonsSoTJCqPKHnet4j1isdhwDDpFak1RPsI8nzua3tmOU3LxpH+JvUwwpoxUanYajzJzy3Vs4SOZit78edRy8jWcri/P8kTfic5qEo0Lfm2uYa5VLXxIKq9AFrxL7LOcbmqvI0wcg4+yXaYUTK4VSq5OXbznZfzJsqazMpQxfQ8dVkSYXBuYnoqmO2jbbbyrHpiAkmubECaUAOIOhpmSSy7ORw+08flnVnA+pfPifLOAJuTo8Q5isxPTG6oIE35/m31fiIfpxsXOOHXX7z9yHh9/5DwsyxJ87I5t5S6MzXRT2WBICD14cx1LCQjMCJP8Fz0j+q7QEiSdpehKWDFQVDDJvsAe508fFTsoCtolp3vOtW3Ediyug9N68GP7QcQcJzf9roYw0QSZeUBSd2VAw/9PJhEmPLjaZYRJpmCSXA/BttfSQJgXC0yBHj9OlQBHapiolFx70agAVq85GI5CvHh5U7zvKiWX7OLPIkxemQUT/p7zjb+IhooXzSqLvnPUR8nAm4QO+fomEmvauSiBsso6a5OEiESz5J2PO7h8nW3WXVhWUkTc7PsKFZBI8jhlIPLJ9VtWNhnLkzxcvL3IXNvGCJEolMg90iqdgFOou1wbS3MNfO1DZ8V+mIxbGpxPCWFS1XQNE0dbkMoiVjjv7my7mpOvC8/nGa03g2GAz34loeO6+/oDInBVRd8LCibp+2d6dnrA7Wr7G81v3rRAxyF/S4i+G5IkZYyKiyM/Qp/5UzwpCAB63Kb7R2U7/nfKFA2TksHPvk1uNB8y9EZhJPjaPdcuXRxznYTySH+n/tJbbsDzlzZFI9Y409F0Ct2Xti4TegwwUHKVfK8m1jAxUGICcv1Y3WAIE3Zc2kunkVgp0jDpNFXR91EQicQsoPofZRJgRHNE31sfgzDhMW2UFnZpnMR+6SbC57ZlIYrjsf5IvoaJej4/VAsmHB25UwWT3iDAL3zkC4gBXF0fZppF8vYy/nuKgek5V9F7KWu6honCdjGlZiauxdKsuxj5I4V5osiGjBqQF8hMViWRy43i8yIqVr3oUCb5TjRqfhCJ94V3vNMxiP6Jrz/kWxVqmGiNn1z0fWV9KD4/bq0R8b4JYZJzn7zBFMgfOz1pX6+pn9vugglfI3V6MZPxmKPb96W/FZTXMAES/2o4Cs0FkxKokjJ+oSL6zmKje248iGcubOB1t5mF0YtMQZgY9MgGo1C8k1UQJlWpvGj/ch0LhxaaJa8+sTmFnmyHESY7SMl1rYi+u46Nb3nbjQnNeE5j+yTGi43zVUXfJ0SYvDwLJjusg6Bv4FVF33mSeJpCyJRUEiJ4sezEUSm5GMJECL/rlFyEMFGr47yD2GR9DWESRPJcpqQgGSXq4zgZX9rUSSh4eX0gvt9peblQWnIg1hgSQqcZ4AgTP4yMCKWizgKF418T/lUQJp5En+R11pvGkYtFBmOq9HmitVmRyvR4gXTkKTim6+fFLokw0Qom3ZFS0OL3RUEWHV8PVgKBMFGd9t00fe0gZ3+2U8Pa5kjMI4WSy/DMJuUCFjQC1rUj+n7yUAdPvLCGC1d7xZRcYZRZ316pBRNRiLPUQIkcRZ1DF1DfH77cibWhsGAik/oi+VFAFRfHWUoIQCZidcTTRj+rZeS6lkLJlddByrujdPqvdsPDZt9HVyuYmAS284z2rPlOPZMIN/GujwtWdM0YWWixDeus2fg5aO/5mofOZq4ZKO7KKUtZNYm5WiCQJyQ+zvi9VNYwscvdHyUPesMAj3zlMgDgLpZQlcgoqVFmpuSigkn2XLoPQHMnoX+RvhXnUJcFE0KYpF2hMf292jOrew5adRe9YYCVjYFCO1OsYaKjY7a/866K8ec8zaBq38wmESZqk0zAECZlk0PJ920AYeaduveWw7j3lsPlj6NTcuUg9pp1Bzedmhc/62vtJAiTShomOb41IdRWNyXChL+LtJZPg7vfsZO4IIxidJoe6p4jmlcEwoS999TUAKhJd0l1VRDjaE0WQsOEN96x2EZP6gdhhJrtiH8D8p2n5OI46lodCeOwOetrIvahjjApofM2TfuPv/NlLK/LOdAbBqUSa3yuDIZqs5pXstGlinFKLhPCJI5jfOyzL2JxpiH0wKoaX090bY6x32Wd/byRz2STFkwkwiT/ndR9sLKaTLW0YCIpubJ+HeWL1I7+NNGczgF6R3lBObOnu7YQWH724obxMybjDABkNC/y0ClFWlPcdEoujjYGdhZhUqa7ncccm2nBJIxkE23ZDvmaW1AwKUHJVabgz5sSuYZJq+HhW992U6nrLLo2nVoeUPV4iqiCybiGFqeFHmeEnji61K7cXLDjCJMdLZhwNoprJ33/hruOT/2YCiVXySYrvdC7T8mFnS+Y6Bt4VQ0TniSeJp0YdcFL/ng5OXhnEA8USPj9PFFyac5trSoll65holBy5Y+TDhUmI7HT1Y2hSNLNNPNfFgocCBLr2FYGLcK5dAONf5esTDBBwmd8Q6Aghj43lpIr59z6QpzX0cE3sTx+Zse2lEqrLvpOgYhM3lssSFHPG0axUljhAQmNi6Su0Qom6Vz395Doe56GyVLa+U0FoqACwqRawcSMMNmLZQUaA1ozLq30BV1Gq84dL47e0mnZdvd575bxrjteGKP1ylR0593k/Dtl+Llpj3FdW/KRF2hIBaHkAOdriujUz0GYkFlWktDhBfU8CrDZdrZLlYwotD76J88qRRoZQI53Yc4cncFrbj6E9zx4JvM3nuShdX9cEltqPKnrmmNbSuK3KOhRuo4N96DuswXH4UiVKSNM+DVadjbJV5YjmfY/ruFR1sqKvlNg+uKVLlY3R6jXHCGkm3w3+X8cq89Lt5kKCBMu+s59FEXIM6VWoMSBiQ60qlFShCfkdNHVLH2aRslVMam03aZomOwjTLbd6p6ahOWFY9nVXX6O0HG2Stemr4V8nvL1545zS7li80D5xBb3o6vQZCn+NLvnIwsJkoaaufS9uqYl+7dqND7kN7z3wbN48PYjOJbSmHB6GL5jGzVMCtYiPVlv1DBh36dEL5lJG4PGnr43lpJLK+xQLJJQcqk6iNxXUBAmO9B41B34+MRjF5Jzp2PfHwSZIo7J+O8prhJosDHsBJMYpyRJqNTYcwoiXLjaw6/89pfxU7/xKH7h//tC6UKHcg6mhyG0xkYlKblYZ79AdI6JncskcrkJyrMSlFz6d8YZzVXKP/CEp0SbZhEmDYEwCRAz9JWCMNH29Lrn4NzRWQAJPbLpuk3GNSbJxiJMchqPdNMLJrovu92i77oAexlrayj/4UiOS9k9kdZ5o4ZJjui7inYsUVRoSBTGtNAGfIxMGiaAjPVKIUwYUqpKQZO0Jk8fmRnzyaypei47XDDZZg0TXoC7Vii5tsu4jzdfUvRdp3XcR5hg53nx9a6V/jBQIMjjjAfb00SYCMojqqalzpGFJHCn7iS+URPCZHl9kPA4Cg2TZKLpcMKqCBM+JkUIk4EGGW+m78PVtGBydWNo7HLSjTiUCRnguna2G43pjvihmZKryAmjMaHj6hB8WTBxxjq9pqRi0rlczkFROhZyuBUdhlghgcTkMyrCRNxfTSZ1TUHlenckAjb+LggNE00cmcyoYbLDdHq66ZRRNK8XZ+p4Csna0hsGaifWGIRJNUqu5P+WZe190ff0vo6na8al1b7kbm1whIlEQOhJ/VcuwsQckBRSckWymMZNiL4X7B0BS4qUEX3nCQgF9ZFLyaUiTGjtoXUzjs1UlbZlKeu3vs5+wxuuw7/69UfxJ1+4iHbTwwfeeiMAWWQt43y7jo3v/drbjX/jXYW054wLVnRaMi76rnDbl6TkMtE9qkjO/L3HVgom03XWFZ0cLSEPVNEwST43NwFygD+LokYz6rajdfKOs4vK3FARJvS8suNFQYgpeZgpmLCGAP4uKRSd6UXPaggT8fcJntlCp4bzV7q4ui55ynUNk3HPqmyH7E4Zf85VdW72rbrpGiYKJZcBWTjOaE3caodlGQ0TAJlud33NLo8wKbde66Yg+9gxFmfr6DQ9pWDCjcZ0Wp2oNdfGYBQK3vqvvu+U8nfLslCvOZlEN/dZRyUSWUL3LPULKAGsaJiw7+sJcRVxTVphyRjUPBvoj/eTfZEQt5XvB2EEP7CUzyn0V9bOir4TLWm74aJec3B1fYjeMBBxoG1ZuYwIJkqu+rYiTLSCSaA+J450/sRjFzAMolxfymRxHIu8Q4KOTMagNMKE+cm0l+raiWQ0p6vubfRciua/vveXRxoknzOKvpdBmGhaGmrBJOuPcF0n/Xx5JhEmclwHJTVM9GPo1uGNubaV+dx2az7w6yxb7Og0XFwEsNmXtPAAsQGULJikz9aEMKnl+PZK8b6EX0i+6ly7nrueVDU+z13NnyT0YhBGcGwLS3NmOn1uch4HlQomD95xBJal0m6WNRVhsgOUXNuI8tftWhR93y6j99lCeapnziQEqMXQMra3oqYp2W4hTPirUlbUDFCvd5od1+T8+H4CrSXno5YmwGnh5l2xnaYnnOCXrnaLKbk8KU6b163cZ51G/WGgcJfmFUwi5mQBcsOK41ggTDb7vvh3UXWdFhXSnvA0yiwgpeTiXfAGlE8hwsQjB14NPoFkvDgllzOmYDI0jKPrZulQ8rrBFLFgjjDRqA14pTWDMCmgXuGbAyVluPC7oDthXV2CkkvL+ksNE+a0TxFhNYnpxTJKHjTqrnBiBkNNEM4QwPDjVKEZiwTC5FoQfU/ui4qsa5sjkThXKLmoi9+AMNltRNFu2YhxM3PTu5u4hVphkyxPV4QsYroNnH6wSPSd1l89yLFZ4pmbfr20TvDk8aYBNVOvJesxvVv6Onv7uSV8x7tugQXgdz/9Al64vJlcOwl8Vuwm1I3f22AYZH5n/A4VqNK1SqIwdQ2TfOeZf860lutaYXm2nXBwXfQ9sy+U1DCh/ZnQQlXMZoWaovvTA1M90BIJs1g+N9cQrM8w0Xfd9CQJPd8okvR1yb7HESZ2elxV9F0eYwKESYcQJrJgohe09KEyJVf2ku2Lvu+sSQ0TtcknjFicUKFgotMkTWp6stM1+LCObeFV55aUz+lrQ2kNkwkRJkoyif3bsiycYV2x+nhMu2BCxfaiGMiU9FSblMajNWmfTYoRkeiKn9ESomRZhEkWRS4QJuzYRaYn3DjCRKcYEzFNWpygtXEnGnREMaldE4X83jAQhfqiRkr+twzCREv2TMOKRN+DMMrQtj51fq3S8f0gEsgm0jAB1LxAkVFCK0GYyAKZ8Vxj9DTyjHzwYoSJ1kRYVssivRaKi1RKruRvVJTifgMlevvDQJnbRQWTmuug1fBwZLGV+xmTmVgveJGr6L7kz+Y5PcPWJU4tTrbdHflqwaQawoQKWXw/LFuYoPOO0zDJo1Av4xded2wOZ47M4A13HSt1TWVM0TDRroH+ZgH4jnffUoo6le61KsKkUXPx5lefUGiYyxr3H3Wdn+0w7nfvpOg70Xe/Uo18qZmWV3rc6b2K0zhw6FdDTO6tqGlKtuMaJgwqXBcwy/I6JgrCZKqi78lxY1AgpCbpyAlwtc1O6ph0hZMnu4FUOCHdby4l11COw2AUKoWkbk7BRE/k0fj0hoHi6D+fJs/KIEwEJZcmyg4kDoOkZsnqLADlggk6Bj9+TaHk4ggT83PmiRcyz7Ez15znaORxYmYpuchJkslUXcOETCmYsOOcOJQmynnBhNGdODmJRbLAiDDZZUquSC+YSN5NDl1WCiJGSq7JUDOCBg1aF9req5eI5znXrgl4MI0LdxQVYe19hAkA7oSr71pbaJjkI0z0gFsWTMzvDn/vXMcWIuJFCBNCg+gOv0w8y+cWx3GGkovWFx4kme6J9iKdp5vb/bcdwfUn5gBAFEwm5avWjQfX/REhTIqDIoGy0Sm5NA2TQtF3XjAxFET4flOoYWJXC7KqmK6JoQeLZREmt59bxLtfdwbve+N1E10HPQ+7wCnm89S2LNxxnZpQpUtXRN8Nz5mSDabijp40obkXI/99XkqPczQVvdaFtLdGyaUiTPKEqIFrh5LLstQky75tj0lNujRpzRpoJtcw2TolV4Yul70fi+m8v+PckiJ4C0yuYaLq/E2IMNHWJU4jov+tLuh7p/P+HZxPunx5klQ303NUCgxiL81/3hJhEmEz3estqIUaErkGxiBMAulTA+XFzOnvrhhD+cx1ijHdV9pJhAklx2dbNVkgGAS5DS/c+PvT1womggVhmggTzuSgU3KFkTiXoN4elSt0kPG8QN1zRJNFGYRJHMfop/mDmmeLBod8dobyNK3cKBFcKPquU3JVLphkNUzo370BURzJZ9+sZRPNCc0t/4y6p5Pvce7YbOYcRcbRhWScRs18X+UaP9pNlWkgr9lru4yv72UpuWhNo3glr7mtyCgnZCqY2LYlnpWXQ6Fexi9sNVz82Le/Fu9+3ZnS1zXO6mxO6Xvq4VR8/QNvuxH331pOUF4RfR+jvzstcx1bPMOytMFbsbK6ldOwuudgtl1Dvea84pHYlMeYK0nHBahzL/F1q+2lL8sS1U5TcvGESbOewNZM9CN5pmiYTFX0XR535Eesa4C6f7MIEwBYTPUa1jZHDGFip99V4YS0MeR1K+sIE353eQUT3Smj+1hhnN0A8PylJHlWjDBJprjgXWT0W0CyiVuWpTjt9DwIggiMQ5hQhwp166koDxI6qzE6sHwNk+R8B+YauLjST4+b7czIF33PK5iogSF3kiiGoKBCTxjyZAt9b65dw8H5Jp67uKkgTCKWjNKDFEpUWUiLeOkYjLTusN20PEou16Hu8RBBEI0VfQ8NnM1lLIZEmAByrPam6HtaTHVtHJxvonthQ/yNC9LxOZ9Hy/ZKs/GUXPmi73ldWnnFJ58V7DzXEgn6IoQJFfx1YTlT4mHoh5kg3tUS/v1hkCmqALxg4mCz7+cGu4cXWvjKC2u4dLWf3tN0CiaEnAij2NgFaDLH0dY1hqrLEwPOHEMriOvG50W94B4VZ33qCBM1AZ9FHpZzHz3Xwdc/fG7y63BsIIgUrQDdamkhIopj3HhyLuMTCGRUxCi5DON16vAMfvSvvAYH55uGc+QnCeh91hMJ3/yWG/DgHUdx3fGk4GdZFho1RzSOTELJRQiTq2usYGJZCqokWzDZ2wgTegdmW7Vt5zXfN5nIEQl86tafUPSdPrvlArZjCZ9HP96NJ+fx9771HhxZyhYH9ELNJKLvVd5FRTtKm6+nD88YPwdMV/QdAL7na2/H8voAR1MdOZOZEoUcOVBK9N2T8RHt4+2ml7kP10lErjMUYNwfFmhXasKjYswY0Xct4Zb3vDgll04VF+6AH03x0Ey7JmiiEoSJ9BOKjPwRQukISq6ShaUqNk70nc410/IwXAsVREoZk/uiDdu2RHGiDHf8I09cwfL6EJ5r4/BiS2lqNJlJGL2MCUqugkRuTXuHqmpZUIMRT6BL0fcUYaJQckntB06Zx5tW9O55uu+zR2fxx6mGTpkigRRCZj49UXJtUcPEsW1BUWiiFt/2gskkCJOGpmHiq3mzKuc1aZjQtYz8SNUwyfn3Tpoi+q7lBb/36+/Ayvqwkq7IItN+pfW6KgJsEpvv1LHZ940Fq2kb3/+3ez5bloW/9633IAij0gXAl6uR31BF85CDA4IwrtwAsLeipinZNB2KMsbFYotEe8d9H8jvEi5jvUGA//2X/wy/+SfPAlCTz37IO8fSYElL9JNRVbY/ChQqFyArRitF37PXHcexUjjqD8NSlFy6UyYKJptqweSlKz0AKixct5amreE6trIR0H3x7h1ybHnSt6j7KkvJJQMB4n5MjmFjvIZJ8vtDCzIoJGeTW96mw5NrTk4w6DBEjZmSazzC5NBCU0Af15l+gRTUtTOJXPo/OZ80P1XR913WMMmh5OK0QUEYKwL2pk59/vcqRSCuYcL/vxeBGIJawbFwaEEmGD1Xpb0rorvbR5iYCyam/UPSTKi/H9c9ydcax5Gi70X7JK3burCcTDzL35kKIXyNpfWR1nulGFDTESbmdfbwYjK/Lq4ka74Q+KyQ1MszmqvUsT+OEojWQHrHBSe7RvdoonwSx9B0rnRTCt+FCBO+rk/XnbO1gol+O7qA+XaZRJjkByOWZYnrucvAeywRJhwFaR6vs0dnjU0YeoDC92BKbukFv0bNxQ0n5pWELk90bI2SK/GHBO1MgYaJHjhulcpu2kbvw9w+HdeO2KuuW8IDtx3BV993GgDXGYtYR235ufnO+0/jwTuO4OZTC1u6Lo5SSK7LVv523fE5I3e3ZVmKj1vkr3NTKL8qoD74+q2vS8WUXFl0xFZsplXDmSOzhZ8xJT1Nou9FiSxJmxUKf9+0TwqEiU7JZUCRV0WYBFqTRN7zUii5dgFhsp76Q7MtTzAc9AZBLkJYN/p7LiWXNk6f+sJF/OgvfAovLXcrXyunTktE3zk9eCyKWMTiEEZxpQYwndqJ9r5xhZcgjPBrH3sSAPC2157EbKvGNGuKNUyqJpvLaJjo71BphIn2OR5LZzRMOHqEtF649kOG+cGMGq2KMBH+bCWEiV34M7eZdJ3YDYSJO0HBhKiOTJRcZW0+TeJSwUC3hdSH48leFe24O00jKiWXeg2zrVplEfZO0xMoSHpvtxthAgDvfehs6o/Mb/u5VK3H7b+3g/PNwgaJV4pRHHR4IR9dq5tjS4Q/R1OXtZclwmSaOiBljJKArmOLjtyuoUM4z6ZFyfXk+TU8c2EDoyDCO+4/rdIG+bI7pF5Tix8ZrkJyaphWAwUjOsKENtQgdVL54jHyI4W6ZcAKMICZ0z75XE7BZEMtmNCxyyBMyFzHMtKmcH5YTitE5yzikafkAx1XFJfS31MAdebIDEN2mJ8zvcDthouZloeNng/PLS/6PtepY65Tw1yrpnErqv8WQQoLLhwWXFC3LqBrmMiCCYn4rndHuHC1h8efXREbqm1boiNYL5jUvQS5E4ZxinCZDI0xbeN0LZ5rK5A9iTBJ54iC3jIhTLKczWWMa5iI/+/BmkIcx0rgywsmenKOz/kMwmSXNWt2y0Y5Xbyi4G7SMMkJuKWmRnHBhHQOhOh7gbNAa3NLWz9pjeDvLBVM+JphClSoYLIwU8eFqz3lb7Tn5K2z5BRdEAiTyYJjk7mOhaEvEYzjuHkzVIORXCOUzuMtaJio+2xB4aXk+SYxnZJL4epHtQ70rRiN1bjg+oYT83jixTW89uZDmb8pou8RoWarjZceMPPnRj5LmaA6SXQkc20ySq5kflKBT08KAuNF3/cawuTEgQ4c28J1KfXevm2vtRoevvM9t4qfRSNPMJno+103HMgIsU9qnmvLrupKqA8bQVhN+FnljS9/LtfOT24tzTXQbrjoDoIswkSLFXbCTElP3qQ0KrGX0jiNGMLERJ1Hz0tHmPBGGR4vA5KSsrqGSXmECUcYbrdxSi4LsvhRRAXJja5VUnJpou9aPPHJz1/Ai5e7eOSJK5UTaTxhlGgMqo1eNOadpvSJBqMQnWa592uoFV+lpkFxfuQP/uI8LlztYabl4Z33p0XdMQiTkTY/ypqg5CrUMNHQHCW7u4uKHKJgkuaKuM8sECbDfLHsjIZJOsYnD3XgOjaCMBLsFoXXaJhX40Tf9bWyaOxm2zW8dKWbIkz0gsn2+iGTIEx0lH9erFZk73/T9XjVdfl74ne/9zZcvNpX3lcFYbIDRQWTKQiTKe1R547N4fKqREPvhO95z00Hcc9N1QXjJzG1aW0fHb1T9rrbj6BRc3C7pmc3zlzXwsiP4YdRZcTky7JgstO0PqRR4DqWQDT0qmiYTJhc1Y0Wdvq/Dq8VAtZCw8TsKHDeQXKgjJRcnq10oQ39UEmW6sL3nMcQyC8q6c4UOUKrWsGErIyGCZneBUyLN21QHKLFO2iLFnkaAzqGoxWXXnPzIfz0B1+PdsPDWoqSCYIIcRxneOFlsJokoTd6Plp1N0NHkreheq6Nf/xdD2QdE63zmRfFCKbOYzvXsTAKqGAix5BQN8eW2uJZr3d9/PJvPo4vP7+Kr3nwTHI+28oiTARkWjq+epC00+gwbjzhXBMFkxRhYkuxbF283IQw4ceqossiNEwEwoR+v7eqJmEUizqO69g4NC+r/PkFk6zo+yuXkosQEup7TM76KE1c8aRVlMOBLTQ18ii5NDFMev9o3v73P3oaq5tDfOvbbxLrkUCYaN28NB954oESBEcPtPDi5aTLkTvblCQyFkzSvYaKFHnFb+Jov3i1hziOJw6OTUbjUhpholFyBYziSaV4yb820x7Ejc+LokDN2cbuJr2Lmifh67XyAphbNZpL1pjb+/733QE/iIzjRdcexyik5CoynRrNVQomyftSZj42laC0+jM7fqAtEiJANikIXHuUXCcOdfCv/uZDO0KhsG9Zc1lCfBJKrmmagjCpME8VmsMJKLmqaZiwdVdbBy3LwukjM/jCMyuZNVk0qe3Q2glku9qHfiiKJHEsBdMLdRqpqOFHAmEyY9gnXVd2xnNTESZqp3EZhIm656e0Zpba2MXPlUXNb61g8kePvoRHnriC73zPrWPfC07JRSjU/iCQSNSSCBPZ4EgICEL5qONEzTU6ZXUZUyi5NP88CCIx5s26A9exBI1JUZMiN4lUSNZ1iiXHUaH8wV+cBwC853VnxJ4wrtnQD8fPY5MRQ4WeK+CWpeQqtzbq/r3yLqb/Fk1GXPSdECbDkL2f+WgV/nfXsXH6cAdPnl8vRdsjGoA4JdeYPYCQgAKdVpAonhUIEzvTyLHtou8TaJi0m2ZKrirzar5Tx323Hs79+9Gldqa4qVLF71LBhCNMphRPnD06i0994aL4ea/5nls1Vc9sv2CyU1bzHNx/WzktHW6eY2PkR0pzUFl7ec3c1HZcw0SgMBjCpIqGyZQQJgSlF1RHuoaJ1jmWR8nVUCi51A1RoeRyHbiODfq2Dm/SCya9QaA4SnmUXPpx6D6upgUTHTVS5Ly16urfXNdW7pcWOAkll9es8I0WUnJR11hyDHJ8+FhR4pE2xRjmZ82pZr7tq2/Gd3zNbbjp1ELGseBcfLrVa05mw9Wr4HQ9vaFvhIorfKqscPSO+07jfW84hzfcdUw4QpdX+3jyxTUAwHLKq+7YWQ0TcgwFKimKM8WGnUaHKefmBRONa9dhCJMgilRKLsOiqxQrKxRMyGmlsbNYom8vGb8/T0OYtDIFEwn51gPWVzollx6QNGqOeFf19XGs6HvOuyOoLAStokSYxHGM//6JZ/DxR84rCL6uKJiMF32njtOFFN0GqA4/FZQ300RLq+GK4IPu/+sfPof3v+k63HW9uSPrYDq/esMAm32/VJKnrNG4UIJiHC2QHG+1EKx30BUl4PjnTPQxNaUxoSwl17QRJvL6bUsTHN3BxHZZhIltWQUBfvL/OI4ZbWRFhAkLuEn7hmxQIahubLGLr1FzcesZSX1kRphkv8NtLwatrYa3Y0W4fVOtw5JEe6lgUqXTVl1TSyJMeJKqwnowrtBCSOssJZeT+53tMv4cqbmMYsUwioVvWYgwMYi+mxEm6V6qI0wMmn6OiCkdcew8498fhwoyIkzGNJWMs//+iafxmS9fxleeXx37WUFZ1vKEL9wb+uL3HK1hMn1f0jU2dK2XzdRXu5rTUFhkvMM2CFS6rYAh6T1H0m8PKiSZdP2Hsseghp2zRyW9FI8jTEaoqbJ0fGT33XoY3/DG6wrFs/k7ZKECgq0AFaKvr3wu07zpD4NcNHXRnk5d10RlW3yNKUWNAWFSVGTg72HROk0FKU5rTbYnNUymIPo+iU2KdpymcZT89BAmKmXkXvQ9t2I6e8u+7W3jSMWqlFwvr5mb2k7T+nCIMRfrKv39KYm+D9ONlRwHPWmrb4LCec/RrFAQJraKmki+n4iQUSJBTxxT8YGCMb0TqDvwM7+j83Ijh2E1RWdwJwoo1jBp1B3wGNzThMd0hAk/d0spmOS/KkJAk7RMDPRlZLyLxNRdz4PVs0dn8bVvuN4ouFu1A0Ff1FussCcpucwbNnfyluYaeNcDZ9BqeKJg8uKVrghENlInw3HsTOcK/Z/GJQgjwTtL5u8i4oA/D3reUvRdIpP0wMJUEDEFiGVMDzDoKew1hAm/P9e1tIKJHgjIzrAMwmSfkkv5vWVZuUV3Qcll6WsBBZJ5lFyayCpLfgz9UKzBfbb2dQUll5oUcQyJByrszLQ8HEg5e/n6RPsMrQ011xFBCaEdjx1o4x33nc4tDtQ9BwszCWfpxZV+btfdJKavpVU1THhyhifSi+hkeHLOFEDo+2zutaTXTt220zRd9F0RHN1BwUHaR7Zyf7zQJ8R3K+6hdTbXkvGQfxMaJqUpuTDRNZBxqodSCBO2JlvWfmC3b6pRIn2j5+eiH3fK+JpeBWEyDrVn/o7F/j0ZmsX0Lp1NdUX0/emW0wtYmm3kNgZsh/GkJzUDUEzFfddC0WumYUK+ga5vBsjka0/XMDGwKGQRJvkxs3Kdik6joWASSp+G1kQTlWhZG/mhaATTmwBNttFNNUzaNUXDhJAn4/yLbLHbUf4/0MZWIEw2BqhqPN71g0hju2CoHs8pjQ7hltEwSe9h3DFMCGKOVDd/ZzKa1mbdxTvvP41D8/nFhbrWwFK2sJ9FhWQpucj4+kM5hf4oEGOhr4V5lFwA8K4HTuMf/LV78dAdR8deI/kgvOFKf24mK4sEnFU0TNTPjdPz2apNRMlFou+ahsl2i2znaXftpFms6WhaCJPThzsv66IC97/3G372vnFEa1VKrv2CyTTOxyi5aNPSu0CKTEGYbIWSK334tMHy4/pBaKDkUhP8ZLRZD0aBgp4BNDHadIGnjVsX+qMuEUp0kdH54jjLdZuct1jDRK9YFyFMbMtSCh+OY2mV/HQM0nuh5JcF1SHxCoLH284u4i33nMDXPHhWOaYpecKRISbqOOpm0As0umNRleNSgQ06thiT4ShkiVh2nRxhUjN3E88aqNCo29xlRR6i/BKi7zTWYRZhspsaJpxnmbqURr6c/x7rcFIouUwaJuxYVYpAeiJdcO+XPsLOGN1/knyzMdeuibWviJIro2HyiqXkynfCdUg4WR7CZK6drK+6xhOZvoZzagceuPJ/9/IQJoR4MlByzbRqWJpLCia8WCC5mtOCiWcLhFtZLmhApeWi92Q6GiZVCyZqgBloCXhK4hQlw2ueg2Y9+c9UfODrf1FRaNrdYNx00Xce6OxkwYTubSuBlkn0vUpHOaDu505aQKL3gahNqiJMqmg0cOMJV1onymqY1Nydo1Pbt2vDqOloozeaiLN9msaTb5UQJhNQck0qtMvXW1PS764bDuCrXnMCX/v6s8rvTxzs4Ce/93V46FXjE5nTMv7u03MWMSLzY4tF32WSgRo5OgYKo3yESbYpkMa7jIaJcp0KQ0D2mk0IE+FHT4AwubTSF/SzZRIs60zDhCMFhLZJu5jOKkunmByjQ0VN5hdGcSwKWFcnouRiBZMwyjR6UR6j5tqs2FGePUNnteDNmEVGxTO+5/I44qd/41H8k3//GaUAJppotqHQW1coUssfvxBhUhtfMIljub/rx+JNfI5taQ2PNk4e6pTa57meaXLOmGmY5COJyyb4FUou2wK/ou1OnnN/rGzBo8MQJnEcS5r0KTRnFdmkVJTTNhqnaSHWPdfBiUOd9N/2y873pDm8r19ybRjfR6pScr0sCYN3vGDCElLcsSxr06LkGgYygRPHajc35yYmJ4RzXnKjTb03CARcmz6jd1oAwEyzhrXNETb6I+U4VAxpN1w0ao7YhGdatYSeyw/R7fsZnvxMwSTML5g0as7Y4Kjd8IST72m0KSKJqI2B69oKtLdos6x7Dj7w1hvFzya9FzLbShyGGObi2MjgKAJZx6JqBwJPDrkMYaJcW04XQF5yzJRYpKDA4QWTdD5y0XfArGGymwUTQYdlWSIoGwmEiSWeqx5YGDVMtogwqYmCSfqHvYYw0WieLMvCofkmXrjczRZM2Jqor2/BK5SSq0hYt6NBwsnCHA0TKlKQBoduoqNT0GDZ4hr4WsvhqaKLNKNhQp2a8ndUJO00PeY8coRJ8u8NFvh1mimndYWk3OGFJr747Aqev7Q5Ea9wnnmuuu7plHK66RomIgGf/t61bYwQjRV9/9AH7hH/1o2CFssqLoaYxnta5moJeFvZE3aQkit9xlvpRuSiv3oyrazVa3KMKTdh2xaiUCYYyiRqp4Ewme/UBae8uCZ2O1naPltwjr/cKBH2betGCJPNvi8K51VE36dptQk7bdWCSblr54mpKusBT06avuc6Nv7yV92Y+f1uGI9DZgXCJC2YiIagYoQiR6VSAteEMOGUw9xMOp2CIlTTVDMZJdBdR024GREmBRomk8TXL6V6a0C2EKQb96lmWjU0CWEyDLBWFmFi0J/yh5GgQON+4WAoY/T17ghBGJV+Z5LEuLwfvRGMi757ri18kkkouSiGrJdFmBgaB8kP6vYDfPYrVwAAa5sj0ZDpazHJNM2U9yhjnra+FCEeVN0/W+jzUAHO5Os26w42etGWikQ0XyhmHQWRKEQ16/n3WpY6ca5TVz7vML9l+ym58inQ8qydxiZBGGPohwJxuaOUXLuIwqB3dZool3PHZvHshY1dE7PfTtP3mH3b28bpRYt8DpO9/GYvdkHDJMoWTGjDL/V9Jbma/PvXPv4Efu7/fawSFQ+vliXwWrX7YqB1jhHfvO74UsKTO2acC9bVHF0O5+dG8OVm3VWSqK26KxJmmwbhd72DZeRH8INQOOqnj8yKLoUy4nO8OJARfackV6Z7w1IclCpJBnJsTQgMy7JkArkIYTKuYFIx6aFDIh3bzhRCuKOuIExyHIVGzc04ajQHeEdyFMVKJ5DQMGEdTGS7K/ouuZX1AIu/20EQKcUufdHlxSH6fFnT+cN5Z/ReMl/rqgeAgymkPYswMSNzgN3VrNlNE0644T2mIoWOMIlzECaLs0lAklcw8VlBH1AdhkEOwqTbNyNM5Hshn5tEmHg4spSgQDi/eU1Da9U9R9xjlSDkcIow+fgjLyIIYxyYa2AxpQDbivG1brZdG9sBpa8NMvhTEZvjAo6Thzo4mXZe6UZjNg4NsJ3Ouo5Y4Am1HUWYiHuc3F2Vou+TU3Lxpgk6Hl3SoEKSmdNjbSWAfNV1Kq1PEcIEkGLz+wWTfdONkAdhFGMlpb7dExomE1JylS2k8+9UKs4YdBD3qvECLSXrwyhGGEkKpnEFJu4zdAsKJnnrmamByNH8kSLfX/oOWpxmGPsgzBbFdT3FKnZhuSv+3R+T6KfktutYaNYdpmEiKbnmCiikgezaTYLpFOvyOHuT0bbGAFYr6Jj4QaTEFX6gNoKFYawWTLxyxQ5uemNQGQ2TMJKNVSaECUdSU8EnjlX6sGkbv44q1Ex8HWrUVF9OX1+5P2JZlihWrG0m88b0bpEfthX0A/mrtBaQL2MZrpGbkuAv0FS999YjuPuGA3jzPScA6I2Z2+uLqAWqcueqe45SnJNzeHuvVRF9302EiaDkmt6+di6l0X85+p40h/e6H7BvidE+ojeklvrutC9mL1iVBOV0zichxpzrtaypCJPk3//rz55HEMb4hjdeJxKR44wXaXwm2EbnGI3Ubo833n0crYaH19x0UDkO/Z0XM3QR3yCMhBNBTvhG14wwadVdJcHSrLtwbAvL60Oj8LsJYbJCToNrY7aV6GesdUeF+iVkbaVgYqloC03DhIw6MsmqLPT33HQQQ/8mvOq6JePfXceCHxRrmOgBn57cqUrBYhIjbjdcZay5o65omBR0XM+2ariyJhO1XCSdJxZVfRBH/D4j+r6LiAPeKa5vfqroe6wiTDTnX78HU2EszzIIk7Q0uMfqJeL+OaXMjSfn8dmvXMkkgendCsIoo1nyihV9pwSrIfgSCJOBhjDJ6YxfSosGy2s5CBNGGQlwkdVQ6TDkCJOe0DDRRd+T/ysIE6FhUsMd5xYRhDFedU6ufXrQ5bk2Th3u4NNfvozjB9vGazbZ4YWkYEL73NvvPTUVDmSlYFJiP6Hxp/c6FA0TKtpjK8EgBXfjgjS9SDNN04vsfKx3Q/R9K4+atraIUXJVhdDzeexohapJKbm2AuP/utefxWe+fBm3pQLwRRomyXldrPf8l2XQum9bM8+10aw76A9D4c9tN2d7nikaJjtIyVXlXFyLcCcF3CcxBWHCmriSRrSsVoTJyGcIghDddL/rNPIRJrrp2hj8nF6JmFn3i8lMY+8HYT7CZILOIwVhMoaOiooZM62k8UIUTCpomOj7Lo1TR6DAZJytJ32ubgxxYEy+4LmLG1jrjnD68Izy+0DPGYQRQ3pI6tAqCJOBrmHCqKDzjOcxTLRPV5lWCx0/UOLL7UWYVCkk80Kk3mSSKf4ZqNG7A0nlZnpHqRi6lT1danOmBZM0b5Pov+b7J2UpueZn6vjBb7pLHD/xWWVz4nZas+5gvlODY1ulUdGWZaHd9LC2OcJm398xikq+F+0mEkMiTKb3bG45vQDPtXE0bah7OVkZCuZ92ztGhei8BtMie3kWTHZJ9N3jCJOSRZswipTu+zimTuzkd1U67nm3/sjPwmt1p7Pd8PCmu49njkMbC78uvrHVPAfdQSACG+omXtcQJlQwaTY0hEnDFeOkJwWBrEPmB6HonFmYqcOyLMzP1NOCSRmEifyMjjCRXdfq5uC5tuKcV3HCap6DNxrGVT1nmIMwMW/OWxd9z1IItBoelhnvrZPT+VHUTTzXTgomMy1P6XxybFsEK0GkIi5U0XfZdT70w1LzvTvw8e//15dx3y2HcecUxTN5p3imQGXbEikRaO/WGFqxKu/wcJSOR0r/IhEme6uwIGgI2XvxtteexD03HcSBOTVgU0XfZdI/1ObFK8lorTY54Z1xGiZaEHMgpeQiOhU90ZXRoWIoyHxKrhRhonWR2um6YNYw8eC5TmZP0ZP+NdfB2+89iQfvOFoJIXJ4Uc6rTtObGg88D/zGJTMA4OBCch3PXdgAkOVkd7X/T2K0Z7UMSSluwlnfhk49pePRhkbJtZMaJmnBZAqUXBz9V7UjjM9juhapYVKe55oH7luhPTh+sIP/6/sfFEk5FWFiOi91o+4HdvuWtZlWDf1hXyR2d2ueqFQvFWiyONWuayMqwTTganSMk5yriMpqLxhfq/n+5gdRaRoj+vsokDp0RF2jfM6A1A/C2IwwScebi7DmWdm4iI4TagUT+v9LV3r4N//tMbzrgTO56E7dLizLgomu06mbXhQhSq7BKMTqZnVKLn6/0i8MEMcxLMvKxM95Onbcfua/fA7LawP83b90t/J7P4gUHccg4AgkO0OnFcXx2Ll/NU1KzadsFsRWMPTD3O/zeaAm5a30mBxhEqbfCY3fmZbZaeHKD6KKuQAeR6vvS5GGCQCxr9OcMhdM0j19C8l8Hp8BidC86Xp1K0vJpRt/Z7db9N2xbfzDv35fojdX4VydRlowGfi5xdpp214QfQeAB247gt4gwM2nFqZ2zMXZBv7p33hgRxutdsr05ql929tGOYeX0n29ivv2soycdpySiyrnji0207JJUur+5caF0CsVTDgll0GYWqfkyjM9GeLYKh2H0EBJnYGZthSM5EbCwa26K+gg6Oc8YWNAOmR0Sj+IRFfJQsqHSf8vQ8mlIExcVcOENnp9g9L5RstyIpcxLjqkWx4l19ZF37N0WxlBZ4WSq1xy7OiBpEP8vlsPq+ezpeZHpCXGazXpoFHimDrZyxQ7H3vqKv7k8xfxnz/2xNjPVrGQBXL6eCei7/K5FYm+Z3Q6KhRwc0Xf91hdQU/CA8m16sWS5DNyLCU/evK9Vy4lV/5a3BZ0hWaEiT43Ww2vsGtCp+RSESZy7tK/4zhmou9awcRSrwVQuypNpq9lNS/hIa9Kp3Vwvin2hK+658TUOr5USq7x+8ktp5NA4ovPrgCQc9i11b1kK0HPqcMdvO8N5/CBt95Q+DlCS243wiSh5JJ/20kNE0JQbYV+ja+j+vMqayaECb2L5LOVoW3g++lWA+P5Tl28X9xHs4wIk31Krn3LN735aC9QclWhJnHY+lu2iOHY8rNV1lCluWiPi73WNXS/bOoLRaJ53JpAwuzDUSiolnXfADDpYSb7BI9jdU01WjOLmgyHIi7SCzKsiG1J5GekU3Klf/vYZ1/En37xEv7wL87nnotbHMeVECZc8B2Aood2ebWv/C3PlIIJe3YzzeR7AWt+1H1Ejr7Is9XNEWIAz17cUH6vI0yShjY5P0SxYxTi8moff+tf/SH+yx88WXiuiyvJPRM6mN9PHspkxPRqVNaD5Fnze6bnQXPHsrYvcUnrYSWECae2ziBMigsmlFxeEwWT7Hnp/dpKcZtTJgPAIC0KjktuuxMm+JVcxA4kmZP4qJq/2mZ6QcMcOsBpm9rIu3t7yuvvPIYf/2v3ToXumNsc81VfTrZfMLm27EA6r89fSag2LZR/bi/LyGnnRd8lPQ1taro2Q56ZUAacJ7UanQ/rete69f0wS8mVZ3rng74Q3HndEubaNQHpzdMwUSi52IbVbLi5wsaATNzRZ0ZBhNWNxGkggTfi7S/TEcy7dD2W+Abkpm9ZFnTkCXdCptltJx2UbBZcdp7rCActeVVxcXZzECbcFG5RxdHLdzb+8lfdgA994NV46A6121uh5ApVsW9BycVEBSmwKPPuUsD20nIvl4ZoEuNULVnNmPKi7/pzrVLAzdMw2WsiJrroe5Hx92ooqGtSlNFeqwTtkBGSyJRglc66GpxHOaLvAKPlMhRMAo12QxT1/chIyTUYheJcGUoukXiWCEgpcmouNpgouSYx17Fx362HcXSpJfiQp2E8OCmzn9x4ch6ObeHK2gBXVvtiDlMgeMe5Jcx1ajh5uFwHq8ksy8K7HjiD28+aaR3JbFEw2QaESUb3ilNy7Vzg8w1vvA4/8i334K4bJkcTSiq5OIMIKmvcL9IRJuT7mHj9dVMRJtMLsnj9x5QwJh9sms0f+/byMT2Ru3uUXLxRqQJNlqCcrLYWEsqkCqWGEivs8UQJ33+bNVdp6iP/e1x8I3TImK+r+wZA9nlRrMn9el3za1oIE7oeE8KEPkfXUTY+X90cKYl9nS5aN9oHiPrMdWzZHJRe01hKLkNzYvJvyY6wmZ5H9xFX1osRJlEUizF48UpX+Zse1yQNbXJ+cNH3J15cQ3cQ4JGvLBee72JabCL9uZpri5hmmEPtlTcnTT6ORJhI6rBxGnSTmiiYVFgXPQVhMq5gkqXkAkoiTKZByZXOC4kwGaNrZMijlDrfDmqYTGo8P6Xr8GyX7RWEyb5VM6Fhsv/MrglbmpscYfLyw0dh5wsmUixaOkd+SdF32ugtSJ2CwZQQJrzY4vtS9H3cwm9bFuo1RziK+kLwzW+5Ad/05uuFY0KBVgZhwkTfGxrChCapGWGSfG+mVcNGz4cfROgN1YTEm+4+ju4gwOtL0LJwJIXjWMr9cCfFcy2QH+0yPRpAdXy2ajpnKLe8zVlBfxQIrOWZqmFCBRM5LhYKNEwKHKdGzcWNJ+czhQvHYgWTOFY6vnjBiBzypiiYxAJunmc8yfvY08t4w1359GdVTGiY2Ha2YGKrCJOwCGGiU3JVQZhoVE17tF4CPyRdjGoFk34GYbLHbmyHrIgXlwuFctN5ubktzTbwwuWusYCoo4EoYRpDXX9pvSeaB71ozM9N10Lfd2xL6abkZqLkmtS+6z23TfzdPOOB3zhBViBZ8244OY/Hn13B48+tMmRachx9f9xO207BwWLR951zHes1B9efmNvSMehZbImSyyj6TgWTxPcx8frrNi3Rd91slnwwFkz2ESb7VmB6wXu3ukEn7lxO38Wq+4vn2Bj5UTWECafk2uMFE+6/N2qORJhU0DDR/96sO8Zno69ntE/o9NDJMVNKLoqZCxEmZn+JX0Or7mKzn8SLorlEW6fFNZSMq7ngO6CyP5iMktszrCjSrLsY+cnvLWs8KwJHB/LGOcuyMNPysLIxxObAxwE0ha9mWUmMcHUMJRcvUrykF0w0quEg1Ci5GMKEGh3Xuvnn2+z7gtr1UEpjalkWGrVEKykXYeKTeHuW3k03KpiMSs7jrVh9AvqrmqJhovpMXlo8otguizBJvksagaZ7o89sRehep+QSCJNxBRMDXVoZU/zKPbp2dhjKv4gNYJrmOhbaDRdDP3xZUle9XG0fYXJtGTWX0ntdJU5/WUZOVRKUUzlfIBNSgh++pENG11rzHJEcnQYl13AUKknWURBVghY2FdqI7ITik4wCrfWcgkmr4aLJnIVWwxVw7o2ejz989Dyev7Qp/i46llPH0g8ihd4LSPi7v/trbsPRpfGiwU1WGPAcW7kf7qToApCegjDZBkquKPtsBfRcF323zddZ1vRuYUAtJJkoqMjK8NXr3WaOYzOESazQXfH7J8g3//44RAZ3tB97+urYaytr4hpNCBPHFoWqIIgVZEQGYaJTcpV8h+M4ZsgDnZJrbxUWZBJ+/GZjM0o/HWGii8C/UmxYoGFCa5wenIc5GiaA7JowU3Lpou/y3V7vGgomfaLccDPOhCiYpPNRJIqbXq7joa+dVTuAt9t4Ab0MwgQA7ki1k7703IostLJ3YSeKJcD2Cg7yNdDSaAp3UsNkGiZE3yPW4FKxu9F1rEyhhH6mxJCp61o3VfR9igUTNuVMwZsomOx3wu2bwXRKxfouFdaURqVKVC8qxVNZI3+0ynpg0gTcq8Y74ht1h6FFQiUhXmR6PGKi4zIdhxK6CnKBUVgDgOeMZ2XIayQzIkzCSKzxuoYJWemCSYqQoDk1VsNEo+QCVFqumVZtbJLYUQom6v0KHRMNYXIkRXCsjKHk4rHK+eVswYQzAfhMY9JzHZHwH4xC0Siz2fNzG1QJXbIwUzeKpuehdaohTIL0O+Wo5bZilDepkjjn99DQULmWZSnHyqPkotDPtBZOhZKL4lqi5CKEyZik/aQi5crauUfpDGl92+wHO6ZhYlkW/vY33YUf+qa79gsm15BJHcm9OZf3TTXKlZC94jVMdrprmSdMqHvXL0vJxTojyIHkTlklwWj2WSow8OOQ01mmO7SKMKlEmGiUXAOGMOGUXHVJyfXnX7qEX/ro4/jl33xc/J2QMFSI8YNICshPsJG0S4i+A9nONh54TZeSixAm+ZRcmcAgp8hT1vhiTt/nlFy6E+8oybHxY16vOcrCw3VAuIaJzQsmDGHCg4pxCDHuaH/hmZWpJd0D1nmcGQ+HX7fK9TsOYRJGcamCRxDKz2UoufaYmTRMikw65cn96TQFrzQrQpg0cwomhQgTKpgUIEy4XpOkEpJFbgoMemnXoin5Kyi50ilOa34nh44LmC7CZDvMm6Rgcl1SMHn8uRWxR+8GJFt0N22Hhgm7H31N3EmEyTRMiL5DChBXHTPLssRczusq21VKLrZZmHK/IrmyxwqW+7Y3TC+Y1HapKDopNYkQEa+KMHFpXyz/LvLP7lVaGbIGp+Squ6Jzf8QoucZR6uh/zy2YjEGYxHEsdDbm0722VgphYm7248+BU3LlaZiQlY2rSb+E6KfHaZhsCNF3OT7cjxqnXwLka5gAsmBCqANCmJCA/dUxlFw8VqE8Q5sJ03MLw1g2dHLRdz8UDQIxsnE/GRWbDi+ouoZ1UXhRix3iGikG1t5jY8FkqFNybWfBZAINE14wMfhMii5aDiWX6VjymFMQfbd1Sq5y1O0Tr9PpfeqsFnvJBCXXwBeIp+3WMAGAs0dncdMUxdb3bfttH2FybdnCTF1RLany1Pa2pzehlU1QTsu2gjAJxHctsZEoCJOwXOEFUJ0hnc7FZwK/ZQJmzlE+biGgwsZgFCrOj4IwYcfjou/0mDi0l5wgCuAUhEmJDk7d+Hdcxyz6rv+bF7+A6Xau6CJrZFEc54q+mwoeVUxPfgEawkRzXGTXnVXq3m1LpeRJUBoyKR6aKLmCKEPJBZQpmMi53R8GePr8RsGny1vIuJX1ILhI9F0Pvug43HkvgzLhcPl6LfmupJIpfRs7YmUDbTJdYFlomLwCKblMSCJueQWTsISGyZUCDRP+rGgP4AUTKlRTMGxK/uqUXBSwF1ERTUvDZLuMUxyWLZjccmYRjm1heX0oEgO7wWVPc2E7zs251DOUXDuoYTINE0i9aHJKLkDOZXoPdHH1dgn/REXvTpOSqxjhtI8w2bcim90jou+TaphsGWEyQXEm+d7eTpS0mx46TQ9z7ZqqYeJL/3vcmmBrGo/tpnmd0/1BXcNko+ejPwxhQdI0bUnDhFNypT5IEOZrmJCVZaGgvf3s0VkA4zVM1oWGCUeYyPdqrj2+oM732VyECRVM+mrBZL07Koyf9OYufky9GOSHsslSFX0PhN8H5NNykeA7oV/IxHH8EP/tj57G9/2LP8QzF9blNVLxI1Mcy85Ripl2gpKrJgom5c/hKZRc2fVUQZhoMZJOcWsqBh1ZSsZWL0pVMXpnRcGEmlPHNMW4k67T29jkMy1rs/dspxAm+3Ztmn0NzOd9k+Y6NuZTLWygGhvEtdUmWMHCMIK9Q52sIePz5907ZYxDov0gwhBSdAuoSsm1OwiTZt2FY1sIoxgbPR+Ls8m4c1RIHiUX2YChaoYZhEkoEnR5PPlF1m6oHZ3cMeHJsgzCZEKHYJzpImtk/FnrTplSMJngWtQAjxAmRZRcyc9VqFdaDVckW7lIsFIwYQifIIpEga3uOWIOjUui60HLY08vb5njPrlOVrw0jAeNux9GGUourrtCVGuNmiPWgSCMxjpc9H66rNhEa3mMvVVYoOdZNvnmujbA4irqVnslUnKpSKLs+NF72RsGyryKJ0SY+AY0UM21MRiFWDNRcqXBcNuw1tKp6foHJbrR9Hm/W4m4POPjUrZg0qi7OHdsFl95YU2Ix+2GwywKJttBycV5+i113o0Lpvea0aXHMRAUFB7HGc3dPYkwGcMNfse5JXzicxdwZ0ont2/7xi2DMNmlwvakGiZUNK6KYKS9q8q+5BoakPaquY6N//077oVlJShBj1NyBfmNG7rVXFvELHk6HLo/KCm5ku9dXEn2ysXZhriOKhomhZRcdYkwoXiSnu2klFwbqX9Eiem+5pPpRpRc/F1SECYl/ItCSq6WSsm1mfpqhxdacB0LQRhjdXOIA3PmBLopL9Fpebi40ldicCBptOEMGFz03WZi86ubKhU3GVFyHVrQCiZ0nFGILz5zFUEY4enz6zhzJClKyXMWi6Inx0hRKr75O9M0eo6tEjplZAoll6lgwpsnNG1SnRLLlIO475bDOHmwI+bnJMY1RQHm049pilEQJpUKJrby/71oi2lC9fJqv5ANYN/2TcYCe3c+75tqS7MNrKR6X694Si4A8A10R9tlAUu0krNeVvQ9YM6BpOQKMn8vYyMDuoP/TEnOMh0SjTEaJtwsyxKOIDmMURSLjbdVd5XNt1X3cPrIDN71wGl845uuB5Bs0rFIwknRdyBFmGyBkos7OK5r5wZkO6Vh4rHEOzfe/aOfTxF9nyDJYtYw8Yx/B2RRpQr1Cu+kcmyJ5AmjiPHGSyRVyCi5PFcWUsZ1f9G8On0kgck/e2HaCBMrk/x0HVsE5AHTZCHjAZhAmDAHyy+BpDCJy9FV7AWESRzHeO7iBnxO5VByLnra5+gd2C3R9y88cxU/9LOfwCNPXNnxc/N1ughhEsdqcbCoM/5AijBZ3RxmCrE6JRc/r5mSi9B82cCQzp0pmBSsy3qn4F5DmNC4lBFk5faNb74epw53xM9l6DambbROb7vou62Lvl9bwSPXggor0glyo7ksNUzUv5dBmDS2C2GiIYJ0u+74HH7ye1+H19x8aGrn3LeXj3HR95pn75gOk25qo1L5axCUXBURJl//hnN422tP4oYKTTfOmOLkXrP5Th1zRIHlygKF0H4osQ7xcc2j5MoiTKiIkfgLgqZpUSb0paZKETIiB3nPUS8Nov+KRRxKBewMwqRkXE0+0Xw7SaAmDV3m70ZxLAoZs5roO1mZggm/1EzBpKEjTChW9rCQJnmLaLlMCJOZZnJNuiceRrFCES0ouZiGCSCF7nWj4hh/1oAsEgxGoaAW4/kKoVeja5gY/EbyPzl12HbZV997Cm9+9XG89pby+yd/Z8ZRcukIk6ZWsDDdv2VZOH6ws6Vkrac1cA5KIkwm1zBJfac9vG4eO5Bo415a6VdiZtm3V57JAuDenc/7phrXMdlHmMAsqL1t52KUXJQMiuLEscoLiJ9+aR2PP7eCY6loOe9qn1jDROEnVQsm3MEp003EN/cym/FM08PKxlDwmb5wORFxr3sO2g0vgzCxLQvve8N16A8D/OePPYEojuEHEWzbEp0OFMCNmIbJJJRc7QLRd6VIwhwSx7GUcaoahBUZF0PnRkGB69gGTZHJuu7E9w0dcQrCRFszXFEwqYYw4ecwaZg4tqVwpvoiEEqey9AfXyQkB+bAXAPPXtgYC5Mva7RmOIbxT0Tf0+sOomyxK5AIkiDkRaBkPleh5OLzbi+Jvj/65DL+1a8/irfccwIH0g2nbGeRTnchRd93574ee/oqVjaG+NyTy7hrhzuuCcnh2JbxXa65tkBb9YeBCLiFholhg59p1+A6SQfoysYQB+dlkEpaSbyDjfYpzj8tESZEyWVAmDDUWPKd5LNF3Vf633arcznPaA7PtGqVOJVvOrWAH/+r9+LFy5tYXh/gtrOL23WJuUbXux0IE1dLCvKA4FoTpaR5G8cc7bgFhImVDfobNaeUr2TbiRbKyM/3DycxOvVe5QXft71tvCt+N7tpebNQJZosZzKEye1nl3D72aVK37mWECa60d4/0hAEY79XgpIrq2GiIokvpTRNhxlNk8cKOHkmm4m0JLpB9B1IGkeAJC4FDBomJSm56LxzHflu9EehEclwebWPMIrhOrZSfGxVLZiwPUTXESKEia5h0m56WJhp4PLqQHTOmu/HgDApaBIh1InnSEquwShUils01tziOMbFqzmUXKzwQsUWHsPl0WuZaEfpe5w6bLvs1OEZfMvbbqr0Hf4+mCm58uN6nU1ju+7N0Qom/RJNUPr1TKI1tZfXzYWZOuo1R8REwD7CZN/Mdi1QzO2bakRhXtX2VuZiilYFmbHlcwnRd5XGqcgB/I+/+xX82seexF88uQxAJlcBjZKrpGMXM/0LIEvJRQUT1zEn6XTjiJAyXeQzhDBJHaDHn1sFANxwcg62bSkJFv5vDkkdjELFcSJHbqsIk2bdFZ36jk7JVYAw6TQ90XU8zSRELsIkMAcFdN2m6yxr3NkUou9sLDMFAnsCSq66WjBxWXKVozdU0XdydJ1cqjLdyImhjrmhoWtqElMQJuNE3zPFLnkNXDyenvW4ewLkfakFk/Qfu18vEUXQi1d7UvS9ZGeTPmfruyz6Ts9rnIjndpgJScTNsiyjjglpmJg6s2zLwuJs0mGo03IZKbnSc/NC3FBomKRBuKGL1NbowSah5NprXMA0LpMiRI4f7OBV1x3YlY5s2iPLUEFVNQVhYllpE0GCBJykcWE3TVAbxhypNQnCRKV44X5BXte1yaghZTtE3/eZAfZtEuNJ3t1MDnER9ip+96QaJpOYCbF9rRitYb4fKpTQZb8HFCFMNFohgTBJziOFwGUSXSJe8v14jnTgxuMiHn9Q0YD2x0kpuci/adZd8U4MhmafkZDuJw+1FV+rquh7ESUXFYC6fR9xHAuESbvhiXgoD/EB5GiYaNpFPIdB3qHnaaLvfa5hkj3fWneEoR/CsqA07/B76g0D0Zyj6Lbm0K8ZESZDEo7ffg2TSYzfgxFhwuk5tXdHz3VMk+WCm8ficUA+i/Gi79VyRGT0zu7lBLNlWTim0Zzttbhl3/aG0TwumwvZt903jjCp4mNeW1FvCaN7D3YwEceF2/mGPQoiNOvm76ynvJ/nr3QBJJsWBfCK81BWC0X7XB7CpGwgxBEhZbq8KNiijuUvPbcCALjl1AIAdfNtsWKMbVmoew6GfojBKBBj4DoyaTj0Q9HpMknBxE4TkL1hkEGY5AmXuY6FTtPD93/9HZUSIWVMiKHnIExMGzMX4J2Ikiv9jgUZPBRRck2CMGlyhIljKd3oXISRrj8MZYdbjVFyjdcwSeb21AsmrPCZGQ9bFX3XKblGBkouqdcSlnqPqfuLF8wsUGd0xZvZBltP+Zz7o6C66Lu2hpCzrY/jThm9a9NCJ01y7qLETrPuYLPvK2jDqEDDBEi6Ji6t9LGsCb8bKbkMz00WTPLRfOKdJkouf3zBpO7qz35vOZZ0PWUEWfeavfaWQwiiCHdeN32UFC8o2Gmh+wfe9yrEUXzNddvZDKlHa840RN/5MfK6rk3WrDlY726P6PteprrYt71rrmOjlfrJe6NgUu3doHdxuxKLyrkUhMne2s/GWY0jTPzyiWb+mbyYyHPUsSdaIfKtJepAJtGl6HSi7WZKYFAzUUb0nY19o+bCshJfeRoFk6QJUZ63UU/i1P7Q7DM+kxZMTqdaHGS8kDNXAmHCbz9Pw2Sj52MwCkXDS7vhimLMRj+/YGKKlWa0ZguuvUhWY6Lv/WGo+O1rBg0T0i9Zmm1k3mMqHFxZ64vf8THNR5gUUHJV0OLZSeP3oFNsARrCJEPJtTMIE6lhosZEYym5JhZ9vzYojI4ttfH0S8k7bWHvIeP3bW/Y0RRBd3QLOkL7trOmIEwqLEMvuxWAEow7ijBhHbyWJYsmfkEilxATl1KeT5chTAYTUHLpDo6uYUIFk7IORRUNE0B2zmz0RoiiGF9KESY3pQUTgvs3604Gzsw5TSkZ3qi5IsG30RuJTpfWGCGyPKPkn+vYSrCTS8+V/vvuGw7ixpPzE50zz4iXWUeYDHO4WwG1G2My0Xc7cxyeENW7o+lz1TRMVBo3XhiKWFevgABHmoZJSTQGOXRznaQaOT2ECdNZ0ZxXVfQ9K0zPO7cERz5D05RBipnE5eix7AVKLtK7GIxCcf9li3f652rbjDDpDnz84ke+iM8/c9X4d+pY3I2CCY1jERUCBUt8HY8KNEwA2cl3ebWv/D4oQJhwo7HopQiTTgHChK6F9qp6JYTJ3nI7bj2zgFOHO3jwVUd3+1IqW91z8Ma7jgv+8mmaKvqe/Pu2M4u4/Vw1+pq9YAIZFTME4ASNB7qGicULJhUaKx6+8xjOHZvF2aOz4z9c0gTCZJ+Sa98mNEKK7+YaPWnBhBKO06TPzTNlbdzjiT/dalz0vQrChH0mV/SdfcaC9GX9IEIUx7i0mo8woc+ZTNLVZv1yfm46/1UqmLRUDRNaGsvE1UEYM91PRySQ81DJhDA5k2orkvE4a6YqwqSm3i+N+2Z/JFAeNddGzXNE0yI1NpF98vMX8Isf+SKCMDKLvmvP0nOzDWNc9D0IIwXwvtbNUnJdNFCvyXtKjnN5VTb28DEdsSY6bq42t5LvpZRcFbR4dtL4+zBWw0S7dr1gsV33pjM70LMwFXjyruflRskFSB0TIIlhdkvTa9/2tt1yZhH//PsexPveeN1uX8q+lTRFw6TC9152CBO6+zIUONMySclFHU42/MDsnABJ5wpRZq2m3RlbRZjoUFudkovyrWURA1WFSYWz1hvh+Uub6A0DNGoOTh9JRHEXZur4wFtvxHwn6zA20m7LwSgUgUjdc0TgI5OztpE7towdWWrhytog7XgxF0kUhMk2do1RF5b+zEwJczKewJ/EcZJOiurkELonQ0E1CSWXpmHCBaKF6LtjKR0tHH5NwuBlRd+JD3g4NQ0TmUgzapiw69bXFwVhEkmEiS6oV2RG0fc95KQR9H4wDIyohSLT1xBKom9XweR//unz+KPPvYRLKz3cdmYx8/fdRJjQmk8FP5O1TJRcBRomAHBoISmYXNIKJiY0kKkoO/JDheahCGFCj20oECblRN9NxcjdtsMLLfz4X713ty9jz5ltJe0nMa69pKBuovCs0UNWNVq3CPHpKJRc5d3pd9x/Gu+4/3Tl8xeZiSZs3/atis20PFy8ujc0TKp2VE+qYTKJcYrbvUwtYzKKq0Z+RQ0TjjDJ1TDh42IrydjVjSFGfgTbspSEhacVTExzj/zrIoSJ5yb+9siPRExAgub0uI4utXH+SrdUAxNvxKrXbBEL9Q0+YxzHeO5iijA5rBZMKou+F1ByyYJJgE2mXwLIYic15JD91z94ClfWBnjwjiNGSi6dzjNpKrQU3UnHtnNjQRPC5EpKC6vTcQEypuSNPWrOgxoHNUouNrcWZ+tYXh+K5L6Yx3usGce2LKFjadQwYb/T15GdQ5gQJZ5OybXdGiZ761npdlQpmOzta9233bXtaFjbt+2zpVn5vKrk2F52qwDd+k5y43PRd2C8iN3IjzId44qGybC6honeZd8b+sbPlUWYNDU9inE2IxAmPh5P6bhuPDmvbIpvuecE7rnpUOa7DYYwGQrBMSeTjN0Kb/p3vec2/Ni3vwYnDnWUzT333+72BUFEXaXTpg2LKLkMGiRVTPAsak4ZjameELv51ALaDRe3ncsmm/NMp/iS4vaRKvru2OL3HGEikCcFRcIojqUQ4zZqmCiCx5YlKGno+vQCCEeTBQypwoXix5m5YJL8P95zCJMsaqHIdFQU0TRtByVXGEX4o0fPA5CdhrrRWE9Lw+RPv3gRv/Wp50p9ljryTMVjMpOGCQl95q2Dh9LglIRVyUxoINMaE0YJcqpQw4QKJkLDJA2uCvYVx5Z7237gcW0Z7RvXesFEIkxY8X6CgF2n5OLjsh06MlVMaphc289q33bPCCm+m9Q2xw+2sTTbwKuuq4Zku+nUPNoNF3feeHCbrkyaglK/xt63GotPRaK5hB/HE9i5lFzsM56r6hUS6uDgvErTlKDRLXFNJhvm6Vpwn4YhTMiowHDjyWRuPHDb4eR6yvjjaSzqps2M5JOZNEwurw3QHQRwHQvHD7aVv3Hk/Uxr/B5RVDChAlAQRlheS/xIehZErUW02ECy3xE9WW8YiIIJv6ZGzVGT365tbCR0HVspxtO/17qjTHyymcYKs4b7pXtaZb55GUoufk1UiMlQcu1B2qQ7rz+Ao0stY/GIP1/9HWzUHaX7ebspucIwQhzHUpdwHMJkUkou0jDZ4+sm1zC51iho923f9i3fGjVXNLhV6S97+SFMUiuLzJiGBZGaPOSQZ5PpdFkAIUzSgsloEoSJRsmVIkxqnq38rezCPynCZKM3EnRcN6d0XOPPJaHOQjvDczLO8ST6JWSdpiec57ziw6QdE1WtZaDbAbiwoYGSa6sFkxze0HbDxcrGMFswOb2An/pbr69UfVUouXQNE4OgehDGiqNbBo3B0STzaYd+EMYIwmjLz0yiYGxlPFxRbJL0WpSEpveLI0wURJT4zviCh0nDxmJUMrtt62kgphRMymqY6BB/j+D907+xR59cFiiO1c2hkReb3rVpFNv8IMQvfOSL8IMIr7npIA4YAiNuqxvJtc0XIExMBRPqyDuUc3yBMMkUTLJJkbwAZ+iHYu8wdZHSY6SCybCE6DuQ7IlBGEyMENy33THbtoAwxh6Pbccavf5hFIu1dCuUXI6pYDJlrbOqJhEmu3oZ+3YNG/nxu5kgatZd/NPveaAyuvb2s0v41z/0BiwudrCy0t2mq0vMvYYpuWjvHwXhFhAm40XfXccWPwdhJHQtTDRNrmsjHIW5MXOuholCyeXkFkxuOpXEM91BgN/4/adSXcWosGiu67Pxxj7diI7r+MFOJg5ZmKnDQkIDUiZG4ahFneq05iWonSD8/7d353Fy1HX++F9VfffM9NwzOSd3QhICmXAkMTFA5Ey4VoW4akAEvrgYVBC/gkpWFwVx8QLclUX3qyyoiD9WrhBUlgVFBMEgckgISSDn5Jh7pu/u3x9Vn6pPVVdfM91z9LyejwcPMt013dU91dWf+rw/7/c7hQ69nHe1Pk4LOWSY9IXjxmK1SDRpXKdMbgzinf29+utyw+1SzUxkVXW8LlYUBT6vyxiTttQHcLBzEPFECuFo0rKQRyzucSpBJt5HeeRvmfPI0uNP3qeW+gD+/l43YokUkqlU1iDLWPDpf1iCdDrteD6Tj2f7eERVFPh9LiOYVLaAif64aWjXY0PpYVJU0/dxUpKrqTYAj14tZqz1xiGi4ZnaVIXte3uKOg+NvW+XYRJfSsNduZxOp/G/r+zD3kP9ebe1r+A1Up6zBDtEjXiZvMI+PIQeJvaJP/EYQVuQoeCSXLbJ73zEyrTD3REjw2RBW11hzyUNRI10UJ87M8NkGAETmaKYZaHsA3yhnF/mIrJpL5sWizunIgPWizLPELJfjFUdGVk7ehDJYTBX7AWrpem7qhrPKTd9lzNMtJq65mDQLHmVfRJdDOYUxVp71ynVvFgiqONWFcsxL94zcTwmk+YqZTGxbS3JJQKoiuWCMR8jw0T6jIq9GO0Mk1Q6bVyIJVNpDEbF6rvCjhF7/WHjvSxDJuAzr+w3/p1IptE/mHm+FRdlkSwNPIux60CfcZ4WZcty6dYzTHI1AHUKqoqaz04r1eTb+8Nxy7kl7pAN5LOdY4xgfTRhPGcwVw8T0fQ9lnnMOhH3j8UVgJTdzNYa1AQ9aKjx5994DBPfn3LG7lBWhmdkmMgluYpo+l4O4uUoY3wigsYuMcE52itqh1qKdKRKmMoT7WO9tIyduL7QMkyyX3Nk/p4UMMmS5WrvayAvghIT/HL/EvtjZ63KkKUkl9teksuS4aJaJt3l/qIAkEjkHnuaQRp9EZ8+gRx2yErO1r8EABpCfly74Xh85kPH5Xw+Yz9zZJgoimIENUUAysgwMcpim+NdOYsjEksYr2mStHre73VZSqm53QrsmTvytkJ9jc+4/rH3MRFjbqdeN05zEHLWTqyAklzyGDgaSxrH8VhdkJPtvCRPxDsF0+SyWOUuyQXAyC7XnrtcPUy0bcd6oFlVFaOht4+Z8UQV5ZPnLsKn/+HYos5dlXcW0M/BhazozmX7nm7cu/Ut3PvkW3m3tZenMQZ/8SwBE4cME1E3FBhiDxPbyhwxoWWf9BpS0/cCLgjEYK0/HEcklsT0luqMWq75nisSS2JArG72uzMGCENt+O7EPgkODD3FtFhiJU5GhkmWlTUAHCfwi+HOsqrDSEsrweAlaCvjJoIwqVTa0rDaCIxITd+9bldBTd+j0qovuTlhNMtnrRgJuTG9pdeLNbgWT6aMeq/iNccsJbnM12pkmBRVkku+yNP+P3L5cs4GwnFLlotIuS+4JJccjHQpUjCttK+sszeCv+08CsD8DHc5lOWKJsweJsMNRu3Y12P8uz/sXApRJmo+F5JhIs4RqVQaR3u0zJGmOufJ64DPbZRAkOtDx0RpCfn8Jh1jPo/LeD75vXKaFMksyZW/hwlgfidypdb48oWPtuNbn3pf3oDYWCcmLORJsqFMdIoJZfF5cY3JDJOxPRFBY9fJC1swf1otVh47abR3ZUyTP/djfaW03ZB7mHjMTIts4z7LGMMlldlNptDRKRqBZy74yFfGOlvTd5elzKi1lFR1wJMxUS3fn6/ctbmASTvXiybYYYdFNu8e1LI1sl3zHjurEdNaqnM+n+DKETABzCCEETDRA/Xiuyks9RjslvqLhKUMnubaAHxereRTdcCT0b/TmmFi7oO8P1V+t1FW1t7HpN/IMHEoyeUwlpD7wojrYHs/Enmf6mt8xvsUiSXHdEmuXPJV8pCvqcsVDJIDUSLQ5VKVvOcEI/MIxZ0DzcWbY/+8KRq/j/YCAiIqrZa6gGOLiFwqriSXOAUPN8NElDVxmmyzk0vwAOYXW9aSXBGHklxu1QhMyKuu8w3q/v5uF+pqfBkluQR7VkahkXJ5AqyQVeRy6q3bpeDK8xYVvIJALsklVvlXBTxQ9fJN4v0YTkkuO7eqIAp7DxP5Iqj8JbnC9gwToyRX7h4mQ2n63lQbgKJkrk4XwZtSXPRZmr67FONiKZlKG2Xr5EaQyWQK8bieleWWy1dlP+aNngn6MePzuDAYTei3D6/xltyY3qkEmpwZI84vQccME/N8IP9OPjmbvo9ySa5eW5aGSLkvvOm79bNl9rcp7QvbdaAP6TTQ1loNBQre7ehDV38UM2C9kBUBrlRaK+c2nIuRHXuLC5h094seJoWX5OrujyKRTMOlKjlX+7fUB9E72IOOrkHMmFSDJ198D+/pWZLNUqNV+6pBt0tBfxjGKtAqv9vxAs5s+q6X5HLIinIizmljsWQCZedSVbjy96kd84zAsxQcHcoF+4pFrYjEEjhJH2jL83HFNH0vBzXLogiiQk1rrsYNHz9htHdjzBPjGQVjf6W0nZnNkTSzTwsJmOjjgVyBYcuqc0uZ3TQO92QvKeqRsl72He5HIpnGDD1bI51OG+O1nE3fXdYeJjUO2Q3yNWW+RUz2MmBGDxNbhkk6nca7HdoYa4ZDhkmxLD1MHMZVImBy0JZhEvS7oSqKng0eR32Nzxhriv0W8wR+rwtXX3gs+gfjCFV5bf07VWvgS/q3vD/VAQ9qq7w4cHTQyJoWRDa6Y4aJJ/N7Mq73hdRKg4kMk+wBk1DQC7/XhYFIApFYckyX5MrFZ8kwyTyPyHMe5QoGuVQViqKVfRbXdX6vK2+2ntHbxq0W1zh5nDR9B7TSdQAXehFRBWaYKMgsvTAUXf2iUVr+CTDRQE5cgOdLL7Y3+wasGSayXIO6A0cH8K8/34Y7fvVq1pJE9iCD02DF8fekgVEhGQ1+r8sYTH1wzRxMay5sNY34XUBkmFgbDssDoOE0fc/2nPIKj6HW5CyWyPoZsJVmE1kS9nI5AGwZD8V/bBtr/fjmVStxzYeWWG4X73MpLvrsGSaWHiZSholLuoiKSSuD5Kbq2YgSSuLvJo65bAHDYhh9VmwBE/FvcfEXjSeN+IUoQyY3fRfBFLn8WCHno5hDneaxUpKrd8B5BVmhx6J8Ia31sSlPSa5oXDu31gQ8qK/RAhJOQW/5fBl2qEldqHQ6bckwGcgTMEmn08aqv9ocTd/FuU4EVUXGSGOtP+dnVQRED3eH8ac3DuKB/9kBAPjgmtmYKp2T5QsAn9dlrKIUCwWyBXPEZ6GYpu/a82l/b984u6ClyuCUdTGUwELA58Y5y2cYfYrGVIaJaPrODBOishJjtPE4kWb22Cwuw0R8h+cqPei2ZCqY2eTxRAqdvdo4rCGUueBDXDNH40l86+fb8PV7X8Lew1oQIpFMGdnNOXuYeKw9TLL3WTEDRrlE9LGkWZJLv061ZZiEo0ljPDyl0drwfSjk87fTtaAIQohFTGKxoiqV6xIBC3tjdTNTx4UlsxuNTDJPxt/N/NmyuEbOMAl4UKuPE3ulDJNUOo3+cMKyb7JspZ7EvIhcdUCmqorx3tToARPAmmEy3gIm+UpyBSwZJuV7beK5+42ASf65FlG2vdAy78J46WECAMsWtKAx5Mey+c2jvStENMoqLsNEzDAOd+WymNQKR5N5m8OJ1fMeI8NET3nO1sPEqem7VF5Ilitg8vd3u5CGNskVyRIwsQcZvN7yZJgoioJLz1qAwz0RnHny9IKew3wu7Qs3Gksa741Yrel1q2YTshJmmGxYOw/vHeo3Ui4Ba8prOZu+B7KW5NIHsw5/I2vGw9AGGk69D8TxUYpJFnnCSKzkEsRxrKrW+rhGQ2qPq7AeJrZGjOICyr7qayjMxvSqrWeM9vcQF2dycEYEiaLS51S8Jpe04i1XEEiQL2YExegZUeSLKVJH5yCqg56sk35yI0nATN12F9hPRw66lrMkV9Qoa+cyJv0dAybS3yMSSyJkK6v99LZ9eOyPu3HdxcdbAg12BzsHLVkl/Q79qWQDEbNcQl2OgIk9wyRf/xKhVW/83tEZxv9u2wcAOPOk6Vi/coZlO/niy+91GZ9VUeYh276pUpm9RDJlfFb9ecolis+pZxxOMNH4Z/96K2QFZSEsTd+zTNCNFPHZZA8TovKqrfbhw6fOMXo3jideqcemMdFcwPWOGDMUk2EirqPC0YSxOEYsZHF67J7+GPr0seWDT7+Day8+3lJuN6MRuC3z3pJh4lAOSmwXRTJvhomZjeG2/N/ew6SzTxubVfndJSld6cqTYSKuWVVFwbGzG7B8UatxX03Qg56BGHpFwETOMIkmzGBEjnJXbqmfJJA9w6TK7zHew25pQVU4mjAyOZ0yTLK9R+FYEjVB5MwWqa/xomcghsZav/73iCISS0glucbX+NJaksspw0S7v9iyV8XSMntSxnVeoIDy5821fly4ehZaHErs5XwufS5tPARMpjZV4V+vft9o7wYRjQEVFzARp+DhZpjIKzMGIwnHlRKCuTLdWqc9niWIka0kl1NQJteg7m19ZXMqnUaXvnon4HNZaqz69TqlYr610FqM+WprOlmxeGh1j+WSXGKFtmOGSQkDJice04ITj7HWr7M0vitjwMTse2GmIWs/6xkGeZu+l27fxPtcisGL16Ma6e5uVXUMmLhUxbEnjs9TWPkqERgRx7H4fyl6mBjN2lV7hokeCHWqMau/f/JqNbMkl9zgPn/EI+rQw8ac0ytfxKSrL4qv/OgFtLXW4KZLT3Tcxp5hIl5joSW57Bkm4kK31CW5YlKJqDr9wrzbFjBJpa3lGKIOGSZ/frMDXX1RvLWnO2fA5G2pHBcAY2VdNj36BazWoyn7uVhcsAzq53KRYZIvYNKsB0y2vX0YA5EE/F4XPrhmdsbksPw94Pe6jYbRHXqGSW2WDBM5gBeR3rd83yviQna81ZimymBfELB4ZkNpHteSYTLaJbn0/4/9eQiicW/dihn5NxqDjJLR8WTWCXQn4jveaRLcfGxrJrxRftcoq+xyXPgmxgUi+AAAf9t5FK/v6jTK4rhdSsY1srwQx+ux9t7Itp9Gv5Q8cwRifCMm+MWYLGIbL4oFOfU5SqUWw1KSy2FcdfbJbZg9JYS21hrUVlnnJbR5igEj6CT3MInEkuaiPHtDdVvvGWtvT3msaO1hIjLf5R4m4rlFn0m7bAET0fg9Vz+Sz3+kHeFoAtUBjyXDJGY0fR9f40v57+tUyUN8VjxFlr0qlgjWiIVw/gLmWhRFwfmrZxX9XEYPEw5UiGgcGV/fLoUwMkxKU5ILcA5wyMTAS0y4F5phIn//aYNLhwyTHK9Drp1/RK8Pa1/9Y191k690iqCqivFlXu4vNr80EDWavgfEQMHc31JmmDixpJOXsySX9DrkLBN5dbydU0+NUmjQJ5VLUe5MURSzGa6trJUYqLvUzNJzpy6dAr/XXVDTd3uTaTH4jmYJThbDaPqe0cNE+7dTneeAQ0mwhJSp4pEaxefj3MNE+385M0wOdQ0imUrjkN6/wom9h4lQSLk+wJqJYulhUvKSXOZ7WG9kmEQs28RtwTWn7CTxevMdV+IcLD7T+XqYiJV42QISQkaGiX5+l/uQOBH1wcV5tH1es+P5xJ5h4reV5MpWLkz+u4lAkzwxko2YkBmPJUxo/LNPNiyd11SSx3UpcsBkjDR950QEEWUhl4wuJsPkhPnNWDq3CWuXTc26jUtVjEWLHpeScR2Vrf+aGFvbs4EffHqHmXntWKrY7CVjb1SdN2CSt4eJvSSXvrDPVhlA7HNDaHg9FAU5uG9vfA5o1zxLZjdmBEsAM6umTx9nyu9nWOphYh+HeWwZ4NlKcvlsJblEttDBzgHjdjHpnu39t89BiO2Mklz639spG3lSQxCzJoe0xzECJgljTD/eFuSIcbFLKjcmkwMm5ST+3nIPk3JxcZxCROPQ+Pp2KYDZw2S4JbnMgYZTmZVYPInn/nYAvQMxIzgjvnS8eQImYmDQWm/WgfG4VcfJx0SWOqtdfVEc6TEnAg/r/7YPUtxua8DEW8QXofjSLHRSdKj8Hjlgkj3DpNwBE0s6eRlfs6oqxmolufG72fQ987ndZcp+WTKnEZ845xhcdNrckjye3ERezZJh4lIVtNQH4HWruOTsBdh41gIAKKjpu5ikFUE2I8NkGH0oBLP3iPWzaG/6bt6uGBce1qbvKeN+o4dJESW5Rrrpu8iKyBUcsJfkEgpu+i6tDLT0sSlTwMTrdqFev4Dt6rfue8x2TrWvGATMTJB8x5XoX3LcnEYA+XuYiGyXXOW4ADMAY5bkKizDpKXeer9crkHmta0aFOcc8f5l62Ei/oypdNrsX1LAd4pRkmucXdBSZZC/i1RFwfFzSxMwEeWvtO+C0T222cOEiPKRF/QZi/0K+F5uqgvgMx8+Dgva6rNuoyhm0MLtUjMWGTmV4wLM8YiY4BfjmPcO9eOofm3rlJkgxtcej7YC31NMhkm+gInoKan3/RSLo8KxJPYdGcDruzoBAJ292v41ZHltxRLfVV6PWvS5XJSIExPf8jyG3MPEZ/uu8tgyTORrHTloY2/6fswM7VjYdaDPeK6+sDbezloSza1avqsa9UVAojJGrgwTmVmZIlnUcTyWNNT4UeV3Y3KW3jcjFTARnxtRSSBQQA+ToTKavpd5XomIqJQqryRXCTJMkqmUpQSNU4bJ868fxE+3voVT26eaK8qNgIlekkufmEul05aBj3i8ac1VOKjXjPe4VUs9ViHboE5uNAwAR/QJNXsdbbdLhdfjMlYcF5phAmhpmT0DsbJmWwBZSnLpr0MeNJWy6bsTezp5OQV9boSjSUuGiXjtTmnY5SrJ5XapWHP8lJI9XqjKi0NdYfi9bmuGiQiYuBQoioJ//sRJSKXTllW5ZtP3HD1MRMDEKMllnegdjqSUYSJ/XsXxbw8OuF2qGRyVnj8hNY93p/JnzQgxp4CJ/v9yNn0XQcpEMm0pESezl+QSCj03yBfOcgZPMpnC71/dj3f29eCSs44Z9qqjWEy/yPWqUoaJddVizJZhYg+KJJIp43wpb2s/jyeSKXToWTkLZ9bjT2905M0w6REZJlWFZ5ik0umCe5hUBzxGWcbqgAeLZjpPbsiTu04Bj6wBE/31p1PpjH5CuYjAolO5QaJyk+ed5k6rzVlWphjiPFbl95S1ZEYhGDAhonzE9/VgJIGUKK1awu9lt0tFLJGy9DARsmVhiGsaEXxoqQ+gfzCOwWjCWBiYK/Pe3j8UAKpz9DABCskwESW59AwTfUw2GInj27/Yhp7+GL7xf1ag0yjJVZqAiXhNhZbPlokgRe9ALGMeIxJLSIvycmWY2HqYuOSxonkNXuV3o67ah9lTQti5vxev7DiCU5dONTJMspUxVxQFPq9LK60V9JiLg2K2pu95Xr+lJFdcBEzG1/jS53Xh1qtWZr2mD45QwKSx1o9D3WG8s1+bVyqkh8lQjaem70REQsWGeIfTw6R3IA55fnLAIcNE1Ozcf8RMRXUqyfXUy3ux6bvPGl9EgFmGydJw3JVZqijX63h7b7flZ1Gr1D4R4HFZV90UMwgTAxKnnhOlJJ4nHE0awSRRD7xcPUycWBrflTlIFPBpfyfxelOpNHYf7AMATG/J7JngNIE/Fm04bS4uXD0LC9rqoChm4MEsyaX9HPC5M0qYmE3f8/cwKUdJLtFPw60qls+iCISqqj2QombJMBGPM7Sm7/IqrpFo+i6f32JZ3kfRRNJeBsCpTJkT+bPlUuWm72k89OxOPPvXA8bxPxzRhFSSS7+ADUcTlrJb9gwTexNP+SJT/E1+9b/v4LPf/70RmAa0rI90Wvt7TdP7nDh9V8jEKry6mtwZJiJgkoZWXkHsU3Nd7pJciqKgpU7LXDzxmJasgV85EO33uo1VlIJTuQfADNwm0+mMGt+5iEBPU579JyoH+by9tETZJfLjjnbDd0AudTHKO0JEY1ZTXQC11V4kkimjOXcpJ2QtGSa2a5VsfT7E74jFLTUBD0L6GESUI/U57KNR1cEhg7Um4DyGKTTDJBK39ksU16nd/TF098eQBvDuwb7S9zDR37IhBUz096xvMI4efR8FObBgD0bYe5jIP9uzkQXxndeul7d85e0j2nOHc5fkkh8nFPQYY12zh4nIEi80wyRR8O+MRdUBT9a/tQhclDsQNG9aLQCgU++F6y9jhonIKGoM8VqAiMaPis0wKaTJcjZyGivgnGEiJuaOSmWxzKbv+oAsnsKr7xxFJJbEjr09mDOl1vJ4cjNhd5FN30Xt/FCV1zLBV22fhHarlpTaYkpyiRTksmeY+Mx0bPFXMwMmI9fDxOO2rrIpJ5EtI4Jnew/3IxJLwi9NvsoURTEbqo/hVNY5U2sxZ2qt8bPLpSCVMJts58ogMMpXFdTDxFqSy6msUrHMDBNrw3qPLZAWS5gZJB7HDBMzm0bEpAvJMBEr2rwOPUzKWZNrQGpUHo2nEHQYx/YNaBdBLfUBI0sCKKIkl3QOUVXFCMLG4maQNBzNPM8Wy2hq6dGai/q9LkRiSXT1RTG50a1vY+9hYj12ehwCJq/tOoqBSALb93ajSZ/87+jULuRb6wPGxWPeHiZ6YLsuT4aJ160an/f3DvUD0M6JwQL6JKxY3IqegSg+kKPWuHyM+TwupG3HV12W1ZJigjgl9TApJMNk7bKpmD0lhJmTavJuS1Rq8vn8+LmNJXtc1cgwGf2h9IxJWhPgJbNL9/qIqLKoioKlc5vwzCv7jdtKnbWu/V9r0q4oMBYgZsvCEM8vMnurA16Eqrw42DloZNc6Xbu6bNnfRfUwyTMmFyW5xOSx0/Xn/iMDZkmuUvUwGU6GSUAETGLGWFOBdvUQiSWMRWH24JPbskBMsSySlN9TSw8T/Ttv6dwm/H/P7MQbu7sQiSXy9jCRH6cm6DXLU8eSSKXSxtxNvmPS6H0alUpyjXJZzFITiwqHciwUY+60WsvP5exhcvLCVjTXBtDWmjnPQUQ0VlXWtwsAUcRmOCW5um0lXJzq0ovSL51SQ2Fz0CZWnSfRr9fzlCcDxSR5KOhBSE+h9WRp+p5Ipo1VQEI0lsR7Hdok2jJb81LRLF3eJ0tKbRFfvGLFTCjLauNSEQNSo/+ARzXew0rNMAlK6d0A8LYeAJszJZQ1qOAy6qWPn4+teC0iAyNXtpJ4Xbk+u1Hbqnbx/2yZEcUwAh2qtem7nG1iOUZU1dJAU5B7obgLvDgD5JrJ5nOYJbmKeSXFkSf5s2XqiAwTe4+MQo9F62fLzKYbiCSMqXqn5uvFMo4P/TwnLtDlc7r9NdoDJk4ZJuJxu6V+KKKcYmt90AhUx+IpY7WbE9EbJVtTdUFRFOMC/b0OLfOmKU85LuGsk9vwnU2rLQF5O0uGic+VcUFWl+Wc75aOdyPbq4DvFLdLxdyptePq3EWVI+Bz44LVs/ChU2ZnrRc+FEaGySg3fAeAhpAf39m0Che+f/Zo7woRjWHttuvGQhe+FEJcsxnXw9JjZwsq2DMDqoNmhonI6nWaNBY9O8R4qqAeJkWW5BILIJ36Ouw/OiBlmJS6h0nxk9ahKr0k12DMWPgpVvRHosms5a7khYn2DBOPJRvZpf++eY0+pakKLXUBJJIpvLazM28PE8C8bqsJeoz3NRxNWLK/vXmyKozFcnGpJFeFjS8XzqjH6uMm47z3zSzr88yZUmspW1rOxamqomDO1NpxVz6NiCa2yvp2gbkiezglubpsGSYDOTJMxESmokgDHWlSqU9fbSFPyongSdDvwYK2enjdKiY3BrPWdLSX89l/dACpdBqhKi9m2FbsZvQwcauWwWgxKxUuPm0O/unCY0vWIDUb+2oGefKhUnuYiNU5YnW96Ekzb1pd1t8Rk8zjadLRbQRM9JJcOQJR5sqvAnqY2DJMSt3DRP4sWib7LceI1PRden6jJFcRTd+1lVUiYOJUksv6nuw/MoCnXt5bkmb3chkpp8eLxZPG+95SZw+YFNjDRF7BZgtICaXIEpKDroDZi6NTCpjYS3LZX7NThonYN7kfyiG9f0lrQxABn8t4Tf3h7IEfoyRXlh4hMhFU3X1AC5g015Yuhd0jHWN+r9uSgh/wubNerItSXT0DMakk1+ivrifK54LVs7B+5cySPqZrDGWYABj1PipENPYtnFFvjDNdqjLs3nEyM8NE+7+crZ+9JJd1vFEd8KBWD4Yc1gMmTuWW2lqrcc2HluDycxfpj1NAD5NCm77byv96PSrsp9ed+3uNcVBDiUpyuRSRYVL8dZ7R9H0wboxVJzVoJVrlKwiv7bHl8bnWe0Zx3FYcM3IwSlEULNUDcH/dccSY88jWwwQwq1fUBL1GbxgtYGL+TfJlixilvCMJ45prKEGmsczrceGT6xYa72+5BHxuS2WLcmaYEBGNR0V/I7/77rvYvHkzLrjgAixatAjnnnuu43YPPvggzjrrLCxZsgTnn38+nn766Yxt+vr68KUvfQknn3wy2tvb8ZnPfAaHDh0q/lVIxNd8sswluewr2uVJVbmHiVi9bckw0R8v4HPhqgsW47vXrEZDyJ91Itwe/DnUpQ0gJ9UHMrI/MnuYqJZBZDEluWqrfTgpRx38UskMmJiTD27L6pbKCZgEbCW5dug9aeypsTKxmtUzhnuY2IkJpbi+AihXQ1qjh0mOCxl7DxOxur0UgQORGeJWreXx3JbyXNYLC6/0WRfMpu+qsX2+EoFywMfnWJLL6hdPvY37f7sdX/3Jn/HuMHt/DOTJMBEXQG6XknHBO5QMEy1gkvl7pQiYiL+DeA8bRIaJdE7PLMllPb/LAZOYvk+iwbn8OB1dZkkuRVGM81a2slzpdNrofVWXJ8MEMFd5vbarEwAyguPDIZdk8HtcloviXPsm7osnUlK9Y15c0cQkyoJkK2FHRDTWeNwuHDurQf93aa91jB4mRqaJOYhtyFOSS9B6mGjXsmLBolOvNEVR0D6v2VjII57T61azLg4sOGASt44lFUUxrjumNmtZiiIoUeV3F9TLrRDDKsmlB4kisaQRaGquD2Rcd9mzNyzXvqq176n8b/H49gU/i2Zqx9KO/b3G+LeQklxaDxOzh6m4TnS7lJzXioB5Ddg3KJUIHoc9TMYKee6h3OXPiYjGm6K/Xd5++20888wzmDFjBubMmeO4zeOPP46bbroJ55xzDu655x4sXboUmzZtwiuvvGLZ7nOf+xyee+45fPWrX8Xtt9+OXbt24corr0QiMYzSLCXIMOnu076ARfqwUyNf+6SbPCEoVjkMRhLGJGBY/388kTRWkgd9HqhS6ZVsGSb2gV2HvrK5pT6YETAJ+NwZjanl1TvFlOQaKT6PC/Ird8ow8XtdJV0F5cTeq6KczJJcCXT2RnC0NwpVUTB7Sijr74iVWoU22h4L7CW5cmWYiM9Q7qbv1gwTbymbvosME9uKO5fLOZDmVrM0fTcCL0pBrwkwA7AKrIP+bBkmIojR0TmIW+57GUd6whgqOYPO6X0U5bjkesNCocei/NlSVdXxOChJSa64tSSXmMjsypFhkrskl9YY1SzJZT6OUZJLX8GXr49JWCqJUFtAhol4r8VrOnZW6XoTeGyNPOVgdK7sF4/bZQSGOvTXX6qJAqLx5tT2qbjo1Dk4/cTpo70rREQFE6vWSx4wsWXCi/FzwOfKOhGbUZJLavpubpN/nCFeS7bsEnmbfHMEEWMsae6bGJOtbZ9qGfeUqhwXADTrwZ9JjcGifzfgcxvzCHv03nf11T7LuN3tUjOupT22LHr5mkfORp43vQ7/ePo8bDxzgeX3xXVrR+egsaAzV0kuURZzWku1UZIrEjNLchVSrklcA3YPoaciZZon9R7lIigiIquiw8hr167F6aefDgC44YYb8Nprr2Vsc8cdd2D9+vX43Oc+BwBYsWIFtm/fjh/84Ae45557AADbtm3DH/7wB/z4xz/G6tWrAQCzZs3CunXr8Jvf/Abr1q0b0gtSStDDRJTkmtpUjc7eqHNJrowME2kVuj4gk/ubRPRMApFdosBcnSjIgxRVUfQG06mMgIkYkLQ2BIy0ZcHn1jJKxP65bRkm5W4eNhSKosCnN2cGrGXFxL6XuxyX/FxA+TNMRPPmwWjC6F8yvaU6ZxaNGLiXO9OmlMT7KCbDswUF5W2LCZiIAGApshPkzBBrSS5rVol8u2PTd6m0lwhe5l/NppeS8rosZVWMf6adt3epCuKJFHbs60FTbWE9LuzyleQSGRehKm/GsVfoBYrLFox0Og5KEfTK1sPEEjCxBbvzleSS/7aiF0o0nswoeSBW1Dn1vNIeV9s+4NAzxIk8uRAKejC9hE0S5YwSv9dlKYOXr79KXY0PA5GEETDixRVNVKGgF+esmDHau0FEVJRl85vx25f2YM7U7FntQ+GxZZaIMWK2clzy7wjVQQ/CMdu1bQFjJvFc1Tl6Snlc2uMUW5ILAFYvmYzXdnXipIWt+MPfDmCXXi61IVS6cqnHz23CN65cbgROiqEoCmqCHnT3x4zM8/oaH/xel5mp41Dqyt5jUM4KkoNZqqLgDIfFAdUBD1rqAzjUFS4ow+RDp87G6uMmY3JjEC++qVUVCUcTxt/EqfyanZg/EfMhkxuDZV9UWcnkcuDjaY6BiGgkFD0rrOZo2gwAe/bswe7du3HOOedYbl+3bh2ef/55xGLaZNSzzz6LUCiEVatWGdvMnj0bCxcuxLPPPlvsbpmMDJPhl+QSabeDjhkm2UtyiS/7XqlBcFgffIkSTPZMEMC6+t7jUbOmDssZJjX2VTgel2Xw6XErlsFHvrqgo0WedJNLconXMhIpovZBYznJGSY79or+JbkvXC4+bR7Ofd8MTGsuXdPachM9D472asFDp1JMgtHvI2fAxHoR43PoITIUg5GE8bmq8rtzNnoXXC4zw8Sp6bvbpRacYWJP/xeyNX0XK7FEE/auXmsZwWLkavo+EInj/3vmHQBa6Sn75HihnxNPRg8Th5Jc0RKU5DJ6mGj7KbLV5JKI9mPFntnS229tEC8H47r7Y0il08ZFWpXfbVwYiufKlmFi1HYO5C/HBZjnCABYPKshb4mCYrhdqvF4fp/bchGdr79KvX6/KEk2FrMWiYiIyFnA58ZXLzs5I1tguER2gNHLRL+Gy1aOS/ud/BkmPm/+saZ4jpaG7NkZ4rlylf4FzDG5vLjkwvfPxlcuORHVAQ+mNJrXYaXMMAG0DIyhXoOKPiZirqG1Pmj0CQGc+3x4bAvBsjV9z2X2ZGt1hFw9TFyqiilNVVAUxSzJFTMzsAt5Tvuk/vuPm1LQfpKzxlq/kS0vqqsQEZGm5LPQO3fuBKBli8jmzJmDeDyOPXv2YM6cOdi5cydmzZqV0aRy9uzZxmMMhXi0VCo95NJF3XqgY3qLtqJ3IJLIeKyYbbDlcanGNmJwIs9xRmJJuN2q8XtBvzvjMeWUY6/bXOWegvW1iMm6KU1VqAp44JeyMwJ+tyVA4veatVV9HteYbYoW8LmN972mymu+l/qgqMrvKXspqoAUqPF5XWV9vhq9Pm84lsB7h7SVQHOn11me02VLaV++uBXLF7eWbZ/KoakugHf29xqr+j0eNev7KlYMJXN8dsWEflVQOx6C+mR1NJ4c1t/r96/uRySWxNSmKsxrq8PBo4PGfV6PeSzIAUevWzUyn+TnF6W9PB6X2Zclmft8lEiZARN5OxGgVlRrdot4Pyc1BnHg6CC6B2JDev2xRNKScRFPpozHiSdSuONXr2Lf4QHUVXuxYe28jHJWfp+roEbDPumCzeVS4fNlnoeiieH9DQFknF/F52wwap7DRQZQ0O/WyibGU5bn7R20BpDE9oD2t43EkkYJtNaGoPG7Ts8lEyUeqoOFncvkTLvj5jaV/Hzk97owGE2gOuhBNGY+dkPIl/O56vWLKaO0ZKD85+axxH5eJhqPeBxTpeExPfqM602fy9JAvLHWn33sb5v8rqvx2ZOq4fdmXjPbLZ7TiC9+bBnaWquzbivK+CZSqazbpKUyrFVZxjfTWsyM36Ycr204hnI8L53XhH1HBrB4VgNOaZ+KBTPqLAsO7dcYgLWsqtc2T+D35X/fAa0Hxp/e6ACgZcaHqr0FLfKp0hcQRWJJpPSxttM+2skZLC5VwZqlUybUOLQc/u9H29HVF8WkxtIsyuT5mCoBj+PKVcw61JIHTHp6tNXyoZB1tYH4Wdzf29uLmprMJra1tbWOZb4Kp796VUF9ffEn/Wg8aZRUWTSnGYA2AWZ/LHsTZ6/XZWzTOJC5wjgaT6G+vgpqxwAALShgf8xaKa3Xb2SgxBAI+IxtB8JxY6Xy/FmNCPo9qK/x48BR7XGbm6q1gI1eLqa+PohqfUVwwOce0nsyEuTJwab6oLGfIT2NO1TtK/u+1yRT8HtdSKbSmNQaKmv5stYm7diPxJLo0rMvFs9tdnyNodDQSi2NBdNaa/CCPogGgJpqf9a/Y32tFqRIp4H6+ir09EfxnZ/9BcfNbcKH1s6zXMS0NtegPuRHk55ZEU+mh3x8xBNJ/PalPQCAD39gPhobqhFLmWfR6irz2Av4zOPU7/dgUktIf4wUakIBbVWYfgauqw3ApwdBU+nc++c9rH1+g37rZ1Rc3AWD1uNfBAZmTanDtu1H0B/JPEcVorM3YvnZ5TbPYy++fhBv7+1Bld+Nr39qFWZMDuFwl9krxe1S0NBQWJmo+j4z287vc6OpMfP3UumhnbOFdDptBNTE8dHaJEpopYzHVl1mua7BSAKJZMryvL1SE8lYPAmPz1paIKmo6Alrq/faJoeM323S/5/Qj9+M/VOOAADqQtk/A7J6qSTD6vbpJW8s/Y9nHYO9h/qwcE4z9h3uN26f2hrKuX+Tm2sAHDB+bqgLjtnvlXIaz+dlIoHHMVUaHtOj54JT5gKKgrUnzUR9fcAYM09pqck+9q8zM0KCfjeam2pQY/sb1tcGChpnrM4zJg3p4yh5rPvCawfwwO+243MfaUfbpBBi8aTRN3BSS8hyfSrMn9UIYAcAYNqk2rKOgYo5nq/84PG44h+OsyxkClWZY8eg3+Mw92A+fl1tEJAywAsd3y09phX3/Wa7/nxeNBZ4bdCqj6WjsSS8epZ2IJC5j3bxtPn63nfcFMyYVl/Q81F25TqGeT6mSsDjeGKruEKFYowQicTR1TVQ9O8f0svyeNwq/Pp8eTSWxKHDfZY00XDUGhRRFRjPFwnHYDcY1van44iWTeBzqxn7F5FKf7lVxRjwdHYNoKtWG/DsOtALQCt1FA3HEA3HUB0w/4yRwZilP0B4MIa0lOY6lPdkJFiaQqfTxn426PX0pzQERmTfP3fx8Ugm0xjsj2Aw/+ZDlkpog8QDRwaQTKXhUhVUeRTLa3S5VIRCAfT2hofVk2c0VdkyCaKRWNa/YzisTW5HYkl0dvbjjl+9ir+8dRg79nZjbfsURGNJiMX+0XAUXckkYvpnZnCIn3cAeOaVfejsjaK+xofjZ9ejq2sA/X1mYCART5iPLdXGSqdSiIbN8k37D/agJug1ah9HBmOASDePJHLu35FO7T63y3oMJPSMjv7+qHF7Kp02ykrV61kNB48MDOn1yxPlANDVEzYe570DWnD7mBn1CPld6OoaQEzq5+R2FX4+CQ+a71M6lUZvT+anq28gOqzPeCyeNP484cEokEwiEdf2t3/QPO569N5Sos71QNg8dmLxpNFnCtAC4wf1DDDhvf3d2LWvGwDQUOU1ftetn3aPdA06vo6OI9pt/gLPw6r+YmZMqkE6kUBXV2YvreE45bhJACahu3sQUek7yyN9lzkJ2Mo6JuO5j+1KUwnnZSIex1RpeEyPvmmNAXz6H44FkNLHBdo4JuDJPu6JRc3xR7XfY2wnV09IxJMlGWck9bFzvzTefPT37+DtPd3Y+sdduOi0ueiTFs2EByOIRTKv6Wv9UhaGWynLGKhUx7OceOFSM8d3MWk+IxqJISaVsM11zSarD3rgUhUkU2lUSX/DfOL6cw9E4ujs1q4LXMg9BtX2y9zn9y1unVBj0PGC52OqBDyOK1dtbSBvqxGh5AGT2lqtD0NfXx+am5uN23t7ey33h0IhHDx4MOP3e3p6jG2GQoQKYolU3hqlTo72aJNptVVeeNwqFGjDvd7+KGql2u5RW+Ngl6oYz+eUlxCOJhCPJ9GvZ4cEfO7M/ZOSVjwu1XgxkVjS2PaAPunWUh8wbpNrhboUa18BFWajbZ9HHdJ7MhLkbA75vVk0ox7f/vQq1FV7R2Tf5+uNz8r9XKJsmijfNKkhCKSdnzeZHNqxPBY49UPI9loU/YBPJJJ49pX9ePmtwwCAvoEYItGE0bRQgdZ8MJFIwa0f29F4csjv0XOvaqvlTz9xmvE3kHuGKIq5z3Iw0qUqQFqrcRyLp9A3GEfA67Zkn7mUwvYvrL82r9tl3U5/KPkYkJuUi8aQnb2RIb1+uc8SoJ2nxOP06L08qvwe4za39PrdrsLPJ3LWo6oAyWTauLgSBqXnHgq52bpLPz68+rlwUD//Kopi9CypCZr9TcTzdvaIXjvmvnXZsnCO9kSMkm1NdX7jd4N6cKxvIOb4OsRFuOO538HimQ1oa6nG2Se3lf3zL/fmqQl4cj5fyLba0useu98r5TSez8tEAo9jqjQ8pseOlYsnIRJLYvHMhqx/E5eUDVEVMMdHoaAXkZi2eMnjUkryN1WNMbl5jOzXr6vfPdiHRCJljCXdLhXplFkyV1ZX5YPP60I0lkR9ma9Ph3s8yyW2PA7jNbl0lgJrmRJxrZWPAqCttRq7DvShOs8YUiYWS8YTKWN+xF3AmNLnVvH+4yYjmUpj3rRaft7HMJ6PqRLwOK489v7AuZQ8YDJ79mwAWi8T8W/xs8fjwfTp043tnn/+eaTTaUvq6K5duzB//vyh74D+UHIU8EhPGPFECpMLqMsovrBrglr9zaDfjYGINlkrB0zsjYPl2nYeh1JOaWiTpqL5cNChibnb1vRdkBtKd3SKhu9mapjcHM/rcVl6mLjdqvFY5SwxNVzZmr4DpW+oNxYEbWV+po6jRu7FaJLKzAHWiVk7cfz3DsZx32+3G7enAfQOxIxm8F6vyxjgm03fU0il00NqjC2adLe1miUC5cCIvM+WHjP67QGfG7F4zAh6JIym74pxoWLveWQnSkllNH3XX498To9KfUREk77egRgSyVTRjSLtDcrlQLDRpDxoHquqqhgBIvl8lY8liKu/ty6XNWAy3KbvoheL26UazyF6zKTTWuBZ+1tpz1OjnzflRvc9A1pQo67ah+7+KJKptHGbcLQngr16Zo7c+FPUVO6PWN9TQbzX1Q7lHZxMaarCVz95ckHbDpff60JN0INkMp33fGsvDTaWv1eIiIhodKw5fgrWHJ+7Ibc8rq4OmNezoSovDnVrAZNSjTPsTd/jiSSO6Atl9hzSxnViUZJ8XWqnqgr+z7mLcKQ3gpb67E3mx4KA1CNG7pUqyBUe3C7V8rO3iL4gsyfXYteBPtQUOMYFYDR9B7TrmEKfU1EUXLZuYcHPQ0RENFQl72Azffp0zJw5E1u3brXcvmXLFqxcuRJerzYYWrNmDXp6evD8888b2+zatQtvvPEG1qxZM+TnF6vU4wltIi6VTuO2+/+Cm3/6UsbkoBOxTZVe5kpMuFnLtKQsE30AChpgRGJJDOoBk4BDwMQlTUB63S7LygtBNHxvlQZoIX1C06Uq2mBHDpi4FONxxmrDd8AeMCl8sDVe+X0uy6r7qU2VGTBprLUGTFQ1+yS7OG7jiRSisSQWzqg3Jm+7+qPGhLp8rMjNCu1BzEKJlH+/9PmQP4tu2+fJ3F99Ul7/LItgaFLPMHGpqnEuyLdvIlDhtZU7EvGflBQGj+n763GrCAU9cLsUpAF090VRrAF7wETKXhEZEfaLH3HxVUxwRt7WaKAmGtqL544Pr+SUGXSynotF8Ev8feLS6kVAK7slglwiOFJb7TXOl722gMmr7xxFOJpE0OfGtGazTrMIhAyEnV9HsQGTkaSqCm665ERs/sSJeb8n7Flj9oatRERERIWQJ/Hl8ZF9MWApmNcZ2nixoytsrDLt6ouiPxw3xuM+T+4xbvv8Zpxx4vSS7Fc5yUEJn0MQyO22Zo7L43VPEQGTkxe1oMrvxpI5jQX/jktVjeseMdYu5jmJiIjKreiZjnA4jGeeeQYAsG/fPvT39xvBkZNPPhkNDQ245pprcP3116OtrQ3Lly/Hli1b8Oqrr+K+++4zHqe9vR2rV6/Gl770JXzxi1+Ez+fDd7/7XSxYsABnnnnmkF+QmGBM6im0nb0RHNUbQ+/c34vj8nyRi7I/YtAW9HsARDAgrRqWJz9VRUEqnbZMsGb7sg9HE0bgJeh3yDBRrYMUMYizZJjoARM5w6RWH1SKQYf8/B63y5jgahjDmRrypJs9w6QSqYqCgM9tBNDkiddKEvC5EZRepytHwKQ64NE+v2ng7BVt+If3z8Zt9/8FXX1RdPdFjc+k37JayiybF40lhzR5a0y0SxcScqaKvQyVICb+RfBTvEaRvi9nmCRT6ZwZIPkyTOQUk2giZWyrKArqa3w43B1BZ18UTXXFNSUbiFgn9+VzW5+UbSfze13oGSjuokYONIn3UxwLjbV+HOmJGIGrzH3Ug9h5AqlOf0dF/5z1h+NGwERkooSkzJlILInqgGpcsIWCXnT2RhCOIiPD5N0OrafJ/Ol1lgCgaAyaLTA/YAvGjzWFHjuhKu1zKr6fcq3CJCIiIsrGa8kwcQ6YlCzDxLYQUZRXFfZ0mD3rfBWyGMR+zWRnzTBRLAEUj0NGSjbzptXhjs++31I1pBABr5al3zsoMkw4piQiorGj6NHA0aNH8dnPftZym/j53nvvxfLly3HuueciHA7jnnvuwX/8x39g1qxZuOuuu9De3m75ve9973u49dZbsXnzZiQSCaxevRpf+cpX4HYPf5AiVgzvP2IOht496Bww+dPrB1Ff48OCtnpzFbA+OVetT97LAROx+kRVFNTXeHG0N5qR0ioCKTI5w8SpJJc96GIETJJyhon2eiwZJiJgog8yLAETl4Kl85pw9YXHYt70uoznHCssGSZjcAV2OQT9ZiChUktyAdqE+KCe6u7KUcapJujF9RuWwu9zY9bkEABzNXt3f8wINsiZIIqiwKvXEY4OMcMk6pBhYpngl1dbyZ9z1RowycgwcamWFWrxRPaAiegXUh20HvtiL9Jyhon+OkWAtKHGrwdMrL02CmEGI7TSgxHHgIl1n8TFl6vARllA9pJcADCpMZg1YJJIpvDV//wzFAX4xpUrcgZpjPfFdrEV1AMm4rMmjpOAz631YUmmEIklUB3wWDJMfLYMk7pqL7qlni/HzKi3PI+RYRKJO5aH69czT6rHeQadS1URqvKiR38vGDAhIiKioZDHdfIYWF7UYs++Hu5zievqA53WgMl7h/qN6+tKKTfqlzJMnDJ13G7rYk158Wax73uxwRJt/9zoGYgZY0pPif7WREREpVB0ZGLatGl466238m530UUX4aKLLsq5TU1NDW655Rbccsstxe5GVuK7WjReFs3cAGD3wb6M7Q91h/Efj76B2iovvnvN6oyyKUG/mAQzV2LLE5Z11T4c7Y1aepgA2he+mIgVK+DlDJOAU4aJraxXypZhEo4m0KtPYsoZJqLskdhnecJQpNeeeExLxvONJWLSTVWUCTMBF/S7gR7tOCo2M2A8aQz5jdrAuTJMAGDhzAbLz6JfQne/WW7K3mPB59ECJtkyFHJJplJGfxG/FMSUMwdcWYInIqhizzAR2W1uvUSe+PzHEikEsiR5HdBXuU1usAbOzJJc5m32wEB9SC9bNoySXPU1fgxE+i1Bp76wXpLLlmEi0vs97sIvjOQLYvF+ikyTyQ1VeG1nJ+KJFJKplCUQc7g7jKN60/W9h/uNQJoTs4yC9fxhD2jFEuL87YLf60J/OGUcO0bApMoMmIjbJjUErQGTtjrL84jzbzqtPZc9I8YITlVAQLiu2mdc3DqVeCAiIiLKRx4fyiVga8uRYeJ2zjAJ+FwIR5PYc6gftdVe/TkrY+Le0sPE4TV5bJnzlgBKkX0RhyKgjyHNDJPKeN+JiKgyVOC3kjYJZ2SYHDUDJu92ZAZMxGCpZyCGeCKZMalV5dDDJBo3J9xEI3h7A2T5C19MaIajSbNHisMqY3ky2WPpYaI9n+hfEgp6LD1QZrTWYONZC3DpOcdovysNiNzjZOAhJqurAu4hrVAZj0SW0dSmqiE1Kx8v5D4mxWQlANqqfkALBnSI7KoGa3DJLzV+L1Y0Zv6OfEFmKcklB0ncciBFuz2oBxDEhHzCyDBRoCiK8XnM1cfkgH6emtxkbR7p9FmwBwYaarT3t7O3+ICJOB816uco0R8lnU6jP0+GSTE9TORzmzgGxP8nNZqvOWoLeolmnIBWUjGXmEMPEyCzD1VM6hcjgrORWBLpdBpvvdcFAGiuC8DrtQVMpAbvVX43prVYy+i5XaoRPHAqyzUwhnuYFKte/95TMLZ7YxEREdHY5SmgJFfpe5joAZNObey9bF4zAK3xu9n0vVJKckk9TJyavtsCJJ4h9jAZKrEITsxxFFMGjIiIqNzGx2x6EcwMEz3dVsow6eyNoncwhq0vvIen/7IXAHC0J2zc3zsQz6gzX2U08pV6mCTMhnBiJYp98lAOmDTXahO8kVjCWClvb5wLWCcVvW41Y2AnJoxbGjInVU9rn4q5U2sBmCtCXKoybibixYAuOM7L1RRDvNapTZXZv0RoDMkBk+KOR7MkV9QYTMvl6ADzQioyhKbhIvjpUhVL0FNRFGNfLY3eLeW5RNN37e/o1PQdMDNBsgVMBiMJI3Mhe4ZJ9pJc4mJjSBkmehChQQ9qifcjHE0iqae1ZARM9ABRMQETRTHfX5FZIoILk+oDxnttzxI63G2en3fu78n5HEYg25snw0TK0BHnnWgsibf39uDA0UF4PSqWzW82AlJ9+qq3plq/sZ/zp9c5nltFuS17wCQWTxrfG/l6sYwHIvPL63WNm+8YIiIiGlsKCZiUKttDLsmVTqdxUC/JddLCVgBaVQqxuKZUZcBGm7zA0rEklyXDRDGywD1udUQWMC6ZrZVKF9cclZLZQ0RElaHivpXEV3simUY6nTYyTMQg6bd/3oNfPr0D9/1mOwYjCcsK5t7BmFln3ijJJXqYOGeYTG3SJjjrbQEQsULC53EZg77BSMJSD9/O0ivBo2bUWhUN31vzlG8Sg7xiJjRHm8hCaK2v3NJUds112mueMzV7maFKIGeYqEUGTOprzB4mHZ0iw8QaMDEnvYvPMInEtM+1aKAuMwMmmY3e5dsDUoZJKp02ghsiQCAG/2LC3O6AvsKtttprnG8Ep6bvckkpAGjQ36PO3iH0MNEn9sVjiB4mohyXz+vKWO0lVt0Vu/JMvF/iGPjwqXNwzvI2LGirt2R6yCwBkwOZGYIyo+m7Qw8TwCyZJv4OWoaJW3/eBJ55ZT8AYPnCVgR8biNgImJVAZ/bCJDb+5cI1Q4BdsAMoLhUxThexjPx/eVndgkRERENkUtVjfG2pYdJOTJMpKbvPQMxhKNJKAqwcEYdgj43kqk0dh3QspkrpTy0/DocS3LZMkxCVV64VMW4Lii34+c22fanMt53IiKqDJWRbyoTGSaJFLr7tcGQqig4bnYjXt5+GE/86T0A2vzjwc5BHJYCJj0DMakJssfy/8PdYYSjCQR8bqn0iwtrjp+ClrpARkN1kWFSHfAYE2SHe8LGCgp5IChYM0xcSCjaxJ7IMBEN31vyBBXEgHAkUmlLZfbkEL7wj+2Y0lS5zc/tzl81C4tmNmBhlsnXSmHJMMnR9N2JyDA52htBXC+lZA+q+QooeZWNmKB36sOgOgRM7LV+AbmHSdLILgHMDBNPngwTURZwSmPmsW/ES6QME1GSS5xjGvT3d2gZJnHLY4h9NBq+O5SPEhdfxQZkte2TxjGwZHajsbLM73VpTeczAibm+bmjcxADkXjWDA2z1JZzhslgjgyTo71RvPTWIQDAmqVTAGSucvN7XFg2rxkv/v0QTpjf7LgP1Xpmoj3DRATcq/yVUXJQLBColAkFIiIiGh3HzKhHR+cgWqQFgY0hPyY3BlEV8JRsAaBcuUGMvZtrA/C4XZjeUo239nTjrT3dAACfpzKmSOT+jE69YOx9TwM+N7608YQR67dXX+PDrMkhI1DFHiZERDSWVMZoQKLoEZM0tCbBgBZgmDO1Fi9vP2wpbXOwc8BWkiuW0fRdTNju2NeDz935B3z8zPnGgMvr1hqqH6tP+slE34LqoMdYxSwGZzVB58GfvHrd61bNbJmELcPEtsI+47ndYkJz/EzMKYpS8YEDu4DPbUwYVzI5w8RddA8T7fMnagp73apRDkjwiSyBIQRMzFrFmRcRIoBpbfqe+W+55JMoBSjf782TYSKy4OReHoJ4Nqem7yLII7JwegdiSCRTRV1Yiow6EdSKxrQyBaIMlb3hO2A2aCz2/CLOm059bLRzZNTI+BGOSBkmALDrQC+OneX8mYnGnYNfImsnHNXulzNMxLb/8/JexBMpTGuuxmy9sbz9wtLvdeGjZ8zHP54+L2vQQ1xgivdVMHpXVUD/EsAM2tc6lJYkIiIiKtR1Fx+PVDptGR+6XSpuvny5ORAuAXF9HE+kcEDPWhdj76XzmvDWnm5jwZDPWxkT9wFLhknmtU7Q78Y5y9vgdpmVLWZNHtnKB+3zmoyAyXha7ElERJWv8r6VpIHVe3qT98mNQcyYVJOx6YGjg5aSXEd6IkY2hwiYLJ5Vj4tPm4vW+gDiiRT++LeDxkpmp5UaglixURMwG7SLWqm1Vc6TTPLErMehh4no4ZAvw2Q8luSiyhUKeoxjudiSXAGfy/I5a6kPZvRMEJkA9obhhRBBFseAif75kYM8brf1Yg4wSz6Fowkjg0y+3+sZeoaJ2ygfYP6unCEBiACsgjSA7iKyTOKJlBFkaNCbvqfSaSSSKTPDJJg5wT+9VTuXTi0yG8wIQDkcAz6HklzpdBqH9YB2W6vW5ydX4/dolqbvRoZJJI5UOm2cT70eM8PkkB6YOePEaUYwxB54ET/nyhAxAya2DJMKC5jMn16Hy9cvxKVnLxjtXSEiIqJxTOsbmHnNqpa4F6e4Fkmm0kaP00n6IsQ1x0+x9PvIdY0/nsjN67Nlb1x02lz8w5rZI7VLGdrnmWW5SlV+jYiIqBQqbkZdHla916FlmExpqsKM1mpj0LVysdbc7d2OPmNiEAAO6Cu9XapiTKS5VBVnL2/Dx8/SJob6w3FLD5NsxKCsJugxVncc1YMzdTWZq7YBsxmyeGy31MMkHDX7n7TU5ckwGYcluahyKYqCM06cjoUz6jHZIYsi3+/K/X5aGzKDheKiJjqMDBOnC6NTjp+ChTPqMbXZDAx4LD1MMjNMknqGiQIzOCQuULJnmFhXucnEBLu1h5KZIQFo71GzXsbgPx57A0d6wijEoF6OS1HMTB7x+EaGicME/9K5TfjOplU4930zC3oewcwwybz4lZuvCwORhJEVctIxLQCAXQUETLy2+sdmj5mkUdYN0Hqd1AS8+u+ouPTsBVh93GTz/owMk/wJmaLpe0YPE/29rq6Ahu+AdsytWjIZkx2CfERERERjjTyGF9f8YhFiwOfG2mVTjfsLGfONBx63KmW8j81gxJSmKuPvEPRVxvtORESVoaK/lUSGyZSmKgT9Hlx1wWLEE0nUBL14/vUObH+v27L9fn21iVOd+Rpp5bDcwyQbs4eJ16gfKtae12XNMJF6JbhVo3xYPJEysktqgp6MxtB2HmaY0Bjz4VPnDPl366p9Zjm6+sygglj5P6SAiZFhkvmZclpt5XZs+m72yEjoPUys5fWyZ5gkkikc1l+bU4ZJlf5ZF71G5MeRzz8b1s7DDx9+DTv29uDr976MW//PCstKOSedejZKTdALt0u7oEok04jGklKGiXNwt24IpZjE++XUx0Zuvi6Ihu+11V4c06aV69t5oBfpdNoxy8NeqkwI+rRz92A0jqiUqePxqPjACdPgcilYuXhSRv8k+/ndqc+NXXXeDJOK/solIiIiGpPcbnPsKKo+yH0WTz9hGp58cQ8SyZRjg/Txyu91oz8cH7OvSVEUXLF+Ed54txML2upGe3eIiIgMY/ObcxgURTFWkByyTUSedEwL3nfsZCP91r7iW2zvVDZFngizr/B2IiYAQ1WejInL2mrnSUhr03fVeB3xRMooGZOvHBcA+PVGdZWSTkwTW73UsyRnhslQSnLpjcALbV4t9+0Q5QMCokdGJIFkSjs3yEEBo4dJPDPDpKMrjFQ6Db/XZcmkEYwME6knRiyRmeF23JxGfPWTJ6M64EHvQAz79OBvLnsOaRl40/QMGjlTJ1dJrqFyO5Q4E8RzyyW5RMCkuS6AttZquF0K+gbjxrnQLpqlVGJQyjARQRWPW4WqKGis9eNDp8zJCJYADs3jiwiYyAEuABm9sYiIiIho5LhU1bjWPtqrLRqS+yzWVvtwweqZloU6lWDZ/Ga01AWKLqU7kuZOq8X5q2ZxsScREY0pFbnc1eVSEE9qGR0zJ9Vgul7/XmgM+eFxq0Yt+4DPbek/4DSpJSYuk6k0ege0QVaugMQHTpiGdDqNlYsnZUxeZludLQdMPG6XsT/xRAod+koYpxX2dgtn1mPN8ZOxbH5L3m2Jxjr585IrwyRsaxj+1x1H8LPfbccH18zB8kWtjo8dyZKVkI3boSSXSB+PJVLGpL29vJ52f2ZAR9RQntwYdMyaMEo8WTJM9MCAreReS10A9TU+9IfjRiAoF5GB19ai9STxeV0YiCQQjSfNCf6SBky01+fUx8bvMwMmg5EE4smUGTCpDcDjdmHmpBB27OvBjr09jseB0dvFFsgO6u9hOJow3rtsdZxlQ8kwyd7DRPt7MGBCRERENDrcbhVJaXGOnGECAOtXzsT6lTNHeK/K6xPnHJM1O5uIiIiyq8gwvqiV73GruPK8RRkN41RVQauUqTF7srUhfJVDnXmfx2VMxIlVKblqgc6YVIPLz12EhpAfAVu5H6eV5IBoemf2PfBIPUwKbfgu9vUT5yzEcXMa825LNNbJnxeRHSYTt73y9hGjzw8A/Pr3u3C4O4J7Hn0Df91xxPGxc/UwcWJp+q7/W85O6dd7f7gtJbmyZ5gc0AOh2XpBOE3A5+qh5Hdonp6NyDCZ3qIFlOVMHaOHSZaSXEMxe2ot3C7VeD6ZvN/f+K+XcMMPn8ff3jkKAGiu0y5m506rBQC8vbfH8rsvvNGBdw/2Zf1bih4mg5GEpeF7PhlN3wv4HSPDxN7DpMKavhMRERGNN3Ifkyq/O2/52krBYAkREVHxKjJgIgIeF506J+tE5CTp9llTai33ZVsFLPqYiObthU6yitXTQm2O+v+ilI/HIwVMEil0dBWeYUJUSer0klwBn8uxRNTxc5swY1INIrEkHn5uFwBg98FevKtnUKTSafzbr18zMipkEaOHSWGfZUvTdz246Xapxrmgu98hYJIrw+SomWHixOxhIpXkytFDSZQCtGfb2KXS6ewBkzKV5Pro6fPws5vPwTSngIn+3Ie6BnHg6CCi8SS264ER0dB+3lTtPL1jnxkw2XWgF3c/8jp++MjrjqXKADPDJBpPIqxn3hSWYWLtV1NImYBqvUdJf9j6/lda03ciIiKi8cYjjf/s2SVEREREsooMmFx5/iJ8ct1CrD1hWtZt5JXqMyfVWLJQsgVMxOrgzl4tYFJo87RCM0wAs76/1+2y9jApIsOEqJK0tdZAATBnaq3jCilVUbDhtLkAgGe27cf+IwN49pX9AIATFjRj4Yx6xBMp/On1jozfjUSzN3134tT0HTCzGESQRmRFAHkyTI7mzjCRMxbSaa1EXzSRvYdSoRkmR3oiiMSScLsUTNKDNZaASbj0GSaKomRdySfe/10HejPuEwGTOXqGyf4jA0bGxs792vYdnYNGsMoeSJKDYd0D+bMDBflxCg2oib9XNJ40slkAuek7AyZEREREo0EOmDQwYEJEREQ5VGTAZN60Oqw+bnJGKS7ZZClg0lwXsKykrgo4T+qJDBPRLN7rLmwSLWDPMKnKnmGycvEkzJ4SwuTGIDz64/cMxNCjlxpqZcCEJphJDUHc+qmV+PSFS7Juc8yMeiyd24RUOo1v/Xwbnn9DC46sXTYNJx6j9fLZfzSzEXq06B4mivRvOWCinTN26xP+LVImmC9LhkkqncZBI2CSLcPE7J0k9jUWG35Jrj0dWnbJlKYq43WI96BvMG4Ed2pGaIJf7HevntlSW2UGakSQOBT0GoFukWWy55CZNdTV59xbSs4A6tGDKoUEu71DCJgEfG7je6dfCnINsOk7ERER0aiyZJjUMmBCRERE2U2Mwp0OJkkTlE21ftQEvUZQItsq4GrbautCJ1nl1evVAY9lsGb3sTPnG/8W24kyMtNbqo3yMkQTSUtd/kDhx86Yj8PdYezTG6m31AdwTFsdRI/x/UccAiZ66Sp/oT1MHJq+A2bj93f1QERrg7m/niwZJl29UUTjSbhUxciisPN6tFJQiWQKA+EE/F63kWGSqyRXJE9JLhFokPuJiACBKDnodqkFBwqGy34ufd+SSWiuDSCZSqNOKmE4d1otDnYOYsfeHiyd24T39Pdb5hQMCfhciMaTZsCkgGD3UDJMFEVBVcCNvsE4egdi+MF//w3JVNoo0SVKrBERERHRyJJL67IkFxEREeVSkRkmhZjWXIWW+gDmT6tFwOdGbZUZiMhWZ96+OriQOviA1mReTL7V5ijHZWcPrLTPayr4d4kmmsZaP2669ESctmwqvG4VF6yeBUVRMKVJK3d1tCdiNAYXIsVmmLizleTSJsJFFsgkKcPE6GEStz73gU4zsJOtP4aYgAfMxuExo+m7c2AAKCDDRO9f0tZSY9wmgkaHe7TyfzVBz4g1ibSXRJvSWIVT26fiA7ayikYfk73dSKZSRnBM5hRIEn+f7n7nLBQn8jaFHh+A+T3x9t5u7Nzfi3cP9iGlZ5oww4SIiIhodMjX1k3MMCEiIqIcJuxyV4/bhW9cudyYEAxJJWCyZpjYbi+06TugNX6PxpOoqyoiYOKyB0yaC/5doonI63Fh45kL8LEz5hulkWqCXlQHPOgPx3GwcxBHesJ48s978E8XHGsEFgqdEJc/ky4pw8Tem6OlQQ6Y6BkmCWuGyYEjufuXCNV+D3r6YxiI2AImDlkSRoZJtLCAiZxhIs5nIhMnVMS5arjsGRwiyGU3b3odAGDngV7sPtBn6RMiOJ2Xg35rwKSQklzyMVFoBhJgfn+8tacbgNZjJ5VOozrgKah3ChERERGVHktyERERUaEmbMAEAFyqOWiSJwezrQLOyDApYvIr4HWjBzFLeZl8rI3pfGhrrc6xNREJ9v5FU5qqsH1PN/YfGcCWF97FvsMD+PObHUbGSaEll/L1MAEABUCLpem7cw+TA525+5cIoozTQEQr6xSNF9L0PXtJrr7BGI7oZbemS+cUr1d7PNGIfu6U2pz7VUr2939Sg/N70lofwJSmKuw/MoCH/7ALgJZVE5YCRLkyTMTrzlUW0Xwccxt7BkwuIkPxrfe6AQDvP34yFs9sKCq7kIiIiIhKiyW5iIiIqFATtiSXXSEBE7kxPGCdUMtHlMqpHWLAZOncphErj0NUaUTGwhu7O7HvsJZB0dUfNTJMhtbDxPx3UAqYNNb64ZGyP4wMk7g9w0Tbj7wBE/18NBCOI5VKI5HM1cMkf0mu51/vAAC0tVYbTeWdHm9BW13O/SolOWDSGPJlZOwIiqJg+cIWAMBruzoBAMvmNUM+M3oczstBW8BkdgHBILdLhTjlFlOSy15CbVpzNU48pgXzptUV/BhEREREVFri2trjVjOu64mIiIhkDJjoQlJD92yNeYeTYSJWKNcNsYfJUvYvIRqyKXpQ4oU3O4zbuvqiRs+RQifEfR4XaoIeVPndlkl+ERAFtCwImZFhEk8ilU7jzXe7MBhJ4MBRETDJXZJLBDUGInFLlorT+Sdf0/d0Oo1n/7ofAHDK0qnW3x3VgIl5zp2cpRyXcPKiVsvPc6bWokV/z71uNSO7CLAGtKoDHrzv2El590lRzN5ThWYgiceXTWvO/XqIiIiIqPzEtXVDyM+FiERERJTThC7JJavVM0y8bjVrIGQ4PUyWzm3CvsP9WDizoeDfcakKFs+sx2A0iWPa6gv+PSKyEpPwiWTauO1oT8TogVFoySVVVbD50pOQTqezluRqtZWTEueJWCKF13YexfcefBUtdQH0DmoZCNnKTwnivNMfjhvluADnslL5Mkx27OvB/iMD8HpUrLAFHrxSUGBacxVqgiNXQkoOWE3JE0BqrQ9i5qQa7D7YB0DrwzK1uRodXeGs5+6AFAQ//YRpBZ+7fR4XIrHkkJq+C9n6sRARERHRyBFj56ZQ4RUfiIiIaGJiwEQnVig31QWybpOZYVJ4gs4ZJ03H6SdOK2o1i6IouG7DUq6AIRomp0n4g3oPEaC4DAKnJpFBaUK+td4aABEXZ7F4Evv1Ru+HusMAgPqa7OWnBFHiaSCcMBu+e5wzKfy+3AGTZ1/RsktOPqY143nlIMJIB2i9bq38VTpdWIBh+aJW7D7YBwVayatpzVX4y/bDWQMhIsPE61Gx9oRpBe+Xz+sCBorrYVIlfU/UVnlHNPBERERERM48Lm2cyIbvRERElA8DJrqW+iCu23B8zgZwwynJBWBIgQ8GS4iGr67ai4DPjXA0AVVRkEqnjSbqLlWxZIsMhTXDxFaSS/QwSaTQNxiz3JevfwlgK8klAibuLJkUOUpyxRNJ/PnvhwAApyydknG/HGxYMMIBE0VREPC6MRhNFPSerFjUiideeA9trdXweV2Y2qw1r8+WCTJvWh0UAOtWzMjao8qJUZKriHN9tdQXhuW4iIiIiMaGmZNroAA4ZgYrNxAREVFuDJhIjp3VmPN+r8cFr0dFLJ6CJ0utfCIaexRFwZSmIN7Z14slsxvw13eOGvcVk12STTBHSS4RWI0nUugZ0AImJy9sQd9gHGeeND3vY8tN30VJLl+W7Da5JFc6ncZ//34nuvqi+OS6hejsiyKWSMHrUTF7Sijjd0WwQcHI9i8Rzlrehj2H+h33za622od//af3weXSzsFLZjdgyexGtM937vU0f3od/v3zpxQd5B5uDxMRyCEiIiKi0bVqyWScsKC5qMxhIiIimpg4WihSTcCDo/EovA79A4ho7Fo0owHv7OvF6uMmY+eBXvTpPUSK6U+RjcgwcakKmmxp/j4pG+RoTwQAsHhmA95/fGaWh5MqvdzXQEQuyeW8z+ICMJ0GwtEkHn/+XaTTwLkrZ6K7PwoAqK/2OWautdYFoCjA/Gl1RWVhlMp575tZ1PZyDxe/141rLz4+5/bFBksALQNox74eTM7TV0VmCZiwfwkRERHRmMFgCRERERWCI4YiVQe8ONobLckkKxGNnPNWzcSq4yajpS6AR/+42wyYDGEi3W5yYxVmTwmhrbUGLtUaTPVI2SBH9IBJTVXhfS2Mpu+ROGKJ3AETr8fsBXK4O4y03uO+szeCHr0cWF21c6PLproAbrtqpaUHx0S38awFWL9yBlrq85cJE+T3b1oLM0yIiIiIiIiIiMYTBkyKVB3UJsOy9RAgorHJ7VLRUqf1F6mv9uG9jn4ApVlp5nGr+MolJzrepypaj5REMoWuPi3LI1REI3Cjh4lckitLhpuiKPB7XQhHk0ZjeQDo7IsaAaK6GueACaAFTcjkdqlFBUsAoCboQcDnRjqdxpQiMlOIiIiIiIiIiGj0MWBSJLHauxSr0olodNSHzLJZpehhko/PowVMUnrKR6iq8CyOqoB2mk4k00bT+FzlpfxetxYw6Ro0buvsi2IgrAdMqgsP1lDx3C4VX/r4MqRRmnJvREREREREREQ0chgwKZIImHizNF0morGvXgoajETw02PLCKkpIsPE53HBpSpIptJGhkqufRYBoI4uM8Okqy+KwYgWMKnPUpKLSofN3omIiIiIiIiIxifO+hephhkmROOeXJZqJDJM5IwQn9dV1PlDURSjL0Znb1R/vOynblFi7JAcMOmNoFsPtuQqyUVERERERERERDSRMWBSJDHZyMbIRONXQ83IluSSex6FgsWfO6r8WhCkq09rGp+7JJd2n70kV3d/7qbvREREREREREREEx1LchXppGNa0NUXxUnHtIz2rhDREMlZFiPRZ8InZYQU0/BdqLZlmBRSkksESLTfiyCe0BrGM8OEiIiIiIiIiIjIGQMmRQr43Lhg9azR3g0iGga5j8dI9zAJVQ09YHK0V2SY5C/JJRuIJIx/1w3h+YmIiIiIiIiIiCYCluQiogkn4HMZmSVOAYZSk0toFdPwXVg2vxkAkEyltcdz58gw8WW/r8rvzlnOi4iIiIiIiIiIaCJjwISIJhxFUYwsk5Fu+h6qKr6HycrFk9DWUu34eHb216NI/2b/EiIiIiIiIiIiouwYMCGiCamlPgBgaBkfxfJKJbmG8nyqquDitXONn31FlOSa3FRl/Jv9S4iIiIiIiIiIiLJjwISIJqQNa+fio6fPw3FzGsv+XJYMkyEGaBbNbMAJC7TSXFObq7NuZ88wmdFqbltXzf4lRERERERERERE2bDpOxFNSJMbqzC5sSr/hiXgHWbTd+FTFyxGZ28UzXWBrNsEpAyTKr8bTbXmtizJRURERERERERElB0zTIiIysyaYVJ8DxPBpao5gyWANcMkVOVFfcgMktSzJBcREREREREREVFWDJgQEZWZpYfJMDJMCuH3mQGT2iovGmr8xs/MMCEiIiIiIiIiIsqOARMiojITGSaKAlT7h55hUgi56XuoyosGKauEARMiIiIiIiIiIqLsGDAhIiozr0c71dYEPFBVpazPZSnJFbSW5GLTdyIiIiIiIiIiouzY9J2IqMx8bi2IMZyG74Wy9zCp8nvw/uMmI5ZIsYcJERERERERERFRDgyYEBGVmWjUPqWpquzPZS/JBQCXrVtY9uclIiIiIiIiIiIa7xgwISIqszlTQ/jqZSehpT5Q9ueyZ5gQERERERERERFRYRgwISIqM0VR0NZaMyLP5Xap8LhVxBMp1DJgQkREREREREREVDA2fSciqjBzp9YiFPRgUkNwtHeFiIiIiIiIiIho3GCGCRFRhfn8hqVIplLwuF35NyYiIiIiIiIiIiIADJgQEVUcVVWgqgyWEBERERERERERFYMluYiIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCY8BkyIiIiIiIiIiIiIiGjCY8CEiIiIiIiIiIiIiIgmPAZMiIiIiIiIiIiIiIhowmPAhIiIiIiIiIiIiIiIJjwGTIiIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCa8UQ2YvPPOO7jsssuwdOlSrFq1Ct/61rcQi8VGc5eIiIiIiIiIiIiIiGgCco/WE/f09ODSSy/FzJkzceedd6KjowPf/OY3EYlEsHnz5tHaLSIiIiIiIiIiIiIimoBGLWDyi1/8AgMDA7jrrrtQV1cHAEgmk/ja176Gq666Cq2traO1a0RERERERERERERENMGMWkmuZ599FitXrjSCJQBwzjnnIJVK4bnnnhut3SIiIiIiIiIiIiIioglo1AImO3fuxOzZsy23hUIhNDc3Y+fOnaO0V0RERERERERERERENBGNWkmu3t5ehEKhjNtra2vR09MzrMd2uUa1lz1RSYjjmMczVQIez1QJeBxTJeBxTJWGxzRVEh7PNJ7x+KVKwOO4cilK4duOWsCknEKhwGjvAlHJ8HimSsLjmSoBj2OqBDyOqdLwmKZKwuOZxjMevz+nzFsAABlkSURBVFQJeBxPbKMWLguFQujr68u4vaenB7W1taOwR0RERERERERERERENFGNWsBk9uzZGb1K+vr6cPjw4YzeJkREREREREREREREROU0agGTNWvW4I9//CN6e3uN27Zu3QpVVbFq1arR2i0iIiIiIiIiIiIiIpqAlHQ6nR6NJ+7p6cH69esxa9YsXHXVVejo6MA3v/lNnHfeedi8efNo7BIREREREREREREREU1QoxYwAYB33nkHN998M7Zt24aqqipccMEFuPbaa+H1ekdrl4iIiIiIiIiIiIiIaAIa1YAJERERERERERERERHRWDBqPUyIiIiIiIiIiIiIiIjGCgZMiIiIiIiIiIiIiIhowmPAhIiIiIiIiIiIiIiIJjwGTIiIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCY8BkyIiIiIiIiIiIiIiGjCY8CEiIiIiIiIiIiIiIgmvHEXMLnzzjvR3t5e9t8hKrdHHnkEH/nIR9De3o729nZs2LABv/71r4t6jN7eXtx5553YsWNHeXaSqAA8x1KlOP/887FgwQK89NJLo70rRMPC8TJVCo6XqVLwHEuVgGNlqhQcK1M+4y5gQlQJbr75Zvzf//t/MWfOHHz/+9/HHXfcgXnz5uGGG27AzTffXPDj9Pb24q677uIFIBHRML399tt46623AACPPvroKO8NERFxvExENHZwrExEE4l7tHeAaKJ56qmncN9992HTpk245pprjNvf//73o6WlBT/4wQ+watUqrF27dhT3kohoYnn00UehqipOOukkbN26FV/5ylfg8XiG/biRSAR+v78Ee0hENHFwvExENLZwrExEE8m4zjB54YUXsGDBAvztb3+z3H711Vdj48aNo7RXRLn99Kc/RW1tLT75yU9m3Hf55ZejtrYWP/3pT43btm3bhk9+8pNYtmwZ2tvbcdFFF+G5557D3r178YEPfAAA8NnPfhYLFizAggULsHfv3hF7LURObr/9dpx33nlob2/H+9//flx33XU4dOiQZZuNGzfiqquuwtatW3HWWWehvb0dl1xyCd57771R2muayNLpNB577DGsWLECl112Gbq7u/H73//euF+MN5555hls2rQJS5cuxerVq/HDH/7Q8jgiTfvVV1/Fhg0bsGTJEtx///0j/XKILDhepvGI42WqdBwv03jCsTJVMo6Vycm4DpgQjTeJRALbtm3D8uXLUVVVlXF/VVUVli9fjm3btiGRSODll1/Gxo0bEYvF8PWvfx133nknPvCBD2D//v1oaWnBXXfdBQC47rrr8MADD+CBBx5AS0vLSL8sIoujR4/iqquuwt13340vf/nL2LdvHzZu3IhEImHZ7s0338SPf/xjXH/99bj11lvx3nvv4Qtf+MIo7TVNZH/5y1+wb98+nHvuuVi9ejXq6urw2GOPZWx30003Yfr06bjzzjtx3nnn4bvf/S5+/vOfW7aJx+P4/Oc/j/PPPx/33HMPVq1aNVIvg4ioInC8TBMBx8s0nnCsTEQTDUtyEY2grq4uxGIxTJ48Oes2kydPRjQaRXd3N/71X/8VM2bMwE9/+lO4XC4AwOrVq41tFy5cCACYMWMGli5dWtZ9JyrUrbfeavw7mUyivb0da9aswZ/+9CfL8dvX14df//rXaGhoAAAMDg7ixhtvxMGDBzFp0qQR32+auB577DH4fD6ceeaZ8Hg8OOuss/DII49gYGDAMlm3YsUKfPGLXwSglYU5evQo/v3f/x0bNmyAqmprUOLxOK699lqsW7duVF4LEdF4x/EyTQQcL9N4wrEyEU00zDAhGqOi0Sj++te/4sILLzQu/ojGg2eeeQYf+chHcMIJJ2DRokVYs2YNAGD37t2W7Y455hjj4g8A5s6dCwA4ePDgiO0rUSKRwNatW3HKKaegpqYGAHDeeechHA7jt7/9rWXbM844w/LzWWedhY6Ojoxj9pRTTinvThMREQCOl2n84niZxguOlYloImLAhGgE1dfXw+v14sCBA1m3OXDgAHw+HwAglUqxZACNK6+++iquvvpqtLS04Fvf+hYeeOAB/PKXvwSgTWrIQqGQ5WfRNNC+HVE5Pffcc+js7MRpp52G3t5e9Pb2Yv78+Whubs4oNSBPWABAU1MTAODw4cPGbYFAwLGEDBERFYbjZap0HC/TeMKxMhFNROO6JJcYJMfjccvtvb29UBRlNHaJKCe324329na8+OKLGBwcRDAYtNw/ODiIF198Ee3t7aivr4eqqhnN/4jGst/97neorq7G9773PSPtet++faO8V0TZPfroowCAG2+8ETfeeKPlvq6uLhw9etT4ubOz03L/kSNHAADNzc3GbRx/0FjD8TKNNxwvU6XjeJnGE46VqdJxrExOxnWGiajZ+c477xi3dXZ24vXXXx+tXSLK69JLL0V3dzf+8z//M+O+//zP/0R3dzcuvfRSBINBLF26FA8//DCSyaTjY3GFEY01kUgEHo/HMrAQg2yisSYcDuOpp57C6aefjnvvvdfy33e+8x0kEgls2bLF2N5eduDJJ59ES0sLa4jTmMbxMo1HHC9TJeN4mcYLjpVpIuBYmZyM6wyTSZMm4fjjj8cPfvAD1NTUwO1245577jHqKhKNRR/4wAfw8Y9/HHfddRcOHjyIs88+GwDwm9/8Br/85S/x8Y9/HGvXrgUAfP7zn8cnPvEJfOITn8BHP/pR1NbW4vXXX0d9fT0+/OEPo7m5GaFQCI8//jimTZsGr9eLBQsWwOv1juZLpAls1apV+OlPf4qbb74ZZ5xxBrZt24aHH354tHeLyNFTTz2FwcFBbNy4EcuXL8+4/0c/+hEee+wxXHfddQCAP/3pT7jtttuwatUqPPfcc3j44YexefNmY3Uo0VjE8TKNRxwvUyXjeJnGC46VaSLgWJmcjLuzViQSsQxub7/9drS1teHGG2/EbbfdhksuuQTHHnvsKO4hUX433XQTvvWtb2HHjh245pprcM011+Ctt97CN7/5Tdx0003GdieeeCLuvfdeKIqCG2+8EZs2bcLvfvc7TJ06FQCgqipuvfVW7N27F5/4xCfw4Q9/mCUJaMTJ5+VTTjkF119/PZ566in80z/9E1566SXcfffdo7yHRM4ee+wxTJkyxfECEAAuvPBCvPLKK3jvvfcAAP/yL/+C3bt3Y9OmTXjkkUfw2c9+Fh/72MdGcpeJCsLxMlUCjpepknC8TOMRx8pUqThWpnyUdDqdHu2dKMamTZuwf/9+PPTQQ6O9K0REBJ6XqfK98MILuOSSS/CrX/0KS5YsGe3dIcqL52UiorGF52WqZBwr03jDczLlM25Kcr355pt48cUX8b//+7+45pprRnt3iIgmPJ6XiYjGFp6XiYjGFp6XiYjGDp6TqVDjJmDypS99CT09Pbjssstw+eWXj/buEBFNeDwvExGNLTwvExGNLTwvExGNHTwnU6HGXUkuIiIiIiIiIiIiIiKiUht3Td+JiIiIiIiIiIiIiIhKjQETIiIiIiIiIiIiIiKa8MZNDxMiIhodTzzxBB555BG8/vrr6O3txYwZM7Bx40Z86EMfgqIoxnYPPvggfvSjH2H//v2YNWsWrr32Wpx22mnG/bFYDN/73vfw17/+Fa+//jrC4TCef/55NDQ0ZDxnKpXCvffei1/84hfYu3cvamtrsWLFCnz7298ekddMRERERFSokR4vr127Fvv27XPclwceeABLly4ty+skIiKaCBgwISKinH7yk59g6tSpuOGGG1BfX48//vGPuOmmm3Dw4EFs2rQJAPD444/jpptuwqc+9SmsWLECW7ZswaZNm3D//fcbF2yRSAQPPvgglixZghNOOAF/+MMfsj7n5s2b8fTTT+Pqq6/GvHnzcPjwYbz88ssj8XKJiIiIiIoy0uPlu+66C7FYzHLb7bffjnfeeQfHHntsWV8rERFRpWPTdyIiyqmzszNjVdtNN92ELVu24M9//jNUVcVZZ52FY4891pIB8pGPfAQ1NTW45557jNvS6TQURcFDDz2EG2+80XHF3PPPP48rrrgCDz30EBYsWFDeF0dERERENEwjPV62GxwcxKpVq3DhhRfin//5n0v74oiIiCYY9jAhIqKcnC7QFi5ciP7+fgwODmLPnj3YvXs3zjnnHMs269atw/PPP29Z/SaXJMjml7/8JU4++WQGS4iIiIhoXBjp8bLdU089hcHBQZx33nnF7zwRERFZMGBCRERFe/nll9Ha2orq6mrs3LkTADBr1izLNnPmzEE8HseePXuKeuy//vWvmD17Nr7xjW/gxBNPxHHHHYfLL78cu3btKtn+ExERERGVUznHy3aPPfYYpk6dimXLlg3rcYiIiIgBEyIiKtJLL72ELVu24JOf/CQAoKenBwAQCoUs24mfxf2FOnz4MB566CG88soruP322/Htb38bBw4cwOWXX45oNFqCV0BEREREVD7lHi/Lurq68Nxzz+Hcc88d8mMQERGRiU3fiYioYAcPHsS1116L5cuX45JLLinLc6TTaSSTSfz7v/87mpqaAGir79avX49HH30UH/7wh8vyvEREREREwzUS42XZE088gXg8zoAJERFRiTDDhIiICtLb24srr7wSdXV1uPPOO6Gq2ldIbW0tAKCvry9je/n+QoVCIcydO9cIlgDA7NmzMWnSJOzYsWM4L4GIiIiIqGxGarwse+yxx7BgwQLMnz9/yI9BREREJgZMiIgor0gkgquuugp9fX340Y9+hJqaGuO+2bNnA4BRm1nYuXMnPB4Ppk+fXtRzzZ07N+t9LMlFRERERGPRSI6Xhf379+Mvf/kLs0uIiIhKiAETIiLKKZFI4HOf+xx27tyJH/3oR2htbbXcP336dMycORNbt2613L5lyxasXLkSXq+3qOc77bTTsGPHDhw+fNi47Z133sHBgwexePHiob8QIiIiIqIyGOnxsvDYY48BAAMmREREJcQeJkRElNPXvvY1PP3007jhhhvQ39+PV155xbhv0aJF8Hq9uOaaa3D99dejra0Ny5cvx5YtW/Dqq6/ivvvuszzWM888g3A4jNdeew0A8PTTT6Oqqgpz5841Mksuuugi/Nd//ReuuuoqXH311YjH4/j+97+PtrY2rF+/fsReNxERERFRIUZ6vCw89thjWLZsGaZMmVL210hERDRRKOl0Oj3aO0FERGPX2rVrsW/fPsf7nnrqKUybNg0A8OCDD+Kee+7B/v37MWvWLFx33XU47bTTCnqsTZs24ZprrjF+3rNnD77xjW/ghRdegKIoWL16Nb70pS9h0qRJJXxlRERERETDNxrj5R07dmD9+vX453/+Z3z0ox8t4ashIiKa2BgwISIiIiIiIiIiIiKiCY89TIiIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCY8BkyIiIiIiIiIiIiIiGjCY8CEiIiIiIiIiIiIiIgmPAZMiIiIiIiIiIiIiIhowmPAhIiIiIiIiIiIiIiIJjwGTIiIiIiIiIiIiIiIaMJjwISIiIiIiEbFxo0bsXHjxrI9/t69e7FgwQI89NBDw36sF154AQsWLMALL7xQgj0jIiIiIqKxiAETIiIiIiKiMnrmmWdw5513jvZuEBERERFRHu7R3gEiIiIiIpqYfvzjH4/2LoyIZ555Bvfffz+uueaa0d4VIiIiIiLKgRkmRERERERUcoODg1nvC4fDAACv1wuv1ztSu0RERERERJQTAyZERERERORo3759+OpXv4qzzjoLxx13HJYvX47PfOYz2Lt3r2W7hx56CAsWLMCLL76Ir371q1i5ciVOOeUUAFqfknPPPRevvfYaPvaxj+H444/Hd77zHeM+0cPkyJEjWLRoEe66666M/di5cycWLFiA++67DwDQ3d2N2267Deeddx7a29uxbNkyXHHFFfj73/9ektd98OBBXH311Vi6dClWrlyJW265BbFYLGO7l156CZ/5zGdw6qmn4thjj8Upp5yCW265BZFIxNjmhhtuwP333w8AWLBggfGfkEql8JOf/ATr16/HkiVL8L73vQ+bN29GT09PSV4LEREREREVjiW5iIiIiIjI0d/+9jds27YN69evx6RJk7Bv3z78/Oc/xyWXXILHH38cgUDAsv3XvvY1NDQ04NOf/rQlw6S7uxtXXnkl1q9fj/PPPx+NjY0Zz9XU1ISTTjoJTzzxBDZt2mS5b8uWLXC5XDj77LMBAHv27MHvfvc7nH322Zg2bRqOHDmCBx54AB//+Mfx+OOPo7W1dcivORKJ4NJLL8WBAwewceNGtLS04OGHH8af/vSnjG23bt2KSCSCf/zHf0RdXR1effVV3HfffTh48CDuuOMOAMCGDRtw6NAhPPfcc/jWt76V8RibN2/Gf//3f+ODH/wgNm7ciL179+L+++/HG2+8gZ///OfweDxDfi1ERERERFQcBkyIiIiIiMjRqaeeagQphNNOOw0bNmzAk08+iQsvvNByX21tLX7yk5/A5XJZbj98+DC+9rWv4SMf+UjO51u3bh02b96M7du3Y/78+cbtTzzxBE466SQ0NTUB0DI1nnzySaiqmTB/wQUX4JxzzsGvfvUrfPrTnx7KywUAPPDAA9i9eze+973v4ZxzzgEAXHzxxbjgggsytr3++uvh9/uNnzds2IAZM2bgO9/5Dvbv348pU6agvb0dM2fOxHPPPZfxGC+99BIefPBB3H777TjvvPOM25cvX44rrrgCW7dutdxORERERETlxZJcRERERETkSA4GxONxdHV1oa2tDaFQCG+88UbG9hdffHFGsATQepV88IMfzPt8Z5xxBtxuN7Zs2WLctn37duzYsQPr1q2zPJ4IliSTSXR1dSEYDGLWrFmO+1WMZ599Fs3NzZZAUSAQwMUXX5yxrfz+DA4OorOzE+3t7Uin0wXtx9atW1FTU4NVq1ahs7PT+G/x4sUIBoN44YUXhvVaiIiIiIioOMwwISIiIiIiR5FIBHfffTceeughdHR0IJ1OG/f19fVlbD9t2jTHx2ltbS2ouXtDQwNWrFiBJ554Ap/73OcAaOW43G43zjjjDGO7VCqFe++9Fz/72c+wd+9eJJNJ4766uroCX52zffv2YcaMGVAUxXL7rFmzMrbdv38/7rjjDvzP//xPRs+R/v7+vM/17rvvoq+vDytXrnS8/+jRo0XsORERERERDRcDJkRERERE5Ojmm2/GQw89hEsvvRRLly5FTU0NFEXBtddeawmeCD6fz/Fx5EyMfNavX48bb7wRb775JhYuXIgnnngCK1asQENDg7HND3/4Q3z/+9/Hhz70IXz2s59FbW0tVFXFLbfc4rhf5ZBMJnHZZZehp6cHV1xxBWbPno1gMIiOjg7ccMMNSKVSeR8jlUqhsbERt99+u+P98msmIiIiIqLyY8CEiIiIiIgciT4lN9xwg3FbNBp1zC4pldNPPx2bN282ynLt3r0bV111VcZ+LV++HLfccovl9t7eXtTX1w/r+adOnYrt27cjnU5bskx27dpl2W779u3YvXs3brvtNksvl+eeey7jMe3ZKkJbWxuef/55LFu2rKigEhERERERlQd7mBARERERkSOnfiT/9V//ZSmBVWqhUAirV6/GE088gccffxwejwenn356xn7ZM0meeOIJdHR0DPv516xZg0OHDmHr1q3GbeFwGL/85S8t24keKvJ+pNNp3HvvvRmPGQgEAGgBHdk555yDZDKJf/u3f8v4nUQikbE9ERERERGVFzNMiIiIiIjI0amnnoqHH34Y1dXVmDt3Ll555RX88Y9/HHafkHzWrVuHL3zhC/jZz36G1atXIxQKZezXD37wA9x4441ob2/H9u3b8eijj2L69OnDfu6LL74Y999/P774xS/i9ddfR3NzMx5++OGMDJDZs2ejra0Nt912Gzo6OlBdXY0nn3zSMcixePFiAMDXv/51rF69Gi6XC+vXr8fJJ5+MDRs24O6778abb76JVatWwePxYPfu3di6dSu+/OUvW5rPExERERFReTFgQkREREREjr785S9DVVU8+uijiEajWLZsGf7f//t/uOKKK8r6vGvXroXf78fAwADWrVuXcf+nPvUphMNhPProo9iyZQsWLVqEu+++G9/+9reH/dyBQAA/+clPcPPNN+O+++6D3+/HeeedhzVr1lhet8fjwQ9/+EN8/etfx9133w2fz4czzjgDH/vYx3DBBRdYHvPMM8/Exo0b8fjjj+ORRx5BOp3G+vXrAQD/8i//gmOPPRa/+MUv8N3vfhculwtTp07F+eefj2XLlg379RARERERUeGU9Eh1RSQiIiIiIiIiIiIiIhqj2MOEiIiIiIiIiIiIiIgmPJbkIiIiIiKiiheLxdDT05Nzm5qamoxeJURERERENHEwYEJERERERBVv27ZtuOSSS3Juc+utt+KDH/zgCO0RERERERGNNexhQkREREREFa+npwevv/56zm3mzp2LlpaWEdojIiIiIiIaaxgwISIiIiIiIiIiIiKiCY9N34mIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCY8BkyIiIiIiIiIiIiIiGjCY8CEiIiIiIiIiIiIiIgmPAZMiIiIiIiIiIiIiIhowmPAhIiIiIiIiIiIiIiIJjwGTIiIiIiIiIiIiIiIaMJjwISIiIiIiIiIiIiIiCa8/x/CJi42hGAtrwAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "decomposition = sm.tsa.seasonal_decompose(NumberOfGuests_Daily['Total Guests'],\n", + " model = 'additive',\n", + " period=53 #52 to 53 weeks in a year\n", + " )\n", + "fig = decomposition.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zPdkcDkTYTnl" + }, + "source": [ + "## ARIMA" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "id": "v5bO9l7eT2oH" + }, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "def adf_test(timeseries):\n", + " print ('Results of Dickey-Fuller Test:')\n", + " dftest = adfuller(timeseries, autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print (dfoutput)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JA9Tf4embLYv", + "outputId": "8b3d60d3-1316-4bd3-cb32-1430d7f3ecff" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -2.587978\n", + "p-value 0.095508\n", + "#Lags Used 20.000000\n", + "Number of Observations Used 772.000000\n", + "Critical Value (1%) -3.438849\n", + "Critical Value (5%) -2.865291\n", + "Critical Value (10%) -2.568767\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "adf_test(NumberOfGuests_Daily['Total Guests'])" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "id": "NxpDw0a9bOek" + }, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import kpss\n", + "def kpss_test(timeseries):\n", + " print ('Results of KPSS Test:')\n", + " kpsstest = kpss(timeseries, regression='c', nlags=\"auto\")\n", + " kpss_output = pd.Series(kpsstest[0:3], index=['Test Statistic','p-value','Lags Used'])\n", + " for key,value in kpsstest[3].items():\n", + " kpss_output['Critical Value (%s)'%key] = value\n", + " print (kpss_output)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "b3fublUTbR8s", + "outputId": "44ed623c-c1b6-4bd6-ae7a-bab19f8ec523" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of KPSS Test:\n", + "Test Statistic 1.543747\n", + "p-value 0.010000\n", + "Lags Used 16.000000\n", + "Critical Value (10%) 0.347000\n", + "Critical Value (5%) 0.463000\n", + "Critical Value (2.5%) 0.574000\n", + "Critical Value (1%) 0.739000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "kpss_test(NumberOfGuests_Daily['Total Guests'])" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "id": "aeEQJ9jUbT2k" + }, + "outputs": [], + "source": [ + "def obtain_adf_kpss_results(timeseries, max_d):\n", + " results=[]\n", + "\n", + " for idx in range(max_d):\n", + " adf_result = adfuller(timeseries, autolag='AIC')\n", + " kpss_result = kpss(timeseries, regression='c', nlags=\"auto\")\n", + " timeseries = timeseries.diff().dropna()\n", + " if adf_result[1] <=0.05:\n", + " adf_stationary = True\n", + " else:\n", + " adf_stationary = False\n", + " if kpss_result[1] <=0.05:\n", + " kpss_stationary = False\n", + " else:\n", + " kpss_stationary = True\n", + "\n", + " stationary = adf_stationary & kpss_stationary\n", + "\n", + " results.append((idx,adf_result[1], kpss_result[1],adf_stationary,kpss_stationary, stationary))\n", + "\n", + " # Construct DataFrame\n", + " results_df = pd.DataFrame(results, columns=['d','adf_stats','p-value', 'is_adf_stationary','is_kpss_stationary','is_stationary' ])\n", + "\n", + " return results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 143 + }, + "id": "k9rkoRZxbbTA", + "outputId": "d368710b-f597-4438-8cf3-6cdfe88b61c7" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"obtain_adf_kpss_results(NumberOfGuests_Daily, 3)\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"d\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 2,\n \"num_unique_values\": 3,\n \"samples\": [\n 0,\n 1,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"adf_stats\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.05514129109912527,\n \"min\": 4.822309525935713e-23,\n \"max\": 0.09550751777863048,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.09550751777863048,\n 3.922548904074234e-18,\n 4.822309525935713e-23\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"p-value\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.05196152422706632,\n \"min\": 0.01,\n \"max\": 0.1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.1,\n 0.01\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"is_adf_stationary\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"is_kpss_stationary\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"is_stationary\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 2,\n \"samples\": [\n true,\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
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\n" + ], + "text/plain": [ + " d adf_stats p-value is_adf_stationary is_kpss_stationary \\\n", + "0 0 9.550752e-02 0.01 False False \n", + "1 1 3.922549e-18 0.10 True True \n", + "2 2 4.822310e-23 0.10 True True \n", + "\n", + " is_stationary \n", + "0 False \n", + "1 True \n", + "2 True " + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obtain_adf_kpss_results(NumberOfGuests_Daily, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + }, + "id": "Wjy6qDr6bh5Y", + "outputId": "ae207675-5048-4cb6-ed23-15d18f01013b" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "NumberOfGuests_Daily.plot(grid=True,figsize=(8,3), title = \"Original timeseries\" )\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + }, + "id": "FIVI_3TIbni1", + "outputId": "69f97a66-5726-463e-e001-e50b52c1576c" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "NumberOfGuests_Daily.diff().dropna().plot(grid=True,figsize=(8,3), title = \"Stationary timeseries - original timeseries differenced once\" )\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CeVLsHZebyU7" + }, + "source": [ + "### Plot ACF and PACF" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 703 + }, + "id": "_SmURvMMbqrS", + "outputId": "0ca755ac-f24a-4269-baa9-6125ee9f7b9a" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "\n", + "# Create figure\n", + "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(12,8))\n", + "\n", + "# Plot the ACF of NumberOfGuests_Daily\n", + "plot_acf(NumberOfGuests_Daily.diff().dropna(),lags=14, zero=False, ax=ax1)\n", + "\n", + "# Plot the PACF of NumberOfGuests_Daily\n", + "plot_pacf(NumberOfGuests_Daily.diff().dropna(),lags=14, zero=False, ax=ax2)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "id": "x-LmWQEhb085" + }, + "outputs": [], + "source": [ + "NumberOfGuests_Daily.index = pd.DatetimeIndex(NumberOfGuests_Daily.index.values,\n", + " freq=NumberOfGuests_Daily.index.inferred_freq)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 420 + }, + "id": "ai9ECltwb5m3", + "outputId": "90e89925-f474-42ac-e3a8-75a0695f8ef4" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
SARIMAX Results
Dep. Variable: Total Guests No. Observations: 793
Model: SARIMAX(1, 1, 1) Log Likelihood -4324.878
Date: Sun, 29 Sep 2024 AIC 8655.755
Time: 16:22:15 BIC 8669.779
Sample: 07-01-2015 HQIC 8661.145
- 08-31-2017
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 0.0234 0.036 0.657 0.511 -0.046 0.093
ma.L1 -0.8960 0.017 -52.295 0.000 -0.930 -0.862
sigma2 3234.2884 98.528 32.826 0.000 3041.178 3427.399
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Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 660.35
Prob(Q): 0.97 Prob(JB): 0.00
Heteroskedasticity (H): 0.62 Skew: 1.10
Prob(H) (two-sided): 0.00 Kurtosis: 6.90


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & Total Guests & \\textbf{ No. Observations: } & 793 \\\\\n", + "\\textbf{Model:} & SARIMAX(1, 1, 1) & \\textbf{ Log Likelihood } & -4324.878 \\\\\n", + "\\textbf{Date:} & Sun, 29 Sep 2024 & \\textbf{ AIC } & 8655.755 \\\\\n", + "\\textbf{Time:} & 16:22:15 & \\textbf{ BIC } & 8669.779 \\\\\n", + "\\textbf{Sample:} & 07-01-2015 & \\textbf{ HQIC } & 8661.145 \\\\\n", + "\\textbf{} & - 08-31-2017 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{ar.L1} & 0.0234 & 0.036 & 0.657 & 0.511 & -0.046 & 0.093 \\\\\n", + "\\textbf{ma.L1} & -0.8960 & 0.017 & -52.295 & 0.000 & -0.930 & -0.862 \\\\\n", + "\\textbf{sigma2} & 3234.2884 & 98.528 & 32.826 & 0.000 & 3041.178 & 3427.399 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 660.35 \\\\\n", + "\\textbf{Prob(Q):} & 0.97 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", + "\\textbf{Heteroskedasticity (H):} & 0.62 & \\textbf{ Skew: } & 1.10 \\\\\n", + "\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 6.90 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{SARIMAX Results}\n", + "\\end{center}\n", + "\n", + "Warnings: \\newline\n", + " [1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Total Guests No. Observations: 793\n", + "Model: SARIMAX(1, 1, 1) Log Likelihood -4324.878\n", + "Date: Sun, 29 Sep 2024 AIC 8655.755\n", + "Time: 16:22:15 BIC 8669.779\n", + "Sample: 07-01-2015 HQIC 8661.145\n", + " - 08-31-2017 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 0.0234 0.036 0.657 0.511 -0.046 0.093\n", + "ma.L1 -0.8960 0.017 -52.295 0.000 -0.930 -0.862\n", + "sigma2 3234.2884 98.528 32.826 0.000 3041.178 3427.399\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 660.35\n", + "Prob(Q): 0.97 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.62 Skew: 1.10\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 6.90\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from statsmodels.tsa.statespace.sarimax import SARIMAX\n", + "model = SARIMAX(NumberOfGuests_Daily, order=(1,1,1), freq='D')\n", + "results = model.fit()\n", + "results.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "id": "tdo8KkP9cC08" + }, + "outputs": [], + "source": [ + "# Create empty list to store search results\n", + "order_aic_bic=[]\n", + "\n", + "# Loop over p values from 0-6\n", + "for p in range(7):\n", + " # Loop over q values from 0-6\n", + " for q in range(7):\n", + " \t# create and fit ARMA(p,q) model\n", + " model = SARIMAX(NumberOfGuests_Daily, order=(p,1,q), freq=\"D\") #because adf test showed that d=1\n", + " results = model.fit()\n", + "\n", + " # Append order and results tuple\n", + " order_aic_bic.append((p,q,results.aic, results.bic))" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "id": "Km9GBe7iIWBm" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "fH9z96NfcNww", + "outputId": "842fb090-1785-4e7d-bfe6-f98ba63e299a" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"order_df\",\n \"rows\": 49,\n \"fields\": [\n {\n \"column\": \"p\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 6,\n 5,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"q\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 0,\n \"max\": 6,\n \"num_unique_values\": 7,\n \"samples\": [\n 6,\n 5,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"AIC\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 78.46982186538456,\n \"min\": 8605.473982183004,\n \"max\": 9098.442821486198,\n \"num_unique_values\": 49,\n \"samples\": [\n 8636.831867591422,\n 8754.471106057421,\n 8894.16291598147\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BIC\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 71.62339318531322,\n \"min\": 8662.984099810126,\n \"max\": 9103.117382878012,\n \"num_unique_values\": 49,\n \"samples\": [\n 8664.879235942308,\n 8773.169351624678,\n 8903.512038765099\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe" + }, + "text/html": [ + "\n", + "
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pqAICBIC
48668605.4739828666.243280
41568608.4523058664.547041
47658615.3223658671.417102
27368626.6019508673.347564
42608630.2621708662.984100
45638631.6314528678.377066
43618632.1900628669.586553
46648632.7348208684.154995
44628633.4596688675.530720
19258634.8257638672.222254
31438635.3924718672.788962
34468635.7903838687.210558
24338636.4813538669.203283
17238636.8318688664.879236
38538638.2803138680.351365
25348647.1297778684.526268
32448647.3069188689.377970
26358648.1917288690.262780
39548648.5812938695.326907
33458650.1101418696.855755
40558650.6683308702.088505
9128651.5644708670.262716
16228653.2812488676.654055
10138653.3039558676.676762
1018654.0874648663.436587
23328654.5491028682.596470
11148654.6235858682.670954
2028655.7442868669.767971
8118655.7554728669.779156
18248655.9832138688.705142
30428656.5097388689.231668
12158656.6211618689.343091
37528657.1258748694.522365
3038657.5652968676.263541
15218657.6065368676.304782
20268657.6278858699.698938
13168658.0864988695.482989
4048658.3528798681.725686
22318658.4099058681.782712
5058659.6200238687.667392
29418660.3600958688.407463
6068660.8406508693.562580
36518661.6401328694.362062
35508716.6238888744.671256
28408735.7621428759.134949
21308754.4711068773.169352
14208790.8729838804.896667
7108894.1629168903.512039
0009098.4428219103.117383
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\n" + ], + "text/plain": [ + " p q AIC BIC\n", + "48 6 6 8605.473982 8666.243280\n", + "41 5 6 8608.452305 8664.547041\n", + "47 6 5 8615.322365 8671.417102\n", + "27 3 6 8626.601950 8673.347564\n", + "42 6 0 8630.262170 8662.984100\n", + "45 6 3 8631.631452 8678.377066\n", + "43 6 1 8632.190062 8669.586553\n", + "46 6 4 8632.734820 8684.154995\n", + "44 6 2 8633.459668 8675.530720\n", + "19 2 5 8634.825763 8672.222254\n", + "31 4 3 8635.392471 8672.788962\n", + "34 4 6 8635.790383 8687.210558\n", + "24 3 3 8636.481353 8669.203283\n", + "17 2 3 8636.831868 8664.879236\n", + "38 5 3 8638.280313 8680.351365\n", + "25 3 4 8647.129777 8684.526268\n", + "32 4 4 8647.306918 8689.377970\n", + "26 3 5 8648.191728 8690.262780\n", + "39 5 4 8648.581293 8695.326907\n", + "33 4 5 8650.110141 8696.855755\n", + "40 5 5 8650.668330 8702.088505\n", + "9 1 2 8651.564470 8670.262716\n", + "16 2 2 8653.281248 8676.654055\n", + "10 1 3 8653.303955 8676.676762\n", + "1 0 1 8654.087464 8663.436587\n", + "23 3 2 8654.549102 8682.596470\n", + "11 1 4 8654.623585 8682.670954\n", + "2 0 2 8655.744286 8669.767971\n", + "8 1 1 8655.755472 8669.779156\n", + "18 2 4 8655.983213 8688.705142\n", + "30 4 2 8656.509738 8689.231668\n", + "12 1 5 8656.621161 8689.343091\n", + "37 5 2 8657.125874 8694.522365\n", + "3 0 3 8657.565296 8676.263541\n", + "15 2 1 8657.606536 8676.304782\n", + "20 2 6 8657.627885 8699.698938\n", + "13 1 6 8658.086498 8695.482989\n", + "4 0 4 8658.352879 8681.725686\n", + "22 3 1 8658.409905 8681.782712\n", + "5 0 5 8659.620023 8687.667392\n", + "29 4 1 8660.360095 8688.407463\n", + "6 0 6 8660.840650 8693.562580\n", + "36 5 1 8661.640132 8694.362062\n", + "35 5 0 8716.623888 8744.671256\n", + "28 4 0 8735.762142 8759.134949\n", + "21 3 0 8754.471106 8773.169352\n", + "14 2 0 8790.872983 8804.896667\n", + "7 1 0 8894.162916 8903.512039\n", + "0 0 0 9098.442821 9103.117383" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Construct DataFrame from order_aic_bic\n", + "order_df = pd.DataFrame(order_aic_bic,\n", + " columns=['p','q','AIC','BIC'])\n", + "order_df.sort_values('AIC')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZQa5mK2Ecgcz", + "outputId": "1d4b4905-cf77-4c86-e862-a037405b6c59" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 30.895\n", + "MAPE: 0.142\n" + ] + } + ], + "source": [ + "#AIC agree the best model in this case should be ARIMA(6,1,6). So I choice ARIMA(6,1,6)\n", + "df_train = NumberOfGuests_Daily[:701]\n", + "df_test = NumberOfGuests_Daily[701:]\n", + "arima_model = SARIMAX(df_train, order=(6,1,6))\n", + "arima_results = arima_model.fit()\n", + "yhat = arima_results.forecast(len(df_test))\n", + "MAE_1 = mean_absolute_error(df_test, yhat)\n", + "# Print mean absolute error\n", + "print('MAE: %.3f' % MAE_1)\n", + "MAPE_1 = mean_absolute_percentage_error(df_test, yhat)\n", + "print('MAPE: %.3f' % MAPE_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 566 + }, + "id": "Dwk4FQhqcy1k", + "outputId": "ed5ea4a1-0c3c-4cb4-a8c4-4a2857790df3" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df_test['Total Guests'].plot(legend=True,figsize=(12,6),title='Total Guests Forecasted')\n", + "yhat.plot(legend=True)\n", + "ax.autoscale(axis='x',tight=True)\n", + "ax.set(ylabel='Total Guests');" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 628 + }, + "id": "WQ_u4-MIdXBD", + "outputId": "f56c315f-0230-48b8-fb0b-5ad4e0c8c6af" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
SARIMAX Results
Dep. Variable: Total Guests No. Observations: 701
Model: SARIMAX(6, 1, 6) Log Likelihood -3815.252
Date: Sun, 29 Sep 2024 AIC 7656.503
Time: 16:24:03 BIC 7715.667
Sample: 07-01-2015 HQIC 7679.374
- 05-31-2017
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 -0.9680 0.244 -3.964 0.000 -1.447 -0.489
ar.L2 -0.1814 0.116 -1.568 0.117 -0.408 0.045
ar.L3 -0.4998 0.073 -6.870 0.000 -0.642 -0.357
ar.L4 -1.1671 0.141 -8.279 0.000 -1.443 -0.891
ar.L5 -0.5574 0.223 -2.505 0.012 -0.993 -0.121
ar.L6 -0.1146 0.057 -2.008 0.045 -0.227 -0.003
ma.L1 0.1094 0.250 0.437 0.662 -0.381 0.599
ma.L2 -0.7112 0.126 -5.644 0.000 -0.958 -0.464
ma.L3 0.3314 0.158 2.091 0.036 0.021 0.642
ma.L4 0.7642 0.182 4.196 0.000 0.407 1.121
ma.L5 -0.4449 0.119 -3.751 0.000 -0.677 -0.212
ma.L6 -0.4216 0.199 -2.118 0.034 -0.812 -0.031
sigma2 3294.6958 111.979 29.423 0.000 3075.222 3514.170
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Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 750.76
Prob(Q): 0.96 Prob(JB): 0.00
Heteroskedasticity (H): 0.74 Skew: 1.15
Prob(H) (two-sided): 0.02 Kurtosis: 7.52


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & Total Guests & \\textbf{ No. Observations: } & 701 \\\\\n", + "\\textbf{Model:} & SARIMAX(6, 1, 6) & \\textbf{ Log Likelihood } & -3815.252 \\\\\n", + "\\textbf{Date:} & Sun, 29 Sep 2024 & \\textbf{ AIC } & 7656.503 \\\\\n", + "\\textbf{Time:} & 16:24:03 & \\textbf{ BIC } & 7715.667 \\\\\n", + "\\textbf{Sample:} & 07-01-2015 & \\textbf{ HQIC } & 7679.374 \\\\\n", + "\\textbf{} & - 05-31-2017 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{ar.L1} & -0.9680 & 0.244 & -3.964 & 0.000 & -1.447 & -0.489 \\\\\n", + "\\textbf{ar.L2} & -0.1814 & 0.116 & -1.568 & 0.117 & -0.408 & 0.045 \\\\\n", + "\\textbf{ar.L3} & -0.4998 & 0.073 & -6.870 & 0.000 & -0.642 & -0.357 \\\\\n", + "\\textbf{ar.L4} & -1.1671 & 0.141 & -8.279 & 0.000 & -1.443 & -0.891 \\\\\n", + "\\textbf{ar.L5} & -0.5574 & 0.223 & -2.505 & 0.012 & -0.993 & -0.121 \\\\\n", + "\\textbf{ar.L6} & -0.1146 & 0.057 & -2.008 & 0.045 & -0.227 & -0.003 \\\\\n", + "\\textbf{ma.L1} & 0.1094 & 0.250 & 0.437 & 0.662 & -0.381 & 0.599 \\\\\n", + "\\textbf{ma.L2} & -0.7112 & 0.126 & -5.644 & 0.000 & -0.958 & -0.464 \\\\\n", + "\\textbf{ma.L3} & 0.3314 & 0.158 & 2.091 & 0.036 & 0.021 & 0.642 \\\\\n", + "\\textbf{ma.L4} & 0.7642 & 0.182 & 4.196 & 0.000 & 0.407 & 1.121 \\\\\n", + "\\textbf{ma.L5} & -0.4449 & 0.119 & -3.751 & 0.000 & -0.677 & -0.212 \\\\\n", + "\\textbf{ma.L6} & -0.4216 & 0.199 & -2.118 & 0.034 & -0.812 & -0.031 \\\\\n", + "\\textbf{sigma2} & 3294.6958 & 111.979 & 29.423 & 0.000 & 3075.222 & 3514.170 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 750.76 \\\\\n", + "\\textbf{Prob(Q):} & 0.96 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", + "\\textbf{Heteroskedasticity (H):} & 0.74 & \\textbf{ Skew: } & 1.15 \\\\\n", + "\\textbf{Prob(H) (two-sided):} & 0.02 & \\textbf{ Kurtosis: } & 7.52 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{SARIMAX Results}\n", + "\\end{center}\n", + "\n", + "Warnings: \\newline\n", + " [1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Total Guests No. Observations: 701\n", + "Model: SARIMAX(6, 1, 6) Log Likelihood -3815.252\n", + "Date: Sun, 29 Sep 2024 AIC 7656.503\n", + "Time: 16:24:03 BIC 7715.667\n", + "Sample: 07-01-2015 HQIC 7679.374\n", + " - 05-31-2017 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.9680 0.244 -3.964 0.000 -1.447 -0.489\n", + "ar.L2 -0.1814 0.116 -1.568 0.117 -0.408 0.045\n", + "ar.L3 -0.4998 0.073 -6.870 0.000 -0.642 -0.357\n", + "ar.L4 -1.1671 0.141 -8.279 0.000 -1.443 -0.891\n", + "ar.L5 -0.5574 0.223 -2.505 0.012 -0.993 -0.121\n", + "ar.L6 -0.1146 0.057 -2.008 0.045 -0.227 -0.003\n", + "ma.L1 0.1094 0.250 0.437 0.662 -0.381 0.599\n", + "ma.L2 -0.7112 0.126 -5.644 0.000 -0.958 -0.464\n", + "ma.L3 0.3314 0.158 2.091 0.036 0.021 0.642\n", + "ma.L4 0.7642 0.182 4.196 0.000 0.407 1.121\n", + "ma.L5 -0.4449 0.119 -3.751 0.000 -0.677 -0.212\n", + "ma.L6 -0.4216 0.199 -2.118 0.034 -0.812 -0.031\n", + "sigma2 3294.6958 111.979 29.423 0.000 3075.222 3514.170\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 750.76\n", + "Prob(Q): 0.96 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.74 Skew: 1.15\n", + "Prob(H) (two-sided): 0.02 Kurtosis: 7.52\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arima_results.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "id": "J40j5ugIdatt" + }, + "outputs": [], + "source": [ + "# Take the first and seasonal differences (S=7) and drop NaNs\n", + "NumberOfGuests_Daily_diff = NumberOfGuests_Daily.diff().diff(7).dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 549 + }, + "id": "2WXU5Y7vduaf", + "outputId": "6403d899-0ecc-42ba-c1d3-f8d6047274e3" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the figure\n", + "fig, (ax1, ax2) = plt.subplots(2,1,figsize=(8,6))\n", + "\n", + "# Plot the ACF on ax1\n", + "plot_acf(NumberOfGuests_Daily_diff, lags=14, zero=False, ax=ax1)\n", + "\n", + "# Plot the PACF on ax2\n", + "plot_pacf(NumberOfGuests_Daily_diff, lags=14, zero=False, ax=ax2)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 549 + }, + "id": "xbA1LbQIdwBf", + "outputId": "a65452c9-b526-4357-dc9c-0425afb4731d" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make list of lags\n", + "lags = [7, 14, 21, 28, 35]\n", + "\n", + "# Create the figure\n", + "fig, (ax1, ax2) = plt.subplots(2,1,figsize=(8,6))\n", + "\n", + "# Plot the ACF on ax1\n", + "plot_acf(NumberOfGuests_Daily_diff, lags=lags, zero=False, ax=ax1)\n", + "\n", + "# Plot the PACF on ax2\n", + "plot_pacf(NumberOfGuests_Daily_diff, lags=lags, zero=False, ax=ax2)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "afZkQUSKdyE8", + "outputId": "9d682276-2e5e-40c8-a219-1a72de0e32d2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 29.702\n", + "MAPE: 0.141\n" + ] + } + ], + "source": [ + "sarima_01_model = SARIMAX(df_train, order=(0,1,6), seasonal_order=(0,1,1,7))\n", + "\n", + "sarima_01_results = sarima_01_model.fit()\n", + "yhat = sarima_01_results.forecast(len(df_test))\n", + "MAE_2 = mean_absolute_error(df_test, yhat)\n", + "\n", + "# Print mean absolute error\n", + "print('MAE: %.3f' % MAE_2)\n", + "\n", + "MAPE_2 = mean_absolute_percentage_error(df_test, yhat)\n", + "print('MAPE: %.3f' % MAPE_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 566 + }, + "id": "ztaf3GsZd0Gr", + "outputId": "93762e8a-373e-48cd-eef9-d29032cdd034" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df_test['Total Guests'].plot(legend=True,figsize=(12,6),title='Total Guests Forecasted')\n", + "yhat.plot(legend=True)\n", + "ax.autoscale(axis='x',tight=True)\n", + "ax.set(ylabel='Total Guests');" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 524 + }, + "id": "IFkB_T47d4bC", + "outputId": "afaa887b-7a0f-4636-ea7e-f755150b866b" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
SARIMAX Results
Dep. Variable: Total Guests No. Observations: 701
Model: SARIMAX(0, 1, 6)x(0, 1, [1], 7) Log Likelihood -3777.036
Date: Sun, 29 Sep 2024 AIC 7570.072
Time: 16:24:08 BIC 7606.400
Sample: 07-01-2015 HQIC 7584.121
- 05-31-2017
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ma.L1 -0.8694 0.033 -26.185 0.000 -0.934 -0.804
ma.L2 -0.0238 0.041 -0.584 0.559 -0.104 0.056
ma.L3 0.0848 0.047 1.816 0.069 -0.007 0.176
ma.L4 -0.0436 0.054 -0.802 0.423 -0.150 0.063
ma.L5 -0.0287 0.056 -0.512 0.608 -0.138 0.081
ma.L6 -0.0048 0.044 -0.110 0.913 -0.090 0.081
ma.S.L7 -0.9985 0.115 -8.711 0.000 -1.223 -0.774
sigma2 3022.6509 343.251 8.806 0.000 2349.892 3695.410
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Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 732.31
Prob(Q): 1.00 Prob(JB): 0.00
Heteroskedasticity (H): 0.74 Skew: 1.08
Prob(H) (two-sided): 0.02 Kurtosis: 7.55


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lclc}\n", + "\\toprule\n", + "\\textbf{Dep. Variable:} & Total Guests & \\textbf{ No. Observations: } & 701 \\\\\n", + "\\textbf{Model:} & SARIMAX(0, 1, 6)x(0, 1, [1], 7) & \\textbf{ Log Likelihood } & -3777.036 \\\\\n", + "\\textbf{Date:} & Sun, 29 Sep 2024 & \\textbf{ AIC } & 7570.072 \\\\\n", + "\\textbf{Time:} & 16:24:08 & \\textbf{ BIC } & 7606.400 \\\\\n", + "\\textbf{Sample:} & 07-01-2015 & \\textbf{ HQIC } & 7584.121 \\\\\n", + "\\textbf{} & - 05-31-2017 & \\textbf{ } & \\\\\n", + "\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lcccccc}\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{ma.L1} & -0.8694 & 0.033 & -26.185 & 0.000 & -0.934 & -0.804 \\\\\n", + "\\textbf{ma.L2} & -0.0238 & 0.041 & -0.584 & 0.559 & -0.104 & 0.056 \\\\\n", + "\\textbf{ma.L3} & 0.0848 & 0.047 & 1.816 & 0.069 & -0.007 & 0.176 \\\\\n", + "\\textbf{ma.L4} & -0.0436 & 0.054 & -0.802 & 0.423 & -0.150 & 0.063 \\\\\n", + "\\textbf{ma.L5} & -0.0287 & 0.056 & -0.512 & 0.608 & -0.138 & 0.081 \\\\\n", + "\\textbf{ma.L6} & -0.0048 & 0.044 & -0.110 & 0.913 & -0.090 & 0.081 \\\\\n", + "\\textbf{ma.S.L7} & -0.9985 & 0.115 & -8.711 & 0.000 & -1.223 & -0.774 \\\\\n", + "\\textbf{sigma2} & 3022.6509 & 343.251 & 8.806 & 0.000 & 2349.892 & 3695.410 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\begin{tabular}{lclc}\n", + "\\textbf{Ljung-Box (L1) (Q):} & 0.00 & \\textbf{ Jarque-Bera (JB): } & 732.31 \\\\\n", + "\\textbf{Prob(Q):} & 1.00 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", + "\\textbf{Heteroskedasticity (H):} & 0.74 & \\textbf{ Skew: } & 1.08 \\\\\n", + "\\textbf{Prob(H) (two-sided):} & 0.02 & \\textbf{ Kurtosis: } & 7.55 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "%\\caption{SARIMAX Results}\n", + "\\end{center}\n", + "\n", + "Warnings: \\newline\n", + " [1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "===========================================================================================\n", + "Dep. Variable: Total Guests No. Observations: 701\n", + "Model: SARIMAX(0, 1, 6)x(0, 1, [1], 7) Log Likelihood -3777.036\n", + "Date: Sun, 29 Sep 2024 AIC 7570.072\n", + "Time: 16:24:08 BIC 7606.400\n", + "Sample: 07-01-2015 HQIC 7584.121\n", + " - 05-31-2017 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ma.L1 -0.8694 0.033 -26.185 0.000 -0.934 -0.804\n", + "ma.L2 -0.0238 0.041 -0.584 0.559 -0.104 0.056\n", + "ma.L3 0.0848 0.047 1.816 0.069 -0.007 0.176\n", + "ma.L4 -0.0436 0.054 -0.802 0.423 -0.150 0.063\n", + "ma.L5 -0.0287 0.056 -0.512 0.608 -0.138 0.081\n", + "ma.L6 -0.0048 0.044 -0.110 0.913 -0.090 0.081\n", + "ma.S.L7 -0.9985 0.115 -8.711 0.000 -1.223 -0.774\n", + "sigma2 3022.6509 343.251 8.806 0.000 2349.892 3695.410\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 732.31\n", + "Prob(Q): 1.00 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.74 Skew: 1.08\n", + "Prob(H) (two-sided): 0.02 Kurtosis: 7.55\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sarima_01_results.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S6jvdC0Md-jV" + }, + "source": [ + "### Automated Model Selection" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KMj-uQoid7Ro", + "outputId": "210e5dc3-a987-4c9d-fbaf-811db77fd05f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(1,1,1)[7] : AIC=inf, Time=7.88 sec\n", + " ARIMA(0,1,0)(0,1,0)[7] : AIC=9333.967, Time=0.05 sec\n", + " ARIMA(1,1,0)(1,1,0)[7] : AIC=8914.356, Time=0.35 sec\n", + " ARIMA(0,1,1)(0,1,1)[7] : AIC=inf, Time=1.28 sec\n", + " ARIMA(1,1,0)(0,1,0)[7] : AIC=9124.484, Time=0.07 sec\n", + " ARIMA(1,1,0)(2,1,0)[7] : AIC=8848.926, Time=0.78 sec\n", + " ARIMA(1,1,0)(3,1,0)[7] : AIC=8829.628, Time=1.29 sec\n", + " ARIMA(1,1,0)(4,1,0)[7] : AIC=8814.348, Time=2.04 sec\n", + " ARIMA(1,1,0)(5,1,0)[7] : AIC=8793.116, Time=5.25 sec\n", + " ARIMA(1,1,0)(6,1,0)[7] : AIC=8788.420, Time=6.09 sec\n", + " ARIMA(1,1,0)(6,1,1)[7] : AIC=inf, Time=20.91 sec\n", + " ARIMA(1,1,0)(5,1,1)[7] : AIC=inf, Time=20.12 sec\n", + " ARIMA(0,1,0)(6,1,0)[7] : AIC=9008.903, Time=5.95 sec\n", + " ARIMA(2,1,0)(6,1,0)[7] : AIC=8683.209, Time=4.72 sec\n", + " ARIMA(2,1,0)(5,1,0)[7] : AIC=8688.806, Time=5.03 sec\n", + " ARIMA(2,1,0)(6,1,1)[7] : AIC=inf, Time=25.53 sec\n", + " ARIMA(2,1,0)(5,1,1)[7] : AIC=inf, Time=17.25 sec\n", + " ARIMA(3,1,0)(6,1,0)[7] : AIC=8649.420, Time=9.37 sec\n", + " ARIMA(3,1,0)(5,1,0)[7] : AIC=8652.171, Time=4.12 sec\n", + " ARIMA(3,1,0)(6,1,1)[7] : AIC=inf, Time=28.81 sec\n", + " ARIMA(3,1,0)(5,1,1)[7] : AIC=inf, Time=17.29 sec\n", + " ARIMA(4,1,0)(6,1,0)[7] : AIC=8631.103, Time=6.62 sec\n", + " ARIMA(4,1,0)(5,1,0)[7] : AIC=8633.616, Time=8.53 sec\n", + " ARIMA(4,1,0)(6,1,1)[7] : AIC=inf, Time=24.60 sec\n", + " ARIMA(4,1,0)(5,1,1)[7] : AIC=inf, Time=23.97 sec\n", + " ARIMA(5,1,0)(6,1,0)[7] : AIC=8617.599, Time=8.01 sec\n", + " ARIMA(5,1,0)(5,1,0)[7] : AIC=8619.971, Time=8.55 sec\n", + " ARIMA(5,1,0)(6,1,1)[7] : AIC=inf, Time=34.01 sec\n", + " ARIMA(5,1,0)(5,1,1)[7] : AIC=inf, Time=27.49 sec\n", + " ARIMA(6,1,0)(6,1,0)[7] : AIC=8597.125, Time=15.28 sec\n", + " ARIMA(6,1,0)(5,1,0)[7] : AIC=8601.744, Time=8.70 sec\n", + " ARIMA(6,1,0)(6,1,1)[7] : AIC=inf, Time=52.57 sec\n", + " ARIMA(6,1,0)(5,1,1)[7] : AIC=inf, Time=42.58 sec\n", + " ARIMA(6,1,1)(6,1,0)[7] : AIC=inf, Time=56.58 sec\n", + " ARIMA(5,1,1)(6,1,0)[7] : AIC=inf, Time=30.66 sec\n", + " ARIMA(6,1,0)(6,1,0)[7] intercept : AIC=8599.091, Time=48.55 sec\n", + "\n", + "Best model: ARIMA(6,1,0)(6,1,0)[7] \n", + "Total fit time: 580.993 seconds\n", + " SARIMAX Results \n", + "=========================================================================================\n", + "Dep. Variable: y No. Observations: 793\n", + "Model: SARIMAX(6, 1, 0)x(6, 1, 0, 7) Log Likelihood -4285.562\n", + "Date: Sun, 29 Sep 2024 AIC 8597.125\n", + "Time: 16:33:50 BIC 8657.779\n", + "Sample: 07-01-2015 HQIC 8620.446\n", + " - 08-31-2017 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.8740 0.033 -26.746 0.000 -0.938 -0.810\n", + "ar.L2 -0.7351 0.046 -16.001 0.000 -0.825 -0.645\n", + "ar.L3 -0.5984 0.054 -11.149 0.000 -0.704 -0.493\n", + "ar.L4 -0.5067 0.058 -8.709 0.000 -0.621 -0.393\n", + "ar.L5 -0.4289 0.062 -6.949 0.000 -0.550 -0.308\n", + "ar.L6 -0.3472 0.062 -5.557 0.000 -0.470 -0.225\n", + "ar.S.L7 -1.0339 0.064 -16.189 0.000 -1.159 -0.909\n", + "ar.S.L14 -0.8398 0.090 -9.361 0.000 -1.016 -0.664\n", + "ar.S.L21 -0.6166 0.091 -6.774 0.000 -0.795 -0.438\n", + "ar.S.L28 -0.4569 0.077 -5.954 0.000 -0.607 -0.306\n", + "ar.S.L35 -0.3202 0.062 -5.196 0.000 -0.441 -0.199\n", + "ar.S.L42 -0.0941 0.042 -2.249 0.024 -0.176 -0.012\n", + "sigma2 3200.9281 104.425 30.653 0.000 2996.258 3405.598\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 897.55\n", + "Prob(Q): 0.93 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.59 Skew: 0.95\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 7.88\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" + ] + } + ], + "source": [ + "import pmdarima as pm\n", + "model1 = pm.auto_arima(NumberOfGuests_Daily, #time series\n", + " seasonal=True, # is the time series seasonal\n", + " m=7, # the seasonal period - one week?\n", + " d=1, # non-seasonal difference order\n", + " D=1, # seasonal difference order\n", + " \t max_p=6, # max value of p to test\n", + " max_q=6, # max value of p to test\n", + " max_P=6, # max value of P to test\n", + " max_Q=6, # max value of Q to test\n", + " information_criterion='aic', # used to select best mode\n", + " trace=True, # prints the information_criterion for each model it fits\n", + " error_action='ignore', # ignore orders that don't work\n", + " stepwise=True, # apply an intelligent order search\n", + " suppress_warnings=True)\n", + "print(model1.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "T2Ga0uakeC_j", + "outputId": "c2985670-1539-4362-addb-248406291cae" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 33.564\n", + "MAPE: 0.155\n" + ] + } + ], + "source": [ + "sarima_02_model = SARIMAX(df_train, order=(6,1,0), seasonal_order=(6,1,0,7))\n", + "sarima_02_results = sarima_02_model.fit()\n", + "\n", + "yhat = sarima_02_results.forecast(len(df_test))\n", + "MAE_3 = mean_absolute_error(df_test, yhat)\n", + "\n", + "print('MAE: %.3f' % MAE_3)\n", + "\n", + "MAPE_3 = mean_absolute_percentage_error(df_test, yhat)\n", + "print('MAPE: %.3f' % MAPE_3)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 566 + }, + "id": "rdt-Mu9qeluE", + "outputId": "5bb2c578-ff27-46d1-9947-5ab32f54272d" + }, + "outputs": [ + { + "data": { + "image/png": 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metricsARIMA(6,1,6)SARIMA(0,1,6)(0,1,1)7SARIMA(6,1,0)(6,1,0)7
0MAE30.895029.702033.5640
1MAPE0.14210.14110.1555
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\n" + ], + "text/plain": [ + " metrics ARIMA(6,1,6) SARIMA(0,1,6)(0,1,1)7 SARIMA(6,1,0)(6,1,0)7\n", + "0 MAE 30.8950 29.7020 33.5640\n", + "1 MAPE 0.1421 0.1411 0.1555" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_arima_results = pd.DataFrame({'metrics':['MAE','MAPE'],\n", + " 'ARIMA(6,1,6)':[round(MAE_1,3),\n", + " round(MAPE_1,4)],\n", + " 'SARIMA(0,1,6)(0,1,1)7':[round(MAE_2,3),\n", + " round(MAPE_2,4)],\n", + " 'SARIMA(6,1,0)(6,1,0)7':[round(MAE_3,3),\n", + " round(MAPE_3,4)]\n", + " })\n", + "\n", + "df_arima_results" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3PBe13S5igOa" + }, + "source": [ + "### Forecasting for next 6 months" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "id": "d89a5ZtVepL4" + }, + "outputs": [], + "source": [ + "sarima_02_model = SARIMAX(df_train, order=(6,1,0), seasonal_order=(6,1,0,7))\n", + "sarima_02_results = sarima_02_model.fit()\n", + "\n", + "n_months = 8\n", + "days_in_month = 30\n", + "forecast_steps = n_months * days_in_month\n", + "\n", + "yhat = sarima_02_results.forecast(steps=forecast_steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "SwGDro6DjJ1L", + "outputId": "e7e692e2-106a-4d24-f179-59a5770d9855" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# For Resort Hotel\n", + "fig_resort = px.line(NumberOfGuests_Resort_Daily.reset_index(), x='arrival_date', y='Total Guests', title='Resort Hotel Demand')\n", + "fig_resort.update_xaxes(\n", + " rangeslider_visible=True,\n", + " rangeselector=dict(\n", + " buttons=list([\n", + " dict(count=1, label='1y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=2, label='2y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=3, label='3y', step=\"year\", stepmode=\"backward\")\n", + " ])\n", + " )\n", + ")\n", + "fig_resort.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "WVbWJYRrqsSc", + "outputId": "5e9ae80f-e564-4d2c-98d1-d357f646667a" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# For City Hotel\n", + "fig_city = px.line(NumberOfGuests_City_Daily.reset_index(), x='arrival_date', y='Total Guests', title='City Hotel Demand')\n", + "fig_city.update_xaxes(\n", + " rangeslider_visible=True,\n", + " rangeselector=dict(\n", + " buttons=list([\n", + " dict(count=1, label='1y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=2, label='2y', step=\"year\", stepmode=\"backward\"),\n", + " dict(count=3, label='3y', step=\"year\", stepmode=\"backward\")\n", + " ])\n", + " )\n", + ")\n", + "fig_city.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Qtjp8JXKrJgV", + "outputId": "87a9e1f4-366f-4484-df92-730d3da360e2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 20.455\n", + "MAPE: 0.290\n" + ] + } + ], + "source": [ + "df_train_resort = NumberOfGuests_Resort_Daily[:701]\n", + "df_test_resort = NumberOfGuests_Resort_Daily[701:]\n", + "\n", + "sarima_02_model = SARIMAX(df_train_resort, order=(6,1,0), seasonal_order=(6,1,0,7))\n", + "sarima_02_results = sarima_02_model.fit()\n", + "\n", + "yhat = sarima_02_results.forecast(len(df_test_resort))\n", + "MAE_3 = mean_absolute_error(df_test_resort, yhat)\n", + "\n", + "# Print mean absolute error\n", + "print('MAE: %.3f' % MAE_3)\n", + "\n", + "MAPE_3 = mean_absolute_percentage_error(df_test_resort, yhat)\n", + "print('MAPE: %.3f' % MAPE_3)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "RlwKXmu32vSh", + "outputId": "75d8490a-64d2-482f-f3bc-1aa3a3435a04" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df_test_resort['Total Guests'].plot(legend=True,figsize=(12,6),title='Total Guests Forecasted')\n", + "yhat.plot(legend=True)\n", + "ax.autoscale(axis='x',tight=True)\n", + "ax.set(ylabel='Total Guests');" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": { + "id": "eDxttJ1d2tBy" + }, + "outputs": [], + "source": [ + "n_months = 9\n", + "days_in_month = 30\n", + "forecast_steps = n_months * days_in_month\n", + "\n", + "y_resort_pred = sarima_02_results.forecast(steps=forecast_steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "F0I6MoraquSy", + "outputId": "742c089a-61b0-4337-f7d8-0189205adb79" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.line(y_resort_pred, title='Resort Hotel Forecaste for next 6 months', color_discrete_sequence=[colors[0]])\n", + "fig.update_layout(yaxis_title='Total Guests', xaxis_title='Date') # Add x-axis label if needed\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Yp339OXwrTFV", + "outputId": "d52a1892-8193-4a15-a491-887f7ab3bc8e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 26.909\n", + "MAPE: 0.199\n" + ] + } + ], + "source": [ + "df_train_city = NumberOfGuests_City_Daily[:701]\n", + "df_test_city = NumberOfGuests_City_Daily[701:]\n", + "\n", + "sarima_02_model = SARIMAX(df_train_city, order=(6,1,0), seasonal_order=(6,1,0,7))\n", + "sarima_02_results = sarima_02_model.fit()\n", + "\n", + "\n", + "yhat = sarima_02_results.forecast(len(df_test_city))\n", + "MAE_3 = mean_absolute_error(df_test_city, yhat)\n", + "\n", + "# Print mean absolute error\n", + "print('MAE: %.3f' % MAE_3)\n", + "\n", + "MAPE_3 = mean_absolute_percentage_error(df_test_city, yhat)\n", + "print('MAPE: %.3f' % MAPE_3)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 590 + }, + "id": "kIEpwpx84nRV", + "outputId": "27e70c0f-6239-4145-f810-1d7605fd1a93" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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