python_for_analytics

1
{
2
 "cells": [
3
  {
4
   "cell_type": "code",
5
   "execution_count": 1,
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   "metadata": {
7
    "id": "a75E9qem448B",
8
    "scrolled": false
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   },
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   "outputs": [],
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   "source": [
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    "import matplotlib.pyplot as plt\n",
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    "import pandas as pd\n",
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    "import numpy as np"
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   ]
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  },
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  {
18
   "cell_type": "code",
19
   "execution_count": 2,
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   "metadata": {
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    "id": "ijcuEUxi448D",
22
    "scrolled": false
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   },
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   "outputs": [],
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   "source": [
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    "#увеличим дефолтный размер графиков\n",
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    "from pylab import rcParams\n",
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    "rcParams['figure.figsize'] = 11,7"
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   ]
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  },
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  {
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   "cell_type": "markdown",
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   "metadata": {
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    "id": "_x-5TdYW448D"
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   },
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   "source": [
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    "# <center> Matplotlib"
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   ]
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  },
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  {
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   "cell_type": "markdown",
42
   "metadata": {
43
    "id": "YGOtI3FZ448E"
44
   },
45
   "source": [
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    "Matplotlib – одна из самых популярных библиотек Python для визуализации данных.\n",
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    "\n",
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    "Импорт: import matplotlib.pyplot as plt\n",
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    "\n",
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    "Документация: https://matplotlib.org/contents.html"
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   ]
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  },
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  {
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   "cell_type": "code",
55
   "execution_count": 3,
56
   "metadata": {
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    "colab": {
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     "base_uri": "https://localhost:8080/",
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     "height": 446
60
    },
61
    "id": "2WcmUwMv448F",
62
    "outputId": "2ec4b4cb-0c84-4eb0-e38f-58b42fa67170",
63
    "scrolled": false
64
   },
65
   "outputs": [
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    {
67
     "data": {
68
      "text/plain": [
69
       "[<matplotlib.lines.Line2D at 0x18b54ed4e80>]"
70
      ]
71
     },
72
     "execution_count": 3,
73
     "metadata": {},
74
     "output_type": "execute_result"
75
    },
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    {
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     "data": {
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      "image/png": 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\n",
79
      "text/plain": [
80
       "<Figure size 1100x700 with 1 Axes>"
81
      ]
82
     },
83
     "metadata": {},
84
     "output_type": "display_data"
85
    }
86
   ],
87
   "source": [
88
    "# первый позиционный аргумент – точки по X, второй – точки по y. По умолчанию это единичные отрезки\n",
89
    "plt.plot(5, 5, 'x')\n",
90
    "# функция show отображает построенную визуализацию\n",
91
    "# plt.show()  "
92
   ]
93
  },
94
  {
95
   "cell_type": "code",
96
   "execution_count": 4,
97
   "metadata": {
98
    "colab": {
99
     "base_uri": "https://localhost:8080/",
100
     "height": 446
101
    },
102
    "id": "Y9m6mx1Q448G",
103
    "outputId": "00e51536-2fe2-455f-db40-70065702145c",
104
    "scrolled": false
105
   },
106
   "outputs": [
107
    {
108
     "data": {
109
      "text/plain": [
110
       "[<matplotlib.lines.Line2D at 0x18b555f97f0>]"
111
      ]
112
     },
113
     "execution_count": 4,
114
     "metadata": {},
115
     "output_type": "execute_result"
116
    },
117
    {
118
     "data": {
119
      "image/png": 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\n",
120
      "text/plain": [
121
       "<Figure size 1100x700 with 1 Axes>"
122
      ]
123
     },
124
     "metadata": {},
125
     "output_type": "display_data"
126
    }
127
   ],
128
   "source": [
129
    "plt.plot([25, 20, 15, 12, 9, 4, 2], [1, 2, 3, 4, 5, 6, 7], color='red', marker='o')\n",
130
    "# plt.show()\n",
131
    "plt.plot([25, 20, 15, 12, 9, 4, 2], color='green')\n",
132
    "# plt.show()"
133
   ]
134
  },
135
  {
136
   "cell_type": "markdown",
137
   "metadata": {
138
    "id": "WbYItv3B448G"
139
   },
140
   "source": [
141
    "Поработаем с данными о продажах и оценках видеоигр с [Kaggle Datasets](https://www.kaggle.com/rush4ratio/video-game-sales-with-ratings)."
142
   ]
143
  },
144
  {
145
   "cell_type": "code",
146
   "execution_count": null,
147
   "metadata": {
148
    "id": "B3tMTzIR448H",
149
    "scrolled": false
150
   },
151
   "outputs": [],
152
   "source": [
153
    "df = pd.read_csv('https://raw.githubusercontent.com/obulygin/pyda_homeworks/master/stat_case_study/vgsales.csv')"
154
   ]
155
  },
156
  {
157
   "cell_type": "code",
158
   "execution_count": null,
159
   "metadata": {
160
    "colab": {
161
     "base_uri": "https://localhost:8080/"
162
    },
163
    "id": "pJ2fvIPW448H",
164
    "outputId": "f73d6c5e-3e47-42fb-f6a4-0631f09c4d22",
165
    "scrolled": false
166
   },
167
   "outputs": [
168
    {
169
     "name": "stdout",
170
     "output_type": "stream",
171
     "text": [
172
      "(16719, 16)\n"
173
     ]
174
    }
175
   ],
176
   "source": [
177
    "print(df.shape)"
178
   ]
179
  },
180
  {
181
   "cell_type": "code",
182
   "execution_count": null,
183
   "metadata": {
184
    "colab": {
185
     "base_uri": "https://localhost:8080/",
186
     "height": 285
187
    },
188
    "id": "wpQ-In45448I",
189
    "outputId": "0fbf7b4c-c3af-46b8-dfb9-424db48c4337",
190
    "scrolled": false
191
   },
192
   "outputs": [
193
    {
194
     "data": {
195
      "text/html": [
196
       "\n",
197
       "  <div id=\"df-2d2affb1-b535-42ad-97f2-923ded5d05cf\">\n",
198
       "    <div class=\"colab-df-container\">\n",
199
       "      <div>\n",
200
       "<style scoped>\n",
201
       "    .dataframe tbody tr th:only-of-type {\n",
202
       "        vertical-align: middle;\n",
203
       "    }\n",
204
       "\n",
205
       "    .dataframe tbody tr th {\n",
206
       "        vertical-align: top;\n",
207
       "    }\n",
208
       "\n",
209
       "    .dataframe thead th {\n",
210
       "        text-align: right;\n",
211
       "    }\n",
212
       "</style>\n",
213
       "<table border=\"1\" class=\"dataframe\">\n",
214
       "  <thead>\n",
215
       "    <tr style=\"text-align: right;\">\n",
216
       "      <th></th>\n",
217
       "      <th>Name</th>\n",
218
       "      <th>Platform</th>\n",
219
       "      <th>Year_of_Release</th>\n",
220
       "      <th>Genre</th>\n",
221
       "      <th>Publisher</th>\n",
222
       "      <th>NA_Sales</th>\n",
223
       "      <th>EU_Sales</th>\n",
224
       "      <th>JP_Sales</th>\n",
225
       "      <th>Other_Sales</th>\n",
226
       "      <th>Global_Sales</th>\n",
227
       "      <th>Critic_Score</th>\n",
228
       "      <th>Critic_Count</th>\n",
229
       "      <th>User_Score</th>\n",
230
       "      <th>User_Count</th>\n",
231
       "      <th>Developer</th>\n",
232
       "      <th>Rating</th>\n",
233
       "    </tr>\n",
234
       "  </thead>\n",
235
       "  <tbody>\n",
236
       "    <tr>\n",
237
       "      <th>0</th>\n",
238
       "      <td>Wii Sports</td>\n",
239
       "      <td>Wii</td>\n",
240
       "      <td>2006.0</td>\n",
241
       "      <td>Sports</td>\n",
242
       "      <td>Nintendo</td>\n",
243
       "      <td>41.36</td>\n",
244
       "      <td>28.96</td>\n",
245
       "      <td>3.77</td>\n",
246
       "      <td>8.45</td>\n",
247
       "      <td>82.53</td>\n",
248
       "      <td>76.0</td>\n",
249
       "      <td>51.0</td>\n",
250
       "      <td>8</td>\n",
251
       "      <td>322.0</td>\n",
252
       "      <td>Nintendo</td>\n",
253
       "      <td>E</td>\n",
254
       "    </tr>\n",
255
       "    <tr>\n",
256
       "      <th>1</th>\n",
257
       "      <td>Super Mario Bros.</td>\n",
258
       "      <td>NES</td>\n",
259
       "      <td>1985.0</td>\n",
260
       "      <td>Platform</td>\n",
261
       "      <td>Nintendo</td>\n",
262
       "      <td>29.08</td>\n",
263
       "      <td>3.58</td>\n",
264
       "      <td>6.81</td>\n",
265
       "      <td>0.77</td>\n",
266
       "      <td>40.24</td>\n",
267
       "      <td>NaN</td>\n",
268
       "      <td>NaN</td>\n",
269
       "      <td>NaN</td>\n",
270
       "      <td>NaN</td>\n",
271
       "      <td>NaN</td>\n",
272
       "      <td>NaN</td>\n",
273
       "    </tr>\n",
274
       "    <tr>\n",
275
       "      <th>2</th>\n",
276
       "      <td>Mario Kart Wii</td>\n",
277
       "      <td>Wii</td>\n",
278
       "      <td>2008.0</td>\n",
279
       "      <td>Racing</td>\n",
280
       "      <td>Nintendo</td>\n",
281
       "      <td>15.68</td>\n",
282
       "      <td>12.76</td>\n",
283
       "      <td>3.79</td>\n",
284
       "      <td>3.29</td>\n",
285
       "      <td>35.52</td>\n",
286
       "      <td>82.0</td>\n",
287
       "      <td>73.0</td>\n",
288
       "      <td>8.3</td>\n",
289
       "      <td>709.0</td>\n",
290
       "      <td>Nintendo</td>\n",
291
       "      <td>E</td>\n",
292
       "    </tr>\n",
293
       "    <tr>\n",
294
       "      <th>3</th>\n",
295
       "      <td>Wii Sports Resort</td>\n",
296
       "      <td>Wii</td>\n",
297
       "      <td>2009.0</td>\n",
298
       "      <td>Sports</td>\n",
299
       "      <td>Nintendo</td>\n",
300
       "      <td>15.61</td>\n",
301
       "      <td>10.93</td>\n",
302
       "      <td>3.28</td>\n",
303
       "      <td>2.95</td>\n",
304
       "      <td>32.77</td>\n",
305
       "      <td>80.0</td>\n",
306
       "      <td>73.0</td>\n",
307
       "      <td>8</td>\n",
308
       "      <td>192.0</td>\n",
309
       "      <td>Nintendo</td>\n",
310
       "      <td>E</td>\n",
311
       "    </tr>\n",
312
       "    <tr>\n",
313
       "      <th>4</th>\n",
314
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
315
       "      <td>GB</td>\n",
316
       "      <td>1996.0</td>\n",
317
       "      <td>Role-Playing</td>\n",
318
       "      <td>Nintendo</td>\n",
319
       "      <td>11.27</td>\n",
320
       "      <td>8.89</td>\n",
321
       "      <td>10.22</td>\n",
322
       "      <td>1.00</td>\n",
323
       "      <td>31.37</td>\n",
324
       "      <td>NaN</td>\n",
325
       "      <td>NaN</td>\n",
326
       "      <td>NaN</td>\n",
327
       "      <td>NaN</td>\n",
328
       "      <td>NaN</td>\n",
329
       "      <td>NaN</td>\n",
330
       "    </tr>\n",
331
       "  </tbody>\n",
332
       "</table>\n",
333
       "</div>\n",
334
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2d2affb1-b535-42ad-97f2-923ded5d05cf')\"\n",
335
       "              title=\"Convert this dataframe to an interactive table.\"\n",
336
       "              style=\"display:none;\">\n",
337
       "        \n",
338
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
339
       "       width=\"24px\">\n",
340
       "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
341
       "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
342
       "  </svg>\n",
343
       "      </button>\n",
344
       "      \n",
345
       "  <style>\n",
346
       "    .colab-df-container {\n",
347
       "      display:flex;\n",
348
       "      flex-wrap:wrap;\n",
349
       "      gap: 12px;\n",
350
       "    }\n",
351
       "\n",
352
       "    .colab-df-convert {\n",
353
       "      background-color: #E8F0FE;\n",
354
       "      border: none;\n",
355
       "      border-radius: 50%;\n",
356
       "      cursor: pointer;\n",
357
       "      display: none;\n",
358
       "      fill: #1967D2;\n",
359
       "      height: 32px;\n",
360
       "      padding: 0 0 0 0;\n",
361
       "      width: 32px;\n",
362
       "    }\n",
363
       "\n",
364
       "    .colab-df-convert:hover {\n",
365
       "      background-color: #E2EBFA;\n",
366
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
367
       "      fill: #174EA6;\n",
368
       "    }\n",
369
       "\n",
370
       "    [theme=dark] .colab-df-convert {\n",
371
       "      background-color: #3B4455;\n",
372
       "      fill: #D2E3FC;\n",
373
       "    }\n",
374
       "\n",
375
       "    [theme=dark] .colab-df-convert:hover {\n",
376
       "      background-color: #434B5C;\n",
377
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
378
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
379
       "      fill: #FFFFFF;\n",
380
       "    }\n",
381
       "  </style>\n",
382
       "\n",
383
       "      <script>\n",
384
       "        const buttonEl =\n",
385
       "          document.querySelector('#df-2d2affb1-b535-42ad-97f2-923ded5d05cf button.colab-df-convert');\n",
386
       "        buttonEl.style.display =\n",
387
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
388
       "\n",
389
       "        async function convertToInteractive(key) {\n",
390
       "          const element = document.querySelector('#df-2d2affb1-b535-42ad-97f2-923ded5d05cf');\n",
391
       "          const dataTable =\n",
392
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
393
       "                                                     [key], {});\n",
394
       "          if (!dataTable) return;\n",
395
       "\n",
396
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
397
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
398
       "            + ' to learn more about interactive tables.';\n",
399
       "          element.innerHTML = '';\n",
400
       "          dataTable['output_type'] = 'display_data';\n",
401
       "          await google.colab.output.renderOutput(dataTable, element);\n",
402
       "          const docLink = document.createElement('div');\n",
403
       "          docLink.innerHTML = docLinkHtml;\n",
404
       "          element.appendChild(docLink);\n",
405
       "        }\n",
406
       "      </script>\n",
407
       "    </div>\n",
408
       "  </div>\n",
409
       "  "
410
      ],
411
      "text/plain": [
412
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
413
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
414
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
415
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
416
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
417
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
418
       "\n",
419
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
420
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
421
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
422
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
423
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
424
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
425
       "\n",
426
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
427
       "0          51.0          8       322.0  Nintendo      E  \n",
428
       "1           NaN        NaN         NaN       NaN    NaN  \n",
429
       "2          73.0        8.3       709.0  Nintendo      E  \n",
430
       "3          73.0          8       192.0  Nintendo      E  \n",
431
       "4           NaN        NaN         NaN       NaN    NaN  "
432
      ]
433
     },
434
     "execution_count": 12,
435
     "metadata": {},
436
     "output_type": "execute_result"
437
    }
438
   ],
439
   "source": [
440
    "df.head()"
441
   ]
442
  },
443
  {
444
   "cell_type": "code",
445
   "execution_count": null,
446
   "metadata": {
447
    "colab": {
448
     "base_uri": "https://localhost:8080/"
449
    },
450
    "id": "tZO93bER448J",
451
    "outputId": "8fecf86a-148c-4ed3-c624-58c75ea558c6",
452
    "scrolled": false
453
   },
454
   "outputs": [
455
    {
456
     "name": "stdout",
457
     "output_type": "stream",
458
     "text": [
459
      "<class 'pandas.core.frame.DataFrame'>\n",
460
      "RangeIndex: 16719 entries, 0 to 16718\n",
461
      "Data columns (total 16 columns):\n",
462
      " #   Column           Non-Null Count  Dtype  \n",
463
      "---  ------           --------------  -----  \n",
464
      " 0   Name             16717 non-null  object \n",
465
      " 1   Platform         16719 non-null  object \n",
466
      " 2   Year_of_Release  16450 non-null  float64\n",
467
      " 3   Genre            16717 non-null  object \n",
468
      " 4   Publisher        16665 non-null  object \n",
469
      " 5   NA_Sales         16719 non-null  float64\n",
470
      " 6   EU_Sales         16719 non-null  float64\n",
471
      " 7   JP_Sales         16719 non-null  float64\n",
472
      " 8   Other_Sales      16719 non-null  float64\n",
473
      " 9   Global_Sales     16719 non-null  float64\n",
474
      " 10  Critic_Score     8137 non-null   float64\n",
475
      " 11  Critic_Count     8137 non-null   float64\n",
476
      " 12  User_Score       10015 non-null  object \n",
477
      " 13  User_Count       7590 non-null   float64\n",
478
      " 14  Developer        10096 non-null  object \n",
479
      " 15  Rating           9950 non-null   object \n",
480
      "dtypes: float64(9), object(7)\n",
481
      "memory usage: 2.0+ MB\n"
482
     ]
483
    }
484
   ],
485
   "source": [
486
    "df.info()\n",
487
    "# что видим?"
488
   ]
489
  },
490
  {
491
   "cell_type": "code",
492
   "execution_count": null,
493
   "metadata": {
494
    "colab": {
495
     "base_uri": "https://localhost:8080/"
496
    },
497
    "id": "xUBoLBJd448J",
498
    "outputId": "864d2065-e0d6-48c2-88e3-4d13514b4352"
499
   },
500
   "outputs": [
501
    {
502
     "data": {
503
      "text/plain": [
504
       "array(['8', nan, '8.3', '8.5', '6.6', '8.4', '8.6', '7.7', '6.3', '7.4',\n",
505
       "       '8.2', '9', '7.9', '8.1', '8.7', '7.1', '3.4', '5.3', '4.8', '3.2',\n",
506
       "       '8.9', '6.4', '7.8', '7.5', '2.6', '7.2', '9.2', '7', '7.3', '4.3',\n",
507
       "       '7.6', '5.7', '5', '9.1', '6.5', 'tbd', '8.8', '6.9', '9.4', '6.8',\n",
508
       "       '6.1', '6.7', '5.4', '4', '4.9', '4.5', '9.3', '6.2', '4.2', '6',\n",
509
       "       '3.7', '4.1', '5.8', '5.6', '5.5', '4.4', '4.6', '5.9', '3.9',\n",
510
       "       '3.1', '2.9', '5.2', '3.3', '4.7', '5.1', '3.5', '2.5', '1.9', '3',\n",
511
       "       '2.7', '2.2', '2', '9.5', '2.1', '3.6', '2.8', '1.8', '3.8', '0',\n",
512
       "       '1.6', '9.6', '2.4', '1.7', '1.1', '0.3', '1.5', '0.7', '1.2',\n",
513
       "       '2.3', '0.5', '1.3', '0.2', '0.6', '1.4', '0.9', '1', '9.7'],\n",
514
       "      dtype=object)"
515
      ]
516
     },
517
     "execution_count": 14,
518
     "metadata": {},
519
     "output_type": "execute_result"
520
    }
521
   ],
522
   "source": [
523
    "# почему в User_Score object?\n",
524
    "df['User_Score'].unique()"
525
   ]
526
  },
527
  {
528
   "cell_type": "code",
529
   "execution_count": null,
530
   "metadata": {
531
    "colab": {
532
     "base_uri": "https://localhost:8080/"
533
    },
534
    "id": "OhrjEQWU448J",
535
    "outputId": "463bf971-5eaa-48f7-dc2d-f9b3fbd13560"
536
   },
537
   "outputs": [
538
    {
539
     "data": {
540
      "text/plain": [
541
       "array(['8', nan, '8.3', '8.5', '6.6', '8.4', '8.6', '7.7', '6.3', '7.4',\n",
542
       "       '8.2', '9', '7.9', '8.1', '8.7', '7.1', '3.4', '5.3', '4.8', '3.2',\n",
543
       "       '8.9', '6.4', '7.8', '7.5', '2.6', '7.2', '9.2', '7', '7.3', '4.3',\n",
544
       "       '7.6', '5.7', '5', '9.1', '6.5', '8.8', '6.9', '9.4', '6.8', '6.1',\n",
545
       "       '6.7', '5.4', '4', '4.9', '4.5', '9.3', '6.2', '4.2', '6', '3.7',\n",
546
       "       '4.1', '5.8', '5.6', '5.5', '4.4', '4.6', '5.9', '3.9', '3.1',\n",
547
       "       '2.9', '5.2', '3.3', '4.7', '5.1', '3.5', '2.5', '1.9', '3', '2.7',\n",
548
       "       '2.2', '2', '9.5', '2.1', '3.6', '2.8', '1.8', '3.8', '0', '1.6',\n",
549
       "       '9.6', '2.4', '1.7', '1.1', '0.3', '1.5', '0.7', '1.2', '2.3',\n",
550
       "       '0.5', '1.3', '0.2', '0.6', '1.4', '0.9', '1', '9.7'], dtype=object)"
551
      ]
552
     },
553
     "execution_count": 15,
554
     "metadata": {},
555
     "output_type": "execute_result"
556
    }
557
   ],
558
   "source": [
559
    "df['User_Score'] = df['User_Score'].replace('tbd', np.NaN)\n",
560
    "df['User_Score'].unique()"
561
   ]
562
  },
563
  {
564
   "cell_type": "code",
565
   "execution_count": null,
566
   "metadata": {
567
    "id": "G5NMSNp5448K",
568
    "scrolled": false
569
   },
570
   "outputs": [],
571
   "source": [
572
    "# исправим типы данных\n",
573
    "df['Year_of_Release'] = df['Year_of_Release'].astype('Int64')\n",
574
    "# df['Year_of_Release'] = df['Year_of_Release'].astype('int64')\n",
575
    "df['User_Count'] = df['User_Count'].astype('Int64')\n",
576
    "df['User_Score'] = df['User_Score'].astype('float64')\n",
577
    "df['Critic_Count'] = df['Critic_Count'].astype('Int64')\n",
578
    "\n",
579
    "# # переводим оценки в один формат\n",
580
    "df['User_Score'] = df['User_Score'] * 10"
581
   ]
582
  },
583
  {
584
   "cell_type": "code",
585
   "execution_count": null,
586
   "metadata": {
587
    "colab": {
588
     "base_uri": "https://localhost:8080/"
589
    },
590
    "id": "lL1tEPcW8a81",
591
    "outputId": "2838783a-6a8a-47d7-8936-c02faa39d944"
592
   },
593
   "outputs": [
594
    {
595
     "name": "stdout",
596
     "output_type": "stream",
597
     "text": [
598
      "<class 'pandas.core.frame.DataFrame'>\n",
599
      "RangeIndex: 16719 entries, 0 to 16718\n",
600
      "Data columns (total 16 columns):\n",
601
      " #   Column           Non-Null Count  Dtype  \n",
602
      "---  ------           --------------  -----  \n",
603
      " 0   Name             16717 non-null  object \n",
604
      " 1   Platform         16719 non-null  object \n",
605
      " 2   Year_of_Release  16450 non-null  Int64  \n",
606
      " 3   Genre            16717 non-null  object \n",
607
      " 4   Publisher        16665 non-null  object \n",
608
      " 5   NA_Sales         16719 non-null  float64\n",
609
      " 6   EU_Sales         16719 non-null  float64\n",
610
      " 7   JP_Sales         16719 non-null  float64\n",
611
      " 8   Other_Sales      16719 non-null  float64\n",
612
      " 9   Global_Sales     16719 non-null  float64\n",
613
      " 10  Critic_Score     8137 non-null   float64\n",
614
      " 11  Critic_Count     8137 non-null   Int64  \n",
615
      " 12  User_Score       7590 non-null   float64\n",
616
      " 13  User_Count       7590 non-null   Int64  \n",
617
      " 14  Developer        10096 non-null  object \n",
618
      " 15  Rating           9950 non-null   object \n",
619
      "dtypes: Int64(3), float64(7), object(6)\n",
620
      "memory usage: 2.1+ MB\n"
621
     ]
622
    }
623
   ],
624
   "source": [
625
    "df.info()"
626
   ]
627
  },
628
  {
629
   "cell_type": "markdown",
630
   "metadata": {
631
    "id": "DsFtXmpH448L"
632
   },
633
   "source": [
634
    "## График\n",
635
    "Построим график динамики продаж видеоигр"
636
   ]
637
  },
638
  {
639
   "cell_type": "code",
640
   "execution_count": null,
641
   "metadata": {
642
    "colab": {
643
     "base_uri": "https://localhost:8080/",
644
     "height": 1000
645
    },
646
    "id": "Om0CH4Ne448L",
647
    "outputId": "f14252d7-11fe-43cf-d65e-9b2d43ed5f80",
648
    "scrolled": false
649
   },
650
   "outputs": [
651
    {
652
     "data": {
653
      "text/html": [
654
       "\n",
655
       "  <div id=\"df-9a11a9e5-d616-4636-9ecf-b7418de5ff7f\">\n",
656
       "    <div class=\"colab-df-container\">\n",
657
       "      <div>\n",
658
       "<style scoped>\n",
659
       "    .dataframe tbody tr th:only-of-type {\n",
660
       "        vertical-align: middle;\n",
661
       "    }\n",
662
       "\n",
663
       "    .dataframe tbody tr th {\n",
664
       "        vertical-align: top;\n",
665
       "    }\n",
666
       "\n",
667
       "    .dataframe thead th {\n",
668
       "        text-align: right;\n",
669
       "    }\n",
670
       "</style>\n",
671
       "<table border=\"1\" class=\"dataframe\">\n",
672
       "  <thead>\n",
673
       "    <tr style=\"text-align: right;\">\n",
674
       "      <th></th>\n",
675
       "      <th>NA_Sales</th>\n",
676
       "      <th>EU_Sales</th>\n",
677
       "      <th>JP_Sales</th>\n",
678
       "      <th>Other_Sales</th>\n",
679
       "      <th>Global_Sales</th>\n",
680
       "    </tr>\n",
681
       "    <tr>\n",
682
       "      <th>Year_of_Release</th>\n",
683
       "      <th></th>\n",
684
       "      <th></th>\n",
685
       "      <th></th>\n",
686
       "      <th></th>\n",
687
       "      <th></th>\n",
688
       "    </tr>\n",
689
       "  </thead>\n",
690
       "  <tbody>\n",
691
       "    <tr>\n",
692
       "      <th>1980</th>\n",
693
       "      <td>10.59</td>\n",
694
       "      <td>0.67</td>\n",
695
       "      <td>0.00</td>\n",
696
       "      <td>0.12</td>\n",
697
       "      <td>11.38</td>\n",
698
       "    </tr>\n",
699
       "    <tr>\n",
700
       "      <th>1981</th>\n",
701
       "      <td>33.40</td>\n",
702
       "      <td>1.96</td>\n",
703
       "      <td>0.00</td>\n",
704
       "      <td>0.32</td>\n",
705
       "      <td>35.77</td>\n",
706
       "    </tr>\n",
707
       "    <tr>\n",
708
       "      <th>1982</th>\n",
709
       "      <td>26.92</td>\n",
710
       "      <td>1.65</td>\n",
711
       "      <td>0.00</td>\n",
712
       "      <td>0.31</td>\n",
713
       "      <td>28.86</td>\n",
714
       "    </tr>\n",
715
       "    <tr>\n",
716
       "      <th>1983</th>\n",
717
       "      <td>7.76</td>\n",
718
       "      <td>0.80</td>\n",
719
       "      <td>8.10</td>\n",
720
       "      <td>0.14</td>\n",
721
       "      <td>16.79</td>\n",
722
       "    </tr>\n",
723
       "    <tr>\n",
724
       "      <th>1984</th>\n",
725
       "      <td>33.28</td>\n",
726
       "      <td>2.10</td>\n",
727
       "      <td>14.27</td>\n",
728
       "      <td>0.70</td>\n",
729
       "      <td>50.36</td>\n",
730
       "    </tr>\n",
731
       "    <tr>\n",
732
       "      <th>1985</th>\n",
733
       "      <td>33.73</td>\n",
734
       "      <td>4.74</td>\n",
735
       "      <td>14.56</td>\n",
736
       "      <td>0.92</td>\n",
737
       "      <td>53.94</td>\n",
738
       "    </tr>\n",
739
       "    <tr>\n",
740
       "      <th>1986</th>\n",
741
       "      <td>12.50</td>\n",
742
       "      <td>2.84</td>\n",
743
       "      <td>19.81</td>\n",
744
       "      <td>1.93</td>\n",
745
       "      <td>37.07</td>\n",
746
       "    </tr>\n",
747
       "    <tr>\n",
748
       "      <th>1987</th>\n",
749
       "      <td>8.46</td>\n",
750
       "      <td>1.41</td>\n",
751
       "      <td>11.63</td>\n",
752
       "      <td>0.20</td>\n",
753
       "      <td>21.74</td>\n",
754
       "    </tr>\n",
755
       "    <tr>\n",
756
       "      <th>1988</th>\n",
757
       "      <td>23.87</td>\n",
758
       "      <td>6.59</td>\n",
759
       "      <td>15.76</td>\n",
760
       "      <td>0.99</td>\n",
761
       "      <td>47.22</td>\n",
762
       "    </tr>\n",
763
       "    <tr>\n",
764
       "      <th>1989</th>\n",
765
       "      <td>45.15</td>\n",
766
       "      <td>8.44</td>\n",
767
       "      <td>18.36</td>\n",
768
       "      <td>1.50</td>\n",
769
       "      <td>73.45</td>\n",
770
       "    </tr>\n",
771
       "    <tr>\n",
772
       "      <th>1990</th>\n",
773
       "      <td>25.46</td>\n",
774
       "      <td>7.63</td>\n",
775
       "      <td>14.88</td>\n",
776
       "      <td>1.40</td>\n",
777
       "      <td>49.39</td>\n",
778
       "    </tr>\n",
779
       "    <tr>\n",
780
       "      <th>1991</th>\n",
781
       "      <td>12.76</td>\n",
782
       "      <td>3.95</td>\n",
783
       "      <td>14.78</td>\n",
784
       "      <td>0.74</td>\n",
785
       "      <td>32.23</td>\n",
786
       "    </tr>\n",
787
       "    <tr>\n",
788
       "      <th>1992</th>\n",
789
       "      <td>33.89</td>\n",
790
       "      <td>11.71</td>\n",
791
       "      <td>28.91</td>\n",
792
       "      <td>1.65</td>\n",
793
       "      <td>76.17</td>\n",
794
       "    </tr>\n",
795
       "    <tr>\n",
796
       "      <th>1993</th>\n",
797
       "      <td>16.90</td>\n",
798
       "      <td>5.18</td>\n",
799
       "      <td>25.36</td>\n",
800
       "      <td>0.97</td>\n",
801
       "      <td>48.40</td>\n",
802
       "    </tr>\n",
803
       "    <tr>\n",
804
       "      <th>1994</th>\n",
805
       "      <td>28.16</td>\n",
806
       "      <td>14.88</td>\n",
807
       "      <td>33.99</td>\n",
808
       "      <td>2.20</td>\n",
809
       "      <td>79.18</td>\n",
810
       "    </tr>\n",
811
       "    <tr>\n",
812
       "      <th>1995</th>\n",
813
       "      <td>24.83</td>\n",
814
       "      <td>14.90</td>\n",
815
       "      <td>45.75</td>\n",
816
       "      <td>2.64</td>\n",
817
       "      <td>88.11</td>\n",
818
       "    </tr>\n",
819
       "    <tr>\n",
820
       "      <th>1996</th>\n",
821
       "      <td>86.76</td>\n",
822
       "      <td>47.26</td>\n",
823
       "      <td>57.44</td>\n",
824
       "      <td>7.69</td>\n",
825
       "      <td>199.15</td>\n",
826
       "    </tr>\n",
827
       "    <tr>\n",
828
       "      <th>1997</th>\n",
829
       "      <td>94.75</td>\n",
830
       "      <td>48.32</td>\n",
831
       "      <td>48.87</td>\n",
832
       "      <td>9.13</td>\n",
833
       "      <td>200.98</td>\n",
834
       "    </tr>\n",
835
       "    <tr>\n",
836
       "      <th>1998</th>\n",
837
       "      <td>128.36</td>\n",
838
       "      <td>66.90</td>\n",
839
       "      <td>50.04</td>\n",
840
       "      <td>11.01</td>\n",
841
       "      <td>256.45</td>\n",
842
       "    </tr>\n",
843
       "    <tr>\n",
844
       "      <th>1999</th>\n",
845
       "      <td>126.06</td>\n",
846
       "      <td>62.67</td>\n",
847
       "      <td>52.34</td>\n",
848
       "      <td>10.04</td>\n",
849
       "      <td>251.25</td>\n",
850
       "    </tr>\n",
851
       "    <tr>\n",
852
       "      <th>2000</th>\n",
853
       "      <td>94.50</td>\n",
854
       "      <td>52.77</td>\n",
855
       "      <td>42.77</td>\n",
856
       "      <td>11.62</td>\n",
857
       "      <td>201.58</td>\n",
858
       "    </tr>\n",
859
       "    <tr>\n",
860
       "      <th>2001</th>\n",
861
       "      <td>173.98</td>\n",
862
       "      <td>94.89</td>\n",
863
       "      <td>39.86</td>\n",
864
       "      <td>22.73</td>\n",
865
       "      <td>331.47</td>\n",
866
       "    </tr>\n",
867
       "    <tr>\n",
868
       "      <th>2002</th>\n",
869
       "      <td>216.19</td>\n",
870
       "      <td>109.75</td>\n",
871
       "      <td>41.76</td>\n",
872
       "      <td>27.27</td>\n",
873
       "      <td>395.51</td>\n",
874
       "    </tr>\n",
875
       "    <tr>\n",
876
       "      <th>2003</th>\n",
877
       "      <td>193.61</td>\n",
878
       "      <td>103.81</td>\n",
879
       "      <td>34.20</td>\n",
880
       "      <td>25.92</td>\n",
881
       "      <td>357.80</td>\n",
882
       "    </tr>\n",
883
       "    <tr>\n",
884
       "      <th>2004</th>\n",
885
       "      <td>222.51</td>\n",
886
       "      <td>107.28</td>\n",
887
       "      <td>41.65</td>\n",
888
       "      <td>47.24</td>\n",
889
       "      <td>419.05</td>\n",
890
       "    </tr>\n",
891
       "    <tr>\n",
892
       "      <th>2005</th>\n",
893
       "      <td>242.15</td>\n",
894
       "      <td>121.11</td>\n",
895
       "      <td>54.27</td>\n",
896
       "      <td>40.29</td>\n",
897
       "      <td>458.31</td>\n",
898
       "    </tr>\n",
899
       "    <tr>\n",
900
       "      <th>2006</th>\n",
901
       "      <td>262.13</td>\n",
902
       "      <td>127.89</td>\n",
903
       "      <td>73.74</td>\n",
904
       "      <td>53.95</td>\n",
905
       "      <td>518.22</td>\n",
906
       "    </tr>\n",
907
       "    <tr>\n",
908
       "      <th>2007</th>\n",
909
       "      <td>309.89</td>\n",
910
       "      <td>157.82</td>\n",
911
       "      <td>60.29</td>\n",
912
       "      <td>76.75</td>\n",
913
       "      <td>605.37</td>\n",
914
       "    </tr>\n",
915
       "    <tr>\n",
916
       "      <th>2008</th>\n",
917
       "      <td>348.69</td>\n",
918
       "      <td>181.14</td>\n",
919
       "      <td>60.25</td>\n",
920
       "      <td>81.42</td>\n",
921
       "      <td>671.79</td>\n",
922
       "    </tr>\n",
923
       "    <tr>\n",
924
       "      <th>2009</th>\n",
925
       "      <td>335.55</td>\n",
926
       "      <td>187.94</td>\n",
927
       "      <td>61.89</td>\n",
928
       "      <td>73.44</td>\n",
929
       "      <td>658.88</td>\n",
930
       "    </tr>\n",
931
       "    <tr>\n",
932
       "      <th>2010</th>\n",
933
       "      <td>300.65</td>\n",
934
       "      <td>171.42</td>\n",
935
       "      <td>59.49</td>\n",
936
       "      <td>58.57</td>\n",
937
       "      <td>590.59</td>\n",
938
       "    </tr>\n",
939
       "    <tr>\n",
940
       "      <th>2011</th>\n",
941
       "      <td>238.79</td>\n",
942
       "      <td>162.97</td>\n",
943
       "      <td>53.07</td>\n",
944
       "      <td>52.75</td>\n",
945
       "      <td>507.79</td>\n",
946
       "    </tr>\n",
947
       "    <tr>\n",
948
       "      <th>2012</th>\n",
949
       "      <td>153.26</td>\n",
950
       "      <td>114.59</td>\n",
951
       "      <td>51.80</td>\n",
952
       "      <td>36.19</td>\n",
953
       "      <td>355.84</td>\n",
954
       "    </tr>\n",
955
       "    <tr>\n",
956
       "      <th>2013</th>\n",
957
       "      <td>153.65</td>\n",
958
       "      <td>121.55</td>\n",
959
       "      <td>47.69</td>\n",
960
       "      <td>38.35</td>\n",
961
       "      <td>361.24</td>\n",
962
       "    </tr>\n",
963
       "    <tr>\n",
964
       "      <th>2014</th>\n",
965
       "      <td>132.27</td>\n",
966
       "      <td>122.74</td>\n",
967
       "      <td>39.69</td>\n",
968
       "      <td>36.83</td>\n",
969
       "      <td>331.51</td>\n",
970
       "    </tr>\n",
971
       "    <tr>\n",
972
       "      <th>2015</th>\n",
973
       "      <td>106.86</td>\n",
974
       "      <td>96.72</td>\n",
975
       "      <td>34.09</td>\n",
976
       "      <td>30.31</td>\n",
977
       "      <td>268.05</td>\n",
978
       "    </tr>\n",
979
       "    <tr>\n",
980
       "      <th>2016</th>\n",
981
       "      <td>44.93</td>\n",
982
       "      <td>51.22</td>\n",
983
       "      <td>19.31</td>\n",
984
       "      <td>14.48</td>\n",
985
       "      <td>130.10</td>\n",
986
       "    </tr>\n",
987
       "    <tr>\n",
988
       "      <th>2017</th>\n",
989
       "      <td>0.00</td>\n",
990
       "      <td>0.00</td>\n",
991
       "      <td>0.06</td>\n",
992
       "      <td>0.00</td>\n",
993
       "      <td>0.06</td>\n",
994
       "    </tr>\n",
995
       "    <tr>\n",
996
       "      <th>2020</th>\n",
997
       "      <td>0.27</td>\n",
998
       "      <td>0.00</td>\n",
999
       "      <td>0.00</td>\n",
1000
       "      <td>0.02</td>\n",
1001
       "      <td>0.29</td>\n",
1002
       "    </tr>\n",
1003
       "  </tbody>\n",
1004
       "</table>\n",
1005
       "</div>\n",
1006
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1008
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1009
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       "    </div>\n",
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1081
       "  "
1082
      ],
1083
      "text/plain": [
1084
       "                 NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales\n",
1085
       "Year_of_Release                                                         \n",
1086
       "1980                10.59      0.67      0.00         0.12         11.38\n",
1087
       "1981                33.40      1.96      0.00         0.32         35.77\n",
1088
       "1982                26.92      1.65      0.00         0.31         28.86\n",
1089
       "1983                 7.76      0.80      8.10         0.14         16.79\n",
1090
       "1984                33.28      2.10     14.27         0.70         50.36\n",
1091
       "1985                33.73      4.74     14.56         0.92         53.94\n",
1092
       "1986                12.50      2.84     19.81         1.93         37.07\n",
1093
       "1987                 8.46      1.41     11.63         0.20         21.74\n",
1094
       "1988                23.87      6.59     15.76         0.99         47.22\n",
1095
       "1989                45.15      8.44     18.36         1.50         73.45\n",
1096
       "1990                25.46      7.63     14.88         1.40         49.39\n",
1097
       "1991                12.76      3.95     14.78         0.74         32.23\n",
1098
       "1992                33.89     11.71     28.91         1.65         76.17\n",
1099
       "1993                16.90      5.18     25.36         0.97         48.40\n",
1100
       "1994                28.16     14.88     33.99         2.20         79.18\n",
1101
       "1995                24.83     14.90     45.75         2.64         88.11\n",
1102
       "1996                86.76     47.26     57.44         7.69        199.15\n",
1103
       "1997                94.75     48.32     48.87         9.13        200.98\n",
1104
       "1998               128.36     66.90     50.04        11.01        256.45\n",
1105
       "1999               126.06     62.67     52.34        10.04        251.25\n",
1106
       "2000                94.50     52.77     42.77        11.62        201.58\n",
1107
       "2001               173.98     94.89     39.86        22.73        331.47\n",
1108
       "2002               216.19    109.75     41.76        27.27        395.51\n",
1109
       "2003               193.61    103.81     34.20        25.92        357.80\n",
1110
       "2004               222.51    107.28     41.65        47.24        419.05\n",
1111
       "2005               242.15    121.11     54.27        40.29        458.31\n",
1112
       "2006               262.13    127.89     73.74        53.95        518.22\n",
1113
       "2007               309.89    157.82     60.29        76.75        605.37\n",
1114
       "2008               348.69    181.14     60.25        81.42        671.79\n",
1115
       "2009               335.55    187.94     61.89        73.44        658.88\n",
1116
       "2010               300.65    171.42     59.49        58.57        590.59\n",
1117
       "2011               238.79    162.97     53.07        52.75        507.79\n",
1118
       "2012               153.26    114.59     51.80        36.19        355.84\n",
1119
       "2013               153.65    121.55     47.69        38.35        361.24\n",
1120
       "2014               132.27    122.74     39.69        36.83        331.51\n",
1121
       "2015               106.86     96.72     34.09        30.31        268.05\n",
1122
       "2016                44.93     51.22     19.31        14.48        130.10\n",
1123
       "2017                 0.00      0.00      0.06         0.00          0.06\n",
1124
       "2020                 0.27      0.00      0.00         0.02          0.29"
1125
      ]
1126
     },
1127
     "execution_count": 19,
1128
     "metadata": {},
1129
     "output_type": "execute_result"
1130
    }
1131
   ],
1132
   "source": [
1133
    "dynamics_by_region = df[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales', 'Year_of_Release']] \\\n",
1134
    "    .groupby('Year_of_Release').sum()\n",
1135
    "dynamics_by_region"
1136
   ]
1137
  },
1138
  {
1139
   "cell_type": "code",
1140
   "execution_count": null,
1141
   "metadata": {
1142
    "colab": {
1143
     "base_uri": "https://localhost:8080/",
1144
     "height": 476
1145
    },
1146
    "id": "-s1tlY8D448L",
1147
    "outputId": "d49ae91d-8125-4123-ddc5-d9101fd10a1b",
1148
    "scrolled": false
1149
   },
1150
   "outputs": [
1151
    {
1152
     "data": {
1153
      "text/plain": [
1154
       "Text(0, 0.5, 'Продажи, млн.')"
1155
      ]
1156
     },
1157
     "execution_count": 20,
1158
     "metadata": {},
1159
     "output_type": "execute_result"
1160
    },
1161
    {
1162
     "data": {
1163
      "image/png": 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\n",
1164
      "text/plain": [
1165
       "<Figure size 792x504 with 1 Axes>"
1166
      ]
1167
     },
1168
     "metadata": {
1169
      "needs_background": "light"
1170
     },
1171
     "output_type": "display_data"
1172
    }
1173
   ],
1174
   "source": [
1175
    "# применяем функцию plot из matplotlib\n",
1176
    "# для каждой дополнительной настройки есть своя функция\n",
1177
    "plt.plot(dynamics_by_region.index, dynamics_by_region['Global_Sales'])\n",
1178
    "plt.title('Динамика продаж видеоигр')\n",
1179
    "plt.xlabel('Год')\n",
1180
    "plt.ylabel('Продажи, млн.')\n",
1181
    "# plt.savefig('11.jpeg')"
1182
   ]
1183
  },
1184
  {
1185
   "cell_type": "code",
1186
   "execution_count": null,
1187
   "metadata": {
1188
    "colab": {
1189
     "base_uri": "https://localhost:8080/",
1190
     "height": 476
1191
    },
1192
    "id": "PrwsOcFY448M",
1193
    "outputId": "33212da3-5c91-406e-b713-a5139f78cacb",
1194
    "scrolled": false
1195
   },
1196
   "outputs": [
1197
    {
1198
     "data": {
1199
      "text/plain": [
1200
       "<matplotlib.legend.Legend at 0x7f195cd39d30>"
1201
      ]
1202
     },
1203
     "execution_count": 21,
1204
     "metadata": {},
1205
     "output_type": "execute_result"
1206
    },
1207
    {
1208
     "data": {
1209
      "image/png": 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\n",
1210
      "text/plain": [
1211
       "<Figure size 792x504 with 1 Axes>"
1212
      ]
1213
     },
1214
     "metadata": {
1215
      "needs_background": "light"
1216
     },
1217
     "output_type": "display_data"
1218
    }
1219
   ],
1220
   "source": [
1221
    "# можем использовать цикл, чтобы построить графики для каждого региона\n",
1222
    "for region in dynamics_by_region.columns:\n",
1223
    "    plt.plot(dynamics_by_region.index, dynamics_by_region[region])\n",
1224
    "plt.title('Динамика продаж видеоигр')\n",
1225
    "plt.xlabel('Год')\n",
1226
    "plt.ylabel('Продажи, млн.') \n",
1227
    "plt.legend(dynamics_by_region)"
1228
   ]
1229
  },
1230
  {
1231
   "cell_type": "markdown",
1232
   "metadata": {
1233
    "id": "xQd0VPkk448M"
1234
   },
1235
   "source": [
1236
    "Метод .plot() в pandas основан на matplotlib. Если мы работаем с датафреймами, то это, как правило, более удобный вариант, чем использование matplotlib самой по себе. Мы сконцентрируемся на этом варианте.\n",
1237
    "\n",
1238
    "Документация: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html"
1239
   ]
1240
  },
1241
  {
1242
   "cell_type": "code",
1243
   "execution_count": null,
1244
   "metadata": {
1245
    "colab": {
1246
     "base_uri": "https://localhost:8080/",
1247
     "height": 476
1248
    },
1249
    "id": "gAndsbzR448N",
1250
    "outputId": "d285cb81-3f45-4563-c52b-d54b9e07d0a6",
1251
    "scrolled": false
1252
   },
1253
   "outputs": [
1254
    {
1255
     "data": {
1256
      "text/plain": [
1257
       "<AxesSubplot:title={'center':'Динамика продаж видеоигр'}, xlabel='Год', ylabel='Продажи, млн.'>"
1258
      ]
1259
     },
1260
     "execution_count": 22,
1261
     "metadata": {},
1262
     "output_type": "execute_result"
1263
    },
1264
    {
1265
     "data": {
1266
      "image/png": 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\n",
1267
      "text/plain": [
1268
       "<Figure size 792x504 with 1 Axes>"
1269
      ]
1270
     },
1271
     "metadata": {
1272
      "needs_background": "light"
1273
     },
1274
     "output_type": "display_data"
1275
    }
1276
   ],
1277
   "source": [
1278
    "# если работает с табличными структурами, то можем воспользоваться функционалом, \n",
1279
    "# встроенным в pandas. Так удобнее\n",
1280
    "# Метод plot по-умолчанию использует индекс датафрейма для оси X\n",
1281
    "# метод plot по-умолчанию строит график\n",
1282
    "dynamics_by_region['Global_Sales'].plot(title='Динамика продаж видеоигр',\n",
1283
    "                                        xlabel='Год', \n",
1284
    "                                        ylabel='Продажи, млн.')"
1285
   ]
1286
  },
1287
  {
1288
   "cell_type": "code",
1289
   "execution_count": null,
1290
   "metadata": {
1291
    "colab": {
1292
     "base_uri": "https://localhost:8080/",
1293
     "height": 476
1294
    },
1295
    "id": "cKv3BxyY448N",
1296
    "outputId": "a537bee4-8810-4be7-ebe3-e9c996ff172e",
1297
    "scrolled": false
1298
   },
1299
   "outputs": [
1300
    {
1301
     "data": {
1302
      "text/plain": [
1303
       "<matplotlib.legend.Legend at 0x7f195d1ac310>"
1304
      ]
1305
     },
1306
     "execution_count": 23,
1307
     "metadata": {},
1308
     "output_type": "execute_result"
1309
    },
1310
    {
1311
     "data": {
1312
      "image/png": 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\n",
1313
      "text/plain": [
1314
       "<Figure size 792x504 with 1 Axes>"
1315
      ]
1316
     },
1317
     "metadata": {
1318
      "needs_background": "light"
1319
     },
1320
     "output_type": "display_data"
1321
    }
1322
   ],
1323
   "source": [
1324
    "# plot без цикла построит графики для каждого региона (столбца)\n",
1325
    "# если у plot нету нужных методов, то можно применить функции matplotlib\n",
1326
    "dynamics_by_region.plot(title='Динамика продаж видеоигр', \n",
1327
    "                             xlabel='Год', \n",
1328
    "                             ylabel='Продажи, млн.')\n",
1329
    "plt.text(2007, 680, 'Почему отсюда начался спад?')  \n",
1330
    "\n",
1331
    "plt.legend(loc='upper left')"
1332
   ]
1333
  },
1334
  {
1335
   "cell_type": "markdown",
1336
   "metadata": {
1337
    "id": "uNh9R59d448N"
1338
   },
1339
   "source": [
1340
    "## Area chart"
1341
   ]
1342
  },
1343
  {
1344
   "cell_type": "code",
1345
   "execution_count": null,
1346
   "metadata": {
1347
    "colab": {
1348
     "base_uri": "https://localhost:8080/",
1349
     "height": 476
1350
    },
1351
    "id": "6LX-3xqM448O",
1352
    "outputId": "aad26fb9-5d39-4e96-818c-ac802e33adbf",
1353
    "scrolled": false
1354
   },
1355
   "outputs": [
1356
    {
1357
     "data": {
1358
      "text/plain": [
1359
       "<AxesSubplot:title={'center':'Динамика продаж видеоигр'}, xlabel='Год', ylabel='Продажи, млн.'>"
1360
      ]
1361
     },
1362
     "execution_count": 25,
1363
     "metadata": {},
1364
     "output_type": "execute_result"
1365
    },
1366
    {
1367
     "data": {
1368
      "image/png": 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\n",
1369
      "text/plain": [
1370
       "<Figure size 792x504 with 1 Axes>"
1371
      ]
1372
     },
1373
     "metadata": {
1374
      "needs_background": "light"
1375
     },
1376
     "output_type": "display_data"
1377
    }
1378
   ],
1379
   "source": [
1380
    "# по-умолчанию  Area chart всегда накопительный\n",
1381
    "dynamics_by_region.drop('Global_Sales', axis=1).plot(kind='area',\n",
1382
    "                             title='Динамика продаж видеоигр', \n",
1383
    "                             xlabel='Год', \n",
1384
    "                                stacked=False,\n",
1385
    "                             ylabel='Продажи, млн.')"
1386
   ]
1387
  },
1388
  {
1389
   "cell_type": "markdown",
1390
   "metadata": {
1391
    "id": "GUrkgvru448O"
1392
   },
1393
   "source": [
1394
    "# Гистограммы"
1395
   ]
1396
  },
1397
  {
1398
   "cell_type": "code",
1399
   "execution_count": null,
1400
   "metadata": {
1401
    "colab": {
1402
     "base_uri": "https://localhost:8080/",
1403
     "height": 462
1404
    },
1405
    "id": "lQ7kvuMJ448O",
1406
    "outputId": "4b6322ee-745d-4851-82da-524796501d31",
1407
    "scrolled": false
1408
   },
1409
   "outputs": [
1410
    {
1411
     "data": {
1412
      "text/plain": [
1413
       "<AxesSubplot:title={'center':'Распределение оценок пользователей'}, ylabel='Frequency'>"
1414
      ]
1415
     },
1416
     "execution_count": 30,
1417
     "metadata": {},
1418
     "output_type": "execute_result"
1419
    },
1420
    {
1421
     "data": {
1422
      "image/png": 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\n",
1423
      "text/plain": [
1424
       "<Figure size 792x504 with 1 Axes>"
1425
      ]
1426
     },
1427
     "metadata": {
1428
      "needs_background": "light"
1429
     },
1430
     "output_type": "display_data"
1431
    }
1432
   ],
1433
   "source": [
1434
    "# распределение оценок пользователей\n",
1435
    "df['User_Score'].plot(kind='hist', \n",
1436
    "                   title='Распределение оценок пользователей', bins=20)"
1437
   ]
1438
  },
1439
  {
1440
   "cell_type": "code",
1441
   "execution_count": null,
1442
   "metadata": {
1443
    "colab": {
1444
     "base_uri": "https://localhost:8080/",
1445
     "height": 462
1446
    },
1447
    "id": "-GRA-N1W448P",
1448
    "outputId": "34f6ccff-2b24-4982-9b09-9f3186e2d25e",
1449
    "scrolled": false
1450
   },
1451
   "outputs": [
1452
    {
1453
     "data": {
1454
      "text/plain": [
1455
       "<AxesSubplot:title={'center':'Распределение оценок критиков'}, ylabel='Frequency'>"
1456
      ]
1457
     },
1458
     "execution_count": 27,
1459
     "metadata": {},
1460
     "output_type": "execute_result"
1461
    },
1462
    {
1463
     "data": {
1464
      "image/png": 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\n",
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      "text/plain": [
1466
       "<Figure size 792x504 with 1 Axes>"
1467
      ]
1468
     },
1469
     "metadata": {
1470
      "needs_background": "light"
1471
     },
1472
     "output_type": "display_data"
1473
    }
1474
   ],
1475
   "source": [
1476
    "# распределение оценок критиков\n",
1477
    "df['Critic_Score'].plot(kind='hist', \n",
1478
    "                     title='Распределение оценок критиков', bins=20)"
1479
   ]
1480
  },
1481
  {
1482
   "cell_type": "code",
1483
   "execution_count": null,
1484
   "metadata": {
1485
    "colab": {
1486
     "base_uri": "https://localhost:8080/",
1487
     "height": 462
1488
    },
1489
    "id": "o2RuMI3R448P",
1490
    "outputId": "7e38a9f4-e298-4ffe-c5b7-defcd09048de"
1491
   },
1492
   "outputs": [
1493
    {
1494
     "data": {
1495
      "text/plain": [
1496
       "Text(0.5, 1.0, 'Сравнение распределений оценок видеоигр')"
1497
      ]
1498
     },
1499
     "execution_count": 28,
1500
     "metadata": {},
1501
     "output_type": "execute_result"
1502
    },
1503
    {
1504
     "data": {
1505
      "image/png": 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\n",
1506
      "text/plain": [
1507
       "<Figure size 792x504 with 1 Axes>"
1508
      ]
1509
     },
1510
     "metadata": {
1511
      "needs_background": "light"
1512
     },
1513
     "output_type": "display_data"
1514
    }
1515
   ],
1516
   "source": [
1517
    "# сравнение\n",
1518
    "df['Critic_Score'].plot(kind='hist', \n",
1519
    "                     alpha = 0.5,\n",
1520
    "                     bins=20,\n",
1521
    "                     density = True)\n",
1522
    "\n",
1523
    "\n",
1524
    "df['User_Score'].plot(kind='hist', \n",
1525
    "                     alpha = 0.5,\n",
1526
    "                     bins=20,\n",
1527
    "                     density = True)\n",
1528
    "plt.legend(loc='upper left')\n",
1529
    "plt.title('Сравнение распределений оценок видеоигр')"
1530
   ]
1531
  },
1532
  {
1533
   "cell_type": "markdown",
1534
   "metadata": {
1535
    "id": "9X-cdJ3r448P"
1536
   },
1537
   "source": [
1538
    "## Столбчатая диаграмма"
1539
   ]
1540
  },
1541
  {
1542
   "cell_type": "code",
1543
   "execution_count": null,
1544
   "metadata": {
1545
    "colab": {
1546
     "base_uri": "https://localhost:8080/",
1547
     "height": 1000
1548
    },
1549
    "id": "Hp4877H1448Q",
1550
    "outputId": "fedd6f66-fd91-4ce0-88a9-5f3deb112f15",
1551
    "scrolled": false
1552
   },
1553
   "outputs": [
1554
    {
1555
     "data": {
1556
      "text/html": [
1557
       "\n",
1558
       "  <div id=\"df-831c4bff-a525-4044-a995-b38eec93a222\">\n",
1559
       "    <div class=\"colab-df-container\">\n",
1560
       "      <div>\n",
1561
       "<style scoped>\n",
1562
       "    .dataframe tbody tr th:only-of-type {\n",
1563
       "        vertical-align: middle;\n",
1564
       "    }\n",
1565
       "\n",
1566
       "    .dataframe tbody tr th {\n",
1567
       "        vertical-align: top;\n",
1568
       "    }\n",
1569
       "\n",
1570
       "    .dataframe thead th {\n",
1571
       "        text-align: right;\n",
1572
       "    }\n",
1573
       "</style>\n",
1574
       "<table border=\"1\" class=\"dataframe\">\n",
1575
       "  <thead>\n",
1576
       "    <tr style=\"text-align: right;\">\n",
1577
       "      <th></th>\n",
1578
       "      <th>Name</th>\n",
1579
       "    </tr>\n",
1580
       "    <tr>\n",
1581
       "      <th>Platform</th>\n",
1582
       "      <th></th>\n",
1583
       "    </tr>\n",
1584
       "  </thead>\n",
1585
       "  <tbody>\n",
1586
       "    <tr>\n",
1587
       "      <th>2600</th>\n",
1588
       "      <td>133</td>\n",
1589
       "    </tr>\n",
1590
       "    <tr>\n",
1591
       "      <th>3DO</th>\n",
1592
       "      <td>3</td>\n",
1593
       "    </tr>\n",
1594
       "    <tr>\n",
1595
       "      <th>3DS</th>\n",
1596
       "      <td>520</td>\n",
1597
       "    </tr>\n",
1598
       "    <tr>\n",
1599
       "      <th>DC</th>\n",
1600
       "      <td>52</td>\n",
1601
       "    </tr>\n",
1602
       "    <tr>\n",
1603
       "      <th>DS</th>\n",
1604
       "      <td>2152</td>\n",
1605
       "    </tr>\n",
1606
       "    <tr>\n",
1607
       "      <th>GB</th>\n",
1608
       "      <td>98</td>\n",
1609
       "    </tr>\n",
1610
       "    <tr>\n",
1611
       "      <th>GBA</th>\n",
1612
       "      <td>822</td>\n",
1613
       "    </tr>\n",
1614
       "    <tr>\n",
1615
       "      <th>GC</th>\n",
1616
       "      <td>556</td>\n",
1617
       "    </tr>\n",
1618
       "    <tr>\n",
1619
       "      <th>GEN</th>\n",
1620
       "      <td>27</td>\n",
1621
       "    </tr>\n",
1622
       "    <tr>\n",
1623
       "      <th>GG</th>\n",
1624
       "      <td>1</td>\n",
1625
       "    </tr>\n",
1626
       "    <tr>\n",
1627
       "      <th>N64</th>\n",
1628
       "      <td>319</td>\n",
1629
       "    </tr>\n",
1630
       "    <tr>\n",
1631
       "      <th>NES</th>\n",
1632
       "      <td>98</td>\n",
1633
       "    </tr>\n",
1634
       "    <tr>\n",
1635
       "      <th>NG</th>\n",
1636
       "      <td>12</td>\n",
1637
       "    </tr>\n",
1638
       "    <tr>\n",
1639
       "      <th>PC</th>\n",
1640
       "      <td>974</td>\n",
1641
       "    </tr>\n",
1642
       "    <tr>\n",
1643
       "      <th>PCFX</th>\n",
1644
       "      <td>1</td>\n",
1645
       "    </tr>\n",
1646
       "    <tr>\n",
1647
       "      <th>PS</th>\n",
1648
       "      <td>1197</td>\n",
1649
       "    </tr>\n",
1650
       "    <tr>\n",
1651
       "      <th>PS2</th>\n",
1652
       "      <td>2161</td>\n",
1653
       "    </tr>\n",
1654
       "    <tr>\n",
1655
       "      <th>PS3</th>\n",
1656
       "      <td>1331</td>\n",
1657
       "    </tr>\n",
1658
       "    <tr>\n",
1659
       "      <th>PS4</th>\n",
1660
       "      <td>393</td>\n",
1661
       "    </tr>\n",
1662
       "    <tr>\n",
1663
       "      <th>PSP</th>\n",
1664
       "      <td>1209</td>\n",
1665
       "    </tr>\n",
1666
       "    <tr>\n",
1667
       "      <th>PSV</th>\n",
1668
       "      <td>432</td>\n",
1669
       "    </tr>\n",
1670
       "    <tr>\n",
1671
       "      <th>SAT</th>\n",
1672
       "      <td>173</td>\n",
1673
       "    </tr>\n",
1674
       "    <tr>\n",
1675
       "      <th>SCD</th>\n",
1676
       "      <td>6</td>\n",
1677
       "    </tr>\n",
1678
       "    <tr>\n",
1679
       "      <th>SNES</th>\n",
1680
       "      <td>239</td>\n",
1681
       "    </tr>\n",
1682
       "    <tr>\n",
1683
       "      <th>TG16</th>\n",
1684
       "      <td>2</td>\n",
1685
       "    </tr>\n",
1686
       "    <tr>\n",
1687
       "      <th>WS</th>\n",
1688
       "      <td>6</td>\n",
1689
       "    </tr>\n",
1690
       "    <tr>\n",
1691
       "      <th>Wii</th>\n",
1692
       "      <td>1320</td>\n",
1693
       "    </tr>\n",
1694
       "    <tr>\n",
1695
       "      <th>WiiU</th>\n",
1696
       "      <td>147</td>\n",
1697
       "    </tr>\n",
1698
       "    <tr>\n",
1699
       "      <th>X360</th>\n",
1700
       "      <td>1262</td>\n",
1701
       "    </tr>\n",
1702
       "    <tr>\n",
1703
       "      <th>XB</th>\n",
1704
       "      <td>824</td>\n",
1705
       "    </tr>\n",
1706
       "    <tr>\n",
1707
       "      <th>XOne</th>\n",
1708
       "      <td>247</td>\n",
1709
       "    </tr>\n",
1710
       "  </tbody>\n",
1711
       "</table>\n",
1712
       "</div>\n",
1713
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-831c4bff-a525-4044-a995-b38eec93a222')\"\n",
1714
       "              title=\"Convert this dataframe to an interactive table.\"\n",
1715
       "              style=\"display:none;\">\n",
1716
       "        \n",
1717
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
1718
       "       width=\"24px\">\n",
1719
       "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
1720
       "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
1721
       "  </svg>\n",
1722
       "      </button>\n",
1723
       "      \n",
1724
       "  <style>\n",
1725
       "    .colab-df-container {\n",
1726
       "      display:flex;\n",
1727
       "      flex-wrap:wrap;\n",
1728
       "      gap: 12px;\n",
1729
       "    }\n",
1730
       "\n",
1731
       "    .colab-df-convert {\n",
1732
       "      background-color: #E8F0FE;\n",
1733
       "      border: none;\n",
1734
       "      border-radius: 50%;\n",
1735
       "      cursor: pointer;\n",
1736
       "      display: none;\n",
1737
       "      fill: #1967D2;\n",
1738
       "      height: 32px;\n",
1739
       "      padding: 0 0 0 0;\n",
1740
       "      width: 32px;\n",
1741
       "    }\n",
1742
       "\n",
1743
       "    .colab-df-convert:hover {\n",
1744
       "      background-color: #E2EBFA;\n",
1745
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
1746
       "      fill: #174EA6;\n",
1747
       "    }\n",
1748
       "\n",
1749
       "    [theme=dark] .colab-df-convert {\n",
1750
       "      background-color: #3B4455;\n",
1751
       "      fill: #D2E3FC;\n",
1752
       "    }\n",
1753
       "\n",
1754
       "    [theme=dark] .colab-df-convert:hover {\n",
1755
       "      background-color: #434B5C;\n",
1756
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
1757
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
1758
       "      fill: #FFFFFF;\n",
1759
       "    }\n",
1760
       "  </style>\n",
1761
       "\n",
1762
       "      <script>\n",
1763
       "        const buttonEl =\n",
1764
       "          document.querySelector('#df-831c4bff-a525-4044-a995-b38eec93a222 button.colab-df-convert');\n",
1765
       "        buttonEl.style.display =\n",
1766
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
1767
       "\n",
1768
       "        async function convertToInteractive(key) {\n",
1769
       "          const element = document.querySelector('#df-831c4bff-a525-4044-a995-b38eec93a222');\n",
1770
       "          const dataTable =\n",
1771
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
1772
       "                                                     [key], {});\n",
1773
       "          if (!dataTable) return;\n",
1774
       "\n",
1775
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
1776
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
1777
       "            + ' to learn more about interactive tables.';\n",
1778
       "          element.innerHTML = '';\n",
1779
       "          dataTable['output_type'] = 'display_data';\n",
1780
       "          await google.colab.output.renderOutput(dataTable, element);\n",
1781
       "          const docLink = document.createElement('div');\n",
1782
       "          docLink.innerHTML = docLinkHtml;\n",
1783
       "          element.appendChild(docLink);\n",
1784
       "        }\n",
1785
       "      </script>\n",
1786
       "    </div>\n",
1787
       "  </div>\n",
1788
       "  "
1789
      ],
1790
      "text/plain": [
1791
       "          Name\n",
1792
       "Platform      \n",
1793
       "2600       133\n",
1794
       "3DO          3\n",
1795
       "3DS        520\n",
1796
       "DC          52\n",
1797
       "DS        2152\n",
1798
       "GB          98\n",
1799
       "GBA        822\n",
1800
       "GC         556\n",
1801
       "GEN         27\n",
1802
       "GG           1\n",
1803
       "N64        319\n",
1804
       "NES         98\n",
1805
       "NG          12\n",
1806
       "PC         974\n",
1807
       "PCFX         1\n",
1808
       "PS        1197\n",
1809
       "PS2       2161\n",
1810
       "PS3       1331\n",
1811
       "PS4        393\n",
1812
       "PSP       1209\n",
1813
       "PSV        432\n",
1814
       "SAT        173\n",
1815
       "SCD          6\n",
1816
       "SNES       239\n",
1817
       "TG16         2\n",
1818
       "WS           6\n",
1819
       "Wii       1320\n",
1820
       "WiiU       147\n",
1821
       "X360      1262\n",
1822
       "XB         824\n",
1823
       "XOne       247"
1824
      ]
1825
     },
1826
     "execution_count": 33,
1827
     "metadata": {},
1828
     "output_type": "execute_result"
1829
    }
1830
   ],
1831
   "source": [
1832
    "# количество игр в разрезе платформ\n",
1833
    "games_by_platforms = df[['Name', 'Platform']].groupby('Platform').count()\n",
1834
    "games_by_platforms"
1835
   ]
1836
  },
1837
  {
1838
   "cell_type": "code",
1839
   "execution_count": null,
1840
   "metadata": {
1841
    "colab": {
1842
     "base_uri": "https://localhost:8080/",
1843
     "height": 493
1844
    },
1845
    "id": "5YFo3_MP448Q",
1846
    "outputId": "6bb7100b-cd75-4cc3-e89d-d9feb65de618",
1847
    "scrolled": false
1848
   },
1849
   "outputs": [
1850
    {
1851
     "data": {
1852
      "text/plain": [
1853
       "<AxesSubplot:title={'center':'Топ 5 платформ по количеству и игр'}, xlabel='Платформа', ylabel='Количество игр'>"
1854
      ]
1855
     },
1856
     "execution_count": 38,
1857
     "metadata": {},
1858
     "output_type": "execute_result"
1859
    },
1860
    {
1861
     "data": {
1862
      "image/png": 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\n",
1863
      "text/plain": [
1864
       "<Figure size 792x504 with 1 Axes>"
1865
      ]
1866
     },
1867
     "metadata": {
1868
      "needs_background": "light"
1869
     },
1870
     "output_type": "display_data"
1871
    }
1872
   ],
1873
   "source": [
1874
    "games_by_platforms.loc[['PC', 'X360', 'PS3', 'PS4', 'XOne']].sort_values(by='Name', ascending=False).plot(kind='bar', \n",
1875
    "                                                                  title='Топ 5 платформ по количеству и игр',\n",
1876
    "                                                                  xlabel='Платформа',\n",
1877
    "                                                                  ylabel='Количество игр')"
1878
   ]
1879
  },
1880
  {
1881
   "cell_type": "code",
1882
   "execution_count": null,
1883
   "metadata": {
1884
    "colab": {
1885
     "base_uri": "https://localhost:8080/",
1886
     "height": 510
1887
    },
1888
    "id": "BSUSJor2448R",
1889
    "outputId": "74a790c5-5b4f-4c61-910a-0b8f99ec6727",
1890
    "scrolled": false
1891
   },
1892
   "outputs": [
1893
    {
1894
     "data": {
1895
      "image/png": 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\n",
1896
      "text/plain": [
1897
       "<Figure size 792x504 with 1 Axes>"
1898
      ]
1899
     },
1900
     "metadata": {
1901
      "needs_background": "light"
1902
     },
1903
     "output_type": "display_data"
1904
    }
1905
   ],
1906
   "source": [
1907
    "# топ-5 жанров по продажам\n",
1908
    "top5_genres = df[['Global_Sales', 'Genre']].groupby('Genre').sum().sort_values('Global_Sales', ascending=False).head(5)\n",
1909
    "top5_genres.plot(kind='bar', title='Топ 5 жанров по продажам',\n",
1910
    "                             xlabel='Платформа',\n",
1911
    "                             ylabel='Количество игр')\n",
1912
    "for i, val in enumerate(top5_genres.values):\n",
1913
    "    plt.text(i, val, int(val), horizontalalignment='center', verticalalignment='bottom', fontdict={'size':14})\n",
1914
    "\n"
1915
   ]
1916
  },
1917
  {
1918
   "cell_type": "code",
1919
   "execution_count": null,
1920
   "metadata": {
1921
    "colab": {
1922
     "base_uri": "https://localhost:8080/",
1923
     "height": 478
1924
    },
1925
    "id": "0uTgVpnu448R",
1926
    "outputId": "9d489c26-c9d8-4ebd-81b8-443dc64e81bc",
1927
    "scrolled": false
1928
   },
1929
   "outputs": [
1930
    {
1931
     "data": {
1932
      "text/plain": [
1933
       "<AxesSubplot:xlabel='Year_of_Release'>"
1934
      ]
1935
     },
1936
     "execution_count": 40,
1937
     "metadata": {},
1938
     "output_type": "execute_result"
1939
    },
1940
    {
1941
     "data": {
1942
      "image/png": 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\n",
1943
      "text/plain": [
1944
       "<Figure size 792x504 with 1 Axes>"
1945
      ]
1946
     },
1947
     "metadata": {
1948
      "needs_background": "light"
1949
     },
1950
     "output_type": "display_data"
1951
    }
1952
   ],
1953
   "source": [
1954
    "# динамика продаж в разрезе регионов. Выглядит фигово\n",
1955
    "dynamics_by_region.plot(kind='bar')"
1956
   ]
1957
  },
1958
  {
1959
   "cell_type": "code",
1960
   "execution_count": null,
1961
   "metadata": {
1962
    "colab": {
1963
     "base_uri": "https://localhost:8080/",
1964
     "height": 316
1965
    },
1966
    "id": "hHehGCIR448S",
1967
    "outputId": "a856017c-e94f-4614-ff4d-a881b395883a",
1968
    "scrolled": false
1969
   },
1970
   "outputs": [
1971
    {
1972
     "data": {
1973
      "text/plain": [
1974
       "<AxesSubplot:xlabel='Year_of_Release'>"
1975
      ]
1976
     },
1977
     "execution_count": 47,
1978
     "metadata": {},
1979
     "output_type": "execute_result"
1980
    },
1981
    {
1982
     "data": {
1983
      "image/png": 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\n",
1984
      "text/plain": [
1985
       "<Figure size 864x288 with 1 Axes>"
1986
      ]
1987
     },
1988
     "metadata": {
1989
      "needs_background": "light"
1990
     },
1991
     "output_type": "display_data"
1992
    }
1993
   ],
1994
   "source": [
1995
    "# Сделаем с накоплением!\n",
1996
    "dynamics_by_region.drop('Global_Sales', axis=1).plot(kind='bar', stacked=True, figsize=(12, 4))"
1997
   ]
1998
  },
1999
  {
2000
   "cell_type": "markdown",
2001
   "metadata": {
2002
    "id": "n_hbQ5KX448S"
2003
   },
2004
   "source": [
2005
    "## Круговая диаграмма"
2006
   ]
2007
  },
2008
  {
2009
   "cell_type": "code",
2010
   "execution_count": null,
2011
   "metadata": {
2012
    "colab": {
2013
     "base_uri": "https://localhost:8080/",
2014
     "height": 445
2015
    },
2016
    "id": "xfCjDZN1448S",
2017
    "outputId": "ff60e188-5518-4440-e04e-bc8653729b48",
2018
    "scrolled": false
2019
   },
2020
   "outputs": [
2021
    {
2022
     "data": {
2023
      "text/plain": [
2024
       "<AxesSubplot:title={'center':'Количество игр по платформам'}, ylabel='Platform'>"
2025
      ]
2026
     },
2027
     "execution_count": 48,
2028
     "metadata": {},
2029
     "output_type": "execute_result"
2030
    },
2031
    {
2032
     "data": {
2033
      "image/png": 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DAA2S1Ga2DX2EXABvA9iD/NjvID+2q8J9ggGEECCBT+S+lntx7mu5m6GtlO+qbk2/p14IUG/JAfAWgI3Ij+3X84OCnhHlGAS9Qo9q+yWAi8y2JRSolyWRFcA3ZgBYjfzYDwE8ivz6g2YbJAg+QoAEXpH7Wm4GgGcAfNtsW0KJekkWAuQf3wBwOfJjfw8gH/n1VWYbJAgeQoAE3aJHtj0M4EcAIkw2J+SokyS32Tb0AywA7gVwPfJj86GtIwpUuXNBCCHmgARd8tXl4y+GFr30cwjx6ZR6WRIRXcYRA+BZAFuQHzvdbGMEgUcIkOA8irJzBhdl57z91GvK88Q80JJt9op6SRLrGIxnMrQghZeQHxtjtjGCwCEESHCGouwcKsrOuQPAfgCLI5wY991V6lqz7QplGiTxEwoQEoAlAIqQHyvmHfsp4tcjAAAUZecMB1AALalkXPv2r2/kibFNfNosu0KdRkkSueACSyqAfyA/9iPkxw7kzOP9EiFAAhRl59wMYCc6ydtGQOxP3lZEiGwXNEskfkPB4XIAhciPvdpsQwTGIX48A5ii7JzEouycdwG8CiC6q+MyTmPutIPqzqAZ1odoIUlEkgaPRADvID/2b8iPFWUw+gFCgAYoRdk5lwLYDeBb3hz/4AdqtKywWPPSgTaJbGbbMAD5HoDdyI9daLYhAv8QAjTAKMrOCSvKznkBwCfQxte9wqZgxF0fq+sCZ1nfxElkN9uGAUoGgC+RH/sM8mPFTUAfRQjQAKIoO2cCgK0A7gfQ62SQ8/fwzME1XGq4YX0YF1GY2TYMYAjAQwDWID92wCXC7Q8IARogFGXnfBfABgDjfG2DgPAn31TKjLOq7+MWC3RDgRkAtiM/9lKzDRH0DiFAfkJEzxHRgx7PPyWiP3k8X05ETxDRUv35XUR0Q7DsK8rOkYuyc5YDeAMGXCyTGjHjoh3qJv8t6x+ogKiGGhokAfgP8mOfFKUe+g5CgPxnHYA5AEBEErQfgqeXMQfAZ8y8DACY+RVmfj0YhhVl5yQC+BRahVLDuO1Tdajdyc1GttmHiTLbAMEZJAD5AD5GfmyiybYIvEAIkP+sBzBb/38ctOJsjUQUT9oEdQ6ACUT0GwAgonwiejjQRhVl50yGNt9jeNkEmZH60D/VLUa32ychkluJWsw2Q3AOXwWwDfmxE802RNA9QoD8hJnLALiJKAOat7MBwCZoojQNWjJPZzBt0ud71gHIClQfE4/xvOHlfChQ7fclmiQS3mDokQlgLfJjLzfbEEHXCAEyhvXQxKddgDZ4PA9a6HJRdo5UlJ3zDLT5noDOTRBg+fHbSiuYB3wyzkZJEh5QaBIF4EPkx95ntiGCzhECZAzt80C50IbgNkLzgOZAE6eAU5SdYwPwNrSw1KAQ1YYJ314rkpU2iLLcoYwM4EXkx76I/FhxvQsxxAdiDOsBLAJQw8wKM9dAS+g5G0EQoKLsnGgA/4EJ1Uq/tZbHRbdwTbD7DSWEAPUJ7gPwAfJjI802RHAWIUDGUAgt+m1jh231zBzQEsNF2TmDoWWxvjCQ/XSFBCQ8vkLZa0bfoUKdLAV1jk/gM1dAW7Q62GxDBBokhvD7LkXZOSOghVmbWjSOAX5qsbRn93Ap10w7zOLR6tr11zc0zjHbDoHXHAZwMfLrT5htyEBHeEB9FD3Meh1MFh8AIIAeeU8Nk1R2m22LGdRJkmK2DYJeMRLAOuTH5phtyEBHCFAfpCg75yJow24hM5Rgd2PUrZ8OzGSl9bKkmm2DoHcwY9Ajrjteylq6crLZtgxkhAD1MYqyc74KYCW6qd9jFhfv5KlJ9Vxuth3Bpl6U5e5TMEN50n3j1neUhRcB+DJr6coZZts0UBG/nD5EUXbOVwB8ACAkSwAQEPXkm8qAG1dvlCQxkdpHYAY/5756w+vKV9qzl8QB+Dxr6cp5Jpo1YBEC1EfQC8h9gBAVn3YG12HW/MKBlaanURIuUF/hVeWy1S8qV3UUm2gAHwtPKPiIH04foCg750IAHwLoE7Vn7vpYHWJzcavZdgSLZkmSzbZB0DPvKXmrfua+fkEXu6MBfJK1dOWEYNo00BECFOIUZefMAfAv9BHxAQCLiqEPfDhwSja0SGQ12wZB93yhTC54yHX3wh4Oiwfw36ylK8cEwSQBhACFNEXZOVMAfAygz63ennaI52RU8lGz7QgGbSQEKJTZrI4puNX1SFeeT0cGAfgia+nKYYG0SaAhBChEKcrOGQttkWms2bb4AgG2J95U6s22Ixg4tLIbghBkn5qx9hrnE/N7eVoatMCEtEDYJDiLEKAQpCg7Zwg0zyfJbFv8IaYVk7++sf+vDXIT9Znh0YHEcXXwhkXOX8wGyJcKqcOhDcfFG22X4CxCgEKMouycCAD/hlbPpM/z3VXq6MhW7teekFuU5Q45TnH81oudv56mwq8AkRwA72ctXWkzyi7BuQgBCiGKsnMkaLV8pplti1FIjOSl7yi7zLYjkKh9cI6uP1PLUTsXOp4d54bFiLm5BQD+aEA7gk4QAhRaPAPgm2YbYTSjT2Le2BO8z2w7AkiU2QYINBo5fO88xwsj2mA30iu9IWvpyicMbE+gIwQoRCjKzrkHwPfNtiMQECAtfUchSeX+mbSTSGohUZbbbFrZdijP8XxqM8IDkabq/7KWrrwuAO0OaIQAhQBF2TlfA/Ci2XYEkjAXcm74ov9WT20SZblNxcmWYwscz8XVITqQQQN/zlq6Mi+A7Q84hACZTFF2zkQAK6CVDu7XXLaVJyc0cIXZdgSCJomEAJmEm6WTFzqX2ysRnxzgruzQghL6RYBQKCAEyESKsnPiALyPATKHQEDMT95SjphtRyBokKQBk3oolFCYKr/i/JW7lJNTg9RlIoB3s5auFGu/DEAIkLn8FcCAWnGdVoM5s4rU7WbbYTT1kuQw24aBhspU803nz+qPcFqwPZJp6OdD5sFCCJBJFGXnPATgG2bbYQb3/UtNsLi5X12w62TZabYNAwlmNH7H+eNThTx8lEkm3JG1dOVNJvXdbxACZAJ6gtFlZtthFlYVWfd+pG4w2w4jqZckl9k2DBSY0Xqr6+GjmzlnrMmm/DZr6cpJJtvQpxECFGSKsnOSoAUdWMy2xUzmFPGs1GruN8Xr6mSpf4aYhxjMcN7vWrL3S3XKRLNtgZYB472spSvjzDakryIEKIgUZecQgL8BSDfbFrMhIOzJN5TTZtthFPWSpJptQ3+HGcpP3Ddv/7c6J5QyhQwH8BezjeirCAEKLj8E8FWzjQgV4psx7atb+8dQXIMoyx1QmMHPuK/Z8Hflkllm29IJ38xauvJWs43oiwgBChJF2TlzAfzUbDtCjRs/V4eFO7jRbDv8pUGSfMm4LPCSPyiXr3lZ+WbHUtqhxPNZS1cON9uIvoYQoCBQlJ0TDs1N7/eLTXuLzBjyyHt9Pyy7UQhQwFjhXrDql+7relvTJ9hEAfhb1tKV4jfeC4QABYenAJgVLhryjDvB80ad5ANm2+EPzZJfaf8FXfCZMnXVY+47F5pth5fMAbDUbCP6EkKAAow+9PaA2XaEMgTIP1qhuMDcZ+dRWiRRlttoNig5BXe4Hlpoth295MmspSunmm1EX0EIUADRh95ehXifeyTSgfHXFvTdZKVtRKJomYHsUbPWXOv6cagPu3WGFcDfs5auFFVyvUBcGAPLzwGMNtuIvsI3N3BubDNXmW2HLziFABnGUXXIhiucP5/rYyntUCAbwONmG9EXEAIUIIqyc2YDeNBsO/oSBMT9+G1lv9l2+IKLSJTlNoAyTth8qfPpaQypr1+bHs1aujLHbCNCnb7+IYckRdk5YdCi3sT720syKzFvyiG1z5XwVrRV8QI/qOboHRc4np1gUClts7EB+H3W0pV91YsLCuICGRh+AmCM2Ub0VX7wvholK9yncqupQKTZNvRlGjh8z3zH86McsPWnuZM8ADebbUQoIwTIYIqyc0YBeNhsO/oyNgUj7vyPus5sO3pJFAN9NorPTFrYdmCe44WhzQjvj3Wxfp21dGWgC+X1WYQAGc8L0NxvgR8sKOQZg2u41Gw7vIaIWkhURe0tDrYcm+94PqEBUbFm2xIgEgAsN9uIUEUIkIEUZed8HcBlZtvRHyAg4sm3lDKz7egNzZLUbLYNfQkXy6UXOpaHVSGuv3sI12ctXZlnthGhiBAgg3j5ri/thWNvvUGRbOIu2CCSGjDjwp3qJrPt8JZGSXhA3qIwVXzF+SvlJJJTzLYlSDwjAhLORwiQcdx/etCUbxXkPVN/YuhF6802pr9w+ydqut3JfcKzqJekVrNt6AuoTDVXOJ9qOsqpwS6lbSYzAHzHbCNCDSFABvDyXV8mA/gxAIDklCMjrpqzeu6vd9fFjigy17K+j8xI+8H76haz7fCGBlnuV2XGAwEzGhY7f1Kxj7NGmG2LCfwya+lKu9lGhBJCgIzhpwBiPDe4rRETtk/6/pjNU5eucdhi+k3hNTOYdJTnDjvFh822oyfqJMlptg2hDDNabnY9enwLZw/UBZqZEHkhz0EIkJ+8fNeXowHc3ulOIqkpemjeutm/sBeN/m6BSrK4QPkAAdYfv6U0h3qy0npJcpttQ6jCDMcS1/1Fq9RJE8y2xWR+lLV0ZZLZRoQKQoD85wn0VOeHKKY8de6Cgrxny8qGzOoTw0mhRnQbJn5rHYf02qB6WVLMtiEUYYb7R+5bd65UZ4ks0UAsgCfNNiJUEALkBy/f9eUYANd6ezxLlqz92ddPXzv7F1sbI9OOBNC0fsm316g5US1ca7YdXVEnSarZNoQazFCXua/d9JZy0UyzbQkh7shaujLDyAaJSCGinUS0h4jeIaIIffvjRLSXiHbr+2fq298gogP68a8SmVNORAiQfzwBH95Dpz122pZpP8zcPumB1S5LeH0A7OqXSEDij/6h7DHbjq5okKSQHiI0g1eUK9b+Xrlirtl2hBg2GF+4rpWZJzHzeABOAHcR0WwAiwBMYeYJAC4GUKIf/wa0rN250PIY3mawPV4hBMhHXr7ry2z4E1ZJZKmLGz1/zdyn3YeHf3M1g8TwjReMKMe83GNqodl2dEaDLMpye/KW+4KCX7mv7Ys1fYLBLVlLV6YFqO01AEYCSAFQxcwOAGDmKmYu0///mHUAbAaQHiBbukUIkO/45P2cB0mJxRmXzC/Ie/bI6cQJO/1ur59DAD36rmqTVA45wW6U+nwJAcP4WJmx6ofu2xeYbUcIYwfwmNGNEpEFWjaWQgCfARhKRAeJ6LdEdN7noQ+9XQ/gE6Nt8Qbxg/GBl+/6MgfAYiPbVGXb6MLcOydtmJm/sSU8qe/kQDMBuxtjbv4s9KqnNpPUfTDKAGGdMq7gHteDC822ow9we9bSlUMMaiuciHYC2AqgGMCfmbkJwFQAdwA4DWAFEd3U4bzfAljNzGsMsqNXCAHyDWO8n05oDU+etXFGftLucXcUKJKtT2QAMINLd/DUxHouN9sOT1olsphtg9nsVoetuc71uPB8vCMMwKMGtdU+BzSJme9jZicAMLPCzKuY+UkASwB8q/0EInoSQDKAHxhkQ68RAtRLXr7ry1EArgloJ0RhVckTFxTkLW84MfSS9SLN//kQEPXkm8pxs+3wpG2Al+U+rKau/4bzZyLgoHfcmbV05aBANExEY4holMemSQBO6PtuA/AVANcys2nRm0KAes99CNb7RlLKkRHfnLNm3q/31MaO2heUPvsQQ+owe95edavZdrTjJBqwaVZOcuLmrzh/NaMflNIONhEA7g1Q21EAXiOifUS0G8BYAPn6vlcADAawQQ/PfiJANnQLhfji8pDi5bu+jAZwEkB00Dtn5qjmk+sn7v7tKLuzPiB3TH0Rt4TiGx+SB7ksZHolTSvzse3HS4aZbUewqeKY7XMcL41zwjpgBdhPKgFkHF92+YDLJSjuVnrHzTBDfACAiJqi0ueum/1U+L4x1xeoZBlwX9bOsKjIeOBDdaPZdgCAot3NDijqOaJwvuP5MUJ8/GIQgOvMNsIMhAB5yct3fUnQJvHMhSj6VMqsBQV5y0+VpczZbLY5ocD0gzxnaCUfM9sOFYg024Zg0sL2/fMcL2S0IGxAve4AMSCTlAoB8p7LAIzq8aggwZIlc/+Y62asnfPLbY1RQ0M+U3QgIcD2xFtKndl2AIgcKAEjDrYeyXM8n9SIyP5aSjvYTBiIVVOFAHnP/WYb0BlOW8zULVMfy9o26furXZaIOrPtMYvYFky+YqNqbrJSImoh6veh8y6WSy5wLI+oRqzI6mws5o+wBBkRhOAFetLRIgChnWqFuWZo6Zd7Rh55fy6BB9yiSJVw+pYHZVtLGJl2V/558cmKwYoy2Kz+A43CdOoi5zOu45wy1Gxb+iEuAFnHl11eZrYhwUJ4QN5xL0JdfACAKKFk6EXzC/KePVqZNHGH2eYEG4mRvPQdZZeZNjRKUouZ/QcSlalqkfMXzUJ8AoYVwI1mGxFMhAD1wMt3fWkF8F2z7egNqmwbtWf8HZPXz/y/TS3hg4rNtieYjCnFvJxiNm3NVL0ktZnVdyBhRv3VzierijhzIJbSDiZCgATn8DUAiWYb4Qtt4UkzN854YvCu8XcVuGV7k9n2BAMCpKX/UIhMWt3dIPe/stzMaL7BtbR4O4/ONtuWAcCYrKUrB0ztJCFAPfM9sw3wCyJ7dVLugtXznmk6nvGVdQMhSivchZzrvzAnWWm9JPWr9VnMcNzteuDAGnVCrtm2DCAGjBckBKgbXr7ry1gAV5hthyGQNOTo8K/PXT3vmX01caP3mm1OoLl8C0+Mb+TKYPdbJ0nuYPcZKJjhfsx9+65P1JlTzLZlgPGdrKUrB8TCXlMEiIiGEtExIkrQn8frzxcQ0XY9N9FeIrrL4xwbEf1Br22xn4i+pW+3E9EKIjpMRJuIKMtAU78NrW5Hv0GxhI/bOfH+sZum/Whdmy2uwmx7AgUBsT95SzkU7H7rZSnk6hT5AjPUX7iv2/wP5YIZZtsyAIlHf7nx7QFTBIiZSwD8DsAyfdMyAH8AsAHAbGaeBGAmgKVElKof8ziASmYeDS2pXoG+/VYAtcw8EsBzAH5loKnXG9hW6EBEzVFpc9fP/nnkvuwb+m1an/RqzJ25X90ezD7rJMm0zMJG8rLyjXV/VC6fY7YdA5gBMQxn2jogvRLfNgCvArgdwCRmdnnsTwSwA8AsZi4johIA2czc3KGdTwHkM/MGvRrgKQDJ7OcLe/muLzMBHENfCL/2E1KVktGH/nEyrXztLLNtMRqXjGM3PiSnueXglEq4pLll1bOVVQuD0Veg+Jv74oKfuG8RNX3MxQ1gyPFll1ebbUggMW0OSBebR6B5LQ+2i48+PLcbQAmAX+niE6ef9jN9iO4dImpf7JemHwtmdgOohzFRa9dhAIgPALAkDz0w5tpZa+Ys294QNTTow1aBxKpg2D0fqeuD1V+jRH36O/ORMkuIT2hgAbDIbCMCjdlBCJcBKAcwvn0DM5cw8wQAIwHcqAuNBUA6gPXMPAXaUN0zAbYtsEXnQhCXLXrK1qmPDd86+aHVTmtkjdn2GMXcfTwrpZqDsh6qSeq79XDWKLkFS1z3C/EJHa4024BAY9qPhYgmAbgEwCwA3yeiFM/9zFwGYA+APADVAFoA/FPf/Q6A9sickwCG6m1aAMTqx/uMPvw20Z82+ixEckPs8Plr5/xKOjjy6gKV+n5UFwFhT76pBCUirpmkPpkCaYc6YvX1rh8K8QktLs1aurJfl/gwKwqOoAUhPMjMxQB+DeAZIkononD9mHgA8wAc0Odz/g1god7ERQDaV7v/C2cn7K4G8KW/8z8Avu7n+X0forjS9AsWrJ63/Hhl8uSgTuQHgoQmTLt0W+DrBrVIZAl0H0ZzUE1bd5Xz/+aZbYfgPMKhlc3ut5jlAd0OoJiZ/6s//y2AHGgRbZuIaBe0KLdnmLlQP+YxAPn6/ND1AB7St/8ZQCIRHQbwAwBLDbBPCJCOKttG7hl325R1s366uTl88Amz7fGHm/+rZoY5OaAZIdooOMEORlGiJm26zLlspiilHbJ802wDAonIht2Bl+/6MgZAFbTEgAJPmJ0JNfs2jN/35ykWxWFOZVg/Kcykgp99Vw7YUFO4qhZtPlGaE6j2jeQ0x26b63hxvKhmGtLUABh8fNnlfX4ovDPEXc/5XAwhPp1DZKtJHLdg9bxnWo9lXra2L6b1GX+C5408yQcC1b5bH0IOdeo5Yvd8x/M5QnxCngRo8+D9EiFA53OZ2QaEPCQNOjZs0bzV85YX1cRnF/Z8QuhAgPz4CsWJALn+ijZuH9I0s71onuOFzFbY+/UEdz/iErMNCBRCgM5HCJCXKJawsTsnLBm/cfqP17XZ48vNtsdbIh3I/c7qwCQrVYHIQLRrFG1aKe1BopR2n+Iisw0IFGIOyIOX7/pyPIA+dUcfMjA3D67cujX7wN9nyqo7zGxzeoKB2jvul5X6SDK2rDQz7z5eAgrBRcwulk/kOV4IO4WEfluxtZ+iAEg4vuzyBrMNMRrhAZ3LQrMN6LMQRVYMnr5g9bxnq0pT5wc83NlfCIh//G1lv/ENEzUThVztJTdL5Rc7fy0L8emTyAD65RotIUDnMtdsA/o6LMnpB0cvnrVmzq92NkRnHjTbnu7IrMTcyYdVw0t4N0lSc89HBQ+V6fTlzl+0neAh6WbbIvCZC802IBAIAToXsRjPIFy2qElbpzwyYuuUh9c4rVEhmVCRAHrofTVSVs4mwTWCRklqNbI9f2BG/VXO/6s5wBnDzLZF4Bf9ch5ICJDOy3d9mQEt35zAKIjkhphheWvnLLMcGHXN6lBM62NzY+Ttn6jrjGyzQZLajGzPV5jR9D3Xj0p28sgxZtsi8JvxWUtXJptthNEIATqLGH4LFESxJ9MWzF+d9+yJikFTt5ptTkcu2M3TB9XxSaPaq5fNL8vNjLY7Xd8/tE4dP77nowV9AEI/vEYJATqLGH4LMKpkHbF37C3T1s36+ebmiCHHzbanHQIin3xDKTWqvXpJchrVli8ww/WI+87dn6nTJ5tph8BwppttgNEIATpLv7u7CFUcYfEzNk3/cerOCfcWuOWwkAgtTW7AzIW71M1GtFUnS4bOKfUGZqg/c1+/5V1lgSil3f8QAtQf0fO/5Zptx4CCyFaTMHbB6nm/dhzNunwtg0wvZX3nJ2qqzcUt/rZTJ0mKEfb0FmbwC8pV615VLhOltPsn08w2wGiEAGnMhHgvzIGk5ONZX5u3et4zB6rjc3abaYqsIv377/vvBdVLsimru19XLl39vPvqfps3TID4rKUrR5pthJGIi67GBLMNGOgolrCcXROXTNg4/SfrW+0JpqX1mXKE52ad4iP+tNEgS0EXoA+VOauedN/ULxcrCs6hX3lBQoA0RKRQiNASOWTOhlk/jd0z9pZVimQN+noaAqw/eVtp9KeNRkkKahqe/ykTVz3gWrIwmH0KTKNfzQMJAdIQAhRKEEVUDpq6cPW85TUl6RdsCHb30a2YdOU635OVNkoUtN/VNnXU6ptdjy0MVn8C0xEeUH/i5bu+JGjVWAUhBkty2qGRV89ePffpXfUxwwJWw6czFq9Ws6Nauc6Xc5tJkg02p1MOqOnrvuXMF3M+A4uxZhtgJANegAAMQ4in0B/ouK2RE7dNfmjUlimPrHFao6uC0acEJP1wheJTZvRWiQJe0LBYHbTxMueyWQCFXNZtQUBJylq6MsFsI4xCCBAwzmwDBF5AJDXGZOWtnfNL6/5R3ylQKfBrbUaWY17uMXVPb89rI7IFwp52Kjlu60XOZ6aoCI6nJQg5ss02wCiEAIn5n74FUWxZWt6CgrxnS08Nnh7QtD4E0CPvqVZJ5V6t63EGUIDqOHLXfMdz41ywBFTkBCFNv8ntJwRICFCfhCXrsH05N01bO/uprU2RqccC1U+YC2Nu+m/vAhLcRAEpy93EYfvmOV4Y1gZ7yJf9FgQUIUD9iH7jzg5EnPa4aZun/Sh9x4T7ClxyeH0g+vjKdp6SWM9er01SgAijbWhj66F5jhdSmhARY3Tbgj6HEKB+RKbZBgj8hMham5C9YM28p51Hhl2xxui0PgREP/GWctzb41WDg1qcLJ9Y4Hgutg7R8Ua2K+iz9BsBImZTsoaEBC/f9WUYgJApHiYwBklx7B+/98+OpJq9E41s94WvS1vXjZO8Woex61ixKhlwg+dmqewC57NcwoPS/G1L0G9wAgg7vuzyPn/xHugekChA1w9RZXv27gn3TNww44kNrWGJhtX5ufcjNdnqZq+KzTUT+V2WW2E6fZlzmVOIj6ADNgBJZhthBF4LEBFNIKKvE9FV7Y9AGhYkhAD1Y1ojBs/eMPP/EgrH3lagSDa/s1xbVGTe9y91ozfHNkuSXwKkMuqucv5f7SFOz/KnHUG/JdVsA4zAKwEiolcBvArgWwCu0B+LAmhXsBAC1N8hCj89aPKCgrxn6orTL1zvb3MzD/Ds9NN8vKfjGiTJ56FdZjR+1/X4yV08crSvbQj6Pf1CgCxeHjeLmftVCggdIUADBZJTD4/8VurxzK/unlD4ijWu4ahP6ZcIsD/xplJzxwOWrO6Oa5ClVviwVJYZrbe5HjqyUR03yRf7BAOGfiFA3g7BbSAiIUCCPo/bGjlh++QfjNky9bE1DlvMaV/aiGvBlMs3q916U/WS5Ohtu8xw/cB1954v1KmTfLFLMKDoF/OC3grQ69BE6AAR7SaiQiIytXiYQQgBGogQSY3RGXnrZv/Cvn/0tT6l9bn+S3VEeBt3WU68Xupdm8xQnnTfuPV9Na9fpdsXBIwB5QH9GcD1AL6Ks/M/VwTKqCCSYrYBAhMhiilLnbegIO+50vIhM7f05lSJMfixd5UdXe2vkyW3t20xg59zX73hdeUrs3tjg2BAM6AE6DQz/4uZjzHzifZHQC0LDmJhnwAsWYYVZd8wXU/rc9Tb83JKMG9MCRd1tq9e8l6AXlUuW/2ictU8b48XCAD0i4zY3grQDiJ6k4iu7Wdh2LFmGyAIHfS0PhnbJz6w2mXpOa0PAfKP/qEwMZ+XeaFekr1aJPiekrfqZ+7rRSltQW+JNtsAI/BWgMIBOABciv4Vhi0ESHAuRJa6+NHz18x92n14+Dd6TOsT7sTY6/53frLSelnqUYC+UCYXPOS6e6Ef1goGLv0iJ2CPYdhEJAOoZuaHg2BP0Hjp9vdsRGGtILtMJHkbji4YKJCUWJxxaV5p2oID4/b9pTW5unBSV4desYknfjSDT9dFUXL7tkZJ6rZQ3GZ1TMGtrkeE5yPwlX7hAfV44WVmhYjmBsOYYOJs+EsMgDj9aRuAJkBqAaQ2kNwGWJxEVhfI5iayqSA7iMIYFCYRhcmQwi1EYVZQuJ3IHgayhxPZI0G2KApSSWZB4FFl+5jC3LsQ3np648Tdv0mPaK06L3KSgNifvKWsf+h2i4cAUZejC/vUjLXXOJ+YHyibBQOCfiFAXiUjJaLfQYs7fwfAmRQjzPzPwJkWWJYvXpQJ4HiAmm/FWUFznC9odhVkZ6IwAoURSWEyKNxCFGYjCrODwsKI7BEgWzjIHk3U9cVMEESY25Kqdm0cV/TaDFl1nldy4ZmrpB2bx0iTASDL6drw75Pl50W1HVcHb7jQuXyGqGYqMAD78WWXO802wh+8HXoKA1AN4EKPbQygzwoQDE6Z34Fw7aECUAF2A3CgXet9SGHbAlAzQLqHZvEUNEXz0MKYyK4LWrgMCrMShVuJwuyQ7OFE9nCQPQKwRQlB8xGisKrkSQsLknLLRxz9187Mks/neO5+4EM17saHyOmWydYq0Xm/rVMcv/Vi56+nCfERGEQ0tOtyn8UrAWLmmwNtiAkYXjQsgEQAHKFJV7ugwVdBYwDNZwVNbgXJznMF7RwPTSIpTIImZpqHJp3x0CIBWyQRdTvf0e8gOeXIiCtTTmR8pTB3z+/l+PrDYwHAqmDY3SvVVS99XV7Y1qEsdy1H7VzoeHacGxarOUYL+iF+CRARKQAKoelAEYAbmbmFiIYAeB7AdAB1ACoAPAitDEQRgAMezcwAsATAeGa+RW/3OgDfZebLe7LBKwEionQALwFonwtaA+ABZi715vwQxW62ASZBACIBjjwraNqifT8ErclD0NpAsgOwus730MIIkj6H1j7kKIXZQWHhZwXNGtFXBM1tjcjdMelBjmo6uXZi4W9H2531g+bt5ZnvzOOS+jg68/1q5PC98xwvjBCltAUG43PwFBElQouCztX/jgNwtS5KLr1tz/YvhTa1YAcwGtoojwpNnN4EMJWIFgC4GcB1AIqJ6FvM/J4RL+Aveiff1p9/T992iZfnhyJ9vphTiEAAogCOOlfQ2nwVNBVnBE1qBaRWkMUBsrgIZzw0BtmZpHDSg0IsRGEWULguaHZd0OyRRNbAerpE1BSdPm/d7KcaU05tLBhz8K3ZT76hnLpviTwIAFrZdijP8XxqM8L7xaSxIKTweSidmas97vM+hrbM5hvQ5vijAewHMApAvf5cArAJwEIAZQDWQQveioEmTpsBrND3/RTAU/Bisay3ApTMzH/xeP5XInrQy3NDFUPLNgsMQwIQDXA0oABQNEHjs0Lmp6C1aYJmdRKsikdQCEgKI1B4u6BZIYVZicLCPIJCooisnXsxRNHlKbMXnBo8/cSYg2/zoi0bjzqTLOoCx3NxopS2IEAYMZcrARgGTWz00REQNHGxAHADaIAmNHUAZAAjAAyCFsQ1D5oXlA7tp9kK4GnWFmdX9dS5twJUTUTfA/CW/vxa9PHJLwgPaKAgAYgBOOZcQWv1VdAUaILWokU5akOORFYXYHWDbMrutAh1lHpl+SPNallqzKmYBLWcw1rbKIabOQpN5GZITrbACYvqVomcJDNUGbICsqoSJJVgUSWWmciiSiQrxDIIMktgAphkUiWJQJIKEBTITBIIJLEqEVQQmLT9TEQsgRgSg2QCEVgCESRmAgEAMQMgBqkEgJj4jNwTqQCDGSAifduZt0LV3z4iAjMTwMxMxETwvGEgSWsfIO0fJhCBQHSmI4BAAOm7QSAwGBKYiImht8naHkk695Mj3fQOl2QGE4Pp7HPNXu7wyZ99weccq29nj9a0V93uPDDOpsHQXhufecZg0l6DtlFl7b1jwMMinHvG2Z6gvQvakdoe0toiBoHI4bYYFQHXXpqkBJrQxADIhiYm0wCshVaFNR7ay2doHtNmZm4gohpogWqx0Cq1biWi/QCWMHNFdx17K0C3QJsDek7vfD20sb6+jPCABL4gA4gFOPasoAHMrZDJ2jw+du62oTHjE7/I+aAx5nh96zWHXK1yeiSqsmzyvsg4nKJBElQmWxtThMMtDXFUY4izUopx10gWbpFtUhPJcgtIapNIckqq5LK4SLU0yZLaJJHqUMjtUiXVyaS6FWJFIagKQWGCqpDEChFUIiiQWCWJVMiSAsnqJlgVqDY3s80NtrqhWhRiiyIxqTJbWGKLIrOsSixBgqzIkFSCzDIklrSHKpPEEkmQQCyRxDIRS0SQJIJEOPM/EfRt2iWYmAGVSWImUpkITMQM7X+VoIIktD9nIta2a8+1yzCxCjC0/e3na289AawdQyCc2adpnS5gJDGISJNbIrQ/JwJBAutiyCRrckoAaQ4GsXaMJhkS6dKonwoCSNKMBEB6H3RGVxkE0sxsF9kz+sNMOCPCrJ0OAFC1V6nppLZfO1PvhAkgh+o2YgF9K7SbtDpoXoyqd2MHcBrAD6F5QEMBzNSPVQCsAjBJb4OgBXXJ0KZqEgBsAPAMtCTWXdLtCyCiXzHzYwBmMPPXe/nCQh0hQAJDiLbEF09NuvTYoLDMSUw85y37ul0JQ47F/qfh9rBo21L3qDXTZKlkvPq1SBlRMUnyqfBGuSVpr8uScMxaHxOulEakWNZI8+moOlyua4uztrbYrGhWndTkckrNblVucyLZXWtPVuusg1CHVKpuS6VqZwpVq4NRiySqt8RRkz2S2iLsFleMBUo80bnLDByEthaSWpolam2SpLYmkpzNEjkbJcnVIEmuRklSayVJaZQkbpKImyQJzZIktRJJrRLJbUQWB5HVRWRzg+wKwa4C4QxEgKjL4ApJZcWiwGl1w2VR4bS44bYqcFvdcOl/FavCis0NxeaGYtUeqk1/aP8zW91gm/aARQFb3SCbG7ApgEVhsiggiwKp/a+snnnIsgpZUiFLDFliWIhhkRhWMGRiWAmwQrvDt5J2EfULXUgVJkkBJIVJUpgktZO/KkM++z9JKpPc/pfPbJPa/9f+qtpfjnO3qcBd/pprgyZ+yQDKoc33REMTlUQAN+rHSNDeJ+j/fwHgaSJKgyY4NgAtAO4BsBHA+wCm9NR5Twr6NSJaCk0F3+nNq+oDCAES+MXQyOxtkxIuUMPl6KlElAEAH9g2r+WIqkzJ5naUpaa3jt+dWf3Xy3fK9/x9v6U0607H4bZT1nD1oGVC7ezWhIgr045aKk8rchknRJTGXZq0oT4hscQZEVcXU5k4KP4Qjanaj7EtxzBCrcDIqGLYM6GwSq1KBTW56qQmdws1uRRqVZgcigyXGglGMgF2O5xtSaivG0R19alU3ZyiiZZ7CNWog6lWSkSjdRg1h0fAEWuDK1YCxxPBpxBxBriVqKVFopZmktqaJMnRLJGjUZKcjZq4uRslSW2USGmSJG60SGgOJ2ohiVokkptJktuILE6CzUUU5iYKU4Aw1gQuHCQFLWKVmFWLApdFgdOinBHJ9r9uiwK3zc2K9axgunVxVHTRZKubVaub2eZWYHMrbNUF06oAVjdg1QQTumBKFgV0RjAVXTD5jGja20WTGBYCrMSwQhNLI65hjdC8HSu08jRK+1sBTR/qoHlASQCO4Oxw3RQABwGshCba+wHsBrAAwN0APoTmBXVLTwL0CYBaAFFE1ICzQ5gEbbi3LyfEE3NAgl5jIWvTuPh520dFT0mTJctUz31fWgtXVUtNC8dk7lpVQ+GD1UT72Mdcd5atrb5TuvT2lMaf/+XF6kyMj9o99raYTY07y5XKf1NWVI7lq/HzEO6YMaqsofbAvhOlNfukGlmVHYMGxZc35CStbImLq7DZbC2DmMheLqeWHozKrtofNbblGEZYq5A8xAF7JojCAADMDKd62tHsrmpqSm440eR2ULObqc1tJ4eaCDcnA0gmz6kcnWg0NyRTfW0K1TSlUHVLCqqdumghmerlOGqyRaMlPBzOaAvccQTEaoNYoAjmyAiFI5MCcF+nAEoLUXOLJLU2S+RoJqmtUZIcTRJp3pssKU0kKY2ypDZKEjcRUYskoVkiqZUkqZXI4pTI6gRZXQSbmyhMBcJULZQ4AnR20TATSS4L7C5Ld8s0QmaVgKvQ/zZicDaYgfX/26/xgCY8gBaMMBLaWiAbgNs92iiEJjh/AvA3aCnO9gP4QU+ddytAzPwIgEeI6ENm/kbPr6VPofR8iECgEW1NODE18dLjg8IyJhHReXncdsrH1h6VKxcCQFJScVYpJteDSK4Pjyn7wj2n9Y2KTZlX3jZ43BNv7921YN2jo3ZNuKe4NvbezBLH1opjJb9Pj5AjqyckLKy+OHL8SInk9Ea0lu93nmw8XHUq4iAc40CIiIioPZaYVHJyWuJOnh+xKk2SlBFEkFRIahmnnjiE7FNFGNt6zDbcWmVLTnLGR04C0fkXUpWd1OquoGZ3DTW5m6Qml5ta3FJDW3R4gysy/oiamkFe5BqToCoJaKgZTLUNQ6imKZVqWlOpyplC1TwYdZRI9ZY4arZFojXKDle0DDWeqPcLwGVAjmaOiVaUmED8ap2As1WSWpqJ2lokqbXprPfmbJQkpUmS3A0S6cOTEjdJErUQoUWSpBZJi0BxEFmcpI8Kah5cOGsT8xEIXOaRXpd974StAP4KLavNMWgCVAktwi0dWli2DM0T2gPgSQCHmDkKAIjoaQDfAaDoNeJ6lePQ21xw7XNB3W7rSyxfvGgEgMNm2yEIaTgjMmf7xIQL1HA5alpXC2SPS5U7PrcWjgfBGhdXtid3whfj1yJv6+/owWmWA/VrYo5XTdljv7X1w+iIo08kJUy/+2N19QW7eUFV4vhdheNuj1NJSlPaNm10t23KBNS0oZHZO3Lj5zujLHHTiMjqhtJ2XDq9p8hS2lJJDcOZOB0AZNlZH59QdjgpqbgpNrYiymptG0l0tsSICkk5ibSSQ8iu2I+xrccw3FaF5CQnbJmdCpMnLrWeWtyVUpOrjprcrdTsUqlFsZFDiYLCiWAMJh8WQobB0ZpM9bWDUNuQQjUtqVTdlkLVrhSqxiCqkxLQaI2hlrAItEVZ4W4fGuzT2erbiFpbiFpb2uffJMnRJEnORoncjaR5cNoQpaQ2SRI1E3GzJEkt2vybxUF6mOXZ+bcwFQhjoqzCGwubfLWLiJqghV8/By3A4DSAyQDuhbbWcyqAQx6n/JyZ3yWiJg8BGgxNuJ5m5vze2uDtB3sJgI5ic1kn2/oSdWYbIAhNLGRtGh+ft31kzOShMp07zNaRKmo4/Lm1cDj0+ZPMrF01ANCKSDcAKOmRWS3HmyLfVC7c+r2mLxasjQgv+N3lEQsqY9W116zZM2v+2kecuybcs64udtZ8OWym4m7bsL6keXNWSfP+9DA58nRufN7ezKhxmSPVIdNGOofofTYeKZJLS45zZXxVZdbEqtNZ+u+Y1aiomkOJScWnEhJOUkREfdpQqWTYUJRkXYj/nrFZhaSc5LRjB5FTsR85bccwwlaNpGRdmLQUQlYplmNtsUrsORmFzsKsoE0pl5rd1dTkbtQDJkBtSjhcaiwUHkSdVBxugz28hAeFl2BQqneD4MwxaK4fRHV1Q6i2MYWqW1NR7UilamXwuUODEWFwRlugxBEQQxQ642RhzOFhzOEJKmDgwAtDm/T3Fz1hJRjakCSgCdFxaGl2gLNe0WoAaBcf/f8K+JHWrFsPiIjuhhbV0NFbiAawjpm/52vHZrN88SIZ2rimQAAAiLYmnpiWeOmJ5LChk4iox/nNZrRVvG1f72biNAAgUpxz573ZTIT4D/Ctte/Qd+cBgP2zkyfC2Dl4n/3mOol48KVDU7ecslhmLChUt9zzkTqOgIjTibk794y7LYElSwaz4nK3rt+gOLaOBDgVAFIjRu6cEL+gOcaaOJXa53sAOOCqPySX7z0gl3EtNWeDkOhpo8XSVpOQePJIUlJxc0zM6TiLxTGqY4RcO5rHlF584IwwDbdVIynZ5SlMvUFRW6hFqaAmV63U5G6hZpebWhQLOZRIuNQE3YsK67mh3iFDcSeivnYQ1dUPoZrmVKpuSaNq9xCqVgdTHSWiXo6j5vAItEXY4YrRhwb7WpqkFuTX+5VQWfeACgG8BuA9AG8A2Act2KBUf34BM28iol8CGA7g/p7W9vTKhh4EKBbaXcwvASz12NXIzDVGGWEWyxcvakA/qash8BnOiBy7bWLCQoTLUVO9zUPngrv5DfvaYjcp7VFBGJJyYNOoUZtnAsCbuH7NSvpmHgDYNp1eLdU55//Q8sbqOy0r5zdIVL8wI73GRTQs95ha+OO31XQC4hXJ1rxzwr1b62NHzAcRMStOd+vajYpj+yiAUwDAJoXVjYubu2t49MRUi2Qddc4LAasnpZq9RXJp9UmpJtVN6ujzLVeVmJiqQ4lJxZUJ8WWWsPCGoZLEQ7t7rQok90kMLT6AnMr9yGk7juF2TZismSDyPbmqFjBRRc3uKqnJ1UDnBkxEQ+k6YMJoItDWkkT1tYNR2ziEaprStLks9xCq4UFURwlotMVQS3g4HFE2uGMInEDkf8i2H5xCfn2KPw3oed9aAZyAdjP+NwDPMrNKRAsB/ByaZzQIWpj2fgAXM7MRnpdmgzdzQB4GD4LHHQszFxtliBksX7yoGNoCK8EAw0K2xtz4vO0jYiZlyGQZ1ptzVbCywr5uezM5pntunz7jn5vCwppnAsCfcWfBl3TpAgCQS5s3W/fWzbDA7Sqy31xhJSV9v8165NupQwaBKDqzgo8s+4sSLjNSAeB04oSde8bdmsCSJQMAmN0Od+uaTYpj5xiAB7f3Nzgsc8/EhIW1cbbBU4jovLvhRrSW77ecPHxYrrA3o208uggAsNlaKhMSS48mJRY7oqKr4y0W52iinj0TBZK7FBkndGFyHMdwew0SB7lgzfBLmDw5P2DCRS1uWR/qi4eKQd4ETBgPcxya6gdRXd1gqm1MparWVKp2pqBGGUI1SKJ6Szw12aLQGhEGZ5S+NsvIqOH9yK/P6fmwriGi+wEMY+bvd7JvIbTItmPQ1gM1Q1sP2uBPn+f142UQwhUAngWQCm0sMBNAETOPM9KYYLN88aLd0LLBCgYIMdakY1MTLy1ODkufQkQ+Xbj+ZduyulJqOCfax2Jpq5k1+50oItgA4CV8v2AjzdNKbrvVRvsX5WEEWO+X31v7A+t78wDgH9FRG3+WGD8TRJRUz+XP/15psSkYAQAdvSEAYHa1ultXb1Ycu8cCfKb6qpVsDTlxs3eOjJmSbJVsnV6UPAIZmvVAhi5vvIgUZ0xs5aGkpOKq+Phye1hYUyYRe3237YbsKkVGu8fkOIFh7cKU6RnybBgutYFa3BVGB0wYjQVuVyIaagdTbb0WNVjdlkrVriFUw4OpFomot8ZSS1gk2iJt2tBgAlGX4eDrkV/vV6XqjgJERC9Dy+3mBPAIgIeZeZG+7zH9WL9Xvp5jg5cCtAtaMbrPmXkyEV0A4HvMfKuRxgSb5YsXrQaQZ7YdgoDDmVHjtk2MX0hhcuQUf8o9rLbsW3XQUr6w4/Zhw7euTk8vOiNKT+NHq3bR1DPH2b8s200uniBBVfbbbyq2kXsYANw3KGnVqsiIhQAQ1cp1L/1OKYl0nL0p0ryh2xJZks8IBrOrxd2yaoviLByHs+s0AACJ9rT9kxIuqEy0p3Y7j3UmkEE+HeeAazx6iDSzhzWWJSaWHk9MLHFHRVUnybJ7VG8Xrrohu0qQceIAxp7WhSmsFgnJAROmdrSAidNSs7tKD5hwSC1uiVqVsO4CJkKBCLQ2J1N93WDU1qdSdUsKVTtSqdodSW27r/rZyvv9aZuILgLwBDMv8NiWBC00+yacK0A5AN5j5rH+9HmeDV4K0FZmnqYL0WR9jHAXM0800phgs3zxon8BuMJsOwSBwUq2htz4+TuHx0zKkEnO8re9PXLx+o2WQ7PRSYTV7Dlv77VYXGdGBH6Kn60+QGPPCJJ1d02BXN66AABulT9e/xPr3+cAgAqoFw9N3X7aYpkGADYXtz7/e6UwqfFMBJLmDU1csq0+ZngePMST2dnsbvlyq+Lcl4sOqe9lsrSMiZ2xfUzM9FibHNatl99TIENnSJK7NTbu1MGkpOK6uLhTYXZ783AiJPd0Xme4YXEW68J0ADnOE8gKq0HCILc2lBccz8WkgAk/ePX4ssv9cgD07LKnAPyUmX9HRA8DSANwJbRcb4txtvhcAoC9AL4F4I8AJkCbm6sD8FVm9ikc3FsB+hzAN6EFIyRBG4abzsxzujsv1Fm+eNFfoCm9oB8Ra006NjXp0pIke/oUIorq+YyeKZGqdn9q3TUGnQyJRETUHZs67d/nzCM9jl+vOU7Dz3jXVOPYZ99Spd89MhfZbz4cTs5RAFAvSXULM9Lq3USZACCp7P7lX5WNwyowz7PNzrwhrTVHo6vly+2qs2gitFXo5xBvG3x4YsIFJweFZUwgom7v9DsEMqS4SR3T/TtzlvDw+hOJSSWliYklSmRk7RB9oazPE/VuWJwnkOkpTOG1SBjkhiUDRMEPAHAoVdTsPi01uRqo2d1GzW5Qa/ADJnR+eXzZ5T/ypwEiaoN2Ld8Kbf2PDC1OfCm0ZTbtAkTQ6gLdBk2Akpn5B3obYwAcZ2afFsV6K0CR0OpDELRqd7EA3mDmPl2SYfniRT8F8BOz7RAYAmdFjd86IX6B5O8wW0dqqOnYP22b4kCdD9PkjF1VkJRUssBz28N4cUM5pc0+ax2r9s/K6kj3VK6Vv9j8S+ufz3g5e2y2Q9emDk6FRzDBY+8oBVMP8zntumV7864J957nDWldOBpczZ/vUF0HJgFnF6S2I0F2jIqZsi07bla4XQqf5M175G0gQ2fIsqspLr7sUFJScX1sbEWUzdY6kuh8gewtLlgcxcg6sR9jqw4gx1mMTHOFqZ3gBkw8cHzZ5S/604Aehv0UgChmflz3gKKYOZ+I8gE0MfMzHc55EcAJZl7uT99n2utNFFx/Y/niRbdCy18k6KNYJXt9bvz8ncOjJ2bJJGca3X4rnFVv2de2qMQZnR/BPHfeGyclSctO0M79eGVzNSXP8NxmW1OxQWpxnxGlPfZb9kVR25kx9b/FRK9/OjH+nFGFmz9TCr66jed3vLM+nTRhx56xtyV19IYAgNW2elfLf3eorkNTgM4jr6KtiScmJVxwLCV82Dgiyauhs94EMnQOc2Sklk4oIaGUIiPrUojU4UYtGnXC2uYhTK5iZEbUIb5dmAKVDqd3nBcw4WZqcVv1gIkEMIZ4GTDx7ePLLn/XH1N0AUqFlkR0IrT8bp4CdDu0RakAUMvMFxDRJACfQVsr9AWA15j5UMe2vbahh3VAjTg3Md3Z2kl9Pxkpli9edDHgsURc0GeIsw06MjXxkpOJ9jTDhtk64obS+oZ9zVEXKV1GeyYklOwaN37VeXOhd+PVHQ0UO9lzm+Vww1rLkcYzw2pXSOu3vmT7zTTPY+4cnFywPiL8HK/n8s3q+hu+UKeRlgTyrH2yvWnXhHu3d+YNAQCrrXWuls92qq4jU9HFnTdBcg2PnrBtXNwcS5gcNYV6caHubSBDZ1gsjvp4zUtqjomtjLZa20YRGRtW7YS17QSG6cKU7S5BZlgt4ocosAwNGWFqh1lFm1LZTcBEsu5Fzzq+7PJN/nTVnlKHiH4KwAVtTVC3HpB+XhS0MtwXA/gugNnMXOSTDQPcAxoFLaW4oG+gDovK3TYhYYEcJkf2WGvEHxisrrCt39wktc3q7rjJk1eujYqumddx+214fU8rRY4/Z2OruzxsdcU54cw77bfviqPmMwKmAMqFGWm7amT5nNc3u0jd9uAH6hgCzhNb3RtKZklO77gPAFhtqXE1f1qouo9NAzrPggAAkZa40okJCw+nRYwaI5HUq0WOvgQydA6rUdHVh5OSiisS4k9SeETDUElSDfdsAcABW6suTNUHke0uRmZ4HeIHK5BDT5g8UdQWalVGlF8x/ZQ/zXgIUAKA7QD+Ak0TuhWgDm38BsAxX4fkevKAwqBVPBoJzU17lZn7Tfqa5YsX2aGpfsjkjRKcj1Wy10+IX7BzePSEYRLJXQyFGctK67aCcrluQXfHSJK7dc7ct1ydLTC8GW8ecpJ9VMft9v+ePEKqttYHAC6Utu961fbMOR5UrSTVXJCR1qIQnSMo2SVclP93JVnqEHoN9OwNAQCrzVWu5k/2qu4T09FN/i4CKZlR47aPj5unRlhiplIvI9EYrJZJNfv2yaVVvQ1k6AyrtbUqIeHk0cSk4paYmNPtC2UDljrHAVvrcQw/vh9jaw4i212CjPA6xA/RhSkUrhVOAGGnLpjkl/fQIaloe1brV3uYA5oLYB8z15KWnukTAL9lZp+GA3sSoBXQXLM10KIiTjDzA750FKosX7yoHMAQs+0QnI82zHZpWaI9tdOV/oFiveVAwT5LabfiAwBpafs2DB+xbXZn+27AihMKWc67c7duOb1arnGes4h1i/3u7clUf47Hs8tuO/C9lMEZHauNpp/m40+/qsgWtfMMHpVJE3fsHXtrl94QALDadNrV/Mk+1V08A+j+Qh4uR1VMSFhQlBGZM0Ki8+ebvMGfQIbOUd0xsacPJSUVV8bHl1nDwhozOs7BBQIH7C3HMPzEAeTUHEC2qwSZEfWIS1EgpwdZmA6dumBSJ2mWvIOIhgJ4HVrxuCIAfwDwNrSsB6ug5XxLgPbdOKKfNgia8LXftDdDS1K6D1pItgzgT8y8rFe29CBAhcycq/9vAbCZmQM69BFsli9etBFaKnJBaKAOi5qwdULCfGuYHDm558ONpUgu3bjOcmAGCD0OwcyY+e5Wu711Wmf7vod3KpmkQR23S2UtW22FteecM0vau/dt21PnzTP9OTZm3fMJceetdo9v5MoXX1Fq7W506lm4ZXvTzglLtjfEDOvSGwIAVhsrnM3/2c/u0llAdwXYtMPTI8bsmJAw3xFliZ9KviQnBaBAdRyTKvcUWUqbfAtk6BybrflUYmLp8cSkYkd0dHWCLLtGd5NFwFDaYG8+hhEnDiCn9iCyXSXIiKxDXIoKOS1AwvTJqQsmXebryUSUAiCFmbfr2UC2QVtmMxjA4wAuZ2YHEQ1i5koiGgvgLWjZsVMBfA6gXQAPQquWUApgC4BrmXmf17b0IEDbPQWn4/P+wPLFi1YAuMZsOwY6VslePzF+4c5h0bnDfb3T9pcyqWbvx9Ydw+HF8I7V1nJ65sz3ukxIeR3ebUBnmQgUtcX+eblMHS746+z3bU6j6hkdD79lyKDVW8LDzivyFd7GDS+9ohyNacWkrmz0xhsCAFYbyp1NHx9ipWwWOgQ6dIZdiqjKjc/bmxU9vtd59DpSTY1H9smlpcfl07G+BjJ0BpHiiI2tOJiUXFwTF1duDwtrHkZ0No9eMGhFWNMxjCj2FKZ6xKWokPwVppdOXTDJrywInhDRhwB+Ay3q7Q/M/HmH/T8EAGb+pf78UwD5+u58Zv5KZ8d51XcPAqRAc7UAbZ4kHFoNin4RBQcAyxcvegqAXwu6BL4Tbxt8eGripWUJ9pSpwRxm60gdNRe/a9sYATp/fqUzRozcVJCaerDLYbrr8K67q1X89v+V7yCneo53N4kOH3jf9sTojiHJbsB9QUbanjpZntSxHYubHc/+UdkxpA5dBkpo3tB92xtisrr1hgBAVerLXM0rj7ByahbgXZqdlPDhuyYkLGyKtSadUybCF/RAhn0H5DLVv0CGzgkLaziZmFh6IjGpxB0VVZMsSe5RZhS7axcmfY5JKUVGZD1iU1SS07xs4v5TF0x6yQhbiCgLWp2f8frfDwF8Fdq6z4eZeYseaLCRmf+un/NnAP/Rm/gqM9+mb78ewExmXuJt/z2V5DYz3Xiw2Gu2AQMQdXj0xK258fNtYXLEJGhBLqbRBmftP22bFG/FBwAGDz7a5byhGxZnd/VzlOSwBsvJczPa7+SRY47zkA3D6NQ5c0oWwPJBaXn6RRlpZQpR6jn9WMj+wF3yjJ/+TVk95mTnpZAtiiNq2o5n5lcmTdq+d+wtg7rzhiQ5NtUe891UVakrdTWvPMZKxWz0cI0obz06sfzkUVgle/34uHmbh0dPTOlYJsJb7LDGjlcyZo9XMvRAhto9++SS6pNSzRB/AxkAoK0tJu3kybFpJ09qS68kyd0SF1e+Jym5uD429lS43d4yggwWvc4IR1vUWOwdO7bDpaeVwxuPYkTxfuTUHkSOUoqhkQ2ITVVJTu3QhE8hzx3Rw6nfA/AgMzfo0ywJAGYBmA7gH0Q03Ii+urRhIIdhA8DyxYsmANhlth0DAZsUVjchYeGuYVHjR0jU/bBQsFCgOt6wrzngJPcEb8+Jiqo+NHnKx11eZJsQVX8nvXZeJoJ2qNZxwL656rwLajYVH/2PbWlmZ8N6W8Ps+24eMmg4uvAyHvhAWTW3iBd2Z3dvvCEAUJWaYlfzymJWTs9CL7JJDwrL2Dsx4YKa+C7KRPhCE9rKiyyl7YEM49BFUT1/iYioO56YVHwyIeGkEhlZm6KnEzI1JLsFEQ1HMaJED35QqzDo2l0XXlbuT5uklcv4CMCnzPysvu0TAL9i5v/pz49AE6PbABOG4IKFPtRXCO1LXgTgRmZuIaLHoS10UqCVjb1Tr863CkAKNDexCcAtzHyg08Z7QA/FbgZMLS7Vr4m3DT40NekrpxJsQ6YSkZ8RUMbBYH7XtnFDvdTSq5yG48Z/UZCQUNbl8FsVksofoN93vY6Gme2flVURzk/e+YntsbXZUsl564oA4JW4mLUvx8d1ug8Avvs/ZfU3NvJc6uG77I035ImqVJ9wNa8sYaVqNnrxO7GQrTEnbtbOUTFTE62SzbAsygpUx3GpsnCf5WRLJdUPMyqQoTNk2dkQH192OCmpuCEmtjJaTyfU5c1FEKi96MIjCT0f1jV6CqbXANQw84Me2+8CkMrMTxDRaGiZDjIAjAXwJs4GIXwBYBS0qZiDAC4CcBJaEMJ3mdnrUaVQESDPePQ3oEVlbIBWg2ihHpGRBMDGzGW6AD3MzFuJ6A4Ai5j56772v3zxoiIA2X6/EMEZCKQMj564JTc+L8yuDbOFHJ9ad64qkasX9u4sVuflvVFJxF0OwZVg6PGl9HxWd63Y1lasl5rd5wnfMCor/tL2cEpXpQ6uTxm8emeYvdPhNgC4eLu68fZP1ckdgxw64pbtjTsn3rejIWZYl211RFWqjrmaPipntWYW0DuvINGeemBiwgUVSfa0iXqlZcMIVCBD5zBHRtUcTUosKUtILKWIiPpUInWYUemEvGDtRRce8auEDBHNg7a0phDajT2gzYN/DuBVAJOghVw/zMxf6uc8DuAWaJVTH2Tm/+jbvwbgeWg3Jq8y81O9siUEBeguaHHlnwO4mZnPK5fQQYCyAfzTnzoVyxcvegvaIiyBn9iksNqJCRfsyooaNzJUhtk6Y7Pl8OrdlhNeX3zbSUo6vi1n7Jqp3R1zCKMP5NMvu52zkI82rrMeaui0oNgHtp+smSR1fpFxAa6FGWlFDbLc5ZDhlEPqrsfeVbOok4SkHalMnrx9b87Ng1nyegIcqrvyiKt5ZSWrtTPRSyGSydI6Omb6tuzY6TE2OdzrYU9vCXQgQ2dYLG21CQllh7WFspUxVqtjFNH5GSsM4jcXXXjkvgC1HXRCSoD0SbD3oK2u/RuAtdBWbH8OYAUzF+jHr8JZAXoEwDRmXuxr/8sXL3oMQK8WUAnOJcGWcnBq0iUV8bYh06jD4slQ45BUvqXAum8KfCgVMGXqv9ZFRnZfiXIXJhU+TT/pvtJum1IZVnDqvHVCAJCG0+Vr7Q90WQ2zUpYrLxmaqqpEXXphI8r44FOvK7ESo8fQY80bun9nQ0xWr+6sVXfFYVfzyipW62bCh2wicbZBRyYlXFA6KCwzV08HYyh6IMM+IwMZvENVovV0QvEJJ+Xw8IahktRVMttec+tFFx551deTieg5aAkFnteffwqgxCOSbTm00gtOZl6mOwQtzPy653VXPzYLwEfMPP78nry0J0QEqH0OCNBcw4eY2UlaavU8ABcAuBPAUmb+q8ccUCuA4wDuY+YSX/tfvnjRpQA+9f0VDEwIpIyInrRlfHxeuF0O7xPFCU9RXdFHtm1D4cMdqiS5mufMfRvUwwT4RszZ9hI91K2XBAD2/5YdJJU7XdH+lvVnBbPloi7nmTaG2ffcPmTQ6O6i7QbXcOmzf1JcVgVerdXxxRsCANVdftDVvLKG1QafhEiC7BgZM3lbTtxsr8tE+EIT2vSMDKfsTQEMZOgMq63ldGJC6bHEpJKW6OiqBD2dkC9h65MuuvCIz0FTRHQ1gGuY+Ro98ewWaGIzW9+/AcD3mXljJ+euQj8VoDNDcN0cczW04IQrOr4R/rJ88aJkaIWZBF5gk8JrJiVcUJgZNW6kRFKvLlZm0kCtJ9+xrbcw9ewVdMbQoYXrsobt7Nb7AYAvcfHmP9Pd5y0q7Yh1a1WBXO3oVGQGofb0Jvu9Ed2J3QvxsWv+FBfbrdcS08zVL72iVIQ74dUQtVu2N+6YeP/Oxl56QwCgusv2O5tXNkBt7PG1d0W0NUEvEzF8LHWSScIoghnI0BlEqismpvJgUlJxdXx8mTUsvCmLiHtKANsGIPqiC4/4nI+TtFD+Tcw8lIhyATwM7WZ+MbQ1nhUAHgUwgZmXeOaEC4QABX0RlrfolfZUj1oTkwCcCERfD6346PTyxYsOQYvsEHRBgj3lwNTES0/H2wZPI6Iec6WFEg646t+zbWxl8n3NUWrafq8i+FoQ6fLmOCU9Ilqu7ryQZCXik/+nTiq4UN7Z5fv8QG193obwsDV77fYuxaIhkhLvvE+2v/CKsi2+GT16ZRbFET19+6/zKpKnbNuXc9OQ3nhDkiU1Oyz2dqiu0n3O5o+bwU3TvT23nUZXTeaaivcyCeQeHj1x49i4OZbwXpaJ8AYZkn2EOmTaCKc2iukRyBDngGtcYAMZAGbJWl8/ZFx9/dlRVLu9qTwxseR4YlKJMyqqJklPJ+QZjLLDH/HR+uUyInITUQaAOdCCvdIAzIY29FYILQAhKISsAEFLO/8SEcVBi7w4DOCOAPa3BkKAzoNA7hHRk7eMj58XadcmjYM0jm4cKlTXO/YNRxU6N/tAb7Dbm8ut1javhhlbEKH2fBSgJoePZdS2UhcJQX/gunvCDunOhs6ybbfzelnFzAWZ6XuaJKnLu9A2G0Xdc6884dd/VtalV6NHDw4ABp/ePjWxZl/Djon3r2mMyeyVNyRZ08eGxd0BxVWy19X8cRu4uUfh6wiDLUcad8460rgTkZbYkxMTFh5Kixg9WiKp46JMQ0jk6BF57pwRee4cUwIZAMDhiEopK8tJKSvLAQCQ5G6Li63Yn5RUXB0XXx4uy64vDepqPTTxmQMt0jhN/78ewLpuzutsuMyvIbSQEKDOht+YeRu0N6Wz4xcGwIw10MIMBQDsUkT1xIQLCjOjxo6WSOo043Nf4X3b5k1t5Opy/Yw3ZGTuOkgEr2rktCDSux+lTGGwSVvhVDtNaFqH6PiV6sxVi+RNC7tqwgbY3i8tT/rK0NRKlajLIStFJusPbpfn/OQttSD3BHvlvVqUtpjp25/2yRsCANk6dJwcdycU14lCV/N/XOAWn/JINrvr09ZXfpgGQM2MGrclN26eGmGJ7XWZCG/pPCNDadVJqdrv0hK9gVVLWG1tWm5t7Zm3/ZmvfsWQptdBu7bmAtgDoATAQwAaoNUE6iogpBo4pyx9AoAqfwwJCQEKEdaYbUAokGhP2z818ZKqONugaUS00Gx7/OVz6+5VtVLzQn/bSU4+7vXF11sPCACUweHNlpLmLvcvdd0+5WvS5hqJuMsosSGKMuQ3Fad33zM4OR7aCvfOIaKffVdecNdKZdWFu72/ifPHGwIA2ZqZK8fdBcV1bLer+RMV3Dqpt23oSCea9k4/0bQX4XJURW78gqLMqJzhgawRRSApTU0Yn6Zqb7+ZgQzQooKNYD20uZ+jzKwAqNFHmsZBS0i6qIvzVgH4HhF9zlrwwI0A/uePISERhBAqLF+8qAzw7i63P0Eg98iYKVvGx82Lsslh3YcP9yG2y0fXbrce88vzAYCYmMqiiZM+zfH2+OV4rGA7zfDKy6B652H7xtPdzks9bfl9wTWWgh7b+3VC3OrXY2O8Wtt01Tp17eLV6izq5U1oRfLUbXvH3piC8/OTeY3iPLzT1fIZgb0b0uwBTo8YvSM3YUFbtCV+mq9lInyhPZChyHKyuZLqh6lkWKh1ZxzJz883JGeiHl1cC+BFZv6xvu2v0EprjyGim6AtbekYhGCDNmQ3H9rQ21ZoEcgtnXTjnS1CgM4y0Eoz2KWIqkmJF+7NiMwZ3dsSzKHOUali+5fWPbnoIqNAb8id8NnquLgKrxetPoX8gn2U63WQhv3Tk+XUzY1POBwte+y3NMvE56Xu6cjVqUPWHrDbvBLdBYXqlns+UsdRN9VRO8MthzXsmHT/rsbo3ntDnijOg9tdLf+1gB2GLEi1SxHV4+Pn7RkWnTtUJktAk2h2RoAzMvwpPz//dgPbCwlCt+65OQyIYbgke1rRV1JvXveNjCXRWVHjFvQ38TlNDYe+tO4ZaYT4AKo7NrbCa+8HANoQ1qvfFUdbj3S3vxX2iNeVS70q8vVG+alpEarq1bEFudL0n39HOsra3bDXWJS2mOnbns4bt+/VrWClrDfneiLbRk8Ji7t3gjXya9tAtj2+ttOOQ21J3Fb92YJ3jy8fXnDqnd11zsq1zNzqb7veogcyLLjeMX/S9Y75zbNcozbEq5Frwf7Nk+is8rcBInqciPYS0W4i2klEM/XtFiI6TUTLPI7bqT8Uj/8Nq0F0xibhAZ1l+eJFEwHsNNuOQEAg96iYqZvHxc2N7k/DbB1pQtupFfZ1zF4GDPTEoEFHtozJXt+rcOJH8fy6kzTUq2gzAJCPN663HmjoNiGqDS7HPvvN1RZSexz6OmmRyy5LT7Wxlj+xRzIr+MiyvyjhMqPXw2pGeUMAoDiKtrpaPo8AXIYlLrVK9vpxcXN2jYiePNgiWU2J4DybkaG06qRUPcRNqi95J1Py8/NP+WoDEc1G17k1LwPwYwBDAIxkD1HwZo2mPwgB8mD54kUE4BS0+uf9gjA58vSkhAv3Do3MHtPfPJ2OOOFufNO+pszISKWp0z7YEBHR2KsowAfx202nabD3Zd4dSrV91akE6iGLwCOWFWvutXzo1YX+y4jwnQ8MShrfVVG8jiTVc/nzf1CabW7f1klVDJq6dW/Ojan+zA2143bs2eJu+V8U4OqV59kTyWFD901MuKA6wTZksl4LxxQ8AhlsTWgb70Ugw978/HyfF3sCABFdha5za74OrTTD3QAeZ+b1HvuEAAWT5YsXvQrgZrPt8JfksPR9UxIvqYm1Jk8nom4zI/cHVKjut+3rdraQs9OQZl+QZWf97Dkr7L1NmXIP/rStnuJ7tfbF/nlZESnc7QVXhuLeb7/ppJWUTG/a/HlifMGKmGiv56KiWrnuxd8pxVEO+DQno3lDD+xqjM7w2xsCALdj92Z3y6pYwG2o52Iha1N27Kwdo2OnJlgl+zgj2+4tXgYyPJefn/8Df/rRBfe83Jp6FdujAEYAuB5ALjPf53GeEKBgsnzxoqugJUTtcxAk1+iYqVvGxs+JsUlhft0x9TU+sG1eUyU1GnLhayczc+eajMzCXrd5B14rbKaoXg1zWrdXF8in23oUi3vkD9c9al3h9fDeN9NS1h2xWb0+3ubi1uf/oBQmNcDndDqnBk3bui/nhjSQ7LfHzcysOHZtcreuTgTchi8UT7ClHJyUeEF5kj19ktFlInyhmhqP7pNLSzoEMlySn5//ub9td5ZbE1o9tSuZ+ToiSoQ2BZGlh2cLAQo2yxcvioK2uKrPeA1hcuTpyQkX7RsaOSabSPIpz1lfZpV176rD8qmFRrc7a/aK3Vars9fewC14Y7+Dwno1zi9Vtu6y7ajpMSyZoKr77Tcfs5NrhDftthG15mWkFbdJktdehKSy8ou/KuuHV8BnQXfJ4fU7Jt1f2BSd4XcYPNAuRDs2ulvXDAIUr157b9DKREzbPiZ2RlSoJNZ1wFV/QC7bttl6+LL8/HxD0+O059aElnZnHrTEzoA2/fANZv6vfpwQoGCzfPGiTwFcarYdPZEcNnTf1MRLamOsSdODuf4hlNgtn1i/2XJ4NgwuCBYW3lAybdqH6b4UGrsRbx9zk9WrDNRnUNlp/2+Zk9Bzlu4b5U83/p/1tVneNl1ssZQuSk+J4F6WPHj0HaVg2mHvsiZ0hZHeEAAws6o4tm10t65LAZTevcdeEmtNPjop8YKSwWFZ43WvwEzeS1+Wd7W/jXTMrUlEP4dW3XQRgKHM7NC33wwgj5lv0Z8HVIBEGHbn/NtsA7qCILnGxM5Yd2Xmg3svTPnu2Fhb8tyBKj7FUtWuzZbD04wWHwDIzNx1xNcqlyqk3qfZl8iGMNmr8OnXlEtntrDd6xL0GW53+jOVVcehD6t4y9Pflhf8ZyoVsB/5voZUbp2Wt/axiKjGEkOWOBCRZAmbNsced1+GJWzeOkAyPEFxvev08IJT/1jw7vFnordXf76hTWnezubdqRt1LYoC8BoR7SOi3dDKbBcA+LJdfHQ+BHBFsOaNhQfUCcsXL8qEVmcoZAiToyonJ1y4b2jkmJyBOMzWkWpqPPq+bXMCCHGBaH/uvDeOS5Ka5cu51+HdOmipTXqFpahutaW42asFr1fLBZufsf6+V/M0TyQlFLwfHdVrj+byzer6G75QpxHg143OqcHTt+7LviENBkZjMquK0rZ5o7tt41BADVgmgmhLfPHEhAuOpkaMCObvTwEwJH1ZnhHriEISIUBdsHzxokIApk/kDwrL2Dsl8ZK6GGvigB1m60gLHKffsq9rC1QNl7i4sj25E77w+bO/Du864MMdJDW6jtnXV3o9rLTbfuueGGrtlZ2L0lM2nLBae51cdlaRuv37H6ijvRki7A5tbuiBwqbooYbMDbXDrLrdbRs3Km2bswA1YKXgCeQeFpW7bVz8XClcjp6iT+wHiv+lL8u7MIDtm44Yguua983qWILkzI6due6qzAf3XpBy7bhYW9KAHWbriAtKyzv2DacDWUAsM2tXja/nqpAUX8QHADjaOowJpd4e/5jrDq/qDnnyj5OnJthV9VDPR57LxhxpypPfk0tUwunenuuJVWmNnbFt2byxRX/dClbL/WnLEyLJYg2fM88ed99gOWzGGoBOGtW2Jwy2HG3aPfPfJb+b/lHpK5XFTUWrVFYD0heAfwSo3ZBBeEBdsHzxotEAvB5nN4JwOapicuLFRekRo8YRST3m/RpoMFh9275+azO1+Rwi3BNEinPuvDebic5JO+81rQhvvI3+Hu1r/7YNlWukBpfX0Wfb7XfuTKDGSb3p45jVcuIbaSmx7MMwYVoVn/j1nxXJosLvG4BAeUMAwKw43a1rNyqO7aOAHiuN+ouaETl2e258njvSEjvNoDIRCoDU9GV5/bpSsxCgbli+eNEmwPf1EN4yOCxrz5TEixuirQnTqbt0+gOcf9u2FlRI9QGtxDok5cCmUaM2e5/FoAO1iD+9hP7k882DXNy00VpU73WE23xp1+7Xbb/qdaj4R5ERW3+YnDgFPlQajW/kyhd+r9SGuYwpTlg+eMaWouzr042cG2qH2e1wt67ZpDh2jgE44HM3YXLk6dz4+Xszo8YNk0n2asFwF3yevizvEsMMC1HEEFz3/D1QDUuQnDmxs9Zdlfn9fQtTFo+PsSXOEeLTNWst+wMuPgAwdOhev85vQ7hfyS+VIRHZrN39esVqdeKECo7b2tt+FjW3TLu8ucWnyLTaaBp05xI5pSHcmLyJKRWbp+etezQiqqnUqHo3ZyCy2K0RF8y3x90XK9snFgDk1xBiT7Qpzclbqv6z8N3jz2SsrfjnjgZn9foOUWbe8qa/tnSWfJSIVhHRVo9jphHRKv3/hURU75F8dCcRXdxVW/7aBwgB6om3oZUDN4xwOfrU3EFXFlyd9VD9hIQFc62SzbDEi/2VfXLpxv3ySa/LIfiKxdJWY7c3+1y2GwBaEe7LxeYsNikOFtrfm1OWOO/3qSjaL09Xz09zuTf6cm5rGMXctUTOORWHDb6c3xGruzV2xtZfzsspen0LWPU56WZXEFnCrBEXLbDHLYmUbbkFgH9zWd50ebLl0OT/nPzTnA+KX2o+1LC9QFHd3WY996ANfmZj0ZOPLgIwhZknALgYWuVTABikJyDtjDXMPMnj8XkPbfmFEKBueGjFR6cBfGJEW4PDs/ZclnbbhiuG3p2YHjl6gZjj8Y5SqbpwveXApECs9enI0Iw9e4j8CzVuRbjfK9bVRHuvLo5bODunRE3e1Nt+CKB3T5aPs6ns7YXxHNwWsj9wlzzzQBpW+3J+Z6RUbJqet+7R8EB4QwBAZI2wRl6ywB63JEK2jSsA4HPAibc41daE7dX/XfDuieUjVp1aUVjrqFjbQxG3f6cvy2vws9sUAFXt3hczVzFze+mMXwN43KC2/EIIUM/4PAwnQXaMjZu99qrM7xctHLJ4fIwtcbYYZvOeWmo+8Yl1Zyp6mQzUV4YMOez3qvcWRPY6Mq0jSnpkr+24x/VAAjO8LgXeThRz9IqyUxKYfbrgMZH0kxss89flUIEv53dGoL0hACCyRVojv7LAHrfEJtlyCtDLmki+UtF6PPezsr/Oe7/4Bdf++s2r3aqzM2/3zwZ09RmAoUR0kIh+S0Sew9cbADiJ6IJOzsvrMAQ3ooe2/EIIUM98CKBXP84IObp87qArV12d9VBjbvz8eVbJZmha+YFAK5w179s2MQhBSYUSEVF3zGJx+Z0ZuQUR/ntACfYcBup7c04hDx91hFN9Gk4b6XIN+2lVzX74EZH0wjflBe/PpjW9mb/qiUB7QwBAZIuyRV62wB53ryxZxxSgl++7r7hUR+yumv/Nf+/Ec9lflL1RVN1WtpqZG6ENbf3X3/aZuQnAVAB3QBtuXKGX2m7n59BqAHWk4xDcES/a8hkhQD3w0IqP2uBlPP6Q8GGFX0u/fcOioXcnp0eOXkheFgQTnIsbSts79g0nVeKsYPWZmbWz2Ih2WhDp/5yhRBYOl4t6e9rdrgdTmX0TgCubmmdc0tLqlxfz1kI5749fkbawNodhCMHwhgCAyB5ji7p8gT32HkjW0UETIgCocpTmfF7+t/nvnXhO2l79+XPpy/J67cl2BjMrzLyKmZ8EsATAtzz2fQkgHIBXEZfdteUPQoC847dd7ZAgO8bFzVn7rczv718w5JrcaGvCbIPWAQxIGMz/tG3a4SR3EKu2MicklBqSYbkFEYZcPNTB4b0eyjvE6Vn7ONPnoIDllVULhrjdm309HwA+nyLN+tXV0oHeenA90e4NRTadXGdkux0hKSzWFrVogT32bpasI1cBaAxkf54o7Ao71LDtXSPaIqIxRORZvmISgI55834O4FGD2vIJIUBe8NCKj3YAOGd4I8ISUz5v8FUFV2c91DQ+Pm+eRbL5UmZX0IFPrDtXN0itvU4V4w8JCaW7JYkNSd/SgghDhqCU9MgsX8672/VgFjN8GgYkgN47WT7GynzMl/Pb2T5Kmvijm+RKlVDhTzsdsbpbY2du/cXcnP1/2xxIbwgASAqPs0V9faE99i6XZB2+ClrdnEDz8UMrPjIkugydJx/N9zyAmT/G+dGAHeeArvamLV8Rd+re8zKAWSnhw3dPTry4JcoSN42I+nWJ62CzyXJo9Um5JuBrfTqSmbnbsLvclh6rK3sHR1qGMqGYGL1KsFnMg9O38ejV0+igT2HrMSrHvlF2quqa1CFN8KNs9ZEUGvXAHXLps39SjlkVGFo2IeXUxhlJVbvrtk96cG1zVJrhWRQ8ISkiwRb1zYWstlS7mj/ZprqPT4dWVTQQvGJUQ8y8DcCcTnYt7HDcVI//VwHoqihfZ235jfCAvOedKzPuXz9/yLcnRFvjZ4lhNmM5KJdtLpSLva7caRSS5G6NjKrxqQR1Z7Qi3LDUIhxrO+7LeUuc949hhs8LYnOcrhE/rq7d409QAgBUJFD63ffKMa02eFVmojdY3S1xM7f+Yp7uDRnqaXUGSRGJtuirFthj72yWLBkFgO/vbxccAvAfg9sMeYQAeclDKz5y2ORwv6NTBOdTTrX7VluKxoEQyMzCnZKScnAnEWKMaq8N4YatV1LSInwKPz+FhMFr1fF+zeUsbmyataC11e/1PQ2RlHjHfXJmbSR6na3BG1JObZyRt+4xe2RTWUDnhtohKTLZFn31AnvsHY2SJX01jAu4eOGhFR8NuLxoQoB6x+8A+LfSXXAO9dRSutK2PRlk0NhVL0lL32fouixDBWhIeA77mInjQde945j9m7d4saIqL9nt9ls4HDaKvOdeeWJJEgIiEpo39NTc7CB5QwBAUtQgW/Q18+2xt9eRJa0A/l0X6gD81RDD+hhCgHpB+rK8CmjpeQQG4ICr/p+2TQ4QTMkKYbW1nLbZWv1KvdORNtiN8+IsUjQs5NPwVTVik/6rTvVLPCRAev/kqZEWZr8jnhSZrA/dJs/ZnWXcgtWOpAbZGwIAkqKH2KMXL7DH3FZDcsoawKcAkFceWvFRs9G29QWEAPWe5fCjRLFAQ4Hq/Id9wzGFVEPCn30hI6NwHxk87OeE3dDflJoc5nOqmIddd05m9i8cOlZV4/5WVuEEs/8XSCL6+bXygi8m0ip/ynx3hxneEACQHJNij7k2zxZz62mSB68B4G0YvRPAiwE0LaQRAtRL0pflFcLEYnX9AQbz+7bNWxzkmmSmHYMHHx1idJtO2Awd0lPSIwf5em4DomI/VOfs9NeG8U7nqEdr6nb52047v/+avPDt+dI6X4cXveGMN9QcPG8IACQ5Ns0ec12eLebmCpIHrUXPr/HvD634yOfCfEQ0lIiOEVGC/jxefz6aiJ4nosNEdIiIPiSigFWK9RUhQL7xUwgvyGc+t+4uqJOagx7x5klUVPUhWXYbUs/GExeshkZHqvG2bPYjT9njrlunqkzV/tpxfUPjnDl+Zkrw5P250ryXF0k7GOguKadfWN0tcTO3PDU3e//fN4PVoBZ2k+T4dHvM9+bZYm46SXLSWnSeokgB8Ct/+mHmEmhz08v0TcsA/AFa2pxoAGOYeRSADwD8k4gCntS3NwgB8oH0ZXm7APzLbDv6IlstR9ackKsWmm1HZtZOQ7L5dsQNq7Gl04kkjpB7VZ7Bk2aER72tXLDHCFN+W3F6XoKibDeiLQBYnStN//l3pKNqgDNSp57aMCNv3WO2YHtDACDJCZn2mBvm2WJuLCEpcR1wTsLYtx9a8dFBA7p5DsAsInoQwDxomVtuBvB9ZlYAgJn/Ai1Q4kIiyiKiIiL6o17j5zMiCgcAIhpBRJ8Q0TYiWkNEAV1gLwTId35qtgF9jSPSqa075eNBzXLQOazGx5cb7v0AgALZbnSb6pAIv4aqfuq+fobC5HfmABmQPygtz5KZS/1tq53CYdL4R2+V6xTCSaPa7Iwz3tCBNzYF2xsCAElOzLLH3jjXFn39cZLi10Mbmvu5EW0zswvAI9CE6EEAmQCK+fwM51sBtCfcHQXgZWYeBy0Krz232x8A3KcvUH0Y3aQhMwIhQD6SvixvO4B/m21HX6GS6g/8z7p3DMj87BtJSSd2ELHh8z8AoEAyvHSEkh7hV6BGG+zhryqXGXGnjXhVTfhreUUTmA1biFk8iIYvuVuWnBYcNqrNrkgtXz8zb91Sa0RzedC9IQCQLMnD7bE3z7HF3PCHh1Z85LNn2wmXASgHMN7L448x8079/20AskjLfDEHwDtEtBPA76HVAgoYQoD84//MNqAv0IjW8n/btsaAEG22LQCQkbnbsGzNHWFIhntAHG5JZQlH/Wnjafd3ZrlZMsRzmeRwZj9YW2/YUBwAVMdSyl1L5KQmO3Yb2W5nWN3N8bO2/Nw0bwiAW5KTnjOqMSKaBOASaJmtvw+gGkAGEXX8vU0F0F5z3nPdkgItLZsEoK5DOYaAlpIRAuQH6cvytgFYabYdoYwT7oZ37RsbmQJ7J+UtsuxqioionxSo9hkUkDxhHGvzSzxcsNh+o3zTrySjntxa3zB3emuboWt6msIp7q775FFVMfAri4O3eHhD64PRnwd/vfeVCw3x9vSggt8BeJCZi6FVO30awGsAniUiWT/uBmg57L7sqi19yO4YEX27vW0immiEnV0hBMh/fgT0vhLlQECF6n7HvuGQQupos21pJzV1/04KUNYFfW1LeCDadqdH+t3ui+6r5jjZctwAcwAAfzhVOTdWUXYa1R4AOK0UvuRueerRIVhjZLtdoXtDc3RvqFel0H3EAWPnj2+HNt/TnibstwByoBXSbANwkIgOAfg2gCu55/x+1wG4lYh2QfOWvmGgredBfuYbFAAoXbrmD9C+CAIP3rdtXlMtNeaZbYcnM2e9s8NmazM0+0E7Dthbb6E3AyJAUNQW++flFgL8irK7Q/5o/Y+sbxqW2bhKlk5fPDTNpRClGtVmO4+8q6yafogXGt1uV7gskbXbJn9/X0tkSiCXCDx/7ysXfj+A7fcphAdkDD9GL8t293f+Z92zKtTEx25vKrda2wI2pOCAPWBrWiBLEbBKfmeV/qPytVltbD1khEkAkKSoyX86VVkHZsPn1X59tbzw42lUEKisCR1pnxsac+DNQHlD1RDRs+cgBMgA0pflVQL4hdl2hAq75OPrjsgVC822oyMZmbsPEAXuO9+K8IAFNwCAkhzmd5VRhiT91H293wtTPZnW5hh7T119QLJd//USecFrF0kb2Lccaz6RVr5u5rz1S+WI5lNGzw09ee8rF/q8qLg/IgTIOJ4HYNgkb1/luFS5Y4vlyHSz7eiM5OTjAU1F0hZoAUqPGGxEO28qF89q5rAiI9pq5+66hnkT2xx+l2/ojI9nSHOevVLaw0Esj21zNSfM2vKzOWMOvLXRIG9oLwwsONdfEAJkEOnL8hzwor56f6aKGo98bi0cDvJvniIQxMRU7JdlZWQg+2hFeEDv0jnONobPL6HsE4+7bjE8+/JfyitmRytqQMKoN2VLU574nlyqkjGv31vSytfOMsgb+v69r1xoSLn2/oQQIANJX5b3LhCc6J1QoxmOyg9tW+ygLkv6mkpm1q6AZ0ZuQURgh4mIiCMthszffKDOm1bPEYaKhRWwfnCyfIjE7HfWhc44MJRyHrpNbnFLKA5E+11hgDf03r2vXCiKWXaCECDjeQCdJx7st7jgbn7HvqGaiUMu266G6o6NrRgb6F5aEOFtCn6fUVIiDAv5f9h1l+HLBwYpyqDfn6qsAnNAxPhkEmXec68c3mbFgUC03x1nvKGWXnlDLQB+ECib+jpCgAwmfVneDmg5mQYEKlh5175xn5uUgK6Y9odBg4/toCAUvWtFZMDKC7SjpEUYtqbqv+q0SVUcY2hGAwCY1eYYf2t9wyaj222nLoqS71wipzSEY0eg+ugKm6s5Ydbmn80ZffBtb72hp+595cKgemx9CSFAgeEJAEfMNiIYfGTbtq6ZHCEZdNBOxtDCgAsDADQHQYAQJg9iiQwLo37AtSQg83UP1tbnjXM4AjYc3RpGMXctkceWx2NDoProjvSyNd54Q0XQClj6BRExES33eP4wEeV7PL+GiPbpma3f7HBuDBGVEtFv/LUjEAgBCgDpy/JaodXj6NessRStqpTq55ttR3fIsrM+LLwxIAtPO9KCiKCsV1HjbYaVklinjh9fzglbjGrPk9fLKmZGqaohpSA6w20h+4N3yjMPpCEg0Xc9cdYbWtGZN6QCuOXeVy50dHZuL3EAuIqIkjruIKJRAH4IYK6e2frBDof8DDDn/fEGIUABIn1Z3pcA/my2HYFij1y84YBctsBsO3oifeje3UQwPEN1Z7TCuPmZ7lDSI6KMbO9e5/3RzMYv9rQBtn+WlicSc8Ai15hI+skNlvlrx5Kheel6Q3rZ6lnz1v9QCm+p8PSGXrz3lQs3GtSFG1qZhM4yKNwOraxCLQAw85nkqkQ0FcBgAJ8ZZIfhCAEKLA9DS5HeryiRqndvtByaAkJIVVfsjJSUgzHB6qsFAclDeh5qcvg4Bgwrh7CdR2ef4MFGXSzPIUVRUn5TcboMWs2agPHiN+QF/5xDa9ikACCbqylx9uafzhl9cMVGUt1bATxucBcvA7iOiDpGmY4GMJqI1hHRRiL6KgAQkQRt+O9hg+0wFCFAASR9WV4dgHvNtsNIaqjp2KfWnekgGF52wGjCwhtKLBbnhGD114rw4CRWlCkMNv/T8nhyt+vBQcyBSao7v7Vt4vUNjQGfq3l7gZz3h69KW1lLwmkK6WWrZ16w+oGH733lQkPTMumZql8HcH+HXRZoxeUWArgWwB+JKA7APQA+ZgOLBwYCIUABJn1Z3vsA3jXbDiNohbPqA9tmCYQEs23xhszMXUcoiF5aG8KD9ntSBoU1GdleEWeOOMjpAROJR2vq5o9xONcGqv12vpgszVz2bekAA36nLfKR53P2FwVqOPB5ALcC52RzLwXwL2Z2MfMxAAehCdJsAEuI6DiAZwDcQETLAmSXzwgBCg53ATBs4tgM3FBa/2Fff0olzjTbFm9JSirOCmZ/DoQFTeyU9EjDs0/f7XownRkBi+R7o/zUtAhVNTQFUGfsGClN/NFNcqVCCMiC2G4oglaeJSAwcw2Af0AToXY+gOb9QA9SGA3gKDNfx8wZzJwFbRjudWZeGijbfEUIUBBIX5ZXDeAGBCmrr9EwWH3PtnGXixRvy/2aTlxc2R5JUrOC2acD9qCVG+dY2yiGsRfYo5yauZuHB8wLsjPC3jtZHkPMVYHqo50jKTTqwTtlt0sOWn5GN4Drc/YXBXr4bzkAz2i4TwFUE9E+AP8D8AgzG5psNpAIAQoS6cvyvoDmCvc5/mPdsaZRaptlth29ITNrV02w+3TCJgezP462GL7W7F7XAyOYYUTocKeku5W05yurSsEc8DVTFfGUfve9ckyL7UwZ6kDys5z9RdsC0TAzR3n8X8HMEcycrz9nZv4BM49l5lxmfruT8//KzEsCYZu/CAEKLo8DCMiai0Cx3nKgoEyuDflwa0+IFGd0dFVusPt1wWYNZn9KSoThQ36lnJy6mbMDlsUAAC5saZ20uLFpXSD7aKchkhLvvE/Oqo1EQMpF6HwJ4OcBbL/fIgQoiKQvy3MB+A7MmyDtFfvlk5v2yaUhVVTOGwYPObyDCPHB7tcFS3AFKDVidCCKtd3vXJLNjMAV1wPw4+raBSOcrqCIkMNGkffcK08sSUIg+isH8N2c/UVBWQPW3xACFGTSl+UdRR8o310m1exda9k/AQEs4BYohg4NxojL+SiwBDc03S4nQSbDk3JWIGHQKnXiZqPb7chbZaemhKlqUJKKKjJZH7pNnrM7y9AFqwqA7+TsLwp4pvX+Sp+7uPQH0pflvQNtYVlIUkfNxR9bdwwCIdxsW3qLxdJWY7c3ByX1TkcUyEGvg6Qm2ANy8fu+656JzIEtMx/OHP7eyVORpEV3BR4i+vm18oIvJhpW5vvHOfuLQjbNTV9ACJB5fB8hmKOpDc7af9o2KQhC9uhAMDRjzx4yqSCeCinogq2kRQSk/lIdouP/o84IeLbpDLc7/ZnKquNgDloGg99/TV7w9nxpHcOvkPMPAfzKKJsGKkKAOkBEChHtJKI9RPQOEUXo2x/Xs83u1vfP9KcffT7oWwCOG2C2IShQHe/YNxSrxMPMtsVXhgw5nGhW3wwKSs45T9TksLEMGF7dFAAec90+SWXUBqJtTy5taZ1yZVNzUAs5vj9XmvfyImkHw6e5rv3QQq775LKKUEII0Pm0MvMkZh4PwAngLiKaDWARgCnMPAHAxQBK/O0ofVleFYBvIEAXkN7AYP6nbdM2B7knmm2Lr0RE1B2zWFzjzDQh6D1KZINdNjQtTzuNiIz9pzp/VyDa7shPq2oWZrhcQS2tsDpXmv6za6VjKtCbIcAGAN/M2V/UGCi7BhJCgLpnDYCRAFIAVDGzAwCYuYqZDclskL4sbzeAG2HyItXPrLsK6qWWOWba4C+ZWTtNK/zlhsUJoqAtRPVEGRxmWGLSjvzEdfMMhSlg2aw9eefkqQl2VTWs1pE37MmSxj16q1ynEE56cTgD+F7O/qKgV2PtrwgB6gLSLiaXASiEls58KBEdJKLfEpGh62LSl+W9B61uhylssRxeUyJXLzSrf2NgTkgoHWFW720InAj0hJIeOTRQbbfCHvF35eKAp88BgAjmyHfKTtmIuS4Y/bVTPIiGL7lblpwWHO7h0Cdz9hf9OyhGDRCEAJ1POBHtBLAVQDGAPzNzE4Cp0IrMnQawgohuMrjffADvG9xmjxyWyrfukk/0ac8HABISSndLEqeb1X8bwgK6bqY7ONo6jL27g/eJp9zfm+lmKShlRYa53Jm/OF19GMxBXVdTHUspdy2Rk5rCsLuLQ17N2V/k902ir3PMRPQiERmagDYUEAJ0Pu1zQJOY+T5mdgIAMyvMvIqZnwSwBFoAgWGkL8tjANcDCPj6i3YqqG7/Kuu+bBCCmkImEGRm7jZ1TL4V4QFLX+MNHG09Gqi2nbDa/6hcHrShsUXNLdO+1twS1KAEAGgKp7i7lsijTsec9xv8BMCdBnXT6zlmIpoGBH9hdTAQAuQFRDRGL33bziQAJ4zuJ31ZXjOAy6FF2QSURmot+8i2LR4EQ6trmoEkuVsjo2qCVvenM9pMFiAlNSKgWRiWu78928Vy0ObYlp2unp/mcgekSF53OK0Uft/d8tSjQ9AugNsAfDtnf1Egctf1OMdMRDKAXwN4NAD9m44QIO+IAvAaEe0jot0AxkIbMjMcPTLuUmh1PgKCA676d20bm5kwOFB9BJOUlIM7iRC0yqed0YIIp5n9KykR2YGsBuqGxfqC+yq/Iz+9hQB692T5OJvKhidc7QlVInnpzZa8Ddn0TwCX5+wvMnzoqxdzzEug1fvpd5WVASFA5+GZedZj2zZmnqNnnJ3AzFdxAFPKpy/LK4EmQoavEFehut6xbziikDqq56P7Bmnp+4Kag60zWk0WINikOFgooJ7zb5VvzHKwJWBDfR2JYo5eUXZKglYNNNiceu5K+dEApNnxeo6ZiFIBfBvASwbbEDIIAQpR0pflFQH4GgxeI/SBbcumNnJNMbJNM7HaWk7bbK2mpN7xpAURQVvJ3xVqgj2gdXZUSPIy97VBzXs20uUa9n9VNfvBHMxlCrUALi28sTAQ3ldv5pgnQxuiO6xXNo0gop4i9foUQoBCmPRleZugfRFdRrT3hbWwoEZqmmdEW6FCRkbhPgqBIIoWRBryGfmDkh4Z8FLpf1G+OquFbUFdB3NVU/OMS1pag5W2qhnA5YU3FhYGqb8u55iZeSUzD2HmLL2yaQszjwyWXcFACFCIk74s71MA34Of4/vb5WNrj8mVfaqujzcMHnx0iNk2AEALIkxPx68m2nMYgU0gChDlu28MejmR5ZVV84e43YGOEHUCuKrwxsKgZmRAEOeYQw0hQH2A9GV5/4BWR8inSJxjUuX27ZajfuWuC0WioqoPybJ7jNl2AEALIs3PCyaRhcPlgC8a/YdywYxGDg9qzQsC6L2T5WOszIEqse0EsLjwxsLPAtQ+AP/mmDs7t68jBKiPkL4s710AV0P7oXjNaWo49IW1cAQIpk/UG01m1k5D0iEZQSh4QACgDg4PSjDED123BT3sPEbl2DfKTqnQJu2NpA3ANwtvLPzA4HYFPSAEqA+RvizvQwBXQvvB9EgT2k79y7YlEoSApOw3F1bj48tDwvsBgFaEG14e2xeUtIjMYPTzkTp7Si1HBSVRqSc5TteIH1fX7jEwKKF9zuc/BrUn6AVCgPoY6cvyPgbwdQDd5h5zwd30rn1DPRNSg2NZcElKOrGDiENi/gcA2kKkdh9HWTOYjF8k3Rk/cN0djG7OY3Fj06wFrYYEJTQA+GrhjYVfGtCWwAeEAPVB0pfl/RdaxoROQ7RVqO537Bv2u0kNGQ/BaDIyd3vlBQaLNoSFzG+JY21BEaD/qZMnVnLstmD01ZEXK6rykt3urX40UQPgksIbC9caZZOg94TMj0bQO9KX5f0PwFcA1HXc92/btg0t5JwWdKOChCy7miIi6ieZbYcnjhASICU1ImiF8e5z3meK6ycB0vsnT420MPuSHqgUQF7hjYVBy7so6JyQ+dEIek/6srx1AObCI3FhgXXfqtNSQ555VgWe1NT9O4kQabYdnjhhM6UWUGcoQ8Kz/Sw37TWbeOzYUk7aFIy+OhKrqnF/K6twgLk3i7X3A5hTeGNhQIr4CXqHEKA+TvqyvH0AZgPYvVs+sf6QVN7v1vp0JDVtf0iJDxBaAgSrFAMLBe0Ce4/zgQRmcwoqjnc6Rz1aU+dtMMQmAPMKbywMWk47QfcIAeoHpC/LOwkgb4vlcC0IIRGNFSjs9qZyq7Ut5MqGu2G1mW2DJ2pSWG2w+trNI0Yd5ZSgZ65u5/qGxjlzWloLejjsEwAXFd5YWB0MmwTeIQSon5C+LK+BCd8E8IrZtgSSjMzdB4hC73vrhiWk1lkp6ZFJwezvHtcDQ5gDl427J35bcXpegqJs72L3cwAWFd5YaGheRYH/hNwPWeA7+fn57vz8/LsBPIgApuY3k+Tk46ZVPe0OBbLdbBs8URNsOdxJgEqgOMAZw4o4I9gpbM4gA/IHpeVZMrNnGRMHgJsLbyz8QeGNhf3y99DXEQLUD8nPz38B2lohU6uEGk1MTMV+WVZCMhmjCilokWdeQSRxRODT8nhyt+vBLGZjEuf6QryqJvy1vKIJzK0ATgFYWHhj4V/NskfQM0KA+in5+fkfQ4uQC8qakGCQmbUrqKUAeoMKKTRWonqgDgluiYgTPCR9B480bS4IACY5nNk/qK37J4BphTcWGmoLESlEtJOI9hDRO0QUoW9/nIj2EtFuff9MInqSiH7Z4fxJRBTUm4JQRwhQPyY/P78QWmr3d0w2xQBUd2xsxVizreiGkBMgJS1iWLD7XOK8fySzd6miAsTvbq5vvKXwxsKTAWi7vZbPeGg5Ge8iotkAFgGYwswTAFwMbVnEWwAWdzj/O/p2gY4QoH5Ofn5+XX5+/jUAbgPQYrY9vjJo8LEdREg2247OUCEpIAqpOSAA4AhLGhMClT26U8qQlLJeHWfGuqAWANcjv/4e5NcHIyHrGmjF4lIAVDGzAwCYuYqZy5j5IIBaIvLMQn8NhACdgxCgAUJ+fv6fAUwBsMNsW3whY2hhUBZW+oID9pAVdo6z+ZIpwC/udy0Zx2xsJd8eOABgBvLr/x6MzojIAuAyAIUAPgMwlIgOEtFvichzHd5b0LweENEsADXMfCgYNvYVhAANIPLz8w8AmAXgWcCchYO+IMvO+rDwRtPLbndFG8JCKi+dJ+60yIhg91mN2KQv1Cn+5GnrDe8AmI78+mDUJwonop0AtgIoBvBn1kpDTAVwB4DTAFYQ0U368SsAXE1EEsTwW6dQcEutC0KF/Pz8rwB4DcBgs23picysHWsyMvaEbHqhcqQWP0wvZZhtR6e41Wb7F+VWAoK6UDYWTXU77XcQBa4USCOAh5Ff/4cAtX8eRNTUU1E4IroawI3MfIX+fDWAJwG8DmA2nxsmPuARHtAAJT8//1MAE6GtEA9pUlIOxphtQ3e0Ijzoxdm8xiJF4v/bu/sgu6v6juPv7z5ksxsSQwgEIXFXdxCVkGxhIMRaaxLNRJfxEVuibR0dWsrQ6YBtnaodOGWmdatY7SiImakPM1UehKlUR9ohuwaCDwUiSRo7TU1gIRgSmwI3wCb7cPfbP85v7c3m7ia7e+/v3Lv7ec3cSe7vPp1ksvncc37n9/02N+TavRSgwBmLvze6tlrLvX3AxXmGz0TM7EIzu6DkUBcn7jy9k3gh7JMKn5MpgOawEMJh4F3AjUyx02pe5rcePdDUNLQq9Tgmc4x8upBOV/Hs+UdTfO4nh6+5dNStkqVvXgGuB95OKNTK5QVnAN80s/80s93Am4BQ8vh3gIvQ8ltZtVNAUZIIITjwxRDCNuIPyRvSjuhEHe07nzRjRepxTGaABckuvjwdxeVty5oO5r9P4hVaF95TfNtDVzf9sBIFch8CPkoo5Lqrr1S55Td33wG8eZLXHAFqqkxTLdEMSAAIIewEfgO4hVjCpCactfRAR+oxnMoAbTU9A/LF8y50OJLis8PIH1xedPvVDN7iKPAnwLqU4SPVoQCSXwshHA8h3AxcDDyYejyLFx/c09Aw2p56HKcywIKa3SIOgJn5gqa9KT76OC2t3yhumu7V//cCbyQUbiMUtFtqFlIAyUlCCL8IIWwkbh09mGoc7R27cmspMBMDtI2mHsOpFF+drlBDz8jmtSPeMJXKBP1AN6HwQUIh2b8/qT4FkEwohHA38ZzQFyDfIpNmxaGFC4+szPMzp2uAfGuuTUfx/AXJirgO0zTv9uK7T2f5bAT4HHARofCDKg9LaoACSCYVQngphPBx4rJcbv8pLDt33xNmnJnX583EQG11By9vfuMybyDZVfj/MPKBK4a8cbKdaw8AlxAKnyAUarayhFSWAkhOSwhhbwihG9gEVL3d84oVP6+bzq7HaK2L8xOjZ7YkW84q0tj09yMfLLcM9yhxg8G7CIX/yHtckpYCSKYku4B1FXFnUlXaGzc1HX++peWVmi29M95xWusiLIvnty1M+flfLV55xXFv3pfd3QtcRSisIRS2JRyWJKQAkikLIRRDCLcBrwM+CVS0T8+K1+zZY1Y/107USwCNntP6JiddqwSnoSGMfGQ/cC2wklC4L9VYpDYogGTaQghHQwg9QAfxCvX+SrzvuefuO6sS75OX47Q0ph7DaWm0+cxrqPry6QQOATfcVVz/XkJhC6FQ21vXJReqhCAzFkI4DtweQthC3Lr9l8TyI1PW1vbiU01Nw9N6bSpDtNTNF7niOfNfano213P8zxKrr9/R39N9rJofZGbzgYeBFuL/bfe6+81mto3Yt2eQWJR1K/BX7v5i9rpPAx8CisAocK27p+hpNOcogKRiQggjwD+FEL4FvJu4PLdm8ledqL1j5zNA7p08Z2KIeXWzXFhcvuC8nAJoF/B54K7+nu68tvAPAuvd/WUzawYeMbMHssc+7O6Pm9k84DPA/cBvj+toOmhmS8m5cvhcpgCSisvqy90P3B9CWEcMonec+pXuS5Y821nd0VXeMM1183Pkr5p3gcNhq14bjn8Dbu3v6d5apfefkMfeMi9nd5uzm497zpCZfQLYZ2arKdPRNMchz3l1s3Qg9SmE8MOsqsJlwH3EJY6ylix5dldDgy/PbXAVMkJzXX1j9jOa9p36WVMyCHwDuLi/p3tTivAZY2aNWdO4XwEPlltKc/cicYb2BibvaCpVpgCapcysaGY7zWyPmX3HzNqy4+ea2V1mtt/MdpjZD8zs9dUeTwjh8RDCVUAn8Nec2DMFgPb23S+f9MI6UKSxJfUYpqJ4XsWapO4F/gw4v7+n+6P9Pd17KvXG0+XuRXfvApYDl5vZRNU0LHv+ZB1NpcrUEXWWKu3eaGbfAnYQS+r8GPimu9+RPbYaWOTu2/McXwjBgA3Ax4D3NTSM+Jt/885hM2q6+Vw5v8/dvxy1pvNTj+O0DRaPtGw7dJZl/wlP0QBxJvu1/p7ubZUdWGWZ2U3E8V4J/Lm7P54dbwR+AbzX3XePe80JHU2luupm7VpmZDvx4tF1wPBY+AC4+64UA8rOE20FtoYQFi9d+vR7zLgWWJtiPDPhNNTVDIiWxqU02n9R9NPt/eRkX1yAu/t7upM0uDsVMzub+O/7RTNrJZ53/DtiAI09pxn4G+CAu+82swuBUXcfK1PURZnZuVSHZkCz1NgMyMyaiN9Y/5V4Uva17n5j2tFNrLev87XAZuK22LrYjv1h7h0gW+KsF807jjzUeGRwsvMdDvyI2NHzvv6e7qlUs07CzFYRQ7KReHrhHne/Zdw27BbiF59PZ0F1KfAlYDGxGOo+4I+0GSEfCqBZysyKwFhtre3Etfo/psYDqFRvX+fFwFXAO4nr9DV3ztLBf497wawuqiGMaTh87Il5O58fX+5olBNDR60QpKoUQLNU6TmgkmMbgJvd/a2JhjVtvX2dS4GNxGKoG6neNuIpGaTl2Mfs2+ma7UzXqA+1PHhw2OLFl1uJM+Tv9/d0P5d4ZDKHKIBmqQkCyICfAv/o7luyY6uAV+W9CWEmevs6jbhWvym7rYU0teOOsuh/r7Ov11PpoBHgMaC3+dH/eaDxhaHHcrxQVOQECqBZqlwAZcfPA75IXNI6TqzfdkPJSdi609vXuYi4o24jMYxWEs8DVN1hlv3y43Z7Le+AGwb2ANuAXuDhQ+u6Xko6IpGMAkhmnd6+zjbgEuDy7HYZsbxPxc/TPE3H/k/Z52ulesMAsBv4GfBEdttzaF3XYNJRiUxA27Bl1tmwfv8A8Eh2A349S1oFrCYu360G3gicNEucimO0Ds3k9TPwIjFgSsNm76F1XTXfHlxkjAJI5oQN6/cfZVwoAfT2dS4BXgO0T/DrMiaZOQ3QVq0AKgAHidWk+4GnSn89tK7rUJU+VyQ3CiCZ0zas3/888Dyws9zjvX2dLcAKYhgtBRaV3kZoHiSeY2kZd5sHDBGXxY6V3AYm+P1LwHPE0Hnu0LquXHsmVJKZLSNW3bgCeIH49/BZd/9nM7scuJUY7APECh1/6u51++eV6dM5IBGpmGyn5fhyT+3E9hz3AI8CV7v7T7LHrgK2u3tFu+pKfVAAiUjFZNea3eTuJ1VZMLNbANz9ptwHJjWp5q4sF5G6dhFxY0Q5K4lLbiKAzgGJSBWZ2W3AW4jngQ4kHo7UGM2ARKSSfk68BgsAd7+eeJHw2dljlyYal9QgBZCIVFIfMN/Mris5NlYp/MvAR8xszdgDZvb+bNeczEHahCAiFWVmryZuw15D7DL6CnCHu99tZmuBzwLnEKtvPwzcqG3Yc5MCSEREktASnNQ8M1thZk+Z2ZLs/pnZ/Q4zO2ZmO81sl5n9OOtwKSJ1QAEkNc/dDwBfAXqyQz3Aluz3+929y91XE7thfirBEEVkGhRAUi++AFxhZjcQt/XeWuY5i4ilX2YlM1tmZt82syfNbIeZ/cTM3mdmbzOzQjYT3G1mW83snHGv/a6Z/TTV2EXK0XVAUhfcfdjM/oLYuXNjdh+g08x2AguJu63WTPwu9SsrcfNdYombD2XHxkrcvEAsZ3NldvwzwPXAzdn9xcTtzy+b2evc/cnc/wAiZWgGJPXkncSCnStLjo0twXUCN/D/S3OzzXpgaKy+GoC7P+3uXyp9UhZUCzlxJvh+4HvAXcDVOYxV5LQogKQumFkX8A5iheUbs62+4/0L8NY8x5WjyUrcAPxWNhN8Bng78LWSxzYDd2a3zdUaoMhUKYCk5mXf6r9CbB3+DPA5yp8DeguwP8+xpWJmt2U7/x7LDm3PZoIrgK8Tr7UZa41wAfCIu/83MGxmK8u/q0i+FEBSD/4QeMbdH8zu307sZtpOdg7IzHYBfwtck2iM1TZZiZvxSmeCvwOcCTxlZv1AB5oFSY1QAEnNc/ct7v67JfeL7n6Juz/k7q1j27Dd/TJ3//eUY62iyUrcjFc6E9wMbHL3DnfvIG5G0HkgqQmqhCBSJyYqcQMcBu4ntus2Yjvva4gVqH8ELPeSH3Qz+xlw3SwOa6kTCiAREUlCS3AiIpKEAkhERJJQAImISBIKIBERSUIBJCIiSSiAREQkCQWQiIgkoQASEZEkFEAiIpKEAkhERJJQAImISBIKIBERSUIBJCIiSSiAREQkCQWQiIgkoQASEZEkFEAiIpKEAkhERJJQAImISBIKIBERSUIBJCIiSSiAREQkCQWQiIgkoQASEZEkFEAiIpKEAkhERJL4PzX45QpCvmStAAAAAElFTkSuQmCC\n",
2034
      "text/plain": [
2035
       "<Figure size 792x504 with 1 Axes>"
2036
      ]
2037
     },
2038
     "metadata": {},
2039
     "output_type": "display_data"
2040
    }
2041
   ],
2042
   "source": [
2043
    "# количество игр по платформам\n",
2044
    "pie_data = df['Platform'].value_counts()\n",
2045
    "# pie_data\n",
2046
    "pie_data.plot(kind='pie', title='Количество игр по платформам')"
2047
   ]
2048
  },
2049
  {
2050
   "cell_type": "code",
2051
   "execution_count": null,
2052
   "metadata": {
2053
    "colab": {
2054
     "base_uri": "https://localhost:8080/",
2055
     "height": 429
2056
    },
2057
    "id": "OzvirdUF448S",
2058
    "outputId": "01d90998-e4c4-44ad-a87f-cf6db7071b25",
2059
    "scrolled": false
2060
   },
2061
   "outputs": [
2062
    {
2063
     "data": {
2064
      "text/plain": [
2065
       "<matplotlib.legend.Legend at 0x7f19574dce50>"
2066
      ]
2067
     },
2068
     "execution_count": 51,
2069
     "metadata": {},
2070
     "output_type": "execute_result"
2071
    },
2072
    {
2073
     "data": {
2074
      "image/png": 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\n",
2075
      "text/plain": [
2076
       "<Figure size 792x504 with 1 Axes>"
2077
      ]
2078
     },
2079
     "metadata": {},
2080
     "output_type": "display_data"
2081
    }
2082
   ],
2083
   "source": [
2084
    "# количество игр по платформам (берем только топ-5)\n",
2085
    "top_platforms = df['Platform'].value_counts().head(5)\n",
2086
    "top_platforms.plot(kind='pie')\n",
2087
    "plt.legend(bbox_to_anchor=(0.6, .5, 0.5, 0.5))"
2088
   ]
2089
  },
2090
  {
2091
   "cell_type": "markdown",
2092
   "metadata": {
2093
    "id": "1PeEYYaa448T"
2094
   },
2095
   "source": [
2096
    "## Boxplot"
2097
   ]
2098
  },
2099
  {
2100
   "cell_type": "code",
2101
   "execution_count": null,
2102
   "metadata": {
2103
    "colab": {
2104
     "base_uri": "https://localhost:8080/",
2105
     "height": 463
2106
    },
2107
    "id": "vmITJAcZ448T",
2108
    "outputId": "671cfe04-be3a-4f5a-8ba4-3aefe12d8a01",
2109
    "scrolled": false
2110
   },
2111
   "outputs": [
2112
    {
2113
     "data": {
2114
      "text/plain": [
2115
       "<AxesSubplot:title={'center':'Распределение оценок пользователей'}>"
2116
      ]
2117
     },
2118
     "execution_count": 52,
2119
     "metadata": {},
2120
     "output_type": "execute_result"
2121
    },
2122
    {
2123
     "data": {
2124
      "image/png": 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\n",
2125
      "text/plain": [
2126
       "<Figure size 792x504 with 1 Axes>"
2127
      ]
2128
     },
2129
     "metadata": {
2130
      "needs_background": "light"
2131
     },
2132
     "output_type": "display_data"
2133
    }
2134
   ],
2135
   "source": [
2136
    "# очень хорошо подходит для поиска выбросов!\n",
2137
    "df['User_Score'].plot(kind='box',\n",
2138
    "                   title='Распределение оценок пользователей', grid=True)"
2139
   ]
2140
  },
2141
  {
2142
   "cell_type": "code",
2143
   "execution_count": null,
2144
   "metadata": {
2145
    "colab": {
2146
     "base_uri": "https://localhost:8080/",
2147
     "height": 463
2148
    },
2149
    "id": "kt1vYKkh448T",
2150
    "outputId": "556c23a3-1504-490d-d17a-eb108e29b121",
2151
    "scrolled": false
2152
   },
2153
   "outputs": [
2154
    {
2155
     "data": {
2156
      "text/plain": [
2157
       "<AxesSubplot:title={'center':'Распределение оценок'}>"
2158
      ]
2159
     },
2160
     "execution_count": 53,
2161
     "metadata": {},
2162
     "output_type": "execute_result"
2163
    },
2164
    {
2165
     "data": {
2166
      "image/png": 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\n",
2167
      "text/plain": [
2168
       "<Figure size 792x504 with 1 Axes>"
2169
      ]
2170
     },
2171
     "metadata": {
2172
      "needs_background": "light"
2173
     },
2174
     "output_type": "display_data"
2175
    }
2176
   ],
2177
   "source": [
2178
    "df[['User_Score', 'Critic_Score']].plot(kind='box',\n",
2179
    "                                        title='Распределение оценок', grid=True)"
2180
   ]
2181
  },
2182
  {
2183
   "cell_type": "markdown",
2184
   "metadata": {
2185
    "id": "RjsbDsOl448U"
2186
   },
2187
   "source": [
2188
    "## Точечная диаграмма"
2189
   ]
2190
  },
2191
  {
2192
   "cell_type": "code",
2193
   "execution_count": 5,
2194
   "metadata": {
2195
    "colab": {
2196
     "base_uri": "https://localhost:8080/",
2197
     "height": 919
2198
    },
2199
    "id": "pWEzAGwK448U",
2200
    "outputId": "cb339d41-ca3b-4428-936e-15bda0c25ac1",
2201
    "scrolled": false
2202
   },
2203
   "outputs": [
2204
    {
2205
     "ename": "NameError",
2206
     "evalue": "name 'df' is not defined",
2207
     "output_type": "error",
2208
     "traceback": [
2209
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
2210
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
2211
      "Cell \u001b[1;32mIn[5], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# посмотрим на взаимосвязь оценок и продаж\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[43mdf\u001b[49m\u001b[38;5;241m.\u001b[39mplot(kind\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mscatter\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m      3\u001b[0m         x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUser_Score\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m      4\u001b[0m         y\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGlobal_Sales\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m      5\u001b[0m         title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mЗависимость между продажами и оценками пользователей\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      6\u001b[0m plt\u001b[38;5;241m.\u001b[39mylim(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m40\u001b[39m)\n\u001b[0;32m      7\u001b[0m df\u001b[38;5;241m.\u001b[39mplot(kind\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mscatter\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m      8\u001b[0m         x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCritic_Score\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m      9\u001b[0m         y\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGlobal_Sales\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[0;32m     10\u001b[0m         title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mЗависимость между продажами и оценками критиков\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
2212
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
2213
     ]
2214
    }
2215
   ],
2216
   "source": [
2217
    "# посмотрим на взаимосвязь оценок и продаж\n",
2218
    "df.plot(kind='scatter', \n",
2219
    "        x='User_Score', \n",
2220
    "        y='Global_Sales', \n",
2221
    "        title='Зависимость между продажами и оценками пользователей')\n",
2222
    "plt.ylim(0, 40)\n",
2223
    "df.plot(kind='scatter', \n",
2224
    "        x='Critic_Score', \n",
2225
    "        y='Global_Sales', \n",
2226
    "        title='Зависимость между продажами и оценками критиков')\n",
2227
    "plt.ylim(0, 40)"
2228
   ]
2229
  },
2230
  {
2231
   "cell_type": "code",
2232
   "execution_count": null,
2233
   "metadata": {
2234
    "colab": {
2235
     "base_uri": "https://localhost:8080/",
2236
     "height": 477
2237
    },
2238
    "id": "AfXFJQkB448U",
2239
    "outputId": "5050ad3e-fc27-4358-aebe-ed9ccf5a9ade",
2240
    "scrolled": false
2241
   },
2242
   "outputs": [
2243
    {
2244
     "data": {
2245
      "text/plain": [
2246
       "<AxesSubplot:title={'center':'Зависимость между оценкой критиков, пользоваталей и продажами'}, xlabel='User_Score', ylabel='Critic_Score'>"
2247
      ]
2248
     },
2249
     "execution_count": 57,
2250
     "metadata": {},
2251
     "output_type": "execute_result"
2252
    },
2253
    {
2254
     "data": {
2255
      "image/png": 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\n",
2256
      "text/plain": [
2257
       "<Figure size 792x504 with 1 Axes>"
2258
      ]
2259
     },
2260
     "metadata": {
2261
      "needs_background": "light"
2262
     },
2263
     "output_type": "display_data"
2264
    }
2265
   ],
2266
   "source": [
2267
    "# добавим третью ось\n",
2268
    "df.plot(kind='scatter', \n",
2269
    "        x='User_Score', \n",
2270
    "        y='Critic_Score', \n",
2271
    "        s=df['Global_Sales']*20,\n",
2272
    "        title='Зависимость между оценкой критиков, пользоваталей и продажами'\n",
2273
    "       )"
2274
   ]
2275
  },
2276
  {
2277
   "cell_type": "markdown",
2278
   "metadata": {
2279
    "id": "GsoZgx1i448V"
2280
   },
2281
   "source": [
2282
    "## Стилизация таблиц"
2283
   ]
2284
  },
2285
  {
2286
   "cell_type": "code",
2287
   "execution_count": null,
2288
   "metadata": {
2289
    "colab": {
2290
     "base_uri": "https://localhost:8080/",
2291
     "height": 394
2292
    },
2293
    "id": "tP4ukdnD448V",
2294
    "outputId": "4e091008-8671-46aa-f4d6-ab2c27c32964",
2295
    "scrolled": false
2296
   },
2297
   "outputs": [
2298
    {
2299
     "data": {
2300
      "text/html": [
2301
       "\n",
2302
       "  <div id=\"df-1aa4e644-b92d-4e63-8427-c988c5aff849\">\n",
2303
       "    <div class=\"colab-df-container\">\n",
2304
       "      <div>\n",
2305
       "<style scoped>\n",
2306
       "    .dataframe tbody tr th:only-of-type {\n",
2307
       "        vertical-align: middle;\n",
2308
       "    }\n",
2309
       "\n",
2310
       "    .dataframe tbody tr th {\n",
2311
       "        vertical-align: top;\n",
2312
       "    }\n",
2313
       "\n",
2314
       "    .dataframe thead th {\n",
2315
       "        text-align: right;\n",
2316
       "    }\n",
2317
       "</style>\n",
2318
       "<table border=\"1\" class=\"dataframe\">\n",
2319
       "  <thead>\n",
2320
       "    <tr style=\"text-align: right;\">\n",
2321
       "      <th></th>\n",
2322
       "      <th>Global_Sales</th>\n",
2323
       "    </tr>\n",
2324
       "    <tr>\n",
2325
       "      <th>Developer</th>\n",
2326
       "      <th></th>\n",
2327
       "    </tr>\n",
2328
       "  </thead>\n",
2329
       "  <tbody>\n",
2330
       "    <tr>\n",
2331
       "      <th>Nintendo</th>\n",
2332
       "      <td>531.71</td>\n",
2333
       "    </tr>\n",
2334
       "    <tr>\n",
2335
       "      <th>EA Sports</th>\n",
2336
       "      <td>175.38</td>\n",
2337
       "    </tr>\n",
2338
       "    <tr>\n",
2339
       "      <th>EA Canada</th>\n",
2340
       "      <td>142.32</td>\n",
2341
       "    </tr>\n",
2342
       "    <tr>\n",
2343
       "      <th>Ubisoft</th>\n",
2344
       "      <td>132.54</td>\n",
2345
       "    </tr>\n",
2346
       "    <tr>\n",
2347
       "      <th>Rockstar North</th>\n",
2348
       "      <td>119.47</td>\n",
2349
       "    </tr>\n",
2350
       "    <tr>\n",
2351
       "      <th>Capcom</th>\n",
2352
       "      <td>115.71</td>\n",
2353
       "    </tr>\n",
2354
       "    <tr>\n",
2355
       "      <th>Ubisoft Montreal</th>\n",
2356
       "      <td>108.31</td>\n",
2357
       "    </tr>\n",
2358
       "    <tr>\n",
2359
       "      <th>Treyarch</th>\n",
2360
       "      <td>103.16</td>\n",
2361
       "    </tr>\n",
2362
       "    <tr>\n",
2363
       "      <th>EA Tiburon</th>\n",
2364
       "      <td>96.12</td>\n",
2365
       "    </tr>\n",
2366
       "    <tr>\n",
2367
       "      <th>Traveller's Tales</th>\n",
2368
       "      <td>79.22</td>\n",
2369
       "    </tr>\n",
2370
       "  </tbody>\n",
2371
       "</table>\n",
2372
       "</div>\n",
2373
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1aa4e644-b92d-4e63-8427-c988c5aff849')\"\n",
2374
       "              title=\"Convert this dataframe to an interactive table.\"\n",
2375
       "              style=\"display:none;\">\n",
2376
       "        \n",
2377
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
2378
       "       width=\"24px\">\n",
2379
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       "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
2381
       "  </svg>\n",
2382
       "      </button>\n",
2383
       "      \n",
2384
       "  <style>\n",
2385
       "    .colab-df-container {\n",
2386
       "      display:flex;\n",
2387
       "      flex-wrap:wrap;\n",
2388
       "      gap: 12px;\n",
2389
       "    }\n",
2390
       "\n",
2391
       "    .colab-df-convert {\n",
2392
       "      background-color: #E8F0FE;\n",
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       "      border: none;\n",
2394
       "      border-radius: 50%;\n",
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       "      cursor: pointer;\n",
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       "      display: none;\n",
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       "      height: 32px;\n",
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       "      padding: 0 0 0 0;\n",
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       "      width: 32px;\n",
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       "    }\n",
2402
       "\n",
2403
       "    .colab-df-convert:hover {\n",
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       "      background-color: #E2EBFA;\n",
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       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
2406
       "      fill: #174EA6;\n",
2407
       "    }\n",
2408
       "\n",
2409
       "    [theme=dark] .colab-df-convert {\n",
2410
       "      background-color: #3B4455;\n",
2411
       "      fill: #D2E3FC;\n",
2412
       "    }\n",
2413
       "\n",
2414
       "    [theme=dark] .colab-df-convert:hover {\n",
2415
       "      background-color: #434B5C;\n",
2416
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
2417
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
2418
       "      fill: #FFFFFF;\n",
2419
       "    }\n",
2420
       "  </style>\n",
2421
       "\n",
2422
       "      <script>\n",
2423
       "        const buttonEl =\n",
2424
       "          document.querySelector('#df-1aa4e644-b92d-4e63-8427-c988c5aff849 button.colab-df-convert');\n",
2425
       "        buttonEl.style.display =\n",
2426
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
2427
       "\n",
2428
       "        async function convertToInteractive(key) {\n",
2429
       "          const element = document.querySelector('#df-1aa4e644-b92d-4e63-8427-c988c5aff849');\n",
2430
       "          const dataTable =\n",
2431
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
2432
       "                                                     [key], {});\n",
2433
       "          if (!dataTable) return;\n",
2434
       "\n",
2435
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
2436
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
2437
       "            + ' to learn more about interactive tables.';\n",
2438
       "          element.innerHTML = '';\n",
2439
       "          dataTable['output_type'] = 'display_data';\n",
2440
       "          await google.colab.output.renderOutput(dataTable, element);\n",
2441
       "          const docLink = document.createElement('div');\n",
2442
       "          docLink.innerHTML = docLinkHtml;\n",
2443
       "          element.appendChild(docLink);\n",
2444
       "        }\n",
2445
       "      </script>\n",
2446
       "    </div>\n",
2447
       "  </div>\n",
2448
       "  "
2449
      ],
2450
      "text/plain": [
2451
       "                   Global_Sales\n",
2452
       "Developer                      \n",
2453
       "Nintendo                 531.71\n",
2454
       "EA Sports                175.38\n",
2455
       "EA Canada                142.32\n",
2456
       "Ubisoft                  132.54\n",
2457
       "Rockstar North           119.47\n",
2458
       "Capcom                   115.71\n",
2459
       "Ubisoft Montreal         108.31\n",
2460
       "Treyarch                 103.16\n",
2461
       "EA Tiburon                96.12\n",
2462
       "Traveller's Tales         79.22"
2463
      ]
2464
     },
2465
     "execution_count": 58,
2466
     "metadata": {},
2467
     "output_type": "execute_result"
2468
    }
2469
   ],
2470
   "source": [
2471
    "# выведем информацию о топ-10 издателях по продажам\n",
2472
    "top_developers_df = df.groupby('Developer')[['Global_Sales']].sum()\\\n",
2473
    "    .sort_values('Global_Sales', ascending=False).head(10)\n",
2474
    "    \n",
2475
    "top_developers_df"
2476
   ]
2477
  },
2478
  {
2479
   "cell_type": "code",
2480
   "execution_count": null,
2481
   "metadata": {
2482
    "colab": {
2483
     "base_uri": "https://localhost:8080/",
2484
     "height": 394
2485
    },
2486
    "id": "Jwyxz7xf448V",
2487
    "outputId": "48f30769-77cf-4ccb-a8ef-b065501213e9",
2488
    "scrolled": false
2489
   },
2490
   "outputs": [
2491
    {
2492
     "data": {
2493
      "text/html": [
2494
       "<style type=\"text/css\">\n",
2495
       "#T_8aeec_row0_col0 {\n",
2496
       "  width: 10em;\n",
2497
       "  background: linear-gradient(90deg, green 100.0%, transparent 100.0%);\n",
2498
       "}\n",
2499
       "#T_8aeec_row1_col0 {\n",
2500
       "  width: 10em;\n",
2501
       "  background: linear-gradient(90deg, green 33.0%, transparent 33.0%);\n",
2502
       "}\n",
2503
       "#T_8aeec_row2_col0 {\n",
2504
       "  width: 10em;\n",
2505
       "  background: linear-gradient(90deg, green 26.8%, transparent 26.8%);\n",
2506
       "}\n",
2507
       "#T_8aeec_row3_col0 {\n",
2508
       "  width: 10em;\n",
2509
       "  background: linear-gradient(90deg, green 24.9%, transparent 24.9%);\n",
2510
       "}\n",
2511
       "#T_8aeec_row4_col0 {\n",
2512
       "  width: 10em;\n",
2513
       "  background: linear-gradient(90deg, green 22.5%, transparent 22.5%);\n",
2514
       "}\n",
2515
       "#T_8aeec_row5_col0 {\n",
2516
       "  width: 10em;\n",
2517
       "  background: linear-gradient(90deg, green 21.8%, transparent 21.8%);\n",
2518
       "}\n",
2519
       "#T_8aeec_row6_col0 {\n",
2520
       "  width: 10em;\n",
2521
       "  background: linear-gradient(90deg, green 20.4%, transparent 20.4%);\n",
2522
       "}\n",
2523
       "#T_8aeec_row7_col0 {\n",
2524
       "  width: 10em;\n",
2525
       "  background: linear-gradient(90deg, green 19.4%, transparent 19.4%);\n",
2526
       "}\n",
2527
       "#T_8aeec_row8_col0 {\n",
2528
       "  width: 10em;\n",
2529
       "  background: linear-gradient(90deg, green 18.1%, transparent 18.1%);\n",
2530
       "}\n",
2531
       "#T_8aeec_row9_col0 {\n",
2532
       "  width: 10em;\n",
2533
       "  background: linear-gradient(90deg, green 14.9%, transparent 14.9%);\n",
2534
       "}\n",
2535
       "</style>\n",
2536
       "<table id=\"T_8aeec\" class=\"dataframe\">\n",
2537
       "  <thead>\n",
2538
       "    <tr>\n",
2539
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
2540
       "      <th id=\"T_8aeec_level0_col0\" class=\"col_heading level0 col0\" >Global_Sales</th>\n",
2541
       "    </tr>\n",
2542
       "    <tr>\n",
2543
       "      <th class=\"index_name level0\" >Developer</th>\n",
2544
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
2545
       "    </tr>\n",
2546
       "  </thead>\n",
2547
       "  <tbody>\n",
2548
       "    <tr>\n",
2549
       "      <th id=\"T_8aeec_level0_row0\" class=\"row_heading level0 row0\" >Nintendo</th>\n",
2550
       "      <td id=\"T_8aeec_row0_col0\" class=\"data row0 col0\" >531.710000</td>\n",
2551
       "    </tr>\n",
2552
       "    <tr>\n",
2553
       "      <th id=\"T_8aeec_level0_row1\" class=\"row_heading level0 row1\" >EA Sports</th>\n",
2554
       "      <td id=\"T_8aeec_row1_col0\" class=\"data row1 col0\" >175.380000</td>\n",
2555
       "    </tr>\n",
2556
       "    <tr>\n",
2557
       "      <th id=\"T_8aeec_level0_row2\" class=\"row_heading level0 row2\" >EA Canada</th>\n",
2558
       "      <td id=\"T_8aeec_row2_col0\" class=\"data row2 col0\" >142.320000</td>\n",
2559
       "    </tr>\n",
2560
       "    <tr>\n",
2561
       "      <th id=\"T_8aeec_level0_row3\" class=\"row_heading level0 row3\" >Ubisoft</th>\n",
2562
       "      <td id=\"T_8aeec_row3_col0\" class=\"data row3 col0\" >132.540000</td>\n",
2563
       "    </tr>\n",
2564
       "    <tr>\n",
2565
       "      <th id=\"T_8aeec_level0_row4\" class=\"row_heading level0 row4\" >Rockstar North</th>\n",
2566
       "      <td id=\"T_8aeec_row4_col0\" class=\"data row4 col0\" >119.470000</td>\n",
2567
       "    </tr>\n",
2568
       "    <tr>\n",
2569
       "      <th id=\"T_8aeec_level0_row5\" class=\"row_heading level0 row5\" >Capcom</th>\n",
2570
       "      <td id=\"T_8aeec_row5_col0\" class=\"data row5 col0\" >115.710000</td>\n",
2571
       "    </tr>\n",
2572
       "    <tr>\n",
2573
       "      <th id=\"T_8aeec_level0_row6\" class=\"row_heading level0 row6\" >Ubisoft Montreal</th>\n",
2574
       "      <td id=\"T_8aeec_row6_col0\" class=\"data row6 col0\" >108.310000</td>\n",
2575
       "    </tr>\n",
2576
       "    <tr>\n",
2577
       "      <th id=\"T_8aeec_level0_row7\" class=\"row_heading level0 row7\" >Treyarch</th>\n",
2578
       "      <td id=\"T_8aeec_row7_col0\" class=\"data row7 col0\" >103.160000</td>\n",
2579
       "    </tr>\n",
2580
       "    <tr>\n",
2581
       "      <th id=\"T_8aeec_level0_row8\" class=\"row_heading level0 row8\" >EA Tiburon</th>\n",
2582
       "      <td id=\"T_8aeec_row8_col0\" class=\"data row8 col0\" >96.120000</td>\n",
2583
       "    </tr>\n",
2584
       "    <tr>\n",
2585
       "      <th id=\"T_8aeec_level0_row9\" class=\"row_heading level0 row9\" >Traveller's Tales</th>\n",
2586
       "      <td id=\"T_8aeec_row9_col0\" class=\"data row9 col0\" >79.220000</td>\n",
2587
       "    </tr>\n",
2588
       "  </tbody>\n",
2589
       "</table>\n"
2590
      ],
2591
      "text/plain": [
2592
       "<pandas.io.formats.style.Styler at 0x7f19571105e0>"
2593
      ]
2594
     },
2595
     "execution_count": 59,
2596
     "metadata": {},
2597
     "output_type": "execute_result"
2598
    }
2599
   ],
2600
   "source": [
2601
    "top_developers_df.style.bar(align='mid', color='green')"
2602
   ]
2603
  },
2604
  {
2605
   "cell_type": "markdown",
2606
   "metadata": {
2607
    "id": "qvchLQ35448V"
2608
   },
2609
   "source": [
2610
    "# <center> Seaborn"
2611
   ]
2612
  },
2613
  {
2614
   "cell_type": "code",
2615
   "execution_count": null,
2616
   "metadata": {
2617
    "id": "v1GmJylf448W",
2618
    "scrolled": false
2619
   },
2620
   "outputs": [],
2621
   "source": [
2622
    "import seaborn as sns"
2623
   ]
2624
  },
2625
  {
2626
   "cell_type": "code",
2627
   "execution_count": null,
2628
   "metadata": {
2629
    "colab": {
2630
     "base_uri": "https://localhost:8080/",
2631
     "height": 477
2632
    },
2633
    "id": "1jrk2Mj6448W",
2634
    "outputId": "8f3dfde1-6539-4b22-b92b-4d8ef3588f33",
2635
    "scrolled": false
2636
   },
2637
   "outputs": [
2638
    {
2639
     "data": {
2640
      "text/plain": [
2641
       "(0.0, 40.0)"
2642
      ]
2643
     },
2644
     "execution_count": 61,
2645
     "metadata": {},
2646
     "output_type": "execute_result"
2647
    },
2648
    {
2649
     "data": {
2650
      "image/png": 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\n",
2651
      "text/plain": [
2652
       "<Figure size 792x504 with 1 Axes>"
2653
      ]
2654
     },
2655
     "metadata": {
2656
      "needs_background": "light"
2657
     },
2658
     "output_type": "display_data"
2659
    }
2660
   ],
2661
   "source": [
2662
    "# посмотрим зависимость продаж и оценок критиков\n",
2663
    "sns.regplot(data=df, x='Critic_Score', y='Global_Sales', color='green', marker='+')\n",
2664
    "plt.title('Взаимосвязь продажам и оценок критиков')\n",
2665
    "plt.ylim(0, 40)"
2666
   ]
2667
  },
2668
  {
2669
   "cell_type": "markdown",
2670
   "metadata": {
2671
    "id": "QjFNzBXz448W"
2672
   },
2673
   "source": [
2674
    "C помощью `seaborn` можно построить достаточно сложные визуализации, которые были бы очень сложны для представления в коде при использовании `matplotlib`. Рассмотрим часть из них."
2675
   ]
2676
  },
2677
  {
2678
   "cell_type": "markdown",
2679
   "metadata": {
2680
    "id": "Dpy9hs0y448W"
2681
   },
2682
   "source": [
2683
    "Посмотрим на **распределение оценок критиков `Critic_Score`**. Для этого построим __`histplot`__."
2684
   ]
2685
  },
2686
  {
2687
   "cell_type": "code",
2688
   "execution_count": null,
2689
   "metadata": {
2690
    "colab": {
2691
     "base_uri": "https://localhost:8080/",
2692
     "height": 477
2693
    },
2694
    "id": "VCb8wxil448W",
2695
    "outputId": "f18065cb-cfb2-4eb0-ccd8-897d85bd59f8",
2696
    "scrolled": false
2697
   },
2698
   "outputs": [
2699
    {
2700
     "data": {
2701
      "text/plain": [
2702
       "Text(0.5, 1.0, 'Распределение оценок критиков')"
2703
      ]
2704
     },
2705
     "execution_count": 62,
2706
     "metadata": {},
2707
     "output_type": "execute_result"
2708
    },
2709
    {
2710
     "data": {
2711
      "image/png": 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\n",
2712
      "text/plain": [
2713
       "<Figure size 792x504 with 1 Axes>"
2714
      ]
2715
     },
2716
     "metadata": {
2717
      "needs_background": "light"
2718
     },
2719
     "output_type": "display_data"
2720
    }
2721
   ],
2722
   "source": [
2723
    "sns.histplot(df['Critic_Score'])\n",
2724
    "plt.title('Распределение оценок критиков')"
2725
   ]
2726
  },
2727
  {
2728
   "cell_type": "markdown",
2729
   "metadata": {
2730
    "id": "vhZpWdyB448X"
2731
   },
2732
   "source": [
2733
    "Для того чтобы подробнее посмотреть на взаимосвязь двух численных признаков можно использовать __`joint_plot`__ – это гибрид `scatter plot` и `histogram`. Посмотрим на то, как связаны между собой **оценка критиков `Critic_Score` и оценка пользователя `User_Score`**."
2734
   ]
2735
  },
2736
  {
2737
   "cell_type": "code",
2738
   "execution_count": null,
2739
   "metadata": {
2740
    "colab": {
2741
     "base_uri": "https://localhost:8080/",
2742
     "height": 459
2743
    },
2744
    "id": "Swcn4xA1_QaC",
2745
    "outputId": "13df93b9-d12e-4ee1-b619-d182c0490d73"
2746
   },
2747
   "outputs": [
2748
    {
2749
     "data": {
2750
      "text/plain": [
2751
       "<seaborn.axisgrid.JointGrid at 0x7f1956efdf40>"
2752
      ]
2753
     },
2754
     "execution_count": 63,
2755
     "metadata": {},
2756
     "output_type": "execute_result"
2757
    },
2758
    {
2759
     "data": {
2760
      "image/png": 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\n",
2761
      "text/plain": [
2762
       "<Figure size 432x432 with 3 Axes>"
2763
      ]
2764
     },
2765
     "metadata": {
2766
      "needs_background": "light"
2767
     },
2768
     "output_type": "display_data"
2769
    }
2770
   ],
2771
   "source": [
2772
    "sns.jointplot(x='Critic_Score', y='User_Score', data=df, kind='reg')"
2773
   ]
2774
  },
2775
  {
2776
   "cell_type": "code",
2777
   "execution_count": null,
2778
   "metadata": {
2779
    "colab": {
2780
     "base_uri": "https://localhost:8080/",
2781
     "height": 459
2782
    },
2783
    "id": "9aCT2jpE448X",
2784
    "outputId": "c5225757-a9ec-427f-f2d0-dab78128f74f",
2785
    "scrolled": false
2786
   },
2787
   "outputs": [
2788
    {
2789
     "data": {
2790
      "text/plain": [
2791
       "<seaborn.axisgrid.JointGrid at 0x7f194d139610>"
2792
      ]
2793
     },
2794
     "execution_count": 67,
2795
     "metadata": {},
2796
     "output_type": "execute_result"
2797
    },
2798
    {
2799
     "data": {
2800
      "image/png": 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FKFMOrBfUFEJ+lfrKABV+lQq/SkAb+rmS9wzJY7pwWHOE311xEs/u6OKnj2zlOw+8xk8e3sq5R8/ifSfO5Zi5NZ6LdYzwgtUkQkpJNKXTl9TpT2boS+j0JTL0pzL0J7P/Tuq83h5FYFWA2N+XzJHvAGZVB1kyI8KhTWEOn1nF0uYIS2ZEqAyM7HLwniF5TDfesKCOWy4/kQ2tvdz29E7ue3EPdz23m0UNlbzliGaiSZ3KgOdYHU28YDXGSCn5+n0b2binDyklpikxJZhSYpgS3bR+DvzbLPDawM+hEAKQoCmChQ2VrDiknubqIAvrK1nYWMn8ukpCnu3bw2NUOHJ2Nd9+93K+cs7h/PXFvfxzw15ufnwbuimZ45VtGlWElEPfACc4wz6Ap7d18tU/v4wEpMxuQMqc3+3zYv0+EGBk9qf9u2kWeC1vufHATrI9GDy3owuEtz9vfxN3nwdzf7phsnFvH0uaItz3yZUj2YSnIxZg0gcrIcT9QMN4jyOPBqBjvAcxAfDOg4V3Hiy882Ax1HnokFK+7WANZrIw6YPVREQI8ZyU8oTxHsd4450HC+88WHjnwcI7DyNDGe8BeHh4eHh4DIUXrDw8PDw8JjxesBobbhrvAUwQvPNg4Z0HC+88WHjnYQR4z6w8PDw8PCY83szKw8PDw2PC4wUrDw8PD48JjxesPDw8PDwmPF6w8vDw8PCY8HjBysPDw8NjwjPpg9Xb3vY2Sbacn/ef95/3n/ffFPivLKbwva8gkz5YdXR4pcY8PDymH9Pt3jfpg5WHh4eHx9RnTIOVEOLXQog2IcQG12t1Qoh/CyG2ZH/WZl8XQogfCSG2CiFeEkIcN5Zj8/Dw8PCYPIz1zOoWIL/U/ReBh6SUi4GHsr8DnA0szv53FfDzMR6bh4eHh8ckYUyDlZRyNdCV9/J5wK3Zf98KnO96/bfS4mmgRggxcyzH5+Hh4eExORiPZ1YzpJR7s//eB8zI/ns2sNu1XEv2tUEIIa4SQjwnhHiuvb197Ebq4eHhMYGYzve+cTVYSKuKbtlWTdd6N0kpT5BSntDY2DgGI/Pw8PCYeEzne994BKv9tryX/dmWfb0VmOtabk72NQ8PDw+Pac54BKv7gMuy/74MuNf1+gezrsCTgV6XXOjh4eHhMY3RxnLjQog7gFVAgxCiBfg68G3gbiHEFcBO4L3Zxf8BvB3YCsSBy8dybB4eHh4ek4cxDVZSyouL/OnMAstK4ONjOR4PDw8Pj8mJV8HCw8PDw2PC4wUrDw8Pj0mIBJ7a2oFumOM9lIPCmMqAHh4eHvk8uqmNG1dvY3d3nLm1FVx96iJWLW0q+rpHYbbs7+f9Nz/D4c0RqkK+stZZNquKr7/ziDEe2djgBSsPD4+DxqOb2vjafRvxqYKakI+2/iRfu28jF7b0cM/61kGvXwdewCpCxpAoArpi6bKC1St7+w7CqMYOL1h5eHgcNG5cvQ2fKqjwW7eeCr9GPK1z8xPbaYwEBr1+4+ptXrAqQsin8uZlM3h+Vw93/MfJKIooufxFN645SCMbG7xg5eHhMSLyZbsVi+pYs62rpIy3uzuOKmBbe5S0YeJXFRrCfmJpg1rDHPR6S3d8yP1OZ7nwnOWzeGDjflZvaWfVYVP7HHgGCw8Pj2Fjy3lt/UlqQj62d0S54eGt7OiM5sh4j25qy1kv7Fdp7UmiGxJVCHRD0tqTREEWfL3Sr5bcb7H9TBfedkQzzVVBfvbI61jZP1MXL1h5eHgMG7ecJ4SgP6mjCOhL6Ahhve5TBTeu3paznhBZqUq4/gMURSn4urN8kf0W2890wa8pfPz0Q1i7o4sHNu4b7+GMKZ4M6OExhRkryWx3d5wa10P9tGGiCOsnQH8yQ1tfkh2dcc7+4WqklETTBu39KeoqfMTShiP3NVcFaOlJMqcmSEc0nfN6NKWX3K97Pxff9DTNVX4e2tROLG0QUBXqKn0gRNnH/qMHN3PzE9ut9TWFupAGijJo/YkkRV584jxuf2YXX7t3IyctrKe20j8u4xhrvJmVh8cUZSwls7m1FSQyhvO7X1UwpfWzP5lhT0+SjCnRFMGWtihb22OoAoSArniGxkiApc1VLGoMo6kKlX4VTVVY1BjOeX1ObUXR/br3E9QUXt3by59f2EssraMgiWcMWnqSpDJ6Wcf+owc3c8PDW0lkDGv9tEFLb2rQ+hNNitRUhe+992i642k+/4cXMcypKQd6wcrDY4oylpLZ1acuImNI4mkdKSWRoIYpoSqk0daXRNqdf6REVQSqEHRE08yIBAHY15tESmv9jCG5cuXCnO3Zr1996qKi+3XvpyEcoC+p27vEkI6SSGcsU9ax3/zEdhQBmqKUXH8iSpFHzKrmv96xjIc2tXH9/ZvGbRxjiScDengU4UClnpG45UZzrIWcdxV+hZbuBCuvf5hkWqcrnsGUoCqCc5c384P3HTdoW25prdKvcuXKhVxz1hKuwwqILd1xFjaE0USUlt6UM6aAKjABISUZQ5IygGiKSp9CX9rg1X39jlR397oWME32RnVSuunsJ//8rFraxIUtPdz8xHbiGUt6rK/0UxXyYWZ7kuf7DEwJfYkMHdGUIxciTdbu7MEwpXPssbQBUpIwjEHrb2uPOu5ECTnnVRUC0zSdbY+XJHjpyfPZ2hblptXbCAc0rjlz8UEfw1giJruD5IQTTpDPPffceA/DY4rhTl4N+VQSGYOMIbnu3CPKuhHlr98RTdEeTdMU8VNfGRj29kYyVtMw2NefRhUCIUA3Jbop8SlQ4VPpTRmDtrViYS2tvSlnW3t6EnTFMygCfKrAlNbN+1NnHMo1Zy1x1rv4xqdYs7170PaEGAgeirCCYsaQ+FXBzOogrT1JAGorNLrj1sxodk0QTVUKnh/3se7tSZDJSl6zqkPs7o5jSms/YO3Xvrv5VOtFnyJQFEG0wLErwjq2QgRUBUNKDm2sBMjKmgJTSmcMAVUwp65iNN7X0glTWermHy67dr6a85ppSj5/z4v8aX0rH1t1CP/51sMck4qdZ3XX1StGOq6DRcHj92RAD48CHKjUM1K33GiOtSuRNSdk3XVGNmqoijIoUNmmuzXbu3O21ZPIOMsoQkFTFBRhSWZuCgUqyJ3lqAJ0QzpD6ohagVRVBJ2xjPPvjmi66PlxH2tTVRCRva91RFNUBTXnWFQxOFAJBE1VwZxAJcTAsZd81ONyJ7odjYaUA3fWCSAJKorgOxcezftPmsfPHn2dz939IsnM4MA8GfFkQA+PAuS7zsCqGNDSHS9LHizklrOexRhs2tdXMum1HNxjaO9P0VwVcP5mO+RsmUzXc+/CKX1w4VN3UNnZGXNmUDamhGTGcAJAxtBZfu0DjiRYDhnXblOGJJUnt6WyTsIUsHFPLwoMktZ2d8dJZwy2d8ScWZQiIKmbLJ9TR3csyab9MdxbzmQDZE1IIxLMfU/LFZYyhklDpZ9oSkcCdRU+OmJp5xypAszsxuzrZLxQFcH/nn8kM6uCfO/fm9naHuXnlxw/buMZLbyZlYdHAfLdbgCJjEE4oJXlBMtfXwHsGFEq6bUc8t1oQkBrT5L+ZCbHIQeFZwtD3Z9101ovX4vJXy+RMbjh4a386MHNwz6GoTAl6BIEMuccC6AtmkZmxyelNd5Z1UFWLKpjS3scnyoK3th6ElYQHwk+VaErniEc0IgENLriGXyqNcsUWIYOJTvjSmSMQS7Gg40Qgk+euZhffvAEtrXHeNsPV9MRTQ294gTGC1YeHgXId7vZ7jQpZVnyYP769o1eU0XJpNdyyJf93A47t0Nu+FvOZShVzC0JrlhYe4B7K4xhknOO7RuudP0HlgzodvMVa5rR1j/CG7ZjbpQDlSKk9cXDOU8lXIzjxZuXzeDv16xkcVOY19tjbG2L0hNPj/ewRoRnsPDwyFLMvdfSHWdOVu776r0bUAU5yasNYT+mhMe/cEbO9twJpqaUVPlVdGlJgoYhnRuqIqA2pBEK+Aj7VesZV0of5CC0/7a5LUpQU2gIB5xq21v395Jw5c9W+BTimYPX50hVxEHP7xEMPUscLSr9KpqAvpRRcp9VQW1Y0mgRRmywKIZumKz67qO0dieYURXk2+8+aiLXEix4/N4zKw8PCreuuGd96yBXV+R+jS1tUSt3SBHopiXnLW4KD9rePetbaYwEmOdT2doWJZYxmV0ToieWotf1vMaU0BnXCaV19pnW53R2TZAdnVHW7uiiMewnoClsbY8BoGUrRezpTQDQHUvlBCogJ1AJBlx5Y3VzH49E1IO1R0VAOKCxvz9VMoqoAhojAe5Z38ryOTUTqriupirMrglRHfKRzBh86DfP8vajmvmvdyxjZnVovIdXFp4M6OFB+e4/twTk1qHyFYr87TVXW1Ld/v5kQcs4QEInxxHXl7AchP1JPcc5J4TIccH1ZbdX7EZq5wXZI/Q+9MPDlAPyoVaiDYchGXc34FCEAxp/v+YUPvvmJTz0ahtnfu8xbnzsdTKToNuwN7PymPK45Th3UqubYq0r8l1d0bTB7PwaduGAlVDq2ldfUkcATZEATVVBIkEftRUZOmIZSpE2THyqIJ11sLnr7anCet5lmNJKtDUh45qhlZppuBXBiX9bmng4LsgyZpDj7QYciqBP5ZozF3P+MbO59q8b+dY/N/HH9S1cd96RnLyofryHVxTvS5bHlMZd701TijvYIgHNalGRrWhgy3vhQO73ubm1FUVr2Ln3JbIzmf39Kdr6kvQlMnTHdQJq6Y+cBNLZNhnuent+VbFkPGlZsdPDjDjqgbotPMpmIrgBy2FefQW/uuwEbrr0eGIpg/fd9DSfuesF2vpH5pgca7xg5TGlcTvESiW1livvFXMJXn3qopx9aS6XX1t/iv3ZG0BzdZDq4NCChpSSqpBVby8S1GgI+zGkHPGzIWNy+6gmBVUBZcK5AYdCCMFbjmjmwc+exsdPP4S/vbSHM7/7GLc8uR19gkmDXrCaJDy6qY2Lb3qaldc/zMU3PT1tm82Vi32++pI6upF7k1cEjmxnE00b1FZoZEyTpG6SMU1qK7RBy61a2sR15x5BUyRIbyJDUyTomDBiaQMpJSndQHftTwKpjEldhY9I0Me8+koqfMU/egIraTaWMljcWEF7NM3OrkT2GLyoM1GJZSTt/SkuPG72hDJXlEPIr/Kfb13K/Z8+laPn1nDtX1/h3J88yfpdhSuTjAfeM6tJQCGn2tfu28h1MOk+FAcD9/my671ZD5AVVMWqb5efjBv2q+zrTeJTFMc51x3XObQxMGj7q5Y2FTzvflWQyBQOJgGflVRakZUVddMqA6QbMsf4YGKFo4AqUBXYtN9qreFTrOdOBYpPeEwQFOSEdQOWyyGNYX53xYn8/eW9fONvr/Cunz3F+94wly+8bem498nyZlaTgInYkmAi4z5f9dkPmMQKWLppYkq4cuXCnHWKdbAdTtJuQzjgbMKNTy2euKu5PoHuOCSEoDfrR5fktrzwmJhkXAnMNz/0KiQn5rOfoRBC8I7ls3joc6v4j1MW8od1LZz5/cf447qWQbL4wcSbWU0CStWpm24Mty5fczaHpDNbxy3ky3UD2tvb3BZFIEnrVhixWk/4nE617v3mJ+7aLTScfkp5Y84Ykp1dcXwKSASpbCWMYo+fBFatO5sp2ktvSqJl0pyx9gHe99DvueVPq3jgoo+PaxfhAyEc0PjKOct49/Fz+PKfXuZzf3iRP65v4X/OP5JFjeGhNzDKeMFqEjC3toK2/iQV/oG3a7I4jkaTcuXQ/PPVXB2iKuSjKRLkjqtOLrg9lQGHnU8RKEI4MmDOcgInOXd2TZDX9vWxZluGEuk3DhkTwpolOXbG9aLLebFp8qGYBqdtW8cXbruTpa2W03Tmk3/kj2e8j6/dl5jUkv3S5iru+cgb+f3aXVx//ybedsPjfOL0Q/noqkPwDeFuHU08GXASUMqBNp0oVw4t93y5t6co1kfBKkoqc2RA93Lu5NyOaDqnhUY5Ml00bdKdX26iAJ7kN0mQkmNbXuXWu7/Gb/54nROonl90NF+65idQVT0lJHtFEVxy8nwe+uxpvHnZDL7/781c8LMn2bK//6CNwZtZTQJWLW3K6co6Z5S7zOZzoB1yx4pCcqhumKzf1c3K6x/OGWup82Uf39odXQRUq8eRISU+RWBk5TlNETRXBYimdPpTurNfuzMs2WRdW6IbjlRXzrLe7Gric2jHLj79xO85e/OTqNlnOa81zueOsy7lxRNOR/dZz0unkmTfVBXkp+8/jncu38uX/7yBc378BF9421Iuf+MClHLkhQPAK2TrkcOBdsgdSy6+6ekcea8vkaG1J4GmCA5tCpc1Vvfx7etNkjZMBJZrUEpAWIFqUWOYeFqnKWuMsPe7rT1qNRDMLpdvbfeY+jT3tfPJp+7iPRsexG9Ys+TdVU3cefr7ePnM82lNixzJ3r6O3BL0EJR11w/MXCyXXP2TsscdTxtU+FWWzawqe51SpHWT7Z0xeuIZqoIahzSG8WvDF+uWzari6+88wv2S1ynYY2gmsvMwX95zJ9qWO1b38dnuPYnENE0n6bYh7M+RDt37dSfnNoSHb+UNaZ7AN1mpSkT5z0dv4cFffYwPvHg/fkOnM1TFd069lLMv/xG/OepsPvzmIyasZF/hV0fUP60Yfk1hSVOYhQ2VRFM6L7f20pcoXU4sn1f29vHKnr6ylvVkQI8cxst5WI70uGppExe29Ay03TAljWF/TvfXQmMt1lW3KuQjkdadjq8hn6AhHMCU0BSxmvnZ62Ga7I3qpHQTBYmiKLT0DM+arED22Zg3G5tM+PU0H1r3V/5j7Z9pjPcAEPUFuf3Yt3Pjie+iq7LGWjBjcOPqbVx43OxBrWXGQpWo9Gu8fO1bR327I2HL/n6uvm0dm9uifOnspVyxcmFZaR8X3bim7H14wcojh/FwHpbr8hvUdqM96iTa2gErf6z52+6IpmjtSTofpJ6EjqoIQqpCc3XQkRGBHAdga7/VsK6uQqM7rmOYkjk1QXZ2Jco6Rjupt1BLeY+JiTANLtj4CJ9+8g7m9e4HIK1o/OnIM/jRiovYUzNj0DrFWstMdRbPiHDvx9/Ef/7hJf7n76/yYksv37lwOUHf6M3kvGDlkcPVpy7ia/dtJJ7Wc55ZjaWM4ZbmwEqsjKd1bly9LecDn7/cjEiQ1p4E+3qtgrOFxlpqHUXgJOc2hAM5+wWc9ba1Rx1TRWcsg09RINuAsVxURSGTlRrtqhoeE5fTt67l84/fxhFt1rVgIrh/yQp+sPID7GheQKZAsUX7eil07U4HIkEfP7/kOH7+2Ov83/2v0dGf4qYPHp+jfBwIXrDyyOFgOw+h/PYc+RKl1SVXsq8vRW8iU3CshdbpjiXpSw3McFQBe3oTdERTzn4l5DgAkRLDtIJMfhuPcrDkQ2t9L05NXI5p3cQXHruVFbtfdl57at5yvnfKJaybfThVIR+ZZOHUg4wh2dYeLXjtTheEEHxs1aHMqg7x+T+8yPtueppbLj+RxsjgsmXDxQtWHoMoVvturIgEyuu+W0ii1FSF4+bVFnVa5a+zrzeRE6ggW5HclOhY+z20sZLayoCzngK4V7HbeAQ1hcwwQo/JQCUnTwycWCzqbOE/V9/KWzc/jZJ9TzfMOITvnnIJjy46wWq1DESTOn6Foi1ail27043zj51NdYWPj962jvf84inuvnoFTVXBA9qm5wb0GHdGoz1HMfLX6YxZ0p1fVXL8sUbWtg7Wt0P3ergeFLv7Qg0n7UO6fnqBauLQGO3iW//8MQ/8+uOcvXkNCpLttTP59Dmf5Z0f/D6PHvKGnPffhJwEcjcCil6705HTD2vi9itPoq0/xQd/vZbe+PCcgvl4MyuPcWeo7ruF6vIVk/3yyZc1TWmZHVRFkMkz5WUMk4ZKP9GUnuM8tE0RVnWLgeVTI2gSJfBkwIlAZSrGx9f8gcvW/43KjOXqbKus5WcnX8jtx5xNRiuelmDXbcx/HyWgqSLn2p3uHD+/jpsuPYHLb1nLFbc+y++uOInQCO3zXrDyGHdsqc5dHNNOpMx381kmCpNvnHdk2VKlW9Zcfu0DJPKjVBafarXxWNwUyHEepnSTlG5aBW4Z2czIDlJ+VZQMcpoiUIVAiNxith6jg6ZnuHzdX/nIM/dQn7Dye/oCFfz6+HO56cR3EQ8M3/Vqv7cBTRmUTO4BKxc3cMP7juXjv1/Pp+58nhsvPX5Y3QxsPBnQY9wpJe+NdpLylSsXYkrQTTPnm7HqmvJIKXNdhC5JJ6eNB+V/gLSsfljWrMrVosRjdBDS5N0vP8ijv7yarzz6a+oTfSRVH7857h2cetUv+eEpl4woUIHrPZ1gScATibcfNZOvvP1w/vXKfn6V16W7XLyZlcdBpVirjUhAQ0o5SN776r0bctx8fYkMHdEUOzrjXHzT06xYVMeabV2DkomLJRlfc9YStndEue+lfTnjMiSYhomqwJb2GFpn3EkeLja/kWQfZ5QRgQxToikM6SDUTZnTZdjjwDl961q+8NitLO3YCYAhBPcdfhrfPeVSWgvkSg0XnyrIGJKUYXUKvnLlwmlnWy+HK1Yu5Lkd3Xz7n5s4dl4tx8+vHdb6XrDyOGiUarWRNkwyhhwk77ndfH2JDHt6rSTcgCrY0Rll7Y4uGsN+GsIBJ5n4wpYe7lnfWjDJGGDdrl4W1FfQ0hV3JDlb3tNNCKjWxKa1JwkIjBIBxh1X7A7DYMl5dtCx63t6qt7B5ZjWTXz50V9zYssrzmuPLDye61ddxqamkc987DqSdt8zgcCnWqadyd4peCwRQvB/71nOO370BNfc8Tz//uypw1rfkwE9DhqlWm2U0+6jI5oCrJtDU1WQvoSOIqA/qedIhDc/sb2odJgvK9rkd+ltrraeOezvT5b9jEpzbc89O1K9JOCDysLOFm780//wl9s+7wSq9bMO470Xf4vL3/vfBxSowHo/7bdTYXBi+USppTkRqQr6+N57j6a1J8FPH9k6rHW9mZXHQcOdoJvfagMK1/XLrwcI4FOhtSeBbkhUZWB9exuxtMG8vDIv9rbdyb6GlDkzIJukbrKrK44mIJkpP8rY27GVQVseyngzqoNCY38Xn3v8d1y44SE0aZ30LfVz+b9TLuXfS1bkWNAPhIxpzahqQz56krp1HUs5KLHcozBvWFDHu46dzS9Xb2fpzAihMksyecHK46DhlvT8qmK12sCST6BwDcIcV17GIGVIMobVewoGZDubRMag0m+ViSpW39AegyoESaNwJDElpIc5G5L5PyUEVMVz9o0x4VScTzx1Jx9c/3cqdGv2vTdczw9WfoB7jjoTUznw+nR+VSFtmCgCls2sckp7hfwq+/pSVkK78JKCy+WLb1/Kv1/ZT0t3ouxz5cmAHgeNUq02yunma38ztrv5uh12bhfhlSsXFnUX5jsPRxO3ic9nZw97zr4xw69nuOqZe3j8Fx/mI2v/RIWeoicY5tunXsZpV9/M3Ue/ZVQCFQzM3usr/TnSclcsm+g6REK7Ry5NkSDvP3keXbE0qSKpJPl4MyuPUaHcFh/uBN1DGysRQhBN6fhVBZ8i+eq9G5i7usJx+a3d0UVQU7KtO3K7+Yay68QzJhv29CGA+rCfu9e1gJTs7c+QMkwCmkJdSLO2XVvhtHDY0Rkfcd5UIezbk6ZYM7M5rkRnLxl49FBMg3dteJjPPnEbs/o7AUhofm45/p38dMVFREdoQR8KnwLN1SHn95BPJWWY1FVodMYymNKSB+srfV5ScBlctmIBNz62jf39qbKW94KVxwFTbosPKFx3MH99t8svoArShsme3gRKdmalKAJNEYQDGvv7UwhAVSxJsCOapjqoOTcLu6XHvv40s2uCOS0cdndGaekt74MyHHTTGo+mKk6i85b9/SR1M8cx6DFMpOTMrWv54mO3sLhzNwC6onLPkWfyvZWX0B6pG9PdZ0zY2RFlfoP1niYyBgFVoTuu41MU573tjusc2njghVunOrNqQtRV+mnvT6EbJppaWugbNxlQCPEZIcRGIcQGIcQdQoigEGKhEOIZIcRWIcRdQojht2L1OOgcaOJu/vpul19TVRBh62hS5kiHbdlvZJoiHLedAHqTevYZgqAzlnH+ne867ErozjqjjWHKHLnRzEao0evuM704tvUV7rntP/nVn77hBKp/LlnBmVf8jC+efc2YByr7GulLGTnScl2lb2ABl+Q7kgoN05H6Sj+6KXluZ/eQy47LzEoIMRu4BlgmpUwIIe4G3ge8HfiBlPJOIcQvgCuAn4/HGKc6pWS7ciQ9N6W6C5ezn7U7utCE9QE3pEQ37ARak0jQR22FQVt/CgmEfIrTzVdiSW6aqqBndW970uJucmj/O2XAxj29hP0KLd0J5/Wxmujs6hrsCNO9WdWwOKRzN1965Nec9fqzzmtPzz2S/z39w7w8c8lBG4f7bXMnrn/13g2D61pWBYimCrcR8cilKmiFoHU7uzl5UX3JZcdTBtSAkBAiA1QAe4EzgPdn/34rcC1esBp1Ssl2QNmSnk2x7sKVfrWs/WiKyAYOiV+17OwZE4KaoD+ZoTueQVOFdSNwdfO95s7nnTp/5cYAU0JfyiS7m4Lrec+Xxp8Z/R18fvXveNfGh1Gzs9JXGxfwrVWXs3rR8eM2LkXA4184w/l97uridS09hkZTFQKawit7+4Ze9iCMZxBSylYhxHeBXUAC+BewDuiRUtpfSVqA2eMxvqlOqc68QNG/FXrWdOPqbWze30c0ZVBX6aO+MuDYev2qUt5+XA9xMoa0elpJiWGatPUli3bzvXLlQn740BYyxvAfZpeqeuQFqvGjKhnlE0/dxWXr/0bAsJx2u6ub+M6pH+Svh5+KFONrYK6rsBQE+9rf0tZPbyJjXcPZJHefYn2xWnn9w2UpE9OdgKawtycx5HLjJQPWAucBC4Ee4A/A24ax/lXAVQDz5s0bgxFObUrJdu6k2fy/uXHPzmZWh+iIpuiKZcgYksVNEUciKWc/JpbTypDWzCegKdT6FfqSVl6V7Qasyi5vb2P5nEVU+q0kYK9CxOQmkEnx4efu5SPP/JHqlFWGqzNUzY/eeBG/P/ZsMurotEY/YITIufYr/SrdsTSGBAWJAGK6SXc8nVMCrJQyMbzdD9z7KuoOvK7hREBRBMkyMufHSwY8C9gupWwHEEL8CXgTUCOE0LKzqzlAa6GVpZQ3ATcBnHDCCd5tapgUk+3yk2YL/c0mf3bWGAlSGdBoigSdrr22RDLUfvyqgm5KFGlVJ7fbLBzaFCw5nhtXb6OpKkiFX2Pjnl5MOTwJz13jDQbWVbzySAcN1TS48OUH+cwTt9Mc7QIg5gvyyzdcwE0nvYu4PzTEFg4OIZ+KbpqkdTPn2t/WHkVTFTTprqxv0p/UaYwESyoTI8F976ubf/iUuEpNU+LXhp4xj1ew2gWcLISowJIBzwSeAx4BLgTuBC4D7h2n8U1prj51EV+7byPxtE7IpzqynZ2QW+xvbrNEe3/KqUoOudXQz/7haqSUtEdTBeVBez+fv+dFWnsSZAyJaVrfSpurQ8TTOm19Sfb2JklmjOwsTGN2TQWdMWsG1xNPE00ZzhgaKv20RdPDkvDyA5Is8rrHGCAlb9myhi88eiuHdFvfSTOKyu+Pfhs3rHw/XRXV4zzAXJIZA0Wx+pENKhuWraZiJw4rYnAJMK/8UnHShklTZGir/3g9s3pGCHEPsB7Qgeexvi38HbhTCPE/2dd+NR7jm+rkJ+fmd9wt9DfINV509KecquSAUw1dE7ClLQpY1dR9qjJIHrRbeNhtwAUSnyqQQCylE9QUYmnD0v9VgW5IuuM6yUwUU0JthY+GcICt7VFae5IIIZiRTdbsiKW9YDPBecPuDXzlkV9zzN7NAJgI/nr4KXzntMtoqZ6g0pYAaVoKQk2Ff5AqgBwoG2a7Am0KKRMeFoYpSWZMDp9ZNeSy4+YGlFJ+Hfh63svbgBPHYTjTjkLJuaX+dvFNT+fIfs3VQVq6E+zvT1qFPLGqoQsx0MiwI5pmUWN4kDwIVjCsCvlyKgLYLqqNe3pRFYGmWB94v2Y1S0wbkgX1Fc4YZkSCtPYk2NebJBzQiIR8BP0a+/uSpPTCVSPcrwV9ClJaHxhVEc5PIShLQ/cYHkvad/ClR37D6dvXOa89tvBYvr3qcl49wEroY4kC+BQFQ0qklDnKREPYn/3SBs3hAGnDpK0/TSRo9WfLVxM8culNWCaakxYOnSfnVbDwKIt8U0Yk6GN2jWRfX4qkYRJQrbYdrT2JQbJIIRmklMkjljZwS9i6YaJLiZSwrzfpmC0sw4U1BnfuyxW/fa6sMkqGKa02JcLKxfKpIic/y2N0mN3bxuce/x3nb3wUJftV4cXmxXzz9A/zzLyjxnl0Q2MCGdMk7FfY3hnnq/ducBqHpnWTxU1hpJTE0gYL6sOcvNDPQ5vaeXVfP5V+1WvGWILOWBpVEbzBC1Yeo0UhU4amKhw3z+r2OSCLpAbJIoVkkFImj95EhkTGQBFWoMq4dD279BJAVcjnjME9a/OrgkQRLdAuiaMImF0TYk9P0ur4i2WbB8uZ6E2sDpyaRB+ffPJOLn3+H/hNKyNle+0svn3aZTyw5I2j1rJjrPEplkTdlzLxKZaL1ZoxmYOahdpOwcZIgHnZZ75j1YwxltY56toHRnWbo02lX2V+fWXBv6V1k65YmuaqAL4hSi2BV3Xdo0zyq5UXq2TeEPZjmFZZpFLV1Ett78qVCzGlJf3prhysmpDPKb3UEU0V3XZD2HpYW+pWWBPy5eRwuWdyQ3Se9xiCUDrJJ566kyd+cQVXrLsPv6mzv7KWL771E5x15c954LA3TfhAJVw/jWyZLwBVUUqWFDvQ0mNTiXhKL1nQt7UngQBWLm4oa3vezMqjLIYyZbgbJAZUhbpKH6a0WgEUK+VkSyluCc/9vOzmJ7bTlxyo39eTyKAIa1aU1M2i297TmyxqPzcl1FdoZEyrWjtkmySauct4DB/N0HnvS//i00/+nqZYDwD9/gp+uuI93HL8O0n6JkdVB6d5pqvCv8DOBRy4OIYrb482lX6Nl69966hvd7S46MY1ANx19YpBf9vREeOs7z/GpSvmc915R5a1PS9YeZRNMVOGu0HiPJfd/bpzjygokdiOwmJSCsA1Zy3hmrOWcMr1D7O725L9BJaEp0uYW5tr2HBv2yrfVDzidMZ1KnwKAVU4zRyLoSnWt+lihg0PQEre/tqT/L/HbmVBz14AUqqPW457Bz9b8V56Q5FxHuDwsGVhRQinwj+U5/IbKofRw+r19c1/vIpPVfjEGYeWvZ4nA3ocMOVKHyORSDqiVmX1vN52zuuFtl1OD454xsxp5lgMw8TZnheoBrNi54vcd+un+dm932ZBz14MIfjDkWey6qqb+NYZV0y6QGUjIafCf1VIw5Q4Lr+RyNseFve9uId/vbKfT521eFg1FL2Z1TRluJXVS1Gu9JG/nDuR+OKbni4o6SWKOB0SGZNDvvwPFjdWsKc3RV/SaivSUOkfVL6pGOVUXZdAynuINYgj9r/OFx/5DafsfMF57cFD3sD1p32ILY3zx29gB4h79uxuDlrK5Zf/WTp+XjUPbWonljY8N2Ae+/uS/NdfNnD8/Fr+45ThBXAvWE1DhtMssRzKlT7cy/UlMo6rL6CKohXZS0lvhinZtN+qIyewAlNbNI1PAUVRUCSkDM/WN5rM7dnH/3vsVt656XHntedmH863Vl3OujnLxnFko0MwW1Yp5FO5/zOnOa8Xc/kB3LO+Na9xaJrGsJ95dRVj6gacbEgp+X/3vETGkHzvPUc7KS7l4smA05DRdiyVK324l7NlPIFw6vvZY3CPz663NhQ+VXHkPN3EcSR6jA71sR6u+9fPeOSXVzuBakv9XK54939x4Qf+b0oEKrAcqKaEK1cuzHm92Gfm5ie2F20cOt3dgPnc+exuHtvczpfevpQFDYXt7KXwZlbTkNF2LK1a2lTQDfjVezcQud/S+KNpg7m1FVx43GzWbOtiR2ccFYmiCFp7EvjVFA1hv1ORXRWwrT1a0vzgRlUEphTopmVG92sKdSFtTNrWTycqU3GuWvsnrnz2L1RmrEoNeyP1fPeUD/LnI1ZhKlOr97FhSuoqfNy9roU127ocabrYZyaWNpjnGzgHacP0agMWYHdXnP/52yu86dB6LjlpZDKxF6ymIaPtWHK7AWsNk9aeJPv6UtRWaOzrtW5ws2uCtPUnuWd9K9edewTdsRRb22MICaqw6v+19iSd5wRb2qKoihhUGb0Yhmk9DAfL2j4z26TRY2T4jAwfeP6fXPPUndQlrMZ4PcEwP15xEbcddw4pzT/OIxwZAitpPGVYhZM1RThJ55oAhKAnoTM7oOVI06UajCYyhvO6X1W82oB5mKbk8394ESEE/3fh0SjDlP9sPBlwGjLajiW3RNIRtcqnqELQGcs4/+6IpnMkEWEnhQrXf1it7aUt32UDWTkhJ2OYznINlX5nX9oIPxjTFSFNzt34CA//8mqufegm6hJ9JDQ/Pz35Qk75yK/41YkXTNpABbmOUk218qjsK8TAut5UZfD1Wuwzc+XKhTmvl+sanE7c8tQOntnexdfeuYzZNSNv+eLNrKYhQyX4Dpf8lgl26SKJFURUAWnDuiXohsn6Xd3opkTLtpZ31+jb3BZFUwSmKdHLCFMq1k3GXrI6oDKjOkR/MkNbX9Lqk+X1pxoaKTlt+3q++OhvOLx9BwC6ULh7+Zv54ZveT1ukfnzHN4pkTEl1QEWXEDOssl6asGZYumliSEgBG/f0ogjY0WlJeIVcftectYTlc2qcz9KC+jAXv6GONdu6RuWzNdlJpA2uv38TZy5t4j3HzzmgbXnBappSqur6cHFLJKoQJF3FYE27+69qWdVbe5JoiiCoWXKJkFBX4ac7nkGC0x5kKKoDKrXhAC3dCYKqQMG6CcV1k/29CXoSOhIrUKmKQEMwqybIrq44pvQaLLpZvnczX37k15y8e4Pz2j+XrOD/TvsQ2+tmj+PIhsfSGWG2tsdQhRjkAnU31vSrCrGMaX3Ljw7UshTInFJb9rXrU2F7h+Xya4oUdvkNSmof+8Od8Egpeb0jSsiv8q13HTWgpowQTwb0OGDyJRKbHCOfEOzvz7ZSqA469fskkrb+lFOjz359KHpThvM8bEYkSFNVcKBuYCztbK++0j+wn77koIfk05mFXa384s//y32//awTqJ6eeyTnXfo9PnrBVyZVoFIgR1rOl3/dEnFztZWIur8/mVPLsth3l4wh6c/m8fUlPJdfuezpTRJLGXzjvCNpqjrwUlvezMrjgHHLijs64wQ0BaTEBKRp1VazE3CrAyqR4EDA6IimyBjWTCpjSHZ2le+aShkmDZV2qxCYVQNtfUkyhiSkKk4rkVTGoC9llYBKGZL6Co3OuD5ahz/paIx28dknbuM9Lz2IJq335dXGBXxr1eWsXnjchC8yWwgT2NYRo9Kn0J82Cs6aq4Oa06TTbm9jSpwWH5v2W01DC+X2xbNtazyXX3m8ureP1u4EdZV+3nn0rFHZphesPEYFWwq5+KanHUlwf2+CtmgaGLgB9KYM9vcmmFEdyrb4EOzuipMegXMvoCp0x3Uq/BmqQj4iQR+qImjvT9EYCVDh19jXm6AvZQyMQcppG6giqRgfffoPfPi5+wjq1vvSUtXE/512GX89/BSkmLxCi/3e9qZMNMWaWdnXlMjOtBIZk/5khkiwcGuZ5dc+QCJjoCkKicxgKTpjQlAbCOTT3eVXDN0w+cIfX0JVBAvqR+/8TN6r02NCkpP4GxsIVD5Vcey8HbF0jlPK3Y6h3O/0qiBHzinm0OrMG0M5z6mGM47JQEBP8x/P/InHf3EFH3v6HoJ6mq5QFdeeeRWnX3Uj9y07bVIHKrCcfUp2RmiY5KQt2FlQthRczKHnbk3jfv81RWA70c1st2DP5VecW57awUstvSyoryirT1W5eDMrj1HFLQm+3h5zgoRdWkUxrIfWr+7rJ5BN3M2vvVeO+cGQ0N6fQkGSzEg27LFygcJ+hbvXtZBI6XQnMs52bKMFQ3s3pkzBWsU0uGDjw3zu8duZ1d8BQNwX4JdvuICbTnwXscDUmRVkDEmGwgWHdQmBbNfNlCFpigRZsaiOG1dv46v3bnBqY15z1hIg25rG0K08rOyDV7+qUutX6Esag1raeAywqzPOd//1Gmcd3kRftmX9aOEFK49Rx5YEbVnFDlS6YWJizVrm1ASt5OH+dM4zAjuw2fXZjphV7ciKW/b3O05DRVDQNRhNm6T0xKBOv4a0bPTTAik5Y+tavvTYLSzu3A1ARlH5/dFv40dvupjOyprxHd94IK1rYHFjJVefuqhobUy7NY1bzraJp3UObcptTeMxgJSSr/zlZTRF4RvnH8mn73xhVLc/uef+HhMat6xiStOyCANNkUBO8rCtFNh5We76bGU5DfOwA1X+Ivo08Kof1/Iqf7ztP/n1n77hBKq/Lj2FM6/8BV9/y0enZ6CCnKTzcmpjeq0+hs+f1rfy+JYOvvC2w5hZPfLk32J4M6tpirutQSSQW79vJPJGoQ7A/SmdWdVBOqIp52F3dUAlmm13rQgr6Agh8CuStGkHLMmc6gBrtnVx97oW2vsSpPImUUU6h+Qw9UPTAId27OJLj/6GM19/1nntiflH863TP8zGGYeM48gmBhnDRGEg6by5KjdFIt/ZN9qJ81OdjmiKb/z9FY6fX8sHRlj7byi8YDUNcbcIUQVsabMsu3b9vuG2C8nf3tb2mLM9TVVojAS57twj+PY/X3WSNu2WHmY2GTM/sLT0puhJZDBMc1Cg8hhgZl87n1v9Oy545RHU7Mxzw4xD+N/TP8ya+UeP8+gmDqa07O0BxXIHtvYkEUI4aRSFnH2jmTg/1fnG314hnjL49ruOGnHtv6HwgtU0xC2DbGu3CsYioSOaZlFjmHha58bV28r+oA7anrDqKOVvz5206VMHrMXuQOV+fhVNT5NnTCOgOtHPJ5+6i0ue/ztBw3qQvbOmmetPvYx/LF05KXOlhkJVhFOseLg415UQzIgEae1JsK83STigkcgYnsR3ADy8aT/3vrCHT5+1mMUzxq4ztBesphjldADOr+VnGyDshMfhJjsO2l42WOVvT2LNtjqiadKGJKgpyKxDy2Y6SXcjIZhJcsWz93L12j9SlbLeo46Kan7wpvdz19FvRVen7kd6pIEKBq6rlG7SEU1R6VPoSxuDuv56DI/+ZIav/HkDh82I8LFVh47pvqbulT0NKbcDsLuWn19VnNpodh7UcJMdB20vG3wKba+tP8mixrCzbjyt83pWNhwupboITzVU0+B9Lz7Ap568g6ZYNwBRf4gbT3wXN7/hAhL+Ay9nM5lRsByi+hAXhMAKWDFT4lcFS2ZEvG6+B8D1929if1+Sn19yPH5tbP16nhtwClFuB2C308ldG60h7B+R62nQ9qTVWyp/e8UcVpHAyBr4OZXWgxrVwSn6vUtKzt70BA/98iP8779+RlOsm7Si8Zvj3sEpV9/Mj9908bQPVGA9j7In6KUEUMnADM1qX+XV+Rspz2zr5Land/HhNy3kmLk1Y76/KfoJn56U2wE43+lk10aLpY2iCZOrljYNkhhXLLJaIbgdhWkdmiN+uhI6LT3JQRJLTkfhbFJwPGO1ERlpr8Te5NQsn3Tyzhf58iO/Zvn+1wEwEdy77FS+e+pltFZ7M4B8JOXNtu2/pw3Jpn19+FXF6VJdinIk9ulCMmPwxT+9zLy6Cj77liUHZZ9esJpCDKcDcDGnUzEp8cKWHu5Z3+q8vqMzytodXTSG/TSEA85D6vccP4d71rcys1oj5FNzJBZgcEfh/rTVv0qCmm3jsbcn4XRyLXbjKbeDsHsbMyKBbIX3ic2y/a/z5Ud+zcqdLzqvPbbwOL656nJea1o4jiObuCgCAppCopychiySwV2qi1GuxD5d+OGDW9jeEeP3V56Uc78ZS7xgNYWwM/Pjad0JFMOV9NxSIkCFXyOe1rn5ie1OcViwWiUoAvqTOo2RYNHl7NdtiaWQCxFpuwKt2m12MLEqWRQOLeXW+HMvNtED1ZyefXzhsVs4Z9OTKNmRvti8mP89/cOsnXfUOI9uYlMb0qgI+NjdnXBkwELv9aAvQK6FS/VbKva5GI5rdrSJpXWOuvaBUd1mpV9lfn3xoA0QS+ls2NNHYzjADQ9t4YaHthRc7pW9fSybWTVqY/OC1RRiNBIZd3fHUQVsa4+SNkxHIomlDeb5Bp4tpQ0TRQxumZC/nP267QZ0uwYzBXQ/u7BtdVBDNyV6GY0Yi5G/9YkaqOpiPXzmidu56KV/4zctSXNb7Sz+77TLuH/JG6ekDX206UkaRNMmAVXkuEvzg1P+NWCYEr+q0FwVIJoqLieXK7FPZuIljt/GlJJtHTF8qmBeXekqFctmVrFslhesPIpwoImMYb/qJO66JZKAarVNsL9Z+lXFCWY2iYzV7tu9nP262w1Y4dcwijygEkDAZ3ULnlMbItY5dW4G+VSkE07LjsqM1UiyrbKWG950MXce/VYMZWTGk+mIlBLDHCip5Z5dCddPhDORRxGwtNm6mcbTOk2R4kaV4UjsB4tKv8bL17511LZ30Y1rALjr6hVFl/npI1t5dkc3N116PG85onnU9l0OnhvQIwd34q67V0ZdpS/HyVcV0jAlRIJa0fYc+TXV3G7AYk8WJFbnX8DpBDxa+FRR0il2sNAMnQ8/+xce/8UVfHLN3VRmkvT7K/jOKZdyytU3c/uxb/cC1TCxalDm5utJ17+d11zfkeweWOU4YL1agbC1LcoND23hnKNmHvRABd7MatpSzNnUn9JdibumI5GYEq479whHYlxQH+biN1huwHzJcfmcmqJSpO0GLEVHNEWFT9A/yhUs3L2zxgMhTS7Y8AiffeJ25vS1AZBSfdx2zNnc8KaL6QuNXfb/dCe/7UxIAxOl7HYf071WoJSSL//5ZUI+lWvPPWJcxuAFq2lIKWeTLXfkJ+42RYIFJcZrCmy/lNPQdgP2lbCbp3QD3QS/KsgYg+sGHhBZTSioKU67kYPB6VvX8oXHbmVpx04ADCG49/DT+M5pH2Rv1fS44Y0ndqDyKaAIhYwpObSxgvs/c1rZ25jOtQL/uL6Vtdu7+Pa7jqIxEhh6hTHAC1bTkFLOptFwFJaz36qA6rSbz8f2bChC0BTxs78/dcD7tlGFQJcSwywdqA4k78vNca2v8sVHb+HElo3Oa48sOoFvrrqcLY1jU53aoziGBEVhSPefxwA98TTf/MerHD+/lveeMHfcxuEFq2lIvrOpP5mhrS/JjqyZ4cLjZheU98qlWPuR9v6U05phfkOYrfv7SBSoj2O/ktRNkqMYqMByMykM3WLEkOV1LC7G4vad/L/HbuXNr691Xls/8zC+tepynp135Mg26jFibJOFKXFahJRy/3kMcP39m+hNZPif848cs4rq5eAFq2mI29nUn8ywpyeJxCos29af5J71rVx37hEjkjxKtR9xt2aQ0qrj5lMtx6HTKVgpr1fVSCknkdhmJIFqZl8bn3v8Ns7f+CiatA5ka90cvnPqB3lgyQrPhj5Myq3/6E4SD2Rr1KV0c9D6QU1xOgGUcv95WLy4u4c71u7mqlMXcfgo5kyNBC9YTUPcUp+VhGt9nBvCgQNOdizVfsTdmsGu9C4QaCpOztVoSG+lGKvNVyf6+cSau7jk+X8Q0tMA7A3X86M3vY+7lr8F03P3jYhy3y9VgBRWErlpmijZLwWSXEnXNM1p6eQbCVJKvv3PTdRX+rnmzMXjPRwvWE1H3M6mHZ1xgppCQzhAVVYadCc7FusAnF8b7UcPbubmJ7bTl9QRgJadIVndgK3eVdb2Jfv6UiR1E01YE42kLnNkmslEKJ3kimf/wpXP/YWapDWL7AlUctNJ7+JXJ5xPyjc+D6OnG9a1JqnQBAldOl/AfKoVtDRhTb10CU2RYM6169X8K8zqLR2s2dbJte9cRjgw/qFi/EfgMS7YzqaLb3q6aLJjqQ7AbgfhSy093PDwVmw5WzIg5UkJGSkdaUZTFY6bV0tPPM2WtiiqGJBwwJJwMoaJmX1mZG/DjmF2UCu3NqCb0WwpoulpLn7pX3x8zR9ojnYCkND83Hbs2/nJiovo9WzoBxVVWIaJuC7xKeDXVNKGicjWm4wEfY70d8dVJzvreTX/CiOl5Hv/eo25dSHeP0Zt6oeLF6ymGOV+S7SX27y/j2jKoK7SR31lIMf9ly/pmabEBHZ2JVAEVPgUrrnzefpTOlKCqiqDWtS7m95taesnHND4r3OW8e1/voopJXq+wUJKqoIaPQkdIays9Ux2kQqfQjwbBUcyAxuNQCVMg3dseoJPPXkHh3a1AKALhXuXreJ7p1zCHq8a+rhguDJ+FcVSCvb0Jpx6k8mMQXc8Q28iw8U3Pe18Lko5Y19ydQiwuwdcc9bBqTA+3qzZ1slLLb1884KjxrxPVbl4wWoKUe63RPdyM6tDdERTdMUyZAzJ4qaI80H+6r0bHNdgPG3k3OxNabedH3BDZAxzUJuGnNmMHCiD09qTKBhwUobkuJnVNFf5eWhTO7G0QYVPoa7SZ+VmjaX7ogRCmrxpx4t87vHfcezezc7rDx7yBr5z6ge9auhjhHDNusslY5iOpN0RTRFPGxgy43whc38uitX827inl7U7ulCEJWknMgY3PLwVYFoErF88to2GcIB3HTd7vIfi4AWrKUS5laHzl2uMBKkMaIMkErdrsNT9opTF268qICy7sO3CunH1NmeG5DbHSWlVWnePwc3yax/Apwo0ZaAD8ZgjJcv3buZzj9/OaTvWOy8/O/twvnvKpTwz7yjP4TdK5AemkZ5W+1qsCvnQVEF7f6poJ4BiNf9iaSMbqKxrTRGgmyY3P7F9ygerV/b0sXpzO//51sMI+iaOMcgLVlOIcitDF6usnr+c2zXoptizn/xabNa/JUjhZL33JzJsa48NLJu3IcOUOTKNm1jaQCBJ6cawv20PGyk5pKuFTz1xB+e89gRq1ob+WsM8fvim93P/YW9Eiokhj0wV8t/TA3mPN+3rQ1UE4YCGX1PQDbPg9f6N844smARvmhJNy42WirCuwanOLx/fRqVf5ZIJ8qzKxvu0TSHm1lYMmm0UqgwdCWi09iTRTen0jGrtSQ5y/Kxa2sR15x5BUySIu75tPn5VQXX9ocKvMqc6QEBTUMTAA+62viRt0fSQx2HLNI9uasvbj0A3rW/OYxmrZvW28T//+in/+M01nLtpNao0aa1q5Mtv+RjvuOyH/HPpSi9QTUDc16bMum8E1he2Yte7+xrvTWRoigS57twjiAS1QWqBKa1+T1OZjGHy95f2cuHxc6iu8A29wkHEm1lNIcotlSTtr6x5UyFZ4Kus7Rr80YObHcefIiCVNUYoYMl8qoIwJYubwvzz06cCA8/GVEUgpaQtW41CUwSZIrqhLU8Wki8bwoEhm+sNh/wZYl2shyueu5cPrv87kbQ1y+wKRfj1Cedyy/HnEg2UbkrnMTx82dqPhXC7Pv2qVcdxqOdX9p+awn5mVFu9luJpnT09idwF8q73QjX/rly5kBse3opumo7MbUrr9alMRzRF2jD5wMkTa1YFXrCaUpRbGTqaNgZXVg8HHImjkKPQ1ultd5QQUOVX0SU51dmjKb1gblZvIoPEelitqQq6aQwKNu7ZmW6YrN/VzcrrHwbTpCuhE8+Ob7RmVfZ2IskoF7/4AFc++xeaYt0AxH0Bbj/6bdx04rtpj9SN0h493BQLVDDw3pgSp+BwfqAq9KUlpOEEKrBmVWlDEvYp9LpqUVYH1JKSXv71Ph3cgPYXyhPm17JkxsRLvfCC1RSjnMrQpSqrl3IUXnPWEufDWig/K57W8atKzvrW7M7kG+cdyTV3Pu/IlPa3ZPsbdEBTQIKmCvoSGVp7kmiKIJXRaY9mRvs0ARBKJTh302o++vQ9LOjZC0BGUfnLslX8ZMVF7Kyd6ZknJjCFQl1Ch329CZqzASuRMdAUQW/KyJEJe1MGVUP0TXRf79OBvqROMmPy/pPmjfdQCuIJ79OQUo3k3E5BIayfPlVw4+ptZW1DSll0/StXLsw2yTNzEoirgxqGKTGkpCHsZ3+/1XSxuTpIZ8wKVKMZMgKZFG997Un+cMcXuf7+H7OgZy8mgn8feiIXXPJd/t/bP8XOulleoJqAqEXeEk0RTtfqzlg695rMSs7S9R9YkpfHAG39KVRF8PajZo73UAoybjMrIUQNcDNwJNb182HgNeAuYAGwA3ivlLJ7fEY4dSklF7pzq2wKOQpXLW1yGim6ZZK717UUXf+asyxLur2OT5EoikI06/IzTCvhGKBCsyzHo1l+KaCnOX73K3zi6bt4466XndefnnskP3rj+1g790h01RMbJjKKIpCmzLkuBODLBiqftFLxehMZKv0qflUhbQ6U8xJY30EUAelRKkQ5Fco1dURTdMfSzKgKTCi7upvx/GTeANwvpbxQCOEHKoAvAw9JKb8thPgi8EXgC+M4xilLMbmwWN5JvqPQ3UhxXtbMcc/6VsJ+69/F1relFbfc2JdIO1KfXXU9rksUBp4plLqtDGW48OsZlrZt42NP38NbtjyNkl3y1cYF/HjFRTy0+CRSmr/EHjwOBnYOXan8uZqQj/Y8R6nEcrH5VAWEoCqoOpZ0nypyjDSaIrLPTE0qRuGmPFXKNd2zrgUJE7oS/bgEKyFENXAq8CEAKWUaSAshzgNWZRe7FXgUL1gdVMp1FBZLQBZCkDHMYa2/vcOqOSiwyuY4RW2xdOqhalYUC1KaobOgew9Xrf0T5298FL9p5Yvtqp7BL056N39edjqJQKjI2h5jjftLRiSgEs+Y6CWaYvoVS+Kz1xUMXBu6KRHCdBx77uurKRJwGnjqUoJpjpqzr9xE/ImMaUruWLuLSFAjNIGt+eM1s1oItAO/EUIcDawDPgXMkFLuzS6zD5hRaGUhxFXAVQDz5k3Mh4HjxYFKEsXkPdu+br9uSklDpc/5kPYlMnRErWrqS5rCSClzpJiv3ruBuasHxuNOYLYlHVd5N4eRFFfSDJ3m/nYuW/c3Ln7xAcIZ6xlYR0U1vzn+XG4/9mx6QuPbm8dj4EuGIiCeMfGrgkSRclr1FRo9Seu6s9fxayqpjOFcI6aEc5c3c81ZS7j7+oed66upypottPWnkNKSpUfL2VduIv5o4b73VdQVvD0Om6e3dbKzM84hjRM7NWO8gpUGHAd8Ukr5jBDiBizJz0FKKYUQBb80SylvAm4COOGEEyZZU4mxYzQkiWLy3vaOKPe9tM+plZbSyUp3CSr8Gnt6rWdNAVWQNkwyhuQ9x8/hnvWtBcfjlhuH25HXfkYhpSTjeh6hmgYN0W4ueulfXLb+b9Qn+gCI+kP8/ui38Zvj38m+qgYvoXeC4Mvm25kShJQkClwEFxwzk4UNYSfHzxYIDQlp3cgJeAvqK1i3q5dHN7UNkrObqoKEg4NLih0o5crmo4X73lc3//BRuffd/dxuqoIadRUTWwofr09tC9AipXwm+/s9WMFrvxBiJkD2Z1uR9T0KUK6TbyTbGAhUCopQcpxXtqtKIGiqCjrr3PzE9qLjcbsJh3sR2s8o9OzNrblSozbWwyXr/849t/8/Pvvk76lP9JFWNe5c/mbOu/T7XL/qQ+ytbvIC1QTCkLLo80bbiHnfS/u4+YntzrXndgMarkomDZX+otdXvuN1NDlY+xkrehMZ/rlhH+cdM3tcW9aXw7jMrKSU+4QQu4UQh0kpXwPOBF7J/ncZ8O3sz3vHY3yTlaEkiXIkwmJ1A428WmmqIhznVVI3LTeflOzotPZlVycwTFmwsWN+A0gFWdbsyt6uBBRpcqia5m1bXuCc+29jafsOAAwh+NfiFfzspHfzWtMi0trEKhvjYVHq/bblYMOUJWtCKsIKVHYisJ1M/tV7N+QkpBdLkM9nuDJ6uYn4E5W/vriHlG7ynhPm8L9/f3W8h1OS8XQDfhK4PesE3AZcjjXTu1sIcQWwE3jvOI5v0lFKkihXIgz7Vba2x1CFQBUC3bDqqAnIaYgIOM6r6pAvpwwSDFQnSBumIxFWZZOEbYnEdiS+7QePsbU9hk8R2c7BxZ9UKQg0ITkmLDlxzybO/sdvOWrHBufvT84/mp+fdCHPzTmcpG/iOpsmI0FNQUprRtRcFUBRFHyqyLbU6BuTeo0Css+yBm9dEbCwodK53vuT2WTyAgnp5QSPkcro5STiT1T+sK6Fpc0RjppdPd5DGZJxC1ZSyheAEwr86cyDPJQpQyknX7muJeGuWOvSaOrDfrrjmYK10n7+2Ov2YjlYm7DaMXZEU2jZWVG+RFJwn4WQknAqxmF7t/KpF+7jpFfWOH96acah/OLkd7N64fFEA0M/LxjNrsHTBtf10BXLMLMm6FxPY3Uu68N+Qj510JchCdRV+BwJLuRT2ddrGWlmRIKO7DwcZ95kc/bF0jpHXfvAsNer9KvMr68kntZ5ubWPeXUVvO+mp3llbx/LZk5c45GXATmFGI1k3/6UPrhuYFUAU8IHz5if4xI8YmaEm5/Y7ji48gOABGbVBK1OrbpJUySYI5HY7sK+pGUp14vpQlISSceZ39XKlevu45xXH8dnWo/a9zbN4cYT38VfFp5kOfzKrDrhBarhk8xYX1QUIJ4xaOmKgxCOQ28s6I5n6Ff0nC7RNh2xDKG0QUM4QFq3Gn/Orgk6kjMMz5l3sJ1940E8NdDup70/jQAawpaxYtnMKpbN8oKVx0HiQJN9S9UNdNdKc1dht7ErBLgrBUSCPlRFDHJhFVq/EOFUnJm9bXzgxft578v/piJjmTn2V9Zy6wnncs8RZ2A0NtCbHPqGaTkVpReoRojj3sv+nrJ6yeMbwwfzirAKrMZ1q4yXlANfagTWv/f0JvnUGYeyZlsXbdlSXTbDceYdbGffgVLp13j52rcOa52LbrTUiNuvPImTv/UQbzliBjdeWkjgmnh41qhpQrmupXKXK+bQcndhaKj0l7V+ISpTcRZ0tXLVM3/k7ju+xIfW/42KTIq+QAW/OOndvP+D3+FXJ55PW6Se7lSZAUgIL1AdAG73nvunIWXRLx0HGsYyxsA+dUPmzL6tKv4KirCupwN15k12Z99weGZ7Fx3RNOcfM3Ha1g/FsGdWQogKKeXUmRdPE/IlwmLJuvlJwYqwbhgfuuVZVEVw7vJmfvC+46y/lejaG1AFAZ86SPqz3Va29JcxckvrhNJJ6uM9vG3zGi5/7l5m93cAkFR93HPUWfz2uHPYVdOcY54ox0VotSX3QtWBYJ8+J69NZO3jWeONpoDbG1Os+shw8+pMrG0beRsT4CQFZwyda+58njOXNrKvLz1IBs93+a1YVMeabV2DXH+T2dk3HP720l4q/CqnT6JjKztYCSHeiFV4NgzMy1aeuFpK+bGxGpzH6GIHo1KuJ8BJChb9KXqTAxq3YUr+/MJeYD0BVSGeMYoaFVKGZE5NrvTn3m8+wUyS2ngfp+x4gf949s8s7txt7VMo/P2wlfzqhHPZ2jCPWBnmiXxsJ+PcGqsbrNU2wmp1XqwJ5Ej2MdItlVMT72Bivz+zqkPs6YmTX1TCPk67NJZVGNbqwOtXBTOrg7T2WHKcKgacoX5VZHPkrOXcTTj1rDzrlpElA80X04ZJhd86R9kmwDkV1MGS7O57aR+fOuNQp2gyDHb5be+IsnZHF00RP/WVgUGuv6kYnNxIKbl/w17OOnzGhC1aW4jhzKx+ALwVuA9ASvmiEOLUMRmVx5hSyvUEA916e5OxnPXsHlT3vbSPmVUB4j2DGyi6WbM9t2B+TsIx2T5WepraeB/H7H2Nq9b+ieP2vOYs/9jC47j5DefzUvNieoPhEbfscLeE+OhphzgdYPVRNAYcyJbstikTBbeD0z1TKhSQJaBlA5W9TEc0jaoIkJByTYfczRYFVlWJPT1JJBI1Oytzz9gA6it9qIpCezRNVUij0q/SllfIFrIFahWrQO3NT2zPKaWUf733J3UUAX0JnYZwcMK7/kab3oROdzzDOcsnZiuQYgxLBpRS7ha5N4yJ8VXQY1iUcj1JGPS3fAxTghA0hn10xjJlSzq7u+P0x9P0pgz8eoaaRB9LOnZy5bP3smr7Ome552cu4cYT38Wzc4+kOxTBVNSyCtoORSJj3cgWN1awpT1eskX6wUTFtu9PjAG5HZz57s58VEU4D6YUrLYbKaPwbcG9ftqQtPYkUIXANCVmNn9OlwOBCqArrlPpVzlxfg0b9/YTSxsENAXTNJ0Zn6YIp0WIIhjU8Xrtji6CmuIkp6cNM9siZOCKsq//qdDuYyi6YmnCAY3TljSO91CGxXCC1e6sFCiFED6swrMTO+XZoyBDuZ7y/5aPqghnG83VFbzc2lvWfpNpnVg8RWOij3k9+7hs3d8457UnUKV109haN4ebTryAxxYeT1dlNbrqQwgQ8sADlU0spbNpv05thUZvQh/VflkjRQrrC0D+Mx8bIcCviKz7LpeAalnHi9R/LYr93Cg/d0nJc3Cu39VNqkSStmFK6sN+q8usblJuzLVmUJa7zw5UqQK78SuSCr/K2p09NEX8zKurcPIHO6IpMoaZY9IxpZVH5Jb+7HqVdnK6LSvaJcPAuv7DAW1KtPsohZSS7niac5bPnFQSIAzPDfgR4OPAbKAVOCb7u8cko5Tryf236mBuwLJnIucub85ZrkIrLM+tWFg78Iuuo7S3cVj7Dj715B3cdtdXOXfTalRpsifSwP+cfgWXvfda7l22iv1VDWRU38ANbRSP3d7WRAlUMOBos7/o5+dGK/aDIWd511+FKBjghqK+0sqtyX/2U1/py7keZImTZI+iI5bGyMqY6hBSbY6b0HWgqSIaTULPle3cNSbrQpojoZrSzP4s0CKkKojI7qgjmiIStNarCmlld7meKkRTOropOfPw0anYfjApa2YlhFCBG6SUHxjj8XiMIsUkjaFcT/bf0rqJT1PojKatwOFyA+Yvp8ZT9Lu+GlcFNXb3JDnn+48QjvXh72rnQ2sf4AMv/JPqlPUsrDsY4bZj386fjjid9nBdwcoT9gP40ZABYcCFNlECFUAyYxSV22xzSEo3EYCWNT9YpY8sK/dIDqUnkRn0moIlu/UlDaQpueK3z1mSbxHsv5jSqoIfUkwSeunRuM0TyYw1EyvWqt4mnjbQlMGyXVo3+dQZhw5qZ5PfIiQS9DGrBkfaXN4Q5v0nWm5A9/VfbuL8ZKYnbr3vpy2eXBIglBmspJSGEGK+EMKfbZToMcEZqs5ZKddTuY6oQsvZ+w0Ik1C0l8Tedo7fvIYPr/8rDf2dACS0AHctfzN3Ln8Le6sayzJPmEzdEkmljkliyaCVfpW0YSIQzKoJEgn6nGTt9Tu7CkqEJfdZYHETqFCFUylCK1N3CaiCxrCflp7kkMu63X6+bJL2EPENsAomB10zeFu2diequ8mXugslp1+Tv87qyZUUPBJ6EhkiAY3qislX3Hk4z6y2AU8KIe4DHJuYlPL7oz4qjwNmvOqc3fToVuqTfTRm4sxa/xQfWvMnFnTvASCjqPx16Sncduw57KptpitUhamU1s3tZyD5NuXphAQawgH29CaQSNr6kqjKQJ3Fq37XVXL9Qm04CuWcCawmiHZAKXf2KbFqBdrbGCr42j8zZQZY2yloSkuqK9Z92k25Ha8PdJ3JxL7eJPG0wdzaydkdezjB6vXsfwoQGZvheIwWw6lzVm7CZKn15lUH+dgx9ejbtnFS21be/fCdLN49YEN/6JA3cPvJ5/N63Wz2BKrJqOV9s7NnAG4783RkT28CI9uoMGNIXm+PEQlYSd3pEiemKeynI5bOSeiFwgFF5v0sK9ka630xDBOfMpAkXAx3MLN/KoCqCkxDFrQX6yb4FEsSfnVff0736pFK3YWY6knBj7xmtQesmYSzKhhGsJJS/jeAECKc/T06VoPyOHDKrXM23ITJQespMFsmUXbu5d5nHuNLT/6RY7cM2NDXzlnGL99wAa82H0J/uIaYFuDQxkq2d8ZLusxs7JnVUIFqLCXC4VZcGAsMQw56ZtefMlEorcpHQj6n15O7R5k7uXakhHwqumkSyrrKEhmDgFo8udlu95EycpsumgAFjs9NxrRmWIc3R5zu1UDRTtRDSd3FmMpJwQ9vasOvKs77NdkYTgWLI4HfAXXZ3zuAD0opN47R2DwOgHIljZEmTN742OvUpGM0ZeI0dO/nnav/yIqXVqNkv1Zva17IL064gDWzl9EdqiIVqkBRFDAlQoiSLjM35eRC2d/My5WVbMoNcGICzOiK3ch7U8WriNiNKu1rIBLUhkyuLYXb5KIKctx3gJNsXQxVGRinqohsrpPMOb5S74mU5LT+uPmJ7TRGApOmpcd4ktINntzaQU2FDzHC5PrxZjgy4E3AZ6WUjwAIIVYBvwTeOPrD8hiKoZIXy5U08uXCtGFm7bwGm/b1OZ2Cc+TDvj70bdtYpMd4+1P3cfqz/8JnWM8s9tbOIPqRT/LT0GIe7zTpq4hYOUCm1dm3odJPNKVjMHoOP3UoO1kRyo1B9jxhoho8Co3JdhFeeNzsHLfcucubndp5DWG/4/QsB6EI/NkcYF1aMyvbfQew5vWOQVVLcscpEEJQHVTpT+mO5b6QNFgI9/ebkE8lljaYlzdLGG5n7OnC2u1dxNMGcybp8yoYXrCqtAMVgJTyUSFE5RiMyWMIyu1oWo6kkS8XKkDKtG4g7k7BhzZWQl8fdHVBby8ffP4fnLH6L1SmrBtDb7iGP7/xfF5e8Wa+99Ez+WF9PWf/5Cl626IENOGUauqKZ1jcFKDSb832AoriFMO1k1JDPtWRq8qaAUg56s+z3DfQCp/iWOiHO3sbL+yyRXadx3nZ2fW6Xb1cd+4RAHztvo1UN/po6YqX5SZ8/ZtvL/q3Hz24mbU7e5zZXCFqK3w0hgNsaYviUweqUAy1Z1uGdaeXJTKGcw0dSGfs6cLDm9oIaApVwcn5vAqGlxS8TQjxX0KIBdn/vorlEPQ4yOTU2DvA5MX8BGH7xqGpwknarEgnmNG9D1pa4Lbb4C1v4Z3//j2VqThxf4i/nPYePv8f3+G+E87m3HedAjNmgGYlXAKDMk+llFy5cqGT0KmK3KRUd9JmR8wKVKXmTpZTbNiHXhJ7c9XB3KTSiY47odi2hxe6TnLk36wsdCBHOFTLF8CaxbmuieHG/ZqQLyeJ98qVC4smt4/mZ2Qq8MimNlYcUm+Vx5qkDGdm9WHgv4E/YX2WH8++5nEQcEsa7f0pmqsCOX8fbm0z93KRgBVYehMZhBA0hX3E0gZqIk5Tqp8ZfsnRL64nccsXCO3eCYCuaqxbeTY/OvQMdgVqSAdr+cDph3Pa8rnOPqJpY1DX4Sq/yvbOOHeva2FWdZCOaIq0Yc1e6iotPX1ObYWTtLm3N5W96So5SaFgN+YbO2muOqAyr94SD+ykUlNilQZyeQg0QVm5QgcD92wwZchBD9Pb+xK83j5QoLg6oGJKq4GiIeWQzwjt7s75SbjuljGlxhZNG1T4BH2uBHJ75uR2fLpntuGAltP6w25vc/e6FsJ+FSEEvYkMc7JO1kL1AGHqJfiWy7b2KDs643x45UL+/tLe8R7OiBmOG7CbwXl0HgeBfEmjI5qitSeJEIJIdlo/nNpm+duzzRffOO9Ibly9jd7OHo7QYviDKRbv38r5D93BoXteB6w6bk8vX8ltJ57Lq1otSmMD1Q11jkNr+ZwaZ1/5XYf7EhlaexJoysB+GyNBrjv3iIIB9Rpg+bUPkMgY1jfCvPugpihOUdLRnlmtWFSf03XWTir1KVbSrE8VhHwqe3oSdMUzY+4YLNsMkv0Zz5gENCVHJtvVEc0JEmAZNBQBPkVBUURRh6Yicrs7a4p1zd3w8FYAAppCPG0UnJ3ZErCqCDDNQWOwaxRqioImrHJSixrDTtJzsTYzA9euyTfOOxKgaD3AquyyUynBt1we3mRZ1k8/rGlSB6uyZUAhxL+FEDWu32uFEA+Myag8csiXNGZErMaD+3qTI6ptVkwi+fVDr3LNkiA1XW3M3rGJT9zxHT7/u/9xAtXzhxzDN676Jrec+1FerJ5La+0M9hEouq98iXF/9ubfXB0sW5pxy4Xui1V1Vc2ur/QX7VTrxlY2ofSF71NF0fqJQoicc1eobNFokS/nlYM7edo0zZxj6M1OB/NrD5rS6vZrmLKoFFgb8uVIfYpQcrr01oU0Z/+DxpR98dzlzXQl9Jxjc4/bHkNDuHiH6VLyXql6gFO56+9QPPJaG4ubwsytm9yBejgyYIOUssf+RUrZLYSYfk8qy2Q0nUj5jj1L1pDs60s58keh2mb7ehN0xtK83h5j+bUPOJJN/va0TJo5sR4ye/tZcfhcmp68lYVrHkHJ3nraDjmcn51wPlvmHkaL4WO/HialKWBCOm04VddVRbCjM87FNz3tHK+767BpSkI+hV1dceeBuQKD1sk/fzOrAnTFMphy4OGU+3lHpyvptRROj6QKjZ6kUXQqlDEkN67exoXHzXbqx0kp6Ypl2FUkh2gsZlUS6/zYAcipByjBp0hcfTGBAVnUXjdjQjytD3b8ZSOFcEmozdlzHDcHH19VQKEioLGnN5nTHdqu6xdLG1SFfEVbxrhrSh7y5X8UdYEe2liJEIJoSi/aYXrtji4CqqCpKuioCoXa2+TXA8zf3nQhmtJZu72LD79p4XgP5YAZTrAyhRDzpJS7AIQQ85mYTt5xZ7SdSIUSfDVV4bh5tTkSibu22b7eBO3RAXOCW7Kxt1elSCKxXkKpOL7ebt7z7N8xb3iQQ3RrtrCnYRZ3n/oe1i48lqQ/yCY9iFHht2SdAj0pDFOiCpzjvbClJ8eN9urePqfuHFg3eBPrGVB+t+J8qachojC7OlDQGj2cQKEq0BnXqQlp9Cb1gs9oRPYY7lnfynXnHsFLLT2O/HUwEVlpMagpLJ5hFY2Jp3VSGYO9fSl8qhWgUtkHZgIrMLi7H3dkrwF3+xE70NjaoiJAURRm1gTZ15ssWoOwM5YekPqygTEjocKv5LSMsSkk4/lVQaLAGxbyKdz/mdMKngf35ymoWdLvnp4ks2qsoFSsvU2heoDTjSe2tJMx5KRqX1+M4bgBvwI8IYT4nRDiNmA18KWxGdbkZrSdSKVaehRbrtPlovOpuZLNR1bMJdLTSdX+Fqr7unjLo3/k/278PKc9/U8UPUNXuJbfnvMffOOqb/PyUW+it66JV9Uq0ppvyCJ9hsQ53puf2J5zHooFFcOkqJzjPn92oBJixE2DneDUl9Qplsevkjuecpxuo40qBtptGKaZ8753xTJ5clx2OUlO92O33GfK3A+7dJVFqg1pzvluCFvGHbsGoftac0t9bmNLXUgr+xq1ty/IHZ/9eiHc10Op8ZU7hunEY5s7CAc0jp9fO95DOWCGY7C4XwhxHHAy1nX6aSllx5iNbBIznLp85VAowdd2PX313g05MqO93OvtMSdQ2XZVnzQIdndzWjDOrvlBorf9mYvW/pW6RJ+1o6oqfn/023hyxdmkAyH6wtXEQ2GElKSj/cxxOftKsa09SkPYPyhps2hlAtc6xboVu11tB9Lh190ipNBRKFjJr/Y+W7rjZTndRhNVgKII/KqCzzRI6LBhTx8CqA/7iWelyEyBjrz2uakOWjPHnGBVwKWxdEYl0fRAyaSqkM/5spMxJO39Kc5c2siNq7extz89SMKrCigIRSmZhJ7vZK0OavSn9Jzmj7u7EzlSdTH3q+3s64imSOqWw9SnSOdz4JZup1ptv5HwxNZ2Tl5U73RSnswMGayycl+PlLJXStkhhIgB5wOHCSF+4rUMGUy5dfmGgzvBt5z2H24XnWIaVCf6qUj0U6HCll/dyZtv/AnNPZZLKK35uP+4tzDrc5/k2df62CP9GNW1yOxMwk7A1FTFcfaV6g6sm1YisV0nrlTX4fx1FjeFqanwFzx/Y01AVUAMNDe037POaJp4prDTzU1QU6xuuQzuSVVufPWpwpHg4imdtqh13LaM1zFEgrSdwGwHNPd+3TPbgGbNdLe0x5kZ8TvvU18iQ08ig6oIgoqgwq9y30v7aIr4UZFOJUKfIlCEIJ6RzPJbga5Uyxi3kzWWNqyOv2mD/f0p6xyJAal6e0eUdbt6B9bpt9yvIKgK+agK+dBUy5kZSxs5nwNbup3OAcpmZ2eM3V0Jrlw5NWaW5YTbu4FKACHEMcAfgF3A0cDPxmxkk5ixliPKkRmvXLkQDINItJvZ3XuojPdz7K5X+PXfv8Pi679Gc08bphA8fswq/utj3+OPp1/EzTt1zr/gTXQGq4jpudJTfgJmOFBYRFPAuUPWVfpy1tFKPfRxJQwXO39j/cyomButrtLnHmJBKv1WRQZ7OfdQhzsRtCUuOyHaryqDqqYXQkCOC67YsgJy3HxdCd053x3RbPDAMjG4a0Uq2S8vAutcOUaNEppsKSdrWzZQAWhCOOO576V9Oes0V1vr7O9PlnRmTvfE33ye2GoJXysXN4zzSEaHcmTAkJRyT/bflwC/llJ+TwihAC+M2cgmMWPRaqDcpGAATJNrjq2nujXIPc+1MXv/Tq5+9s8cu/sVZ/knFhzLrSedz46amZgEUSKNJE0/px05i+M37OO+l/ZhmFaAqA35uHtdC5gme6M6Kd2k0q+ydEYlW9rjTjdZTRHOg3sV2NuXYlZ1kD09SdKGxDQlgWzV7XxSWWlxS3tskBPPPn9X/PY5hBxZZ9xy8KmChnAAU0JTJEhzlZ9r7nyevuSA3brQvsN+BUVRiJlm1uRg3cCllBjZckJ2rtFQ2KWK7J8KWdNEGRNLCbT2JEBK9BJljCRWd2LbzZfSTa479whuXL2NHZ1xVCSKImjtSaAbMqdLr508bEt4qoDNbdFBbk6bUk5W9/gypiTjciLu7Uk4jr9I0MfsmqHdrzC9En9jaZ2jri2cPVTpV0llZdIv/fEl5wvFK3v7WDaz6mAOc9QoJ1i5vzadQdZUIaU0J2v13oPBaLYaKDcpeG510Krd190NhsFls+CybX+Cf/zD2damuYfx8xMu4KWGhWRUjWi4mkSgAiNmsrhJ40cPbua+l/ZlHWKW/bkznqHKMIhnrNvLnJogmqoQz0h+9cETuHH1Nke260tknERMTcDe3qSzzt7eJClDlqwfJ01ZVM6xa8FpLnlyOAxVOHdWTYiMIQc5AO1AIwG/Aum8jUTTJuGAyKkhOKs65Dz/aYoE2dDaQ3+q/PGqYuC5mm6Yg4KdHTgHJSNLSQGjZrYflOuFPDeffb2+7QePsbU9hpDZ2pBIp0uvqli1IhVFOIVybUt9McdrKSfrup1dRXtxZUyZ4/gbyv1qM10Tf93EU3q2SaVJXV6V9WUzq1g2a+oGq4eFEHcDe4Fa4GEAIcRMGKKZjseokN/GY0YkSGtPgn29ScIBjURaJxDt55qjmqGjA9rb4Wc/g7vvBt2aFeyZMY87TnkPmw87lte7knT6w/QFrLwWv0uCu/mJ7cgCN7y+1MCzmF1dCSr8KlUhjRtXb+PqUxfx+XtepLUnQSpjDvpGr2A9a7E/MqWKwZoMbvVgl/jpT+pIQDcM/NrwvyiVClSKgNbuBKaUXH3bOnTTkgRlXpBwByr3TCuaMlhQX0FLdwLdlOzqihPwKYQDGv91zjI+dMuzwxqrIWFGJMD+/hS6KVGVgeBQ4VOcFAB3sFKzs55i23PjXiyZNpyZkT0jTGejs5NgLCUzwgHr2ZHMlkbKNoM0TIN9vUkiQW1Qe45SrWquHqLDcaGuyG6memffoaj0a7x87VsHvX7RjWuIZ/Mfv3D24Vx4/JxxGN3oU06w+jRwETATWCmltFP2m7Hs7B5jTFEppTeJ0dXNkb4M7z9pFic1aPDDH8Itt0DCmt0wezZccw2f39dIuCJArCLCLrMaiUCR1o1OUwXN4QCxtOEEhEJI10/dlHT0p8kY/UB2+i0LS08mVuLocIpo2nKOu8SPXxNkdKtJX2qExfhsmc6UAzd5JWuqSGYTkVQFR9ocabKvzP7vQLSHpqogUkrao2kkgpBPONbtesjWVZQIJFVBDd2UxNLFk5YLyZgCawZtz4x64mnnANzP3mR2G3bi7mv7+60SSsKaKemGpDOWRjf6crZfShLXJUU7QM+qDjmOv2IJvVO9s++BEEtZX1KPmVszvgMZRYYMVtIqk3xngdefd/8uhFgjpVwximPzyDJISpGS6nScYypS3PCeoyCdht//Hn7xC0sCBKipgY9+FN7/fvD7qb53M6/LIIFQEF8yim5KlGygctdh292dKGtMihCYQpLWTW5cvY2qkI/m6lBJl6BdcbucOnq2nJOf4xTw4XSnjaUNq0RQmc+DAI6cXe0c68Y9vY6smNIHmhjKMjeWv1R7fwpVEahC5JzXch74FzuGSMjHIU2RkkmtF9/0tHN9bNzTmxOY3HKhu/UKgG5Ix/1oz2ZjacOyzbtyyuzz/fgXznBes92m9vsiBJimLCjrFZPEbVnXX6BNjO34Gyqhdyp39j0QoimdSFBjUcPU6eI0nAoWQxEcxW15uHDLHXVGEn9PN4l4knhQ46ef/i4XPfVnGnot50/KF6Dj3Rcz+/OfgEgEQiFobOSid9bwsdvXEe9K5Wy7uTqU43xbs62zrDHZD+j9qiiYV1aIgZmMwCwREDbu6cWvWnlGtrkhP6coY+jUV/jojGeGlXe1cU8v9ZU+0rpVjDaRsW6y7uA5ktlUOKCSzBgoQiCBhrD1cbBniCsW1pZuTJi3z+qgFTza+5Ls7UlyyJf/kVPl3F393K8K/JpCQ5gBVyW5P5FWy5W2/jSRoEZnLO3IeKnseWmo9GOaEkUVmHlfAvzZ2oS20SeazZOS0kRThbWcBL9Wfj7PlSsXOt2FVWE9PwOrTUy5DlqvwWJhoimd4+fXokziliD5jGawGiuT1rRn1dIm/jcW5e4HXqSzq4+gprBs+0tcuuaPzGvfDYAuFB45ehV/fdP5dISquabb5OQlM62ABdz7wis5pY5s9vclOHZevfMhrwpqJaVANwKr8kBtZcD5Zl9q1mTXrrNdg4YhCz5HMiUkdcn+vmRRB54AfMO4Mbq33R7NMKdGZcmMKrZ3ROlP6pTjfVAFBH0qqoC+7AqqIjhxfg0IhfW7uhHCeqZoJ6/aM8Q7rjqZi298KidgBVTry8LOrtzZrCKsY0tlDKJZ+dRd5XzN6x2s3dnjVD/XTUkyoVOVLS9kZgvS5sysFFhQH+biN1itV9r7O3Ps8FJCWzRNQFOorfDRn9SdWVgk6GNhQzjH6BPyqSR1w5FLA5pCVaWPBfXhst8Lu8OwHXQr/Ap1IQ2hKGXV8vMaLBZGSkkibXD4JHX9FWM0g5XHWBCNQmcnp0R0TrnwCHjhBbZ+4b85dMeADf2xQ07gljecz/66GcyuixDzVXDD6zonnxVxlrnvpX1AbpkiKSFjihyZxf62awUW6dSTUxXh3Jj8qtWe3JLgRM7Mr77SR3t0cCXyxrCfCr9mWauBw2ZEnAfiHdEUGcN0JKWUbmBK6ElkSj4/60/q+LIzMLBu2sgBG3wh7Jt3VyzD/5xvjbu5WmNbe6xoUJxXF8ompUJD2I+mKtRkXYOFWq9YMw056IH/HVe/EciV7ba1RwloChSQZDfu6c0GKuv4FGFJcmu2d+NTc18Hk95EhkObwmxpi6IqA92ZDVOyuCnsvM/XAIf/1z9JZAbywmxM08SvqTRXa4NMC/llj/b0JlBUy87eXB0ckbnhmrOWOEFruOQbj/KNOdOVjGGld0zmFvaFGM1gNXXmmxOBWAw6OyGZ7an0+uuWeeJf/+LQ7CKvLjiCHx93PttmzEci6PFV4qtvxhAKLT2JHInEyJ/uZH81TJmTI5P/bdevWOWH3H2OrOcSkuqgRjSlD6quHlAtKSydTeStr/TTXG19cOLpDB2xDK/u6yegWg0X7eKoAomqCEd6GkqOi6eNnBwgwdBt5yWWOzFlmDnjdq8lyAb1rHXclDAz2yiyJVuZo67SZ5X4WT0gPQ31wN9dOdxuDJg2TMd4Yh+Hu8yTe/KYMUwrIGePM2MYzlilhD5Dp29fv3MuEVYgb64KEM0+cLfHYAcq+0MrRPZZIsLJuco/hq/euwFVWKWxrD5i1o5ThqQpEswpAWY39IymjZx/50t1ByLjHUhZs6ksH6azn9XZNdMwWAkhVOBBKeXpJRa7dHSGNM2Jx60gZbv59u+HH/8Y/vhHyFZI2D1zIXec8h5eX3I0u7viRLUQ3aEq8PswFZVEWqfSr+ZIJC1Z44RdeMB9c86XT+xvu26ZZVdX3AkE9g2uN6lTFfLx6Ka2nOrq9rdxO+/I/ubbl8jQHdcJqAozqiwb9L4+6xmaxLoZD6u2ssDJAQIcN99QmEBIFTnjdkufmiIsh5tpEvapfOO8I/nafRuZVRNCN0xn3LNrggVLXRXrzFyoMaCSfU+QODNEWzrsTWRIZKzmiO5A5UZCzvMu+73NmNAU9jEj+0yyKRLMGYNbrrXrR+qmSYVPLXoMYb/K1vYYqrBMJFJaTr7FjZXO7NqnClQBW9qiANRWaOzL5trlny/ggGS8kZY1m+ryoV3DcvYUm1mVdWeQUhpYLUKqSyyzYdRGNR1JJKClxfovkYDeXvjud+HNb4Y//MEKVHPnwg9+wJ5f/o4X5h1Bn1TJzJrNvspaUoqaUyYovxSN+xuo+5ZXHdTKatLonrFI1zY6oqmi5Z+EEEWbL3ZE045zzm4saAcse9tD9Ru0Cz6ZUuY4+Iqtly2uAVjP2nKa9UUGKoLoUqKbJqa0ZFH3cu5xd0TTZZf4KdYYkKycasjBZZ7cjScLBapCx+dTFecYO2LpnO25x1Bf6QcGzrn7eItu39aQBTknUwhR9Bx1xjJFz9eBdicYaVmz0e6KMNGwVZBZ03FmlSUKvCyE+DcQs1+UUnqt7g+EZNKaScViA7/ffjvceKMVsADq6+HjH4f3vAf8fk7y+fho80x+tq6NZHecxU2WzBJLG86D6XzJxq8qOcmkYAWqefWWtbWQfLK7O+5sIx8lKxulDcnu7jj9iQy9yVjO34UQLM7m5fQmLNfe7GyPpNaehCPb2dKcyUAQDGmgKGrRvCGAgE+lQkj602bO7MKOq/Y2NVdelSKgMXujdstITVWWe6+tP4WU1vmwnXd3X/+ws1wh2a4vkWZbR2yQY6/YuUwbJqqwjBC6xGku2dKTxJ8t+WRXET93eTMPbWonY+R1WiyAdI0JrOP1Zau3f/XeDTllupqrQ6QyBn0pw8mhOnd5M9ectYTP3LneKbflNpBsbouiiWxtQFPmSIz9Kb3gOTLlwHNSe2y6YbJ+Vze6KR05tCrkoy+RoSOaYkdnnLN/uDpHOlyxyDKG5Mt2I8mzGu2uCBMN+/xXBYd26E4mhhOs/pT9z2M0SKWsIBXNBgLDgL/8BX70I9hnmSGoqIArroDLL4fKSsvSVV8PNTWcslBwyvHFv0FG7tecB+2WxGNVZDi8OVK0qnm+fBIJDGzDjQACmurIRsmMQW9e21pTgoq0ar4ZJt8470inLBNYpXxs2U4wUF0iYM/ITMnsqgDp3kTB51A+xZodtfYkCGQlu3wV0MRyqc2pDeUcqy2LQW6zvqaqIOGgNii3xy03+VXFMXL4VYX9vQnHUKKpuU0u3QGrkIRmIpgZ8TuND22JcW9v0pHMWnsS/Oh9x/Kx3693nu25z4btsCw079IUQTxjFqxeDpDI2vd9imBmTYh1u3oHORYNU7JmezcVPsVpfCik9TzE3ZjRfS7d58jpXpw9X32JDK09STQlVw6Np3V6Etnz6JIRZ9cE2d4RZe2OLpoifuqzztN86XU4jEVXhIlESjct084Uo+wjklLeilWB/Wkp5a32f2M3tClKOg1798LOnVagkhIefBDOPRe+/GUrUPl8cOml8NBD8IlPQDhsJfkuXAi1tWV1HnRkMUmObleqqnm+fOLeRk7jPsiRjTqLtK1wN2K0yzK59+venk1+lW29iGFCN8mRFfMNgE7lBVMWPdaRNLVsCPtzZDt3ZXR3JfObn9ieO54iElpXQs+Vz4T15SJfMnM3PszZbpFAZZ0jWbR6eX519aEaXMYzZtmND93nqL7Sl3O+3O+ZWw4daBZqfVlxS4fuyu8Hs5npZCWtDyR+TyXKnlkJId4JfBfwAwuz7UKuk1KeO0ZjmxSU7SrKZKyZVJ+rHM1zz1nPpZ5/3vpdCDpWvYWfH/MOXlEiNP97F+85rYI3nrwU/P5hjSuaNpjtapboVxWnpFK+e8+WrvLH7d6GiUBxVRF3y2Tff3BL0XFs3tcHQrCj05JY7GrqOzrjWcu25SaznrdYte0iQR91FXq2zNAA7tI/trGg0qewqys++CYurG/oBhR1twFlyUj5ctPiprAju1pSG87s0zZCZAydZf91v9VeRAja+1PUVfiIpY2B96MqQEtPEt0w2dYeJeaaOaXIbUiJohDSIJGvBmadEsXy0YpVL08aJgFVOH/rT2Zo60sOrGgnabmoCvnoiaXoTVkGmu0dMWpDPkeyPH5eNQ9tas86Qi3HpBCC5irVkTlNU1IVUGnvT5E2LPnWfh5nGpKakEYsrQ+SWi3J2fq3PdYdnfGi1d5LMdXLNKV0k0hg6mUlDeeIrgVOBB4FkFK+IISYGl9FRkhZrqJCQWrzZvj+9+GRRwZeO/VUXn7vFXxrh3XTDgZDbPJF+OLTnVzX1DNiqcNulgjkuMLy3Xv3rG9l+ZyaghWzC23DLZOVSgROZW3uAVXkVFMHcnKN7NI/PkXQn8zQFc8Q8Ck5hXHdLr2QT6UqqNHSkyy4X1umrCzhboPyZaRiy9llh2CwYy+eMYj3GDSGfQgBXfEMc2pDTqX8eFrHrwpae5JOC3v3adQNqyHloY2VRJOZwYEKmBnx05cynNJHumE6ld+hePVyGDj//ckMe3qSuJuvSKxZm5v9vQl6XdnTprQq8jcqsKMzytodaRrDfquxYtYReuFxs7lnfSsza4KEfCqv7eujN2WgKdkWKnn76Elk8LkrYmRnCHaAd4+1VLX3oZiqZZr6khnreeJ0lgGBjJSyN++18rzCU5SSriJdh7Y22LFjIFDt2QNf/KIl+dmBavly+O1v4Ze/5NddQYTPR6J+Bh31zWiVlSOWO0pJHeW6ocqVS2pDQ3/nyd/PINnI1fjQtjrPiARLuvS6YtYzjkKiaDnuttGglGPPHldnLJPTdNB9Lm1pDZF7HMK1ASEEXYmBnlrCtWxXQs8dg0terQ7a0mFp2a6tbyBQhVzV7N1HU+FTHMkzT8mkM5axmjMKK1Hb/V7f/MT2nGvNbuBoSYOFz6luyBzpMBLUMGW2XJRrrA3hwJRz8h0oe7JJ91PxmdVwZlYbhRDvB1QhxGKsRPinxmZYk4NCrqJKFaK798D27QMJMN3dlrvv9tutZ1ZgPX/67Gcta7oQoChs0v2oM+oQriKiw3UpuWVJOxnT3bDOTu4sxw1VrlwSCvioMkz6UsW/uyR1M0fWypcibRec3QZjdk3QaWEOAy49TbGWu3tdi9NqvtA9zy1TljpHpaTbfFfcucub+cH7jstZxp1Ene/Ys8dl3Wh9OQnRtvR697oW6ip8dMRyJU/bUt5Q6Seashpe+hTrOaCUAzJnSjdzxtCX1K2OwZEATVVBx2FXqHq5/d7u6IyjZaOgLgdLiktnVFJbGXTqRuafb1OSTRLOdSPaxYbn+VTXshKfwiAzDAzkiEmgJqTRFc+wsyuR40hc29/ljHVPb4KOaGpAKvWgNZtP6dcKd/KezAwnWH0SqyVICrgDeAD4xlgMarLgdhUppkE43o/a22PlsEhpJfhmZ02O66+pCT75SXjXu0DTrLtOdTXU11MzuyO7vYFgNRyXUr4saUsx3zjvyCEb4hXbTzlyydzaCto0hfl+jc37+0np5qAbnsB6NtHak2RxU7hoIrH9fMl2DcKAS8/ncrdZwTVRJFApvFSgz0+hc1RMRvrMnev58wt7nd8NU2Z/X18wYF1z1pKcEkb5uBOiD20KO9KrwJIHfapCWh+QPO2cqa54hsVNAadCecD14NyWOd1jcJdygtLVy/MbLqqQ0+YloArm1FUQz0i+eOoi1u/sKtjlWWDJde6K7mBdU/a47fHYy1X4FeIZIyflwMmvA7oT1nMrX1ZiXruzh0+dcSjdsZQzVlWIHKnUY2rPrIbjBoxLKb8ipXwDcBJwvZSy8AODacLVpy5Czxho3Z00dexB6+1GN0wuPmYm3HknvOUt8IMfWIEqEoHPfQ7+9S9473utQFVZCfPnWwFMVQ/YpTTa8t5wzoO9Pfvuk39Lk64XpZQlx1psfPmJznYyMQxO+D3Qc+Supeh2xtmvF8Ler3ssYD2DdLvg3Pu1XXn5vcDyz5db6jNl8STekby3bqeikZ1Z2QfvPj/FXIcSS6IzJUSCWs5+r1y5MGc8bkkvP3nb/tUUOG1h8h2WpRKTPaAlm7/oyz+5U4DhuAF/D3wEy2D1LFAlhLhBSvmdsRrchMY0WdWkcf1xEe56ppP9iTQzqoJ8LLWVxdd83XpWBZaL75JL4OqrLfs5QCAAjY1QUTFIkrLdckO5lApJWeUmO5Zbwy5fJnO3paj0q5y5tJF9fekcyVGXVut3RVEGlT/KmCYBFV5riyJlNGf2pQhoqPST1s2i48tPdNYNmSMd2dLYnt5kjkvMPW5TShoqfTmzykLnqFQtxbf94DGEEPSn9JyE1T29STSXVGcnTpsSFGmVHmrvT9Hak3DacziXU76bAat+YVVAIZY2uOasJWzviHLfS/vIGAOyZL7MWa7T0/0+u5N97cRpzdXGxT4/WQ9MwaC1oD7MyQv9PLSpnVf39Tuy7t3rWgj7VScxfGFDmPefaJ2vtv40PnWgnqPIJmy3RdPkd7ZQhNXAsz+lD3a5umofTndauxP4NWVKBu/hyIDLpJR9QogPAP8EvgisA6ZXsJISenqgqwsMg5MX1HDygmNgzRr43v/Cyy9byykKnH++JfnNmmW9pmnQ0ABVVun+QpKU7ZYbSWuESEDLkVxg+PJesW0f/0IL9720z2lLEU3p/PmFvdRV+JhVE3JkvMWNlU49wC37+52ApWTvcm5HW85MQlotKuZm65kVGl/4n7mJtXr2UXtQU2iuDjousYCqFB13SrdahAgSzMgW1y10jtxV5vNnPVvbrUod+QmrdtKsTwhmZSt12O5JR77KSleFnvsUoi9lUhU0eXRTG+t29bKgvsKphr5uVy+PbmobVPm9HKen+312J/sGNcWZ1WnZb+f2+emMpZ3EZDtqSaDCrzq1ARsjAWrzkpvdieH2GK6BQZIlWA7JznjGCZru81PpV0s6VD2wkuSnoAQIw3MD+oQQPuB84L5se/tiysDUww5S27dDe7tVcQLglVesKhMf+tBAoDrjDLjvPvjWt6xAZVeeWLjQCVQw8hplxdaTsngCbLkU2/bADd+SZmx6EpmS9QBtVDFgHS30nc9e0pHFCpAvAdmPR0wpi7rE8sdtP1PpiKVLnqNzlzdb48oLVArkJO66E1ZLJc26x17Oh8YtJXYl9LKvlZEs5x63lLJorUJ3YrL7vNSFtMG1AYskN7spJlmeu7y5qOQ51RN6D5Q9UzhYDWdm9QtgO/ASsFoIMR/oK71KabLV3J8DWqWU7xBCLATuBOqxZm2XSikLl0c4WEhpWc87Oy07us3u3VbLjr/9beC1446D//xP66dN1jyBNvhUDyXbFZPjiq3Xm8g4ZY0KyXv5Ml45NewUcIqtmgKQJpqqFGzjkT+GHZ1xRwZz+w6K3awV7PYjueTIVdn6PYa0cqlq/Qp9SYOUkVtnbn9vgo5YGlNaurWUplNd3Jcdj1WvUNIVy3DFb59zElkRwpL3FtaydmePM8NShSXxpbPFdlNYAcVuU1IV8pFI63TE0mQMSXt/ypHgvnrvBir96qCyVDBYWrODlBDWOYmnDdbusFxwQliJ035VKeiCK1cKdi9nOy5t1+ASV9JzjoNQUWgM++iMZVwV2wV7+9O0x7qduoN27UPE4LYnbkrJ0Qsbil+rI5GwpwNp3aStP8Ws6qk5yxwyWAkhPuv69QdYn6tLgCeA0w9w/58CXgXs6cb1wA+klHcKIX4BXAH8/AD3MXLsIJVxNRPs7ISf/9wyUNivL14Mn/mMNaOyv0FXVFjPpQLFH/aXcuWVcq2VWq+YvPejBzc7TRXdXWeheA07pMRyo2dNExIyUgKm00PJLdXkj2Hltx8qmrRbCLt1h5v81hp2wuus6lDWDq5zaFNubbr9vQna8kpAWTlQVsBCCKqCKu85fo5zThRkThJvW3+SjCH51QdP4Nv/fNU5J4arKryN3aakP5mhJ+tiC6kKjZGAI8EJrJYqBZ/5uF50N1U0TOlYwjWnp5jEr4ocZ6Wbcp2e+cuVcg3mr9NcXUFfIsOe3qzzTBWYEqfuoF9VnDJZ+W1P8il2vZZqyjhcCXuqtP4Yir29CWT2S9xUpJz5YsT1Xzj78wSs51YXjnTHQog5wDnAzdnfBXAGcE92kVuxJMeDT3+/ZZDYt28gIEWj8JOfwFlnwe9+Z73e3GxJfffeC2eeaQUqvx9mz4Y5c0oGKhh54u5IpJCbn9he1GHlJtcZNvC65opK7sTTmpCv6BjcSbtDPe4t5uQr1lqjI5oqmuTqTl51X+C6mZtU7D4ntnkArCRX9/l2nxP3cQjKkyJvXL3NkTcLzSrt07l0RmWO/GXPSpxUiCwZY0CDc0utUL4bcCTXUM45zqst6K47mJ/kfbCkuqne+mMoBnKspqkMKKX870KvCyHqgAexZLuR8EPg/2EFP7Ckvx4ppa2TtACzi+z7KuAqgHnz5o1w9wWIxaCjw6qIbpNOw113wc9+ZpkqwHL1XX01fOADAwFJ0yy5r7q67N2VkkFKJe4Ox/HlHFpe11kYcFi5cbut3AYr3VV/TmYtykfMjLBxb39Okqt7DCkjN5G1FJKBigtuCrXWkJKSSa6vt8ecPCVVEaR1wwm87mThGx7e6pwT9/hsicvdysJ2y0lyk1dLSZH2/lq646QN6bQqyX8O5k44dku1QkDErxBPGzn5TRLLWVlf6Rv0/uVfU+GAhk+RBbsaD/cacm97R2c8p7Yg4NQdNCUcmm0NE03pg96nsWKqt/6A3HtfRd2MnL+1TuEcKziAtvZSyi4xQn+kEOIdQJuUcp0QYtUI9n0TcBPACSeccOAmj3jcClJJl2RlmvD3v8MNN1jPpwCCQbjsMrjyygGjhBBQV2dVQ1eGf5EUkzSGkgjLcXy5sZMzCzmsCu13UWOYTfv6CrbnmFsbcrrnlhpDfiJrMmPkJL26/+3XLIt2fsM4d5sSu+W9IWFJU7hokqtdr88uhurP1gkM+dScZGH3ObFlTSBbNijbymIIt9yixnBBKTL/PbO7/uYn9eaPyS1/nf3D1dljH/QW4FMUuuM6hzYOnr3b56GULAYM+xpyb7uQk8+uO1hMRhxrpnrrD8i999XNPzznw7k3W6Zsqs6sRnxUQojTge4Rrv4m4FwhxA6smdkZwA1AjRDCvtLmAK0jHV9ZJBJWIGppGQhUUsLjj1sVJj7/eevvqgoXXWQl9H72swOBqqrKcvjV148oUJViNGr7uRlJUml+oHI79soZQ/4+7fXVPEecdG08X9Yq1erkQI/VvZx7TPWVvpz6hOW65Uq9Z+WOqdix58uP5STDlnqPxqtL71gyEcd0MOmJZ6j0qyhTMMcKyjNYvMxgqb0O2AN8cCQ7lVJ+CfhSdvurgM9LKT8ghPgD1nOwO4HLgHtHsv2yaG0d6M5r89JL8L3vwdNPD7z21rfCpz8Ni1wXfBnmiZHidjMlUjrdCct5JYD6sH9Qx1eboeSO4SSVuuW0QiQyljxWFVTZ15vMmgCsqYm7bYO7Zp0ta4VUQbLAbE1ThdPCxE2pVidQun5fft3Bu9e1sGZblyNJuc+JYQ48g+qK607ycJVLVirmlluxqG7Ieoz2bGUoN2axY3cVO7eciLrl1NzcFi3aJqOQLDZI2izgLizHUTcR22xMxDGNJbG0zlHXPuD8rhsmhgmv7O1j2cyqEmtOTkSpb6gAWYu6Gwl0SikL38mGO4CBYPWObMuRO7GC4fPAJVLK4ok3WDLgc889N/wdb9488O/t2y0b+v33D7x24onWzOroowde8/utIFU5NnXI3LJNXyLtdKBVGMhRagr76Uvq6KZkdk3IuZkWat1RbNuhvFp8xT7My752/0ASKLmynU8V1nOY7A3Pdun5FZhbX1lw2wOyliCT7WVkPfdRWDIjUvAYiiWONkWCNFf5c+r32VxwzEwnYJU6bsD5m92lF6xk3/19qbLO8UjOa7m4j/3VPb3oBT6qKrCgsfD5zj93VpfehNWeA7LuQvBn8+MMUzIzWw5qLI7Ho2zKmhoFZi6WS67+CQDxlJ593xSWz6lm2awqvv7OI8Z0kGNIweMfUruSUu7M+2/XaAWq7PYflVK+I/vvbVLKE6WUh0op3zNUoDpg2trg61+Hc84ZCFRLl1qFZ3/724FApapW/b7588csUEGubNPpctK5k2k7Yukc51W5csdIZJ+cJFDX65qCIzUY5NaTUxSl6LbdspYqxMA2R+haK6d+X7lSWH4ia7nneCwdaO5jN4osIwVF95l/7tz1CYu5CzuiqWntqJtMVPo1Xr72rbx87Vs5YUEdFX6VI2ZVcdfVKyZzoCrK1GsnWQ69vVaB2VtvtZ5bgWU1/9Sn4B3vGHj+JIRlnKirG/VnUjZuyaW9P+VIa65KPw4DTryBjq/5clMx8iWhsrqtFutOm5WO7FYPJgP15Iy8enJuciU9yzlnmia6tJou+lWloGutmLRjJ+vmiwOGKZ3zWiqZVoJzTvITWcs9x8NxoLnfa7tenl1fcCiprZgkm+9cXHn9wznbdsuSUlqzxkjQRysJx6lpygEZtqUnSciXa7op11FXTD6czom6BxPdtAoFT1Wm7pEVY/VquOCCARt6XR189KPwvvflto6PRKw6fj5f4e2MAoPcWn1J2qMZtDJEgOE6r9xOqbK7rZpmwe60kNvqAbJJt3JwPblCY8iv6+Zu/VEombOYY7JYh2LBgLxXKpm2psLvnJNCiazlnONyHWju91oVufUFSyWv2sfulmTdh5zvXMzfdtownTYx7tYr9vEqipVDZ7sa81t6FDuefIo5Dy9s6eGe9a3TNlH3YGKYMucZ61RjanocS3HEEVZdv4oK+MQn4N//hg9+cCBQhUIwbx7MnDmmgQoGS0huaa0YAkbkcirWGbZUt1V3d1o3uiFzWkI0hP1FHXLFxlCq9Ue50lNdReH3R1VwtlcqmbZUt+Jyz3G5DrSR1M7LOVaXJOtGSHKci6W2Xc7x5rf0KPc8FJND8zsFe7Li2GF4M6spRn093H03hMPWzMnG77d+D4eLrzvK5EtIhpRO/bliSCiZZFms/p87CTSesUr41Ff6qQr5nG6y+ZJgSjcLjkcCsZTBifNr2Li3n/ZomoCmUJcNYMXGVyxhdXNbdFCCaTk1EoN+jWrdpNdllVOwpMl9vUmr8zC5Sbwpw6Q6YHWwzR9Pc8RPV0KnpSdZVpJsoWNyy4X5rUkifgVDCmJpK7dLFZCWIud484/Vbj+ytz+NivWMypSWQm39LnI6K+/pTeTImW65F8hpQVMscXf5nJphO+qKyaH5nYLz31uP0cFOqagKTt2Z1fQLVmA1RbTdgKo6UHniIOcn5EtIqhBkCrQVF0DQN5DYWkyWKlX/b/mcGicJVDdMMqakJ2GZOOyfAVXkyDQBTSnqBqzwq6zd2UNTxM+8uoqyXWOFElbtpNs9PUlm1VjP5MqukagpzMuTNsnW1NvTm8A05aBz2ZsyqKooPJ6Z1ZrjgisnSda9jVLvRUq32n2oYqBvlCkhkL2PJzIG4YCWc6w7Oq32I43hgfYjgsHtR4BB8h5Y11O+3FtOC5pyukPnU0wOHams6DE8siq882VvKjL9ZEAbRbHMEwsXWuWTxiGRLl9CspvdqQo5XVQllJVEWqr+X7Eae51OHT1rZuOWaUq5Ad2tMUYi7xRrUZHfWqPcGok50mal3zm+QrNCGNyKZLRdffnvhf12GjKvi6sQzvFKKXPG0JfQs8+kSrcfKSbvSSnLkntHg2Jy6EhlRY/hYZuNqkJTd/4xdY9sKObPH/NnUkORX5/NlJIKzUqatY0D9izLXdOuGLG0gYIkpRtIWyrK1v9zyzSRoI9ZNdDWZ1UWDypFJLgCLSHAqjKuZ6WsuGGwaV/fsJNKB7Uisau8GzIn0Xbtjq6i9fZWLW1ymivaH1YF6E5kQEryGhVbBXWzJzSRMVl5/cM5XZb74+kcSbHCp9DSnchZrlzptVAtRhsJ2dwuSUo32duTpK7Sx5b/396ZB8lxX/f9+3pmdvZeLIBdLk4CNADTJAVJFMWSYliBKTglRS5Sjh2LVOxISlhkOUpAqZxSaBVVqUipklg+KKmcOGJRkumKLFlFSyGTKFIk0hTEWDxE0LxEmqTBAwAB7i53sbuzu3P2yx+/7t7fzE73/KZ7jp7p96lCAdPTx+tfN+b179vvmFuvOle34rrbfgTYSEz2q4uoy3svzOZ8xw5obTuNIDk0jKwoNEfZuf/7eWbVMCk47oROCo4BtQmlf39+GSVbRWelvTp4jANTI/j+J/9xw/1VJfE6P8oMJdm9dfeWusm1cysFTI1l6ybdAhu17l54YwWFsu394LsJvQQgm1H9rZpJKn3fHT/22m64+3PP9db3/5I3LucurNdtC+I6NFdqq1fDsJaMUyuw5BTlvXznuGff4moeKwV70zYWgMu09WrPQ5f73OhEm1XLEdBGu49CueJ1v927ddiT5ywizdEy2Jnh75wYwnyu4FXtcCMoGyV/6wQlVLudfSX5N5YYyTxbL/4lXnj1OQDAP/3SCfz83Ar+/GPvxNFf7PnrFy4pWGgfm6IBtT5Gel8N03rBQZ1cw8g0+jZuVB2jOqGXvQOqz6ZJpbVdf/VzNW0LokttfiNU29rEfQKdHstW2VfPUQEqhyzoPPykV8uyqmoBurgpCt6bNFZlolLO9dfPVY+4DCOhtbq+pBBfKgmYWSVXBmwRUaSU2ggqW0u0rdgqgXVmPItcwSfZqRbLwnjWwrL2wzuetUCW1ZRMo9e6AzPOrZRQqLDXFdft6+Q6rHzZjS7MYGGtbJRUulIoY+twxuvma5F615QrlLFSKNeVLGvlr1qprV5gStlW74HUOyG1bHp0ANPjG91Ua+2th1/EpF/rlbLNuOWaA548OJpN472XTuH8crFK2lTRe2q7CqvyTu65Ht42ihveudWL3jOV0PR70q9W4W33PlMlw/p1Hg4iqPN0txKBk5qA7DqrCXlnJdQjamfS2ggqPdG2VvYxYXQghfNLjGzK8qS1tRJjp9MGxC/KS19em7x6dkkFImRT5JV92jkxhPPLeU8WdGXAxbUysmnLKPprLJvGi0t5ZDRbF9ZKODidrUrWBZTDSlmbu9j6tfhwcWVKC4S0pXosTY5kvcg53T4Xd8Kn76u2K65+nYNar/h1u9XluflcwUuoHkhZdc/1+KY9+FN7T7ry3ueuu6Lq2usdoVOk3p+dvZDHgSmzcmKNIk+70bE3yZ2Ck/DOSmTACLS6zcLYoJJ9xofCyT5B0lqYc9ITTImoSqKybeW6UhZVyYBbh9JG0V9BrT9ME239WnzowXYZN1bcGQe/fb97/6Rz/GpHNZyxNnXF1a9zmNYfm6L3DBKqTTG9J6PeK6aRp52UGJMsbXrRgH3srGRmFYGwnUn9ZJr920fx4avDyz4vzOa8jraNZEQ/uUQ/J71eXsWulqjSloWp4RTWira3nsWMcytFHHSi0YJq6uWKFUwOp71IQ1dGrJes67eP48cO4af/MI+fvrzoLRvLWlgrMdKkIiqLFYZFDItUO42vnDiFd+ydwP3Pz22Sr2rbjVx98RaALDz6yoJv0vLxY2r200zrj9oo0LRFsG27qWRkP0zvSb0jtNd6xUBydu+b5XzZiay0kXbKU7mdpxvZ0C6pLgmdgv2oOEFDg5n+nX+Is4pAmM6kJjJNWNlH72i7a8vQpsRRPxs2Jdr61MvTJSpARQrOTGgJuUQYTFko2YxSxd4kPekoyTKPjLUhA+qdb00SU7/8oxfw6KsXkEmRF4m3VmJMDmdwYa2ETIrAzCg6qQDZNDmJtkVMjW4kM7vJv3dcfyXuuH7zcepF1enX2U/u80Pv9DzptSYh7N4yiHTKMk5GrofpPelXpzFIctbvG4K6ZiVmAMphufJnoy7X7ZLqktAp2I+y84AVsnl7T9C/brgDhOlM2mqpwjS51tQG03p5YWoN6rRCsvSTot7MqURncE1IO3NVoq3p+Le6A+0mqdWJBjStExiEqa1R793psY3mnyrKckP+7FYUYpI7BbtqQD8jM6sIhOlM2iqpwq8FhgUARF5yrUlbCz3SDTCrHwegqtagW6vu9aV1zOcKDSPLwspQOn6ReG6tPLfDrluHzwaqEm1dGo1/M9fZNCFal1oJyqkWKio6r9movDC2Rr133WjK2ZUCmDcnrfvt+7Z7n2mbVFcrr0aVVHsJcVZCQ5qto9YKqUKXUmpbYMBJMj00PeqbOKrbUC/SzaR+nC5lFUoVFCqMMoAMs1FkWRgZqha/SLyURUg7ibSn5nJKyqSNnCvXObqYjL/JdTaVuPTxTxEh75TasAhNR+WFtbWZ9erZDSiHNTqYrpuk7Lfvdkp1+j25t8n6jr1O2eaqnMJ+RGTADtMKqUKXUoJaYJjYEBTpZmqDLt1V3HhxBEt6rRgHv0i8aw/P+EqZURNtgzCVuGrP3SUVUg7tFK24Zu2U6pIeDSgzKyGQKN1fwyZ6zq0UMDOu3hnYQN2Or6tF/65Yug2vvLkWqj2HLgnprU1sBkoVG9tGMsgVyr4tL4ISVk05fuwQXp7P4b6nzqNUURF/W4czeOzVC96+i2VgYjCFxfUyXl1Yr4rya0bSq9d9N1esVJ1TUB3DwPFPWwCz184k5UQu+nZwbjN+17zRvWsigdbuY2QgVbdDdBiSHg3Y7zMrqQ0YAV32KXtRXep9STpltazWWm0NwZdmcyg7oeTzuUKVzOV2fG13/Ti36+zwQBovnF9GwQlkIKjIwQozZsYGYKVS3vZvrhYwu6Ii8baPZiPXozMZ/3fsncB9T53fVLvvlmsOBEbw+e1763AGC2sl7ziFso25XBHTYwNYWiv51jH0uxb6+OttTgZSFmYmBjter6/2XjO9RmG2C3ssP4LuZdOO2jGh6dqAl/zB/8b0WBYPf/pYWw3rEHXPX2ZWEdBlh1NzOS8naT5X9JzGV06c2vQfr9k8kyrZD8DMxCDOLK7jjZU8LhrLqh9SBmbGs5jP5bGwWsKFtaLRk7nrkNaK5aofjNrILUC9T5ldyePm//449m8bxnyugEJp3XNUgFIhi7YNC6rT8I6JtLe9Hok3NaYkR5Mx0mc1+r+X10sYyaYwMTSoxt+JrtDH33VUbkFZVQrJxl0PvRzorHyv7WoRmZTlHcfd5/J6GdPjgzi9sAabgdcW1pDNWBjNpvGZD1zme9318a8XVek3PkHoZZDcppiwrMB7zbXt5GuLIFJdh2mAjG2ovVdMtguzTRBB93I/ky+pIsnuPd6v9PfZtZnTi2teXbliRUXEkRZpVk+CcJ8mZ1fyVS/hH3x+1ug4gCqpsmvLINiZJRyYGsHB6VGsFitYWC1hcjiDHRNDRvs+euk0Pnvt5ZgeG8TSegnTY4Pek61+XDcQw7YZFdvGUr6E5fWy14OrCmdRvlSpsts0Ek8foxQBL82t4sXZHAqlsvfvFAFrxQrmV4pYyZd8x79iM2rVETd5NQi/a+t26XWPo5+TastCG0PAG4+IftcdgDf+hYqaUbmzMr/xCcItg7ReUu1i1ooVnFkqoFAq+94Pum0V24ZtM15fWsey05TTxIbae9RkuzDbBBF0L/czC05Puqo+aX2IzKwiEJRAC9SPcgrzNFkvgiqdsnDl3skqeaNWBjF9UjWJ3JrPFWA5FWyzKQvL62WkU4RMykLZVk92BPUjnk2nvGAHvU6gW/uwUSSe36zmzdUSMpblzV6zThL03EpBjb9WY8/dd8oir0KGi5u8GoTftbXcGoTacdxzms8VVHmqNFVJsu4Lfr/r/s2b3oWjl043TD42Qc89K5QrXnHfN1dLmJkYrns/6OOtrh2D2K38njGyIUyUXzsiA8N0Oe513CCpTKq/5x79fXZtxjSBVifM06RpBFWrn1T14xYrNhiqcvnUWBbFinoCV00j1foMeA6qVFFjcWZxHfO5PJjZOBLPdFbjJkHnyxXfGnvXHp5punZf7blXXduR6uPo9Rxrx0gff5Nr04pIudViRTWxdPpnufNe9xrVux9OL66hXLFxai6HfNlGoaxmjKvFCl6cXcHSeqmhDWFsT3ISbysRZyU0RJcddDnOZvhKEHsmh6uqfAONnyZN5Y0w+zY9P4sIFhF2btmIGmzU7zCbtjA5nMHCagnnl/PYt20Ut1xzAPu3jxqfx0DK8orLurMadmY140MZbBsZwMiAchgHp0dxYGqkavzvuP5K3HLNAQxlUijb6se6UXBF7bnr1zabSVUdZ/92dU77to3WHSN3/E2uTStkrGzaQsneXIHenVn6VcA/eyGPss2qaSS0Vits9rY/jO1Jle1azfyKkgHTfS4DSjRgh2l1BFS39v3s68todOdkU4RDM+NNR2T5ReJNDqexuKYqXLQ64rIVBI0/gI505j3y+R/hjNPWRScFYN/USMOuzSVn5gkAg2kLBy8a69WIul7GyOtkdxzkQzf/qUqjKFRw1cWTuOf3/lG7besEEg3YDpqN7Gsmz6Redfba3J7a47ayLJCfDUvrJa9XVD2HpZc3ApqvRL9ncti35NOBqaxv+adGdjcau6g0Gn+/UkBB16LpCuWWhanRjFfN3r1GFQBzK4Wq8kPuvl+cWwUxo8jszcjSlirfBSQnV6kXWSuUYVmqkPNbdk9025y2IjOrCESdyZg+idfmEOm5PdtGms9XMrU7aL1/85cnsVas1HVYKslVyRImeV+tnhEG5V9FHbuw+J3jb125C/ecPNuy2ZgepKGX0spYhB1bhuru+/Sbqyg6Txb69ZSZVdcwzrP6tU9/DS/N5jCSTePEp3613XZ1irrnL++sIhC1vEvQ9kGVuVfyZS+3p9XHNV1vq9M+u9ZRWU7vq2aaCbazEn2rxy4sfud410MvG90DYSrEB5XS0vdtOfk5tQ8eEvTQG5QqNraPDnTbjLYjMmAETi+uIUWqUrYbvtxMxeyg8jAMePteLVY8aa1YUQ8dpvlKfqWSTOwOLF9TIzcBKjTbDXRgVpGCJlJdUHPDMGxqIKkVsDUdOz9bm5EO/Upk6cddLVaw1ydKkIGmyweZltLS911hRsaR/ZjVu0YQoWz7V+4X4kOpwl5kbD8jzioCY9m0SlC1VOv3sq0qZh+cHm28MYLzTBZXC95Lb8JGmaBsSuVYNcpXCqoAbmp3ozwY1Xxx45jNyEX1mka+fiGPnVtU0nOUKMZNOVI1+VfNVl0P0zCwdpv5lYLXZNFN+F0vVbzK8UFj3Gwekptr1ChvqzaPzLIoVMkuobuUKja2j/W/sxIZMALe+z7W/ujLGxCUZ6I3J6zKTCeqyu3xk2qCJCRTu4Psi5ojE6ZppCmbcqR88qLa2TCzdpuZCdX65I2VfNVxbzyyv21jbHr9THMEhfjBzCg7+X/9jsysIpArVjY3EGxQ8VwnKHrstnuf0fbNGExb3o25f/soPnz1Vi9arl7UXyOJ0cTuRtFtYarH17PPnWnM5wrIl+3Q0lO9eoLFsl0lS5qMXZCtLialhPRtVIksxvnlwqYq84d3b2nLGNe7fjPjAzj+rSewWqxgIEXeg8LMeBYLqyWcuZBPVNPCXqfsaPBJmFmJs4pAKxoINip1VG/frjRz3MC2IAnIxO6g8jVRStvU2jc+lEE6RaGlp1rZTUXO2fjcdVfUtTFo7BrZCoQrJVSvRBbQvjGu3d6tG6jKMakfuteX8rj28Awef20JO7YMelGHSWla2OuUnHevSXhnJTJgBNpZLqZTElC3Ir5abUM7G+/1SykhvW6gRZbzN3DfU+cT27Sw1yk5ZWS2iQwoBBG2kWIQ9aSses0JG0Wn1bPt3Zds9bYBM86tlFCo2C2RfdqZHG1COxvvhW062Op7Iwy6bcv5MtI1j6cWqR+8VtSUDBMxKUTDm1klQAaUpOAY0YpkXZPotFY3imxncrSpPd1qvNfOEletts0tkZWxCGknGtIt7Ltv23CksYvzOPQgxknBb/n4f8WrC2t44jO/hsn+mV1JUnDcaUWyrsm+53NF1crCUomyrUzCbWeSchDdkt3aKT+22rZp5+m7bHNVBfprD89EHrs4j0M/U7bVzGq8RlXoR0QG7AJBybq6lLW8XsJ8roBX3lyr6vobJhlZ32bVKZOUSRGKleD6byZ16x59ZQGDaQvbR7ObmgZG3b6RDS7dkt3aKT8C0aS1WtumxwfBzJjLFVG24cm/x48d8o4TduzaPQ5Cfco2e/mS/Y44qw4TlGCqR5Dpdd2yKQqV1Kujb2M5vaHckHigfnRbkK3ARm25bIpUUq9jr9uwb2QgFWn73ZPDTSXkdqPxXjsaCLqESUZuZNvYUAa/MD3WVESiCe0cB8GfcoWRToCjAkQG7DhBcolpXbcwycj6NnqOcZDsY1q7cHp8EOTIzPO5grc/Ioq0/c3vuST28lI75ceo595JaTSO0Y9JoGyLsxLaRFDHWL0ZXb5sI2NVN/Jz13OTkdMpVc8tnSLs2jIYmIysbwNSs5ls2kI5oFFkkK36d2ODGezcMoiMRV5S72evvRwrhfKm7csVGydfW8Sjryzg/FIey+sl3+1dyTNMpNqDz8/ihjsfxpHbH8ANdz6MB5+fDVw/LO1sIBi183MnmxtKI8XuULHtREiAgMiAHaeRXNJMXbdmkpFNkoybtVX/bmwwg5RVndS750T19svrJZy9kEfaqi/91W5vYkM9ospnzdIu+bEV0lonpdFuyLBJx+b+7xDsIjOrDmMql7Q6qbfV25jsr3adN1ZUuPzMxGCg9BfV7rhLh6aItCY0wmZOzI+4zKw6jGnU2tFLp307ywLN14wLOq5fxFkztQH9knr1dZiBrcMZzK0UVOsOIjAjsB5gmCi/Xo5M+/KPXqi65u+9dArnl4tdTSwW4gszNope9zmSFBxTOpVk2YrjmO7j/V884UUkEqn/aBWbcXB6FP/nE+9p2Tl1K0E4KnrtPjdi02bglmsO4PixQ902T+gcxknB237nj7FlaACP3Xas3TZ1EkkK7iU6JWW14jim+4jaUsWUXpXP/Gr33fXQy902TYgpzOrBJgmIDBhTOiVlNTqOSVKqaZJyUEsV0+RXkyTj04trGMuqflVL6yWMZtPIWNyw7mDYBNxW1cRbLVbq1u4zbTkTV6RmYPuwmRMjA8rMKqbsmRzGeqn6R6odSZZBx3HlvdmVfFVUXW0Y+Fg2jbMX8l42vZukPJqtfhbaMzmMdMrCJVOjuHRmHJdMjSKdsjCaTRsdJ8ie2u+KFRtrJRv//B27sVqsoGRz6H0HEXa7eowMpGDXTDJtVst7lVaOj7AZO0EzK3FWMaVTUlbQcVot7/kdi5kj10T0++6uh15uW73FKNvV48Yj+2GzW1x2o3bfjUf2N72vuNAvkZnxRP3/SsrMqisyIBHtAfAXAC6CGvE7mflLRLQVwF8B2AfgFQC/zcyL3bCx24StdRe1VYfeTXY5X4ZFwPaRAVw0MQSgvhSZK1YwOZzGm6sl70lv20imYedhV557cW51U21AN3n4yO0PeOdRT24cHrBwZnEdZZuRTalqH3oS9Wqxgr0GibVhZddWyrVuEEVtBGgvB1f0cmRm3HEfBZMys+rWO6sygN9n5pNENAbgcSL6IYCPArifmb9ARLcCuBXAf+iSjV2n2STLsMmwft1kCUpmmM0VAQAXTQzVlSJHB1I4v5RHxrK8KL/FtTIOTG3useMeS7e1NkEYgJc8rJ8HbBtnV5yK8UQolCpee/bBtKX2cSGPnVtUkrJbn3C9VGmYWBs2AbfVNfGOHzvU086pFqkZ2H6shMysuiIDMvM5Zj7p/HsFwHMAdgG4DsDdzmp3A/hgN+zrVVohuegRaZmU5cWQzq8WfaVIT4Yg7Q+C5Ymg2oB68rB+Hgvr5arjuPM2i8hr681gzC7nPVtvPLI/chJ2EL0aedgpZHzaiDO1kplVhyCifQDeDuARABcx8znnq/NQMmG9bW4CcBMA7N27twNWmtGKqKdWtoQAmpdc9Ig0VXPMQqmi3p34Je6uFMqbo/zGs8gVyka2qtqAwOxyHvmyjbSlah26cp57HoWyjd3accBAxgIqzJ58OJ8rbEoyPrx7i1ESdhjZNS4dgeOKjE9r0X/7hrbtcJd106SO0VVnRUSjAP4awCeYeVkfdGZmIqqbgMPMdwK4E1BJwZ2wtRGtqEfXjpYQzUourmzmPq2lLAJDJfs2qiEYplZhvdqCgKo7qONKem40IVD97gpQ9QXTqc31BU3l1LC17aQmXjAyPq1D/+3L7jjIQHJmVl2LBiSiDJSj+gYzf8dZ/AYR7XC+3wGgZ+JbO5lc60crJJcwEWmdqjtYK+mNDaZhMzA+lBaJSUgsF28b6bYJHaFb0YAE4KsAnmPmP9G+ug/ARwB8wfn73i6YF4pWJddGkfEaSS4mNoSJSGtUxzCMrX7f6ZLe/u2j+PDVW/HTUwsiMfkgCbn9z0d/eV+3TegIXakNSERHAPwEwNMAbGfxp6HeW30bwF4Ar0KFri8E7SsutQGD6tHd/J5LjGrntbOmXTtrDXaqjqHQHHJdehYjYS+74yDv+MgX8e2b342r929tt02dJD61AZn5IWYmZj7MzG9z/nyPmd9k5vcy80FmPtbIUcWJViTXxrnrbLf2LYRHrksyyNbW6OpTuh4N2AuYSClBUtht9z5jJO+1M3IqSGKMWhPv0VcWNiX1Nrtv05p/ImWZY1qzUehtshlxVgLMI/QefH4W95w8i6mxLPY6kss9J8/i8O4tTUXpdbrr7MhAKlQEYlBS7/iQSsh1a/6ZjJ3fegA62vW3nxgdSOGluVUvibpcUTUbD0wl44V8Usime7d2ZDMkwyVHwFRKCVovDomRfjYQUeSaeH5df9tZ80+krMaESdYWeo/BhMysknGWETi9uIYhw9pyfusdvXQan732ckyPDWJpvYTpscGOv+T2s2GlUDY6v1r081VJvYPIWOQl5H722suRK1Yij53p+AubcZO10xahYrOXbB2UrC30HkmZWYkM2ABTCa/RenFIjKxnw54TramJpyf1upGLpvtuNHZSWy4cYZK1hd4jKQEWyTjLCJhKeHGQ+sLQzpp4rRi7Xh3XOCBjlwwGEuKsZGbVANMIvV6ogeYXVdeumnitGjtT+yRqsJpeuCeF6GRSyXBWXUkKbiVxSQqOO/2eINrv5yckCuOk4F0f/SJOff4D7ban09Q9f5lZJQQ9qg4AhgfSWCuW8ZUTp2L5Y97sLKkV59eKnDBB6CRJ6WUFyDurxNBLUXXuLGl2JV+VW/Xg8/51jaOen+kxw9gmCO1CnJXQd+yZHMZ6qbrNfFyj6sLkVkU9v1bk0wlCp0mQrxJnFZUHn5/FDXc+jCO3P4Ab7nw4tk/YvRQZFmaWFPX8WpFPJwidRmZWghG9JAnFITHZlDCzpKjnZ3rMXpqhCv1PUhovAhJgEYleC1qIQ2KyCW5LlbViuSqyr9EsKcr5mR4zrG2C0A6SNLMSZxWBqM0S40qnot38jtON/KB+yqcTkkOCfJU4qyg0U029VzCtMt/u43RjFmh6zF6ZoQr9j5UgHVDeWUWgl4IWTOlUtJtE1QlCdJIkA4qzikAvBS2Y0qloN4mqE4ToJGhiJTJgVPpNEuqUtNmPEqogdBoyq8zUF8jMSqiiU9JmP0qogtBpEqQCJm9mJXXdgml3tJs+/mPZNJgZS+sliaoThBCIs+pTOhXp1uu0S9qsHX83R+lz110h4y8IIUiQr0qWDCgRaN1Fxl8QWk1y3FWiZlb9lMTbi3JmP42/IMSBlXyp2yZ0jETNrPqlrlsv1STU6ZfxFwSh8yTKWfVLBFqvymn9Mv6CEBe2DGcar9QnJMpZ9UsSb68m1PbL+AtCXEhSnlWi3lkB/ZHE28sJtf0w/oIQG5Ljq5I1s+oXRE4TBAFIlK9K3syqHwibuNuLEYSCIPgjScFC7GlWTpOEaEHoP5L0zkpkwITQqxGEgiAEkBxfJTOrpCAJuUItIgv3PgnyVTKzSgqSkCvo9GpiuVCNOCuh75AIQkFHZOE+IUHeSmTAhNDuCEKRlHoLkYX7heR4K3FWCaJdEYQSadh79HJiubBBclyVyIBCAKZSkUhKvYfIwkKvIc5K8MW0BmGv1ipMMlKnsT+QpGBBgLlUJJJSbyJ1GoVeQmZWgi+mUpFISoLQHRI0sRJnJfhjKhWJpCQIXSJBOqDIgEIgplKRSEqC0HmS46pkZiUIgiD0AOKsBEEQehSZWQmCIAjxJ0HeSpyVIAhCj5IgXyXOShAEQYg/4qwEQRB6FEpQ6HrsnBURvY+I/p6IXiKiW7ttjyAIgtB9YuWsiCgF4L8AeD+AywDcQESXddcqQRAEodvEylkBuBrAS8x8ipmLAL4F4Lou2yQIghBLkiMCxs9Z7QJwWvt8xlkmCIIg1JIgbxU3Z2UEEd1ERD8jop/Nzc112xxBEISOoP/2WeU8Du+e6LZJHSNuzuosgD3a593OsiqY+U5mvoqZr5qamuqYcYIgCN1E/+27/OKLcPtvvrXbJnWMuDmrxwAcJKL9RDQA4HoA93XZJkEQBKHLxKrqOjOXiejfAvgBgBSArzHzs102SxAEQegysXJWAMDM3wPwvW7bIQiCIMSHuMmAgiAIgrAJcVaCIAhC7BFnJQiCIMQecVaCIAhC7BFnJQiCIMQecVaCIAhC7BFnJQiCIMQecVaCIAhC7BFnJQiCIMQeYuZu2xAJIpoD8Gq37ahhO4D5bhsRA2QcFDIOChkHRaNxmGfm9zXaCRF932S9fqHnnVUcIaKfMfNV3baj28g4KGQcFDIOChmHcIgMKAiCIMQecVaCIAhC7BFn1R7u7LYBMUHGQSHjoJBxUMg4hEDeWQmCIAixR2ZWgiAIQuwRZyUIgiDEHnFWESGiPUT0N0T0cyJ6lohucZZvJaIfEtGLzt+T3ba13RBRioieIKL/5XzeT0SPENFLRPRXRDTQbRs7ARFtIaJ7iOh5InqOiN6d0Pvhk87/iWeI6JtENJiEe4KIvkZEs0T0jLas7vUnxZed8XiKiK7snuXxRpxVdMoAfp+ZLwPwLgAfJ6LLANwK4H5mPgjgfudzv3MLgOe0z7cDuIOZDwBYBPCvu2JV5/kSgO8z86UA3go1Jom6H4hoF4DjAK5i5isApABcj2TcE38OoDZZ1+/6vx/AQefPTQD+rEM29hzirCLCzOeY+aTz7xWoH6ZdAK4DcLez2t0APtgVAzsEEe0G8AEAdzmfCcA1AO5xVun7MQAAIpoA8B4AXwUAZi4y8wUk7H5wSAMYIqI0gGEA55CAe4KZTwBYqFnsd/2vA/AXrHgYwBYi2tERQ3sMcVYthIj2AXg7gEcAXMTM55yvzgO4qFt2dYgvAvgUANv5vA3ABWYuO5/PQDnxfmc/gDkAX3ck0buIaAQJux+Y+SyAPwLwGpSTWgLwOJJ5TwD+138XgNPaekkak6YQZ9UiiGgUwF8D+AQzL+vfscoP6NscASL6dQCzzPx4t22JAWkAVwL4M2Z+O4BV1Eh+/X4/AIDzTuY6KOe9E8AINktjiSQJ178diLNqAUSUgXJU32Dm7ziL33Cn887fs92yrwP8MoBriegVAN+Cknq+BCVppJ11dgM42x3zOsoZAGeY+RHn8z1QzitJ9wMAHAPwMjPPMXMJwHeg7pMk3hOA//U/C2CPtl6SxqQpxFlFxHk381UAzzHzn2hf3QfgI86/PwLg3k7b1imY+Q+YeTcz74N6if4AM/8LAH8D4Lec1fp6DFyY+TyA00T0i86i9wL4ORJ0Pzi8BuBdRDTs/B9xxyFx94SD3/W/D8C/dKIC3wVgSZMLBQ2pYBERIjoC4CcAnsbG+5pPQ723+jaAvVAtTH6bmWtfuvYdRHQUwL9n5l8nokugZlpbATwB4HeYudBF8zoCEb0NKtBkAMApAB+DejBM1P1ARP8JwIegImafAHAj1PuYvr4niOibAI5CtQJ5A8B/BPA/UOf6O478T6Ek0jUAH2Pmn3XB7NgjzkoQBEGIPSIDCoIgCLFHnJUgCIIQe8RZCYIgCLFHnJUgCIIQe8RZCYIgCLFHnJUgCIIQe8RZCT0JEc0Q0beI6B+I6HEi+h4RHaqz3t86f+8jog9ry68ioi+HOO6/IqKnnXYOzxDRddHORBAEEyTPSug5nETKvwVwNzP/N2fZWwGMM/NPnM9prWBqVbJyhOPuBvBjAFcy85JTD3KKmV+OsM8qOwVBqI/MrIRe5FcBlFxHBQDM/CSAFBH9hIjugyrtAyLKOat8AcCvENHfOU0Bj2pNIkeJ6OvajOk3fY47DWAFQM45Zs51VER0gIh+RERPEtFJIvoFp4TOHzozsKeJ6EPOukd1O0k1rfxDInrMOf7NLR8xQehx0o1XEYTYcQVUu4l6XAngijqznVuhzaycmZbLZ6Bqsr3F+c6vi++TUOVzXiai+wF8h5n/p/PdNwB8gZm/S0SDUA+C/wzA26AaMG4H8BgRnai1k4huco7/TiLKAvh/RPR/o8zYBKHfEGcl9BuPhviRPwZVgBcAwMyL9VZi5goRvQ/AO6EKs95BRO8A8McAdjHzd5318oBXN/KbzFyBqrr9Y2fb5Ro7/wmAw0TkFnidgOocK85KEBzEWQm9yLPYqNxdy2o7D+z0InoUwKNE9EMAX4dyVs2i20kA/h0z/6AFJgpCXyLvrIRe5AEAWUc+AwAQ0WEAvxKwzQqAMZ/vfgjg49q+6sqARLSTiK7UFr0NwKvMvALgDBF90FkvS0TDUNX4P+S8k5qCanf/aJ1d/wDA7zl90UBEh5zuwoIgOIizEnoOZ3bzGwCOOaHrzwL4PFS7cD+eAlBxAiA+WfPdfwYw6QRCPAkVwFGPDIA/IqLniejvoNpf3OJ897sAjhPRU1CRijMAvusc90koB/spp99VLXdBBYScJKJnAHwFonoIQhUSui4IgiDEHplZCYIgCLFHpAZBqAMRPQIgW7P4d5n56W7YIwhJR2RAQRAEIfaIDCgIgiDEHnFWgiAIQuwRZyUIgiDEHnFWgiAIQuz5/5g5AkZXMC+EAAAAAElFTkSuQmCC\n",
2801
      "text/plain": [
2802
       "<Figure size 432x432 with 3 Axes>"
2803
      ]
2804
     },
2805
     "metadata": {
2806
      "needs_background": "light"
2807
     },
2808
     "output_type": "display_data"
2809
    }
2810
   ],
2811
   "source": [
2812
    "sns.jointplot(x='Critic_Score', y='User_Score', data=df, kind='reg', marginal_kws=dict(bins=10, fill=False), joint_kws={'line_kws':{'color':'red'}})"
2813
   ]
2814
  },
2815
  {
2816
   "cell_type": "markdown",
2817
   "metadata": {
2818
    "id": "TUiU760f448X"
2819
   },
2820
   "source": [
2821
    "**pair plot (scatter plot matrix)** поможет нам посмотреть на одной картинке, как связаны между собой различные признаки в наборе данных"
2822
   ]
2823
  },
2824
  {
2825
   "cell_type": "code",
2826
   "execution_count": null,
2827
   "metadata": {
2828
    "id": "RpoZ7fmd448X"
2829
   },
2830
   "outputs": [],
2831
   "source": [
2832
    "sns.pairplot(df)"
2833
   ]
2834
  },
2835
  {
2836
   "cell_type": "code",
2837
   "execution_count": null,
2838
   "metadata": {
2839
    "colab": {
2840
     "base_uri": "https://localhost:8080/",
2841
     "height": 568
2842
    },
2843
    "id": "FCz7iaNQ448Y",
2844
    "outputId": "5af9ca7a-26ea-4ea9-eba5-dd8d26561394",
2845
    "scrolled": false
2846
   },
2847
   "outputs": [
2848
    {
2849
     "data": {
2850
      "text/plain": [
2851
       "<seaborn.axisgrid.PairGrid at 0x7f194d021df0>"
2852
      ]
2853
     },
2854
     "execution_count": 68,
2855
     "metadata": {},
2856
     "output_type": "execute_result"
2857
    },
2858
    {
2859
     "data": {
2860
      "image/png": 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\n",
2861
      "text/plain": [
2862
       "<Figure size 540x540 with 12 Axes>"
2863
      ]
2864
     },
2865
     "metadata": {
2866
      "needs_background": "light"
2867
     },
2868
     "output_type": "display_data"
2869
    }
2870
   ],
2871
   "source": [
2872
    "sns.pairplot(df[['Global_Sales', 'Critic_Score', 'User_Score']])"
2873
   ]
2874
  },
2875
  {
2876
   "cell_type": "markdown",
2877
   "metadata": {
2878
    "id": "dDScAqpz448Y"
2879
   },
2880
   "source": [
2881
    "Давайте **сравним оценки критиков игр для топ-10 крупнейших игровых платформ** при помощи `boxplot`."
2882
   ]
2883
  },
2884
  {
2885
   "cell_type": "code",
2886
   "execution_count": null,
2887
   "metadata": {
2888
    "colab": {
2889
     "base_uri": "https://localhost:8080/",
2890
     "height": 460
2891
    },
2892
    "id": "4owut7JX448Y",
2893
    "outputId": "9ad81c00-81a4-442d-d8b6-6fc97ef93c0c",
2894
    "scrolled": true
2895
   },
2896
   "outputs": [
2897
    {
2898
     "data": {
2899
      "text/plain": [
2900
       "<AxesSubplot:xlabel='Platform', ylabel='Critic_Score'>"
2901
      ]
2902
     },
2903
     "execution_count": 69,
2904
     "metadata": {},
2905
     "output_type": "execute_result"
2906
    },
2907
    {
2908
     "data": {
2909
      "image/png": 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\n",
2910
      "text/plain": [
2911
       "<Figure size 792x504 with 1 Axes>"
2912
      ]
2913
     },
2914
     "metadata": {
2915
      "needs_background": "light"
2916
     },
2917
     "output_type": "display_data"
2918
    }
2919
   ],
2920
   "source": [
2921
    "top_platforms = df['Platform'].value_counts().sort_values(ascending=False).head(10).index.values\n",
2922
    "# top_platforms\n",
2923
    "sns.boxplot(x=\"Platform\", y=\"Critic_Score\", \n",
2924
    "            data=df[df['Platform'].isin(top_platforms)])"
2925
   ]
2926
  },
2927
  {
2928
   "cell_type": "markdown",
2929
   "metadata": {
2930
    "id": "0WMSHWlk448Y"
2931
   },
2932
   "source": [
2933
    "`Heat map` позволяет посмотреть на распределение какого-то численного признака по двум категориальным. Визуализируем **суммарные продажи игр по жанрам и игровым платформам**."
2934
   ]
2935
  },
2936
  {
2937
   "cell_type": "code",
2938
   "execution_count": null,
2939
   "metadata": {
2940
    "colab": {
2941
     "base_uri": "https://localhost:8080/",
2942
     "height": 394
2943
    },
2944
    "id": "ZgGsU4RU448Z",
2945
    "outputId": "94f8d3aa-00cd-4fcb-9872-2c59fcf86574",
2946
    "scrolled": false
2947
   },
2948
   "outputs": [
2949
    {
2950
     "data": {
2951
      "text/html": [
2952
       "\n",
2953
       "  <div id=\"df-6058eab3-da47-4047-8631-1f2557034537\">\n",
2954
       "    <div class=\"colab-df-container\">\n",
2955
       "      <div>\n",
2956
       "<style scoped>\n",
2957
       "    .dataframe tbody tr th:only-of-type {\n",
2958
       "        vertical-align: middle;\n",
2959
       "    }\n",
2960
       "\n",
2961
       "    .dataframe tbody tr th {\n",
2962
       "        vertical-align: top;\n",
2963
       "    }\n",
2964
       "\n",
2965
       "    .dataframe thead th {\n",
2966
       "        text-align: right;\n",
2967
       "    }\n",
2968
       "</style>\n",
2969
       "<table border=\"1\" class=\"dataframe\">\n",
2970
       "  <thead>\n",
2971
       "    <tr style=\"text-align: right;\">\n",
2972
       "      <th>Genre</th>\n",
2973
       "      <th>Action</th>\n",
2974
       "      <th>Adventure</th>\n",
2975
       "      <th>Fighting</th>\n",
2976
       "      <th>Misc</th>\n",
2977
       "      <th>Platform</th>\n",
2978
       "      <th>Puzzle</th>\n",
2979
       "      <th>Racing</th>\n",
2980
       "      <th>Role-Playing</th>\n",
2981
       "      <th>Shooter</th>\n",
2982
       "      <th>Simulation</th>\n",
2983
       "      <th>Sports</th>\n",
2984
       "      <th>Strategy</th>\n",
2985
       "    </tr>\n",
2986
       "    <tr>\n",
2987
       "      <th>Platform</th>\n",
2988
       "      <th></th>\n",
2989
       "      <th></th>\n",
2990
       "      <th></th>\n",
2991
       "      <th></th>\n",
2992
       "      <th></th>\n",
2993
       "      <th></th>\n",
2994
       "      <th></th>\n",
2995
       "      <th></th>\n",
2996
       "      <th></th>\n",
2997
       "      <th></th>\n",
2998
       "      <th></th>\n",
2999
       "      <th></th>\n",
3000
       "    </tr>\n",
3001
       "  </thead>\n",
3002
       "  <tbody>\n",
3003
       "    <tr>\n",
3004
       "      <th>DS</th>\n",
3005
       "      <td>112.70</td>\n",
3006
       "      <td>45.90</td>\n",
3007
       "      <td>7.11</td>\n",
3008
       "      <td>135.72</td>\n",
3009
       "      <td>75.92</td>\n",
3010
       "      <td>82.72</td>\n",
3011
       "      <td>38.10</td>\n",
3012
       "      <td>124.44</td>\n",
3013
       "      <td>7.92</td>\n",
3014
       "      <td>130.29</td>\n",
3015
       "      <td>31.41</td>\n",
3016
       "      <td>14.87</td>\n",
3017
       "    </tr>\n",
3018
       "    <tr>\n",
3019
       "      <th>GBA</th>\n",
3020
       "      <td>55.76</td>\n",
3021
       "      <td>14.68</td>\n",
3022
       "      <td>4.21</td>\n",
3023
       "      <td>36.25</td>\n",
3024
       "      <td>78.30</td>\n",
3025
       "      <td>12.92</td>\n",
3026
       "      <td>18.80</td>\n",
3027
       "      <td>64.21</td>\n",
3028
       "      <td>3.60</td>\n",
3029
       "      <td>5.91</td>\n",
3030
       "      <td>16.41</td>\n",
3031
       "      <td>7.45</td>\n",
3032
       "    </tr>\n",
3033
       "    <tr>\n",
3034
       "      <th>PC</th>\n",
3035
       "      <td>31.71</td>\n",
3036
       "      <td>10.04</td>\n",
3037
       "      <td>0.29</td>\n",
3038
       "      <td>8.57</td>\n",
3039
       "      <td>0.49</td>\n",
3040
       "      <td>0.92</td>\n",
3041
       "      <td>3.99</td>\n",
3042
       "      <td>47.72</td>\n",
3043
       "      <td>45.92</td>\n",
3044
       "      <td>52.61</td>\n",
3045
       "      <td>12.01</td>\n",
3046
       "      <td>46.03</td>\n",
3047
       "    </tr>\n",
3048
       "    <tr>\n",
3049
       "      <th>PS</th>\n",
3050
       "      <td>127.05</td>\n",
3051
       "      <td>20.97</td>\n",
3052
       "      <td>72.68</td>\n",
3053
       "      <td>44.90</td>\n",
3054
       "      <td>64.21</td>\n",
3055
       "      <td>12.08</td>\n",
3056
       "      <td>103.19</td>\n",
3057
       "      <td>78.30</td>\n",
3058
       "      <td>39.31</td>\n",
3059
       "      <td>25.33</td>\n",
3060
       "      <td>120.97</td>\n",
3061
       "      <td>21.69</td>\n",
3062
       "    </tr>\n",
3063
       "    <tr>\n",
3064
       "      <th>PS2</th>\n",
3065
       "      <td>272.76</td>\n",
3066
       "      <td>21.16</td>\n",
3067
       "      <td>92.60</td>\n",
3068
       "      <td>101.14</td>\n",
3069
       "      <td>72.51</td>\n",
3070
       "      <td>5.90</td>\n",
3071
       "      <td>156.28</td>\n",
3072
       "      <td>93.50</td>\n",
3073
       "      <td>108.57</td>\n",
3074
       "      <td>42.66</td>\n",
3075
       "      <td>273.41</td>\n",
3076
       "      <td>15.15</td>\n",
3077
       "    </tr>\n",
3078
       "    <tr>\n",
3079
       "      <th>PS3</th>\n",
3080
       "      <td>301.55</td>\n",
3081
       "      <td>22.28</td>\n",
3082
       "      <td>51.08</td>\n",
3083
       "      <td>46.88</td>\n",
3084
       "      <td>29.71</td>\n",
3085
       "      <td>0.58</td>\n",
3086
       "      <td>72.13</td>\n",
3087
       "      <td>73.67</td>\n",
3088
       "      <td>192.46</td>\n",
3089
       "      <td>10.39</td>\n",
3090
       "      <td>133.88</td>\n",
3091
       "      <td>4.82</td>\n",
3092
       "    </tr>\n",
3093
       "    <tr>\n",
3094
       "      <th>PSP</th>\n",
3095
       "      <td>64.11</td>\n",
3096
       "      <td>10.68</td>\n",
3097
       "      <td>21.82</td>\n",
3098
       "      <td>13.91</td>\n",
3099
       "      <td>17.09</td>\n",
3100
       "      <td>5.52</td>\n",
3101
       "      <td>34.29</td>\n",
3102
       "      <td>48.98</td>\n",
3103
       "      <td>19.66</td>\n",
3104
       "      <td>6.23</td>\n",
3105
       "      <td>41.51</td>\n",
3106
       "      <td>10.50</td>\n",
3107
       "    </tr>\n",
3108
       "    <tr>\n",
3109
       "      <th>Wii</th>\n",
3110
       "      <td>114.51</td>\n",
3111
       "      <td>17.83</td>\n",
3112
       "      <td>23.36</td>\n",
3113
       "      <td>216.37</td>\n",
3114
       "      <td>88.92</td>\n",
3115
       "      <td>15.37</td>\n",
3116
       "      <td>60.25</td>\n",
3117
       "      <td>13.70</td>\n",
3118
       "      <td>28.15</td>\n",
3119
       "      <td>36.03</td>\n",
3120
       "      <td>288.61</td>\n",
3121
       "      <td>5.03</td>\n",
3122
       "    </tr>\n",
3123
       "    <tr>\n",
3124
       "      <th>X360</th>\n",
3125
       "      <td>239.69</td>\n",
3126
       "      <td>14.94</td>\n",
3127
       "      <td>37.34</td>\n",
3128
       "      <td>91.54</td>\n",
3129
       "      <td>11.32</td>\n",
3130
       "      <td>0.85</td>\n",
3131
       "      <td>65.00</td>\n",
3132
       "      <td>71.31</td>\n",
3133
       "      <td>276.98</td>\n",
3134
       "      <td>14.18</td>\n",
3135
       "      <td>138.45</td>\n",
3136
       "      <td>10.03</td>\n",
3137
       "    </tr>\n",
3138
       "    <tr>\n",
3139
       "      <th>XB</th>\n",
3140
       "      <td>49.28</td>\n",
3141
       "      <td>3.06</td>\n",
3142
       "      <td>13.55</td>\n",
3143
       "      <td>9.58</td>\n",
3144
       "      <td>9.66</td>\n",
3145
       "      <td>0.42</td>\n",
3146
       "      <td>31.49</td>\n",
3147
       "      <td>13.51</td>\n",
3148
       "      <td>63.55</td>\n",
3149
       "      <td>7.11</td>\n",
3150
       "      <td>54.27</td>\n",
3151
       "      <td>2.78</td>\n",
3152
       "    </tr>\n",
3153
       "  </tbody>\n",
3154
       "</table>\n",
3155
       "</div>\n",
3156
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3157
       "              title=\"Convert this dataframe to an interactive table.\"\n",
3158
       "              style=\"display:none;\">\n",
3159
       "        \n",
3160
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
3161
       "       width=\"24px\">\n",
3162
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3163
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3164
       "  </svg>\n",
3165
       "      </button>\n",
3166
       "      \n",
3167
       "  <style>\n",
3168
       "    .colab-df-container {\n",
3169
       "      display:flex;\n",
3170
       "      flex-wrap:wrap;\n",
3171
       "      gap: 12px;\n",
3172
       "    }\n",
3173
       "\n",
3174
       "    .colab-df-convert {\n",
3175
       "      background-color: #E8F0FE;\n",
3176
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3177
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3178
       "      cursor: pointer;\n",
3179
       "      display: none;\n",
3180
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3181
       "      height: 32px;\n",
3182
       "      padding: 0 0 0 0;\n",
3183
       "      width: 32px;\n",
3184
       "    }\n",
3185
       "\n",
3186
       "    .colab-df-convert:hover {\n",
3187
       "      background-color: #E2EBFA;\n",
3188
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
3189
       "      fill: #174EA6;\n",
3190
       "    }\n",
3191
       "\n",
3192
       "    [theme=dark] .colab-df-convert {\n",
3193
       "      background-color: #3B4455;\n",
3194
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3195
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3196
       "\n",
3197
       "    [theme=dark] .colab-df-convert:hover {\n",
3198
       "      background-color: #434B5C;\n",
3199
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
3200
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
3201
       "      fill: #FFFFFF;\n",
3202
       "    }\n",
3203
       "  </style>\n",
3204
       "\n",
3205
       "      <script>\n",
3206
       "        const buttonEl =\n",
3207
       "          document.querySelector('#df-6058eab3-da47-4047-8631-1f2557034537 button.colab-df-convert');\n",
3208
       "        buttonEl.style.display =\n",
3209
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
3210
       "\n",
3211
       "        async function convertToInteractive(key) {\n",
3212
       "          const element = document.querySelector('#df-6058eab3-da47-4047-8631-1f2557034537');\n",
3213
       "          const dataTable =\n",
3214
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
3215
       "                                                     [key], {});\n",
3216
       "          if (!dataTable) return;\n",
3217
       "\n",
3218
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
3219
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
3220
       "            + ' to learn more about interactive tables.';\n",
3221
       "          element.innerHTML = '';\n",
3222
       "          dataTable['output_type'] = 'display_data';\n",
3223
       "          await google.colab.output.renderOutput(dataTable, element);\n",
3224
       "          const docLink = document.createElement('div');\n",
3225
       "          docLink.innerHTML = docLinkHtml;\n",
3226
       "          element.appendChild(docLink);\n",
3227
       "        }\n",
3228
       "      </script>\n",
3229
       "    </div>\n",
3230
       "  </div>\n",
3231
       "  "
3232
      ],
3233
      "text/plain": [
3234
       "Genre     Action  Adventure  Fighting    Misc  Platform  Puzzle  Racing  \\\n",
3235
       "Platform                                                                  \n",
3236
       "DS        112.70      45.90      7.11  135.72     75.92   82.72   38.10   \n",
3237
       "GBA        55.76      14.68      4.21   36.25     78.30   12.92   18.80   \n",
3238
       "PC         31.71      10.04      0.29    8.57      0.49    0.92    3.99   \n",
3239
       "PS        127.05      20.97     72.68   44.90     64.21   12.08  103.19   \n",
3240
       "PS2       272.76      21.16     92.60  101.14     72.51    5.90  156.28   \n",
3241
       "PS3       301.55      22.28     51.08   46.88     29.71    0.58   72.13   \n",
3242
       "PSP        64.11      10.68     21.82   13.91     17.09    5.52   34.29   \n",
3243
       "Wii       114.51      17.83     23.36  216.37     88.92   15.37   60.25   \n",
3244
       "X360      239.69      14.94     37.34   91.54     11.32    0.85   65.00   \n",
3245
       "XB         49.28       3.06     13.55    9.58      9.66    0.42   31.49   \n",
3246
       "\n",
3247
       "Genre     Role-Playing  Shooter  Simulation  Sports  Strategy  \n",
3248
       "Platform                                                       \n",
3249
       "DS              124.44     7.92      130.29   31.41     14.87  \n",
3250
       "GBA              64.21     3.60        5.91   16.41      7.45  \n",
3251
       "PC               47.72    45.92       52.61   12.01     46.03  \n",
3252
       "PS               78.30    39.31       25.33  120.97     21.69  \n",
3253
       "PS2              93.50   108.57       42.66  273.41     15.15  \n",
3254
       "PS3              73.67   192.46       10.39  133.88      4.82  \n",
3255
       "PSP              48.98    19.66        6.23   41.51     10.50  \n",
3256
       "Wii              13.70    28.15       36.03  288.61      5.03  \n",
3257
       "X360             71.31   276.98       14.18  138.45     10.03  \n",
3258
       "XB               13.51    63.55        7.11   54.27      2.78  "
3259
      ]
3260
     },
3261
     "execution_count": 70,
3262
     "metadata": {},
3263
     "output_type": "execute_result"
3264
    }
3265
   ],
3266
   "source": [
3267
    "platform_genre_sales = df[df['Platform'].isin(top_platforms)].pivot_table(\n",
3268
    "                        index='Platform', \n",
3269
    "                        columns='Genre', \n",
3270
    "                        values='Global_Sales', \n",
3271
    "                        aggfunc=sum).fillna(0)\n",
3272
    "\n",
3273
    "platform_genre_sales"
3274
   ]
3275
  },
3276
  {
3277
   "cell_type": "code",
3278
   "execution_count": null,
3279
   "metadata": {
3280
    "colab": {
3281
     "base_uri": "https://localhost:8080/",
3282
     "height": 514
3283
    },
3284
    "id": "CdGtIsZM448Z",
3285
    "outputId": "cb640f8f-ad79-493b-a2da-530d16b72e6b",
3286
    "scrolled": false
3287
   },
3288
   "outputs": [
3289
    {
3290
     "data": {
3291
      "text/plain": [
3292
       "<AxesSubplot:xlabel='Genre', ylabel='Platform'>"
3293
      ]
3294
     },
3295
     "execution_count": 71,
3296
     "metadata": {},
3297
     "output_type": "execute_result"
3298
    },
3299
    {
3300
     "data": {
3301
      "image/png": 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\n",
3302
      "text/plain": [
3303
       "<Figure size 792x504 with 2 Axes>"
3304
      ]
3305
     },
3306
     "metadata": {
3307
      "needs_background": "light"
3308
     },
3309
     "output_type": "display_data"
3310
    }
3311
   ],
3312
   "source": [
3313
    "sns.heatmap(platform_genre_sales, cmap='PuBu')"
3314
   ]
3315
  },
3316
  {
3317
   "cell_type": "markdown",
3318
   "metadata": {
3319
    "id": "WxGXBKa5448a"
3320
   },
3321
   "source": [
3322
    "https://www.python-graph-gallery.com/"
3323
   ]
3324
  },
3325
  {
3326
   "cell_type": "code",
3327
   "execution_count": null,
3328
   "metadata": {
3329
    "colab": {
3330
     "base_uri": "https://localhost:8080/",
3331
     "height": 542
3332
    },
3333
    "id": "ohDEzPvM448a",
3334
    "outputId": "b1ab6330-03db-4d89-d6bb-cb7897a9cf01"
3335
   },
3336
   "outputs": [
3337
    {
3338
     "data": {
3339
      "text/html": [
3340
       "<html>\n",
3341
       "<head><meta charset=\"utf-8\" /></head>\n",
3342
       "<body>\n",
3343
       "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
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3345
       "                            \n",
3346
       "var gd = document.getElementById('754cbb4c-c661-439d-af93-c288c83d7211');\n",
3347
       "var x = new MutationObserver(function (mutations, observer) {{\n",
3348
       "        var display = window.getComputedStyle(gd).display;\n",
3349
       "        if (!display || display === 'none') {{\n",
3350
       "            console.log([gd, 'removed!']);\n",
3351
       "            Plotly.purge(gd);\n",
3352
       "            observer.disconnect();\n",
3353
       "        }}\n",
3354
       "}});\n",
3355
       "\n",
3356
       "// Listen for the removal of the full notebook cells\n",
3357
       "var notebookContainer = gd.closest('#notebook-container');\n",
3358
       "if (notebookContainer) {{\n",
3359
       "    x.observe(notebookContainer, {childList: true});\n",
3360
       "}}\n",
3361
       "\n",
3362
       "// Listen for the clearing of the current output cell\n",
3363
       "var outputEl = gd.closest('.output');\n",
3364
       "if (outputEl) {{\n",
3365
       "    x.observe(outputEl, {childList: true});\n",
3366
       "}}\n",
3367
       "\n",
3368
       "                        })                };                            </script>        </div>\n",
3369
       "</body>\n",
3370
       "</html>"
3371
      ]
3372
     },
3373
     "metadata": {},
3374
     "output_type": "display_data"
3375
    }
3376
   ],
3377
   "source": [
3378
    "from plotly.offline import init_notebook_mode, iplot\n",
3379
    "import plotly\n",
3380
    "import plotly.graph_objs as go\n",
3381
    "\n",
3382
    "data = []\n",
3383
    "\n",
3384
    "for genre in df.Genre.unique():\n",
3385
    "    data.append(\n",
3386
    "        go.Box(y=df[df.Genre==genre].Critic_Score, \n",
3387
    "               name=genre)\n",
3388
    "    )\n",
3389
    "iplot(data, show_link = False)"
3390
   ]
3391
  },
3392
  {
3393
   "cell_type": "code",
3394
   "execution_count": null,
3395
   "metadata": {
3396
    "colab": {
3397
     "base_uri": "https://localhost:8080/",
3398
     "height": 542
3399
    },
3400
    "id": "vQvnwxH2rp2n",
3401
    "outputId": "d5ae6808-4843-4b81-b63f-440818cbe0dc"
3402
   },
3403
   "outputs": [
3404
    {
3405
     "data": {
3406
      "text/html": [
3407
       "<html>\n",
3408
       "<head><meta charset=\"utf-8\" /></head>\n",
3409
       "<body>\n",
3410
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3411
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of video games genres\"},\"xaxis\":{\"title\":{\"text\":\"Critic Score\"}},\"yaxis\":{\"title\":{\"text\":\"User Score\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
3412
       "                            \n",
3413
       "var gd = document.getElementById('c28b4ed9-adca-4ab4-b5c1-f8c115b07600');\n",
3414
       "var x = new MutationObserver(function (mutations, observer) {{\n",
3415
       "        var display = window.getComputedStyle(gd).display;\n",
3416
       "        if (!display || display === 'none') {{\n",
3417
       "            console.log([gd, 'removed!']);\n",
3418
       "            Plotly.purge(gd);\n",
3419
       "            observer.disconnect();\n",
3420
       "        }}\n",
3421
       "}});\n",
3422
       "\n",
3423
       "// Listen for the removal of the full notebook cells\n",
3424
       "var notebookContainer = gd.closest('#notebook-container');\n",
3425
       "if (notebookContainer) {{\n",
3426
       "    x.observe(notebookContainer, {childList: true});\n",
3427
       "}}\n",
3428
       "\n",
3429
       "// Listen for the clearing of the current output cell\n",
3430
       "var outputEl = gd.closest('.output');\n",
3431
       "if (outputEl) {{\n",
3432
       "    x.observe(outputEl, {childList: true});\n",
3433
       "}}\n",
3434
       "\n",
3435
       "                        })                };                            </script>        </div>\n",
3436
       "</body>\n",
3437
       "</html>"
3438
      ]
3439
     },
3440
     "metadata": {},
3441
     "output_type": "display_data"
3442
    }
3443
   ],
3444
   "source": [
3445
    "scores_genres_df = df.groupby('Genre')[['Critic_Score', 'User_Score']].mean()\n",
3446
    "sales_genres_df = df.groupby('Genre')[['Global_Sales']].sum()\n",
3447
    "\n",
3448
    "genres_df = scores_genres_df.join(sales_genres_df)\n",
3449
    "    \n",
3450
    "genres_df.head()\n",
3451
    "trace0 = go.Scatter(\n",
3452
    "    x=genres_df.Critic_Score,\n",
3453
    "    y=genres_df.User_Score,\n",
3454
    "    mode = 'markers+text',\n",
3455
    "    text = genres_df.index,\n",
3456
    "    textposition='bottom center',\n",
3457
    "    marker = dict(\n",
3458
    "        size = 1/10*genres_df.Global_Sales,\n",
3459
    "        color = [\n",
3460
    "            'aqua', 'azure', 'beige', 'lightgreen',\n",
3461
    "            'lavender', 'lightblue', 'pink', 'salmon',\n",
3462
    "            'wheat', 'ivory', 'silver'\n",
3463
    "        ]\n",
3464
    "    )\n",
3465
    ")\n",
3466
    "\n",
3467
    "data = [trace0]\n",
3468
    "layout = {\n",
3469
    "    'title': 'Statistics of video games genres',\n",
3470
    "    'xaxis': {'title': 'Critic Score'},\n",
3471
    "    'yaxis': {'title': 'User Score'}\n",
3472
    "}\n",
3473
    "\n",
3474
    "fig = go.Figure(data=data, layout=layout)\n",
3475
    "\n",
3476
    "iplot(fig, show_link=False)"
3477
   ]
3478
  }
3479
 ],
3480
 "metadata": {
3481
  "colab": {
3482
   "provenance": []
3483
  },
3484
  "kernelspec": {
3485
   "display_name": "Python 3 (ipykernel)",
3486
   "language": "python",
3487
   "name": "python3"
3488
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3489
  "language_info": {
3490
   "codemirror_mode": {
3491
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3492
    "version": 3
3493
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3494
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   "name": "python",
3497
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3498
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3499
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3500
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3501
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3502
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3503
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3504
}
3505