{
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   "id": "98045d10-2877-4635-8792-530bcfa1b0fc",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "# Process Mining in Python: Basics and Integrations to Other Data Science Libraries\n",
    "## ICPM'22 ML4PM\n",
    "###### 2022-10-24; Sebastiaan J. van Zelst (with credits to Alessandro Berti)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69e3a68b-fece-485d-92e9-f80888f8ae93",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Process Mining\n",
    "<figure>\n",
    "<img src=\"img/pm_overview.png\" alt=\"Process Mining Overview (Schematic)\">\n",
    "<figcaption align = \"center\"><small>https://quixy.com/wp-content/uploads/2020/08/Quixy_Blog_Process-Mining-plays-an-essential-role-in-Digital-Transformation-1024x427.png</small></figcaption>\n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f7cb121-07e6-4f0f-93ce-c2a4201b3951",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Installing pm4py\n",
    "```pip install pm4py```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312362a8-8068-4e15-b278-45dbe0a9fb1e",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## 'Hello World' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "25945cb7",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b912cfffeed74758a8baccdd832f0c3a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "parsing log, completed traces ::   0%|          | 0/1434 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pm4py\n",
    "log = pm4py.read_xes('data/receipt.xes', return_legacy_log_object=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "49e11b12-ab9a-4465-9b64-7ef9a686e894",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
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   "outputs": [
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       "      <td>Group 4</td>\n",
       "      <td>task-47958</td>\n",
       "      <td>Resource21</td>\n",
       "      <td>T02 Check confirmation of receipt</td>\n",
       "      <td>2011-11-24 14:37:16.553000+00:00</td>\n",
       "      <td>complete</td>\n",
       "      <td>2011-10-11 13:42:22.688000+02:00</td>\n",
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       "  org:group concept:instance org:resource                        concept:name  \\\n",
       "0   Group 1       task-42933   Resource21             Confirmation of receipt   \n",
       "1   Group 4       task-42935   Resource10   T02 Check confirmation of receipt   \n",
       "2   Group 1       task-42957   Resource21  T03 Adjust confirmation of receipt   \n",
       "3   Group 4       task-47958   Resource21   T02 Check confirmation of receipt   \n",
       "4     EMPTY       task-43021   Resource30             Confirmation of receipt   \n",
       "\n",
       "                    time:timestamp lifecycle:transition  \\\n",
       "0 2011-10-11 11:45:40.276000+00:00             complete   \n",
       "1 2011-10-12 06:26:25.398000+00:00             complete   \n",
       "2 2011-11-24 14:36:51.302000+00:00             complete   \n",
       "3 2011-11-24 14:37:16.553000+00:00             complete   \n",
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       "\n",
       "                     case:startdate case:responsible  \\\n",
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       "3  2011-10-11 13:42:22.688000+02:00       Resource21   \n",
       "4  2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "\n",
       "               case:enddate_planned case:department case:group  \\\n",
       "0  2011-12-06 13:41:31.788000+01:00         General    Group 2   \n",
       "1  2011-12-06 13:41:31.788000+01:00         General    Group 2   \n",
       "2  2011-12-06 13:41:31.788000+01:00         General    Group 2   \n",
       "3  2011-12-06 13:41:31.788000+01:00         General    Group 2   \n",
       "4  2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "\n",
       "  case:concept:name                     case:deadline case:channel  \\\n",
       "0        case-10011  2011-12-06 13:41:31.788000+01:00     Internet   \n",
       "1        case-10011  2011-12-06 13:41:31.788000+01:00     Internet   \n",
       "2        case-10011  2011-12-06 13:41:31.788000+01:00     Internet   \n",
       "3        case-10011  2011-12-06 13:41:31.788000+01:00     Internet   \n",
       "4        case-10017         2011-12-06 01:06:40+01:00     Internet   \n",
       "\n",
       "                       case:enddate  \n",
       "0                               NaN  \n",
       "1                               NaN  \n",
       "2                               NaN  \n",
       "3                               NaN  \n",
       "4  2011-10-18 13:56:55.943000+02:00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pm4py.convert_to_dataframe(log)\n",
    "df['time:timestamp']=pd.to_datetime(df['time:timestamp'], utc=True) # format the timestamp column\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7de6c5b3-df2d-42dc-a846-af9381847b93",
   "metadata": {
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   "outputs": [
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       "      <td>Group 1</td>\n",
       "      <td>task-43674</td>\n",
       "      <td>Resource30</td>\n",
       "      <td>T03 Adjust confirmation of receipt</td>\n",
       "      <td>2011-10-18 11:47:41.811000+00:00</td>\n",
       "      <td>complete</td>\n",
       "      <td>2011-10-11 01:06:40.020000+02:00</td>\n",
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       "      <td>T10 Determine necessity to stop indication</td>\n",
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       "      <td>complete</td>\n",
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       "      <td>2011-10-18 13:56:55.943000+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>Group 1</td>\n",
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       "      <td>Resource30</td>\n",
       "      <td>T03 Adjust confirmation of receipt</td>\n",
       "      <td>2011-10-18 11:48:30.632000+00:00</td>\n",
       "      <td>complete</td>\n",
       "      <td>2011-10-11 01:06:40.020000+02:00</td>\n",
       "      <td>Resource04</td>\n",
       "      <td>2011-12-06 01:06:40.010000+01:00</td>\n",
       "      <td>General</td>\n",
       "      <td>Group 5</td>\n",
       "      <td>case-10017</td>\n",
       "      <td>2011-12-06 01:06:40+01:00</td>\n",
       "      <td>Internet</td>\n",
       "      <td>2011-10-18 13:56:55.943000+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Group 4</td>\n",
       "      <td>task-43679</td>\n",
       "      <td>Resource30</td>\n",
       "      <td>T02 Check confirmation of receipt</td>\n",
       "      <td>2011-10-18 11:51:01.525000+00:00</td>\n",
       "      <td>complete</td>\n",
       "      <td>2011-10-11 01:06:40.020000+02:00</td>\n",
       "      <td>Resource04</td>\n",
       "      <td>2011-12-06 01:06:40.010000+01:00</td>\n",
       "      <td>General</td>\n",
       "      <td>Group 5</td>\n",
       "      <td>case-10017</td>\n",
       "      <td>2011-12-06 01:06:40+01:00</td>\n",
       "      <td>Internet</td>\n",
       "      <td>2011-10-18 13:56:55.943000+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Group 1</td>\n",
       "      <td>task-43686</td>\n",
       "      <td>admin2</td>\n",
       "      <td>T03 Adjust confirmation of receipt</td>\n",
       "      <td>2011-10-18 11:56:57.603000+00:00</td>\n",
       "      <td>complete</td>\n",
       "      <td>2011-10-11 01:06:40.020000+02:00</td>\n",
       "      <td>Resource04</td>\n",
       "      <td>2011-12-06 01:06:40.010000+01:00</td>\n",
       "      <td>General</td>\n",
       "      <td>Group 5</td>\n",
       "      <td>case-10017</td>\n",
       "      <td>2011-12-06 01:06:40+01:00</td>\n",
       "      <td>Internet</td>\n",
       "      <td>2011-10-18 13:56:55.943000+02:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   org:group concept:instance org:resource  \\\n",
       "4      EMPTY       task-43021   Resource30   \n",
       "5    Group 1       task-43672   Resource30   \n",
       "6    Group 4       task-43671   Resource30   \n",
       "7    Group 1       task-43674   Resource30   \n",
       "8    Group 4       task-43675   Resource30   \n",
       "9    Group 1       task-43673   Resource30   \n",
       "10   Group 1       task-43676   Resource30   \n",
       "11   Group 4       task-43679   Resource30   \n",
       "12   Group 1       task-43686       admin2   \n",
       "\n",
       "                                  concept:name  \\\n",
       "4                      Confirmation of receipt   \n",
       "5       T06 Determine necessity of stop advice   \n",
       "6            T02 Check confirmation of receipt   \n",
       "7           T03 Adjust confirmation of receipt   \n",
       "8            T02 Check confirmation of receipt   \n",
       "9   T10 Determine necessity to stop indication   \n",
       "10          T03 Adjust confirmation of receipt   \n",
       "11           T02 Check confirmation of receipt   \n",
       "12          T03 Adjust confirmation of receipt   \n",
       "\n",
       "                     time:timestamp lifecycle:transition  \\\n",
       "4  2011-10-18 11:46:39.679000+00:00             complete   \n",
       "5  2011-10-18 11:47:06.950000+00:00             complete   \n",
       "6  2011-10-18 11:47:26.235000+00:00             complete   \n",
       "7  2011-10-18 11:47:41.811000+00:00             complete   \n",
       "8  2011-10-18 11:47:57.979000+00:00             complete   \n",
       "9  2011-10-18 11:48:15.357000+00:00             complete   \n",
       "10 2011-10-18 11:48:30.632000+00:00             complete   \n",
       "11 2011-10-18 11:51:01.525000+00:00             complete   \n",
       "12 2011-10-18 11:56:57.603000+00:00             complete   \n",
       "\n",
       "                      case:startdate case:responsible  \\\n",
       "4   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "5   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "6   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "7   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "8   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "9   2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "10  2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "11  2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "12  2011-10-11 01:06:40.020000+02:00       Resource04   \n",
       "\n",
       "                case:enddate_planned case:department case:group  \\\n",
       "4   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "5   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "6   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "7   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "8   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "9   2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "10  2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "11  2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "12  2011-12-06 01:06:40.010000+01:00         General    Group 5   \n",
       "\n",
       "   case:concept:name              case:deadline case:channel  \\\n",
       "4         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "5         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "6         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "7         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "8         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "9         case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "10        case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "11        case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "12        case-10017  2011-12-06 01:06:40+01:00     Internet   \n",
       "\n",
       "                        case:enddate  \n",
       "4   2011-10-18 13:56:55.943000+02:00  \n",
       "5   2011-10-18 13:56:55.943000+02:00  \n",
       "6   2011-10-18 13:56:55.943000+02:00  \n",
       "7   2011-10-18 13:56:55.943000+02:00  \n",
       "8   2011-10-18 13:56:55.943000+02:00  \n",
       "9   2011-10-18 13:56:55.943000+02:00  \n",
       "10  2011-10-18 13:56:55.943000+02:00  \n",
       "11  2011-10-18 13:56:55.943000+02:00  \n",
       "12  2011-10-18 13:56:55.943000+02:00  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c17 = df[df['case:concept:name'] =='case-10017'] \n",
    "c17"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04301cda-761b-414b-b9b9-9fd5a1bc26a8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Exploiting Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a10a1929-5cbd-4ded-a835-254de60aad8e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "#### Number of Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d37ee91a-51ad-4a76-b86d-d1713ccdd72d",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1434"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['case:concept:name'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef8ca811-6f47-40ea-bbd2-6eedcc3bde0e",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Activity Ocurrences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "94601994-6526-4277-899f-811e052c2ac7",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Confirmation of receipt                                  1434\n",
       "T06 Determine necessity of stop advice                   1416\n",
       "T02 Check confirmation of receipt                        1368\n",
       "T04 Determine confirmation of receipt                    1307\n",
       "T05 Print and send confirmation of receipt               1300\n",
       "T10 Determine necessity to stop indication               1283\n",
       "T03 Adjust confirmation of receipt                         55\n",
       "T07-1 Draft intern advice aspect 1                         45\n",
       "T11 Create document X request unlicensed                   44\n",
       "T12 Check document X request unlicensed                    41\n",
       "T15 Print document X request unlicensed                    39\n",
       "T14 Determine document X request unlicensed                39\n",
       "T07-2 Draft intern advice aspect 2                         32\n",
       "T07-5 Draft intern advice aspect 5                         27\n",
       "T17 Check report Y to stop indication                      26\n",
       "T20 Print report Y to stop indication                      20\n",
       "T19 Determine report Y to stop indication                  20\n",
       "T16 Report reasons to hold request                         20\n",
       "T08 Draft and send request for advice                      18\n",
       "T07-3 Draft intern advice hold for aspect 3                 8\n",
       "T09-3 Process or receive external advice from party 3       8\n",
       "T09-1 Process or receive external advice from party 1       7\n",
       "T07-4 Draft internal advice to hold for type 4              6\n",
       "T18 Adjust report Y to stop indicition                      6\n",
       "T09-4 Process or receive external advice from party 4       5\n",
       "T13 Adjust document X request unlicensed                    2\n",
       "T09-2 Process or receive external advice from party 2       1\n",
       "Name: concept:name, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"concept:name\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "871d22e5-b2fe-4dda-9fb1-feac608d0d63",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Activities in Cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "73689d55-cdf6-4b2a-82bb-8376fe7e0e4a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Confirmation of receipt                                  1434\n",
       "T02 Check confirmation of receipt                        1316\n",
       "T06 Determine necessity of stop advice                   1309\n",
       "T04 Determine confirmation of receipt                    1303\n",
       "T05 Print and send confirmation of receipt               1300\n",
       "T10 Determine necessity to stop indication               1283\n",
       "T11 Create document X request unlicensed                   44\n",
       "T12 Check document X request unlicensed                    40\n",
       "T15 Print document X request unlicensed                    39\n",
       "T14 Determine document X request unlicensed                39\n",
       "T03 Adjust confirmation of receipt                         37\n",
       "T07-1 Draft intern advice aspect 1                         29\n",
       "T20 Print report Y to stop indication                      20\n",
       "T19 Determine report Y to stop indication                  20\n",
       "T17 Check report Y to stop indication                      20\n",
       "T16 Report reasons to hold request                         20\n",
       "T07-5 Draft intern advice aspect 5                         16\n",
       "T08 Draft and send request for advice                      15\n",
       "T07-2 Draft intern advice aspect 2                         15\n",
       "T09-1 Process or receive external advice from party 1       7\n",
       "T07-4 Draft internal advice to hold for type 4              6\n",
       "T09-4 Process or receive external advice from party 4       5\n",
       "T07-3 Draft intern advice hold for aspect 3                 5\n",
       "T09-3 Process or receive external advice from party 3       5\n",
       "T13 Adjust document X request unlicensed                    2\n",
       "T18 Adjust report Y to stop indicition                      2\n",
       "T09-2 Process or receive external advice from party 2       1\n",
       "Name: concept:name, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"case:concept:name\", \"concept:name\"]).first().reset_index()[\"concept:name\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "361d3a00-7e2a-4bc5-96e0-46565b6f7356",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Start Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9e8fd4d7-962a-4d79-9945-c41249fb92f7",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Confirmation of receipt    1434\n",
       "Name: concept:name, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"case:concept:name\").first()[\"concept:name\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cee523c-5c2c-422a-ad6f-20e9639ff3c7",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### End Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2170b436-a611-45b3-85d1-789c67483a94",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "T10 Determine necessity to stop indication    828\n",
       "T05 Print and send confirmation of receipt    400\n",
       "Confirmation of receipt                       116\n",
       "T15 Print document X request unlicensed        39\n",
       "T06 Determine necessity of stop advice         16\n",
       "T20 Print report Y to stop indication          15\n",
       "T02 Check confirmation of receipt               8\n",
       "T11 Create document X request unlicensed        4\n",
       "T03 Adjust confirmation of receipt              2\n",
       "T04 Determine confirmation of receipt           2\n",
       "T07-1 Draft intern advice aspect 1              1\n",
       "T13 Adjust document X request unlicensed        1\n",
       "T07-5 Draft intern advice aspect 5              1\n",
       "T07-2 Draft intern advice aspect 2              1\n",
       "Name: concept:name, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"case:concept:name\").last()[\"concept:name\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35730425-731b-4c90-be75-5b6301b08c5d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Data Exploration "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0afbe3f5-3c5b-4cf2-9870-2397bce68d4c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Distribution Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "142a4a66-4cfc-449c-b431-0e894ba6f301",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "#### Events per Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "241a27b3-ce87-4057-99d3-ea35e6ff7f08",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm4py.view_events_distribution_graph(df, distr_type=\"days_week\") # Matplotlib inside!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11a3fe7a-9c19-469f-aad3-ac1099d7f773",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Events per Hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d8460dc9-abe3-4ba1-a0b8-abb7078d5218",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm4py.view_events_distribution_graph(df, distr_type=\"hours\") # Matplotlib inside!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75020f71-a429-4f4a-8115-adfe133e046c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Event Distribution Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b92622ec-78b0-4d45-9ca2-457969ac724b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm4py.view_events_per_time_graph(log) # Matplotlib inside!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28a82970-fdbf-4d0e-aaa1-953de3bc0c0d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Case Duration Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0af95ab1-2827-4bbc-830f-8ebe952ea642",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm4py.view_case_duration_graph(log) # Matplotlib inside!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "475571de-3ce5-4a9e-b1e9-53da33c7098c",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Fun with Process Maps (and Graphy Theory)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b654f39e-f38e-48c7-95e7-ec0ec0479c32",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "### Discovering Process Maps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7257f146-269a-4a39-939b-48e08baea3d5",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Let $L{\\in}\\mathcal{B}(\\Sigma^*)$ be an event log (where $\\Sigma$ represents all possible activities, and $\\mathcal{B}(\\Sigma^*)$ represents all *multisets* over sequences of activities)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5edfc9b-b5fb-4e5f-b3cd-54357fc35aac",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Given $a,b{\\in}\\Sigma$, we write $a{>_{L}}b$, iff $\\exists{\\sigma{\\in}L}\\left(\\exists{1{\\leq}i{<}|\\sigma|}\\left(\\sigma(i){=}a{\\wedge}\\sigma(i{+}1){=}b\\right)\\right)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "55923c6b-3930-4fd5-b13e-04644851412f",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'T09-3 Process or receive external advice from party 3'): 8, ('T08 Draft and send request for advice', 'T09-4 Process or receive external advice from party 4'): 3, ('T09-1 Process or receive external advice from party 1', 'T06 Determine necessity of stop advice'): 5, ('T09-1 Process or receive external advice from party 1', 'T07-3 Draft intern advice hold for aspect 3'): 2, ('T09-2 Process or receive external advice from party 2', 'T09-4 Process or receive external advice from party 4'): 1, ('T09-3 Process or receive external advice from party 3', 'T04 Determine confirmation of receipt'): 1, ('T09-3 Process or receive external advice from party 3', 'T06 Determine necessity of stop advice'): 4, ('T09-3 Process or receive external advice from party 3', 'T07-2 Draft intern advice aspect 2'): 2, ('T09-3 Process or receive external advice from party 3', 'T09-1 Process or receive external advice from party 1'): 1, ('T09-4 Process or receive external advice from party 4', 'T06 Determine necessity of stop advice'): 4, ('T09-4 Process or receive external advice from party 4', 'T07-2 Draft intern advice aspect 2'): 1, ('T10 Determine necessity to stop indication', 'T02 Check confirmation of receipt'): 155, ('T10 Determine necessity to stop indication', 'T03 Adjust confirmation of receipt'): 4, ('T10 Determine necessity to stop indication', 'T04 Determine confirmation of receipt'): 141, ('T10 Determine necessity to stop indication', 'T05 Print and send confirmation of receipt'): 102, ('T10 Determine necessity to stop indication', 'T11 Create document X request unlicensed'): 34, ('T10 Determine necessity to stop indication', 'T16 Report reasons to hold request'): 19, ('T11 Create document X request unlicensed', 'T04 Determine confirmation of receipt'): 1, ('T11 Create document X request unlicensed', 'T12 Check document X request unlicensed'): 39, ('T12 Check document X request unlicensed', 'T02 Check confirmation of receipt'): 2, ('T12 Check document X request unlicensed', 'T04 Determine confirmation of receipt'): 1, ('T12 Check document X request unlicensed', 'T14 Determine document X request unlicensed'): 38, ('T13 Adjust document X request unlicensed', 'T12 Check document X request unlicensed'): 1, ('T14 Determine document X request unlicensed', 'T05 Print and send confirmation of receipt'): 1, ('T14 Determine document X request unlicensed', 'T15 Print document X request unlicensed'): 38, ('T16 Report reasons to hold request', 'T17 Check report Y to stop indication'): 20, ('T17 Check report Y to stop indication', 'T18 Adjust report Y to stop indicition'): 6, ('T17 Check report Y to stop indication', 'T19 Determine report Y to stop indication'): 20, ('T18 Adjust report Y to stop indicition', 'T17 Check report Y to stop indication'): 6, ('T19 Determine report Y to stop indication', 'T20 Print report Y to stop indication'): 20, ('T20 Print report Y to stop indication', 'T02 Check confirmation of receipt'): 3, ('T20 Print report Y to stop indication', 'T05 Print and send confirmation of receipt'): 2}\n"
     ]
    }
   ],
   "source": [
    "dfg = pm4py.discover_dfg(df)\n",
    "print(dfg[0]) # graph structure"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fda5b3c-e8da-4ca9-b7c4-ad70d77aeb2c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "Observe that in `pm4py`, we use: $\\sum\\limits_{\\sigma{\\in}L}L(\\sigma){\\cdot}|\\{i{\\mid}1{\\leq}i{<}|\\sigma|{\\wedge}\\sigma(i){=}a{\\wedge}\\sigma(i{+}1){=}b\\}|$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "592bdc2a-93ec-46a1-86d4-7e42ef91d3be",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Start Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cccc3156-a00b-4de6-9a0f-eb9e08590833",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Confirmation of receipt': 1434}\n"
     ]
    }
   ],
   "source": [
    "print(dfg[1]) # start activities"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d0a6930-2f73-40e4-af86-75ea4c87fe43",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "For the 'math lovers': $s_L(a){=}\\sum\\limits_{\\sigma{\\in}L}L(\\sigma){\\cdot}\\begin{cases}1&if\\ \\sigma(1){=}a\\\\0&otherwise\\end{cases}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbf91bf0-6b3f-4e49-afda-02ecd8cbd269",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### End Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9b82ae7c-9af4-44e5-834d-8b7f3a756985",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'T10 Determine necessity to stop indication': 828, 'T05 Print and send confirmation of receipt': 400, 'Confirmation of receipt': 116, 'T15 Print document X request unlicensed': 39, 'T06 Determine necessity of stop advice': 16, 'T20 Print report Y to stop indication': 15, 'T02 Check confirmation of receipt': 8, 'T11 Create document X request unlicensed': 4, 'T03 Adjust confirmation of receipt': 2, 'T04 Determine confirmation of receipt': 2, 'T07-1 Draft intern advice aspect 1': 1, 'T13 Adjust document X request unlicensed': 1, 'T07-5 Draft intern advice aspect 5': 1, 'T07-2 Draft intern advice aspect 2': 1}\n"
     ]
    }
   ],
   "source": [
    "print(dfg[2]) # end activities"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07c53bc2-8c03-421a-aa88-c745f917acf8",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$e_L(a){=}\\sum\\limits_{\\sigma{\\in}L}L(\\sigma){\\cdot}\\begin{cases}1&if\\ \\sigma(|\\sigma|){=}a\\\\0&otherwise\\end{cases}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48a3eaa4-b146-4ae4-82ba-af08bf47aef4",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Visualizing the Process Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "80860332-bcc0-4535-98da-5d46df1a884c",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
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Igrhz505BQQFVwy0sLMzPz6+pqSEIgsPhCAQCoVAYGxsrFApDQ0N5PF5bWxubzZ46dSrVpjJ0LS0tV65cycjIuHTp0qVLl2pra01NTUmSjImJWb9+/cSJE6urq8eOHfv000/3P6MRaAr1RoVJkyatWbMmOzubwWBQ9Vwulzu8ibNOTk4KheL27ds6+K3x7rvvZmRkfPXVV70Hn4vF4qtXry5evHjatGlr1qx55513mEymtpPouRs3bqi39Xli7okTJ6iHOLqDaIyxsfGUKVNSU1Nff/11urMMIDg42NbWNi0tje4gAAAAAAAAWoFiLgAAwEjGYrEGnLBLEERjY6O6p1v2F7lc/vvvv6tUqj47czgcdU9X3dn18fEx9IFVAAAAAACgt/7880+RSMRisVJSUvh8Pt1xhqm6unrTpk1ffvllT0/PggULtmzZMuAfaAC60dTUVFpaqh6IW1hYWFZWRhCEjY2Nr6+vQCAQi8UCgSAiImLAHzoLCwszM7Pbt2/rPLhmqFQqmUyWmZlJNXELCgp6enpcXFzGjx+/du3aiRMnkiRpamqq3p8aFdza2kpf5NFi7969LS0teXl5GzZsOHbsGEEQAoFgeIeivnWrq6t1UMw1NTU9d+5c71Yuhcfj/fLLLwcPHlyyZElqaurhw4dHebe7oqJCva3Pxdzk5ORHH33UzMyM7iCaJBKJ3nzzza6uLj0siBsZGU2aNCk9Pb2np8fY2JjuOAAAAAAAABqGYi4AAMAoxeFwSJLsfyKzlpaWGzdu3Lhxo+Iv1KdXr16VSCT9D+Lu7u7u7u7p6en+Fw8PDycnJ22fMRAAAAAAAEawysrK6dOnd3d3nz171tPTk+44w9HW1rZnz56tW7c2NTVNmjRp+/btUVFRdIeC0UWhUJSWlqo7uFKpVCaTKZVKFovl6+tLkmRCQgI1FtfLy2uIf8Xb2dk1NDRoO7kGNTc35+bmpqenp6WlXbp0qb6+nslkhoSETJ06ddWqVSRJCoXCe12XzWYTKOZqn0wm+/HHHw8fPhwUFPTzzz9nZmauWbNmzJgxwzsaVcytqqoa5F9Wg/q3ctXi4+MjIyOfeeaZsWPH7ty5MyEhQQd59JN6Yq6dnZ2VlRW9Ye6ltbU1NTX1008/pTuIholEImo6+MSJE+nOMoCoqKhff/1VKpWGhITQnQUAAAAAAEDDUMwFAACAv7G0tBQKhQO+ekEN2VXP1qVG7ZaWlubm5vbZk8lkcrlcarauesguteHh4YERCAAAAAAAMIj6+nqxWNzc3Hzu3LmAgAC64zwwpVJ58ODBN998s7KyUigUbt++/bHHHqM7FIx8XV1dMpmssLAwPz9fKpUWFBSUlZUplUpTU9OgoCChUBgXFycUCseMGePp6TnsN9Pa29s3NjZqNrlm9fT0yGQyiURClXGpLjKfzydJcs2aNVFRUREREUOciIlirm5Qo8RjY2OpT8ePH3/hwoVh9785HI6pqWlVVZXmAg5fUFDQpUuXNm7cuGTJkpSUlH379nE4HLpD0UA9MVefx+WmpKQoFIpZs2bRHUTDgoODHRwcUlNT9bOYO3nyZIIgLly4gGIuAAAAAACMPCjmAgAAwFDda8hufX1979m6FRUVt27dunnzZk5OTv8huywWy9nZ2dXV1c3NzdXVtfcG5uwCAAAAAEBLS8vjjz9eWVl59uxZ3cw71KyzZ8+uWbMmJyeHy+V++OGHS5cuHWSeIsDDaGxslEqlEomEmoabnZ3d3t5uYmLi7u4uEAieeuopahrumDFjTE1NNbWofk7Mra6uzsrKkkgkEokkLS3tzp07lpaWoaGhYrE4MTFxypQpjo6Owzgsirk68Oeff37//ff79+/v8y5ue3v74R2QwWA4OjpWV1drIp0GmJqaJiUlicXiRYsWhYWFHTp0aMqUKXSH0jX1xFwPDw96kwwiOTl5/Pjxw3us0GcMBmPq1Kmpqanr16+nO8sAxo0bZ2ZmlpaWtnTpUrqzAAAAAAAAaBieFAYAAICHxeVyuVzu2LFj+3+JGrKrHq+r3sjIyEhLS+uzM+bsAgAAAACMcl1dXbGxsTk5OcnJyREREXTHeTDFxcVvvfXWjz/+aG5uvm7duvXr11tbW9MdCkYOaiBuXl5eXl7e1atX8/LyqOqhk5NTSEhIVFTUkiVLgoODAwMDWSyW9mLY29vfvn1be8cfou7u7uLiYmomrkQiKSoqUqlU3t7eUVFRiYmJJEmOHz+eyWQ+5CpMJpPJZKKYq1Vbt251d3d/5plnNHhMPp+vJxNz1cRi8dWrVxcvXiwSiZYtW7Zz586H//40IOqJuXpbzFUqlb/++uvy5cvpDqIVIpFo1apVHR0dQxwWrkumpqYkSV64cIHuIAAAAAAAAJqHYi4AAABo0b2G7BL9Orvq7atXr/afs4vOLgAAAADAiKdSqV588cXTp09/++23M2bMoDvOA2hoaNi8efMnn3zS09MTGxu7fft2T09PukOBwbtz505BQUH/gbj+/v5CofCll14iSTIiIoLP5+sylb29fXl5uS5XVJPL5RKJhCrjUveGtbV1cHDwnDlzkpKSJk2aNOwZq4Ngs9ko5mpPRUXFN998s3fvXs1OFufz+fozMVeNx+P98ssvBw8eXLJkSUZGxrfffuvr60t3KB1RT8x1d3enN8m9ZGVlVVdXz5kzh+4gWiESiTo6OjIzM6dOnUp3lgFMnjw5PT39+vXr+L8TAAAAAACMMCjmAgAAAD3u1dnt6uqqq6vrM2EXnV0AAAAAgBFvzZo1//nPfz744IMFCxbQnWWo2tvbP/roo23btt29e3fatGk7duwY8FwiAPfV3d1dUVEhlUolEglVxi0rKyMIgsPhCAQCkiTj4+MFAkFERAS9Iw/t7Oz6/2GuJW1tbdnZ2dQdcuHChevXrxsbGwcEBFD3RlRUVFBQkJGRkVYzsNnstrY2rS4xmm3dutXR0TE+Pl6zh3V0dCwpKdHsMTUlPj4+MjLymWeeGTt27M6dOxMSEuhOpHXNzc137tyhtvW2mHvixAl3d/fg4GC6g2hFYGCgi4tLamqqfhZzo6OjCYK4cOECirkAAAAAADDCoJgLAAAA+oXJZDo7Ozs7Ow/Y2ZXL5Tdv3rx582ZlZSW1cevWrVu3blGv1fXZn8ViOTs7u7q6uru78/l8V1dX6sguLi7Ozs6mpqa6uk0AAAAAAHAf27Zt27Vr11tvvfXaa6/RnWVIVCrV0aNH165de/369YCAgC+++CI2NpbuUGBIBh+IGxcXR8tA3Puys7NraGjQ3vHlcjk1E1cikVy5cqWzs9PJySkiImLRokUkSU6ePNnW1lZ7q/eHibnaI5fLv/766127drFYLM0emcfjXbx4UbPH1KCgoKBLly5t3LhxyZIlKSkpn3/+uZ2dHd2htEg9LpcgCA8PDxqTDCI5OfmJJ56gO4UWTZ06NTU1NTExke4gA5g4cSKDwcjKyoqLi6M7CwAAAAAAgCahmAsAAAAGg8lkenh4DPgk/iBzdjMyMtLS0vpfxczMrPd43d4fMWoXAAAAAECXvvnmmw0bNrz44oubN2+mO8uQZGRkrF69OiMjw97ePikpaeXKlRovlsEIM8SBuCRJmpub0x12MPb29rdv39bgAZubm3Nzc6kybmZmZl1dHdVOjo6OTkhIIElSKBRqcLkHhWKu9nz88cfW1tbPPfecxo/M5XLr6+s1flgNMjU1TUpKEovFixYtCg8PP3To0JQpU+gOpS29i7n6OTH31q1beXl5SUlJdAfRIpFItHTp0tbWVjabTXeWvuzs7Dw9PXU2ix0AAAAAAEBnUMwFAACAkWCQObsKhUIul1dWVlZWVlZVVd26dauqqurmzZvV1dW3bt2iXgrtg8ViOTo6urm58fl8FxcXasKui4sLn893c3PTw6ewAQAAAAAM14kTJ5577rk5c+Z88skndGe5v5KSkjfffPPHH39ksVgrVqzYvHmzjY0N3aFAHw1lIK5QKPT29qY76YOxs7Nrbm5WKBTDLqMrFIrc3NysrKzLly9nZWXJZDKlUunh4TFx4sQNGzaMHz8+PDxcf05xg2KulrS1te3bt2/ZsmXaaKJTxVyVSsVgMDR+cA0Si8VXr1594YUXRCLRsmXLdu7cyWQy6Q6leRUVFdSGqampo6MjvWEG9Ntvv5mZmU2dOpXuIFo0bdo0hUJx8eLF6dOn051lABEREcnJyV1dXSPyRwAAAAAAAEYtFHMBAABghGOxWJ6enp6engN+tb29vaqqipqt22fU7uXLl7u7u/tfhRq123/Orre3t5ubG55BBgAAAAAYuszMzAULFkyaNOnIkSMmJnr9XGVdXV1iYuK+fft6enoWLly4detW/Zz8B7RQKpXXrl3LycnJycnJy8vLy8urrKwkCILH44WGhk6YMCEhISEkJEQgEBj6cGV7e3uCIG7fvu3k5IkKBloAACAASURBVDTEqyiVyuLi4qysLKqMm5ub29nZaWNjQ5Lk3Llzt2zZMmHChKEfTcdQzNWSr7/+uqWl5eWXX9bGwblcbldXV1NTk/6/cYLH4x0/fvzgwYOvvPJKRkbG4cOH/fz86A6lYepirru7u35WpU+dOjV16lQ9n1b+kLy9vT08PFJTU/WzmEuS5I8//lhUVBQSEkJ3FgAAAAAAAI3R6ye7AQAAALTN3Nzc29v7XjOKGhsb+7R11R8vXryoUqn6X4XD4fRp66o/5fP5+vkKBAAAAAAALcrLy+fOnevp6Xns2DEzMzO649xTV1fXJ598kpiYeOfOnQkTJrz//vuTJk2iOxTQrKurSyqV5vwlNze3ubnZxMQkMDAwJCRkxYoVoaGhISEhfD6f7qQa5uDgQBBEbW3t4FVauVwu+UtGRkZDQwM1LZgkycWLF0dFRQUFBRkZGekq9fChmKsNKpVqz549cXFxWipk83g8giDq6ur0v5hLiY+Pj4yMXLhwIUmSO3fuTEhIoDuRJt24cYPa0M93s/T09Jw9e/att96iO4jWiUSi1NRUulMMLCIigiCIK1euoJgLAAAAAAAjCYq5AAAAAPfE4XA4HI5QKOz/pba2tlu3blVXV9+8ebOqqurWrVtyuVwul1dWVv7555+FhYX9r2Jubu7s7Ozs7Ozq6srn811dXZ2cnFxcXBwdHV1cXCwtLbV/gwAAAAAA9EVDQ8OsWbOMjIx+/fVXDodDd5x7Sk5OXrVq1bVr19zd3Xfv3h0XF4e3241OCoWitLRUXTbNzs5ub29nMpl+fn4kSc6fP58kybFjx1pYWNCdVLvUxdw+lzc1NeXl5VF3TlpaWnl5OUEQ3t7eUVFRb731FkmSERER+ty/vxc2m33nzh26U4w0ycnJMpnsyJEjWjo+l8slCKK+vt7X11dLS2hcUFBQRkbGxo0blyxZcvr06X379tnZ2dEdSjPUE3M9PDzoTTKgzMzM27dvz5w5k+4gWicSib755pumpiZra2u6s/QVERHBYDAkEsnzzz9PdxYAAAAAAACNQTEXAAAAYDgsLCz8/f39/f0H/Kp61G7/jxcvXuzp6el/FTMzMw6Hox612+ejk5OTQQwTAgAAAAAYio6Ojrlz51ZWVv7xxx/62dQhCCInJ2flypXnz5+3tLTcuHHjG2+8YYi1Qhi2u3fv5ufnq5u4xcXFPT09VlZWISEhJEnGx8cLBILIyEhTU9P+11W3twc80YpB43A4TCaztra2q6urpKQkPT09LS1NIpHIZDKlUsnn86k7hyTJqKgoqllo0PcGm82urKykO8VI88EHH8ycOVN7ozGpibn19fVaOr6WmJqaJiUlicXiRYsWhYeHHzx4cOrUqXSH0oDr169TG/o5MffUqVNubm6BgYF0B9E6kUjU3d2dlpb22GOP9f8qg8Ho/xDd+51IWn0At7Gx8fX1vXLlykMG01lgAAAAAACAoUAxFwAAAEDzBhm1q1AoqqqqKisrqQm71dXV1MfKysra2lqJRDLgAU1NTanxug4ODq6uruqPLi4uTk5ODg4OqO0CAAAAgKFQKpVxcXGXLl36+eefw8PD6Y4zgKqqqsTExP3796tUqri4uB07djg6OtIdCrSusrIypxeqTObk5BQeHj5v3rzw8PDw8HBvb+/7jkzu3SIasFFkoHp6emQymUQiYbFYb7755vPPP9/Z2WltbR0cHCwWixMTEydPnuzk5NTnWoZ+b7DZ7NbWVrpTjCh5eXnnzp07deqU9pYwNze3sLAwuGIuRSwWX7169YUXXpg2bdqyZct27NjBYrHoDjV8HR0dVVVV1La3tze9YQZ06tSpWbNm0Z1CF9zc3Hx9fVNTU/sUc+/1S03Hj9gRERE///yzQqFQf8M/aDBD/BUDAAAAAAAjG4q5AAAAADrFYrE8PDzuNRVMoVDU19c3NjYOOG03Kyurq6trwCtyOJwBR+06Ozu7uroa9Ks4AAAAADDCrFmz5ujRo3v37n3iiSfoztJXe3v7Rx99tHXr1qamJrFY/P7772tvpiPQTi6XqwfiXrlypbq6miAIaubrokWLSJIUCoUP2SRTqVQGXRXqfRelpaXduXOHyWQymUwul5uYmEiSpEAguG9TWc0Q7w0UczVux44dY8aMmT59ulZX4XK5dXV1Wl1Ce3g83vHjxw8ePPjKK69kZGQcPnzYz8+P7lDDVF5erlQqqW09LOY2NjZeuXJl7dq1dAfREZFIdPbs2T4XUo/JQ38k1xKSJL/77ruCgoKxY8dSl+hJMAAAAAAAgGFDMRcAAABAj7BYLGdnZ2dn5wGn7RIE0djY2Kewq27x3rx5s7CwcMBrmZmZDdjZ5fP5rq6uNjY22rxNAAAAAAD/89lnn33wwQcbNmx45ZVX6M7yNyqV6ujRo+vWrSsvLw8ICPjyyy9jY2PpDgUaVllZKemlurqawWD4+vqSJLl69eqxY8eOHTvW1tb2IVcxrOJpH3fv3s3Pz09PT09LS7t8+XJtba2xsXFAQABJklQTd9y4cXPmzHFzc4uPjx/KAQ363iBQzNW0mpqaH3744ZNPPtF22Y7H4zU0NGh1CW2Lj4+PjIxcuHAhSZI7d+5MSEigO9FwlJWVqbf1sJh76tQpBoPxyCOP0B1ER0Qi0f79+xsaGuzt7Qffk/oJpT7q5mGcJEmCILKzs9XF3AcKpvvAAAAAAAAA94ViLgAAAIAh4XA4HA7nXrXdhoaG6upqqrNLbfT+2PvlkN5sbGycnZ2dnJxcXFwcHBxcXV0dHBycnZ0dHBwcHR25XK42bxAAAAAAjCLHjh1btmzZwoUL33nnHbqz/E1WVtaqVavS0tLs7OySkpJWrlyJk06MDL0HvkokEuqM6tRM3JdeeokkyYkTJ47yP3laW1tzcnLUd1FRUZFKpaLuoiVLlkRHR0+aNMnCwqL3VRwcHGpra+kKrGOWlpYo5mrQ119/bW5u/vTTT2t7IS6XW19fr+1VtC0oKCgjI2Pjxo1Lliw5ffr0vn377Ozs6A71YNTPRJmbmzs5OdEbpr9Tp05NmDBh9Lxf/ZFHHlGpVBcuXJg3b97ge/bpvOqg6kqdoEAqlQ6+272C6T4wAAAAAADAfaGYCwAAADBy2Nvb29vb36u2297erh6v2/9jcXGx+vSCfXA4HPWEXQ6H03vgLvUlnFcOAAAAAO4rOzv72WefnTx58oEDB/TnP5C3bt165513vvzyS2Nj44SEhC1btozymqahG6SJm5CQoPsmrh7Wg7q6uvLz8y9fvpyVlXX58uWioqKenh4nJ6fIyMinn346MjIyMjJy8PKfg4NDaWnpMJbWw3vjvjAxV4NUKtX+/fufffbZPlVvbeByuXV1ddpeRQdMTU2TkpLEYvGiRYvCwsIOHTo0depUukM9gPLycmrD29tbf371q/3+++8vvvgi3Sl0x8HBISgoKDU19b7F3N5UKpUOHr3t7Oz4fH5BQcHQr3KvYLoJDAAAAAAAcF8o5gIAAACMFubm5ubm5s7OztTp4fro6OioqqpSj9qtra2tqqqqqampqamRy+V//vlnYWHhvQ7r6OjI5/MdHBz4fL6jo2OfT3XwkhsAAAAA6Lmqqqp58+Y5Ojr++OOPejKMtqWlJSkpadeuXe3t7fPmzdu+fbufnx/doeCB1dTUZGVlZWVlUU3c6upqBoPh6+tLkuSqVatIkhw7dixd0xD1pBjU3d1dXFysLitnZ2e3t7dbWlqGhoZOmzbt9ddfJ0nyXm/vHBCPxxvGxFw9uTceFJvNbmtrUyqVRkZGdGcxeKmpqaWlpUeOHNHBWjweT10JHQHEYnFubu7ixYtFItHy5ct37NihJ79J70s9Mdfb25veJP1du3bt5s2bIpGI7iA6JRKJUlNT6U4xsDFjxuTn59OdAgAAAAAAQGNQzAUAAAAAgiAIMzMzLy8vLy+ve+3Q3t5OzdbtM3aX+vTKlStdXV33OnL/ObvqDQ8PD0tLS63dLAAAAACgH9V8bW1tzcjI0Id5tCqV6ujRo2vWrKmoqBAIBO+///7MmTPpDgVD1dTUJJFIqGmvWVlZFRUV6ibu6tWr6W3i9kZjD7Wrq6ugoEDdxM3Ly+vs7LS0tAwLC4uIiHjppZciIiICAgKG3TR1cHCoqal5oKsYaCuXIAgrKyuVStXS0mJtbU13FoP3xRdfjBs3Ljw8XAdr2dvb19fX62AhneFyucePHz948OArr7ySkZFx+PBhg3gziT4Xc8+dO2dhYREZGUl3EJ2aOnXqJ598Ultb6+DgQHeWvsaMGZOSklJXV8fj8ejOAgAAAAAAoAEo5gIAAADAkJibm3t7ew/yUoq6uTtgf/fq1asSiWTAK5qZmfUp7Pb+1M3Njclkau1mAQAAAIB2qVSq5557Licn5//+7//8/f3pjkNkZma++uqrmZmZjo6OX3755XPPPYdBmHqu98DX9PT0nJwcpVLJ5/NJknzuuedIkpw4caI+FL5703EPdcCZuCwWy9fXNzo6etmyZSRJBgYGGhsba2Q5R0fHtra21tZWNps9lP0Nt5VLEATVx21qakIx9yE1NDT897///fjjj3WzHJfLHWHFXEp8fPy4ceOeeeYZkiR37tyZkJBAd6L7UM8tHuR94HQ5d+5cVFSUqakp3UF0KiYmhiCICxcuPPXUU3Rn6Yua3S6VSqmQAAAAAAAAhg7FXAAAAADQjMGbu93d3bW1tTU1NVVVVbW1tVVVVTU1NTU1NXK5vK6urqqqSj1GpQ8jIyMej+fg4MDn8x0dHR0dHfl8Po/H4/F46g00dwEAAAD01vr1648cOfLpp58+8sgj9CaRy+WbNm368ssvjY2NV6xYsXnzZn2YqwoDKisrS0tLUzdNOzo6rKysQkJCoqKiVqxYQZIkVd/RT316qNqopQ7SxCVJMjY2liTJcePGaelk99Qsw7q6uqEUc3Vwb2iVuphLdxCD9/XXXzOZzAULFuhmOR6P19jY2N3dbWIy0l4FCwwMzMzM3LJly5IlS06fPr1v3z47Ozu6Qw2spqampaWF2tbPiblLliyhO4Wu8Xg8oVB47ty5oRdzdfa4PWbMGIIgCgoKhljMvVcwg/tFAwAAAAAAI9VIe0oCAAAAAPSTiYmJs7Ozs7PzvU5b2dnZ2dDQ0GfOrvrT+vr6/Pz8ex28/8xdDofTe5vP5zMYDK3dOAAAAAAY2MGDB5OSklavXv3yyy/TGEOhUHz66advv/12U1OTWCzevXu3QCCgMQ/0J5fL1TXTixcv3r59m8lk+vn5RUdHJyQkkCQZFBRkQLONNf7Xh0KhyM/Pz87OzsnJkUgkubm5nZ2dFhYWYWFhJEm++OKL1F2kqZm4g6NOgF5bW+vp6TmU/Q36bzGqmNvc3Ex3EIN34MCBhQsXWllZ6WY5LperUqkaGhocHR11s6IuMZnMxMTEyZMnx8fHh4WFHTp0aOrUqXSHGkDvN2DrWzG3tLS0srJSJBLRHYQGMTEx586d630J9Sjdu8/a+3FbZyVXoVDIYDCkUukwgtESGAAAAAAAYHAo5gIAAACAXjA1NaWau/eafdXa2krN2a2rq6uurq6traU2qEtqa2vvNXOXIAhzc3MHBwcnJycHBwcej9d/g8fjGdDL/AAAAAAGIS0tLSEhYdasWe+99x6NMZKTk1977bWysjJ/f/9vv/328ccfpzEMqN29ezc/Pz89PT0tLS0rK6umpsbY2DggIIAkybfffpskycjISAM9w7hGKkEtLS25ublUEzcnJ0cqlXZ1dbHZ7JCQkPHjx7/yyiu6bOL2QRVz6+rqhrKzoRekMDFXI/7444/CwsKDBw/qbEUul0sQRH19/Ygs5lIeeeSR3NzcxYsXi0Si5cuX79ixQ0tDsodN/SwNg8Hw8vKiN0wfqampFhYWERERdAehQUxMzN69e2tra6kHc2KgB2paHrotLS09PT0LCgoGiXGvYIb+uwYAAAAAAEYkFHMBAAAAwDCw2WxfX19fX99B9mlsbOw9Z7fPRk5OjkKhuNd1Bxy7q95wdXXFmY4BAAAAhu7GjRv/+Mc/AgMDf/jhB1q6gwRByGSylStX/vbbb7a2tklJSStXrtS30tKo0traSk17pRQVFalUKj6fT5Lkyy+/TJLk5MmTbW1t6Y5JG6qprL5/ZDKZUqm0trYODg6eMmXKypUrSZIMDAyk66epNwsLCzabXVtbS3cQXbCysmIwGCjmPqT9+/eHh4eTJKmzFdXFXJ2tSAsul3vs2LHPPvts9erVly5dOnz48ODPmeiYupjr5ORkYWFBb5g+zp8/Hx0dPTr/VxATE8NgMP7444/58+fTnaWvMWPG/PHHHyqVyqBHrQMAAAAAAFBQzAUAAACAkYPD4XA4nEF2aG9vV1d1B+zvXrx48V5jNszMzAbs7Kq3nZycMHYXAAAAgCCItra2J598kiCI48ePW1pa6j7A7du3N23a9MknnyiVyri4uJ07d6rHwoHOdHd3FxcXq5umWVlZCoXC1tY2IiIiNjaWJMnx48eP5n8XuVxeWFgolUp7N5U5HI5AIBCLxevWrSNJUiAQ6Gc5icfjjZJirpGREZvNRjH3YXR0dBw7dmzz5s26XJTL5RoZGY34Yi5BEAwGY8mSJVOnTn3mmWfCw8N37979/PPP0x3q/1deXk5teHt705ukv/Pnzy9dupTuFPSwt7cXCoXnzp3Tw2KuQCBITk6urq7m8/l0ZwEAAAAAAHhYKOYCAAAAwChibm7u7e09yGtC7e3tdXV1VVVVdXV11EZtbW1dXV11dTW1QU35GvC6LBaLx+NxuVxHR0cejzfgNsbuAgAAwGjwwgsv5Ofnnz592sPDQ8dLd3d3HzhwYMOGDfX19TExMR9++GFoaKiOM4xmcrk8PT09LS1NIpFkZ2e3t7dbWlqGhoaSJJmQkECSpFAopDsjPVQqVVlZWXZ2dk5ODvWRKrZ6e3uHh4dTjbqxY8c6OTnRnXRIHBwc6urq6E6hI9bW1ijmPoyTJ0+2tLTouAJobGxsa2s7er5LBQJBVlbWli1bXnzxxZMnT+7bt8/e3p7uUP+bmKtvxdzi4uLKysqYmBi6g9AmJibm7NmzdKcYADXy+dq1ayjmAgAAAADACIBiLgAAAADA/5ibm7u7u7u7u99rB6VSSXV2a2pqampqqLZu7yJvaWlpbm7uva7OYrG4XC6Px6MKuwNuo7wLAAAABm379u3ffffdRx99JBKJdLz06dOnV65cWVhY6OXl9dlnnz311FM6DjAKyeVy9UzcjIyMhoYGExMTf39/kiTj4+OjoqKCgoJG52klWlpa8vPz8/Lyrl69mpeXl5+f39zcbGxsHBAQEB4evm7duvDw8PDwcFtbW7qTDgePxxs9lUcUcx/SkSNHJk+e7OLiouN17e3tb9++reNFacRkMhMTE6dMmRIfHz9mzJgDBw7MmjWL3kh6W8xNTU21tLSMiIigOwhtYmJiPv7445qaGkdHR7qz/I2fnx9BENeuXZs8eTLdWQAAAAAAAB4WirkAAAAAAA/AyMjI0dHR0dFxzJgx99qnvb29sbGxsbGxqqpKLpf3366trR2kvEsQBIfD4fP5HA6Hw+E4Ozv333Zychqd/QYAAADQc2fOnFm/fn1cXNzy5ct1ue6tW7fWr19/6NAhCwuLjRs3vvHGG2ZmZroMMHo0NzdfuXIlIyMjMzMzKyurqqrKyMgoKCgoMjJy8+bNkZGRoaGhLBaL7pg0KC8vz83NzcvLo8q4ZWVlKpXK2to6ODg4NDR00aJFISEhISEhFhYWdCfVAAcHh6qqKrpT6Ii1tXVzczPdKQxVa2vrr7/+umPHDt0vbWtre+fOHd2vS69p06YVFBS88sorjz/++PLly7dv325qakpLks7OzsrKSmrby8uLlgz38uuvv4rFYiaTSXcQ2sTExDAYjD/++CM2NpbuLH9DFXNLS0vpDgIAAAAAAKABKOYCAAAAAGiYubm5ubm5s7PzICfqVZd3B+nvFhYWDrIKyrsAAACgb65fv/7000+HhoZ+/vnnOlu0vb39vffe2759e0dHxzPPPLN9+3bdz2Uc2ZRKZVFRUWZm5qVLly5dulRYWNjT0+Pq6jp+/PiVK1dGRkaSJGllZUV3TF1TKBSlpaXUqODCwsKrV6/W19cTBMHn80mSnD9/vkAgIElypA4M5vF4eXl5dKfQEUzMfRi//PJLR0cHLfPLR2cxlyAIW1vbb7/9dubMmUuXLj179uzhw4dDQkJ0H+P69etKpZLa1quJuZ2dnampqbt27aI7CJ3s7OzGjBlz7tw5fSvm8vl8S0tLFHMBAAAAAGBkQDEXAAAAAIAG6vLuIPu0tbXV19dXV1fX1dXV19f3375+/fog5V0Wi8Xlcnk8nqOjI4/Ho7YpXC7X3t6ey+VyudwRWRQAAAAA3WtpaXniiSeMjY2PHz9ubm6um0WTk5NfffXV8vLywMDAjz76aPr06bpZd8S7e/duVlZWWlqaRCLJyMhoaGhgMpkhISEikWjNmjXR0dF61bLSDblcXlhYKJVKqTJucXFxT08Pi8Xy9fUlSXL27NlCoTA8PNze3p7upLrA4/Fqa2vpTqEjKOY+jCNHjjzyyCMODg66X3rUFnMp8fHxkydPjouLGz9+fFJS0ooVKxgMhi4DlJWVqbf16ldGampqa2vrrFmz6A5Cs5iYmDNnztCdoi8Gg+Hj44NiLgAAAAAAjAwo5gIAAAAA6CkLCwt3d3d3d/dB9uno6Lh9+/Ygk3dra2tzc3MHOYKZmVmfmbv9P+Xz+Tp+DQ8AAAAMi0qlWrx4sUwmO3PmjKurqw5WLC0tfe2113799VdbW9sPP/xw6dKlJiZ4qnP4uru7i4uLJRJJenp6WlpaUVGRSqXi8/nR0dFvvfUWSZKRkZF0nQ+dFl1dXSUlJdQ0XKlUevnyZaqHSg3EnTNnzrp160bwQNz7cnBwqKurozuFjlhZWVHjkOFBNTU1nTp1au/evbSsbmtre/36dVqW1hNeXl7nzp179913V69e/euvv3799dd8Pl9nq6uLuWZmZrpc976OHj0aFhamm/+r6LOYmJg9e/bU1NQ4OjrSneVvfH19f/vtN5VKhaehAAAAAADA0OHZagAAAAAAA2ZmZubs7DzEybvUqN2Ghob6+vqamhpqg5Kdna1Sqe51BFNTU2q8bp+Bu+pPKUwmUws3EQAAAAzA1q1bf/jhh08//XTKlCnaXqu1tXXHjh1JSUkKhSIuLm7nzp20zGIcAeRyOTX8NT09PT09vb293crKKiQkZM6cOUlJSRMmTODxeHRn1J3Gxkb1NNzCwsL8/HyFQqEeiLt+/XqhUBgWFsblculOqhd4PF5HR0dzc7OVlRXdWbTO2tq6vLyc7hQG6eeff+7p6Zk3bx4tq9va2t69e5eWpfWHiYlJYmLizJkzn3322bCwsP3798+ePVs3S6t/ary8vPTnDQx37tz5/vvvt2/fTncQ+k2dOpXBYJw/f/6f//wn3Vn+xs/P76effqqqqhr8mS4AAAAAAAD9h2IuAAAAAMAIN5TJuwRBtLe39565238K7xCH7w4+f9fR0dHY2Fijtw8AAABodvr06Y0bNy5atOjll1/W9lrJycnLli2rqKggSXLPnj0TJ07U9oojSVdXV15eXlpamkQiSUtLKy8vNzY2DggIIEly27Zt0dHR4eHh+lOf0qqWlhaqfVtQUJCXl5ebm9vQ0EAQhLu7e0hIyMyZM9etWxcaGurj44P/uw6IKm3X1dWNkmJuU1MT3SkM0pEjR2bOnGlnZ0fL6jY2Nnfu3KFlaX0zYcKE7OzsZcuWPfHEEy+++OIHH3xgYWGh7UXVE3O9vb21vdbQffXVVwwG49lnn6U7CP3s7OyCg4PPnTunh8VcgiBKS0tRzAUAAAAAAEOHYi4AAAAAABAEQZibm3t7ew/+mll7ezs1c7empkY9fLe+vr62tlY9jrekpKSwsPBeRzAxMaHG69rb2/N4PAcHB2r4rnoir729vb29PZvN1sJNBAAAAM0rKSlZsGDBuHHjPv/8c60ulJubu3z58gsXLtjZ2X344YfLli1DY3Io5HJ5eno6Vca9cuVKZ2enk5NTREREfHw8SZLR0dEcDofujFqnUChkMplUKs3Pz5dKpQUFBeXl5SqVysLCQiAQhIaGzp07NyQkJDQ0dDTcGxpBVS1v376tV5U7LbGyskIxdxju3r37+++/f/nll3QFsLW1RTFXzdra+uDBg3PmzHnppZcuXLhw+PDh8PBwra6oh8Xcrq6uvXv3xsXFWVtb051FL8TExJw+fZruFH2pi7lTp06lOwsAAAAAAMBDQTEXAAAAAACGytzc3M3Nzc3NbfDd2tvb+w/c7f1pQ0NDYWGhUqm81xHUw3f76DOL18nJaZQMdQMAANBPzc3N//jHP8zMzH788UdTU1MtrXLnzp2NGzd+8sknBEEkJCRs2bKFy+Vqaa0RoLm5OTc3lyrjZmZm1tXVmZiY+Pv7R0dHJyQkkCQpEAgYDAbdMbVLLpdLJJLCwkKpVEp97OjoMDExcXd3FwgEcXFxQqFQIBAEBgai3j086mIu3UF0ARNzh+e3335TKpWPP/44XQFQzO0vNjZ2/PjxcXFxEydO3LRp0+uvv669P6jLy8upDS8vLy0t8aA+++yzmzdvrlmzhu4g+iImJmb37t1yuVyvZtNS3zA3btygOwgAAAAAAMDDQjEXAAAAAAA0zNzc3Nzc3NnZWSgU3msfhUIx4MBdCvVpRUXFIMN3CYJgMpn2f6eeuUuhRvPa29tr4VYCAACMdiqV6vnnny8pKTl79qyLi4uWljh06NDrr79eW1s7ZcqUPXv2hISEaGMhg9bT0yOTySQSCVXGlclkSqWSz+eTJLl69eqoqKiIiAgzMzO6Y2pRY2OjVCpVN3GvXr3a2tpKEASfzxcKJrX1kwAAIABJREFUhVFRUStWrKCauObm5nSHHSFsbGxMTEwaGhroDqILKOYOz4kTJyZNmkTj32K2trYKhaKtrc3CwoKuDHrI3d09NTV1z549a9euTUlJ+c9//qON3+B1dXXqnxo9mZjb3Nz87rvvLl++XE/y6IMpU6YYGRlduHBhwYIFdGf5Hz6fz2Qyb968SXcQAAAAAACAh4ViLgAAAAAA0IDFYvH5fD6ff989Gxsbe4/d7T+L9/bt2zKZrKenZ5CDUCN4+wzc7TOIl8fjMZlMzd1EAACAEW7Tpk1Hjx794osvoqOjtXF8iUSyfPnyjIwMZ2fn//znP3FxcSN+zuvQVVdXZ2VlSSQSiUSSlpZ2584dS0vL0NBQsVicmJg4ZcoUR8f/j707D4+qvtsG/pt93yc7BAghQAIIRpCdAHHFWvdW0dQqoliLVvGFLihVq1bt4lJ7oY8VFdGntOqjda8KVqDSoiCQQAiBJJA9s2f25f3jW34dZ5Jhsp6E3J8/5jpzcuac7zkzCdHcc0+W0DMOFKfTWVNTw5O4+/fvb2lpYYyZTKbi4uKSkpKrr766tLR0+vTpWq1W6GHPWCKRyGQyjZzG3GAw6Pf7z+yAe/+KRCIffPDB//t//0/AGYxGI2PM4XAgmJtALBbfeeedc+fOXb58+ZQpU/74xz9+//vf799DHD16lC8PkSDsL37xi0gk8rOf/UzoQYYQs9k8bdq0bdu2DalgrkQiyc3Nra+vF3oQAAAAAACAvkIwFwAAAAAAhjTKzqbeJhwOd3xbQgUvrfnqq69isViK/RiNxoTO3fgiXrPZTLfoWgMAAHj33XcffPDBH/3oRytWrOj3nXd0dDzwwAPPPPOMRCJZvXr1Qw89pNPp+v0ow0soFNq7d++uXbt27dq1c+fO+vp6sVg8adKk2bNnP/bYY7Nnzy4uLpZIJEKP2f+CweCRI0eoCpeSuMeOHYvFYnq9fsKECcXFxeXl5cXFxTNnzszOzhZ62JHFbDaPnMZcxpjL5UIwN307d+5sb2+/5JJLBJyBB3Nzc3MFHGPImjlz5r59+9atW3fttde+9957zz77bD++maG6upoWxGJxYWFhf+2217788ss//OEPL774otlsFnqWoWXx4sXvv/++0FMkys/PRzAXAAAAAADOAAjmAgAAAADAsCeVSrOystJphvP5fMmduwlFvHV1dcFgMMVOqH+3O7yX12q1yuXy/jtLAACAoaKurq6iouLcc8/93e9+14uHt7a2vvfeezfeeGPyl8Lh8J/+9Kef/exnHR0dS5cufeqpp4qLi/s67rDV1tbGk7j//ve/vV6vyWSaM2fOihUrZs+ePWvWLIPBIPSM/SwYDFZXVx88eHD//v10e+zYsWg0qlQqi4uLp0yZcuutt06dOrWkpCQ/P1/oYUc6s9lst9uFnmIw8GBuZmam0LMMGx9++OG4ceMmT54s4Az0jg632y3gDEOcSqV68sknFy1atHLlymnTpm3evHnu3Ln9sucjR47QwqhRowR/X2sgELjpppvKy8tvuOEGYScZghYtWvS73/2usbFxSOXX8/Pzd+/eHYvF8FEJAAAAAAAwrCGYCwAAAAAAI4hKpVKpVLm5uSUlJSk2czqdyZ27NpvNZrNR+a7NZquvr6+srEx9OL1eTz27xGw289rdhLv4gxMAAAwXoVDouuuuY4xt2bJFJpP19OHBYPCKK674+uuvlyxZkpCt3L59++rVq7/55pvRo0f/9re/raio6Lehh4/a2tovvvhix44dX3zxRVVVVSwWKygomDdv3hVXXDF//vwZM2aIxWKhZ+w3oVCourq6srKytrb24MGDVIvr9/ulUml+fn5xcfFVV11VXFxcWlo6adKkM7IPeFgbaY25yHf2yMcff3zeeecJOwMFcz0ej7BjDH1XXHHF3Llzb7rppkWLFv385z9fv35933/e8sbcoqKiPg/YVw8++GB9ff27774r9CBD0aJFiyQSyfbt26+99lqhZ/mv/Pz8QCDQ0tKCLnwAAAAAABjWEMwFAAAAAABIZDAYDAbD+PHjT7ulz+frsnw33tGjR/fs2ZN6PwktvLx2N0F2dvaZFMcBAIDhaM2aNf/85z//9re/jR07thcPv/3223fs2MEYu+uuu9544w1a2djYuG7dus2bNyuVyvvvv3/dunUj5yPjPR7P3r17KYm7c+dOm82m0WimT59eXl6+YcOGxYsXW61WoWfsH16vt6qqqqqq6uDBg3R77NixSCQilUoLCwtLSkouuuiiNWvWTJo0afLkyQqFQuh54TQsFssICeZSvtPlcgk9yLDhcDj27Nlzzz33CDuGVqtlSFSnJzs7+913333qqafWrl370Ucfbd68uaCgoC87HDrB3H379j322GO///3ve/dLyxnPaDROmzZtqAVzR48ezRirr69HMBcAAAAAAIY1BHMBAAAAAAB6T6VSFRQUnPbPll6vl9p24zt349fQ3erq6nA4nGI/Mpmsy85dk8lkNpspvEsrjUZjv54oAAAAY4y9/fbbTz/99M9//vOLLrqoFw9/8sknX3jhBVp+880333vvvfPOO+/ZZ59dv3692+2+5JJLnn766SEenYlGo31/k0xjYyMlcXfs2PH1119Ho9GcnJz58+ffd999paWls2bNksvl/TKtgAKBQE1NDZXg0u2hQ4ei0ahMJhs9enRxcfGVV15ZXFxcUlJSXFws+AedQy+YzWaevTuzUWMugrnp+/TTT2Ox2OLFi4UdQyaTKRQKNOamSSQS3XnnnUuXLl2+fPmMGTP+8Ic/XH/99b3bVSwWO3r0KC1PmDCh/2bssXA4fNNNN82cOfO2224TcIwhbvHixUOtTpiCuQ0NDbNmzRJ6FgAAAAAAgN5DMBcAAAAAAGDAqdVqtVo9atSo027p8/mSO3eTS3lPG+FlSS28KeTk5IhEon46VwAAOGPV1NRUVFQsXLhww4YNvXj4xx9/fM8994hEolgsxhgTi8UrVqzQaDQ1NTWTJ09+6qmnysvL+3ni/rZ9+/Z77713165dPf2Y71Ao9M0331ASd/v27a2trVKp9Kyzzpo3b97q1asXLVo0ZsyYAZp5cDidzpqaGp7BraysPH78OMVwJ0yYUFJS8p3vfGft2rUlJSUlJSUjpw75zGY2m202m9BTDAalUimXyxHMTd8nn3wyffr0jIwMoQdhWq0Wjbk9MmXKlC+//HLt2rUVFRVvv/32xo0bTSZTT3fS2NjIL7uwwdyHH364qqpq3759+NiZFBYtWvTb3/725MmTeXl5Qs/yH/n5+Yyx+vp6oQcBAAAAAADoEwRzAQAAAAAAhhCVSqVSqXJzc1NvFovFeNuu3W632WwJt3yhpqYmGAym3ptCoaDC3fja3YRbviCV4j8kAQBGIr/f/73vfU+pVG7ZsqWnsVTGWHV19dVXXx2LxSiVyxiLRqNNTU1yufz+++//6U9/qlAo+nvk/tTW1nb33Xdv3ryZMXbgwIGzzjrrtA9pbGzcs2cPNeP++9//DgQC2dnZ55xzzqpVq+bPnz9//vzhm091OBxHjx6Nj+EeO3YsFovJ5fLCwsKSkpIbbriBqnAnTZrUi1cLDAsjJ5jLGNPr9Qjmpm/btm29a1XvdzqdDo25PaVUKp988slly5bdeOONM2bMePnllxcuXNijPRw5coQvFxUV9feAPRjj4Ycf/tWvfiVsOHjoW7RokUQi2b59+3XXXSf0LP9BjbknTpwQehAAAAAAAIA+wd9TAQAAAAAAhh+RSGS1Wq1Wazobd9nC26X+LeLNyspCFgcA4IyxevXqvXv3fvjhh6d990gyl8t12WWXuVwunsol1Nd+3XXXDeVUbiwWe/nll++6667Ozk7GmFQq3blzZ5fB3HA4fPjwYUrifvHFF8eOHZNIJBMnTpw/f/7KlStLS0tLSkoGffx+0NraevDgwUOHDh08eLCqqurgwYMtLS2MMZ1ON2nSpJKSkltvvbWkpGTy5Mljx45FK+HIYTab7XZ7NBodCU86grnps9lshw4devjhh4UehDHGtFotgrm9c/755+/du/fmm29esmTJmjVrHnzwQZlMluZjq6uraUEqlY4dO3agRjydn//852PHjr3zzjuFGmC4MBgM06dPH1LBXJPJpFKpmpubhR4EAAAAAACgTxDMBQAAAAAAOMOl2cJL0k/xVlVVJeSrkqWT4s3Nzc3NzR2+rYEAACPB66+//vzzzz/00EPl5eU9fWwkErn22murqqqSvxSLxYLB4OrVqz/44IP+GLP/HT169JZbbtm2bRtjjP+r98UXX6xatYqWW1padu/eTc24O3bs8Pl8er1+1qxZFRUVpaWlCxYsMBqNQg3fO42NjbwHt7a29sCBA5SMMRgMhYWFxcXF559/fnFxcUlJCWK4I5zRaIxEIh6PR6/XCz3LgNPr9W63W+gphocdO3bEYrE5c+YIPQhjjGm1WjxxvZaZmfn2228///zzP/nJTz777LPNmzenWT3LG3MLCgrSj/P2r3/9619/+ctf3nzzTXzeSzrKysrefvttoaf4lszMTARzAQAAAABguMN/kQIAAAAAAMB/9TrF29TU1NjY2GWEt6a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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm4py.view_dfg(dfg[0], dfg[1], dfg[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44453d55-a7d8-4d1a-9018-915fff847b2f",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "### Graph Theory for Process Maps (using NetworkX)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7e01331-006e-4e50-be6b-2d0fa8ee7815",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "#### Converting the Process Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0b018281-e478-40a8-a1bf-705a1211feb7",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5gUAAoVAIQDkrkZKSgvz8fNSpU6fcKhRFUbXHmDFjWOljx44FABw8eJCV7uTkxFjDAaU7kKOjY7mfBRwc/0a4ASXHVyGRSIr1k1T5nEkkkm8qPyNDOWDQ1lYGVcTHx4OI4ODgAENDQ9bvwYMH+PDhQ5llxsfH4969e2r7V6lSBQDUyrC1tS2xLCsr9oosqoGApaWlWnp5fNKKK1NPTw8AmP2/Rxt8z+OoBmHVq1cv8VhPnjwBEWHq1Kmsctxd7JF2LgYAoMhU+gbquvuBcjLwZnUQ3qwdhk8n1yHvQwJTFk9DE3rN+iP72R94tcQP7zb/jLRLO1GQUXL75hWSDyqOHj16QCQSISZGWZe0tDQcOHAAffr0+WodwsTERJiZmTF9V0W1atWY7SVha2uLMWPGYM2aNahUqRK8vb2xfPlyNV/ivLw8bNy4kZX28eNHZGVlwdHRUa3catWqQaFQqPnAFlVjkMlkMDU1LbdCQlH9UIHcUC0PXySDIkc5sFdkfQbl50JTz0y9HB1TtX2L8vTp01L7m4qNGzeiRo0aEIvFMDAwgKGhIQ4ePKjWjuUlMTERfD4fc+bMYflkm5iYQFdXV+2aFr3HAOV9Vt5nQbNmzb5KS1XlqvB3SyFlZGRg4MCBMDExAY/Hw6hRo/7W43P8b8D5UHJ8Faampnj79q1auirNzMxMbVtFuHv3LgCgcuXKAJSWBh6Ph8OHD0MgEKjlLy0ivbwDAzc3N9bfu3fvZqxVwcHBGDFiBLNNVYetW7fil19+we3btwEoLRiLFy9GpUqVmLxUTlmZ2NhYDBkyBFpaWsyAuvD+Rdtg06ZNLP+9R48ewcnJCV26dMGECRMgl8uLPU5x7VfacYpSWlsXRaFQDujGjRvHskA9T8rE5L3Ka6zxp0VLbFUdZoPXIDv+ErITbiDj1lF8vroH+q2HQbumcl953Y6QVK6H7McXkZ1wA6lnN+PzxR0w7jUbQhN7teMLNfgozVaup6eHdu3aISYmBtOmTcPOnTuRm5tbogrC38HChQsREBCAvXv34tixYwgODsacOXNw6dIlWFhY/GP1Kkxa9pdi03m8EmwUJdwDmfdOoSArDfK6HXHhWfJ3qdvmzZsREBCATp06Yfz48TAyMoJAIMCcOXNYlugfSVn32H+N2bNnY8OGDZg6dSrs7e2ZjycOpXX7ypUrP1SzNjU1FVWqVMHHjx9Zyit/N9yAkuOrcHV1xdmzZ6FQKFiBOZcvX4ZUKmWsfl9DQUEBtmzZAqlUiiZNlFqC9vb2ICLY2tqWWXbRAaRq0LVgwQK8ePECbm5uOHHiRLFanACYiFN9fX2EhITg7NmzCA4ORlZWFitwICoqCkOHDkWLFi3g7e2NQ4cOITY2Fnfv3sXly5crLA8UFhYGLS2tErcXbYNz584x9ZDJZMjIyMCxY8cwa9YsnDx5EufPn/8qK1t521oVCHL37l20bNmy2DyqqVdNTU1WnszcfMy6pYGir1eBRBuyGq0gq9EKirxsvI8JQdq5LcyAEgA09UyhWb8L5PW74EvKa7xdH4zPV2NRqf04Vlk8ADYGWnj4tvQ26NevHzp27IirV68iJiYGtWrVKlfgRElta21tjRMnTiA9PZ1lpXz48CGzvSxcXFzg4uKCKVOm4MKFC2jcuDFWrlyJmTNnAlDK6fTo0YO1j6GhIaRSKR49eqRW3sOHD8Hn89Us6PHx8fD09GT+zsjIwNu3b9G2bdtS6/f7g/elbi8JvlQOnoYIXz69AQBk3j+NvI+JkNftiNykV2Xub29vz3xslsTOnTthZ2eH3bt3s65RaGgoK19F7g1ra2soFAo1l4H3798jNTW1XNf076Bp06bIzs5mpvz/Lk6ePIkGDRqotTGHckC5fPnyHzqgnDZtWoVdZH4E3JQ3x1fRrVs3vH//Hrt372bSkpKSsGPHDrRv3/6r9eMKCgoQHByMBw8eIDg4mLGydenSBQKBQE34GFB+9Scn/2Xd0NLSYk1t+fn5wc/PD6NHj8anT5+Qn5/PSvfz80PXrl0hk8mQnZ2NyZMnAwDatGmDQYMGYdOmTejTpw9mzJiBzEzl1N2XL18wadIkNG3aFMePH2ekaX799Vfcvn0bv/76a4XPXSaToVOnTiVuL6kNunXrhj59+qB79+7YvXs3unTpgosXL6pJxRSmtIdPedu6du3asLW1RWRkJFJTU9XyAYCRkRGaNWuGVatWsSzaWiINWOlLUZD113UqyGa/rPlCCTT0TEH5SmuY4ksOKD+PlUdDzxQ8oYTJUxgrAym0RBrMIL1oHVW0adMGlSpVwuzZs3H69OlyWydVL+2i5bZt2xYFBQVYtmwZKz0iIgI8Hg9t2rQpsczPnz8z/VOFi4sL+Hw+y8VES0uL8S9WIRAI4OXlhb1797KmrN+/f48tW7agSZMmalbr1atX48uXv9ouKioK+fn5pdYx/n06XqR83cuLxxdAbFsL2fGXkJ/2l4vGl6SXyH6m9G988iG9pN3RtWtX3Lp1Sy2qGvirz/H5fBARq+9evnwZFy9eZOWXSqUASu4XhVENsB88eMBKX7RoEQAwShT/NHw+H2KxWE1940fz4cOHcilM5OTkMLMW/3VU74ofzd27dxEVFYWff/75bzleqfydEUAc/zxlRXnv27ePZsyYQTNmzCChUEi1atVi/r516xaTLz8/nxo0aEAymYzCw8Np+fLl5OzsTNra2vTw4cMy6+Hh4UEWFhYUHR1N0dHRtGrVKho/fjzZ29sTAOrZsyd9+fKFtc+cOXMIADVq1Ih++eUXioqKogkTJpCDgwPNnz+fyaeKVB09ejRt2bKF9u3bR0REBQUF1LZtW2U0KkBLly6lyMhIGjx4MOnr69PVq1eZKHUANGzYMKbMCxcuEAAaNGgQAaDo6GgCQMuXLyeiv6JCP378SDKZjBo1akRERP7+/qSlpcU6DxSJLB0+fDgBoC1btrDyqyJxExISim2Dli1bEgAaMWIEqw2WLVtGACgmJoZpa2dnZ6buYrGYRo4cSURE79+/J3d3dwJAQqGQatSoQRs2bFBr6+XLl1Pz5s1JKBSSQCCgSpUqkbe3Ny1ZsoQ0NTXJ2tqawsLCqH///mRkZER8Pp/09PSoR48edOLECdLT0yMDAwMKCQmhGTNmkJOTEwk0NAkACbQNSFrNnfhSHZJWdSfdZgGkXacj8bX0lNeCLyANfXPSqtGK+GJtktVqQ3otg0jfayiJbWoRAKrUaSJZhxwgqwl7SaBjRBBokkBDWa8JEyaQrq4uOTo60po1a+i3334jMzMz8vHxoSNHjpCbmxvx+XxlXQQCevPmTbH91dnZma5du0bu7u4kkUiYvtS7d2/q3LkzGRkZkVAoJHNzc7KysiIej0eBgYG0fPly6tixI6MOULduXZJIJKSrq0vu7u509OhR5jixsbFkYGBAZmZmpKmpSUKhkHR0dEhDQ4MuXrzI5HNwcCAAtHDhQvrtt9/I1taWmjVrRnfv3iUtLS0yNzenWbNm0dy5c0kgEBCfz6dLly4x90GvXr0IAPF4PNLU1KRGjRrRoEGDiM/nU5MmTVhR+kUZtnwfaRpY/hnVrUlCk8pk2HUqASDt2j5kMWIz8SVyEllWJ6uf95NAbkRa1VuQWdBq4mmKSGxTm3gaQoJAk7nXCv9C994lIqKcnBzS0dEhbW1tEgqFZGFhQSNHjqRq1aqRQCCgQYMGMQoNxsbGNGvWLHJycmKupaurKwEgPz8/EolEJBAIiMfjUadOnejDhw9EROTk5EQmJiYUGBhIrq6uVKlSJRIKhaSrq0sAKD8/nzlvf39/AkBSqZSWL1/O/N2pUydW+1hbW1OdOnWobdu2ZGpqSkKhkOzs7MjGxoYVaa9i1apVZGdnR2KxmOrWrUtnzpwhDw8PRh3i3bt3JBAIKCwsTG3fhw8fMs8yIqK4uLhiFQouXbpEbdq0IV1dXZJKpeTi4kKRkZGsPA8ePKCuXbuSnp4eiUQicnNzKzPaX3W8or+EhARm22+//UaTJ08mMzMz4vF4jCLE9u3bqXbt2iQWi8nAwID69OlDr169YpWveh4mJiaSj48PaWlpkZmZGS1btoyIiG7fvk2enp4klUrJysqKeeaVRkJCAgGg+fPn06JFi8jKyorEYjE1bdqU7ty5w8p769Yt8vf3J1tbWxKJRGRsbEz9+/enpKQkVj7V8//evXvUq1cv0tXVJVdXV6aPFP0pFAqytramDh06qNUvOzub5HI5BQYGlnkuRETNmzen7t27M+1dlkLEj4QbUP4/o6wBZUk3AIqRXUlJSaEBAwaQgYEBSaVS8vDwoKtXr5arHh4eHqyyZTIZOTg4kJ+fHx07dqzE/Xbt2kVNmjQhLS0t0tLSoqpVq9KwYcPo0aNHTJ6MjAzq3bs381IoLCGUl5dHDRs2JAAkEolIT0+P3NzcKDw8nNLS0mjmzJnFDihzc3OJz+eTt7c3AaC1a9cSAFq3bh0RsQeUhoaGJJFIqKCgoFwDysqVKzP7ljWgLNwGmprKF7KDgwOrDUaPHk0oJN3k4eFBJiYmJJVKmUHInj17KCsri3k5q+qkGlxGRkay2lpDQ4MAkJWVFU2aNIkWLFhAHTt2pKVLl9K5c+eoVatWJBKJCADp6OiQr68vhYeHU6VKlcjGxoZu3LhB/fr1IxMTE8Kfkky29g4kq9WWdJr0IaGpA8nrdSahaRXiCSXMYEVsX5f0Wg0meb0uJDSrStq1fUjDwIJ4mmLiibRIaOZIlTqFMJI0WtVbKMuXyCls7kLq168fAaD69euTk5MTcx4GBgZUuXJl0tPTo5CQEAoJCSEA5OXlVWJ/NTExIUNDQxoxYgStWrWKdu3aRcOHD2euAwBatWoVDR8+nAQCAdnb2zMDQwcHB2rVqhUzSJ8/fz4tXryYevfuTT///DNznIULFzKDFk1NTZJKpSQWi0lLS4vVD1T3sUQiYQZPfD6f3r59S9evXydvb2+SyWQkFosJRSSMBg4cyAy6xo4dSzVr1mSuSa9evSg5Obmk24/u3r1LArEW8SVyAkD6rQaTyLI6ATxmQGkdcoAqdVK2p17LwD8HlM1JZOFEfC1dshi5hYx7zyUNPTNlu/F4pOXSkiQOyvuy6fyTVFBQQF5eXsTj8ahatWpMu2poaFCbNm1o+PDhZG5uTkKhkOlzBgYGFB4eTsuWLaPhw4eTgYEB00Y1atSgevXqkVwuJ4FAQL6+vkSk/FAs/EHRqlUrioqKIicnJwJA48aNY879y5cv5OrqShoaGqSpqUmWlpY0ceJElhwWkXJAaWxsTL6+vjR//nyKioqi7t27EwCysLBg5V2zZg3TJ5YsWUKjRo0iXV1dsrOzY8mNNW/enJycnNSuR3h4OAkEAnr37h0RFT+gPHbsGAmFQrK2tqbQ0FCKioqi4OBgatmyJeu66ujokJOTE82bN4+WLVtGTZs2JR6PV6xEk4p3795RdHQ0VapUiVxdXRkDQUZGBlMXJycncnV1pUWLFtGcOXMoMzOTebbVrVuXIiIiKCQkhCQSCdnY2LAkyPz9/UksFpOTkxMNHjyYli9fTo0aNWLeR2ZmZjR+/HhaunQpOTs7k0AgoGfPnpVYX6K/BpQuLi5kY2ND8+bNo/DwcNLX1ydDQ0OmLYmIFixYQO7u7jR9+nRavXo1jRw5kiQSCdWrV4/10aV6/js5OVHHjh1pxYoVtHz5crpw4QJz36vaJjo6moiIJk+eTJqammr32/bt2wlgy06VxPbt20ksFrMG8NyAkoPjb6S0QfWwYcNIIBAUu83Q0JB69uxJREoNOx6PRwMGDGDlUVkMAKh9xRbHgQMHSENDg9G7LG4AWhKqh9ijR4/o48ePlJCQQKtWrWK+pDMzM4nor8H7ypUrWftHRkYSANq8eTOTphpwy2Qy+vz5MxERnTx5kgBQcHCwWh1UD9XyalcW1Vn0W3OJ7CYdZOlI6rVQWlItgmNK1Zss+jPtv0Q5qHH1Jr81l5g6lKYVqBp0q3QGN23aVGxbl9SG5dU2jY+PJz6fT507d6aCgoJi2zA9PZ10dXVp0KBBrO3v3r0jHR0dVnpRncRHjx6xLFUqhg4dSjKZjLKysoiI6OzZswSAAgMDCQDzAXjkyBGWVbskmnk2J01DG7IaF8u0u9XP+9U0Ra1DDpDUyYN4miIyC1xFup4/EQAy7DKFlUdiX5cEciNWmk3IAVqzbsN304xt2bIl6+U/evRoEggElJqayqSp2qcwQUFBJJVKWQNGf3//YjVui1Ke8vLy8sjIyIhcXV1ZupmrV68mAKwB5apVqwiAmgXNycmJmjdvzvxddED5LVqxCoWCGjVqRA4ODmWer7W1Nfn4+LDSVHWxs7NjtYfqvKtXr07Z2dlM+oEDBwgATZs2jUlTGThmz57NpH369IkkEgnxeDzaunUrk6569hanK1oY1YBSIpGwLKKXL18mQDmzpaK46/jbb7+pDfhU92OvXr3U8pf0vlHds1FRUaz0Dh06kI2NTamzBKq6WVlZ0cSJE4mI/icGlJwPJQdHIUpzaBeLxYy+ZqVKleDr64uNGzdi4cKFePbsGc6ePYsePXowun5laXHm5eVh9OjRGDx4cIl6l+XB0dERhoaGsLW1RVBQECpXroyDBw8yPmKAMoijf//+rP0OHToEExMT9OrVi0nT1NREcHAwMjIycPr0aQBK7T8ej1esw70qsKG82pVFdRZnd3aBBp8dHMEXKX0es+Ivg6j8/lbZz64BAPQbdMbszn+t0lSSVqCtrS0Tef7rr79CJpOxlhItSnFtWF5t0z179kChUGDatGlq/m2qNjx+/DhSU1PRq1cvVlkCgQD169cvVWe0SpUqcHV1xbZt25i0goIC7Ny5E+3bt2dkvHbs2AEdHR1Geic1NRVJSUlwc3ODTCYr9RgpKSk4fSoO0qpNoMjLQkFWGgqy0qDI/qymKQoA+q0Ggy/SwsfYOUg7uxlazp6QVmlQYvkqCEDM1m3fTTM2MDCQFYDj7u6OgoICltRPYZkzlV6qu7s7srKymGCqilCe8q5du4YPHz5g8ODBrGdOQEAAc5+o6NKlCzQ0NFjX9+7du7h//75acFZhvkUrNjk5Gd7e3oiPj8fr18Vrw5YHf39/Vnuoznvo0KGswEUfHx9UrVpV7T4FlKsUqdDV1YWjoyO0tLTg6+vLpDs6OkJXV7fcWp+dOnWCubk583e9evVQv359lgZr4Xrn5OQgKSkJDRoo+3BxmqZFNX5Lo0qVKqhfvz4jWQYor8Xhw4fLJVs2d+5cxpf/fwUuypuDoxASiQR5eXnFbsvJyWE9YFatWoXs7GyMGzcO48YpI4z9/Pxgb2+P3bt3M/I67969Y5Wjo6MDiUSCiIgIJCUlITw8/JvqvGvXLsjlcmhqasLCwoKJvi6Mubm52kA5MTERDg4OagOconqJT58+hZmZGfT19UusQ2HtyuJQDbJVOouLFi1CTEwM3N3d0bhmE5z44gi+WDmQlFZzR8btY0g5vASppzZAbFMT0iqNIK3auGRZGkAZ5MHjY1a/lrDU/2swXZJWoK2tLfbv34/79+9j9erVGD58eKlR9sW1YXx8PB48eMCsC12UwpqdfD6/1A+H+Ph4AGAGTUUpSQZKRY8ePTBp0iS8fv0a5ubmOHXqFD58+MAacMTHxyMtLY0RXVcpGxStb3GoNEXTzm5G2tnNxeZRZKYB2krJLIFEG3otA5G0Zy74WrrQbxVUav0L8/zZUyQ8eVxmu6qoiGZsUd1VQLlk5ZQpU3Dy5Em1SO6v0a4srbyrj19Bw9AGj54oBz5F7xlNTU2WMD2g/IBt0aIFtm/fjhkzZgAAtm3bBg0NjVI/giqqFTt16tRi83z48IE1+KoIRa+N6j4sTi+1atWqjHqFCrFYrNYPdHR0YGFhoTboqojub3HPqipVqmD79u3M3ykpKQgPD8fWrVvV+lxx/aK0flgc/fr1w/Dhw5GYmAhra2vs2LEDX758Qd++fUvd7/nz55g/fz6WL19eIRm3Hw03oOTgKISpqSkKCgrw4cMHGBkZMel5eXlITk5m6Wvq6Ohg7969ePHiBZ4/fw5ra2tYW1ujUaNGMDQ0ZCwCpqZsweb169ejc+fOmDlzJoYOHYrPnz8zL52MjAwQEZ4/fw6pVMqqQ0k0bdqUpXtZHN8qNF8WFdGuLKqzuHFhGOT6htDynQcNeSXwNUUw7jMXOYm3kf30KnKeXUfSg7MQ36wBox4zwOMXr/EHADwe0KOudbnqLJFIMGLECLx//x5t27Ytc2BfXBsqFAq4uLgw0b5FKSrTUxqq6Nfo6GiYmJiobdfQKP1x3aNHD0ycOBE7duzAqFGjsH37dujo6KB169asYxgZGaFfv35YsGABli1bxnqxlzSAK1w/eb0uENvVLjaPhh67r+ckKK04ipwM5KcnQSgu58uPqELtWlr/LksTMjU1FR4eHpDL5Zg+fTrs7e0hFotx/fp1/PzzzxWOSi5c3ojxk/AsV4a777PxKv4ePp3agCmxtyG+DmTevwUA2HjhOSyd0+FgrF1quT179kT//v1x8+ZNuLq6Yvv27WjRokWZ935ZlKQVWxiVHvDX8K3PnpKu39+h9enr64sLFy5g/PjxcHV1hUwmg0KhQOvWrYvtFxU91549e2L06NGIiYnBpEmTsHnzZtSpU6fYwXZhpk2bBnNzczRr1oxRdFAZLj5+/Ijnz5/Dysrqb4/25waUHByFcHV1BaCclimsxXft2jUoFApme2GsrKwYK0hqair++OMPdO3aldl+/PhxVn5nZ2d8+vQJGRkZ+OWXX/DLL7+olWlra4uOHTtiz549335SJWBtbY3bt2+raYkW1Uu0t7fH0aNHkZKSUqKVsiI6oUDxOovNsq/hvn5b5CsIBQo+JDaukNi4Ai2AtAvbkXpmE3Je3FGmFULA50GDz0O7RjWw9eYRxMfHs4SVS9MKLO+KMCVhb2+PW7duoUWLFqVOUdnb20OhUOD+/fvF9iFVHkAptVSSrmdp2Nraol69eti2bRuGDx+O3bt3o1OnTiwJL3t7e5w4cQLTp0/H/PnzK1S+ymrGEwjUrkFxZD/7Axm3jkFevysy759C8oEImPgvKvWDAFDqh1ZxqIy7d26X2a7fg1OnTiE5ORm7d+9G06ZNmfSEhIRvKq/2gJnYnGkJAZ+HAgMC7yXbQq6ho/xYPHT+Bk5nGsO9ciXM7uwCE21NJCQkoGbNmqz8nTp1QlBQEDPt/fjxY0ycOLHUunyLVuyPQnUfPnr0SM0a/+jRo79N01M1I1CYx48fMyshffr0Cb///jvCw8Mxbdq0UvcrjdL6r76+Pnx8fBATE4M+ffrg/PnziIyMLLPMFy9e4MmTJ2qWbAAYOnQoU//ySDl9TzgfSg6OQjRv3hz6+vqIiopipUdFRUEqlZapNzdx4kTk5+dj9OjRTFrLli1ZP1NTUxgZGSE2Nlbt5+npCbFYjNjY2DJfFt9K27Zt8e7dO5ZfVn5+PpYuXQqZTMasZd21a1cQUbEWPJU1oLzalaXpLFY2EOPEaA+4GSm/cwWFfCuFxsqppMJ6k6rtjewMcGK0B0ICewOA2gP5R2oF+vr64vXr18XqjmZnZzNadJ06dQKfz8f06dPVLBuq9vL29oZcLsfs2bNZ2pAqPn78WGZ9evTogUuXLmHdunVISkpS86/z9fVFQUEBM21amPz8/FI1GVWaopm3jiI/I0Vte2FNUUVOBpIPL4HQtAp0PfrBoE0w8t4/RdqF7ax9eEIxKJet12dlIEWvnj3K1a7fA5Wlq3C/zcvLw4oVK76qvPPPlG1z97WyPQoUBCr4gvTr7PXRhSYO4Et1kHb9EKjgCy48S0bLiNMYGrao2Ougq6sLb29vbN++HVu3boVQKCxVtxb4Nq1YFeXpdxWhTp06MDIywsqVK1naqocPH8aDBw/+Nk3PPXv2sHxDr1y5gsuXLzMarMX1C0D9+VIWZeng9u3bF/fv38f48eMhEAjQs2fPMsucOXOm2rtDdU9PmDABsbGxpbrv/Cg4CyUHRyEkEglmzJiBYcOGoXv37vD29sbZs2exefNmzJo1i2Whmzt3Lu7evYv69etDQ0MDe/bswbFjxzBz5kxG6LwkpFJpsS+DPXv24MqVK2W+KL4HgYGBWLVqFQICAvDHH3/AxsYGO3fuZL6SVau8eHp6om/fvliyZAni4+OZ6Z6zZ8/C09MTw4cPh729PWbOnImJEyfi+fPn6NSpE7S1tZGQkIDY2FgEBgZi3LhxOHnyJIYPH47u3bujSpUqyM/PR3R0NAQCAbp27QpLfSnMEg5B6+QpGFRrgHcKGT5++Ij0Gwch0K4EsYUTeFAOOjyrGMGvgRUqGynraalfE/7+/li9ejUz7XjlyhVs3LgRnTp1Yq0I873o27cvtm/fjsGDByMuLg6NGzdGQUEBHj58iO3bt+Po0aOoU6cOKleujMmTJ2PGjBlwd3dHly5dIBKJcPXqVZiZmWHOnDmQy+WIiopC3759Ubt2bfTs2ROGhoZ48eIFDh48iMaNG6uJpRfF19eX8enV19dXszh5eHggKCgIc+bMwc2bN+Hl5QVNTU3Ex8djx44dWLx4canLti1fvhxu9Rvi7drhkNX0goauCQoyU5H35iHyPyfBbICyfiknVkORnQ7jnjPB4wsgsXODrKYX0i5sg9ShPoTGSsuK0KQysh6cRcrvv0JkWgUCkQSeDX3Rt51Hudr1e9CoUSPo6enB398fwcHB4PF4iI6O/qqp02Vx8dj6QgK+WIYP+xdBXqc9AB4y78UBRdaF4gk0oNu0L1KOLMP73yZDWtUd+WnvsO72CVQyLd5VokePHvDz88OKFSvg7e1dpgWKz+cjKioK7du3h6urK/r37w9TU1M8fPgQ9+7dw9GjRwEor2uTJk3g4uKCQYMGwc7ODu/fv8fFixfx6tUr3Lp1q8JtURKampqYN28e+vfvDw8PD/Tq1Qvv37/H4sWLYWNjw/oY/5FUrlwZTZo0wZAhQ5Cbm4vIyEgYGBhgwoQJAJQ+y02bNsUvv/yCL1++wNzcHMeOHauw5Vq1pG9wcDC8vb3VBo0+Pj4wMDDAjh070KZNm3K5OalWkCuMqi/UrVv3b3l/FMvfH1jOwfHPUpYWJ5FSusPR0ZGEQiHZ29tTRESEmozDgQMHqF69eqStrU1SqZQaNGhA27dv/6a6qWSD7r5OpeuJKXT3dSpl5HwpNm9h7cvSUIlyF8f79++pf//+jKCzi4uLmt4okVJ+ZP78+VS1alUSCoVkaGhIbdq0oT/++IOVryyd0GfPntFPP/1E9vb2JBaLSV9fnzw9PenEiRNMGb///jt17NiRzMzMSCgUkqmZGbXt1I32nLpaansQKbUCw8PDydbWtkytwKIyJ6VRWhvm5eXRvHnzyNnZuVht08KsW7eOatWqxeTz8PCg48ePs/LExcWRt7c36ejokFgsJnt7ewoICKBr164xeYrKBhWmcePGBIAGDhxY4vmsXr2a3NzcSCKRkLa2Nrm4uNCECROKFXUvyonLt0irenMSaOkR+BrEF8uUmpReQ8g65AAjcq7XfABLDshy9HYSyI1I08iWrMbvUaaN2UlSJw/ii7QIAAnkRhT//nOF2hVFNGNVqGSDimrjFqfVeP78eWrQoAFJJBIyMzOjCRMm0NGjR9XylSYb9NuVROZcjf3mk9DMkXgaIhLI9ElevysZ9ZhOAMi412xWu+h7DSUNHeM/ReIdyLjPXBJZVqdqtRuoHePz58+M9mhhua/Szo2IGK1YbW1t0tLSoho1aqhJTD19+pTRitXU1CRzc3Nq164d7dy5s9jzLUxpskElydhs27aNuRf09fVLFTYvSkn3Y3nu68LC5gsXLiRLS0sSiUTk7u7OWryDiOjVq1fUuXNn0tXVJR0dHerevTu9efOGkYZTPStV92Nx92R+fj6NGDGCDA0NicfjFZtn6NChBCgXt/ha/hdkg3hE/9HV6jk4/kXEv09HzOUXiHv0AS9Ssli2DB4AK30pPB2N0Ke+VZnO+/81yutDFxcXh2bNmiEqKgonT57E5cuX8fLlS/j7+2PDhg1q+d++fYvFixfj8uXLuHbtGjIyMpgyKsKpU6ewZMkSXLhwASkpKdDV1UX9+vXRv3//YiNwM3Pz8Tw5E3n5Cgg1+LAx0IKW6PtNFt2/fx/bt29HQEAA4w/2vem79jIuPEtGgYKQcfsEkg9FwnzwWmjoGpe9cwkI+Dw0sjNA9ID637Gmfw8vU7LQMuI0cvPZ7gyKLzn4fGkXxFYuEFvXKLOcT2ei8fnCNhj3mg0de1ecGO3BKBZs3boVvXr1wtKlSzF8+PAfch7/FmbPng0nJ6evssQ9f/4ctra2mD9/PqPO8bVlrF+/HgEBAQCAsLCwYl1+ysPo0aOxdu1avHv3jiX39m+Dm/Lm4PgHeZmShUmxd3D2SZLSeV+h/jAiAIkpWYi+nIgNF58zzvuFpXH+y0RHR7P+3rRpE44fP66WrgrEmTdvHtLT01GvXr1ifcJUPHr0CPPmzYODgwNcXFzU1nouD6GhoZg+fTocHBwQFBQEa2trJCcn49ChQ+jatStiYmLQu3fvv/WD4f79+wgPD0ezZs1+2IBydmcXtIw4XWx//Vo0+DyWfui/iUmxd5Bf3L37JRdp538DgHINKHUb9UDW/TNIProC0kHLMCn2DqIH1EdqaipGjx6NunXrMkEX/5+ZPXs2unXr9s9N7RbDlClTEBISUuH9cnJysHnzZnTt2vVfPZgEuAElB8c/xtarLxC67x7zIirr5azarnLeD+/gjJ51rUrd57+An58f6+9Lly7h+PHjaukqTp8+DSsrK/B4vFI12tzc3JCcnAx9fX3s3LkT3bt3r1C9du7cienTp6Nbt27YsmULo7UJAOPHj8fRo0fxJiUDfddeLvaDgfLzAIEGwOP/6z4YLPWlCO/gjJDdd75bmdM7OP9Pn3NJxL9Px9knSWVnLAc8DSH0vYfiw7apSDm/HWd5vfHkQzoWTAvBx48fcfjw4a+SgsnKyvrXD1b+19HQ0ChT2qswHz58wIkTJ7Bz504kJydj5MiRP7B2fw9clDcHxz/Asrh4hOy+g9x8RYWtPAUKQm6+AiG772BZXMUkLP4/YG1tXa5pcm1t7VLF2sti6tSp0NfXx7p161iDSRWf9Kth7n0pLjxLRk7ibTyb7YPM+6fx6Uw0Xi3rhxcLuoJyswAAuW8e4c1vU/Eiwhcxgz3gWKs+wtfsYpWXmJiIoUOHwtHRERKJBAYGBujevTtL+mjDhg3MwNjT0xM8Hg88Hg+nTp1i8hw+fBju7u7Q0tKCtrY2fHx8cO/evXKd871799C8eXNIJBKM69wI1d+fAEpYzSj9+kG8WTMUifM74dWyfkg+FgVFToZavtw3j6B1cj4Ge9WElpYWatSogcWLFzPbmzVrVqwbQtEp/efPn4PH42HBggVYvnw57OzsIJVK4eXlhZcvX4KIMGPGDFhYWEAikaBjx45ISVGPVi9P+wQEBEAmk+H169do37ETXizshpeLe+PTybUgRQEAID/1PV4t6QMASDv/GxLntkPi3HZIPRujdszCSGxrQerkgbSLO1Dw6Q3mbNiH1atXY+TIkSVKThWmWbNmqF69Ov744w80bdoUUqmUWU0lNzcXoaGhqFy5MkQiESwtLTFhwgRWtLUq3+jRo2FoaAhtbW106NABr169Ao/HQ1hYWInXQEVYWFix9+DmzZvh5uYGiUQCfX199OzZEy9fvmTliY+PR9euXWFiYgKxWAwLCwv07NmTERLn8XjIzMzExo0bmf6tmnYujg0bNoDH46lJhD19+lTt3lC13f379+Hp6QmpVApzc/Nipd0qcs716tWDVCqFnp4emjZtimPHjuH+/fuMVNDgwYMxYsSIcve5Tp06QSaTwdDQEOPGjUNBQQEr79atW+Hm5gZtbW3I5XK4uLiw7ilAGXU+atQoWFpaQiQSoXLlypg3b56aCkVpyg9F4QaUHIiOjkbVqlWhqan5VbpVp06dUrsxK0pmbj7uvUnDjRefcO9NGjJz88ve6R9A9dIqzievvGy9+gILjj0uNU9O4m0kzm2HnMTbpeZbcOwxtl19wUor6QX8b0T1gP+eFH0plkRJLwhA+dJ7+PAhE81e9B4q6YMh7cI2ZD+5Cnm9LtD16AcINJD9/BbexfwMysuCbuNe0PXoh/zsDIQN7olxK3Yy+169ehUXLlxAz549sWTJEgwePBi///47mjVrhqws5cC0adOmzCo4kyZNQnR0NKKjoxl3gOjoaPj4+EAmk2HevHmYOnUq7t+/jyZNmpSpyfnu3Tt4enri5s2bCAkJwahRo/D43EFoxSt1VvmFZJ5Sz8Yg5VgUBDJ96DUfAGmVRsi4cRjvt00FFSjvbQGfh/wXN5H020Rkvn+OkSNHYuHChfD09MSBAwfKvD4lERMTgxUrVmDEiBEYO3YsTp8+DV9fX0yZMgVHjhzBzz//jMDAQOzfv1/Nh64i7VNQUABvb2+kKkTQa/4TxFbV8flKLDJuKiOn+VId6Hsrp6clVRrCoN1YGLQbC6ljozLPQb/FQPA1Rfh4eCm2RUyDhYVFhVbUSk5ORps2beDq6orIyEh4enpCoVCgQ4cOWLBgAdq3b4+lS5eiU6dOiIiIUJOXGjhwICIjI+Hl5YW5c+dCU1Pzm+V8Zs2ahX79+sHBwQGLFi3CqFGj8Pvvv6Np06bMoCUvLw/e3t64dOkSRowYgeXLlyMwMBDPnj1j8kRHR0MkEsHd3Z3p30FB5V+FycbGBkRU4pKVnz59QuvWrVGzZk0sXLgQVatWxc8//4zDhw9X+JzDw8PRt29faGpqYvr06QgPD4elpSVOnjyJZs2agYiwYMECrFy5skJ9zsDAAAsWLICHhwcWLlyI1atXM3mOHz+OXr16QU9PD/PmzcPcuXPRrFkznD9/nsmTlZUFDw8PbN68Gf369cOSJUvQuHFjTJw4EWPGjGHyERE6duxY7vP91015V9RBHwDWrl2LBQsWICEhAZaWlggODsaIESNY+W1sbNSWZlNRuXLlCouZxsTEwM/PD1paWsjIUP8qL4rKoVeFRCJBpUqVULNmTXTp0gW9e/dmCRR/Lx4+fIiAgAC0bt0aISEhkEqlyMrKwi+//PLDBybx79Ox8tA17NyyAV8s6zBSIsB/NxDlZUoWQveVzxpUXqbtu4dG9pX+0enCQ4cO4cqVK+UaqJWH6OhozJo1C48ePfqqKb5Tp04xmp4/ggcPHgBQamgWvYduvMkq8YOB8vNgOiACfE3lvUxESDm6HGKrGjDyDWeebzLX1ni7ZiiWz5+NunXroUddK/j4+KBbt25MW8+aNQvt27dHw4YNsWvXLvTt2xd2dnZwd3fHkiVL0KpVK9b9m5GRgeDgYBAR6tevzwR2+Pv7w9HREbNnz2a9mIrSqVMnfPz4EZcvX0a9evWYfVVL2LlZ6eJGKoDsz0i7tANi21p/ntOf148vQPq1vXgxvxMsgmPQuLoNzsasgbmZKW7evMn6mP2WWNHXr18jPj6eWQ+7oKAAc+bMQXZ2Nq5du8ZMS378+BExMTGIioqCSCRi2mfgwIGsdiipfXJyctC5a3dszqsDMQDtWm3xdv1IZNw+Bu3abcEXiiF1bIyUoysgNLSBrHr5ZasEWnrQbRaAlCPLkAtg7Y5dFVpi7927d1i5ciVroLV582acOHECp0+fZsnOVK9eHYMHD8aFCxfQqFEj3Lp1C5s3b8bQoUOxfPlyAMCwYcPQp08f3L5d+gduSSQmJiI0NBQzZ85krT3dpUsX1KpVCytWrMCkSZNw//59JCQkYMeOHSz5qsLC4n5+fhg8eDDs7OxKdHv5Ft68eYNNmzYxyx8OGDAA1tbWWLt2LaNRWR6ePHmC6dOno3Pnzti5cyfrOabq31/T53r06MEskTl48GDUrl0ba9euxZAhQwAABw8ehFwux9GjR0tcTWjRokV4+vQpbty4wdy/QUFBMDMzw/z58zF27FhYWlpi3759OHPmTLnP+V83oKyog/6qVaswePBgdO3aFWPGjMHZs2cRHByMrKws/Pzzz0z+yMhItYFfYmIipkyZAi8vrwrVMSMjAxMmTPgqYdGoqCjIZDLk5ubi9evXOHr0KH766SdERkbiwIEDFVrKrTycOnUKCoUCixcvZpbXKry+dHkGlE2bNkV2drbaOsclUTgQJf/9E7w+sQkGbfVZA8p/UyBKRT5y1j6VIF9BSL91DJ+v7EZ+6ntoyCtB263Dn5p1bN7/NqmYkpRL3JkHKUWf8xXEOO8DwLFjxwD8FYlYHL/99luZAroV+cg5dOgQli9f/l0GlIUHaACQmZnJ+sj50bx58warV69WW4O9MKqlMrW1tVn3kEjfDHMiTgMofhpYq3oLZjAJAF/eP0P+pzfQadQDimz2ms9im5rIuBuHqXvvsD4YVG09YsQIVK5cGbq6urh+/XqZ6/8eP36csfJkZWUhKUnp9ycQCFC/fn3ExcWVur/qo1o1mASUSzX26dMHK1asQESPWvgiMUDI/JVILMiHvE5HZjBJpEDOi78GI7sGNwI/MwlbEp8jIiJCbWbkW1bH6d69OzOYBID69ZX3hZ+fH8vHrX79+vjtt9/w+vVr2NnZMe3Tq1cvpm2A0tvHq5sforc8ZP4WWTj9qTnJJudF+X1Nkw5EIPPu76y0nt27ItTRkVnFqixEIhH69+/PStuxYweqVauGqlWrss5PtVpNXFwcGjVqhEOHlALsKku3ilGjRmHLli3lPo/C7N69GwqFAr6+vqxjm5iYwMHBAXFxcZg0aRJz3Y4ePYq2bdv+I36fMpmMNVAVCoWoV68enj17VqFy9uzZA4VCgWnTpql9FKv699f0ucGDB7P+VllqVejq6iIzMxPHjx9nLbtamB07dsDd3R16enqs47Zs2RJz587FmTNn0KdPHxw6dKhCfqH/ugFlRRz0s7OzMXnyZPj4+GDnTuXU0aBBg6BQKDBjxgwEBgZCT08PAIqNFps5cyYAoE+fPhWq48yZM6GtrQ1PT88KL53XrVs31tqs06ZNQ0xMDPr164fu3bvj0qVLpe5fUedr1YL337JEE5/PL7cl6O8KRMnMzPzbVgoo70eOqJIlzh59iPQbh5FydDmkjo0gr9sJuS/v4dOJVaD8XOg0YItKyxv4QrPSXx8RBZ8/IPVMNMS2f62lXKAgnH2ShCcf0lHZSFttYN+rVy/WMpIA0LBhw3Kf3z/5kTNw4EAkJSUhKyurQlN+qo8cAwODCh//zZs3CA8PL3WqRy6XAwDS09OZwaWuri5GlxDtq6KorM6XT28AAMkHI0rcJy8rA5Ni72B17xqYM2cO425R+Dmh8i8rjcKzLPPnz1dbelF1TiWRkZGB3r17q6UXXnfYwVgbdSsVYDeA38N7gadjjLx8BWK3bMDygs/gV6qEpKQk2BnK8PvtywDw3V0aVMugqlANUor2U1X6p0+fAPzVPkWXA1RRtH3EYjFkOmwfXL5YVryf6Mu75a2+EoEmeJoi8ASaUGSlwq1eQ4ROLn8Esbm5udpzID4+Hg8ePChxvXbVuyAxMRF8Pp9ZtlFFWetLl0Z8fDyIiLGGFUXlg2xra4sxY8Zg0aJFiImJgbu7Ozp06AA/Pz/WR8KPxMLCQu2DRk9Pr8LW2adPn4LP58PJyanEPF/T54pePz09PaYPA8qlF7dv3442bdrA3NwcXl5e8PX1ZQ0u4+Pjcfv27XL1BVNT01LOks2/bkBZEeLi4pCcnKwmszBs2DDExMTg4MGDpZrMt2zZAltbWzRqVLbPi4r4+HhEREQgNjYW27dvL3uHctCnTx+cOXMGq1evxvHjx9GqVSsASuthUlISNm7ciNGjR+PatWsIDAxEZGQk9u7di9WrV+PGjRtITk6GhYUFAgICMGnSJMYMXniaX9Wx/P39sXHjRgBK/w/VSzw0NLRE65NqerGwm4Gqbtu3b8ewYcNw+fJlCKXa4Lm0ZQZNOYm3GQtc8qFIJB+KBAAYtB0FWQ3lCh+5bx4h9WwMct88BAoKELDRAVfGT8aiEX9Z11SWtHv37mHmzJk4fPgwbGxscOPGDdjY2KB69eoICQnBmDFjcPv2bZiZmSEsLAz9+vVjykhJScHs2bNx9OhRJCQkgM/no3Hjxpg7d67amrpFKekj5+bNm6zyjB1q4otLZ6SeiYbEvi4MOyvPXWJXBzkvbiP11AZ8vrwbWs6ekNgpB4wSW1eIrWsg5VgUMu78Du26nQAAWk7NmON93PsLcl/cxqZ6pzG9cw3mGqgGHrVr10a3bt0wd+5cbNmyBS9evICenh4aNmyI+fPnMy8OhUKBJUuW4Ndff8XTp0+ZL9OWLVsy1mtA/SOnatWqTJ8p/CBWTet8/PgRc+fOxfbt2/HhwwfY2Nhg0KBBGDt2bLGWqOI+ch49egRA6YdVkuvHhw8fMHHiRBw4cABpaWlwdHRUW+axJFRT2F5eXuVaqaJq1aoAlIE5qpkN1T2k07gXdN2VH6Hp1w8i/fpBfElRLvGWee8UpJXrgS/+c/ryz4AWvpYudBr3QsaNQ/iS8gYS+zrQrq30WSMNMc4+SYL/wMHYsWVTsfUpKCiAjY0NatasqWapzMnJgbGxMVNnFZMnT8bTp09x9OhRZGdno3r16nj58qXawOvy5csIDQ1FXl4etm3bhlevXmH27Nlo3LhxqW0kFWnAzkwHKSkpWLFgFmZMn47p06eXuk9x8Hi8YqfAiwYiqChpmq+kdFXZqmCE6OhomJiYqOUraqkRCAQQavygMARSgHKzYOy/CFkPzuD6ldgKBZBJJBK1NIVCARcXF2Yp0qJ8zYdhSZbkotdGoVCAx+Ph8OHDxV6HwtP5CxcuREBAAPbu3Ytjx44hODgYc+bMwaVLl2BhYfHD6qiirH7yPfmaPlcWRkZGzLvn8OHDOHz4MNavX49+/foxz2mFQoFWrVoxqwIVpUqVKhU9FQD/8aCcGzduAIDaEl1ubm7g8/nM9pL2ffDgQbFf5KUxatQoeHp6qlmEvhXVS0I1namiOOdrQDmYkMlkGDNmDBYvXgwDAwNMmzaN8bMAlNP8nTt3BqC0QkVHR2P06NHMOtadO3dmnJ6LE2gui8LOzb1GTEauzASppzYg++k1AIBmJUvo/Pnilbm2ZpzWRVZKi0VxwQqKnAxEjO6LWRv2qR2ve/fuyMrKwuzZszFo0CAm/cmTJ+jWrRtatWqFhQsXQk9PDwEBAawoumfPnmHPnj1o164dFi1ahPHjx+POnTvw8PDAmzdvKnzugHLKQ0dHB5mZmRg/fjxePH2It1smQZH9Gdq1lf1D8SUX77dOZtZBFtu6IffVPXyKW88qS1rNHfQlB5m3j0NDxxhii2p/7p+D7CdXwBPJ8MuA4l0zFAoF2rRpg/DwcLi5uWHhwoUYOXIk0tLS8PvvvzNBRkFBQRg/fjwaN26MxYsXMxGlvr6+amtL9+nTBwMHDsTly5dRq1Yt5iOnatWqMDc3x/Tp09G0aVNIJBLUrl0bERERqFatGipXrozExESMHz8eYrEYOjo64PP5zAyBjY0NQkNDASgHaKdPn8azZ88Yn6/8/HxmHefCMwfZ2dlo1qwZoqOj0adPHwQGBuL27dvIy8vD/fv3AbADfDZs2MBEcI4ePZqZjfDy8mLW9927dy8AqAVhXb58GcHBweDz+cjIyGBe9D6Dp8KwgzLoIvVsDBLntkPKsSgUZH+G0isYyHl+Ay+X+OH99lDkvLyHtPNbldcoMw2ppzZAbFUD+q2CIKveAhIbV0hsXMETaEDA52Hf3lj4+PgwVh4tLS3GspOYmAg/Pz8cPnyYGeDm5eVh9OjRMDIywufPn9WiNfft24eLFy/i06dP6NKlC65fv46WLVsiOzsbgNJdiMfjwd3dHZ8/f4ZEIkFBQQFSU1PRvHlzXLlyhSkHULoZ6enpMS8t1UfA1KlTIZPJEBMTg/fv3wNQWs1V3L1bsvUuJSUFr169wuXLlyGTySCXy9GmTRvcunVLzedddY0mTZoEPT091KlThzVFu337dvB4PDx8+BC+vr7Ms3DBggXIyclhPqyMjIzQsmVLvHv3Dj///DPat28PX19frFy5Ui0i2cZAC3lvHuH99lC8jOiBtItKI8Lnq8q+k3J8FZNXFeWdOLddiecLQNlfFAWQ1faBpp4ZdBv3hoWFJQYPHlzuD6TisLe3R0pKClq0aIGWLVuq/VQWSGtraygUCjx9+pS1v+p6FkZPT6/YKOCi18be3h5EBFtb22KP3aBBA1Z+FxcXTJkyBWfOnMHZs2fx+vVrrFy5ktleEZcI1Sxk0XqWFDPxvbC3t4dCoWCePyXlAf7qc0V/X+viIxQK0b59e6xYsQJPnz5FUFAQNm3ahCdPnjDHzcjIKPaYLVu2ZKz81tbWpWr5FuU/PaB8+/YtBAKBmsVBKBTCwMCg1IFCTIxS2qEi090HDx7EsWPHSvwC/BZUL8KiN/m7d+8wY8YMLFmyBIGBgcw03ZYtW7Bt2zaMGzcOgwcPZqy0mzdvZiQiOnXqhBo1lGK73bp1g5+fH2rWrMk4Q9eoUQN+fn7w8/Nj8lWEN2/eYNasWRg7bTbOCWvDyDccAi09ZNxWDooFWnqQ2CkH+yKzqpBV94Ssuic0dU1YwQrGfvMhr9cZ8rodoeveGzwNEWZPD8PLlCzW8WrWrIk9e/ZgyJAhLKv0o0ePsGPHDsyaNQvDhg3DkSNHIBQKsX79X4M2FxcXPH78GHPmzEFgYCCmTp2Kc+fOIScnB2vXrq3wuQPA48ePmbWUR0+YCMNe80D5yoGZ0EQ5KMi4eQT5Ka9RyWcUwONDoKUD4z5zQflsGQ+RhTP4Uh0UZCRD6tyMSc9+eg30JQcaOkbIL6Bio+OnTZvGROA/efIEDg4OCAkJwe+//84MBB8/fow1a9Zg48aNWL16NYKCgpi637hxAzt27FArV/WR8+rVK+aL1tjYGAUFBVi6dCmzdvCrV68wY8YMaGlpoXr16pg5cyYsLS2Rl5eHz58/o3Xr1sz6vUU/cqpWrYrs7GxGFqRz587M9JDKkgkAq1evxoMHD7B+/XosWrSI+QDi8Xi4ceMG0tPTAfw1vWliYsJEcEZGRjKWgp9++omxoqleWtHR0WjatCkA4OTJk2jatCk+f/7MPBtUA9zELzJInTwhNLKF4kuOsmICTQhNHZkPCC2XloAiH3nvn+HjnjmQVGkA8AUACJSXDZlra2hWskbe+6dQ5GQwHxoFCkIB8WBoaMg8t+bNmwdvb28Af2lvfvnyBX/88QcApfhzZGQk5HI5DAwM1Cy79+/fR4MGDSCVSpWR6cuW4fHjx/j1V6Vv7tatWyEUCtG8eXOcP3+eeQYsXboU5ubmmDJlCiZMmIDff1f6+40ePRrh4eFwcnICn8/HkiVLcOvWLaxcuRKJiYmsF/qjR48wePBgWFhYIDIyUu1lr7IGPXv2DElJSfjy5QvCw8OZD70mTZrg3LlzTP5ff/2VmU3p0KEDwsPD4erqisuXL6Movr6+yMnJYZ5z27ZtQ2BgILy9vSGXyzF79mxMnz5dLSL5xIkTrIhkALhwJg7vYkLwJekltOt0gNimFgAg++lVAMoPZRWqD2aDdmPV6sSct6IAea+VfpKZt47hZYQv3kT1R/Xqzrh79y4iIkp2jSgLX19fvH79mrm+hcnOzmb6sSrwZMmSJaw8kZGRavvZ29sjLS2NNR389u1bxMbGsvJ16dIFAoGg2JVkiAjJyckAlL7JRQfNLi4u4PP5LGkjLS2tcsvZqAZthYNLCgoKSg1A+x506tQJfD4f06dPV5PiUbVB4T5X9KMdUM7uVBRVW6rg8/nMvatqQ19fX1y8eJFZy70wqampzDVo27ZthT5i/tMDytICRcRiMfMlXhSFQoGtW7eiVq1aTHBPWaisAYMHDy7VZ+JrUU0JqF6MKopzvgbYUx7p6elo06YN1q1bh+zs7HI7dn8rKudm1SoSPIEmhKZVkJ/6vsx9VcEKWk4eUGR/RkFWGgqy0pD15CooNxPZL+5i4q5brH2KOiurcHJygru7O/O3oaEhHB0dWU7WIpGIcZwuKChAcnIyZDIZHB0dcf369a85fZYj9q34l+AJxeCLlX6dAi1dAED2s2sQyPQhreYBvkQbBRkp4GuKWS8iQDm40dBW+sxJHf76ms96cAYCbQPwpcrynidnso7v5eUFBwcHyOVyLFy4EB8+fECbNm1w8OBBAEqLYHZ2NjIyMqCjo4NWrVohKSmJ8VsElA/v4pzDy/ORU1BQAIFAgODgYNZHjmoA2rhxY5w+fZqxUBT9yDE2NoZMJmN04GrUqMHck4UfnIcOHYKJiQl69eqF/fv3M/6rPB4P+fn5GDp0KBITE5nBWOvWrTFkyBBm2lZl6Tt48CCTx8VFuWqLn58f7OzsQEQYPHgwPD09cf78eWzatAmTJ09mHtIPdixExu3jSLu8Gxl3lIMsDV0TGHebylwzsY0rAB4UmZ9g2CkEeh7+0Kz0l89f8uGl+Hw1Fmnnf8P7bdOQfDCS2Sayq4Po6GjY2SmD165du4abN29CX18furq62LZtG+rXr48rV66Az+fj9OnTcHd3x7t379C3b180adKE5TNlbm6Ow4cPIzc3F6tWrcK1a9dgamqKQ4cO4d27dzh9+jTy8vLQu3dvJCcno3ZtpRtGhw4doKenh5MnT2L+/PmMn1dgYCCCg4Oxa9cuRqJHZWFxdnbGo0ePYGZmBgA4cuQIiAguLi548+YNXF1dER4ejtWrV2PMmDGMv5eLiwvOnTsHIkJMTAz09fXRtWtXZGRksM7l4MGDTJ9q0KABgoODsWbNGjXtPUDpp7dv3z60aNGC6WfR0dF4/vw5oqKicObMGYSGhqJFixZo3rw5Xr9+jdjYWLRq1QqvXr3CihUrACgHBUFBQZAbGMJi4FLouveByFT5oWjUYwYAQGJdg3FvoLws8Ph8CI2LD5QDgPRr+6HISYfEoSEMfEbBqOMEODdsjsOHD0NfXx9hYWF48eJFifuXRt++fdG2bVsMHjwYvXr1wrJly7B48WIMGTIEFhYWjNuHq6srevXqhRUrVsDPzw8rVqxA165di7Uk9+zZE1paWujcuTMWL16MOXPmoH79+mpTpvb29pg5cya2bNmCJk2aYP78+Vi5ciV+/vlnODo6Mh/3J0+ehI2NDTNTtnTpUrRo0QICgQBdu3ZlynNzc8OJEyewaNEibN26tdgPBxXOzs5o0KABJk6ciLCwMCxZsgTu7u7fZO0tD5UrV8bkyZMRGxsLd3d3LFy4EMuWLYO/vz8T6S6XyxEVFYWzZ8+idu3amDVrFlavXo0pU6agVq1aFfIbVzFw4EB4eHggPDwca9euxbRp0zB58mS4uroyz87x48ejdu3aaNeuHQYNGoSVK1cyrgYWFhbMYL19+/ZlurYUptw+lH9nkMP3QiKRIC8vr9htOTk5xfqZAMqv/devXzNWk8IUjvzMysqCqakpJBIJIiIiWNHRxfEtbaiaxtLWZsvnFOd8DSgFiKdMmYKTJ08yQQMqyuPA/z2wsLDAkw8ZrFUk+GIZ8j4+L3PfsoIVqOALTt9/gScf/nLoLymiuaiTPsB2ZCYiZGVlYfXq1VixYgUSEhJY/jVfE9gBABEREVi6dCkAoInLXxHsKDRdk5/2ERq6pkqBXg2hcvUUAJr6bF8hIgXy05Vfq/kpryEydYAiLxvZT/+AzLU1EwiQV2gtYSsrKxw9ehTVqlWDi4sLxowZg4CAADg5OWHs2LHw8fEBj8eDWCzGkydPkJaWVqz/YGZmJssaqKI8HzmJiYkwMzNT67eqjzkdHR1kZWXh4cOHxfqqEhHMzc2LneIq7IiemJgIBwcH8Pl87Nq1i+UrBCgt84DyQzInJ4fZb8aMGaz6rFu3jtlmYmLCsrzcvHkT8fHxmDJlCjOYHTVqFOLj47F9+3YUfP6A5MNLwZdogwcCAdBpzI6k5/EFAF8AHp8PsaWy7/JFWhBoG6AgJwt5754Ab//0q5ToMD6zAKDfMhBuzqY4slcpeP727Vvs2rULXbt2hZaWFq5fv45Zs2Zh+PDh8PLywtGjR5nBWK1atdCvXz/079+fidL++PEjCgoKmL5eo0YN3Lt3D8+fP8fOnTsZK4q/vz/rHNLS0lgfWSrLZGHCw8Px8uVLZqDw5s0b9O3bF9ra2li6dCkTxRofH4+4uDiEh4dj4cKFUCgUsLe3Z1xWRCIRnJ2dsWnTJkydOhWjR4+Go6MjbG1tWQMCXV3dck/NDRs2jPV3jx49sHPnThw6dAghISE4f/48VqxYgUuXLuHs2bMwNTVFgwYNMHDgQNy6dQtxcXEwNzeHQqFAQkICJk2fg5gs9nO9cH8VW9dA1qMLSPn9V6AgHzqNe0FoaKNWr/zPSUg9FwOJfV0YdZ3MpO8cPQXb1yzF5MmTIRKJMGLECMYdoyLw+Xzs2bMHERER2LRpE2JjYyGVSmFnZ4eRI0eyBoHr1q2DoaEhYmJisGfPHjRv3hwHDx5U87M0MDBAbGwsxowZgwkTJsDW1hZz5sxBfHy82od4SEgIqlSpgoiICKa/WFpawsvLCx06dACgnGXy9vbG/v378fr1a0ilUtSsWROHDx9mTYsvWrQIgYGBmDJlCrKzs+Hv789E8xdHTEwMgoKCMHfuXOjq6mLAgAHw9PRkZmh+FNOnT4etrS2WLlVeP6lUiho1arD8nHv37g0zMzPMnTsX8+fPR25uLszNzeHu7l6ssags/Pz8mHdZamoqTExM0KNHD4SFhTFGDqlUitOnT2P27NnYsWMHNm3aBLlcjipVqiA8PJwJgOLz+YxLS7mgctKxY0ciIsrIyKAxY8aQhYUFCYVCqlKlCs2fP58UCoXaPtHR0VS3bl2SSCSkq6tL7u7udPToUVaeQ4cOUZMmTUgqlZJMJqO2bdvS3bt3WXnevn1LAQEBZG5uTkKhkExMTKhDhw6UkJBAw4YNIwB09epV8vLyIgMDAxKLxWRjY0O1a9cmAPT+/XtWebm5ucTn82nMmDFERLR8+XJycnIioVBIpqamVK1aNeLz+fT69WtmHw8PD3J2diYoFW2Y3/r16yk1NZVkMhlNmDCBEhISKCEhgbp27UoCgYAkEgl5eHiQVCpl2rCgoIAiIiLIycmJRCIRGRkZMXX9+PGjWvs0bdqUJBIJASBjY2OKiYlh1enSpUvk7e1NcrmcJBIJNWrUiHR0dMjW1pYiIyNp//79NG7cOKbOcXFx5OPjQ7a2thQaGqp2XDc3NwJAoaGhrGtZu3ZtEovFpKenRz169KAXL14QEVFcXBxTbtH2Ct17l6xGbCQtl5bEl+oSeDwCX0AGbYLJOuQAmfhHEADia+mRhr4FWY7dRdYhB6hSh/EEgHhCCWkaWJKRbziJbWqptb+qnqrrXLRdZTIZeXl5sdrU2tqa9PX1ycXFhdzc3EgkElGbNm2Y8oKDg8nf358MDAyIx+ORrq4uxcfHExFRQkICAaCJEydSt27dyNLSkoRCIVlYWNCoUaMoKyuL6ZMAyNXVlQDQqi27yajnTOKLZQSArEMOkHXIAdLQtyCRhTMZ95lLEGgQT0NEEGgQX6JNAMjQN5ysQw6Qca/ZynYSy0hoWoU0K1kReAICQPIGviSt2oQE2pXo1I1H1KRJE9LQ0KCAgAAiIqpatSo1btyYiIjS0tJIIFDu9/LlS+Z8qlevTkZGRnT8+HE6fvw4rV27lqysrAgAaWpqkrW1NU2aNInVjvfu3SMAJBKJiM/nEwCqUqUK2dnZMXm8vb3J0tKSiIju3r1LrVq1KvYaRkZGMnVR5bGxsSEAZG9vTx8/fiQAZGVlRVKplDQ1NUkikdD9+/eJiMjR0ZHc3d2ZvrBp0yYCQGKxmABQ69atqWnTpmRvb08ASCgUkrGxMU2bNo0AkI6ODlPnq1evEgDy8vIi1SMSAHl7exdb98I/k5+WkqxWW+JpCJVpQglJHRuT+eC1zDUHX4Pw53bj3nOIL9Mn8PgEHp8EcqNiyzUfvJZEltXJoZoz+fj4MO1eNF9ycjIJhUKqW7cu8fl8aty4MdWpU4c5t7S0NCbvunXrKCkpiSlr0KBB5O7uTo6OjtSkSROytrYmADR//nw6fvw49e3blwAwfaRdu3bE4/EoNzeXisPS0pLp/yX95HJ5sfuqKCgooEWLFlHlypWZfqv6eXp6Mvnu379P5ubmBIAqV65MQ4cOpXPnzrHKUvWNZ8+esdLz8vKIz+dTUFAQERENGTKk1DrXqFGDiIi2bt3KtIffmktkN+kgc40L/7Rr+7Du+fL+7CYdJL81l4iIKCsri/h8Pg0YMKDU9vrRFH0vcHAUptxT3l27dgURoUOHDoiIiEDr1q2xaNEiODo6Yvz48Sx1daB0hXgV5V2VoGvXroiNjUX//v2xYsUKBAcHIz09nWX69/LywvPnzxESEoKlS5eiT58+jFXl2rVrrLpdu3YNCoUCrq6uCAsLw7Bhw2BmZoaFCxeiU6dOePDgAbS0tNRC6pOTk6Gjo4OOHTti1KhRCA8Ph7e3Nz59+oSMjAz88ssvsLW1ha2tLXbt2oWCggJkZ2fj9OnTcHBwYEz2RYMf+vfvjzt3lDplhf0oNmzYAB8fH6SkpDDTi7Vr18aRI0eYPJmZmYxPV2hoKGbPno3Xr18jLS0NP//8M0aOHIl27drB2dmZdS49evRAQkICE4CgIjExkfHBUlGeFQ5K4ui1h3i9YSxyEm9B280HQtMq4PEFSD68ROm4rhJyrumF/E9vkHpGGcWqoaeUKqD8LzDsOgUSOzfouvdmfJRUvkiOPScyxxo7dqxau2ZmZuLy5ctq/ilZWVl48OABWrVqhcWLF+Px48eoVUtZ9tmzZ3H37l1MmTIFMpmM5S+n4urVq8jKysKQIUOwdOlSeHt7Y+nSpazIcU9PT8antU+X9pDauIL+tJgVZCrbTUPHEPmpb5Fx/wxQkA9NY3votxoMDR1lxN/ni0rfxcx7pwAeH0Lzash7+xhEBE0DC/BEWvh8aTuyHp5DQXoSmtVyxMePH1GpUiXs2bMHeXl5sLe3x6NHj/Dlyxfs2bOHsUgVXnbOyMgIycnJaNy4MYyMjDB69GjGf2fu3Lno0aMH9u/fz+R///49EwBWp04dxsfw8ePHzFQ5oHTqfvPmDV6+fAkPDw88fvwYfn5+zL2lmkYtbPm4efMmAOUUnb29PQQCAU6fPq1sh8xMhIWFwdnZGbm5uWjcuDGeP38Oa2trRpoEAOMHqarjkSNH8Pr1ayaoQhW5Pn36dPD5/GL9l4rqUKqc6728vDBw4EAYGxtDJBKhXTtlkEWlzhORn/QSua8fQCBXWnol1jWRk3gL77ZMhOJLDqjgC6AoAI+vnBxKORYF+pIDvlQHArkh+BI5pE4eAAC9FoOYfs6X6kCruifiH9xj3BVWrFiBQ4cOYdmyZUwd9fX14ePjgydPnoCIcOHChRL1Kc+cOcNYQJo2bYrdu3fjyZMnMDExwfnz55mVUeRyOVq2bMlMtasc94uTVynMy5cvmWtZHHZ2dmVa2mbPno0xY8agadOm2Lx5M44ePYrjx4/D2dmZ5ZdWrVo1PHr0CFu3bkWTJk2wa9cuNGnShAnwKo2i56CKSD5y5AiOHz+u9lu1apVaGbM7u0CDX3JbfA0afB5md1a6XaiW2ixuqUgOjv8ZKjL63LNnDwGgmTNnstK7detGPB6Pnjx5QkRE8fHxxOfzqXPnzlRQUMDKq7Jkpqenk66uLg0aNIi1/d27d6Sjo8Okf/r0iflKLo7C1qCrV6+ytmVlZZG+vj61a9eOle7n50dSqZQePXpEQqGQvLy8mHru3r2b9QWvwsPDgwDQypUr1eqQmZlJsbGxrJ+npycBIA0NDYqNjaVLl5RfmmfPniUAjJVRRZ8+fVjlp6amkra2NtWvX5/Wr19PfD6fGjZsyGpDDw8PEgqF5O3tzbIQ79ixgwCQm5sbk/brr7+yLJRpaWkkEomoYcOGLAvlL7/8wuQbOXIkPX/+nAQCAc2aNYtV3zt37pCGhgbNmjWrRAtlNSdnktXwIoFMnyxGbiHrkAOkVb0FCeRGJK3WlHgiLTIJWEwASK/FIJI37E7g8cm4z1wy6Piz0iInkZPlmB1qX/sWwTFkHXKAbEIO0MTJU5k6F21XIyMjtXSV5cXFxYVJq127NmNNqVatGuXm5tL27dsZiwcAunPnDmNFW7VqlVo/mDNnDvF4POrXrx8BoGbNmjFWESKian7TmHoadQ8l65ADpNdikNJS06gXASCDdmPIcuxO0tAzZfKaBa4mvkiLxNY1SENPaYXRbRZAEGiSvH5X5f8B0pTp0fHjx6lhw4ZUo0YNAkD79++ndevWEQBatGgRtW3blnR0dAgAvXnzhp49e0YA6Oeff2Ysr02bNiVtbW0aNWoUAaC3b9/Sp0+fWH1swIABJJVKCQCdOHGC2d/AwID4fD5lZWUR0V/PDD8/PwJAp0+fJiIiQ0ND5lmi6juqtlVZ3j5+/MhYul1cXAgATZgwgYiI/P39yczMjPh8PvXr148iIyMJAHXp0oUAULt27RjLq0wmIzMzM2W7/9kfQkND6dOnTySRSEhLS4t4PB4lJiYSEdG1a9eUfe9PqysRsSxUqmufmJhIYrGYqlatSgDIMjiGsbBr1+usPBfrGmTsN5+5tvpeQwkACbQrKbdbOJHIsjppVrIikWV1EllWJ13PnxirZGGLldWobSQQCIjH4xEA+vTpExERBQcHk4aGBlPXws8wDQ0N1gzNlStXWOeir69PS5YsoUOHDjFpnTp1IgD05MkTsre3JwcHB0pPT2f1ZaK/LH43btxQuxeIiGJjY5mZkdDQUIqNjaUePXoQoLQgnzx5stj9ClOzZk2WJVKFubk5eXh4lLhfbm4u+fj4kEAgoOzsbFZ9i86SPXjwgADQnDlziOivZ+CjR49KrZvKkh0REUFERL9dSSzBQtnuqyyUW68kMsf6/Pkz8Xg8CgwMLLPNfiSqa8nBURwVCso5dOgQ42BfmLFjx4KImLUuv0YhXvUrqhAvkUggFApx6tQpls9UcRw4cIBlaZBIJJgxYwYOHDiA7t27Y82aNfD398fmzZsxefJk/PHHH8jLy8OoUaOYesbExEAkEkFbW5uxBKgoKQBGKpWiU6dOrJ/Kb08oFKJTp06Mf8eOHTvUgh+SkpIYZ/Xo6Ghs3rwZEydORHp6OtLS0tC/f3+4uLgwkbaqNszIyGA5zavKqlGjBkQiEf744w8sXLgQERERjK+YCpX8RtEF6Ldt24aGDRvCyckJ27Ztw9ixY1FQUABXV1dWfQuvcFASXwoKkPXoPCSV6wFEKMhKAxXkAaSAxLY2KDcTirws8EVaSL9xGBpyIwhk+kjatwCfjq+EpqEN6EsO3qwZitSzMUi/eQS5b5RL2qmCFQhAarbS71BbW1utXUUiEQQCgVo9xWIxS9etXbt2jDXFycmJiY63s7Nj/EkKB/EU9lvNzMxEUlISGjVqBCJiLHunTp1iLDDBwcF4vncxNHSMAZ4A6deVq1HIXL2hoWeKzxe3AXwB8j8n4d3mCeAJNJnyM24dgyI3ExK7usj/9Bp8sQxpF7YBBV8greYOnQbdoFnJClKpBC1btoRQKISuri4MDAywbds29OvXD82aNcOYMWNw+PBhZGZmwsTEBAEBATh+XLkOc9WqVREUFIQ5c+bgzJkzqFWrFiMTUqtWLZw4cYLpd0SE3377DVlZWahTpw5q1qzJSNl8+fIFCoWCCaJp3749PD09GdWE2NhYZgk/fX19ZsGBwhQNhMvPz2cs+IUjPTU1NdGqVSscOnQIgYGBqFatGtPeKl/lu3fvYubMmYzfoEpCBFD63Tk6OjLRz+7u7pg3bx4T0FNUF65hw4awt7fHggULkJGRASsrK3Ts2JGR4jASfmFWweFrKoX+cxNvI/XMJvA0hPh8JRYpx1cCfA3wREr/U1lNb7XzLwkbc0NUrlyZscIGBwcjOjoa69evZ0XO+vj4MBqeZmZmLL/YwpG6pqamyMrKwtGjR5n7Q1tbG69fv0a9evVgb2+PNWvW4OXLl3B2dmaUAsLCwuDh4YEzZ86UGsXaqVMnTJ06FXK5HKdOnYKPjw+jhdmmTRt4enqWGcUqEAjUooJ37NihNrNSNLJVKBTCyckJRKRmfVYtJ6hC5eesim4ub0Ry7dq1YWtry0Sp96xrhXFeVZh8KnhCZV8oTvC8KJSfB0VuFsZ7OaJHoQUcZsyYASIqceUTDo7/BSokbF6Sg73qBaDSdfqeCvEikQjz5s3D2LFjYWxsjAYNGqBdu3bo168f64HftWtXhIeHIyIiAs2aNUOnTp3Qu3dvDB06FJqamli4cCH27dsHS0tLREREYOTIkZg3bx6Av1YA+Pz5Mw4ePAgfHx88e/ZMTaeqpACYkuDxeGrTKfHx8SUGPwDA+fPncf78eUbQ1NTUFBMmTCh2LW9VIEFRp/nCTJ06FXp6eqhZs6ZadGCPHj1YK/k8ffoUf/zxByIjI1GvXj2MGDGCkX9QTX8VRRUdWxz5+QVQ5GYi4+YRZNw8wtqmEjGn7HQYtBuD1NMblS9bhXI6lqchhGG/haDcLKSd34r06wehyMsGT6Bsl8LBCqrVdNLT00ts16JBJUVX9pk0aRIePnyI7du3Y//+/ahbty4OHjyIkJAQJoij8AdNcnIyAgICsG/fPrUPHVUg2NixY5npsevXr2Pj1l3oO3gUwBcg++lVfIydA7FdbWga2iL/01uAeEg7oy5cnZN4ExBoQtPIBgAgMq+G7KdXoaFnCpGJUnBcQ98csuy/XrI8Hg8GBgb47bffYGNjg27duuHly5d4+vQp8vPzkZeXB7lczhK7XrlyJfT09DB37lzWikw1atTAu3fvsG7dOrx+/Rr79+9nprWvXbvGcg1RBYCFhYUhNDSUceoeP348Vq1ahcjISFSqVAkGBgbIyMgoViy46KpNqgGBqakptm3bhipVqiAhIQFfvnxBtWrVcPToUSgUCpw6dQre3t64efMmdu1SBq6o3D5u3LgBPp+vJhSso6MDhUIBIyMjGBoaYtq0abCwsIBEImEGr1u3KrUiHRwcMHv2bLRp0wbOzs7o378/MjIymOCQ1BOrwWs1Dp/Ob8fna385suf+uexefspryFxbI+vJFea5UHTlnJIQ8HnwrGIE0Z8RoqpgCNXg19bWFgkJCQCUg6nevXtjxYoVePHiBfz8/NCoUSP8/vvvzOAXUAY2nD59GitXrsSxY8dgaWmJ5ORkXLt2DQsWLACg1O68ePEiZsyYwRgMNmzYgPr16yMoKAhNmjTBjBkz4O7uji5dukAkEuHq1aswMzPDnDlzmCjWvn37onbt2kxfmT17NuLi4tC4cWPWlH1R2rVrh+nTp6N///5o1KgR7ty5g5iYGGb6XYWXlxdMTEzQuHFjGBsb48GDB1i2bBl8fHzU3lcJCQno0KEDWrdujYsXL2Lz5s3o3bs3ExSmikieOHEinj9/jk6dOkFbWxsJCQmIjY1FYGAgxo0bBz6fj6ioKLRv356RyDI1NYVz4hWcunwDJj1noEBBEP55j6YcXwWxXW3weHxo/enWUPQaU04aPmwciXs5fbDkjvLePHr0KA4dOoTWrVuXunrT30Fx9ysHB0NFzJmFHewLk5qaSgBo3LhxREQ0ePBg4vP5JTprEymnBwFQdHQ04+Rd+Fd4+pSI6MmTJ7RgwQJq1aoVCYVC0tXVpevXr7PyXLx4kSZNmsQElTg7O1N6enqZdXj69KnaNldXV5Yzu2rqrbz4+/uTlpaWWrq3tzcr+KHo7+bNm0RENHfuXALABIMUx2+//ca4A5RUXl5eHhERrV+/ngBQQkICs39GRgZJpVIaOXIkERHNnj1bLRgpKCiIeDweHTlypNjyL168WGL9Tt14RABIy9mTjHrOLPZnMWIza5pHt2nfv6aFe0wvl4P73dep5W5XIuWUt4+Pj1p9VVP3O3bsYKWrpmLXr19PRET5+flUpUoVqlSpEs2dO5f27NlDx48fpw0bNhAAat68OTM1WHSaUOW8r996OGnoWxAEGiTQMSG+VIf4EjnpNgsgwy5TyKjnTDLwGa1sC76ApFUakUnfBcqp0z8Dmgo771vW8iBra2tWvadMmaKcTpfLSUNDgzQ1NUkmk9Eff/xR4rldunSJANCvv/7K1F31E4vFZGFhQS1btiQA1KtXL7V2rlGjBllbW6sFwhERnT9/nho0aEASiYSEQiFVqlSJjh49qjblrQrKUblhXLx4kQAw97ZQKGSm3lTT8hkZGaz2Vk21q54j/v7+xOfz1e5hDw8P0tXVVWu7vXv3kpOTEzOVDID69etHREQ3btygLl26kIGBARMo0r59e9q4cz/JangReHwSmjkSAKrUKUQZjCWRk1b1FmQdcoAEciPSNLQlAGTiH8Fcx7KmvOPff6b8/HySy+Ukl8tJJBKRXC4nHR0dmjp1KqufjRo1irS1tWnIkCFkYGBAWlpa1L59e3r58iVzPqp+3rBhQ2rQoAEdP36cABCPx6OXL1+qXb+ifVnFunXrqFatWiQSiUhPT488PDzo+PHjrDxxcXHk7e1NOjo6JBaLyd7engICAujatWtq5RUmJyeHxo4dS6ampiSRSKhx48Z08eJF8vDwYE15r1q1ipo2bUoGBgYkEonI3t6exo8fT2lpaWr1v3//PnXr1o20tbVJT0+Phg8fzkyLF2bXrl3UpEkT0tLSIi0tLapatSoNGzZMbSr83Llz1KpVK9LW1iYtLS2qUaMGTZ+7kPzWXCLrkANkG7KPtN3aE1+qQwBP7fmlCubxW3OJ7jx7TX5+flS5cmWSSqUkEonI2dmZZs+ezTzLOTj+V6mQhdLa2honTpxAeno666tPpWtobW0NgK0Qr1ptoyhFFeLLwt7eHmPHjsXYsWMRHx8PV1dXLFy4kJEDAZT6Yw0aNMCsWbOwZcsW9OnTB1u3bsXAgQNLPB9AKbJb+Is3Ly8PCQkJ5apXRbG3t8eJEyfQuHHjEmWLVPkA5ZRd4WXvisujcpqvKFpaWmjXrh127NiBRYsWYdu2bXB3d2em31XHoD9XOKjocky1qliDJ5SASAGJjWuZ+fM+JCD1/G/QcmmJLx8SkHx4Kcx+WsZoNyphW3x5UK5WUd52/R7cuXMHjx8/xsaNG1lBOKrp4759+zJiz0WZ3dkFLSNOQ9u1NbT/1JrMe/8Mb9cHw8BnNGQuLZi82Qk3AAAGrUdAVqMl8jOUDvkqSSUVGnweBFkfUFQgS6VD5uHhgaVLl8LU1BRjx45lAmGKQ3Uf3L17F5GRkcUut1lQUMBMHRftd7du3VLLr6JRo0a4ePEigL+W5vTy8mKsHqpAPC8vL9aKUKr7ND8/Xy3Ark2bNqhUqZKaHFfjxo3VrCkSiaRYLT1zc3O19A4dOjBSJoDS4quaVXF1dWUsoD179sT+/fsRGxsLgUCAgX17QebSAgZtRzL7Un4ea7rTYug6ZNw+wVjpVZj0mQsA+Hx5NytdwOehkZ0BKhspn7kDBgzAhg0b8PbtW1hZWWHQoEGYXmhZw5ycHGzevBldu3bFihUrGN1EFXFxcUywEqCc6cjNzUXLli1LtUCFhYUV2x/69+9fprxJs2bNvmrVD5FIhAULFjAWUxWq6XcVgYGBCAwMLFeZhoaGxQr1F6VLly7lWiGscePGaiuYqYh/n46Yyy8QZzAaL5KDULh1eQCsDKTwrGIEvwZWzPVVWZ05OP5tVMiHsm3btigoKFCbooiIiACPx2N8UL6nQnxWVhZLNw5QDnK0tbWZKalPnz6pPQhVA9nCPldFUfmbLVmyhLX/2rVrkZaWVuI077fg6+uLgoICNZ9GQPnCVEVNe3l5QVtbG3PmzFE7f1Vd3dzcWD5dRSmPyn6PHj3w5s0brFmzBrdu3UKPHj1Y28vrT1QccqkIRjWaIuvR+WK1J1WrgAAAFeQj+WAkBDID6LcMhIHPKBRkflJqtxWiqD+SlYEUWiKNcrfr90C1nmrh9iCiYkWUi2KpL0V4B3bEPXjqtyERIb3QtCkAaMj0oWlkh8y7J6HI+UvAvJtxCuIfPVArg8/no1u3bozQd35+vtr1LYqhoSGaNm2KdevWqblIqM5XJTK8a9euYgdoX7O6Q2mYmprC1dUVGzduZF3Hu3fv4tixY999mdOSuHjxIktb7+XLl9i7dy+8vLyYPqElFoIP9n3y+Y/9UK3ZXR6YPp6rvMaFo30B5QfLp0+fEBQUhIyMDGYt+Q8fPmDLli2MT/XIkX8NavPz84v1Qb9y5Qru3Lmjtjwtx/fBwVgbYR2ccXqcJ+6GeePgiCaIHdIIB0c0wd0wb5we54mwDs7MYJKD499MhSyUKgf7yZMn4/nz56hZsyaOHTuGvXv3YtSoUYzFTKUQXxHfmp49e8LQ0BAvXrzAwYMHGd+ax48fo0WLFvD19YWTkxM0NDQQGxuL9+/fo2dPpWjwxo0bsWLFCnTu3Bn29vZIT0/Hr7/+CrlcXurLxtDQEBMnTkR4eDhat26NDh064NGjR1ixYgXq1q3LPKi/Jx4eHkzww82bN+Hl5QVNTU3Ex8djx44dWLx4Mbp16wa5XI6IiAgMHDgQdevWRe/evaGnp4dbt24hKysLGzduBJ/Px5o1a1g+Xebm5nj9+jXi4uIgl8tZUi/F0bZtW2hra2PcuHFqqxEA5fcnKgm/EROxOPgG3m0aC1lNb2hWsoIiOx15758i5/lNWI5S+qelXdiGvPfPYNxrFvgiKYRGttBt3AupZ6KhVbUxJPZ1AYDljyS1d4OhgxEAz3K36/egatWqsLe3x7hx4/D69WvI5XLs2rWrzKAxFT3rWiEpIxcLjikDjDQNLKCha4pPJ9eiID0ZPJEEWY8uFOvEr9fMHx92hONdzATIXFqhvpkQy6Ni4OzsXOxHRY8ePbB06VKEhobCxcWlXCs/LVmyBE2aNEHt2rURGBgIW1tbPH/+HAcPHmQCl+bOnYu4uDjUr18fgwYNgpOTE1JSUnD9+nWcOHHiu8ubzJ8/H23atEHDhg0xYMAAZGdnY+nSpdDR0SnWavYjqF69Ory9vREcHAyRSMRY/gqLendo3w6bY2JAQik0K1kh9/VD5Dy/Cb5EXu7jqPp46plNkFZrio4NbKEvaspsr1WrFqpXr44dO3agWrVqjMX5/v376NOnD4yMjLBkyRLW7FBGRgYsLS3Ro0cPxhd7zZo1OHv2LHR0dDB16tSvbheO8qEl0oCzmc4/XQ0Ojh9HRefI09PTafTo0WRmZkaamprk4OBQorD59/CtSUpKomHDhlHVqlVJS0uLdHR0qH79+rR9+3amjOvXr1OvXr3IysqKEbRu165dmf45KpYtW0ZVq1YlTU1NMjY2piFDhjCSHCq+lw+litWrV5ObmxtJJBLS1tYmFxcXmjBhAr1584aVb9++fdSoUSOSSCQkl8upXr169Ntvv7HyFPbpEolEZG1tTb6+vvT7778zeYrzoVShkixq2bJlifUtrz9RUR6/+0wWIzaTdm0fEsgNCXwNEmjpkdi6Jum3Hq4UNw+IJPAFpO3Wni2TMmEvCU0dSCDTJ8tRW5m0ov5IFW3Xb/WhJFIKKbds2ZJkMhlVqlSJBg0aRLdu3VLLV5LfGZFSZqTKlENkN+kgmQ2MIrGNK/GEEuJL5CSr6U2mPy1V+ky2HcVqF+Muk0hYyZI0hSJycnKi3bt3k7+/v5ofIJFSYsrS0pIAdbmvks6NSClC3rlzZ9LV1SWxWEyOjo40depUVp7379/TsGHDyNLSkjQ1NcnExIRatGhBq1evLvZ8C1Pc/aSqS0kSYSdOnKDGjRsz90L79u0ZYXMVxQn1E5V8P5b3vgZAw4YNo82bN5ODgwOJRCKqVauWmq/3p0+fqH///iTT0SOeUEJi29pkNmglCeRGjA+ldcgBMmg7Ss2HsvBPx92PBNoGxPtTuqjofauStpk9e3aZdSdSyuiMHDmSatSoQXK5nBGrHzBgQLHPhP8iJfUNDg6O7wOPiAvb4vix9F17GReeJTPR2N8DlV9Z9ICSl9v6N/AyJQuTYu/g7JMkCPi8UttItd29ciXM7uwCS33p31jT/9/weDwMGzas1Ijkomy9+gKh++4hX0EV6vsCPg8afB6md3BmSccUZvHixRg9ejSeP39e7NKiHBwcHH833ICS44fzMiULLSNOIze//H5kZSHS4OPEaI//zKCKcd5//AEvkrPK5bzP8ffxNQNK4Md8MBARatasCQMDg1J1YDk4ODj+TirkQ8nB8TWoAlFCdt/5bmVO7+D8nxlMAn8574fBGZm5+XienIm8fAWEGnzYGGhBS8Tdqv9GLPWliB5Q/7t8MGRmZmLfvn2Ii4vDnTt3yly2kIODg+PvhHtLcfwtFA1E+RaKriLxX4Nz3v/v8T0+GD5+/IjevXtDV1cXkyZNYskacXBwcPzTcFPeHH8rP9KvjIODg4Pjn4ObXfn/DTeg5Pjb4QJRODg4OP4bMO4cjz7gRUox7hz6Ung6GqFPfSs4GHP+3/9luAElxz8GF4jCwcHB8e+EMwxwFIUbUHL8T8BNlXBwcHD8O/hW16XwDs7oybku/efgBpQcHBwcHBwc5WJZXPx3Ca4c51UFwz0dvkONOP5XqNBa3hwcHBwcHBzlIz4+Hl5eXtDR0QGPx8OePXuwYcMG8Hg8PH/+/J+uXrk4deoUeDweTp06ha1XX3yXwSQALDj2GNuuvvguZQFAdHQ0qlatCk1NTejq6n63cn80/7b+UBrcgJKDg4OD4z/L06dPERQUBDs7O4jFYsjlcjRu3BiLFy9Gdnb2Dz22v78/7ty5g1mzZiE6Ohp16tT5ocf7FlasWIENGzaUuP3D5xyE7rv3XY85bd89vEzJ+uZyHj58iICAANjb2+PXX3/F6tWrv0Pt/ve5f/8+wsLC/mcGo9yUNwcHBwfHf5KDBw+ie/fuEIlE6NevH6pXr468vDycO3cOu3btQkBAwA8bfGRnZ0MqlWLy5MmYOXMmk15QUIAvX75AJBKBx+P9kGN/DdWrV0elSpVw6tQpVrpCoUBeXh4GRt/Axeef/ieX0F25ciWGDBmC+Ph4VK5c+TvV7u/hW/rDzp070b17d8TFxaFZs2Y/poIVgIt64ODg4OD4z5GQkICePXvC2toaJ0+ehKmpKbNt2LBhePLkCQ4ePPjDjv/x40cAUJt+FQgEEAgEpe5LRMjJyYFEIvlR1Ss3fD4fL9O+4NyzlO9edoGCcPZJEp58SP8mJY8PHz4AUG/r8pKZmQktLa2vPv63UJ7+8G+Bm/Lm4ODg4PjP8csvvyAjIwNr165lDSZVVK5cGSNHjmT+zs/Px4wZM2Bvbw+RSAQbGxtMmjQJubm5rP1sbGzQrl07nDt3DvXq1YNYLIadnR02bdrE5AkLC4O1tTUAYPz48eDxeLCxsQFQvM+cqsyjR4+iTp06kEgkWLVqFeO/uH37doSHh8Pc3Bza2tro1q0b0tLSkJubi1GjRsHIyAgymQz9+/dXq+/69evRvHlzGBkZQSQSwcnJCVFRUWrndO/ePZw+fRo8Hg88Ho+xeJ06dQpVTOTIe8leOjfz4Tm8XT8SLxZ0wcvFvZG0fwHy05NYeZIORODFwm7IT0/Ch10z8WJhN7xc3BufTq4FKQoAKK2Umy+V7Eu5YsUKODs7QyQSwczMDMOGDUNqaiqr7qGhoQAAQ0ND8Hg8hIWFlVheQEAAZDIZnj59irZt20JbWxt9+vQBoLTGRkZGwtnZGWKxGMbGxggKCsKnT5/Uyjl8+DA8PDygra0NuVyOunXrYsuWLaw8ly9fRuvWraGjowOpVAoPDw+cP3+elae0/nDs2DG4urpCLBbDyckJu3fvZu3XvXt3AICnpydz3YpamP9OOAslBwcHB8d/jv3798POzg6NGjUqV/6BAwdi48aN6NatG8aOHYvLly9jzpw5ePDgAWJjY1l5nzx5gm7dumHAgAHw9/fHunXrEBAQADc3Nzg7O6NLly7Q1dXF6NGj0atXL7Rt2xYymazU4z969Ai9evVCUFAQBg0aBEdHR2bbnDlzIJFIEBISgidPnmDp0qXQ1NQEn8/Hp0+fEBYWhkuXLmHDhg2wtbXFtGnTmH2joqLg7OyMDh06QENDA/v378fQoUOhUCgwbNgwAEBkZCRGjBgBmUyGyZMnAwCMjY1Z9VMUmurOuH0CyYciITR1gK6HPwoyPyH92n7kvHoAs/6LwRcXOldS4MO2aRCaOUKv+U/IeX4Tn6/EQkPXFNq126JAQYh7/AFhcFZrk7CwMISHh6Nly5YYMmQIHj16hKioKFy9ehXnz5+HpqYmIiMjsWnTJsTGxiIqKgoymQw1atQota3z8/Ph7e2NJk2aYMGCBZBKlbqYQUFB2LBhA/r374/g4GAkJCRg2bJluHHjBnM8QDmY++mnn+Ds7IyJEydCV1cXN27cwJEjR9C7d28AwMmTJ9GmTRu4ubkhNDQUfD6fGdyfPXsW9erVK7WO8fHx6NGjBwYPHgx/f3+sX78e3bt3x5EjR9CqVSs0bdoUwcHBWLJkCSZNmoRq1aoBAPPvPwJxcHBwcHD8h0hLSyMA1LFjx3Llv3nzJgGggQMHstLHjRtHAOjkyZNMmrW1NQGgM2fOMGkfPnwgkUhEY8eOZdISEhIIAM2fP59V5vr16wkAJSQkqJV55MgRVt64uDgCQNWrV6e8vDwmvVevXsTj8ahNmzas/A0bNiRra2tWWlZWltr5ent7k52dHSvN2dmZPDw81PIeOnqCAJBxr9lkHXKArMbvIb5UlzQNrclq3G6yDjlA1iEHyLBbKAEgnca9mDSt6i2Uae59mDTrkAMkNLYnoUll5m+bkAOUkfOFddwPHz6QUCgkLy8vKigoYNKXLVtGAGjdunVMWmio8tgfP35Uq39R/P39CQCFhISw0s+ePUsAKCYmhpV+5MgRVnpqaippa2tT/fr1KTs7m5VXoVAw/zo4OJC3tzeTRqS8Fra2ttSqVSsmrbT+sGvXLiYtLS2NTE1NqVatWkzajh07CADFxcWVed5/B9yUNwcHBwfHf4rPnz8DALS1y+eXd+jQIQDAmDFjWOljx44FADVfSycnJ7i7uzN/GxoawtHREc+ePfvqOtva2sLb27vYbf369WOsYwBQv359EBF++uknVr769evj5cuXyM/PZ9IK+2GmpaUhKSkJHh4eePbsGdLS0sqs17vP7Ej4vHfxUGSlQruWD3gaQiZdWrkuNAwskP30qloZ2rXasv4WWTghP/Ud8zcBeJ6cycpz4sQJ5OXlYdSoUeDz/xqqDBo0CHK5/Jv9X4cMGcL6e8eOHdDR0UGrVq2QlJTE/Nzc3CCTyRAXFwcAOH78ONLT0xESEgKxWMwqQxVUc/PmTcTHx6N3795ITk5mysrMzESLFi1w5swZKBSKUutnZmaGzp07M3/L5XL069cPN27cwLt370rZ85+Dm/Lm4ODg4PhPIZfLAQDp6enlyp+YmAg+n68WIWxiYgJdXV0kJiay0q2s1Fd50dPTK9bXrrzY2tqWuK3o8XR0dAAAlpaWaukKhQJpaWkwMDAAAJw/fx6hoaG4ePEisrLYEj1paWlMWSWRX8CO6s5PUwbAaOibq+XV1LdA7qv7rDSehhACKfsYfLEMipwMVlpePnuApWrzwlP/ACAUCmFnZ6d2TSqChoYGLCwsWGnx8fFIS0uDkZFRsfuoAn+ePn0KQBkVXxLx8fEAlLJRJZGWlgY9Pb0St1euXFkt6rtKlSoAgOfPn8PExKTEff8puAHl/yjcUoQcHBwcX4dcLoeZmRnu3r1bof3KK9tSUlQufYMKX2kR3SUdr6x6PH36FC1atEDVqlWxaNEiWFpaQigU4tChQ4iIiCjTSgYAGoJvlDbilW8iVKjx902YikQiltUTUAbkGBkZISYmpth9DA0Ny12+ql3nz58PV1fXYvOU5VP7b4QbofwPEf8+HTGXXyDu0Qe8SMlC4UcTD4CVvhSejkboU98KDsZfL7HAwcHB8V+nXbt2WL16NS5evIiGDRuWmtfa2hoKhQLx8fGsoIb3798jNTWVidj+t7F//37k5uZi3759LCunavq2MCUNpk3k7IGuho7Sgpef8hqwqcnalp/ymtleEXgAbAzYsj2qNn/06BHs7OyY9Ly8PCQkJKBly5YVPk5p2Nvb48SJE2jcuHGpg3t7e3sAwN27d0vUvFTlkcvlX13PJ0+egIhY1+XxY+UqRSrFgP8lHVOAkw36n+BlShb6rr2MVpFnEH05EYlFBpOA0sckMSUL0ZcT0SryDPquvfxdVhjg4ODg+C8yYcIEaGlpYeDAgXj//r3a9qdPn2Lx4sUAgLZtlT5+kZGRrDyLFi0CAPj4+PzYyv4gVBbMwpbTtLQ0rF+/Xi2vlpYWS45HhUTItoIKTRzAl+oi/cYhUP4XJj376TV8SX4JiX3dCtfTykCqNgPXsmVLCIVCLFmyhFX/tWvXIi0t7btfE19fXxQUFGDGjBlq2/Lz85m28fLygra2NubMmYOcnBxWPlU93dzcYG9vjwULFiAjI6NocYxGaWm8efOGpS7w+fNnbNq0Ca6ursx0t0o7s7jr9k/AWSj/YbZefYHQffeQ/6ckQ1mrEKi2X3iWjJYRpxHewRk966r783BwcHD8f8be3h5btmxBjx49UK1aNdZKORcuXMCOHTsQEBAAAKhZsyb8/f2xevVqpKamwsPDA1euXMHGjRvRqVMneHp6/rMn85V4eXlBKBSiffv2CAoKQkZGBn799VcYGRnh7du3rLxubm6IiorCzJkzUblyZRgZGaF58+bMdj5faQ3jCTSg1ywAyYci8W5LCLSqNUVBVirSr+2DQMcY8rodK1RHAZ8HzyrqVk1DQ0NMnDgR4eHhaN26NTp06IBHjx5hxYoVqFu3Lvz8/L6iRUrGw8MDQUFBmDNnDm7evAkvLy9oamoiPj4eO3bswOLFi9GtWzfI5XJERERg4MCBqFu3Lnr37g09PT3cunULWVlZ2LhxI/h8PtasWYM2bdrA2dkZ/fv3h7m5OV6/fo24uDjI5XLs37+/1PpUqVIFAwYMwNWrV2FsbIx169bh/fv3rI8BV1dXCAQCzJs3D2lpaRCJRIzm6D8BN6D8B1kWF48Fxx5/1b4FCkKBghCy+w6SMnIx3NPhO9eOg4OD499Nhw4dcPv2bcyfPx979+5FVFQURCIRatSogYULF2LQoEFM3jVr1sDOzg4bNmxAbGwsTExMMHHiREY0+9+Io6Mjdu7ciSlTpmDcuHEwMTHBkCFDYGhoqBYhPm3aNCQmJuKXX35Beno6PDw8WAPKwjqUshotwdMU4fOlnfh0agP4mmJIqzSEbrMAtgZlOShQEPwaFG8UCQsLg6GhIZYtW4bRo0dDX18fgYGBmD17Nivq/XuxcuVKuLm5YdWqVZg0aRI0NDRgY2MDPz8/NG7cmMk3YMAAGBkZYe7cuZgxYwY0NTVRtWpVjB49msnTrFkzXLx4ETNmzMCyZcuQkZEBExMT1K9fH0FBQWXWxcHBAUuXLsX48ePx6NEj2NraYtu2bSwlABMTE6xcuRJz5szBgAEDUFBQgLi4uH9sQPmvW8tbJXT6L6u2GluvvkDI7jtlZywn87q4oAdnqfxPcurUKXh6erLWaw0ICMCpU6dYqyv8Vynu/Dk4OP5e+q69jAvPkv8n1/L+r2FjY4Pq1avjwIED/3RVKgTnQ/kP8DIlC6H77n3XMqftu4er954iLCwMN2/eLNc+fn5+EIvFjKNvYebOnQsej/ev69Dfm6ysLISFhf2jy1lxcHBw/NPM7uwCDf73DQLR4PMw+//Yu++oqI63gePf3aX3LhaaqKhYg4qxgRV7NHZjwYa9RUzQRAF7L9HEkhixvioaE+zlJxpiiyYajRULoKggKEhH2Pv+Qdi4LmVRLEnmcw4n7ty5c+fOLtmHuVO61izVMoV3RwSU78DU3ZdVYyZLS45SInBbBMHBwVoHlEuWLMHIyIgRI0aopd+9e5cZM2bQrVs3OnbsWKr1/KdJT08nODj4vQsov/32W27cuPGuqyEIwn+Eg5URwZ01t0d8HTM6u+NgZVSqZQrvjggo37LIuBQibiWU6mMDyBuHcuFeUonOsbOzY/78+YSHh7NhwwZV+qhRo9DV1VXNgCwJSZLIyMgoPqPwWnR1ddHX13/X1RAE4T+kd31H/NtUKZWyJrdxE8O0/mVKHFAGBQUhk8m4desWvr6+WFhYYG5uzqBBgzRW4QfYvHkzHh4eGBoaYmVlRe/evbl3755W1/rll1+oX78+BgYGuLq6smbNmgLz5eTkMHPmTFxdXdHX18fZ2ZmpU6eSlZWlkffAgQN4eXlhamqKmZkZ9evXZ+vWrarjzs7Oqpl/L/L29lYbv3X8+HFkMhk7duwgODiY8uXLY2pqSvfu3UlOTiYrK4sJEyZgZ2eHiYkJgwYNIisriy1nY1C88Ngg9c9wHq4fT8yij7m3rDePf5pPzjP1JQUebQngwXejyE6I4dHWKcQs6sb9lQNIPrNTlScz+hKPNuQNCB40aBAymQyZTEZISEiRbTx06FAaN26Mv78/iYmJbNu2jYMHDzJr1izKl9fcCeFlzs7OdOzYkUOHDlGvXj0MDQ1V71NSUhITJkzAwcEBfX19KlWqxPz58zUW001KSsLX1xdzc3MsLCwYOHAgFy9e1Kj/y+9BPl9fX9W6XPmUSiXLli3D3d0dAwMDypQpw/DhwzV2sjh//jw+Pj7Y2NhgaGiIi4uLarB6VFSUajHb4OBgVZsGBQUV2h75vx8vCwkJQSaTqY15zG+7X375hQYNGmBgYEDFihXZuHFjoeUXd8/Lly+nZs2aGBgYYGtrS9u2bTl//rxaPm1+J729valRowZXr16lefPmGBkZUb58eRYsWKBRlxUrVuDu7o6RkRGWlpbUq1dP7XcKIDY2lsGDB1OmTBn09fVxd3fn+++/1yjr/v37dOnSBWNjY+zs7Jg4cWKBv8eCILwbY5pXZt7HNdHXkat9l2lDIZehryNn/sc1Gd284DUchbzvnn/icLNXnuXds2dPXFxcmDt3Lr///jvfffedqscr3+zZs5k2bRo9e/Zk6NChPH78mBUrVtCsWTMuXLiAhYVFoeVfvnyZNm3aYGtrS1BQEDk5OQQGBlKmTBmNvEOHDmXDhg10796dSZMmcfbsWebOncu1a9fU1nEKCQlh8ODBuLu7M2XKFCwsLLhw4QIHDx6kb9++r9QOc+fOxdDQkICAAG7dusWKFSvQ1dVFLpfz9OlTgoKCOHPmDCEhIbi4uBBu2FTVO5l8ajtJP2/GqFoTTGr7kJueTMpve3i0JYByg5arzZZTZqYSvyMQoyofYly1Kek3fiHpeAh6ts4YutZD18YB86afkByxBT8/P9U+s40aNSqy/jKZjDVr1lC3bl1GjhxJREQE9erVY/To0Vq3wY0bN+jTpw/Dhw9n2LBhuLm5kZ6ejpeXF7GxsQwfPhxHR0dOnTrFlClTePjwoWq9N0mS+Oijj/jll18YMWIE1apVY/fu3UVuWaWN4cOHExISwqBBgxg3bhx3795l5cqVXLhwgZMnT6Krq0t8fLzqMxYQEICFhQVRUVH88MMPQN6yFatWrWLkyJF07dqVjz/+GIBatWq9Vt1edOvWLbp3786QIUMYOHAg33//Pb6+vnh4eODuXrLHS0OGDCEkJIR27doxdOhQcnJyiIiI4MyZM9SrVw8o2e/k06dPadu2LR9//DE9e/Zk586dfP7559SsWZN27doBeY/ex40bR/fu3Rk/fjyZmZlcunSJs2fPqn6n4uLiaNiwITKZjDFjxmBra8uBAwcYMmQIz549Y8KECQBkZGTQsmVLYmJiGDduHOXKlWPTpk0cO3bs9RtaEIRS07u+I41dbZi6+zIRtxJQyGVFPnXLP96oojVzutYUj7n/raQSCgwMlABp8ODBauldu3aVrK2tVa+joqIkhUIhzZ49Wy3f5cuXJR0dHY30l3Xp0kUyMDCQoqOjVWlXr16VFAqF9GK1L168KAHS0KFD1c739/eXAOnYsWOSJElSUlKSZGpqKnl6ekoZGRlqeZVKperfTk5O0sCBAzXq4+XlJXl5ealeh4eHS4BUo0YNKTs7W5Xep08fSSaTSe3atVM7/8MPP5QcHZ0k54C9klPAXqn8yO8lZHLJotkAyemvNKeAvVLZISsl5Aq1dH2HGhIgWXf8VJXmOHm3pDC2lIzcGqnS7AculQBp9drvimzbgkyZMkUCJIVCIf32229an+fk5CQB0sGDB9XSZ86cKRkbG0s3b95USw8ICJAUCoUUExMjSZIk/fjjjxIgLViwQJUnJydHatq0qQRI69evV6W//B7kGzhwoOTk5KR6HRERIQHSli1b1PIdPHhQLX337t0SIJ07d67Q+3v8+LEESIGBgUU1g0r+78fL1q9fLwHS3bt3VWn5bffzzz+r0uLj4yV9fX1p0qRJqrT8z1p4eHih93zs2DEJkMaNG6dx7fzPd0l+J728vCRA2rhxoyotKytLsre3l7p166ZK++ijjyR3d/ciWkSShgwZIpUtW1ZKSEhQS+/du7dkbm4upaenS5IkScuWLZMAaceOHao8aWlpUqVKlTTuXxCE98PNR8+kwJ/+lJotPKb6fsv/cQ7YKzVbeEwK/OlPKTLu2buuqvCGvfIYypcncjRt2pTExESePXsGwA8//IBSqaRnz54kJCSofuzt7alcuXKBWz/ly83N5dChQ3Tp0kVtu6hq1aqprcEEsH//fgA+/fRTtfRJkyYBsG/fPgCOHDlCSkoKAQEBGBgYqOV9ne2LBgwYoLYelqenJ5Ikaazx5enpyf3791AqcwFIv3EKJAmjak3ITU9W/SiMLdG1LEdmzCX1OuoZYuz+9+K6MoUuemWrkJOkuQNEQmrJHxHa2NgAUK5cuSI3vS+Ii4uLxvsSGhpK06ZNsbS0VHv/W7VqRW5uLj///DOQ9/7p6OgwcuRI1bkKhYKxY8eW+B5evLa5uTmtW7dWu7aHhwcmJiaqz15+b9zevXt5/vx5ESW+OdWrV1f1JkNer6ibmxt37twpUTm7du1CJpMVuGZe/ue7pL+TJiYmaosH6+np0aBBA7W6WVhYcP/+fc6dO1dgvSRJYteuXXTq1AlJktSu6+PjQ3JyMr///juQ91koW7Ys3bt3V51vZGSEn59fidpCEIS3p3IZU4I6u3PCvzl/Bvmwb2wTdo9sxL6xTfgzyIcT/s0J6uxOJTuxXfC/3Ss/8n4x0AOwtLQE8h6TmZmZERkZiSRJVK5c8ILbRS1K+vjxYzIyMgo8183NTRVEAkRHRyOXyzX21LS3t8fCwoLo6Gggb5stoMTBUnFebgdzc3MAHBwcNNKVSiXKrDQUhmY8f/oAkHiwppAvS7n6dlcKU2uNwFduYEL24yiNU0s6g/zevXsEBgZSo0YN/vzzTxYsWMCXX36p9fkuLi4aaZGRkVy6dEk1BvFl8fHxQN77V7ZsWUxM1BfDdXNzK8EdaF47OTm50MVd86/t5eVFt27dCA4OZunSpXh7e9OlSxf69u371ia8vPz5gbzfpZfHehbn9u3blCtXDisrq0LzlPR3skKFChqfOUtLSy5d+vuPnc8//5yjR4/SoEEDKlWqRJs2bejbt69qEeDHjx+TlJTE2rVrWbt2bYHXffGzUKlSJY1rvs5nQRCEt8dYXwf3cubvuhrCO/LKAWX+HqEvk/5acFypVCKTyThw4ECBeV8OIF5XaW2SXlg5ubm5Bd5HYe1QWDr5C7JLSkCGXc8gjeARQK77ci9qIZ3JBSzwXtK1wsaMGQPkTVj69NNPmT17Nn379qVixYpanW9oaKiRplQqad26NZ999lmB51SpUvKZgjKZrMAF7XNzczWubWdnx5YtWwosJz/Ilclk7Ny5kzNnzrBnzx4OHTrE4MGDWbx4MWfOnHmlz2hRn5+CFPd7VJpK+jupTd2qVavGjRs32Lt3LwcPHmTXrl188803TJ8+neDgYNUErH79+hU6LrY0x6QKgiAI78Yb23rR1dUVSZJwcXEpcfBga2uLoaEhkZGRGsdeXnvPyckJpVJJZGQk1apVU6XHxcWRlJSEk5OTqj4Af/75p0Zv5ossLS0L3Gg9Ojpa6wCrKPnhho5lWUBCx8IeXaviZ1NrV3he6TYm2veu7d69m7CwMJYuXUqFChVYtmwZhw4dYvTo0Rw4cOCVq+Lq6kpqaiqtWrUqMp+TkxP/+9//SE1NVQtoClpj0dLSssBHwfm90C9e++jRozRu3LjAYPdlDRs2pGHDhsyePZutW7fyySefsG3bNoYOHVriP1Tye+qTkpLUJri8XMfS5urqyqFDh3jy5EmhvZSv8ztZFGNjY3r16kWvXr3Izs7m448/Zvbs2UyZMgVbW1tMTU3Jzc3V6rPw559/IkmSWruL9TYFQRDef29sHcqPP/4YhUJR4DaJkiSRmJhY6LkKhQIfHx9+/PFHYmJiVOnXrl3j0KFDannbt28PoJo1nG/JkiUAdOjQAYA2bdpgamrK3LlzyczM1KhPPldXV86cOUN2drYqbe/evVovdVScCpZ5s9uMqjQCmZykX7YW2D65Gc9KXLZcNy+QzEhL0Sp/SkoK48aNo27duqoxi+XKlWPmzJkcPHiQ0NDQEtchX8+ePTl9+rTG+wV5wVZOTg6Q9/7l5OSwatUq1fHc3FxWrFihcZ6rqyvXr1/n8eO/l1X6448/OHnypMa1c3NzmTlzpkYZOTk5qj8Ynj59qtH2derUAVAtVWNkZKSqszby/3DJHyMKkJaWprbO55vQrVs3JEkiODhY41j+Pb7O72RhXj5HT0+P6tWrI0kSz58/R6FQ0K1bN3bt2sWff/6pcf6L72X79u158OABO3f+vRxWenp6oY/KBUEQhPfHG+2hnDVrFlOmTCEqKoouXbpgamrK3bt32b17N35+fvj7+xd6fnBwMAcPHqRp06aMGjWKnJwc1Xp3L47hql27NgMHDmTt2rUkJSXh5eXFr7/+yoYNG+jSpQvNm+dNZDEzM2Pp0qUMHTqU+vXr07dvXywtLfnjjz9IT09XfeEPHTqUnTt30rZtW3r27Mnt27fZvHmzKlB4XU0q2bDr2jOwLItFs/4kndhAXHI8hlUaItczJCcpjvSbpzGp0xZzz49LVLa+VTkMjM1YvXo1pqamGBsb4+npWeAYR4Avv/ySBw8e8MMPP6g93hw9ejQbNmxgwoQJtG3bFlPTkg+mnjx5MmFhYXTs2FG1DE5aWhqXL19m586dREVFYWNjQ6dOnWjcuDEBAQFERUVRvXp1fvjhB5KTkzXKHDx4MEuWLMHHx4chQ4YQHx/P6tWrcXd3V00Gg7yxkcOHD2fu3LlcvHiRNm3aoKurS2RkJKGhoSxfvpzu3buzYcMGvvnmG7p27YqrqyspKSl8++23mJmZqf5QMTQ0pHr16mzfvp0qVapgZWVFjRo1Ch2L26ZNGxwdHRkyZAiTJ09GoVDw/fffY2trq/bHUWlr3rw5/fv356uvviIyMpK2bduiVCqJiIigefPmjBkz5rV/JwvSpk0b7O3tady4MWXKlOHatWusXLmSDh06qD438+bNIzw8HE9PT4YNG0b16tV58uQJv//+O0ePHuXJkycADBs2jJUrVzJgwAB+++03ypYty6ZNm1RBvSAIwruUlpVDVGIa2TlK9HTkOFsbY6z/xsKof56STgvPXxbl8ePHaukFLYsiSZK0a9cuqUmTJpKxsbFkbGwsVa1aVRo9erR048aNYq914sQJycPDQ9LT05MqVqworV69usBlWZ4/fy4FBwdLLi4ukq6uruTg4CBNmTJFyszM1CgzLCxMatSokWRoaCiZmZlJDRo0kP7v//5PLc/ixYul8uXLS/r6+lLjxo2l8+fPF7psUGhoaIHt8PJSNPn1PnPlrtqyCrZdp0r6FapLMl0DSaZrIOlYV5BMP+gglfNbo7ZskK6No9p5TgF7JeMaLSWFmZ1a2uoN26Tq1atLOjo6GsvuvOj8+fOSQqGQxowZU+DxX3/9VZLL5QUuQ/MiJycnqUOHDgUeS0lJkaZMmSJVqlRJ0tPTk2xsbKRGjRpJixYtUltqKTExUerfv79kZmYmmZubS/3795cuXLhQYP03b94sVaxYUdLT05Pq1KkjHTp0SGMJnXxr166VPDw8JENDQ8nU1FSqWbOm9Nlnn0kPHjyQJEmSfv/9d6lPnz6So6OjpK+vL9nZ2UkdO3aUzp8/r1bOqVOnVJ9DtFhC6LfffpM8PT0lPT09ydHRUVqyZEmhywYV1HaFfdaKWjZIkvKWW1q4cKFUtWpVSU9PT7K1tZXatWunsQyUNr+TXl5eBS4H9PJ116xZIzVr1kyytraW9PX1JVdXV2ny5MlScnKy2nlxcXHS6NGjJQcHB0lXV1eyt7eXWrZsKa1du1YtX3R0tNS5c2fJyMhIsrGxkcaPH69a7kksGyQIwtumWhZpQSHLIi3IWxbp5iOxLJJMkt7A6H+hSP3XneXUncRS3X5RIZfRqKI1m4Z4llqZ71JUVBQuLi6sX7++wJ2LBEEQBOFNufckvcQLtzetZPOfXrhd7OX9DszpWrPEM7GLoyOXMadrzVItUxAEQRD+a7adi6HV0hOcupM3Rry4zp/846fuJNJq6Qm2nXtzw5veZyKgfAccrIwI7lyybfWKM6Oz+3/2ryJBEARBKA0rwyMJ+OEyWTnKEj9FzFVKZOUoCfjhMivDNVep+bcTAeU70ru+I/5tSmfplslt3OhVX3OBbEEQBEF4Ww4ePEidOnUwMDBAJpNpvTpGvqioKGQyGSEhIW+kfsXZdi6GRYdvlkpZiw7fZHsp9lQ6Ozu/0vCvkJAQZDIZUVFRpVaXwoiA8h0a07wy8z6uib6OHEUJH4Er5DL0deTM/7gmo5sXvq7mP5WzszOSJInxk4IgvBEymUyrn+PHj6vOWbduHdWqVcPAwIDKlSsXuLyZs7NzoWUVtkvVy2bPnk3nzp0pU6YMMpmMoKAgre8rP4DI/zEwMKBcuXL4+Pjw1VdfkZKi3bJyJZWYmEjPnj0xNDTk66+/ZtOmTRgbGzNnzhx+/PHHN3LNF6WnpxMUFKT2fpXEvSfpBIZdKdU6TQ+7wr0n6aVa5vtMzHd/x3rXd6Sxq02JB/82qmj9nx78KwiC8Do2bdqk9nrjxo0cOXJEIz1/w4w1a9YwYsQIunXrxqeffkpERATjxo0jPT2dzz//XJV/2bJlpKamqpURHR3Nl19+SZs2bbSq25dffom9vT1169YtcC1fbcyYMQMXFxeeP3/Oo0ePOH78OBMmTGDJkiWEhYWV+g5V586dIyUlhZkzZ6ptYjBnzhy6d+9Oly5dii3DycmJjIyMIrdmLkx6erpqHV5vb+8Snz919+USb1tcnBylxNTdl9/pZNn+/fvTu3fvt7KdsAgo3wMOVkZsGuJJZFwKW87GEH4znpjEdF78aMsAR2sjmlexo19DRyrZlXxtSEEQBCFPv3791F6fOXOGI0eOaKQDZGRk8MUXX9ChQwfVwvvDhg1DqVQyc+ZM/Pz8VLtkFRQ4zZo1C4BPPvlEq7rdvXsXZ2dnEhISVFvFllS7du2oV6+e6vWUKVM4duwYHTt2pHPnzly7dq3IncTS0tIwNjbW+nrx8fEAajuElVR+j+rbFhmXQsSthAKPKbMzkeu9Wp1ylRIRtxK4FZ/yzr6zFQpF4VtBlzLxyPs9UrmMKUGd3Tnh35w/g3zYN7YJu0c2Yt/YJvwZ5MMJ/+YEdXYXwaQgCMJbFB4eTmJiIqNGjVJLHz16NGlpaezbt6/I87du3YqLiwuNGjXS6nrOzs6vWtUitWjRgmnTphEdHc3mzZtV6b6+vpiYmHD79m3at2+PqampKviNiIigR48eODo6oq+vj4ODAxMnTiQjI0N1vre3NwMHDgSgfv36yGQyfH19kclkqp3C8h/BFzWMqaAxlPl1i42NpUuXLpiYmGBra4u/vz+5ubmq8/ID7+DgYNW1XhwqcP36dbp3746VlRUGBgbUq1ePsLAwALacjUEhl5F66SjR8zqSGXOZxEPfcO+rT4j9Ou++Hm0J4MF3o8hOiOHR1inELOrG/ZUDSD7z985eBVHIZWw+E8P69etp0aIFdnZ26OvrU716dbUd4vJJksSsWbOoUKECRkZGNG/enCtX1B/Fnz9/HplMVuAObIcOHUImk7F3716g8DGUBw4cwMvLC1NTU8zMzKhfvz5bt25Vy3P27Fnatm1b5P29SPRQvqeM9XVwL2f+rqshCILwn3fhwgUAtR4/AA8PD+RyORcuXCiwZzP/3GvXrvHFF1+88Xpqo3///kydOpXDhw8zbNgwVXpOTg4+Pj40adKERYsWqXaoCg0NJT09nZEjR2Jtbc2vv/7KihUruH//vmp73i+++AI3NzfWrl2retTu6upKq1atGDp0KA0aNMDPzw/glXady83NxcfHB09PTxYtWsTRo0dZvHgxrq6ujBw5EltbW1atWsXIkSPp2rUrH3+ct8tc/mP9K1eu0LhxY8qXL09AQADGxsbs2LGDLl26sGvXLsJvWagNNXtyeBVyQzPMG/dGep6lSldmphK/IxCjKh9iXLUp6Td+Iel4CHq2zhi6qn82VHVXSoTfjCdjxyrc3d3p3LkzOjo67Nmzh1GjRqFUKhk9erQq//Tp05k1axbt27enffv2/P7777Rp00ZtO+h69epRsWJFduzYoQrk823fvh1LS0t8fHwKbc+QkBAGDx6Mu7s7U6ZMwcLCggsXLnDw4EH69u0LwLFjx2jXrh0eHh7avk0ioBQEQRCEojx8+BCFQoGdnZ1aup6eHtbW1jx48KDQc7ds2QJo/7j7TatQoQLm5ubcvn1bLT0rK4sePXowd+5ctfT58+erPRr38/OjUqVKTJ06lZiYGBwdHWndujWxsbGsXbtW7VH7hx9+yIgRI6hYsWKhAbc2MjMz6dWrF9OmTQNgxIgRfPDBB6xbt46RI0dibGxM9+7dGTlyJLVq1dK41vjx43F0dOTcuXOqsYSjRo2iSZMmTP7sc3K7L1XLLzcwoUyf2cjk6o+Kc1OfYN3xU0xqtADApHZrYr8ZTOqlw4UGlAAxiemcO/w/bCz+fro4ZswY2rZty5IlS1QB5ePHj1mwYAEdOnRgz549yGR5k3W/+OIL5syZo1Zmr169WLRoEU+fPlUNt8jOzmb37t18/PHHhY5DTU5OZty4cTRo0IDjx4+rDTHI3+dGkiRGjBhB8+bNOXDgQKH39TLxyFsQBEEQipCRkYGenl6BxwwMDNQe/75IqVSybds26tatq5rc8z4wMTEpcLb3yJEjNdJeDCbT0tJISEigUaNGSJKk6rl9G0aMGKH2umnTpty5c6fY8548ecKxY8fo2bMnKSkpJCQkkJCQQGJiIj4+Pty+FcnzFPXxkya1fTSCSQCZniHG7s3/fq3QRa9sFXKS4oqsgwTEpStVr5OTk0lISMDLy4s7d+6QnJwMwNGjR8nOzmbs2LGqYBJgwoQJGmX26tWL58+f88MPP6jSDh8+TFJSEr169Sq0LkeOHCElJYWAgACN8ar517x48SKRkZH07duXxMTEIu/tRaKHUhAEQRCKYGhoqPbI8UWZmZmFTm45ceIEsbGxTJw4UePYo0eP1F6bm5sXOUmmNKWmpmr0turo6FChQgWNvDExMUyfPp2wsDCePn2qdiw/EHrTDAwMNCYnWVpaatSnILdu3UKSJKZNm6bq4XyZMi0ZTG1Ur3UsyhSYT2FqrRboQV5vZvbjqGLr8evpU4xftZjTp0+Tnq6+lFBycjLm5uZER0cDaCwvZWtrq+qFzFe7dm2qVq3K9u3bGTJkCJD3uNvGxoYWLVoUWo/8nukaNWoUmicyMm9R9vzH6dru0C0CSkEQBEEoQtmyZcnNzSU+Pl4tEMvOziYxMZFy5coVeN6WLVuQy+X06dOnwDJftH79+rey7u79+/dJTk6mUiX19Yv19fWRy9UfWubm5tK6dWuePHnC559/TtWqVTE2NiY2NhZfX1+USiVvw+vMUs6vo7+/f4HjCqMS0pjxq/ofCzKdgpfYkckKeahbTMD1/OlDRnwyhmpVq7JkyRIcHBzQ09Nj//79LF269JXbsVevXsyePZuEhARMTU0JCwujT58+6Oi8XmiXX5+FCxdSp04drc8TAaUgCIIgFCH/S/X8+fO0b99elX7+/HmUSmWBX7pZWVns2rULb2/vAgPOI0eOqL12dy/d7XgLk7/OZlGTNvJdvnyZmzdvsmHDBgYMGKBKf7nuRXm5R+9NKew6FStWBEBXV1dtfcx8aVk5zP7jEKW7AqW6jFu/kp2VRVhYGI6Of+9qFx4erpbPyckJyOshzK835I2tLKg3tlevXgQHB7Nr1y7KlCnDs2fP6N27d5F1yZ8U9eeff2r8UfFyHjMzswLbrDBiDKUgCIIgFKFFixZYWVlpLPOyatUqjIyM6NChg8Y5+/fvJykpqdDJOK1atVL7ebnH8k04duwYM2fOxMXFRatJQvk9gy8+8pQkieXLl2t9TWNj4xJvwfgq8melv3wtOzs7vL29WbNmDQ8fPtQ4L/3ZUxzf8AYhViZ5PZ4vtmNycjLr169Xy9eqVSt0dXVZsWKFWt5ly5YVWG61atWoWbMm27dvZ/v27ZQtW5ZmzZoVWZc2bdpgamrK3LlzyczMVDuWf00PDw9cXV1ZtGiRxiL9RRE9lIIgCIJQBENDQ2bOnMno0aPp0aMHPj4+REREsHnzZmbPno2VlZXGOVu2bEFfX59u3bqV+HqbNm0iOjpaNdbu559/Vi2O3r9/f1VPVlEOHDjA9evXycnJIS4ujmPHjnHkyBGcnJwICwvTagHxqlWr4urqir+/P7GxsZiZmbFr1y6txi7m8/Dw4OjRoyxZsoRy5crh4uKCp2fp7xxjaGhI9erV2b59O1WqVMHKyooaNWpQo0YNvv76a5o0aULNmjUZNmwYFStWJC4ujtOnT3P//n26ztzKprPRpV4nyFuHsm0bH749sJZOnToxfPhwUlNT+fbbb7Gzs1MLcvPX15w7dy4dO3akffv2XLhwgQMHDmBjY1Ng+b169WL69OkYGBgwZMgQjWELLzMzM2Pp0qUMHTqU+vXr07dvXywtLfnjjz9IT09nw4YNyOVyvvvuO9q1a4e7u7tqbGdxREApCIIgCMUYNWoUurq6LF68mLCwMBwcHFi6dCnjx4/XyPvs2TP27dtHhw4dMDcv+XrC69at48SJE6rX4eHhqsejTZo00SqgnD59OpC3tJGVlRU1a9Zk2bJlDBo0CFNT7TbH0NXVZc+ePYwbN465c+diYGBA165dGTNmDLVr19aqjCVLluDn58eXX35JRkYGAwcOfCMBJcB3333H2LFjmThxItnZ2QQGBlKjRg2qV6/O+fPnCQ4OJiQkhMTEROzs7Khbty7Tp0+nlqcjIaej3kidcpUSE7p74eOwky+//BJ/f3/s7e1V62cOHjxYLf+sWbMwMDBg9erVhIeH4+npyeHDhwvsBYe8gPLLL78kPT29yNndLxoyZAh2dnbMmzePmTNnoqurS9WqVdUmj3l7e3P69Glmzpyp9b3KJG2n7wiCIAiCIPwL9V93llN3EtUWOH9dCrmMRhWt3+le3m+TGEMpCIIgCMJ/2pyuNdGRl+4EIh25jDlda5Zqme8zEVAKgiAIgvCf5mBlRHDn0p1pP6OzOw5veMLP+0QElIIgCIIg/Of1ru+If5sqpVLW5DZu9KrvWHzGfxExhlIQBEEQBOEv287FEBh2hRylVKIxlQq5DB25jBmd3f9zwSSIgFIQBEEQBEHNvSfpTN19mYhbCSjksiIDy/zjTSvZMKdrzf/UY+4XiYBSEARBEAShAJFxKWw5G0P4zXhiEtPVdtSRAY7WRjSvYke/ho5UstNuOaZ/KxFQCoIgCIIgFCMtK4eoxDSyc5To6chxtjbGWF8s551PBJSCIAiCIAjCaxGzvAVBEARBEITXIgJKQRAEQRAE4bWIgFIQBEEQBEF4LSKgFARBEARBEF6LmJ6kJTG7SxAEQRAEoWAiIiqCav2pG/HEPClg/SkrI5q72fGJpyOVy/y3158SBEEQBOG/SywbVACxQr4gCIIgCIL2RED5ktfdwzO4szu9/4N7eAqCIAiC8N8lAsoXrAyPZNHhm69djn+bKoxpXrkUaiQIgiAIgvD+E7O8/7LtXEypBJMAiw7fZPu5mFIp633n7e2Nt7f3Gy0zKioKmUxGSEhIqV7nVeoiCIIgCIKmf21AOWfOHH788cdi882bNw+ZTIb/0o0FHo/bEUjM0p7kpCQWWkbK7/tIvXRULW162BXuPUkvUZ1L6sGDBwQFBXHx4sU3ep1/u6tXrxIUFERUVNS7roogCIIg/CP95wPKSZMmYVHelbgDX6N8nqV2LO36L2Te+Q1Lr4HomFoXWkbK7/tIvaweUOYoJabuvvxKddfWgwcPCA4OfqcB5eHDhzl8+PAbvYaTkxMZGRn079//jZR/9epVgoODCwwo38b9CYIgCMI/3SsHlJmZmSiVytKsy2uTJImMjIwSnRP1JBODFiPJSY4n+dQ2VboyK52nR9eiV84Nk7rtSlyXXKVExK0EbsWnlPjcfxI9PT309PTe6DVkMhkGBgYoFIo3ep2CvI37EwRBEIR/Oq0DSplMxrZt2/jyyy8pX748RkZGPHv2DICzZ8/Stm1bzM3NMTIywsvLi5MnT6qdHxQUhEwm4/r16/Ts2RMzMzOsra0ZP348mZmZanlzcnKYOXMmrq6u6Ovr4+zszNSpU8nKUu9BdHZ2pmPHjhw6dIh69ephaGjImjVrkMlkpKWlsWHDBmQyGTKZDF9f3wLva8vZGIwcqmFStx3Pzu4mOyFv7GPSz5vITU/Guu1YZLLCm+n+N4N5nhBD1r0/iZ7Xkeh5HXm0JQDIm/m94seT9OjRAysrK4yMjGjYsCH79u3Tqs2PHDlCkyZNsLCwwMTEBDc3N6ZOnQrA8ePHqV+/PgCDBg1S3eeL4wxDQ0Px8PDA0NAQGxsb+vXrR2xsrNo1fH19MTEx4c6dO/j4+GBsbEy5cuWYMWMG2szXenmM4fHjx5HJZOzYsYPZs2dToUIFDAwMaNmyJbdu3dI4f+3atbi6umJoaEiDBg2IiIjQyFPYGMr8z5KtrS2Ghoa4ubnxxRdfqI5HR0czatQo3NzcMDQ0xNramh49eqj1RIaEhNCjRw8AmjdvrmrH48ePF3h/APHx8QwZMoQyZcpgYGBA7dq12bBhQ4F1XrRokeoe9fX1qV+/PufOnSu2XQVBEAThn6REC5vPnDkTPT09/P39ycrKQk9Pj2PHjtGuXTs8PDwIDAxELpezfv16WrRoQUREBA0aNFAro2fPnjg7OzN37lzOnDnDV199xdOnT9m48e8xjEOHDmXDhg10796dSZMmcfbsWebOncu1a9fYvXu3Wnk3btygT58+DB8+nGHDhuHm5samTZsYOnQoDRo0wM/PDwBXV9cC7yn8Rjy5SglLr4Fk3DzNk4MrsWzlR8rv+zDz/Bg9O+ci28Sq1TCeHFmDTM8A8w97AaAwtgAgO+UJqyaNw0CWw7hx47C2tmbDhg107tyZnTt30rVr10LLvXLlCh07dqRWrVrMmDEDfX19bt26pQrUq1WrxowZM5g+fTp+fn40bdoUgEaNGgF5gdKgQYOoX78+c+fOJS4ujuXLl3Py5EkuXLiAhYWF6lq5ubm0bduWhg0bsmDBAg4ePEhgYCA5OTnMmDGjyPsvzLx585DL5fj7+5OcnMyCBQv45JNPOHv2rCrPunXrGD58OI0aNWLChAncuXOHzp07Y2VlhYODQ5HlX7p0iaZNm6Krq4ufnx/Ozs7cvn2bPXv2MHv2bADOnTvHqVOn6N27NxUqVCAqKopVq1bh7e3N1atXMTIyolmzZowbN46vvvqKqVOnUq1aNVX7FiQjIwNvb29u3brFmDFjcHFxITQ0FF9fX5KSkhg/frxa/q1bt5KSksLw4cORyWQsWLCAjz/+mDt37qCrq/tKbSsIgiAI7x1JS4BUsWJFKT09XZWmVCqlypUrSz4+PpJSqVSlp6enSy4uLlLr1q1VaYGBgRIgde7cWa3cUaNGSYD0xx9/SJIkSRcvXpQAaejQoWr5/P39JUA6duyYKs3JyUkCpIMHD2rU19jYWBo4cGCR95SS+VxyDtgrOf31Y9NligRIcgNTScfCXnKYtEt1rKgfXRtHSd+hhka6ab2PJEA6/L/wv6+ZkiK5uLhIzs7OUm5ubqF1W7p0qQRIjx8/LjTPuXPnJEBav369Wnp2drZkZ2cn1ahRQ8rIyFCl7927VwKk6dOnq9IGDhwoAdLYsWNVaUqlUurQoYOkp6dX5PUlSZK8vLwkLy8v1evw8HAJkKpVqyZlZWWp0pcvXy4B0uXLl9XqWKdOHbV8a9eulQC1Mu/evatxn82aNZNMTU2l6Ohotfq8/Dl82enTpyVA2rhxoyotNDRUAqTw8PBi72/ZsmUSIG3evFmVlp2dLX344YeSiYmJ9OzZM7U6W1tbS0+ePFHl/emnnyRA2rNnj8a1BEEQBOGfqkRjKAcOHIihoaHq9cWLF4mMjKRv374kJiaSkJBAQkICaWlptGzZkp9//lljnOXo0aPVXo8dOxaA/fv3q/33008/Vcs3adIkAI3HxS4uLvj4+JTkNlSiE9PUtlM0rtoYQ9d6KDNTsGozErmu/iuVmy/jznn0ylahXNW6qjQTExP8/PyIiori6tWrhZ6b34P4008/lXis6vnz54mPj2fUqFEYGBio0jt06EDVqlULfOQ+ZswY1b9lMhljxowhOzubo0ePauTVxqBBg9TGHub3oN65c0etjiNGjFDL5+vri7m5eZFlP378mJ9//pnBgwfj6Ki+iLxMJlP9+8XP6vPnz0lMTKRSpUpYWFjw+++/v9J97d+/H3t7e/r06aNK09XVZdy4caSmpnLixAm1/L169cLS0lL1+uV2EARBEIR/gxIFlC4uLmqvIyMjgbxA09bWVu3nu+++Iysri+TkZLVzKldWX/Db1dUVuVyuGtcWHR2NXC6nUqVKavns7e2xsLAgOjq6yDqVRHaOZqCmZ1/5r/9W0jhWUjnJ8ehalde4Tv7j1Jfv5UW9evWicePGDB06lDJlytC7d2927NihVXCZX66bm5vGsapVq2pcVy6XU7FiRbW0KlWqALzyUjovB3r5QdXTp0/V6vjy50FXV1ejLi/LD8Zq1KhRZL6MjAymT5+Og4MD+vr62NjYYGtrS1JSksbnUlvR0dFUrlwZuVz9V6ew97S4dhAEQRCEf4MSjaF8sccHUAU3CxcupE6dOgWeY2JiUmSZL/YoaZNeXJ1KQk/n7aya9CrXMTQ05OeffyY8PJx9+/Zx8OBBtm/fTosWLTh8+PA7mfFcEoXVT3qLGzONHTuW9evXM2HCBD788EPMzc2RyWT07t37ra1Q8D60gyAIgiC8aSUKKF+WP9HFzMyMVq1aaXVOZGSkWq/irVu3UCqVODs7A3lrDiqVSiIjI9UmRsTFxZGUlISTk5NW19EmIHW2NkYGvPZXeyHX0jG34/mTWJytjdXSr1+/DlDsvcjlclq2bEnLli1ZsmQJc+bM4YsvviA8PJxWrVoVeo/55d64cYMWLVqoHbtx44bGdZVKJXfu3FH1SgLcvJm3a1D++1La8usQGRmpVsfnz59z9+5dateuXei5+T2Yf/75Z5HX2LlzJwMHDmTx4sWqtMzMTJKSktTyafvHS369L126hFKpVOul1PY9FQRBEIR/o9fqovPw8MDV1ZVFixaRmpqqcfzx48caaV9//bXa6xUrVgDQrl3eWo/t27cHYNmyZWr5lixZAuSNA9SGsbGxRuCgkUdfB0crI63KK4pM1wBlVppGumHFemQ/vMml3/9eJiYtLY21a9fi7OxM9erVCy3zyZMnGmn5vcD5yycZG+cFqi/fZ7169bCzs2P16tVqSy0dOHCAa9euFdiGK1euVP1bkiRWrlyJrq4uLVu2LLSOr6NevXrY2tqyevVqsrOzVekhISHFvm+2trY0a9aM77//npgY9S0uX+z5UygUGj2BK1asIDc3Vy2tsHYsSPv27Xn06BHbt29XpeXk5LBixQpMTEzw8vIqtgxBEARB+Ld5rR5KuVzOd999R7t27XB3d2fQoEGUL1+e2NhYwsPDMTMzY8+ePWrn3L17l86dO9O2bVtOnz7N5s2b6du3r6pHqnbt2gwcOJC1a9eSlJSEl5cXv/76Kxs2bKBLly40b95cq7p5eHhw9OhRlixZQrly5XBxccHT01MjX3M3OzadjSZX+er9lHr2lUj9fT9JJ7eha1kWuZEFhs61sWzUA+WtX2jXrh3jxo3DysqKDRs2cPfuXXbt2qUxDu9FM2bM4Oeff6ZDhw44OTkRHx/PN998Q4UKFWjSpAmQ10NsYWHB6tWrMTU1xdjYGE9PT1xcXJg/fz6DBg3Cy8uLPn36qJYNcnZ2ZuLEiWrXMjAw4ODBgwwcOBBPT08OHDjAvn37mDp1Kra2tq/cLkXR1dVl1qxZDB8+nBYtWtCrVy/u3r3L+vXrix1DCfDVV1/RpEkTPvjgA/z8/HBxcSEqKop9+/apdg7q2LEjmzZtwtzcnOrVq3P69GmOHj2KtbX6rkd16tRBoVAwf/58kpOT0dfXp0WLFtjZ2Wlc18/PjzVr1uDr68tvv/2Gs7MzO3fu5OTJkyxbtgxTU9NSaR9BEARB+Cd5rYAS8hZ+Pn36NDNnzmTlypWkpqZib2+Pp6cnw4cP18i/fft2pk+fTkBAADo6OowZM4aFCxeq5fnuu++oWLEiISEh7N69G3t7e6ZMmUJgYKDW9VqyZAl+fn58+eWXZGRkqIKll33i6UjI6agS3/eLLBr3Jjc5nmdndyFlZ6DvUAND59rIjCwIO3SMVQtnsmLFCjIzM6lVqxZ79uwptqe1c+fOREVF8f3335OQkICNjQ1eXl4EBwerZkHr6uqyYcMGpkyZwogRI8jJyWH9+vW4uLjg6+uLkZER8+bN4/PPP8fY2JiuXbsyf/58tTUoIa8n7+DBg4wcOZLJkydjampKYGAg06dPf612KY6fnx+5ubksXLiQyZMnU7NmTcLCwpg2bVqx59auXZszZ84wbdo0Vq1aRWZmJk5OTvTs2VOVZ/ny5SgUCrZs2UJmZiaNGzfm6NGjGqsC2Nvbs3r1aubOncuQIUPIzc0lPDy8wIDS0NCQ48ePExAQwIYNG3j27Blubm6sX7++0MXzBUEQBOHfTia9pdkBQUFBBAcH8/jxY2xsbN7GJbXWf91ZTt1JfK1eypcp5DIaVbRm0xDNIPZ94uvry86dOwscsiAIgiAIgqCNtzPN+T03p2tNdOTaT8zQho5cxpyuNUu1TEEQBEEQhPeRCCgBBysjgju7l2qZMzq741AKE34EQRAEQRDedyKg/Evv+o74t6lSfEYtTG7jRq/6jsVnFARBEARB+Bd4a2Mo/ym2nYshMOwKOUqpRGMqFXIZOnIZMzq7i2BSEARBEIRXlpaVQ1RiGtk5SvR05DhbG2Os/9rzqN8oEVAW4N6TdKbuvkzErQQUclmRgWX+8aaVbJjTtaZ4zC0IgiAIQolFxqWw5WwM4TfiiXmSrrbpigxwtDKiuZsdn3g6UrnM+7dEnQgoi6B6c2/GE5NYwJtrbUTzKnb0a+hIJbv3780VBEEQBOH99m/pxBIBpZb+id3PgiAIgiC8v153mF1wZ3d6vyfD7ERAKQiCIAiC8JatDI9k0eGbr12Of5sqjGleuRRq9HrELG9BEARBEIS3aNu5mFIJJgEWHb7J9nMxpVLW6xABpSAIgiCUIplMptXP8ePHAVi1ahU9evTA0dERmUxW7DauR48epUWLFpibm2NqaoqHhwfbt28vtl7e3t5q1zc0NKRWrVosW7YMpVJZCnf+Zj148ICgoCAuXrz4rqvyWu49SScw7Eqpljk97Ar3nqRrlfdNtaMYBCgIgiAIpWjTpk1qrzdu3MiRI0c00qtVqwbA/PnzSUlJoUGDBjx8+LDIstevX8+QIUNo3bo1c+bMQaFQcOPGDe7du6dV3SpUqMDcuXMBSEhIYOvWrUycOJHHjx8ze/ZsbW/xnXjw4AHBwcE4OztTp06dd12dVzZ192VySnGrZ4AcpcTU3Ze12u75TbWjCCgFQRAEoRT169dP7fWZM2c4cuSIRnq+EydOqHonTUxMCi03KiqK0aNHM3bsWJYvX/5KdTM3N1erx4gRI6hatSorVqxgxowZKBSKVyr3TcrJySm1HtS0tDSMjY1LpaxXERmXQsSthFIvN1cpEXErgVvxKe9s1RnxyFsQBEEQ3iEnJydkMlmx+VavXk1ubi4zZswAIDU1ldedV2tgYED9+vVJSUkhPj5e7djmzZvx8PDA0NAQKysrevfurdET6u3tTY0aNfjtt99o1KgRhoaGuLi4sHr1ao1rxcfHM2TIEMqUKYOBgQG1a9dmw4YNanmioqKQyWQsWrSIZcuW4erqir6+Pt988w3169cHYNCgQarH9iEhIYXeW1BQEDKZjKtXr9K3b18sLS1p0qRJie4vIiJCNRxBX18fBwcHJk6cSEZGhlq+R48eMWjQICpUqIC+vj5ly5blo48+IioqSi3fhMAFPPhuFNELu3B/5QASD69CmZmqXtaWAB58N4rshBgebZ1CzKJu3F85gOQzOzXu8dn5PTz4bhQxi7pxb1kvmjVqyNatWwttk+PHjxfbjqGhoap2sbGxKbSsl4keSkEQBEH4Bzh69ChVq1Zl//79TJ48mdjYWCwtLRk9ejTBwcHI5a/WR5QfxFlYWKjSZs+ezbRp0+jZsydDhw7l8ePHrFixgmbNmnHhwgW1vE+fPqV9+/b07NmTPn36sGPHDkaOHImenh6DBw8GICMjA29vb27dusWYMWNwcXEhNDQUX19fkpKSGD9+vFqd1q9fT2ZmJn5+fujr69O1a1dSUlKYPn06fn5+NG3aFIBGjRoVe389evSgcuXKzJkzRxWAa3t/oaGhpKenM3LkSKytrfn1119ZsWIF9+/fJzQ0VHWNbt26ceXKFcaOHYuzszPx8fEcOXKEmJgYnJ2dgbwAd/+aWRg418GkbjtyEmNJubCf7Ic3se+3EJni75BMmZlK/I5AjKp8iHHVpqTf+IWk4yHo2Tpj6FoPgJSLB3l6dA1Gbo0xrdcZKScb6dl9zp49S9++fQtsi2rVqjFjxoxC2zEkJIRBgwZRv3595s6dS1xcXLHtqyIJgiAIgvDGjB49WtL269bY2FgaOHBggcfMzMwkS0tLSV9fX5o2bZq0c+dOqW/fvhIgBQQEFFu2l5eXVLVqVenx48fS48ePpevXr0uTJ0+WAKlDhw6qfFFRUZJCoZBmz56tdv7ly5clHR0dtXQvLy8JkBYvXqxKy8rKkurUqSPZ2dlJ2dnZkiRJ0rJlyyRA2rx5sypfdna29OGHH0omJibSs2fPJEmSpLt370qAZGZmJsXHx6td/9y5cxIgrV+/vth7lSRJCgwMlACpT58+auklub/09HSNcufOnSvJZDIpOjpakiRJevr0qQRICxcuLLQu8fHxkp6enmTgUldy/DxMcgrYKzkF7JWsWo+QAMm6/XhVmr5Djby0jp+q0hwn75YUxpaSkVsjVZph5YaSro2j6rVTwF7JOWCvlJr5vMh2Kawds7OzJTs7O6lGjRpSRkZGkWUURDzyFgRBEIR/gNTUVJ4+fUpwcDAzZsygW7dubNmyhbZt27J8+XJSUlKKLeP69evY2tpia2tL1apVWbhwIZ07d1Z75PnDDz+gVCrp2bMnCQkJqh97e3sqV65MeHi4Wpk6OjoMHz5c9VpPT4/hw4cTHx/Pb7/9BsD+/fuxt7enT58+qny6urqMGzeO1NRUTpw4oVZmt27dsLW1fZVm0jBixAi11yW5P0NDQ9W/09LSSEhIoFGjRkiSxIULF1R59PT0OH78OE+fPi2wDkePHiU7Oxuzeh8hk/0depnU8UGmb0TG7XNq+WV6hhi7N//7tUIXvbJVyEn6u8dQrm9MTkoiWQ//Xn5IAqIS00rQOn87f/488fHxjBo1CgMDgxKfLx55C4IgCMI/gKGhIWlpaWpBGUCfPn04ePAgFy5coFmzZkWW4ezszLfffotSqeT27dvMnj2bx48fqwUQkZGRSJJE5coFL5atq6ur9rpcuXIaE12qVKkC5D1Ob9iwIdHR0VSuXFnjsXz+TPfo6Gi1dBcXlyLvoyReLqsk9xcTE8P06dMJCwvTCBaTk5MB0NfXZ/78+UyaNIkyZcrQsGFDOnbsyIABA7C3twf+vj8d6wpqZcgUuuiY25OT/FgtXWFqrTGuVm5gQvbjKNVr84bdyYy+yKMNn6JjWRYDlw8wru5Fdk7xwwAKkl9HNze3VzpfBJSCIAiC8A9Qrlw5IiMjKVOmjFq6nZ0dQKG9Yy8yNjamVatWqteNGzfmgw8+YOrUqXz11VcAKJVKZDIZBw4cKHDWd1Ez0UvLiz2DpV2WtveXm5tL69atefLkCZ9//jlVq1bF2NiY2NhYfH191WaeT5gwgU6dOvHjjz9y6NAhpk2bxty5czl27Bh169YtcZ1f7MVU88IkLF0bB8oNW0PG7V/JuPM76TdOkvr7PtbaJrBqyfwSX/N1iYBSEARBEP4BPDw8iIyMJDY2looVK6rSHzx4APBKj4hr1apFv379WLNmDf7+/jg6OuLq6ookSbi4uKh6Govy4MEDjeV4bt7MewybPyHFycmJS5cuoVQq1Xopr1+/rjpeHG1mwmtD2/u7fPkyN2/eZMOGDQwYMECVfuTIkULLnTRpEpMmTSIyMpI6deqwePFiNm/erLq/nMT76FrYq86Rcp+TkxyHoXPtV7oXuZ4BxtWaYVytGVLucx7/MIdvv1rM0jnBhT62Lqwd8+t448YNWrRoUfK6lPgMQRAEQRDeul69egGwbt06VZpSqWT9+vVYWVnh4eHxSuV+9tlnPH/+nCVLlgDw8ccfo1AoCA4O1liWSJIkEhMT1dJycnJYs2aN6nV2djZr1qzB1tZWVaf27dvz6NEjtR19cnJyWLFiBSYmJnh5eRVbz/yANSkp6ZXuM5+295ffe/liHkmSNNYATU9PJzMzUy3N1dUVU1NTsrKyAGjVqhV6eno8v7RfrbzUP44gZaVh6Fq/xPeRm/FM7bVMoYt1hYpIksTz588LPa+wdqxXrx52dnasXr1aVe+SED2UgiAIgvAO7dmzhz/++AOA58+fc+nSJWbNmgVA586dqVWrFgAfffQRLVu2ZO7cuSQkJFC7dm1+/PFHfvnlF9asWYO+vv4rXb969eq0b9+e7777jmnTpuHq6sqsWbOYMmUKUVFRdOnSBVNTU+7evcvu3bvx8/PD399fdX65cuWYP38+UVFRVKlShe3bt3Px4kXWrl2rGo/o5+fHmjVr8PX15bfffsPZ2ZmdO3dy8uRJli1bhqlp8Ytxu7q6YmFhwerVqzE1NcXY2BhPT88Sj7fU9v6qVq2Kq6sr/v7+xMbGYmZmxq5duzSGFty8eZOWLVvSs2dPqlevjo6ODrt37yYuLo7evXsDeb3HU6ZMITg4mMwdgRhWasDzJ7Gk/L4PvbKV1SbgaCt+2zQUJpbol6+O3NiC3Cf3SP19Hx06dCiyPYtqx/nz5zNo0CC8vLzo06cPcXFxzJkzR7sKlXheuCAIgiAIWitu2aCBAwdK5E3Q1fh5eWmXlJQUafz48ZK9vb2kp6cn1axZU20pnqJ4eXlJ7u7uBR47fvy4BEiBgYGqtF27dklNmjSRjI2NJWNjY6lq1arS6NGjpRs3bmiUef78eenDDz+UDAwMJCcnJ2nlypUa14iLi5MGDRok2djYqOr+8v3lLxtU2BI8P/30k1S9enVJR0en2CWE8pcNevz4cYHHtbm/q1evSq1atZJMTEwkGxsbadiwYdIff/yhdu2EhARp9OjRUtWqVSVjY2PJ3Nxc8vT0lHbs2KFxzelzFkk61hUk5DqS3NhCMqnbXnKYsE1t6R99hxoaywE5BeyVjGu0lBRmdn8vOdR2jKTvUEOSG5pJKHQlHYuy0tDR46Xk5ORC20Sbdty+fbtUt25dSV9fX7Kysiq2rHwySXrNZfYFQRAEQfhP8vb2JiEhgT///PNdV+Ufo/+6s5y6k0huKe7nrZDLaFTRWqu9vN8UMYZSEARBEAThLZnTtSY68tKZYJRPRy5jTteapVpmSYmAUhAEQRAE4S1xsDIiuLN7qZY5o7M7DlZGpVpmSYmAUhAEQRAE4S3qXd8R/zbFL8mkjclt3OhV37FUynodYgylIAiCIAjCO7DtXAyBYVfIUUolGlOpkMvQkcuY0dn9vQgmQQSUgiAIgiAI78y9J+lM3X2ZiFsJKOSyIgPL/ONNK9kwp2vNd/6Y+0UioBQEQRAEQXjHIuNS2HI2hvCb8cQkpvNicCYDHK2NaF7Fjn4NHalkV/y6nW+bCCgFQRAEQRDeI2lZOUQlppGdo0RPR46ztTHG+u/3XjQioCyhf+KbLAiCIAiC8CaJSEgLqm7oG/HEPCmgG9rKiOZudnzi6UjlMu9fN7QgCIIgCMKbJHooi/BvGSgrCIIgCILwJomAshCvO5U/uLM7vd+TqfyCIAiCIAhvkggoC7AyPJJFh2++djn+baowpnnlUqiRIAiCIAjC++ud7ZQTFRWFTCYjJCTkXVWhQNvOxRQZTN7/ZjAJe5dqVdaiwzfZfi6mtKr2j3fw4EHq1KmDgYEBMpmMpKSkd12lQoWEhCCTyYiKiirxuc7Ozvj6+pZ6nQRBEAThfSW2XnzBvSfpBIZdKdUyp4dd4d6T9FIt831w9epVgoKCtA64EhMT6dmzJ4aGhnz99dds2rQJY2PjN1tJQRAEQRDeCjHL+wVTd18mpwTjJbWRo5SYuvsym4Z4lmq579rVq1cJDg7G29sbZ2fnYvOfO3eOlJQUZs6cSatWrd58Bd+hGzduIJeLv9UEQRCE/w7xrfeXyLgUIm4llGgCjjZylRIRtxK4/uAp2dnZpVr2P0l8fDwAFhYWpVZmWlpaqZVVmvT19dHV1X3X1RAEQRCEt0brgDIjI0Ptta+vLyYmJsTGxtKlSxdMTEywtbXF39+f3NxctbxJSUn4+vpibm6OhYUFAwcO1Hr83PPnzwkODqZy5coYGBhgbW1NkyZNOHLkiFq+69ev0717d6ysrDAwMKBevXqEhYWp5ckfF3fy5Ek+/fRTbG1tMTY2pmvXrqw9fBGFXKbKK0kSSSe3cf/rgcQs6sajrVPIfhytVZ1zkuKInteR5LM/8OzcT8SuHkp1BxuuXr2qdV0Brly5QosWLTA0NKRChQrMmjWL77//XmNsn0wmIygoSOP8gsbyJSUlMWHCBBwcHNDX16dSpUrMnz8fpVKplm/btm14eHhgamqKmZkZNWvWZPny5ap27NGjBwDNmzdHJpMhk8k4fvx4ge3h7e3NwIEDAahfvz4ymUytXqGhoXh4eGBoaIiNjQ39+vUjNjZWrYz8z9vt27dp3749pqamfPLJJwVeDyA6OppRo0bh5uaGoaEh1tbW9OjRo8BH9AW188vt0bFjRypWrFjgtT788EPq1aunel1Yu0+cOBFnZ2f09fWpUKECAwYMICEhQZUnKyuLwMBAKlWqhL6+Pg4ODnz22WdkZWUVep+CIAiC8D7Q+pH3gAEDCA0NVUvLzc3Fx8cHT09PFi1axNGjR1m8eDGurq6MHDkSyAvMPvroI3755RdGjBhBtWrV2L17tyrAKE5QUBBz585l6NChNGjQgGfPnnH+/Hl+//13WrduDeQFBI0bN6Z8+fIEBARgbGzMjh076NKlC7t27aJr165qZY4dOxZLS0sCAwOJiopi2bJlWN1Jwqi9vypPcsRmkk9tx9C1HoYV65EVd5v47dOQcnO0bTLSLh9FysnGpE5brMyMsLKy0rqujx49onnz5uTk5KjyrV27FkNDQ62v/7L09HS8vLyIjY1l+PDhODo6curUKaZMmcLDhw9ZtmwZAEeOHKFPnz60bNmS+fPnA3Dt2jVOnjzJ+PHjadasGePGjeOrr75i6tSpVKtWDUD135d98cUXuLm5sXbtWmbMmIGLiwuurq5AXnA6aNAg6tevz9y5c4mLi2P58uWcPHmSCxcuqPVo5uTk4OPjQ5MmTVi0aBFGRoWv9Xnu3DlOnTpF7969qVChAlFRUaxatQpvb2+uXr2qOlfbdu7VqxcDBgzg3Llz1K9fX5UeHR3NmTNnWLhwYaF1SU1NpWnTply7do3BgwfzwQcfkJCQQFhYGPfv38fGxgalUknnzp355Zdf8PPzo1q1aly+fJmlS5dy8+ZNfvzxx0LLFwRBEIR3TtKSTCaToqOjVa8HDhwoAdKMGTPU8tWtW1fy8PBQvf7xxx8lQFqwYIEqLScnR2ratKkESOvXry/yurVr15Y6dOhQZJ6WLVtKNWvWlDIzM1VpSqVSatSokVS5cmVV2vr16yVAatWqlaRUKlXpo8eNl5DJJYcJ2yWngL1ShXFbJBQ6kqFrfcnx8z2SU8BeySlgr2T2YU8JkIxrtFSlFfRTfsQ6CZBk+kZShXFbJKeAvZJzwF4pNfO51nWdMGGCBEhnz55VpcXHx0vm5uYSIN29e1eVDkiBgYEa7eLk5CQNHDhQ9XrmzJmSsbGxdPPmTbV8AQEBkkKhkGJiYiRJkqTx48dLZmZmUk5OTqFtHhoaKgFSeHh4oXlelN/2586dU6VlZ2dLdnZ2Uo0aNaSMjAxV+t69eyVAmj59uiot//MWEBCg1fXS09M10k6fPi0B0saNG1Vp2rZzcnKypK+vL02aNEmtzAULFmj8brzc7tOnT5cA6YcfftCoU/7ncNOmTZJcLpciIiLUjq9evVoCpJMnT2p134IgCILwLmj9yFuSJC5cuKCRPmLECLXXTZs25c6dO6rX+/fvR0dHR9VjCaBQKBg7dqxW17WwsODKlStERkYWePzJkyccO3aMnj17kpKSQkJCAgkJCSQmJuLj40NkZKTG41M/Pz9ksr8fb1euVQ8kJTnP8sb5ZUZdhNwcTD06quUzq/+RVnXOZ1SlEQojcwAk4I9b97Wu6/79+2nYsCENGjRQlWdra1vkY97ihIaG0rRpUywtLVXXTkhIoFWrVuTm5vLzzz8DeW2elpamMaygtJ0/f574+HhGjRqFgYGBKr1Dhw5UrVqVffv2aZzz4ueoKC/2MD5//pzExEQqVaqEhYUFv//+u+qYtu1sZmZGu3bt2LFjB9ILS7du376dhg0b4uhY+CL2u3btonbt2ho95YDq8xUaGkq1atWoWrWq2nvTokULAMLDw7W6b0EQBEF4F0o0KSc5OVnttYGBAba2tmpplpaWPH36VPU6OjqasmXLYmJiopbPzc1Nq2vOmDGDpKQkqlSpQs2aNZk8eTKXLl1SHb916xaSJDFt2jRsbW3VfgIDA4G/J4Tke/nL38gkL+hTZqYCkJOcl1/HqrxaPoWROXID9fsoio5FGbXXt29rX9fo6GgqV9ZcFF3bditIZGQkBw8e1Lh2/qzr/GuPGjWKKlWq0K5dOypUqMDgwYM5ePDgK1+3MNHReWNSC7qnqlWrqo7n09HRoUKFClqVnZGRwfTp01VjRW1sbLC1tSUpKUntc1ySdu7Vqxf37t3j9OnTANy+fZvffvuNXr16FVmX27dvU6NGjSLzREZGcuXKFY33pkqVKoDmZ1gQBEEQ3iclWjbo5YkKCoWiVCtTkGbNmnH79m1++uknDh8+zHfffcfSpUtZvXo1Q4cOVdXJ398fHx+fAsuoVKlSkfXWUfzVC1nKmwbJdPTVr/vXZUpS19fx8uQopVJJ69at+eyzzwrMnx+82NnZcfHiRQ4dOsSBAwc4cOAA69evZ8CAAWzYsKHU6ldS+vr6Wi/HM3bsWNavX8+ECRP48MMPMTc3RyaT0bt3b43PsbY6deqEkZERO3bsoFGjRuzYsQO5XK6aoPQ6lEolNWvWZMmSJQUed3BweO1rCIIgCMKb8sbXoXRycuJ///sfqampar2UN27c0LoMKysrBg0axKBBg0hNTaVZs2YEBQUxdOhQ1cxbXV3dV17f0N5MfQKGjrkdADlPYtG1sFel56Ynq3oxS0oGfFinutZ1dXJyKvAxf0HtZmlpqTFrPjs7m4cPH6qlubq6kpqaqlU76enp0alTJzp16oRSqWTUqFGsWbOGadOmUalSJbWhAK/KyckJyLun/Ee7+W7cuKE6/ip27tzJwIEDWbx4sSotMzNTo51K0s7GxsZ07NiR0NBQlixZwvbt22natCnlypUrsi6urq78+eefxeb5448/aNmyZam0rSAIgiC8TW98Hcr27duTk5PDqlWrVGm5ubmsWLFCq/MTExPVXpuYmFCpUiXVUip2dnZ4e3uzZs0ajQAK4PHjx8Vew1BPvcfSwLkOyHVI+W2v2ni5Z+d+0qrOBXG0NsLFoZzWdW3fvj1nzpzh119/VTu+ZcsWjfNcXV1V4x/zrV27VqOHsmfPnpw+fZpDhw5plJGUlEROTt4M9pfbXC6XU6tWLQBVu+fvcvM62yfWq1cPOzs7Vq9erbY0zoEDB7h27RodOnR45bIVCoXaewewYsUKjTYpSTtD3mPvBw8e8N133/HHH38U+7gboFu3bvzxxx/s3r1b41h+HXv27ElsbCzffvutRp6MjIz3ds1NQRAEQYC30EPZqVMnGjduTEBAAFFRUVSvXp0ffvhBYzxmYapXr463tzceHh5YWVlx/vx5du7cyZgxY1R5vv76a5o0aULNmjUZNmwYFStWJC4ujtOnT3P//n3++OMPra4l/2sdSoWROWaeXXl2OpTHO4MxrFiP7Lg7ZNw5j9zQrMRtoJDLaF7FrkR1/eyzz9i0aRNt27Zl/PjxquVsnJyc1MaQAgwdOpQRI0bQrVs3WrduzR9//MGhQ4ewsbFRyzd58mTCwsLo2LEjvr6+eHh4kJaWxuXLl9m5cydRUVHY2NgwdOhQnjx5QosWLahQoQLR0dGsWLGCOnXqqJYGqlOnDgqFgvnz55OcnIy+vj4tWrTAzs5O63bR1dVl/vz5DBo0CC8vL/r06aNaNsjZ2ZmJEyeWuK3zdezYkU2bNmFubk716tU5ffo0R48exdraWi1fSdoZUK2B6e/vj0KhoFu3bsXWZfLkyezcuZMePXowePBgPDw8ePLkCWFhYaxevZratWvTv39/duzYwYgRIwgPD6dx48bk5uZy/fp1duzYwaFDh9TWuhQEQRCE98kbDyjlcjlhYWFMmDCBzZs3I5PJ6Ny5M4sXL6Zu3brFnj9u3DjCwsI4fPgwWVlZODk5MWvWLCZPnqzKU716dc6fP09wcDAhISEkJiZiZ2dH3bp1mT59utZ1Vb6wS45Fs/7IFHqkXjxAZvRl9MpVwa7XTOJDg0vWAOTtltOvoWOJ6lq2bFnCw8MZO3Ys8+bNw9ramhEjRlCuXDmGDBmiVv6wYcO4e/cu69at4+DBgzRt2pQjR47QsmVLtXxGRkacOHGCOXPmEBoaysaNGzEzM6NKlSoEBwdjbp43Oalfv36sXbuWb775hqSkJOzt7enVqxdBQUGqMYz29vasXr2auXPnMmTIEHJzcwkPDy9RQAl5C5YbGRkxb948Pv/8c9VC8/Pnz3+tXXWWL1+OQqFgy5YtZGZm0rhxY44ePaoxdrUk7Qx5E9E6d+7Mli1baNWqlVb3a2JiQkREBIGBgezevZsNGzZgZ2dHy5YtVZOM5HI5P/74I0uXLmXjxo3s3r0bIyMjKlasyPjx41XjWwVBEAThfSSTXn4u+B/Wf91ZTt1JLNXtFxVyGY0qWpfaXt75C4HfvXtXqz20BUEQBEEQ3jSxl/cL5nStiY68dCdE6MhlzOlas1TLFARBEARBeJ+IgPIFDlZGBHd2L9UyZ3R2x8Gq8C0CBUEQBEEQ/ulEQPmS3vUd8W9TOuPVJrdxo1f9wndQEQRBEARB+DcQYygLse1cDIFhV8hRSiUaU6mQy9CRy5jR2V0Ek4IgCIIg/CeIgLII956kM3X3ZSJuJaCQy4oMLPOPN61kw5yuNcVjbkEQBEEQ/jNEQKmFyLgUtpyNIfxmPDGJ6bzYYDLyFi1vXsWOfg0dqWRn+q6qKQiCIAiC8E6IgLKE0rJyiEpMIztHiZ6OHGdrY4z13/hynoIgCIIgCO8tEVAKgiAIgiAIr0XM8hYEQRAEQRBeiwgoBUEQBEEQhNciBv8JgiAIgiC8x/4J8zfer9oIgiAIgiAIf68wcyOemCcFrDBjZURzNzs+8XSkcpl3v8KMmJQjCIIgCILwnvinroEtAkpBEARBEIT3wOvu0hfc2Z3e72iXPhFQCoIgCIIgvGMrwyNZdPjma5fj36YKY5pXLoUalcx7Ocs7LSuHKw+SuRDzlCsPkknLynnXVRIEQRAE4SUHDx6kTp06GBgYIJPJSEpKKtH5UVFRyGQyQkJC3kj9/im2nYvRCCbvfzOYhL1LS1xW0KJvkMlkREVFlVLttPPeBJSRcSkEhV3Ba2E4NYIO0WHFL3RddYoOK36hRtAhvBaGExR2hci4lHddVUEQBOEfSCaTafVz/Phx1Tnr1q2jWrVqGBgYULlyZVasWKFRrrOzc6FlVa5cfE/RgwcP6NevH25ubpiammJhYUGDBg3YsGED2jxEDAkJUbumgYEB5cqVw8fHh6+++oqUlDfzvZmYmEjPnj0xNDTk66+/ZtOmTRgbGzNnzhx+/PHHN3LNF6WnpxMUFKT2fv0T3XuSTmDYlVIv90FSRqmXWZR3Pstbm8GnEhD9JJ1NZ6MJOR31Xgw+FQRBEP5ZNm3apPZ648aNHDlyRCO9WrVqAKxZs4YRI0bQrVs3Pv30UyIiIhg3bhzp6el8/vnnqvzLli0jNTVVrYzo6Gi+/PJL2rRpU2y9EhISuH//Pt27d8fR0ZHnz59z5MgRfH19uXHjBnPmzNHq/mbMmIGLiwvPnz/n0aNHHD9+nAkTJrBkyRLCwsKoVauWVuVo69y5c6SkpDBz5kxatWqlSp8zZw7du3enS5cuxZbh5ORERkYGurq6Jb5+eno6wcHBAHh7e5f4/PfF1N2XySnBeMniGNdojmkNL745n0yjOqVWbLHeaUD54uBToNgBqPnHT91JpNXSE+908KkgCILwz9KvXz+112fOnOHIkSMa6QAZGRl88cUXdOjQgZ07dwIwbNgwlEolM2fOxM/PD0tLS4ACA6dZs2YB8MknnxRbr1q1amn0so0ZM4ZOnTrx1VdfMXPmTBQKRbHltGvXjnr16qleT5kyhWPHjtGxY0c6d+7MtWvXMDQ0LPT8tLQ0jI2Ni71Ovvj4eAAsLCy0Pudl+T2q75OStsPriIxLIeJWQqmWKZMrkFDwy+1EbsWnUMnu7Swp9M4eea8MjyTgh8tk5ShLNJMJ8gLLrBwlAT9cZmV45BuqoSAIgvBfFR4eTmJiIqNGjVJLHz16NGlpaezbt6/I87du3YqLiwuNGjV65To4OzuTnp5Odnb2K5fRokULpk2bRnR0NJs3b1al+/r6YmJiwu3bt2nfvj2mpqaq4DciIoIePXrg6OiIvr4+Dg4OTJw4kYyMvx+hent7M3DgQADq16+PTCbD19cXmUxGWloaGzZsUD2C9/X1LbR+BY2hzK9bbGwsXbp0wcTEBFtbW/z9/cnNzVWdZ2trC0BwcLDqWkFBQapyrl+/Tvfu3bGyssLAwIB69eoRFhamdv384QInTpxg1KhR2NnZUaFCBdU91qhRg6tXr9K8eXOMjIwoX748CxYs0Krt169fT4sWLbCzs0NfX5/q1auzatUqtTxbzsYgl0HSyW3c/3ogMYu68WjrFLIfR6vly3oYSfS8jqRe/p/GdTLu/Eb0vI6k3/oVgNRLR4me1xHls3g2n4lR5Ttw4ABeXl6YmppiZmZG/fr12bp1q1pZZ8+epW3btpibm2NkZISXl5dW9wqlFFAGBQUhk8m0zl/Q4NNXtejwTbafiykyT05ODp999hkODg7I5XLVX5Mvf/jed87OzkX+Yr4PIiMjadOmDebm5shksrcyjqa0/NM+D4IgvDkXLlwAUOvxA/Dw8EAul6uOF3butWvX6Nu3b4mumZGRQUJCAlFRUWzYsIH169fz4YcfFtmrqI3+/fsDcPjwYbX0nJwcfHx8sLOzY9GiRXTr1g2A0NBQ0tPTGTlyJCtWrMDHx4cVK1YwYMAA1blffPEFfn5+QN6j9k2bNjF8+HA2bdqEvr4+TZs2ZdOmTar0ksrNzcXHxwdra2sWLVqEl5cXixcvZu3atQDY2tqqgrOuXbuqrvXxxx8DcOXKFRo2bMi1a9cICAhg8eLFGBsb06VLF3bv3q1xvVGjRnH16lWmT59OQECAKv3p06e0bduW2rVrs3jxYqpWrcrnn3/OgQMHir2HVatW4eTkxNSpU1m8eDEODg6MGjWKr7/+WpUn/EY8T05sIjliM3p2Llg2H4SOhT3x26chPc9U5dMvWxkdC3vSr0doXCftWgRyAxMMXT5QS1cqJcJv5vUih4SE0KFDB548ecKUKVOYN28ederU4eDBg6r8x44do1mzZjx79ozAwEDmzJlToklWb/2R95sYfDo97AqNXG0KHVP5/fffs3DhQiZMmMAHH3yAo+P7+5j81KlTHD58mAkTJrzWY4R3ZeDAgdy9e5fZs2djYWGh8T/jf6s5c+ZQvXp1rcYMCYLw/nv48CEKhQI7Ozu1dD09PaytrXnw4EGh527ZsgXQ7nH3i5YvX86UKVNUr1u2bMn69etLVEZBKlSogLm5Obdv31ZLz8rKokePHsydO1ctff78+WpBrJ+fH5UqVWLq1KnExMTg6OhI69atiY2NZe3atWqP2j/88ENGjBhBxYoVCxxKoK3MzEx69erFtGnTABgxYgQffPAB69atY+TIkRgbG9O9e3dGjhxJrVq1NK41fvx4HB0dOXfuHPr6+kBe0NikSRM+//xzunbtqpbfysqK//3vfxpDCx48eMDGjRtVQfmQIUNwcnJi3bp1tGvXrsh7OHHihFo7jhkzhrZt27JkyRJGjx5NalYOd+8/JPnsLgxd62PbfToymQxT4OmJjTw7vUOtPKNqTXl2dje5makoDEwAkHKfk3HzNIZujZApNEO6mMR0HsQnMm7cOBo0aMDx48fVhhjkT/qSJIkRI0bQvHlzDhw4oOokLMkfA289oCztwacAOUqJqbsvs2mIZ4HHjx07Rvny5Vm6VH36fUZGBjo673xekppTp04RHByMr6+vRkB548YN5PL3ZmK+hoyMDE6fPs0XX3zBmDFj3nV1Sux1Pg8lGYQuCML7LyMjAz09vQKPGRgYqD3+fZFSqWTbtm3UrVtXNblHW3369KFevXo8fvyYvXv3EhcXV+h1SsrExKTA2d4jR47USHsxCEpLSyMjI4NGjRohSRIXLlx4a50yI0aMUHud3+tZnCdPnnDs2DFmzJhBSkqK2n37+PgQGBhIbGws5cuXV6UPGzaswHGqJiYmasGqnp4eDRo04M6dO8XW48V2TE5O5vnz53h5eXHo0CGSk5O5nwYZURchNwdTj45qT3rN6n+kEVAaV23Ks9OhpN84hWntvMleGXcvoMxKw7ha0wLrIAHbf9xHSkoKAQEBGuNV86958eJFIiMj+fLLL0lMTCz0PoryVqOpNzH4FPLGVEbcSih08Gl8fHyBvX3aDAR+m4Nzi5P/V9b76vHjx8CrD9DOzMxET0/vnQXN79vAcEEQ3h1DQ8NCxy5mZmYW+iV74sQJYmNjmThxosaxR48eqb02NzdXK8fJyQknJycgL7j08/OjVatW3Lhx47Ufe6empmr0turo6KjGC74oJiaG6dOnExYWxtOnT9WOJScnv1Y9tGVgYKAaI5nP0tJSoz4FuXXrFpIkMW3aNFUP58vi4+PVAkoXF5cC81WoUEFjSJ+lpSWXLl0qth4nT54kMDCQ06dPk56ernYsOTmZbEzJSc57JK1jVV7tuMLIHPlfvZD59MpURMe6AunXIlQBZfq1COSGZhg41S60HlF384LfGjVqFJonMjJvPkr+uNgXabv/TYm/uX/55Rfq16+PgYEBrq6urFmzRutzt5yN4fnDG8TtCOTe0l7ELO7Gg3VjeHbuJ7V8GVF/8GjzZ8Qs7kbM0l7E75zJ84R7anmSIrYQPa8jz58+IGHvUu4t7UUNl3IMGjRI9cblD/YNDw/nypUrGmuMvTxmLn8s6NWrV+nbty+WlpY0adIEyBu/2LFjR44fP069evUwNDSkZs2aqrJ++OEHatasiYGBAR4eHhrjay5duoSvry8VK1bEwMAAe3t7Bg8erPaXQFBQEJMnTwbyPtz59c1fnLSgMZR37tyhR48eWFlZYWRkRMOGDTUGix8/fhyZTMaOHTuYPXs2FSpUwMDAgJYtW3Lr1i2t3rsLFy7Qrl07zMzMMDExoWXLlpw5c0at7vn/I5w8eTIymQxnZ+dCy8uv07Zt2/jyyy8pX748RkZGPHv2DCh4YPDJkyc1yomNjWXIkCGUK1cOfX19XFxcGDlypNoXQVJSEhMmTMDBwQF9fX0qVarE/PnzUSqVamUV9nm4fv06PXv2xMzMDGtra8aPH09mZqbaeSUZhC4IwvuvbNmy5ObmqmYy58vOziYxMZFy5coVeN6WLVuQy+X06dOnwDJf/Nm+fXuRdejevTv37t3j559/fvUbAe7fv09ycjKVKlVSS9fX19f4Az43N5fWrVuzb98+Pv/8c3788UeOHDmimjTz8v833xRtZrUXJr+O/v7+HDlypMCfl9uisIC9sHoUF2Tdvn2bli1bkpCQwJIlS9i3bx9HjhxR/aGhVCrR0yl554lx1aZkxlwiNz0ZKec56bfOYuTWCJm88PZSyIuf45LfZgsXLtRoK22VqIfy8uXLtGnTBltbW4KCgsjJySEwMJAyZcpodf4Pe/bzYPNUFMZWmNbrjMLEkucJ98i4fQ6z+h8Bed2/8TsC0bGwx7xJX6Tn2aT8todHmydT1nc5Ohbq10r4cT465mWw8BqIXlIUISEh2NnZMX/+fGxtbdm0aROzZ88mNTVVNU6kuMcQPXr0oHLlysyZM0ftQ3Pr1i369u3L8OHD6devH4sWLaJTp06sXr2aqVOnqmYDzp07l549e6o9oj5y5Ah37txh0KBB2Nvbc+XKFdauXcuVK1c4c+YMMpmMjz/+mJs3b/J///d/LF26FBsbGwCNv9LyxcXF0ahRI9LT0xk3bhzW1tZs2LCBzp07s3PnTo0xIvPmzUMul+Pv709ycjILFizgk08+4ezZs0W2x5UrV2jatClmZmZ89tln6OrqsmbNGry9vTlx4gSenp58/PHHWFhYMHHiRPr06UP79u0xMTEpslyAmTNnoqenh7+/P1lZWejp6XHs2DHatWuHh4cHgYGByOVy1Wy5iIgIGjRoAOSNbWnQoAFJSUn4+flRtWpVYmNj2blzJ+np6ejp6ZGeno6XlxexsbEMHz4cR0dHTp06xZQpU3j48CHLli0rto49e/bE2dmZuXPncubMGb766iuePn3Kxo0bgby17YYOHUqDBg1Ug9RdXV2LLVcQhPdXnTp1ADh//jzt27dXpZ8/fx6lUqk6/qKsrCx27dqFt7d3gQHny1/O7u7uRdYh/3H36/YK5j8m9vHxKTbv5cuXuXnzJhs2bFCbhFOSwKIkk3RfR2HXqVixIgC6urpq62O+TXv27CErK4uwsDC1IQLh4eGqfztbG6NjntdrnPMkFl0Le9Wx3PRklJnqa5sCGFdrRvLJ/yP9xikUxhZIWekYV2tWaD1kwAc1qgLw559/agTS+fK/s8zMzF65zUoUUE6fPh1JkoiIiFA1ULdu3ahZs2ax5yanZ3EtdDEKYyvKDf5KrSv3xaDt6bHvkRuYYt9/EQrDvMfXRlUa8nD9eJJ+2YJNx0/VytUtUxGb9uOBvIbrVFaPdevWMX/+fIyNjenXrx/fffcdCoVC6wHCtWvX1phKD3ljGE+dOsWHH34IQPXq1fHx8WHYsGFcv35d1SaWlpYMHz6cn3/+WbXY6qhRo5g0aZJaeQ0bNqRPnz788ssvNG3alFq1avHBBx/wf//3f3Tp0qXIHj7ICxDj4uKIiIhQ9aQOGzaMWrVq8emnn/LRRx+p/fWZmZnJxYsXVeOCLC0tGT9+PH/++WeRXeFffvklz58/55dfflH9og4YMAA3Nzc+++wzTpw4Qa1atTAzM2PixIl88MEHWrd1ZmYm58+fV/11WNTAYHd3d7788kvVTMUpU6bw6NEjzp49qzb5Z8aMGarP1JIlS7h9+zYXLlxQ7VgxfPhwypUrx8KFC5k0aRIODg5F1tHFxYWffsrrRR89ejRmZmZ88803+Pv7qwaDl8YgdEEQ3h8tWrTAysqKVatWqQWUq1atwsjIiA4dOmics3//fpKSkgqdjFPYF/Xjx48L7DhYt24dMpmMDz74oICztHPs2DFmzpyJi4uLVpOE8nvkXvxeliSJ5cuXa31NY2PjEm/B+CqMjPIm4r58LTs7O7y9vVmzZg1jx46lbNmyascLa+/SVFA7Jicnq02yMtbXoVKdD0nYq0PKb3sxcPlA9Z338pPbfLo2DujaOpN2LQKFsQUKEyv0HQv//na0NqJzh6aYmpoyd+5c2rZtqzEpRyaT4eHhgaurK4sWLaJv375adQi9TOuAMjc3l0OHDtGlSxe1aLtatWr4+Piwf//+Is8/eOI0OclxWLYcpjEuIL8Bc1Kf8Dz+Dmae3VTBJICenQsGznXIuH1eo1zTun/PspKAanXqs+enH3n27BlmZmba3p6alwcC56tevboqmATw9MybBNSiRQu1NslPv3PnjiqgfLE7PTMzk9TUVBo2bAjA77//TtOmBQ+oLcr+/ftp0KCBKpiEvAHEfn5+TJkyhatXr6oFioMGDVIbZJ5/zTt37hQaUObm5nL48GG6dOmiCiYh79FN3759+fbbb1+rrQcOHKjWNkUNDG7ZsiWbNm1Sdc3/+OOPdOrUqcCZ5PmfqdDQUJo2bYqlpSUJCX+P323VqhXz5s3j559/LvZ/sqNHj1Z7PXbsWL755hv2799f6jtPCILwfjA0NGTmzJmMHj2aHj164OPjQ0REBJs3b2b27NlYWVlpnLNlyxb09fVVy+9oa/bs2Zw8eZK2bdvi6OjIkydP2LVrF+fOnWPs2LGF9iq97MCBA1y/fp2cnBzi4uI4duwYR44cwcnJibCwMK3GiVetWhVXV1f8/f2JjY3FzMyMXbt2aTV2MZ+HhwdHjx5lyZIllCtXDhcXF9X3YmkyNDSkevXqbN++nSpVqmBlZUWNGjWoUaMGX3/9NU2aNKFmzZoMGzaMihUrEhcXx+nTp7l//z5//PFHqdfnRW3atEFPT49OnToxfPhwUlNT+fbbb7Gzs+Phw4eqfD4eVbje8GOSTu3g8c5gDCvWIzvuDhl3ziM3LPh71bhaU5IitiDT0cWkVhtksoIfncvlMppXscPMzIylS5cydOhQ6tevrxrS98cff5Cens6GDRuQy+V89913tGvXDnd3dwYNGkT58uWJjY3Vejk9rQPKx48fk5GRUeC+pG5ubsUGlHfv5C1XoGvrVGie3L8Gp+q+NDgVQNfagcy7v6PMzkSu9/cvhY6Z+l8ZRqbmQN7aUa8a5BQ2OPflmW3m5nnXermHKz/9xV/AJ0+eEBwczLZt2zTG5Lzq44zo6OgCf0nzH+lHR0erBYov1z9/l4ei/kfx+PFj0tPTcXNzK/A6SqWSe/fuFfvopjAvt3VRA4PzJScnk52dzbNnz4rsWc0v79KlS4X+Nfrye1GQlz/zrq6uyOVy1dhWQRD+nUaNGoWuri6LFy8mLCwMBwcHli5dyvjx4zXyPnv2jH379tGhQwfVd4C2OnTowO3bt/n+++95/PgxBgYG1KpVi/Xr1xf5/8KXTZ8+HcibiWxlZUXNmjVZtmwZgwYNwtRUu91SdHV12bNnD+PGjWPu3LkYGBjQtWtXxowZQ+3ahU/8eNGSJUvw8/Pjyy+/JCMjg4EDB76RgBLgu+++Y+zYsUycOJHs7GwCAwOpUaMG1atX5/z58wQHBxMSEkJiYiJ2dnbUrVtX1U5vkpubGzt37uTLL7/E398fe3t7Ro4cia2tLYMHD1bl+8TTkfVN+yHJdUm9eIDM6MvolauCXa+ZxIcGF1i2UbWmJP28Cel5FkaFzO6GvHUo+zXM+94fMmQIdnZ2zJs3j5kzZ6Krq0vVqlXVJo95e3tz+vRpZs6cycqVK0lNTcXe3r70A8rXpfOmZu6+FJnr/DX4VNtZSQUp6eBcbQbt9uzZk1OnTjF58mTq1KmDiYkJSqWStm3bvvNBzq/TVq/r5bZ+cWBwQWOUIK8X9smTJ1qVr1Qqad26NZ999lmBx6tUqaJ9Zf/ytsYHCYLwZq1cuZKVK1cWmWfYsGEMGzas2LLMzMxeeYmf1q1b07p161c6F/J2linpRMCQkBC13WleVK1atQLHTL78XVHYdd3c3Dhx4oRW9XB2dtYot7C6BQUFaQQ3H374IefPaz69hLyxlBs2bCjy+kW13cvbYb5YP2106tSJTp06aaQPGjRI9e/KZUxpVtmOU4q+WDRRn8hVYdT3BZara1kOp4C9hV7XpFYrzOu0plFFa7WVbwqrz4vq1KnDrl27isxTGK0DSltbWwwNDVU9SC+6ceNGsed71s7rNXv+OBpD5zoF5lH8NTj1+ZNYjWPPn9xHbmim1jv5MhlgY/L+La3z9OlT/ve//xEcHKz2l1FBbVmSYMXJyanAtr9+/brq+OuytbXFyMio0OvI5fJixyCWhLYDg21tbTEzM+PPP/8strzU1NTXGpgdGRmp1pN669YtlEql2hhXEWQKgiAIr2JO15q0WnqixNtQF0VHLmNO1+Lnt5QmrbsNFQoFPj4+/Pjjj8TE/L3V4bVr1zh06FCx5zdu2AADq7I8O/eTxsyl/L9OdEys0LWrSOqf/1PLk/04isy7FzB0LXrXFUdrI/R1X32pgTeloMG5QIEzjPPXvNRmQHP79u359ddfOX36tCotLS2NtWvX4uzsTPXq1V+90n9RKBS0adOGn376Se0Rb1xcHFu3bqVJkyavPLSgIC8ODE5N1Zzhlr/WZf4Wmnv27Cnwr9P8tu7ZsyenT58u8DOalJRETk5OsXV6cZssgBUrVgCo7ZLwtgahC4IgCP8uDlZGBHd+tWFjhZnR2b3Q3QPflBI98g4ODubgwYM0bdqUUaNGkZOTw4oVK3B3dy92kU+5XE63sUFsmTmaB9+Pw6RWKxQmVjxPvMfzhBjK9JoJgGWLwcTvCOThJn9MarVByski5be9yPWNMG9S+L6oir8Gn/IkutA874qZmRnNmjVjwYIFPH/+nPLly3P48GHu3r2rkdfDwwPI2ye1d+/e6Orq0qlTpwIXVw8ICOD//u//aNeuHePGjcPKyooNGzZw9+5ddu3aVWoLhM+aNYsjR47QpEkTRo0ahY6ODmvWrCErK4sFCxaUyjXyFTUwODw8HDMzM/bs2QPk7U5z+PBhvLy88PPzo1q1ajx8+JDQ0FB++eUXLCwsmDx5MmFhYXTs2BFfX188PDxIS0vj8uXL7Ny5k6ioKNXyTIW5e/cunTt3pm3btpw+fZrNmzfTt29ftfFEb2sQuiAIgvDv07u+IwmpWSw6fPO1y5rcxo1e9d/+FtMlCihr1arFoUOH+PTTT5k+fToVKlQgODiYhw8farVqfODIPhy9nUzyL//Hs193gyShY2GPSZ2/18YydK6DXc9gkn/ZSnLEFlAoMHCogaX3ILU1ml6W+9fg01/2nyvJLb01W7duZezYsXz99ddIkkSbNm04cOCAxlpl9evXZ+bMmaxevZqDBw+iVCq5e/dugQFlmTJlOHXqFJ9//jkrVqwgMzOTWrVqsWfPngKXtHhV7u7uREREMGXKFObOnYtSqcTT05PNmze/kaCpsIHBnp6eavuKli9fnrNnzzJt2jS2bNnCs2fPKF++PO3atVMtJ2FkZMSJEyeYM2cOoaGhbNy4ETMzM6pUqUJwcLBWg+e3b9/O9OnTCQgIQEdHhzFjxrBw4UK1PG9zELogCILw7zOmeWVsTPQJDLtCjlIq0SNwhVyGjlzGjM7u7ySYBJBJb3lGRv91Zzl1J7FUxwoo5DIaVbQudC9vQXgVQUFBBAcH8/jx42J7MQVBEAShNNx7ks7U3ZeJuJWAQi4rMl7KP960kg1zutZ864+5X/RW9/KGf8/gU0EQBEEQhNLmYGXEpiGeRMalsOVsDOE344lJTOfFqElG3ryR5lXs6NfQUW0297vy1gPK/MGnAT9cLrUy38XgU0EQBEEQhDelchlTgjq7E4Q7aVk5RCWmkZ2Ttwe4s7UxxvpvPYQr0jupzb9h8KkgCIIgCMLbYKyvg3u5ki2Y/7a99TGUL9p2LuYfO/hUEARBEARByPNOA0r45w4+FQRBEARBEPK884Ay3z9t8KkgCIIgCIKQ570JKF/0Txh8KgiCIAiCIOR5LwNKQRAEQRAE4Z+jdPbmEwRBEARBEP6zREApCIIgCIIgvBYRUAqCIAiCIAivRQSUgiAIgiAIwmsRAaUgCIIgCILwWkRAKQiCIAiCILwWEVAKgiAIgiAIr0UElIIgCIIgCMJrEQGlIAiCIAiC8FpEQCkIgiAIgiC8FrFBtiAIgiAIQhHSsnKISkwjO0eJno4cZ2tjjPVFCPUi0RqCIAiCIAgviYxLYcvZGMJvxBPzJB3phWMywNHKiOZudnzi6UjlMqbvqprvDZkkSVLx2QRBEARBEP797j1JZ+ruy0TcSkAhl5GrLDxMyj/etJINc7rWxMHK6C3W9P0iAkpBEARBEARg27kYAsOukKOUigwkX6aQy9CRywju7E7v+o5vsIbvLxFQCoIgCILwn7cyPJJFh2++djn+baowpnnlUqjRP4uY5S0IgiAIwiuJiopCJpMREhLyrqvyWradiylRMJl8dhexq4YQPb8zD74fC8D9bwaTsHcpiw7fZPu5mDdV1VLj7e2Nt7d3qZUnAkpBEAThH0Mmk2n1c/z4cdU569ato1q1ahgYGFC5cmVWrFhR7HVat26NTCZjzJgxWtXL2dlZdW25XI6FhQU1a9bEz8+Ps2fPvurtAvDNN9/84wO299m9J+kEhl3ROn/G3d9JCl+PfoXqWLcfj6XXAI0808OucO9JemlW85VcvXqVoKAgoqKi3vi1xCxvQRAE4R9j06ZNaq83btzIkSNHNNKrVasGwJo1axgxYgTdunXj008/JSIignHjxpGens7nn39e4DV++OEHTp8+XeK61alTh0mTJgGQkpLCtWvXCA0N5dtvv2XixIksWbKkxGVCXkBpY2ODr6/vK53/Jjk5OZGRkYGuru67rsorm7r7MjklGC+ZGX0JZHKs249Dpvj7vsv7rQGZDIAcpcTU3ZfZNMSz1OtbElevXiU4OBhvb2+cnZ3Vjh0+fLhUryUCSkEQBOEfo1+/fmqvz5w5w5EjRzTSATIyMvjiiy/o0KEDO3fuBGDYsGEolUpmzpyJn58flpaWaudkZmYyadIkPv/8c6ZPn16iupUvX16jHvPnz6dv374sXbqUypUrM3LkyBKV+abk5OSgVCrR09N7rXJkMhkGBgalVKu3LzIuhYhbCSU6JzctCZmOnlowCSDT+ft1rlIi4lYCt+JTqGT395JCaWlpGBsbv16lS8nrvvcvE4+8BUEQhH+l8PBwEhMTGTVqlFr66NGjSUtLY9++fRrnLFiwAKVSib+/f6nUwdDQkE2bNmFlZcXs2bN5cR6sUqlk2bJluLu7Y2BgQJkyZRg+fDhPnz5V5XF2dubKlSucOHFC9Uj9xXFvSUlJTJgwAQcHB/T19alUqRLz589HqVSq8uSPc1y0aBHLli3D1dUVfX191eNQmUzGzZs36devH+bm5tja2jJt2jQkSeLevXt89NFHmJmZYW9vz+LFi9Xur6AxlL6+vpiYmBAbG0uXLl0wMTHB1tYWf39/cnNz1c7Xpg2Kcv36dXr27ImtrS2Ghoa4ubnxxRdfqOW5cOEC7dq1w8zMDBMTE1q2bMmZM2cA2HI2BoVcRuqlo0TP60jm/as8+d+33Fvel5jF3YjfNYvc9GRVWdHzOpJ2+SjS80yi53Ukel5HUi8dBf4eQ5kv/c+jVC5jxokTJxg1ahR2dnZUqFAByBu/WKNGDS5duoSXlxdGRkZUqlRJ9YfPiRMn8PT0VN3T0aNH1e4pOjqaUaNG4ebmhqGhIdbW1vTo0UPt0XZISAg9evQAoHnz5hrDQQoaQxkfH8+QIUMoU6YMBgYG1K5dW6v3AUQPpSAIgvAvdeHCBQDq1aunlu7h4YFcLufChQtqPYoxMTHMmzeP77//HkNDw1Krh4mJCV27dmXdunVcvXoVd3d3AIYPH05ISAiDo2QnSwAA7DxJREFUBg1i3Lhx3L17l5UrV3LhwgVOnjyJrq4uy5YtY+zYsZiYmKgCpTJlygCQnp6Ol5cXsbGxDB8+HEdHR06dOsWUKVN4+PAhy5YtU6vH+vXryczMxM/PD319faysrFTHevXqRbVq1Zg3bx779u1j1qxZWFlZsWbNGlq0aMH8+fPZsmUL/v7+1K9fn2bNmhV5z7m5ufj4+ODp6cmiRYs4evQoixcvxtXVVa2XVps2KMylS5do2rQpurq6+Pn54ezszO3bt9mzZw+zZ88G4MqVKzRt2hQzMzM+++wzdHV1WbNmDd7e3pw4cYLwG+lqywM9PbIGuYEx5k36kJscz7NzP/Hk8Gpsu+QNj7DuOInUiwfJengT63bjANCvUK3A+uXH9KNGjcLW1pbp06eTlpb297WePqVjx4707t2bHj16sGrVKnr37s2WLVuYMGECI0aMoG/fvixcuJDu3btz7949TE3zejvPnTvHqVOn6N27NxUqVCAqKopVq1bh7e3N1atXMTIyolmzZowbN46vvvqKqVOnqoaB5P/3ZRkZGXh7e3Pr1i3GjBmDi4sLoaGhRb7PaiRBEARB+IcaPXq0VNhX2ejRoyWFQlHgMVtbW6l3795qad27d5caNWqkeg1Io0eP1qoeTk5OUocOHQo9vnTpUgmQfvrpJ0mSJCkiIkICpC1btqjlO3jwoEa6u7u75OXlpVHmzJkzJWNjY+nmzZtq6QEBAZJCoZBiYmIkSZKku3fvSoBkZmYmxcfHq+UNDAyUAMnPz0+VlpOTI1WoUEGSyWTSvHnzVOlPnz6VDA0NpYEDB6rS8stev369Km3gwIESIM2YMUPtWnXr1pU8PDxUr0vSBgVp1qyZZGpqKkVHR6ulK5VK1b+7dOki6enpSbdv31alPXjwQDI1NZUaN2kqOQfslZwC9krW7SdIgGTgXEdy/HyP5PRXumn9jyRkcslhwnZVmnGNlpJM10D1Ov9HYWYnGddoqXqdX+aHjRpLOTk5anX08vKSAGnr1q2qtOvXr0uAJJfLpTNnzqjSDx06pNHG6enpGu1x+vRpCZA2btyoSgsNDZUAKTw8XCO/l5eX2udq2bJlEiBt3rxZlZadnV1AyxdMPPIWBEEQ/pUyMjIKHSdmYGBARkaG6nV4eDi7du3S6NUrLSYmJkDeZB2A0NBQzM3Nad26NQkJCaofDw8PTExMCA8PL7bM0NBQmjZtiqWlpVoZrVq1Ijc3l59//lktf7du3bC1tS2wrKFDh6r+rVAoqFevHpIkMWTIEFW6hYUFbm5u3LlzR6t7HjFihNrrpk2bqp37Om3w+PFjfv75ZwYPHoyjo/pC4rK/Jsbk5uZy+PBhunTpQsWKFVXHy5YtS9++fTl96iS5WeozsU3qtFWdD2BQwR0kJTnP4rW654J07NkPhUKhkW5iYkLv3r1Vr93c3LCwsKBatWp4ev49mSf/3y+23Ys96M+fPycxMZFKlSphYWHB77///kr13L9/P/b29vTp00eVVpLJVuKRtyAIgvCvZGhoSHZ2doHHMjMzVV/KOTk5jBs3jv79+1O/fv03UpfU1FQA1SPLyMhIkpOTsbOzKzB/fHzxAUxkZCSXLl0qNEh8uQwXF5dCy3o5KDM3N8fAwAAbGxuN9MTExGLrZmBgoFEvS0tLtbGRr9MG+cFVjRo1Cs3z+PFj0tPTcXNz0zhWrVo1lEolOc8eo2frpErXMVOvs9wg7w8BZWZqodcpTpnyBe+cU6FCBbXgFfLa18HBQSMNUGu7jIwM5s6dy/r164mNjVUbm5ucnMyriI6OpnLlysjlr9bXKAJKQRAE4V+pbNmy5ObmEh8frxa0ZGdnk5iYSLly5YC8pYdu3LjBmjVrNNbrS0lJISoqCjs7O4yMXn2f5j///BOASpUqAXmTUezs7NiyZUuB+QsLEl+kVCpp3bo1n332WYHHq1Spova6qHGhBfWgFZQGqAUvJSnvZaXRBqVOVkgw9RqbCpoYF/y5KayNtGn3sWPHsn79eiZMmMCHH36Iubk5MpmM3r17q03IeptEQCkIgiD8K9WpUweA8+fP0759e1X6+fPnUSqVquMxMTE8f/6cxo0ba5SxceNGNm7cyO7du+nSpcsr1SM1NZXdu3fj4OCgmhDh6urK0aNHady4cbETgF7uxcrn6upKamoqrVq1eqV6vWslaYOX5T/Czg/UC2Jra4uRkRE3btzQOHb9+nXkcjm6Zm8+aC1nXvrLKu3cuZOBAweqzbrPzMwkKSlJLV9hn52CODk5cenSJZRK5Sv1UooxlIIgCMK/UosWLbCysmLVqlVq6atWrcLIyIgOHToA0Lt3b3bv3q3xA9C+fXt2796tNqatJDIyMujfvz9Pnjzhiy++UH3B9+zZk9zcXGbOnKlxTk5OjlpgYGxsrBEo5Jdx+vRpDh06pHEsKSmJnJycV6rz21KSNniZra0tzZo14/vvvycmRn2bw/yePIVCQZs2bfjpp5/Uep7j4uLYunUrTZo0wbms+iP9N8FQr/T77hQKhUZP8YoVKzSWZcpf87KotszXvn17Hj16xPbt21VpJfkMiR5KQRAE4V/J0NCQmTNnMnr0aHr06IGPjw8RERFs3ryZ2bNnq5bNqVq1KlWrVi2wDBcXF617JmNjY9m8eTOQ1yt59epVQkNDefToEZMmTWL48OGqvF5eXgwfPpy5c+dy8eJF2rRpg66uLpGRkYSGhrJ8+XK6d+8O5C1ztGrVKmbNmkWlSpWws7OjRYsWTJ48mbCwMDp27Iivry8eHh6kpaVx+fJldu7cSVRUlMYYyPdJSdqgIF999RVNmjThgw8+wM/PDxcXF6Kioti3bx8XL14EYNasWRw5coQmTZowatQodHR0WLNmDVlZWSxYsIADcSZsOhv9Ru7vFYciaqVjx45s2rQJc3NzqlevzunTpzl69CjW1tZq+erUqYNCoWD+/PkkJyejr69PixYtChy36ufnx5o1a/D19eW3337D2dmZnTt3qm1jWhQRUAqCIAj/WqNGjUJXV5fFixcTFhaGg4MDS5cuZfz48aV+rYsXL9K/f39kMhmmpqY4ODjQqVMnhg4dSoMGDTTyr169Gg8PD9asWcPUqVPR0dHB2dmZfv36qT1+nz59OtHR0SxYsICUlBS8vLxo0aIFRkZGnDhxgjlz5hAaGsrGjRsxMzOjSpUqBAcHqyZzvM+0bYOC1K5dmzNnzjBt2jRWrVpFZmYmTk5O9OzZU5XH3d2diIgIpkyZwty5c1EqlXh6erJ582Y8PT2xiksh5HTUG7m3NzmUcfny5SgUCrZs2UJmZiaNGzfm6NGj+Pj4qOWzt7dn9erVzJ07lyFDhpCbm0t4eHiBAaWhoSHHjx8nICCADRs28OzZswInNBVGJmkzulYQBEEQBOFfqP+6s5y6k6i2wPnrUshlNKpo/c738n6b3usxlGlZOVx5kMyFmKdceZBMWtb7PR5EEARBEIR/ljlda6Ij137yijZ05DLmdK1ZqmW+7967HsrIuBS2nI0h/EY8MU/SebFyMsDRyojmbnZ84ulI5TKmhRUjCIIgCIKglW3nYgj44XKplTf/45r0ql/w+pP/Vu9NQHnvSTpTd18m4lYCCrmsyK7n/ONNK9kwp2tNHKxefW0wQRAEQRCEleGRLDp887XLmdzGjdHNK5VCjf5Z3ouActu5GALDrpCjlEo0hkEhl6EjlxHc2Z3e/7G/BARBEARBKF2vG4/M6Oz+n+uZzPfOA8rS+ovAv00VxjSvXAo1EgRBEAThv0o8MX01b21SzsKFC6lYsSIKhUK1O4FtOQcCxo0slfIXHb7J9nMxxWd8Dd7e3nh7e7/Ra7yuuLg4unfvjrW1NTKZjGXLlr3rKmnN2dkZX1/fd10NQRAE4T/MwcqITUM8OTKhGf09nXCyNuLlKTsywMnaiP6eThyd2IxNQzz/08EkvKV1KA8fPsxnn31Gv379CAoKwsbGhntP0klKz0bfuvjztTU97AqNXG1e6029evUqO3bswNfXF2dn59Kr3FsyceJEDh06RGBgIPb29tSrV+9dV+mt+OabbzAyMhIBqSAIglAqKpcxJaizO0G4k5aVQ1RiGtk5SvR05DhbG2OsL5byftFbeeQdEBDAwoULycjIQE9PD8hb9+nkzUfkSiBTlM6bUhrrPu3cuZMePXoQHh6u0RuZnZ0NoLqH95G9vT2tWrVS7dbwT5KVlZW3t6qubonPrVGjBjY2Nlqv6C8IgiAIQul5K4+84+PjMTQ0VAVikXEpRNxKQCnXKTaYVGZnan2dXKVExK0EbsWnvFZ9C6Onp/deB5OQ19YWFhavdG5OTo4qaH4X9PX1XymYFARBEATh3dI6oDxz5oza65CQEGQyGSdPnuTTTz/F1tYWY2NjunbtyuPHj1X5ZDIZ69evJy0tDZlMhkwmY/Kcr1DIZdz/ZjAJe5eq8qZeOkr0vI5kxlwm8dA33PvqE2K/HgjAoy0BPPhuFNnxd3m0JYCYRd2IXT2MtOu/AJAZc5mHGz4lZtHHNKxbi6NHj6rVNzo6mlGjRuHm5oahoSHW1tb06NFDbcP4kJAQevToAUDz5s1V9c3v9SpoDGV8fDxDhgyhTJkyGBgYULt2bTZs2KCWJyoqCplMxqJFi1i7di2urq7o6+tTv359zp07p1X737lzhx49emBlZYWRkRENGzZk3759Gu+HJEl8/fXXqroX5sU6LVu2TFWnq1evAnD9+nW6d++OlZUVBgYG1KtXj7CwMI1ykpKSmDhxIs7Ozujr61OhQgUGDBhAQkKCKk9WVhaBgYFUqlQJfX19HBwc+Oyzz8jKylIr6+UxlPn39PPPPzN8+HCsra0xMzNjwIABPH36VO28K1eucOLECdV9v+9jXQVBEATh30TrZ83e3t6cOHECT0/1x8ljx47F0tKSwMBAoqKiWLZsGWPGjGH79u0AbNq0ibVr1/Lrr7/y3XffAfDVn0XPmnpyeBVyQzPMG/dGev530KHMTCV+5wyMqzXFqGpjUi8cIOGnBSApeXr0W0zqtsO4uhcp53fTvXt37t27h6lp3uLn586d49SpU/Tu3ZsKFSoQFRXFqlWr8Pb25urVqxgZGdGsWTPGjRvHV199xdSpU6lWrRqA6r8vy8jIwNvbm1u3bjFmzBhcXFwIDQ3F19eXpKQkjb1it27dSkpKCsOHD0cmk7FgwQI+/vhj7ty5U2TPXFxcHI0aNSI9PZ1x48ZhbW3Nhg0b6Ny5Mzt37qRr1640a9aMTZs20b9/f1q3bs2AAQMKLe9F69evJzMzEz8/P/T19bGysvp/9s47rKmki8O/JECA0LsoTUBUwIZdELGAiKJYKDawgWt31bWtAjbErri23RUUsaFiV8QVe1kL9oYFsIJUkWrIfH/w5S6XJBAUy7rzPk8eveeeO3Nm7r3kZObMGdy7dw8dOnRA3bp1MWPGDAgEAuzevRt9+vTB3r174eXlBQD48OEDnJyc8ODBAwwfPhwtWrRAZmYmDh48iJcvX0JPTw8ikQienp44f/48AgMD0ahRI9y5cwcrV67E48ePsX///mptHDduHLS0tBASEoJHjx5h/fr1SE1NxenTp5mFR+PHj4eamhpmz54NADA0NJSr/RQKhUKhUGoBIifq6uqkY8eOzHFkZCQBQLp27UpEIhEjnzx5MuHxeCQ3N5eR+fv7E4FAQAghJL/4IzGfcZiYzThMeBoGRGDXhZj9/1i3xyQCgPDrNSamvxxg5GYzDhO+iR0BQPQ8pzEy41EbCAACDpcYDV3OyA195hEAJDIykrGhsLBQok2XLl0iAMjWrVsZWWxsLAFAEhMTJfSdnZ2Js7Mzc7xq1SoCgGzbto2RlZaWknbt2hE1NTXy/v17Qgghz58/JwCIrq4uyc7OZnQPHDhAAJBDhw5V2feTJpX3y7lz5xhZfn4+sbCwIObm5qSsrIyRAyBjx46tsryKNmloaJCMjAzWuS5duhB7e3tSXFzMyEQiEWnfvj2xtrZmZHPnziUAyL59+yTKFz8T0dHRhMvlsmwnhJANG8rv3YULFxiZmZkZ8ff3Z47Fz5iDgwMpLS1l5EuWLCEAyIEDBxiZra0t695QKBQKhUL5esg95T1w4ECcP38e79+/Z8kDAwNZU6tOTk4oKytDamqq1HJSswpQ3SogtaZu4HB5EnKOkgpUG3VkjhV164HLF0BRtx74xjaMXKlO+f+fPXvGyFRUVJj/f/z4EVlZWbCysoKWlhZu3LhRjUXSOXr0KIyMjODn5/ePTYqKmDBhAj58+IAzZ86w9H18fKCtrc0cOzk5Sdgpq57WrVvD0dGRkampqSEwMBApKSnMNPWn0K9fP+jr6zPH2dnZOHXqFLy9vZGfn4/MzExkZmYiKysLbm5uSE5OxqtXrwAAe/fuRdOmTZkRy4qIn4nY2Fg0atQIDRs2ZMrKzMxE586dAQCJiYnV2hgYGMgawf3pp5+goKCAo0ePfnK7KRQKhUKh1B5yO5SNGjWCSCTCixcvWHJTU3ZGeLHDVDHGrSKlQlG1dSloSZ+u5KnrSsQFcvgC8DT0WTKuskDChqKiIsydOxcmJibg8/nQ09ODvr4+cnNzkZeXV61N0khNTYW1tTW4XHY3iqfIKzvVNe2rivXY2NhIyGXVUxMsLCxYx0+ePAEhBHPmzIG+vj7rExwcDKA8bhQAnj59Cjs7uyrLT05Oxr179yTKatCgAausqrC2ZiesV1NTQ506dVjxrxQKhUKhUL4dn52vh8eTHEkEACIjG5GSQvU+LEeBL13OkX6tLHlFG8aPH4/IyEhMmjQJ7dq1g6amJjgcDnx9fSESVe/k1gY17auvQcWRWwBMX0ydOhVubm5Sr7Gykn+PUpFIBHt7e6xYsULqeRMTE7nLolAoFAqF8n0it0P58OFDcLncz3YAzHUF4ADVTnt/DtLWNu/Zswf+/v5Yvnw5IysuLkZubi772ipWRlfGzMwMt2/fhkgkYo1SPnz4kDlfG5iZmeHRo0cS8tquBwDq168PoHzqvmvXrlXqWlpa4u7du9Xq3Lp1C126dKlR31YkOTkZLi4uzPGHDx/w5s0b9OjRg5F9atkUCoVCoVA+H7mnvLdv3w5HR0doaGh8VoUCvgJMv/D2RKa6kuXzeDyJkcCIiAiUlZWx7ROUT5dXdjSl0aNHD7x9+5ZZ0Q6U53KMiIiAmpoanJ2dP8F66fX8/fffuHTpEiMrKCjApk2bYG5ujsaNG9dKPQBgYGCATp06YePGjXjz5o3E+Yopofr164dbt24hLi5OQk/c197e3nj16hV+//13CZ2ioiIUFBRUa9OmTZvw8eNH5nj9+vUQCoVwd3dnZAKBQK57RqFQKBQKpfaRe4SypKQES5YsqZVKXWwMEH3l0+P+qoLH5cClgQHOVpL37NkT0dHR0NTUROPGjXHp0iWcPHkSurrsvR+bNWsGHo+H8PBw5OXlgc/no3PnzjAwMJCoKzAwEBs3bkRAQACuX78Oc3Nz7NmzBxcuXMCqVauYlEWfy4wZM7Bjxw64u7tjwoQJ0NHRwZYtW/D8+XPs3btXIobzc/ntt9/g6OgIe3t7jBo1CvXr10d6ejouXbqEly9f4tatWwCAadOmMTsLDR8+HA4ODsjOzsbBgwexYcMGNG3aFEOGDMHu3bsxevRoJCYmokOHDigrK8PDhw+xe/duxMfHV7s9ZGlpKbp06QJvb288evQI69atg6OjIzw9PRkdBwcHrF+/HgsWLICVlRUMDAyYhT8UCoVCoVC+LHI7lImJiRI5KD+VQW1MEXUppVbKqkyZiGBwW1OEVpKvXr0aPB4PMTExKC4uRocOHXDy5EmJOEEjIyNs2LABYWFhGDFiBMrKypCYmCjVoVRRUcHp06cxY8YMbNmyBe/fv4eNjQ0iIyNrdU9pQ0NDXLx4EdOnT0dERASKi4vRpEkTHDp0CB4eHrVWj5jGjRvj2rVrCA0NRVRUFLKysmBgYIDmzZtj7ty5jJ6amhrOnTuH4OBgxMXFYcuWLTAwMECXLl1Qr149AACXy8X+/fuxcuVKbN26FXFxcVBVVUX9+vUxceJEZnFOVaxduxYxMTGYO3cuPn78CD8/P6xZs4Y1zT137lykpqZiyZIlyM/Ph7OzM3UoKRQKhUL5SnyVvbylMeTPK7j4LKvKBOc1pTb28qZ8P0RFRWHYsGG4evVqtaOYFAqFQqFQvh1fZS9vaSzysocCt3YXUihwOVjkZV+rZVIoFAqFQqFQquabOZQmOqoI9bSt1TLnedrC5Asv+KFQKBQKhUKhsPlmDiUA+LYyxVTX6mPo5GGaqw18WplWr0ihUCgUCoVCqVW+WQxlRXZeTUPwwXsQikiNYip5XA4UuBzM87SlziSFQqFQKBTKN+K7cCgB4EV2IWbF3cG5J5ngcTlVOpbi805WeljkZU+nuSkUCoVCoVC+Id+NQykmOT0fMVfSkPg4A2lZhawddTgoT1ru0sAAg9uawsqgdvI8UigUCoVCoVA+ne/OoaxIQYkQKVkFKBWKoKTAhbmuAAL+Z28/TqFQKBQKhfJd8KP4Ot+1Q0mhUCgUCoXyo8HMxj7KQFq2lNlYHVW42BhgUBtTWBv+O2ZjqUNJoVAoFAqF8hX4kdeLUIeSQqFQKBQK5QvzuRltQj1t4fsdZ7ShDiWFQqFQKBTKF2RtYjKWnXj82eVMdW2AcS7WtWBR7fNNE5tTKBQKhUKpORwOByEhId+s/tOnT4PD4eD06dPfzIZ/CzuvptWKMwkAy048xq6rabVSVm1DHUoKhUKh/JBwOBy5PmKnaP369RgwYABMTU3B4XAQEBAgtdyoqCiZZb19+7Zauzp16sS6RkdHB61atcLmzZshEolqsQeks2jRIuzfv/+L1/NfRtzHL7ILEXzwXpW6+bfikbq4Jz7c+UviXMmrB0hd3As5p/5kZHMP3sOL7MJat/lz+fetS6dQKBQKRQ6io6NZx1u3bkVCQoKEvFGjRgCA8PBw5Ofno3Xr1njz5k215c+bNw8WFhYsmZaWlly21atXD2FhYQCAd+/eYevWrRgxYgQeP36MxYsXV3t9UVERFBQ+7St80aJF6N+/P/r06fNJ11OqR9zHe7PqQFhNvKRaE1cU3PkLOaf+hIpVK/BUNAAApEyIrONrwdPQg6bjIEZfKCKYFXcH0SPafNE21BTqUFIoFArlh2Tw4MGs48uXLyMhIUFCLubMmTPM6KSamlq15bu7u6Nly5afZJumpibLjqCgINjY2GDt2rWYP38+FBUVJa4RiUQoLS2FsrIylJWVP6leytfjfdFH3HiSWa0eh8OBTvdxeLN5AnJObYaex6Ty6/+Ow8d3qdDvNwdcpX/ud5mI4NyTTDzJyK9yg5eCggIIBILPboe80ClvCoVCoVAAmJmZgcPh1Oia/Px8lJWVfXbdqqqqaNu2LQoKCvDu3TsA5Y7GuHHjEBMTA1tbW/D5fBw/fpw5VzGGMiQkBBwOB0+ePEFAQAC0tLSgqamJYcOGobDwn+lRDoeDgoICbNmyhZlylzW1L+bly5fo06cPBAIBDAwMMHnyZJSUlEjVjY2NhYODA1RUVKCnp4fBgwfj1atXEnoPHz6Et7c39PX1oaKiAhsbG8yePZs5HxAQAHNzc4nrxO2siLifYmNj0bhxY6ioqKBdu3a4c+cOAGDjxo2wsrKCsrIyOnXqhJSUFIlyr1y5gu7du0NTUxOqqqpwdnbGhQsXpNYtbx/H7d6O1MU9kbq4JzIPr5TZvwCgpGcKjTZ9UXDnJIrT7uBj7lvkXdgJ1QbtoWotORLJ43Kw7fI/sZQBAQFQU1PD06dP0aNHD6irq2PQoPJRTZFIhFWrVsHW1hbKysowNDREUFAQcnJyWGUSQrBgwQLUq1cPqqqqcHFxwb17VU/XV4SOUFIoFAqF8gm4uLjgw4cPUFJSgpubG5YvXw5r609fgfvs2TPweDzWtPmpU6ewe/dujBs3Dnp6elKdrIp4e3vDwsICYWFhuHHjBv744w8YGBggPDwcQHkYwMiRI9G6dWsEBgYCACwtLWWWV1RUhC5duiAtLQ0TJkyAsbExoqOjcerUKQndqKgoDBs2DK1atUJYWBjS09OxevVqXLhwAUlJSUy7bt++DScnJygqKiIwMBDm5uZ4+vQpDh06hIULF9as0/7PuXPncPDgQYwdOxYAEBYWhp49e+KXX37BunXrMGbMGOTk5GDJkiUYPnw4y/5Tp07B3d0dDg4OCA4OBpfLRWRkJDp37oxz586hdevWn9THfOMGULR1BQAoahtV2wbN9j4ofHAWWcd/g4KmPsDlQrtboFTdMhFB4uMMhMCWkQmFQri5ucHR0RHLli2Dqmp53sqgoCDm3kyYMAHPnz/H2rVrkZSUhAsXLjCj4XPnzsWCBQvQo0cP9OjRAzdu3ICrq6vUHwTSoA4lhUKhUCg1QFVVFQEBAXBxcYGGhgauX7+OFStWoH379rhx4wZMTEyqLaOsrAyZmeXToZmZmVi/fj1u3LiBXr16MY4AADx69Ah37txB48aN5bKtefPm+PPPfxZwZGVl4c8//2ScncGDB2P06NGoX7++zKn/imzatAmPHz/G7t27MWDAAADAqFGj0LRpU5bex48fMX36dNjZ2eHs2bPMlLyjoyN69uyJlStXIjQ0FAAwfvx4EEJw48YNmJr+k1dRnthRWTx69AgPHz5kHG5tbW0EBQVhwYIFePz4MdTVy6eGy8rKEBYWhpSUFJibm4MQgtGjR8PFxQXHjh1jRj+DgoJga2uLX3/9FSdOnGDVJW8flwkMoG3nIncbuIp86LiNQcauuRBmv4R2l1FQUNeTqZ+WVYiCEiGzTWNJSQkGDBjAxOYCwPnz5/HHH38gJiYGAwcOZOQuLi7o3r07YmNjMXDgQLx79w5LliyBh4cHDh06xPRDxVHjau2XW5NCoVAoFAq8vb0RGRmJoUOHok+fPpg/fz7i4+ORlZUl9wjbw4cPoa+vD319fTRq1AgRERHw8PDA5s2bWXrOzs5yO5MAMHr0aNaxk5MTsrKy8P79e7nLqMjRo0dRp04d9O/fn5Gpqqoyo5tirl27hoyMDIwZM4YV3+nh4YGGDRviyJEjAMoXIJ09exbDhw9nOZMAahxuUJEuXbqwRm/btCmfJu7Xrx/jTFaUP3v2DABw8+ZNJCcnY+DAgcjKykJmZiYyMzNRUFCALl264OzZsxIr7+Xp4xrkLWfBVVYHOOWumYpFiyp1CYCUrAKW7KeffmIdx8bGQlNTE926dWPalpmZCQcHB6ipqSExMREAcPLkSZSWlmL8+PGs+zBp0iS5bacjlBQKhUKhfCaOjo5o06YNTp48KZe+ubk5fv/9d3A4HCgrK8Pa2hoGBgYSepVXkVdHZSdNW1sbAJCTkwMNDY0alQUAqampsLKyknD2bGxsJPSkyQGgYcOGOH/+PIB/HDk7O7sa21IVldutqakJABKjxWK5OH4wOTkZAODv7y+z7Ly8PKYfpdX1uX0shojKkH18LXhqOiClRcg+uRGGvguqvKZU+I+zq6CggHr16rHOJycnIy8vT+qzBQAZGRkA/rl/lUM29PX15bafOpQUCoVCodQCJiYmePTokVy6AoEAXbt2rVZPRUWlRjbweDyp8n/bpniyRitlLYCS1e7q+kM8+rh06VI0a9ZMqm7lFf9fqo/zrx1EafpT6Pf9FWUfspB9Yj0K7p2GwLaTzGuUFP6ZaObz+eBy2RPPIpEIBgYGiImJkXp9TRzG6qAOJYVCoVAotcCzZ89q9Qv6S1GTqWUzMzPcvXsXhBDWdZUdZzMzM0beuXNn1rlHjx4x5+vXrw8AuHv3bpX1amtrIzc3V0IuHkmrLcQLkjQ0NORy8OWFx+WgJu6l8P075J7fDhXrtlBt0BaEiPDhzl/IPvUHVCxbgassmf6HA8Bct+q0QJaWljh58iQ6dOhQ5Y8T8f1JTk5m7hFQHqIg7zNNYygpFAqFQqkB4rQ+FTl69CiuX7+O7t27fwOLaoZAIJDqrEmjR48eeP36Nfbs2cPICgsLsWnTJpZey5YtYWBggA0bNrBSCh07dgwPHjyAh4cHgPIRsY4dO2Lz5s1IS2NvIVhxhM/S0hJ5eXm4ffs2I3vz5g3i4uLkbqc8ODg4wNLSEsuWLcOHDx8kzku71/IgEAigTIrl1s9O2AgQAp1uQQAADocLXbexEBW+R87ZrVKvMdVVZRbkyMLb2xtlZWWYP3++xDmhUMg8B127doWioiIiIiJY92HVqlVyt4GOUFIoFAqFAuDQoUO4desWgPJVy7dv38aCBeUxbJ6enmjSpAkAoH379mjevDlatmwJTU1N3LhxA5s3b4aJiQlmzZr1zeyXFwcHB5w8eRIrVqyAsbExLCwsmMUqlRk1ahTWrl2LoUOH4vr166hTpw6io6NZK9EBQFFREeHh4Rg2bBicnZ3h5+fHpA0yNzfH5MmTGd01a9bA0dERLVq0QGBgICwsLJCSkoIjR47g5s2bAABfX19Mnz4dXl5emDBhAgoLC7F+/Xo0aNAAN27cqLW+4HK5+OOPP+Du7g5bW1sMGzYMdevWxatXr5CYmAgNDQ0cOnSoxuU6ODgg4VQiyNX94Aq0oaBlBL6xZHwpABQ+uoii5MvQ7jwCChr/jAYqGVlCvYUH8m8cgZp9F/DrNGDO8bgcuDSQHhdZEWdnZwQFBSEsLAw3b96Eq6srFBUVkZycjNjYWKxevRr9+/eHvr4+pk6dyqRb6tGjB5KSknDs2DG5F5pRh5JCoVAoFAB79+7Fli1bmOOkpCQkJSUBKN8qUexQ+vj44MiRIzhx4gQKCwtRp04djBo1CsHBwTA0NPwmtteEFStWIDAwEL/++iuKiorg7+8v06FUVVXFX3/9hfHjxyMiIgKqqqoYNGgQ3N3dJUZjAwICoKqqisWLF2P69OkQCATw8vJCeHg4K7dm06ZNcfnyZcyZMwfr169HcXExzMzM4O3tzejo6uoiLi4OP//8M3755Rcm72NycnKtOpRA+d7qly5dwvz587F27Vp8+PABRkZGaNOmDYKCgj6pzBUrVmBIwAhcOxMNIiyBwK6LVIdSVFqE7JOboGhQH+otPSXOa3UcgsJHF5B9/DcY+a8Ah1sev1kmIhjc1lRCXxobNmyAg4MDNm7ciFmzZkFBQQHm5uYYPHgwOnTowOgtWLAAysrK2LBhAxITE9GmTRuJlElVwSH/tkhdCoVCoVAolH8BQ/68govPslD2qXmEpMDjctC+vu53t5c3jaGkUCgUCoVC+QIs8rKHAvfT82tKQ4HLwSIv+1otszagDiWFQqFQKBTKF8BERxWhnrbVK9aAeZ62MNFRrV7xK0MdSgqFQqFQKJQvhG8rU0x1bVC9ohxMc7WBTyv5Yie/NjSGkkKhUCgUCuULs/NqGoIP3oNQRGoUU8njcqDA5WCep+1360wC1KGkUCgUCoVC+Sq8yC7ErLg7OPckEzwup0rHUnzeyUoPi7zsv8tp7opQh5JCoVAoFArlK5Kcno+YK2lIfJyBtKxC1q46HJQnLXdpYIDBbU1hZaD+rcysEdShpFAoFAqFQvlGFJQIkZJVgFKhCEoKXJjrCqrdAed7hDqUFAqFQqFQKJTPgq7yplAoFAqFQqF8Fv++MdVP4EcZTqZQKBQKhUL5HvlhvSom4PVRBtKypQS86qjCxcYAg9qYwtrw3xHwSqFQKBQKhfI98sPFUP7IS/IpFAqFQqFQvkd+KIfyc5OGhnrawvc7ThpKoVAoFAqF8j3ywziUaxOTsezE488uZ6prA4xzsa4FiygUCoVCoVD+G/wQq7x3Xk2rFWcSAJadeIxdV9NqpSxK7ZCSkgIOh4OoqChGFhISAg6H8+2M+opIaz+FQqFQKN8T/3qH8kV2IYIP3gMAiD4WI/dcDIpTb8t1bc7ZaKQu7imhP/fgPfz2xxZwOBysXbu21m3+t7Fo0SLs37//W5tBoVAoFArlO+Vf71DOirsD4f/jJcnHEuRd2IHitDtyXavV3gcKWnWQFb8OpOwjIy8pzMfUqVPQqlUrjBkz5ovY/W/ie3Qof/31VxQVFX1rMygUCoVCoeBf7lAmp+fj3JPMGi3AqQhHQQk6bmMgzH6JvEuxjDzrVCSK3+fg18UrweXWvIsKCws/yR6K/CgoKEBZWflbm0GhUCgUCgU1cCgDAgJgbm7OHIvjupYtW4bffvsN9evXh6qqKlxdXfHixQsQQjB//nzUq1cPKioq6N27N7KzsyXKPXbsGJycnCAQCKCurg4PDw/cu3dPom41NTW8evUKffr0gZqaGvT19eE/ejy4EAEAhLnpeLlmEAAg78IOpC7uidTFPZF7LqbKdqlYNIdqY2fkXYrFx+xXKHn1AB9uxkOzVW/c+KBVbb906tQJdnZ2uH79Ojp27AhVVVXMmjULAFBSUoLg4GBYWVmBz+fDxMQEv/zyC0pKSlhllJSUYPLkydDX14e6ujo8PT3x8uVLcDgchISEyLwHYmTFE27btg0ODg5QUVGBjo4OfH198eLFC5ZOcnIy+vXrByMjIygrK6NevXrw9fVFXl4eAIDD4aCgoABbtpSHAHA4HAQEBMjsj6ioKHA4HKSkpLDkp0+fBofDwenTpyX67v79+3BxcYGqqirq1q2LJUuWyCxfnja3bt0aqqqq0NbWRseOHXHixAmWzuc8c1OnTkVZWRlLd+fOnXBwcIC6ujo0NDRgb2+P1atXs3Ryc3MxadIkmJiYgM/nw8rKCuHh4RCJRBJ6AQEB0NTUhJaWFvz9/ZGbm1ttf1AoFAqF8i357MTmMTExKC0txfjx45GdnY0lS5bA29sbnTt3xunTpzF9+nQ8efIEERERmDp1KjZv3sxcGx0dDX9/f7i5uSE8PByFhYVYv349HB0dkZSUxHKeysrK4ObmhjZt2mDZsmU4efIk9u7dAh1XAdRb9ABXVRM6bmOQHb8OKg3aQbVBewCAkoE5qkOny0gUP7uOrONrISrKB09DDxqOA5H4OAMhsK32+qysLLi7u8PX1xeDBw+GoaEhRCIRPD09cf78eQQGBqJRo0a4c+cOVq5cicePH7OmkEeOHIlt27Zh4MCBaN++PU6dOgUPDw+574E0Fi5ciDlz5sDb2xsjR47Eu3fvEBERgY4dOyIpKQlaWlooLS2Fm5sbSkpKMH78eBgZGeHVq1c4fPgwcnNzoampiejoaIwcORKtW7dGYGAgAMDS0vKzbKtITk4Ounfvjr59+8Lb2xt79uzB9OnTYW9vD3d39xqVFRoaipCQELRv3x7z5s2DkpISrly5glOnTsHV1RXA5z9zy5cvh6WlJX766ScAQEJCAvz8/NClSxeEh4cDAB48eIALFy5g4sSJAMpHrJ2dnfHq1SsEBQXB1NQUFy9exMyZM/HmzRusWrUKAEAIQe/evXH+/HmMHj0ajRo1QlxcHPz9/T+zlykUCoVC+cIQOfH39ydmZmbM8fPnzwkAoq+vT3Jzcxn5zJkzCQDStGlT8vHjR0bu5+dHlJSUSHFxMSGEkPz8fKKlpUVGjRrFquft27dEU1OTJff39ycAyLx58xhZfvFHomRoSZSMrIjZjMPEbMZhUm9CDAFANDv4MTJ5PzrdxxEA5W3q+ysxm3GYmM84TD4UfyRV4ezsTACQDRs2sOTR0dGEy+WSc+fOseQbNmwgAMiFCxcIIYTcvHmTACBjxoxh6Q0cOJAAIMHBwTLvgZjg4GBS8VampKQQHo9HFi5cyNK7c+cOUVBQYORJSUkEAImNja2yjQKBgPj7+1epIyYyMpIAIM+fP2fJExMTCQCSmJjIyMR9t3XrVkZWUlJCjIyMSL9+/RiZ+FmLjIyU2ebk5GTC5XKJl5cXKSsrY9UtEokIIZ//zBFCSPPmzYmDgwNzPHHiRKKhoUGEQqHMPpk/fz4RCATk8ePHLPmMGTMIj8cjaWlphBBC9u/fTwCQJUuWMDpCoZA4OTlJtJ9CoVAolO+Jz46hHDBgADQ1NZnjNm3aAAAGDx4MBQUFlry0tBSvXr0CUD6yk5ubCz8/P2RmZjIfHo+HNm3aIDExUaKu0aNHM/9PzSoAv15jCHPffm4TAAA8FQ0AAEeRD75JYwDl3mVKVkG11/L5fAwbNowli42NRaNGjdCwYUNW+zp37gwATPuOHj0KAJgwYQLr+kmTJn1yW/bt2weRSARvb29W3UZGRrC2tmbqFt+3+Pj4bxb3qaamhsGDBzPHSkpKaN26NZ49e1ajcvbv3w+RSIS5c+dKxL2Kp8Y/95kDACcnJ5ZtWlpaKCgoQEJCgkzbYmNj4eTkBG1tbVa9Xbt2RVlZGc6ePQug/FlQUFBgRj8BgMfjYfz48TXqCwqFQqFQvjafPeVtasreWUbspJiYmEiV5+TkACiP3QPAOFiV0dDQYB0rKytDX1+fOS4VisBVVoOo+MNnWF+OqKQQ2Sc3QkGnHoS5b5CbGAXdHhOYeqqjbt26UFJSYsmSk5Px4MEDls0VycjIAACkpqaCy+VKTCPb2Nh8SlOYugkhsLaWnqBdUVERAGBhYYGff/4ZK1asQExMDJycnODp6YnBgwezfiR8SerVqycRC6mtrY3bt+VL/STm6dOn4HK5aNy4sUydz33mxLaJn2EAGDNmDHbv3g13d3fUrVsXrq6u8Pb2Rvfu3Vn13r59W65noU6dOlBTU2Od/5xngUKhUCiUr4HcDmXlhQhieDxejeTk/xvziBcjREdHw8jISNIwBbZplctTUqi9Beq5Z6NR9iEHRv5zUPjgLN5fiYOgSVco12ssVz0qKioSMpFIBHt7e6xYsULqNZUdbnmQlci78r0RiUTgcDg4duyY1PtQ0WFZvnw5AgICcODAAZw4cQITJkxAWFgYLl++jHr16n0xG8VU95zUJp/7zEnDwMAAN2/eRHx8PI4dO4Zjx44hMjISQ4cOxZYtW5h6u3Xrhl9++UVqGQ0aNKhpUygUCoVC+a6Q26FMTU2t1YrFI3IGBgbo2rVrja831xVICj9h55SSN8nIv3EE6g49wTeygqJOPRQ8OIfs+N9gPGyN9HrkwNLSErdu3UKXLl2q3NHFzMwMIpEIT58+ZY1EPXr0SEJXW1tb6orfyvfG0tIShBBYWFjI5azY29vD3t4ev/76Ky5evIgOHTpgw4YNWLBgAQDZTqI0tLW1AUDCztp+fipjaWkJkUiE+/fvo1mzZjJ1gE9/5mShpKSEXr16oVevXhCJRBgzZgw2btyIOXPmwMrKCpaWlvjw4UO1dZqZmeGvv/7Chw8fWE6/tGeBQqFQKJTvCbmH+S5cuFCrFbu5uUFDQwOLFi3Cx48fJc6/e/euyusFfAVoqiiyZBwFPgBAVFJ93CMAEFEZso+vBU9NG1pO5XF8XCVl6HQbjY/vUsG9dwQC/qdFBXh7e+PVq1f4/fffJc4VFRWhoKDcRvFK5jVr1rB0xCt/K2JpaYm8vDzWdPCbN28QFxfH0uvbty94PB5CQ0MlRvoIIcjKygIAvH//HkKhkHXe3t4eXC6XldpIIBDInbpG7LSJ4wKB8tHJTZs2yXX9p9KnTx9wuVzMmzdPIhWPuA8+95mThrgvxXC5XDRp0gQAmD709vbGpUuXEB8fL3F9bm4ucw969OgBoVCI9evXM+fLysoQERFRY7soFAqFQvmayO0t2dra4v3797VWsYaGBtavX48hQ4agRYsW8PX1hb6+PtLS0nDkyBF06NCh2m0PLfQEqLjrNleRD0U9UxQ+OAdFnbrgKqtBUd8MSvrmUq/Pv3YIpelPoe81C1y+KiNXtW4DVes2ePlXNNLSZkvEicrDkCFDsHv3bowePRqJiYno0KEDysrK8PDhQ+zevRvx8fFo2bIlmjVrBj8/P6xbtw55eXlo3749/vrrLzx58kSiTF9fX0yfPh1eXl6YMGECk/KmQYMGuHHjBqNnaWmJBQsWYObMmUhJSUGfPn2grq6O58+fIy4uDoGBgZg6dSpOnTqFcePGYcCAAWjQoAGEQiGio6PB4/HQr18/pjwHBwecPHkSK1asgLGxMSwsLJjFV5WxtbVF27ZtMXPmTGRnZ0NHRwc7d+6UcFxrGysrK8yePRvz58+Hk5MT+vbtCz6fj6tXr8LY2BhhYWG18sxVZuTIkcjOzkbnzp1Rr149pKamIiIiAs2aNUOjRo0AANOmTcPBgwfRs2dPBAQEwMHBAQUFBbhz5w727NmDlJQU6OnpoVevXujQoQNmzJiBlJQUNG7cGPv27WNyglIoFAqF8r0it0PZokULVlLq2mDgwIEwNjbG4sWLsXTpUpSUlKBu3bpwcnKSWDUtDfu6mjhTSabrPh7ZCRuR/dfvQJkQmh38pDqUwveZyD0fAxXLVlC1aS9xXrtrEHK2jMf48eNx4MCBGreNy+Vi//79WLlyJbZu3Yq4uDioqqqifv36mDhxImsqevPmzdDX10dMTAz279+Pzp0748iRIxJxlrq6uoiLi8PPP/+MX375BRYWFggLC0NycjLLoQSAGTNmoEGDBli5ciVCQ0MBlMdturq6wtPTEwDQtGlTuLm54dChQ3j16hVUVVXRtGlTHDt2DG3btmXKWrFiBQIDA5ntDv39/WU6lEB5btKgoCAsXrwYWlpaGDFiBFxcXNCtW7ca92NNmDdvHiwsLBAREYHZs2dDVVUVTZo0wZAhQxidz33mKjN48GBs2rQJ69atQ25uLoyMjODj44OQkBBmtbmqqirOnDmDRYsWITY2Flu3boWGhgYaNGiA0NBQZgEUl8vFwYMHMWnSJGzbtg0cDgeenp5Yvnw5mjdvXjudRKFQKBTKF4BDvsTqh6/IkD+v4OKzrE/eflEaPC4H7evrInqEbKfpa8DhcBAcHMzaLYdCoVAoFAqbghIhUrIKUCoUQUmBC3NdwSeHrFE+jX99by/yskfXlWdq1aFU4HKwyMu+1sqjUCgUCoVSuySn5yPmShoSH2UgLbsQFb0ADgBTHVW42BhgUBtTWBuqfysz/zP86x1KEx1VhHraYsa+O7VW5jxPW5joqFavSKFQKBQK5avyIrsQs+Lu4NyTTPC4HKkDSgRAanYhoq+kIupSCpys9LDIy55+t39Bai+Z4zfEt5UpprrWTi6/aa428GlV80U4FAqFQqFQviw7r6ah68ozuPisPMNGdbOT4vMXn2Wh68oz2Hk1rUp9yqfzr4+hrMjOq2kIPngPQhGp0RQ4j8uBApeDeZ621JmkUCgUCuU7ZG1iMpadePzZ5Ux1bYBxLtJ3kqN8Oj/ECKUY31amODnZGe3r6wIodxSrQny+fX1dnJzsTJ1JCoVCocgkKioKHA4H165d+6r1hoSEgMPhIDMz86vW+z2x82parTiTALDsxGPsoiOV4HA4tbro94dyKIHymMroEW2QMKkjhrQxg5muKiq7lRwAZrqqGNLGDCcnd0T0iDY0roJCoVC+IBwOR66POD3d+vXrMWDAAJiamoLD4SAgIEBquZ06dZJZlqKiotRrpBEXFwd3d3fo6elBSUkJxsbG8Pb2xqlTp2qh9RR5ef36NUJCQnDz5k1G9iK7EMEH70nopu8OxouVPigryJE4JyouwMuIIXiz5WcQIpI4P/fgPTx+mYmQkJBaT4koDxcvXkRISIjcm4b8G/jXL8qRhbWhOkI8bRECW5pOgEKhUL4x0dHRrOOtW7ciISFBQi7eECA8PBz5+flo3bo13rx5I7Pc2bNnY+TIkSxZQUEBRo8eDVdX12rtIoRg+PDhiIqKQvPmzfHzzz/DyMiI2YWsS5cuuHDhAtq3l8xXTKl9Xr9+jdDQUJibmzPb6M6KuwOhlDA2Hdef8ObPscj+6w/oe05jncs5uxVlRe9h4B0KDkdy7EwoIpi95zr2/D9Pc6dOnWq9LVVx8eJFhIaGIiAgAFpaWl+1bjFFRUVQUKg9X+g/4VUJ+AqwNdb81mZQKBTKf5bBgwezji9fvoyEhAQJuZgzZ84wo5MV97avjLQNE7Zt2wYAGDRoULV2LV++HFFRUZg0aRJWrFgBDuefOa3Zs2cjOjq6Vr90vwcKCgogEAi+tRkshEKhxLa5QHlqoHNPpE/1K2oZQbODH3JPR6HIvgtULFoAAErePMaHpGPQaO0FJcP6Uq8tExFcfp4l9dx/BWVl5Vot74eb8qZQKBTKvx8zMzOWc1cTtm/fDoFAgN69e1epV1RUhLCwMDRs2BDLli2TWt+QIUPQunVrlqykpAQ///wz9PX1IRAI4OXlhXfv3klce+zYMTg5OUEgEEBdXR0eHh64d09y6vbhw4fw9vaGvr4+VFRUYGNjg9mzZ1dpe2pqKqysrGBnZ4f09HSZeuL4y/v372PgwIHQ1taGo6Mjc37btm1wcHCAiooKdHR04OvrixcvXrDK6NSpE+zs7HD9+nW0b98eKioqsLCwwIYNGyTqy8jIwIgRI2BoaAhlZWU0bdoUW7ZsYemkpKSAw+Fg2bJlWLVqFSwtLcHn87Fu3Tq0atUKADBs2DBwOBw0MNJA4d2TMtun0doLivrmyI5fDyIsBRGVIfv4b1DQ0Iemo5/M64S56Xi5pvwHR2hoKBMmUTGm8NSpU8z909LSQu/evfHgwQOZZVYkIiICtra2UFVVhba2Nlq2bInt27cDKL8n06aVj6haWFgwdaekpJTbJhRi/vz5TL+Ym5tj1qxZKCkpYdVhbm6Onj174sSJE2jWrBmUlZWZLXvloXJ7xc/KkydPmJFT8U5u8vBj/eyiUCgUyn+ad+/eISEhAT4+PtWOwp0/fx7Z2dmYNGkSeDye3HWMHz8e2traCA4ORkpKClatWoVx48Zh165djE50dDT8/f3h5uaG8PBwFBYWYv369XB0dERSUhLMzc0BALdv34aTkxMUFRURGBgIc3NzPH36FIcOHcLChQul1v/06VN07twZOjo6SEhIgJ6eXrU2DxgwANbW1li0aBHEyV0WLlyIOXPmwNvbGyNHjsS7d+8QERGBjh07IikpiTUVm5OTgx49esDb2xt+fn7YvXs3fvrpJygpKWH48OEAyh30Tp064cmTJxg3bhwsLCwQGxuLgIAA5ObmYuLEiSybIiMjUVxcjMDAQPD5fHh5eSE/Px9z585FYGAgnJycsODIfeRrWcpsF4fLg677eLyNnobcCzvBU9VEafpTGHiHgqsoewSOq6oJHbcxyI5fBy8vL/Tt2xcA0KRJEwDAyZMn4e7ujvr16yMkJARFRUWIiIhAhw4dcOPGDeb+SeP333/HhAkT0L9/f0ycOBHFxcW4ffs2rly5goEDB6Jv3754/PgxduzYgZUrVzL3T19fHwAwcuRIbNmyBf3798eUKVNw5coVhIWF4cGDB4iLi2PVlZycDB8fH4wePRr+/v6IjIzEgAEDcPz48U/e7tjb25vZ2rnyts5VQigUCoVC+cqMHTuWyPsVJBAIiL+/v1y6ERERBAA5evRotbqrV68mAEhcXJxcZUdGRhIApGvXrkQkEjHyyZMnEx6PR3JzcwkhhOTn5xMtLS0yatQo1vVv374lmpqaLHnHjh2Juro6SU1NZelWLD84OJgAIO/evSMPHjwgxsbGpFWrViQ7O7tam8XX+vn5seQpKSmEx+ORhQsXsuR37twhCgoKLLmzszMBQJYvX87ISkpKSLNmzYiBgQEpLS0lhBCyatUqAoBs27aN0SstLSXt2rUjampq5P3794QQQp4/f04AEA0NDZKRkcGq/+rVqwQAiYyMJPnFH4n5jMPETI6PeoueBFwFwlFSIaqNneW6pt6EGAKAzJw9R6LfxG3LyspiZLdu3SJcLpcMHTq0yj7v3bs3sbW1rVJn6dKlBAB5/vw5S37z5k0CgIwcOZIlnzp1KgFATp06xcjMzMwIALJ3715GlpeXR+rUqUOaN29eZf2EEAKABAcHM8fiZ2X48OHVXisNOuVNoVAolB+G7du3Q19fX67Rmffv3wMA1NVrti1fYGAga3rcyckJZWVlSE1NBQAkJCQgNzcXfn5+yMzMZD48Hg9t2rRBYmIigPLR1LNnz2L48OEwNWWnrZM2/X737l04OzvD3NwcJ0+ehLa2ttw2jx49mnW8b98+iEQieHt7s2w0MjKCtbU1Y6MYBQUFBAUFMcdKSkoICgpCRkYGrl+/DgA4evQojIyM4Of3z1SzoqIiJkyYgA8fPuDMmTOsMvv168eMykkjNasA8maU1nIeCp6KOsDhQKfLyOovqEBuUSnr+M2bN7h58yYCAgKgo6PDyJs0aYJu3brh6NGjVduipYWXL1/i6tWrNbIDAFP2zz//zJJPmTIFAHDkyBGW3NjYGF5eXsyxhoYGhg4diqSkJLx9+7bG9QOSz4q80ClvCoVCofwQPHv2DJcuXcK4cePkWkijoaEBAMjPz69RPZWdP7Fjl5NTnr4mOTkZANC5c+cq63327BkAwM7OTq56e/XqBUNDQ8THx1e5UEkaFhYWrOPk5GQQQmBtLT3Bd+WUS8bGxhIhBA0alO9Ql5KSgrZt2yI1NRXW1tbgctljVeKV+2KHW5ZNlSkVSi7SkQWXrwoFnboQFb0HTyC/ow1I7rYjttPGxkZCt1GjRoiPj69yYdP06dNx8uRJtG7dGlZWVnB1dcXAgQPRoUOHam1JTU0Fl8uFlZUVS25kZAQtLS2JPrSyspL48VHxvhgZGVVbZ2UqP9/yQh1KCoVCofwQiBc9yLO6GwAaNmwIALhz5w769Okjdz2y4i3J/2MTxauVo6OjpX6hf+qq8X79+mHLli2IiYlhjRbKg4qKCutYJBKBw+Hg2LFjUttTU4f1U6hsU2WUFL7OJGp1m6DUlEaNGuHRo0c4fPgwjh8/jr1792LdunWYO3cuQv+fpqg6PnVBWm1Qk3jiilCHkkKhUCg/BNu3b4elpSXatm0rl76joyO0tbWxY8cOzJo165O/SCtjaVm+iMTAwABdu3aVqVe/fnlKm7t378pV7tKlS6GgoIAxY8ZAXV0dAwcO/CwbCSGwsLBgRrSq4vXr1xKjco8fl+9cI16gYmZmhtu3b0MkErFGKR8+fMicr46KjpS5rgAcQO5p7xrz/7q0VJRYYrGdjx49krjk4cOH0NPTq3bBl0AggI+PD3x8fFBaWoq+ffti4cKFmDlzJpSVlWU6jGZmZhCJREhOTmZGdgEgPT0dubm5En345MkTEEJY5VW+L18LGkNJoVAolH89SUlJePDgQY2cLFVVVUyfPh0PHjzA9OnTmRHGimzbtg1///13jWxxc3ODhoYGFi1ahI8fP0qcF6cY0tfXR8eOHbF582akpbG3ApRmC4fDwaZNm9C/f3/4+/vj4MGDNbKrIn379gWPx0NoaKhEXYQQZGWxczQKhUJs3LiROS4tLcXGjRuhr68PBwcHAECPHj3w9u1b1mp3oVCIiIgIqKmpwdnZuVq7xI5abm4uBHwFmH7BXew4CnwAQOGH9yx5nTp10KxZM2zZsoW1k83du3dx4sQJ9OjRo8pyK/edkpISGjduDEII8zxUbGdFxGWvWrWKJV+xYgUAwMPDgyV//fo1a+X3+/fvsXXrVjRr1uyTprs/BzpCSaFQKJTvjkOHDuHWrVsAgI8fP+L27dtYsGABAMDT05NJ7yImJiYGgPzT3WKmTZuGe/fuYfny5UhMTET//v1hZGSEt2/fYv/+/fj7779x8eLFGpWpoaGB9evXY8iQIWjRogV8fX2hr6+PtLQ0HDlyBB06dMDatWsBAGvWrIGjoyNatGiBwMBAWFhYICUlBUeOHGFtPyiGy+Vi27Zt6NOnD7y9vXH06FGZsZpVYWlpiQULFmDmzJlISUlBnz59oK6ujufPnyMuLg6BgYGYOnUqo29sbIzw8HCkpKSgQYMG2LVrF27evIlNmzYx8ZaBgYHYuHEjAgICcP36dZibm2PPnj24cOECVq1aJdfiJ0tLS2hpaWHDhg1QV1eHfno2nhfpgqthWOM2VociXxn6JpbYtWsXGjRoAB0dHdjZ2cHOzg5Lly6Fu7s72rVrhxEjRjBpgzQ1Navd/9rV1RVGRkbo0KEDDA0N8eDBA6xduxYeHh5MH4id8NmzZ8PX1xeKioro1asXmjZtCn9/f2zatAm5ublwdnbG33//jS1btqBPnz5wcXFh1dWgQQOMGDECV69ehaGhITZv3oz09HRERkbWen9VyyetDadQKBQK5TOoLm2Qv78/Qflsp8QnMjKSpVtWVkbq1q1LWrRo8cn27Nmzh7i6uhIdHR2ioKBA6tSpQ3x8fMjp06cZHXHaoKtXr7KuTUxMJABIYmKihNzNzY1oamoSZWVlYmlpSQICAsi1a9dYenfv3iVeXl5ES0uLKCsrExsbGzJnzj+pbCqmDRJTWFhInJ2diZqaGrl8+bLMdkm7tiJ79+4ljo6ORCAQEIFAQBo2bEjGjh1LHj16xOg4OzsTW1tbcu3aNdKuXTuirKxMzMzMyNq1ayXKS09PJ8OGDSN6enpESUmJ2NvbS9wvcdqgpUuXSrXpwIEDpHHjxkRBQYEAILo9JsmVBohvYkcU9Uzl0hV/dh9OIA4ODkRJSUkijc7JkydJhw4diIqKCtHQ0CC9evUi9+/fl9nXYjZu3Eg6duxIdHV1CZ/PJ5aWlmTatGkkLy+PpTd//nxSt25dwuVyWSmEPn78SEJDQ4mFhQVRVFQkJiYmZObMmaS4uJh1vZmZGfHw8CDx8fGkSZMmhM/nk4YNG5LY2NhqbSREdtogWc9KdXD+XyiFQqFQKBSKBJ06dUJmZqbcsZ61zZA/r+DisyyJ1difA4/LQfv6uoge0abWyvzamJubw87ODocPH/7WpgCgMZQUCoVCoVC+YxZ52UOhlldiK3A5WORlX6tl/tehDiWFQqFQKJTvFhMdVYR62tZqmfM8bWHyBRf8/Behi3K+UwpKhEjJKkCpUAQlBS7MdQUQ8OntolAoFMp/D99Wpsj8UIJlJx5/dlnTXG3g0+rTkndTZENjKL8jktPzEXMlDYmPMpCWXcjKvcUBYKqjChcbAwxqYwprw5ptFUahUCgUyr+dnVfTEHzwHoQiUqOYSh6XAwUuB/M8bakz+YWgDuV3wIvsQsyKu4NzTzLB43KqfEnE552s9LDIy54O2VMoFArlPwX9zvw+oQ7lN+Zzf22FetrCl/7aolAoFMp/DGZW73EG0rKkzOrpqsKlgQEGtzWFlQGd1fvSUIfyG7I2MblW4kGmujbAOBfrWrCIQqFQKJR/H3Tdwbfnu17lnZKSAg6Hg6ioqG9tSq2z82parTiTALDsxGPsuppWvaIUzM3NERAQUCt21BbHjx9Hs2bNmP1OK29N9V/i9OnT4HA4OH36dI2v7dSpEzp16lTrNlEoFMr3hoCvAFtjTTQ31YatsSZ1Jr8B37VD+aPyIrsQwQfv1WqZcw/ew4vsws8u5/79+wgJCUFKSsrnG/UJZGVlwdvbGyoqKvjtt98QHR3N7Hn6KWzfvl1iT1QKhUL5r1BQIsS913lISsvBvdd5KCgRfmuTKD8o37ULb2ZmhqKiImaf0B+FWXF3IKzFjP8AIBQRzIq7U+Os/48ePQKX+8/vivv37yM0NBSdOnWCubl5rdooD1evXkV+fj7mz5+Prl27fnZ527dvx927dzFp0qTPN+5fxokTJ761CRQK5RtAM4ZQvgVfxKEUCoUQiURQUlL6rHI4HA6UlZVryarvg+T0fJx7klnr5ZaJCM49ycSTjPwaBR/z+fxat+VzyMjIAABoaWl9W0N+AD73/aNQKP8u5Fn9TACkZhci+koqoi6l0NXPlFpD7ilvPp8PKysrhIeHQyQSMXJxnOOyZcuwatUqWFpags/nM1OnHA4Hjx8/xuDBg6GpqQl9fX3MmTMHhBC8ePECvXv3hoaGBoyMjLB8+XJWndJiKAMCAqCmpoZXr16hT58+UFNTg76+PqZOnYqysjLW9SKRCKtWrYKtrS2UlZVhaGiIoKAg5OTkVNveL1VPyLoYpMfMQNqKAUhbMQBvoiaj4N5plk7J60dI3zUXaSu9kbasH97GzEDxy/vsOksKkX1yE16uG47UpX3wYs0gZOz8FUtjjjM6ycnJ6NevH4yMjKCsrIx69erB19cXeXl5jE7FGMqoqCgMGDAAAODi4gIOh8PE7/n7+0NPTw8fP36UaJOrqytsbGyq7dPY2Fg4ODhARUUFenp6GDx4MF69esWc79SpE/z9/QEArVq1AofDqTK+Mz8/H5MmTYK5uTn4fD4MDAzQrVs33LhxgynvyJEjSE1NZdpScdQ1IyMDI0aMgKGhIZSVldG0aVNs2bKFVUfF53vlypUwMzODiooKnJ2d5drXNjs7G1OnToW9vT3U1NSgoaEBd3d33Lp1S0L35cuX6NOnDwQCAQwMDDB58mSUlJSwdMaNGwc1NTUUFkqGN/j5+cHIyIh5PqXFUBYXFyMkJAQNGjSAsrIy6tSpg759++Lp06eMzue8NxQK5duw82oauq48g4vPsgCg2qwh4vMXn2Wh68oz2PmJcfgUihi5RyjXrFmDixcvYubMmXjz5o1EXFpkZCSKi4sRGBgIPp8PHR0d5pyPjw8aNWqExYsX48iRI1iwYAF0dHSwceNGdO7cGeHh4YiJicHUqVPRqlUrdOzYsUpbysrK4ObmhjZt2mDZsmU4efIkli9fDktLS/z000+MXlBQEKKiojBs2DBMmDABz58/x9q1a5GUlIQLFy5UO5Ve2/VERUVh+/wxUNQzhWbbAeAqC1Ca/hRFz65DYNsJAFCUcgsZscHgG1lBq4MfwOHiw+0EpO+YBaNB4eAblztuWfG/ofDRBai36AlFPVOIit6j5OV9nLl6E8AAlJaWws3NDSUlJRg/fjyMjIzw6tUrHD58GLm5udDU1JRob8eOHTFhwgSsWbMGs2bNQqNGjQAAjRo1wpAhQ7B161bEx8ejZ8+ezDVv377FqVOnEBwcXGVfivunVatWCAsLQ3p6OlavXo0LFy4gKSkJWlpamD17NmxsbLBp0ybMmzcPFhYWsLS0lFnm6NGjsWfPHowbNw6NGzdGVlYWzp8/jwcPHqBFixaYPXs28vLy8PLlS6xcuRIAoKamVt7PRUXo1KkTnjx5gnHjxsHCwgKxsbEICAhAbm4uJk6cyKpr69atyM/Px9ixY1FcXIzVq1ejc+fOuHPnDgwNDWXa+OzZM+zfvx8DBgyAhYUF0tPTsXHjRjg7O+P+/fswNjZm7OnSpQvS0tIwYcIEGBsbIzo6GqdOnWKV5+Pjg99++w1HjhxhnH8AKCwsxKFDhxAQEAAejyfVlrKyMvTs2RN//fUXfH19MXHiROTn5yMhIQF3795l+vpz3xsKhfJ1+ZyMIWX/T1k3Y98dZH4ooRlDKJ8OqSEzZswgPB6PpKWlEUIIef78OQFANDQ0SEZGBks3ODiYACCBgYGMTCgUknr16hEOh0MWL17MyHNycoiKigrx9/dnZOKyIyMjGZm/vz8BQObNm8eqq3nz5sTBwYE5PnfuHAFAYmJiWHrHjx+XKq9MbdeTm5tL1NXViZKxDTGduo+YzTjMfEynH2L+VdA2JsoWLRiZ2YzDxGTKXqKgaUiUzZszMg5fQNRbeLDKMZtxmJjPOEw+FH8kSUlJBACJjY2tsp1mZmasPo+NjSUASGJiIkuvrKyM1KtXj/j4+LDkK1asIBwOhzx79kxmHaWlpcTAwIDY2dmRoqIiRn748GECgMydO5eRRUZGEgDk6tWrVdpNCCGamppk7NixVep4eHgQMzMzCfmqVasIALJt2zaWne3atSNqamrk/fv3hJB/nkEVFRXy8uVLRvfKlSsEAJk8eXKV9RcXF5OysjKW7Pnz54TP57OeLbE9u3fvZmQFBQXEysqKdT9EIhGpW7cu6devH6vM3bt3EwDk7NmzjMzZ2Zk4Ozszx5s3byYAyIoVKyTsFIlEhJDPf28oFGlUfhal/W2nfBo7/k6V+B74nM/Ov1O/dZO+G77EcyqtTLGvVFMqv1dV4e/vL/W7sDaRe8o7MzMTmZmZ6Nq1K8rKynD27FnW+X79+kFfX1/qtSNHjmT+z+Px0LJlSxBCMGLECEaupaUFGxsbPHv2TC57Ro8ezTp2cnJiXRsbGwtNTU1069aNsT0zMxMODg5QU1NDYmLiV60nISEB+fn50GzbHxwFdmwbh8MBAHxMfwZhzmsIGjtDVPQeZYV5KCvMA/lYDGXzpih+cReElIcbcPkClLx+DGF+FqssAiAlq4AZgYyPj5c6PVpTuFwuBg0ahIMHDyI/P5+Rx8TEoH379rCwsJB57bVr15CRkYExY8awYmI9PDzQsGFDHDly5JNs0tLSwpUrV/D69esaX3v06FEYGRnBz8+PkSkqKmLChAn48OEDzpw5w9Lv06cP6tatyxy3bt0abdq0wdGjR6ush8/nM4ueysrKkJWVBTU1NdjY2DBT82J76tSpg/79+zMyVVVVBAYGssrjcDgYMGAAjh49ig8fPjDyXbt2oW7dunB0dJRpy969e6Gnp4fx48dLnBM/g7X13lBqjjgso7qPOIXU+vXrMWDAAJiamlYbHnL9+nX07NkTRkZGUFNTQ5MmTbBmzRqJ8J3qaN26NTgcDtavX/8ZLf3yfOtsFV8acfsu3nxQZcYQUibE6z/H4tWGkRB9LJE4L8xNR9qyfngXF8bIKmcMef36NUJCQnDz5s1abYM8HD16FCEhIV+93n8r3/JeATWY8q7sLIoXT4ipyqEwNWXv5KKpqQllZWXo6elJyLOy2A6SNJSVlSXs0dbWZsV4JScnIy8vDwYGBlLLqGz/l65HHKOmqG8ms76POeWOUdaRlTJ1RCWF4CmrQdtlGLKOrMSrdcOgZGQJlfotIbDvAkUtI5QKRbC1sMDPP/+MFStWICYmBk5OTvD09GRiWT+FoUOHIjw8HHFxcRg6dCgePXqE69evY8OGDVVel5qaCgBS4ywbNmyI8+fPf5I9S5Ysgb+/P0xMTODg4IAePXpg6NChqF+/frXXpqamwtramrXCHQAzzS+2WYy1teQ0UIMGDbB79+4q6xGJRFi9ejXWrVuH58+fs77AdXV1WfZYWVkxjp0YaX3m4+ODVatW4eDBgxg4cCA+fPiAo0ePIigoSOL6ijx9+hQ2NjZQUJD92tfGe0P5NKKjo1nHW7duRUJCgoRc/IyGh4cjPz8frVu3xps3b2SWe/36dbRv3x7W1taYPn06VFVVcezYMUycOBFPnz7F6tWr5bIvOTkZV69ehbm5OWJiYlhhPzXlS2fw+NbZKr404vZdKDCAUMlcph6HpwDd7uPwNvoX5F3cCW1nf9b57IQNAE8B2t2CGFnljCGvX79GaGgozM3N0axZsy/RHJkcPXoUv/322zdzKr9Wpplff/0VM2bMqPF1lTN5VHWvfv/9d9b6ly+B3A5lQkIC67hBgwasYxUVFZnXSovpkhXnReTYuEfWtRURiUQwMDBATEyM1POyRlO/RT0M/x991HIZDiVD6U4RV7F8hE/QyAl8E1sUPb6EoudJeP/3Pry/shf6XrOgpFA+SrV8+XIEBATgwIEDOHHiBCZMmICwsDBcvnwZ9erVk9+u/9O4cWM4ODhg27ZtGDp0KLZt2wYlJSV4e3vXuKzawNvbG05OToiLi8OJEyewdOlShIeHY9++fXB3d/8mNlVm0aJFmDNnDoYPH4758+dDR0cHXC4XkyZN+uSXu23btjA3N8fu3bsxcOBAHDp0CEVFRfDx8flse2v1eabUiMGDB7OOL1++jISEBAm5mDNnzjCjk+LYYGls3LgRAHD27Fkmtj0oKAjOzs6IioqS26Hctm0bDAwMsHz5cvTv3x8pKSmf7Kz9GzJ4FBQUfFYO3C9BcXExK3vDnVd5UDar+juTX7cR1Jq74/2VOAgad4LS/wc1Ch5eQNHTq9BxHQMFtX/WPHxqxpAfka/1nCooKFT5Q18WNcnk8TVi3+We8u7atSvrU3nU8XvD0tISWVlZ6NChg4TtXbt2RdOmTb9qPeIFDx/fpcosS0G7DgCAy1eFinkzqR8O75+HTkFNB+otPGDQ71fUHf0nuCrqyLu0G+a6//wRtLe3x6+//oqzZ8/i3LlzePXqVZUjilWNcAHlo5SnTp3CmzdvsH37dnh4eEBbW7vKa8zMyv+APXr0SOLco0ePmPOfQp06dTBmzBjs378fz58/h66uLhYuXMicl9UeMzMzJCcnSzh1Dx8+ZNksJjk5WaKMx48fV/uFumfPHri4uODPP/+Er68vXF1d0bVrV4ndf8zMzPD06VOJH1TS+gwod6aPHz+O9+/fY9euXTA3N0fbtm2rtMXS0hKPHj2SulK/os7XeG8on4+ZmVm17ysAvH//HsrKyhKpuOrUqVPlQEBltm/fjv79+6Nnz57Q1NTE9u3bpept2rQJlpaWUFFRQevWrXHu3DkJHWkZPGTt7BQQECDxnu3cuRMODg5QV1eHhoYG7O3tGce4qmwVshBn9Xj69Cl69OgBdXV1DBo0CID8WQ/Mzc3Rs2dPnDhxgtnpq3Hjxti3b59Efc+ePcOAAQOgo6MDVVVVtG3bViL0R7xL1s6dO/Hrr7+ibt26UFVVxZo1a5j2pe+YhdTFPZG6uCeKU2/LbJ+2sz94qhrIjv8NhBCISouQ89fv4NdtCLXmkj++eVwOtl1Ow+nTp9GqVSsAwLBhw5i+rHjfqsveIYuPHz8iNDQU1tbWUFZWhq6uLhwdHZnBq4CAAPz2228A2OEgYgoKCjBlyhSYmJiAz+fDxsYGy5Ytk/gbyuFwMG7cOMTExMDGxgbKyspwcHCQCNuTxudmmsnNzUVAQAA0NTWhpaUFf39/qTu/iTPiVGbbtm1o3bo1VFVVoa2tjY4dO7JGJSu+M9XdK2nvkbx9KC+ftFNObm4uhMLvO9u+t7c3ysrKMH/+fIlzQqGw1rbzk7ceV1dXqKuro/jqXhBhKUtPfPOUjKygoFUH76/sg6i0SKK8ssLydD9EVAZRcQHrHE+gBZ6aDhRRBgFfAe/fv5e4R/b29uByuRKpaCoi/kUuq3/8/PzA4XAwceJEPHv2TOboSUVatmwJAwMDbNiwgVX3sWPH8ODBA3h4eFRbRmXKyspY6Y8AwMDAAMbGxqw6BAKBhB4A9OjRA2/fvsWuXbsYmVAoREREBNTU1ODs7MzS379/P+uP5N9//40rV65UOxLK4/EkXs7Y2FiJP7g9evTA69evsWfPHkZWWFiITZs2SS3Xx8cHJSUl2LJlC44fPy7XKHG/fv2QmZmJtWvXSpwT2/i13hvK16NTp054//49goKC8ODBA6SmpmLDhg3Yt28fZs6cKVcZV65cwZMnT+Dn5wclJSX07dtX6ij2n3/+iaCgIBgZGWHJkiXo0KEDPD098eLFi1prT0JCAvz8/KCtrY3w8HAsXrwYnTp1woULFwD8k60CAGbNmoXo6GhER0czoQKyEAqFcHNzg4GBAZYtW4Z+/foBKB/NnTZtGjp06IDVq1dj2LBhiImJgZubm8SPs+TkZPj4+MDd3R1hYWFQUFDAgAEDWDN86enpaN++PeLj4zFmzBgsXLgQxcXF8PT0RFxcnIRd8+fPx5EjRzB16lQsWrQIrq6uTPs02nlDt+cU6PacAkU9E5lt4yoLoN01ECUv7+PDrXjknt2GsoJc6HQfJ9WRKRMRJD7OQKNGjTBv3jwAQGBgINOX4kwsUVFR8Pb2Bo/HQ1hYGEaNGoV9+/bB0dGx2r8VISEhCA0NhYuLC9auXYvZs2fD1NSUiS0PCgpCt27dAICpVxz+QQiBp6cnVq5cie7du2PFihWwsbHBtGnT8PPPP0vUdebMGUyaNAmDBw/GvHnzkJWVhe7du8uV+k0a4gwwurq6WLZsGZydnbF8+XLW32tCCHr37o3o6GgMHjwYCxYswMuXL5nUeNURGhqKIUOGQFFREfPmzUNoaChMTEwkMn+Iqe5eVaamfSgX8q7eWb9+PVm2bBnx9/cnAoGAvHv3jhDyz4qlpUuXSlwjXrkk1hUjLqMyzs7OxNbWljmWtcpb2rXSVkkFBQURAMTd3Z2sXLmSrF27lkycOJEYGxtXu/r5S9Tzxx9/EABEUd+MaDkPJTpuY4hac3cisOvMrLAz9FtEOApKhKehTzQ7+BGd7uOIZgc/wjexIyqWrcpXfU/aSTiKykRg14Vodx5JdLqPI6oNnQgA4jp8GiGEkLi4OFK3bl0yadIksm7dOrJmzRrSqlUroqioSC5dusTYVHmV95s3bwiPxyNt27YlUVFRZMeOHSQ9PZ3V3p49exIAREtLixQXF1fZj2LEq7fbtGlDVq1aRWbOnElUVVWJubk5ycnJkdCrbpV3Tk4OEQgExN/fn6xYsYJs2rSJeHt7EwBk+fLljN6SJUuY1djbt28nBw8eJIQQUlhYSBo1akSUlJTIlClTSEREBHF2diYAyKpVq5jrxc+gvb09MTc3J+Hh4WTevHlER0eH6OrqktevX1dp59y5cwkAEhAQQDZt2kTGjx9PdHR0SP369Vmr88QrupWVlcn06dPJqlWriIODA2nSpInUVfeEEGJlZUXU1dUJAHL9+nWJ85VXAAqFQtKpUycCgPj6+pLffvuNLFmyhLi6upL9+/czep/z3lBqj7Fjx8q98lP8LkhDKBSScePGEUVFRYLydXuEx+OR9evXy23LuHHjiImJCZMN4MSJEwQASUpKYnTE2RyaNWtGSkpKGPmmTZsIgGpXectasVp5derEiROJhoYGEQqFMu2Vla1CFuKsHjNmzGDJa5L1wMzMjAAge/fuZWR5eXmkTp06pHnz5oxs0qRJBAA5d+4cI8vPzycWFhbE3NycyQqRmJhIAJD69euTwsJCVv3R23cSAMTQb1GNVnCrWLYiHL6AgMMlGu0GVKkrzhhy9epVqSuda5K9QxpNmzYlHh4eVerIegf2799PAJAFCxaw5P379yccDoc8efKEkYmf+WvXrjGy1NRUoqysTLy8vKqs/3MyzYhtXLJkCSMTCoXEycmp2lXeycnJhMvlEi8vL4ksIeJ3kBDJd0bWvRLbXfE9qkkfyovcI5QTJ07E4sWLkZycjNDQ0E9e2PE12bBhAzZt2oSMjAzMmjULM2fOxKlTpzB48GB06NDhq9czYsQIbNi6C1wlVeRd2IWc01EoffsUKvUdGB1lsyYwGrIMfCNr5N84guyEjfhw5y/wBNpQb9UHAMBR5EO9RQ+UZjxD7vkY5Pz1Bz5mv4SO6xj8FjYHANC0aVO4ubnh0KFD+PnnnxESEgI1NTUcO3asyqlRIyMjbNiwgUn67efnh/v32UnVhw4dCqB8NEvenXYCAgKwa9culJaWYvr06di4cSO8vLxw/vz5T9oVR1VVFWPGjMHNmzcRHByMyZMn49GjR1i3bh3r19WYMWMwcOBAREZGYuDAgcwKZxUVFZw+fRqDBg3Cli1bMGXKFGRnZyMyMlIiB6W4zePHj8fatWuxcOFC2Nra4tSpU6hTp06Vds6aNQtTpkxBfHw8Jk6ciBs3buDIkSMwMWGPJqiqquKvv/6Cq6srIiIisGDBAjg6OmLJkiUyy/bx8UF+fj6srKzQokWLavuMx+Ph6NGjmD17Nq5cuYJJkyZhxYoVzJShmK/13lC+DjweD5aWlnBzc8OWLVuwa9cu9OrVC+PHj8f+/furvV4oFGLXrl3w8fFhRrM6d+4sEWsrzuYwevRoVmyXeMqvttDS0kJBQYFEXH9tUHmhUU2zHhgbG8PLy4s51tDQwNChQ5GUlIS3b98CKF9o0rp1a1ZGBjU1NQQGBiIlJUXi762/v79EaMK7fNmzTFWh4/oTUCYET0Mfmu19q9QVZwyRxedm79DS0sK9e/ekhhNVx9GjR8Hj8ZiRWjFTpkwBIQTHjh1jydu1awcHh3++Z01NTdG7d2/Ex8fXONOBmOoywBw9ehQKCgqsZ4rH40nNslGZ/fv3QyQSYe7cuRILR+UJc5GHmvahPMgdBSprmtTc3FzmfHtISIjU1VlRUVGsmAQxlWNcpJUt61pZdY0aNQqjRo2Sal9VfKl6goZ443ypGS4+y5K5k4GSYX3o950lswwOTxHaLsOh7fKPjMfloH19XSaI2sLCAn/++We19khLqzFy5EhWqicJ+/7/ZSHPdHdFvL29q52aDQgIqDL9SUUblixZUqXDBZRPectaYGJgYIDNmzdXW5eYn3/+ucZTAXw+H8uWLcOyZctYcmnxXKampjhw4ICEXNb7tWDBAixYsEBm3dLqUFFRqfY64NPfG8r3x+LFi7F69WokJyczi3e8vb3h4uKCsWPHomfPnlUuCDhx4gTevXuH1q1b48mTJ4zcxcUFO3bsQHh4OLhcLpMZoXJGBEVFRbkyL8jLmDFjsHv3bri7u6Nu3bpwdXWFt7c3unfv/lnlKigoSCxWrGnWA2mZGsQLWFNSUmBkZITU1FS0adNGoqyKGSbs7OwYubQMKsKyT1vQp6BpAK6qJpT0TMFVrH4woFQou57Pzd4xb9489O7dGw0aNICdnR26d++OIUOGoEmTJtXalZqaCmNjY6irsxcN1TRLR2FhId69ewcjI6Nq66yIPBlgUlNTUadOHYkFc/LsKvf06VNwuVw0bty4RnbVhJr2oTx8kb28KVWzyMseXVeeqXZrrJqgwOVgkZd99Yq1wO+//4769etXmfOQQqF8H6xbtw6dO3eW+GLz9PTEzz//jJSUFFhZWcm8XvyDTNaPwTNnzsDFxUXquZrA4XCk/niqPIJkYGCAmzdvIj4+HseOHcOxY8cQGRmJoUOHSmydWhMq5owV8z1kPZC2cEqB90nLH2qMkgIXktH8tUPHjh3x9OlTJgvJH3/8gZUrV2LDhg1VDmh8D8iTAea/yNd5KiksTHRUEeppW6tlzvO0hYmOaq2WWZmdO3di1qxZOHLkCCZOnFhrQ+8UCuXLkZ6eLnVaT7ygpKoFlgUFBThw4AB8fHwQGxsr8alTpw7jbIkzI1Sewvz48SOeP39erZ3a2tpSF3JIGylRUlJCr169sG7dOjx9+hRBQUHYunUrM4JaW3+bapr14MmTJxJO8ePH5VsiilfYmpmZSc3eICvDhDQMNL58KhsOAHNdQZWZMoDPy96ho6ODYcOGYceOHXjx4gWaNGnCmgGsqu7Xr1+zNtkAap6lQ1VV9Yv9KDAzM8ObN29YG1AAsjN3VMTS0hIikUgi/KE6avLc17QP5YE6lN8I31ammOraoHpFOZjmagOfVl8+jZOfnx8iIiIwYsQIjBkz5ovXR6FQPp8GDRogISGBtWlEWVkZdu/eDXV1dSalmTTi4uJQUFCAsWPHon///hKfnj17Yu/evSgpKUHLli2hr6+PDRs2oLT0n0wWUVFRcmUHsLS0xMOHD/Hu3TtGduvWLWb1tpjKm19wuVxmmlQcmlVdtgp5qWnWg9evX7NWar9//x5bt25Fs2bNmGnVHj164O+//8alS5cYvYKCAmzatAnm5uZyTXPqamkAAEQlsmMcPxdTXVUI+Aoy+/Jzs3dUvo9qamqwsrKSyNIhre4ePXqgrKxMImPFypUrweFwJLJvXLp0ibUz2YsXL3DgwAG4urp+sdHGHj16QCgUsnaVKisrQ0RERLXX9unTB1wuF/PmzZNIbScrBAqo2XNf0z6UBzrl/Q0Z52INPTU+gg/eg1BEajQFzuNyoMDlYJ6n7VdxJgH5ks7/aFQVI0yhfEsOHTqEW7duASgfBbx9+zYTG+vp6ck4WTNmzMDgwYPRpk0bBAYGQkVFBTt27MD169exYMGCKhMex8TEQFdXF+3bt5d63tPTE7///juOHDmCvn37YsGCBQgKCkLnzp3h4+OD58+fIzIyUq4YyuHDh2PFihVwc3PDiBEjkJGRgQ0bNsDW1hbv379n9EaOHIns7Gx07twZ9erVQ2pqKiIiItCsWTMm/qtZs2bg8XgIDw9HXl4e+Hw+s5CoJjg7OyMoKAhhYWG4efMmXF1doaioiOTkZMTGxmL16tWs7VIbNGiAESNG4OrVqzA0NMTmzZuRnp6OyMhIRmfGjBnYsWMH3N3dMWHCBOjo6GDLli14/vw59u7dKzHtLo1mzZqBw+Xh/ZW9EJUUgsNTgLJZU/AEWjVqnyx4XA5cGpT3laWlJbS0tLBhwwaoq6tDIBCgTZs2sLCwQHh4OIYNGwZnZ2f4+fkhPT0dq1evhrm5OSZPnlxlHY0bN0anTp3g4OAAHR0dXLt2DXv27MG4ceMYHfFCmgkTJsDNzQ08Hg++vr7o1asXXFxcMHv2bKSkpKBp06Y4ceIEDhw4gEmTJkn8SLKzs4ObmxsmTJgAPp+PdevWAShPzfOl6NWrFzp06IAZM2YgJSWFyUkqLY1dZaysrDB79mzMnz8fTk5O6Nu3L/h8Pq5evQpjY2OEhYVJva6qeyXNvpr0oVzUeF04pdZJyyogg/+4TMxmHCb1Zx2pMpWD+PzgPy6TtKyCb206hUL5QlSXNkicvkTap3LakOPHjxNnZ2eip6dHlJSUiL29PdmwYUOV9aenpxMFBQUyZMgQmTqFhYVEVVWVlX5l3bp1xMLCgvD5fNKyZUty9uxZifQm0tKxEELItm3bSP369YmSkhJp1qwZiY+Pl0h3smfPHuLq6koMDAyIkpISMTU1JUFBQeTNmzessn7//XdSv359wuPxqk0hJCtNnJhNmzYRBwcHoqKiQtTV1Ym9vT355ZdfWGnDzMzMiIeHB4mPjydNmjQhfD6fNGzYUGqqradPn5L+/fsTLS0toqysTFq3bk0OHz7M0hGnDZKVqmvB8giioGVEwOHWKIUQT8OASUFX1Sc5/T1T14EDB0jjxo2JgoKCxH3btWsXad68OeHz+URHR4cMGjSIvHz5UmZfMvYvWEBat25NtLS0iIqKCmnYsCFZuHAhKS0tZXSEQiEZP3480dfXJxwOh/U+5Ofnk8mTJxNjY2OiqKhIrK2tydKlS1lpdQgpTxs0duxYsm3bNmJtbU34fD5p3ry5XCmlPjd1YVZWFhkyZAjR0NAgmpqaZMiQISQpKanatEFiNm/ezPSttrY2cXZ2JgkJCcx5aam2ZN2ryu8RIfL3obxwCKHDL98Lyen5iLmShsTHGUjLKkTFG8NB+RSESwMDDG5r+sNtiVVQIkRKVgFKhSIoKXBhriuAgE8H0CmUH5GnT5/CysqKSfr8I2Bubg47OzscPnz4q9U55M8rVWYM+RTEGUPEe3n/2+FwOBg7dqzUDR0otQv9xv6OsDZUR4inLUJg+59wsBgH+lEG0rKlONA6qnCxMcCgNqawNvyxHGgK5b/MmzdvAAB6enrf2JJ/N//2jCGUH4sfy0P5gRDwFWBr/P0nj/8UXmQXYlbcHZx7kgkelyP1jyEBkJpdiOgrqYi6lAInKz0s8rL/4ivZKRTKl2Xz5s3YvHkzs4c15dMRZwyZse9OrZX5NTKGUH5M6Cpvyldl59U0dF15Bhefla/wq+6Xtfj8xWdZ6LryDHZeTfviNlIolC9HYGAgsrOzERsb+0m7ZFHY/BszhlB+TGgMJeWrsTYxGctOPP7scqa6NsA4F8mdDygUCuW/ys6raf+ajCGUHxM6QvkfICoqChwOR+o2i1+LnVfTasWZBIBlJx5j179gpDIkJOSrJH8PCAhgkibXhJSUFHA4HKlbjH5JhEIhfvnlF5iYmIDL5aJPnz5ftX4K5UfEt5UpTk52Rvv6ugDKHcWqEJ9vX18XJyc7U2eS8tnQGErKF+dFdiGCD9777HKKnl5FyevH0HIahLkH76G9pR6N9fkXsnnzZixduhSTJk1CixYtYGpKv8jEXLx4ESdOnMCkSZNqbTpYJBJh69at2LdvH5KSkpCdnQ0LCwv4+vpi6tSpUFb+8ruuUL4OJjqqiB7R5j+dMYTy7aBT3v8BysrK8PHjR/D5/G+yXWJtpbbIPrEe+TeOwGzG4X9FaouQkBCEhoZ+8cToAQEBOH36dI1HoAkhKCkpgaKi4lfdm9bX1xfnz5/Hy5cvv1qd/xaWLVuGadOm4fnz55806iyNDx8+QF1dHW3btkXPnj1hYGCAS5cuYcuWLejYsSNOnTpFt1H9gfkvZAyhfB/Qp+oTKSwshKqq/KNjBQUFzLZIXxsej/fNNrNPTs/HuSeZtV5umYjg3JNMPMnI/6xf2IQQFBcXQ0VFpRat+3fA4XC+yehURkaGXKNvQqEQIpEISkpKX96ob8yX/PugpKSECxcusHa7GTVqFMzNzREcHIy//voLXbt2/SJ1U749P3LGEMr3RY1iKAsKCjBlyhSYmJiAz+fDxsYGy5YtkzoCs23bNrRu3RqqqqrQ1tZGx44dceLECZbOsWPH4OTkBIFAAHV1dXh4eODePfbU6Nu3bzFs2DDUq1cPfD4fderUQe/evVmjMdeuXYObmxv09PSgoqICCwsLDB8+XK42rVu3Dra2tuDz+TA2NsbYsWMl9sHs1KkT7OzscP36dXTs2BGqqqqYNWuWzDIDAgKgpqaGp0+fokePHlBXV8egQYMAlE8/rVq1Cra2tlBWVoahoSGCgoKQk5MjUc6xY8fg7OwMdXV1aGhooFWrVti+fTtL58qVK+jevTs0NTWhqqoKZ2dnib1vK8dQ9uzZU+ZWaO3atUPLli1Zsm3btsHBwQEqKirQ0dGBr68vXrx4IbP9FVl/9Cqyjq7GizWDkbq0D17/MQYfbv3zHIg+luDVptF4tWk0RB//2cO1rCgfLyOG4G30VBBRGTIPr0T+jSMAgNTFPZnPtstpNepXc3Nz9OzZE/Hx8WjZsiVUVFSwceNGnD59GhwOB7t378bChQtRr149KCsro0uXLnjy5AmrjHPnzmHAgAEwNTUFn8+HiYkJJk+ejKKiIrn6pDI1KW///v2ws7ODsrIy7OzsWPsGA+Vb8Ono6GDYsGES175//x7KysqYOnUqANkxlA8fPoS3tzf09fWhoqICGxsbzJ49m6Xz6tUrDB8+HIaGhuDz+bC1tcXmzZurbKe4vsTERNy7dw8cDgccDocZXeVwOFi2bBlWrVoFS0tL8Pl83L9/HwBw6tQp5m+FlpYWevfujQcPHrDKF8esPn78GIMHD4ampib09fUxZ84cEELw4sUL9O7dGxoaGjAyMsLy5curtFcMh8PBuHHjEBMTAxsbGygrK8PBwQFnz55l6aWmpmLMmDGwsbGBiooKdHV1MWDAAImRY/H7eObMGYwZMwYGBgaoV68eQkJCMG3aNACAhYUF0z8pKSlwdnZG06ZNpdpnY2MDNzc3mfYrKSlJ3TrRy8sLACT6kUKhUD4FuUcoCSHw9PREYmIiRowYgWbNmiE+Ph7Tpk3Dq1evsHLlSkY3NDQUISEhaN++PebNmwclJSVcuXIFp06dgqurKwAgOjoa/v7+cHNzQ3h4OAoLC7F+/Xo4OjoiKSmJme7p168f7t27h/Hjx8Pc3BwZGRlISEhAWloac+zq6gp9fX3MmDEDWlpaSElJwb59+6ptk3hKsmvXrvjpp5/w6NEjrF+/HlevXsWFCxdYe9xmZWXB3d0dvr6+GDx4MAwNDassWygUws3NDY6Ojli2bBkzmhkUFISoqCgMGzYMEyZMwPPnz7F27VokJSWx6oyKisLw4cNha2uLmTNnQktLC0lJSTh+/DgGDhwIoPxL1t3dHQ4ODggODgaXy0VkZCQ6d+6Mc+fOoXXr1lJt8/HxwdChQ3H16lW0atWKkaempuLy5ctYunQpI1u4cCHmzJkDb29vjBw5Eu/evUNERAQ6duyIpKSkKkea0tPT8dtkX5QRQN3BAzxVTRQ9vY6sY2sgKi2CRqve4CryoddzMt5GT0Pu2a3Q6TIKQPn0tqikELoek8Hh8qDevDvKPmSjOCUJuj2nMHUkPs5ACGzl7lcAePToEfz8/BAUFIRRo0bBxsaGObd48WJwuVxMnToVeXl5WLJkCQYNGoQrV64wOrGxsSgsLMRPP/0EXV1d/P3334iIiMDLly8RGxtb5XMhDXnLO3HiBPr164fGjRsjLCwMWVlZzI8tMYqKivDy8sK+ffuwceNG1uje/v37UVJSAl9fX5m23L59G05OTlBUVERgYCDMzc3x9OlTHDp0CAsXLmTua9u2bRlHS19fH8eOHcOIESPw/v17TJo0SWrZ+vr6iI6OxsKFC/HhwwdmP9pGjRoxznNkZCSKi4sRGBgIPp8PHR0dnDx5Eu7u7qhfvz5CQkJQVFSEiIgIdOjQATdu3JCYGvbx8UGjRo2wePFiHDlyBAsWLICOjg42btyIzp07Izw8HDExMZg6dSpatWqFjh07VnuPzpw5g127drH2Au7evTv+/vtv2NnZAQCuXr2KixcvwtfXF/Xq1UNKSgrWr1+PTp064f79+xIzGmPGjIG+vj7mzp2LgoICuLu74/Hjx9ixYwdWrlzJJP3W19fHkCFDMGrUKNy9e5epT1zn48eP8euvv1bbhsq8ffsWAE0uTqFQagl592jcv38/AUAWLFjAkvfv359wOBzy5MkTQgghycnJhMvlEi8vL1JWVsbSFe8PmZ+fT7S0tMioUaNY59++fUs0NTUZeU5ODgFAli5dKtOuuLg4AoBcvXpV3qYQQgjJyMggSkpKxNXVlWXn2rVrCQCyefNmRubs7EwAVLv3rRjxHrszZsxgyc+dO0cAkJiYGJb8+PHjLHlubi5RV1cnbdq0IUVFRSxdcR+KRCJibW1N3NzcWPtuFhYWEgsLC9KtWzdGFhkZSQCQ58+fE0IIycvLI3w+n0yZMoVV9pIlSwiHwyGpqamEEEJSUlIIj8cjCxcuZOnduXOHKCgoSMgrMzRgGOGp6ZB6E7ez9ohVbdSRcPgCYjJlLyPTaDeAgMMlhoMWE70+MwgAot1lFOs69RYeBABLZj7jMDnxV6Jc/UpI+X67AMjx48dZuuJ9cxs1akRKSkoY+erVqwkAcufOHVYfVyYsLIzVd4TI3p+1MvKW16xZM1KnTh2Sm5vLyE6cOFHeJxX2aI2PjycAyKFDh1hl9ujRg9SvX585lrZPbceOHYm6ujqrXkII6xkbMWIEqVOnDsnMzGTp+Pr6Ek1NTantqYizszOxtbVlycS2aGhokIyMDNa5Zs2aEQMDA5KVlcXIbt26RbhcLhk6dCgjE/d3YGAgIxMKhaRevXqEw+GQxYsXM/KcnByioqJC/P39q7SVEMLsj33t2jVGlpqaSpSVlVl7WEtr96VLlwgAsnXrVkYmfh8dHR2JUChk6S9dupT1rorJzc0lysrKZPr06Sz5hAkTiEAgIB8+fKi2HZXp2rUr0dDQIDk5OTW+lkKhUCoj95T30aNHwePxMGHCBJZ8ypQpIITg2LFjAMpHQUQiEebOnQsul128OPA7ISEBubm58PPzQ2ZmJvPh8Xho06YNEhMTAQAqKipQUlLC6dOnpU4JA2BGyA4fPoyPHz/K2xycPHkSpaWlmDRpEsvOUaNGQUNDA0eOHGHp8/l8qdOIVfHTTz+xjmNjY6GpqYlu3bqx2u3g4AA1NTWm3QkJCcjPz8eMGTMkYtzEfXjz5k0kJydj4MCByMrKYsoqKChAly5dcPbsWYhEIql2aWhowN3dHbt372aFK+zatQtt27ZlVt3u27cPIpEI3t7eLHuNjIxgbW3N2CsNQgj2x+2DilVrgBCUFeYxHxWLFiAlBShNf8roazkOhKKeKbIOr0T2ifXgm9hBvaVntX1MAGzZvlOufhVjYWEhc4pw2LBhrFE9JycnAMCzZ88YWcV4y4KCAmRmZqJ9+/YghCApKalamysjT3lv3rzBzZs34e/vD03Nf+KhunXrhsaNG7PK69y5M/T09LBr1y5GlpOTg4SEBPj4+Mi04927dzh79iyGDx8usfJa/NwRQrB371706tULhBBWf7u5uSEvLw83btyocR+I6devH/T19ZljcbsDAgKgo6PDyJs0aYJu3brh6NGjEmWMHDmS+T+Px0PLli1BCMGIESMYuZaWFmxsbFj3tSratWsHBwcH5tjU1BS9e/dGfHw8ysrKALDv48ePH5GVlQUrKytoaWlJ7ZNRo0bJHdusqamJ3r17Y8eOHcw7W1ZWhl27dqFPnz41jr9ctGgRTp48icWLF9Pk4hQKpVaQe8o7NTUVxsbGUFdnL4Bo1KgRcx4Anj59Ci6XK/ElV5Hk5GQA5V980tDQ0ABQ7sSFh4djypQpMDQ0ZFYpDh06FEZGRgAAZ2dn9OvXD6GhoVi5ciU6deqEPn36YODAgeDz+VW2BwBruhMojzeqX78+c15M3bp1a7Q4QEFBgTUVKW53Xl4eDAwMpF6TkZEBoLwPAbCmtioj7kN/f3+ZOnl5edDW1pZ6zsfHB/v378elS5fQvn17PH36FNevX8eqVatYdRBCYG0tPYl4xWnkyrx79w7v8/KAm8fx4eZxqTqiglzm/xyeInR7TMTbLZPBUVCCrsckuVeepjx9Kle/irGwsJBZVmVHStx/FX/QpKWlYe7cuTh48KDED528vDy5bK6IPOWJn0dp98LGxoblsCgoKKBfv37Yvn07SkpKwOfzsW/fPnz8+LFKh1LsXFX13L179w65ubnYtGkTNm3aJFWncn/XhMr3RtZ7CpT/7YmPj5dY0FL5HmpqakJZWVlialdTUxNZWVly2SWt3xs0aIDCwkK8e/cORkZGKCoqQlhYGCIjI/Hq1SvWjzVpz0VVz6E0hg4dil27duHcuXPo2LEjTp48ifT0dAwZMqRG5ezatQu//vorRowYIfGjl0KhUD6Vb7LKWzxyFh0dzTiGFVFQ+MesSZMmoVevXti/fz/i4+MxZ84chIWF4dSpU2jevDk4HA727NmDy5cv49ChQ4iPj8fw4cOxfPlyXL58GWpqarVic01XAfP5fIkRWpFIBAMDA8TExEi9puLITHWI+3Dp0qVo1qyZVJ2q2t6rVy+oqqpi9+7daN++PXbv3g0ul4sBAwaw6uBwODh27JjUkZSqyhfbJ7B1gcC+i1QdJX1z1nHx83KniAhLIcx5DUUtyWdDOqRG/VrVvZQ1YlRxVKhbt27Izs7G9OnT0bBhQwgEArx69QoBAQEyR4VlUdvlifH19cXGjRtx7Ngx9OnTB7t370bDhg1lLuyQF7E9gwcPlvljpkmTJp9cfm2stpd2D6u7r7XB+PHjERkZiUmTJqFdu3bQ1NQEh8OBr6+v1PtY07a6ubnB0NAQ27ZtQ8eOHbFt2zYYGRnVaIV2QkIChg4dCg8PD2zYsKFG9VMoFEpVyO1QmpmZ4eTJk8jPz2eNUj58+JA5DwCWlpYQiUS4f/++TEfH0tISAGBgYCDXH0NLS0tMmTIFU6ZMQXJyMpo1a4bly5dj27ZtjE7btm3Rtm1bLFy4ENu3b8egQYOwc+dO1vRX5fYA5Qs0Kq54Li0txfPnz79IGg1LS0ucPHkSHTp0qPLLRNw/d+/ehZWVVZU6Ghoan2SrQCBAz549ERsbixUrVmDXrl1wcnKCsbExqw5CCCwsLNCgQc32itXX14e6ujpERAQV82bV6pdmPEfuhR0Q2HfFx4znyDoWAePha8FVrjiVJzliyQHQ2MYal8+drrZfa4M7d+7g8ePH2LJlC4YOHcrIExISvmh54udVPDJdkUePHknIOnbsiDp16mDXrl1wdHTEqVOnJFZqV0b8Hty9e1emjvi+lpWVfZVUMxXf08o8fPgQenp6XyUdl7R+f/z4MVRVVZkfLHv27IG/vz9r9XhxcbFE1oiqqGpUnsfjYeDAgYiKikJ4eDj2799fo2nzK1euwMvLCy1btsTu3btZP9wpFArlc5E7hrJHjx4oKyvD2rVrWfKVK1eCw+HA3d0dANCnTx9wuVzMmzdP4le5eDTAzc0NGhoaWLRokdS4x3fv3gEoz/VYXFzMOmdpaQl1dXWUlJSnmMnJyZEYZRA7smIdaXTt2hVKSkpYs2YN6/o///wTeXl58PDwkHntp+Lt7Y2ysjLMnz9f4pxQKGS+eFxdXaGuro6wsDCJ9ottdXBwgKWlJZYtW4YPHz5IlCfuw6rw8fHB69ev8ccff+DWrVsS06F9+/YFj8eTmpybEFLldCGPx0O/fv1Q+OgiSt+lSJwvK/xnCpCUCZF1ZBV4arrQ6RoIXY9JKCvIQfZfv7Ou4SiVx5OKiv9pr6muKgb5+crVr7WB+Mu7Yn8QQrB69eovWl6dOnXQrFkzbNmyhTV9mpCQwKTWqQiXy0X//v1x6NAhREdHQygUVjndDZQ7ix07dsTmzZuRlsbe2lJsn/i+7t27V6rjKc9zVxMqtrvifbx79y5OnDiBHj161Gp9srh06RIrrODFixc4cOAAXF1dmXvI4/Ek3pOIiAgmxlIexM6xrGd2yJAhyMnJQVBQED58+IDBgwfLVe6DBw/g4eEBc3NzHD58+D+Zd5VCoXxZ5P6J2qtXL7i4uGD27NlISUlB06ZNceLECRw4cACTJk1iRsysrKwwe/ZszJ8/H05OTujbty/4fD6uXr0KY2NjhIWFQUNDA+vXr8eQIUPQokUL+Pr6Ql9fH2lpaThy5Ag6dOiAtWvX4vHjx+jSpQu8vb3RuHFjKCgoIC4uDunp6Uzqky1btmDdunXw8vKCpaUl8vPz8fvvv0NDQ6PKLxt9fX3MnDkToaGh6N69Ozw9PfHo0SOsW7cOrVq1kvsPdU1wdnZGUFAQwsLCcPPmTbi6ukJRURHJycmIjY3F6tWr0b9/f2hoaGDlypUYOXIkWrVqhYEDB0JbWxu3bt1CYWEhtmzZAi6Xiz/++APu7u6wtbXFsGHDULduXbx69QqJiYnQ0NDAoUOHqrRHnCNz6tSpjKNQEUtLSyxYsAAzZ85ESkoK+vTpA3V1dTx//hxxcXEIDAxkchpKY/HixYg7egJvt06BWlM3KOqZQlSUj9L0pyhOuQmTSTsBAHkXd6E0/RkM/RaCy1eFkoEFtDr4IfdsNAQNO0DFsjy1kZJR+WhtdsJGKNdvAR6XB5fhQ+HsbCtXv9YGDRs2hKWlJaZOnYpXr15BQ0MDe/fulblorDbLCwsLg4eHBxwdHTF8+HBkZ2cjIiICtra2Un9U+Pj4ICIiAsHBwbC3t2finatizZo1cHR0RIsWLRAYGAgLCwukpKTgyJEjuHnzJoDy+5qYmIg2bdpg1KhRaNy4MbKzs3Hjxg2cPHkS2dnZn9QXsli6dCnc3d3Rrl07jBgxgkkbpKmpiZCQkFqtSxZ2dnZwc3NjpQ0CylOkienZsyeio6OhqamJxo0b49KlSzh58iR0dXXlrke88Gf27Nnw9fWFoqIievXqxTiazZs3h52dHWJjY9GoUSO0aNGi2jLz8/Ph5uaGnJwcTJs2TWLBoaWlJdq1aye3jRQKhSKVmiwJz8/PJ5MnTybGxsZEUVGRWFtbk6VLl7JSiojZvHkzad68OeHz+URbW5s4OzuThIQElk5iYiJxc3MjmpqaRFlZmVhaWpKAgAAmPUdmZiYZO3YsadiwIREIBERTU5O0adOG7N69mynjxo0bxM/Pj5iamhI+n08MDAxIz549WSk+qmLt2rWkYcOGRFFRkRgaGpKffvpJIo2GtDQnVeHv708EAoHM85s2bSIODg5ERUWFqKurE3t7e/LLL7+Q169fs/QOHjxI2rdvT1RUVIiGhgZp3bo12bFjB0snKSmJ9O3bl+jq6hI+n0/MzMyIt7c3+euvvxidymmDKjJo0CACgHTt2lWmvXv37iWOjo5EIBAQgUBAGjZsSMaOHUsePXpUbV9cuvOUqLfwIDwNfQKuAuEJtImyWVOi030cMZtxmBgFrCLg8oi6Qy9WOiDTXw4QpTrWhKemQ0wm7WRk6g69CFdVkwAcAoAkp7+vUb+amZkRDw8PCTvFaYNiY2NZcmmpde7fv0+6du1K1NTUiJ6eHhk1ahS5deuWhJ68aYPkLY+Q8nvRqFEjwufzSePGjcm+ffuIv78/K22QGJFIRExMTKSm+5LVNkIIuXv3LvHy8iJaWlpEWVmZ2NjYkDlz5rB00tPTydixY4mJiQlRVFQkRkZGpEuXLmTTpk3VtreqtEGyUoSdPHmSdOjQgXkXevXqRe7fv8/SEff3u3fvWHJZ76O87zUAMnbsWLJt2zZibW1N+Hw+ad68OUlMTGTp5eTkkGHDhhE9PT2ipqZG3NzcyMOHD4mZmRkrPZH4fZSV6mz+/Pmkbt26hMvlSn1vlyxZQgCQRYsWVWs7If/0rayPPKmTKBQKpTroXt6UL05t7eVdkX/DXt6UHwMOh4OxY8dKhPt8K1avXo3JkycjJSVFYkU7hUKhfCtqtPUihfIpLPKyhwJXvhRA8qLA5WCRl32tlkmhfO8QQvDnn3/C2dmZOpMUCuW7gi7zo3xxTHRUEeppixn77tRamfM8bWGio1q9IoXyA1BQUICDBw8iMTERd+7cwYEDB761SRQKhcKCOpSUr4JvK1NkfijBshOPP7usaa428GlFR2co/x3evXuHgQMHQktLC7NmzYKnZ/W7SFEoFMrXhMZQUr4qO6+mIfjgPQhFpEYxlTwuBwpcDuZ52lJnkkKhUCiU7wzqUFK+Oi+yCzEr7g7OPckEj8up0rEUn3ey0sMiL3s6zU2hUL4rCkqESMkqQKlQBCUFLsx1BRDw6eQf5b8HdSgp34zk9HzEXElD4uMMpGUVouKDyEF50nKXBgYY3NYUVgbqsoqhUCiUrwrzt+tRBtKypfzt0lGFi40BBrUxhbUh/dtF+W9AHUrKdwH9lU+hUL536OwKhSIb6lBSKBQKhVINnxv/HeppC18a/035gaEOJYVCoVAoVbA2MblWMlRMdW2AcS7WtWARhfL9QRObUygUihQKSoS49zoPSWk5uPc6DwUlwm9t0r+W48ePo1mzZlBWVgaHw0Fubm6Nrk9JSQGHw0FUVNQXsa8qdl5NqxVnEgCWnXiMXVfTaqUsMebm5ggICKjxdVFRUeBwOEhJSalVeyj/XahDSaFQKP8nOT0fHA4HHA4HasqKsKurhRZmOrCrqwU1ZUXmHIfDwenTp5nr/vzzTzRq1AjKysqwtrZGRESERNnm5uas6yt+rK2rH7V6+PAhfvnlFzRr1gzq6uqoU6cOPDw8cO3aNbnaJnYgxB9lZWUYGxvDzc0Na9asQX5+vtz9VBOysrLg7e0NFRUV/Pbbb4iOjoZAIMCiRYuwf//+L1JnRQoLCxESEsK6X/LyIrsQwQfv1ao9cw/ew4vswlotk/L1uHjxIkJCQuT+UbRv3z74+Pigfv36UFVVhY2NDaZMmVLjH1X/BuiqBwqF8p+n4mILfc8pEIn+OVdw9xSKU5Kg23MKAIDLBUQiYO2NQlg2KcTR2GiMHj0a/fr1w88//4xz585hwoQJKCwsxPTp05lyVq1ahQ8fPrDqTU1Nxa+//gpXV9dqbfzjjz/w559/ol+/fhgzZgzy8vKwceNGtG3bFsePH0fXrl3lauu8efNgYWGBjx8/4u3btzh9+jQmTZqEFStW4ODBg2jSpIlc5cjL1atXkZ+fj/nz57NsXLRoEfr3748+ffpUW4aZmRmKioqgqKhY4/oLCwsRGhoKAOjUqVONrp0VdwfCGsRLyoNQRDAr7g6iR7Sp1XJrypAhQ+Dr6ws+n/9N7fi3cfHiRYSGhiIgIABaWlrV6gcGBsLY2BiDBw+Gqakp7ty5g7Vr1+Lo0aO4ceMGVFRUvrzRXwnqUFIolP80FRdbAIBqYxfW+dLXD1GckgQ1O7Y8KQvovOQE3m6YCQ8PD+zZswcAMGrUKIhEIsyfPx+BgYHQ1tYGAKmO04IFCwAAgwYNqtZOPz8/hISEQE1NjZENHz4cjRo1QkhIiNwOpbu7O1q2bMkcz5w5E6dOnULPnj3h6emJBw8eVPklV1BQAIFAIFddAJCRkQEAcn35ykI8ovo1SU7Px7knmTLPi0qLwVWquU1lIoJzTzLxJCP/m6ZD4/F44PF436z+/wp79uyR+CHj4OAAf39/xMTEYOTIkd/GsC8AnfKmUCj/WdYmJmPGvjsoEYpqtHIXKHcM3j+7iQ95OTDp0Jt1buzYsSgoKMCRI0eqLGP79u2wsLBA+/btq63PwcGB5UwCgK6uLpycnPDgwYMa2V6Zzp07Y86cOUhNTcW2bdsYeUBAANTU1PD06VP06NED6urqjPN77tw5DBgwAKampuDz+TAxMcHkyZNRVFTEXN+pUyf4+/sDAFq1agUOh4OAgABwOBwUFBRgy5YtzBR8VXGA0mIoxba9evUKffr0gZqaGvT19TF16lSUlZUx1+nr6wMAQkNDmbpCQkKYch4+fIj+/ftDR0cHysrKaNmyJQ4ePIiYK2ngcTkAgA+3TyJ1cU8Up91BVvw6vFgzCK9+K2/X25gZeP3HGJRmpuHt9plIW9YPL9cORd7lPTLbw+NysO1yeSxlZGQkOnfuDAMDA/D5fDRu3Bjr16+XuIYQggULFqBevXpQVVWFi4sL7t1jT8dfu3YNHA4HW7Zskbg+Pj4eHA4Hhw8fBiA7hvLYsWNwdnaGuro6NDQ00KpVK2zfvp2lc+XKFXTv3h2amppQVVWFs7MzLly4ILO9YkpLSzF37lw4ODhAU1MTAoEATk5OSExMlNDduXMnHBwcGDvs7e2xevVq5rzY/rNnzyIoKAi6urrQ0NDA0KFDkZOTI1HesWPH4OTkBIFAAHV1dXh4eEj0H1D+PHh7e0NfXx8qKiqwsbHB7NmzAQAhISGYNm0aAMDCwoJ5nqqKQ5U2Ku7l5QUAn/3efm9Qh5JCqSEBAQEwNzdnySp/SX2PhISEgMPhfGszvhtqY7FFafozAMDhN6qsxRYODg7gcrlISkqSeW1SUhIePHiAgQMHfpYNb9++hZ6e3meVAZRPgQLAiRMnWHKhUAg3NzcYGBhg2bJl6NevHwAgNjYWhYWF+OmnnxAREQE3NzdERERg6NChzLWzZ89GYGAggPKp9ujoaAQFBSE6Ohp8Ph9OTk6Ijo5m5DWlrKwMbm5u0NXVxbJly+Ds7Izly5dj06ZNANhf2F5eXoiOjoajoyN+//13AMC9e/fQtm1bPHjwADNmzMDy5cshEAjQp08fxO7dK/EjI/vEenzMTINmB19otBvAyEXFH5CxOxhKBhbQ7jwCirr1kHs6CkVPpce3lokIEh+Xj9yuX78eZmZmmDVrFpYvXw4TExOMGTMGv/32G+uauXPnYs6cOWjatCmWLl2K+vXrw9XVFQUFBYxOy5YtUb9+fezevRsAcPr0aSbed9euXdDW1oabm5vM/oyKioKHhweys7Mxc+ZMLF68GM2aNcPx48cZnVOnTqFjx454//49goODsWjRIuTm5qJz5874+++/Zd8sAO/fv8cff/yBTp06ITw8HCEhIXj37h3c3Nxw8+ZNRi8hIQF+fn7Q1tZGeHg4Fi9ejE6dOkl1WseNG4cHDx4gJCQEQ4cORUxMDPr06YOKCWyio6Ph4eEBNTU1hIeHY86cObh//z4cHR1ZzuDt27fRpk0bnDp1CqNGjcLq1avRp08fHDp0CADQt29f+Pn5AQBWrlzJPLviHy3y8vbtWwColff2u4JQKF8AAHJ9EhMTCSGErFu3jvTv35+YmJgQAMTf319quWfOnCG9evUi9erVI3w+nxgaGhI3Nzdy/vz5Gts4YMAAAoD88ssvNbrO39+fmJmZSbQ3ODi4xjbIw6tXr0hwcDBJSkr6rHKCg4MJfeXLScsqIA1+PUrMZhwmZjMOk7pjtxDNDn6kzrA1jEz8UW/hQQCwZALbTgQ8RSJo7EzA4RKzGYdJg1+PkrSsAhIWFkYAEA0NDeLr6yvThilTphAA5P79+5/cjrNnzxIOh0PmzJlTrW5kZCQBQK5evSpTR1NTkzRv3pw59vf3JwDIjBkzJHQLCwslZGFhYYTD4ZDU1FRSUFBAgoODyfTp06XWKxAIZL7nlXn+/DkBQCIjIyVsmzdvHku3efPmxMHBgRBCSGJiIvO3Rvx+Vnx/u3TpQuzt7UlxcTFzvUgkIm3atiMK2sbM/dbtMYkAIPx6jYnpLwdYzwLfxI4AILo9f2ZkptPiCE+gTVRt2ks8T+KP+YzD5EPxR6n96ObmRurXr88cZ2RkECUlJeLh4UFEIhEjnzVrlsTfy5kzZxJFRUWSnZ3NtP/EiRNES0uLDB8+nNETPw/Pnz8nhBCSm5tL1NXVSZs2bUhRURHLHnGdIpGIWFtbEzc3N5YdhYWFxMLCgnTr1k3WLSSEECIUCklJSQlLlpOTQwwNDVm2TZw4kWhoaBChUCizLLH9Dg4OpLS0lJEvWbKEACAHDhwghBCSn59PtLS0yKhRo1jXv337lmhqarLkHTt2JOrq6iQ1NVVq+wkhZOnSpax++xRGjBhBeDweefz48SeX8T1CRygpXwTxLzfxp1u3blLljRo1AgCEh4fj1KlTsLW1hYKC7NDex48fg8vlYvTo0fjtt98wdepUvH37Fh07dmT9iq6O9+/f49ChQzA3N8eOHTtYv2Y/haKiIvz666+fVYYsXr9+jdDQUNYveMrnUXmxRdmHbORd2MGMOFaHdueR4CryUZR6Gxxe+UIRoYhgwqZ4zJs3D/369YOmpiZr+rciIpEIO3fuRPPmzZl3oKZkZGRg4MCBsLCwwC+//PJJZVRGTU1N6mrvn376SUJWMc6yoKAAmZmZaN++PQghSEpKYhbDPHz4sFZsk8Xo0aNZx05OTnj2TPZ9/P333/Ho0SNkZ2fj1KlT8Pb2Rn5+PjIzM5GZmYmsrCy0dOwEYc5rCPPZMZRqTd3A4UrGHXKUVCCw/SfGlsNThFKdBhDmpsu0gwBIySpg9WNeXh4yMzPh7OyMZ8+eIS8vDwBw8uRJlJaWYvz48axZhkmTJkmU6+Pjg48fP2Lfvn2M7Nq1a8jNzYWPj49MexISEpCfn48ZM2ZIxKuK67x58yaSk5MxcOBAZGVlMX1WUFCALl264OzZsxBVXNFWCR6PByUlJQDl70B2djaEQiFatmyJGzduMHpaWlooKChAQkKCzLLEBAYGshZr/fTTT1BQUMDRo0eZduXm5sLPz4+xNzMzEzweD23atGGm29+9e4ezZ89i+PDhMDVlJ6CvzZmd7du3488//8SUKVPkyu7wb4IuyqF8EQYPHsw6vnz5MhISEiTkYs6cOQNTU9PydC2V4sQqMnLkSIkg5jFjxqB+/fpYtWoVunfvLpd9e/fuRVlZGTZv3ozOnTvj7NmzcHZ2lutaaXztBQOUT6e6xRbywBNoQatTALKPr0X57s3l05jHf18IBQVFrF69Gs2bN5e5uOXMmTN49eoVJk+ezMgIISguLmacCDGampoS5RQUFKBnz57Iz8/H+fPnq3xnasKHDx9gYGDAkikoKKBevXoSumlpaZg7dy4OHjwoEbNWuQ1fCmVlZYnpRm1tbakxdGLEzsetW7dACMGcOXMwZ84cqbqigjxA/Z9pSQUtQ6l6PHVdCaeDq6yG0ncpVdpfKhThwoULCA4OxqVLl1BYyE4nlJeXB01NTaSmpgKAhAOir6/PLPoS07RpUzRs2BC7du3CrFmzAJRPU+vp6aFz584ybXn69CkAwM7OTqZOcnIyADBxsdLIy8uTsKkiW7ZswfLly/Hw4UN8/PiRkVtYWDD/HzNmDHbv3g13d3fUrVsXrq6u8Pb2lvr3vXKfqKmpoU6dOsxUtthmWW3X0NAAAOZHSFXt/1zOnTuHESNGwM3NDQsXLvxi9Xwr6Agl5bvAzMzsk38FqqqqQl9fv0Z5vWJiYtCtWze4uLigUaNGiImJkaq3f/9+2NnZQVlZGXZ2doiLi5OqVzmGUlqcJSA9jjEhIQGOjo7Q0tKCmpoabGxsmC+C06dPo1WrVgCAYcOGMUHg1SV4Pn/+PFq1agVlZWVYWlpi48aNUvWEwv+1d95hUVxtG7+3sAu79N4UBAUBC0oUjSgqCjasRNFYQBRjiWLs+tpj76ICGguKGuwlGju21xZ7rxHsSO919/n+2MzIsEtT8qW887uuvZQzZ86cOXNm5plznvPcxZg7dy4cHR0hlUphb2+PqVOnoqCgQC1vRc76ZQVYbt26NccxnfHr2rVrF2bPng0bGxvo6ekhICAAGRkZKCgoQFhYGMzNzaGrq4vg4GCN9YmJiYGHhwd0dHRgbGyMwMBAvH79Wu3Y9erVw8OHD9GmTRvIZDJ4uNZG1tW9bJ78hLv4EK0y7FKOrkTCwi5IWNgF2XdPldvGug39INI3A0AoTH6NnIfnkP/7DXgFjoSZmRlSUlJgbW2tcV+mv/366684fvw4vvrqK+jo6CAqKgpWVlacn76+PmrXro1FixZBqVSisLAQPXv2xN27dxETE4OlS5fCwMAAhoaGGDRoEG7fvq3WR1q3bo2FCxeq1aNkP33z5g0yMjLg6OiIlStXws3NDdu2bUNxcTGGDx/OMdIUCgVatmyJHTt2oKCgABKJBJaWlmjZsiUA1egpY+gdPHgQgGpRTnl+xmX5+G7ZsoVjbACqvnb69GkAQNOmTaGtrQ0HBwds3bq1zPJLnzMzkjZ+/HgcP34cw4cPh729PbS0tKCrpw+JZR0oC7gGXn7CPbzfPAavlvbE65WBSDq4CFRcCIHg06uUWaSjzM+GIju13EU661csRMuWLXHmzBkAQO3atTFlyhT2Q0OpVOLt27dsBAEXFxe4ublh06ZNamW9efMG3bt3h1wux6tXr3Dq1Cl2hf2lS5fQq1evcmd/KgPTZkuWLMHJkyc1/sr7uImJiUFQUBAcHR2xceNGHDt2DCdPnkTbtm05I5vm5ua4ffs2Dh06hK5duyIuLg4dO3Ys15CtqM7btm3TWF+mf/7Z3LlzB127dkW9evWwZ8+eL74Wf0f+fWfE8z9BZmYmCgsLkZycjK1bt+L+/fusEVYR7969Q1xcHLsSsm/fvlixYgXWrFnDTscAqsUJvXr1gqurKxYsWICUlBQEBwdrHK35XB48eIAuXbqgQYMGmDNnDqRSKZ4/f846n7u4uGDOnDmYMWMGQkND2Rd2eauC7927B19fX5iZmWHWrFkoLi7GzJkzYWGhProyZMgQREdHIyAgAOPGjcPVq1exYMECPHr0iGM8b9myBYMHD4abmxumTJkCQ0ND3Lp1C8eOHfvsRSULFiyAjo4OJk+ejOfPnyM8PBxaWloQCoVIS0vDrFmzcOXKFdagmDFjBrvvvHnzMH36dPTu3RtDhgxBUlISwsPD0apVK9y6dYsToiYtLQ0dOnRAz5490bt3b0xdvgGpcZshNrWDjuNX0DKtAYOW3yLjwnbouneA1NYNACC1LX8qWiAQQN8zAGknI5B6LBzFae8hsayDnNo+uH79OpRKJdzd3dX2KygowN69e6GtrY2EhAT07dsXw4YNw9ChQ+Hs7IzDhw9jzJgxSE5ORufOneHu7o4HDx5gypQpePfuHRITE3H69GnExsZiyZIluHjxIr777ju4uLhg//79n/XSBVQvXABITEzEhAkTEBwcDH19fdy4cQPbt2/HrVu38N///hdaWlo4d+4cXr16BUtLS4wbNw6GhoaIj49ny9DT00NERASGDx+Oxo0b4+bNm5g9ezYndNKXTiNmZmaioKAA7du3x6BBg7Bp0yYEBQWpTYGXhYODAwDViOXOnTuxZcsWdOzYEWFhYcjNL8TcjftQmBwPbbv67D4ZF3dA5uIF3YZ+UORmIOvGYSgL8yA24N5byvxs5CfchkAkhlHrYOQ+uYj0s1sgMbOHjqMqZFP27WOIPLYGgOpekMlkuHv3LnJyclijLCkpCT179mRdJ4YNG4aEhASEhIQgMzMT3377LdLS0lBcXAwfHx+8evUKo0ePhkgkwoIFC/DDDz8AUMXiDAwMLLc9HB0dAQD3799H7dq1y82jr69f6TBVJdmzZw8cHBywb98+zvWfOXOmWl6JRAJ/f3/4+/tDqVRixIgRiIqKwvTp0zn1e/bsGdq0+eRukJ2djffv36NTp06cOpubm5dbZ6Y/3L9/v9xz+Jx+++LFC3To0AHm5uY4evRotc0o/O34a104ef5XGDlyZKUXhFTGWd/Pz491tpdIJDRs2DA1R/KymL9wMWlr69CFBwl0/2063b7/kADQ/v37Ofnc3d3JysqK0tPT2bQTJ06oFmhUsChH08IdIvWFMStWrCAAlJSUVGZ9f/vtN7UFCeXRvXt30tbW5jiWP3z4kEQiEefYt2/fJgA0ZMgQzv7jx48nAHTmzBkiqpyzPhGRnZ2dxuvm7e1N3t7e7N/MQoF69epxnOn79u1LAoGAOnbsyNm/efPmnLaMj48nkUhE8+bN4+S7d+8eicViTrq3tzcBoK1btxIRUVZ+EdlpWDBhOUh1HUw6hVVqUQ7zqzFuL0EkUfVFgZAsg1aS/eRfKLBvP5LJZJSSkqLWHvv27VMdy8SEANCxY8c42+fOnUtyuVzNYX/y5MkkEAgIAEVFRdGBAwcIAC1evJjNU1xcTC1btlTrL97e3uTs7Ky2OIbpp6dPnyYdHR2ysrIiALR9+3Z2u1wup2PHjhEAWrRmA91MSKVJsxeo9XmlUkmdO3dmj52UlEQAqFu3bhoX5VhYWFC3bt3Yv8taNMYsvih5TnZ2dgSAtLW12XwfP34kqVRKzZs3Z8spuShnzJgxnHMmImrdujXp6ekRABo9ejTnuM1m7KOakw6T3eRfyLDNYAJAuo06ca6/VcgaAkBCmYHaIh2JjSuJ9M3LXKRj4taCbe/4+Hj2uOnp6Wx67969ycrKih4/fkxaWlrsopzAwEAyMDCgCRMmEABq0qQJAaBdu3ax5bi5uZGOjg4BIGNjY1IoFBrblVlckpGRQXp6etS0adMy73OFQkGOjo5Up04dysrKUrtWHz9+VEsrSc+ePcnBwYFTlytXrpBAIODc48nJyWr7rl27lgDQ/fv3OfUva1HOgQMH2PPS19cnb29vTj5Nda7MopyIiAgCUOlFku/fvycHBweytrb+ooU8/wT4EUqefyQLFy7EuHHj8Pr1a0RHR6OwsBDFxWVrLT9LzML2q68Q9+QjrqyIgtiuMfpvuwdA5QGna+OEaUsi4NbcB3Us9PD+/Xvcvn0bkydPhoGBAVtO+/bt4erqygnV8SUwI2kHDx5EcHAwhMIv80JRKBQ4fvw4unfvznEsd3FxgZ+fH+uoDoD9PzOKwTBu3DgsXboUR44cQZs2bSrlrP85DBw4kONM7+npiZ07d2Lw4MGcfJ6enli9ejWKi4shFouxb98+KJVK9O7dG8nJn3whLS0tUadOHcTFxXFGq3V1dVnf3YSUHKASCyYqi1BLCh3Hr5D39BIEIjEK3j9F1vVD+Pn+GcybNw/GxsZq+2zfvh1SqRQymQz6+vpqYVx2796Nli1bwsjIiHN+GRkZICLUrl0bMpkMq1atgkgkgpGREWJiYtCjRw/I5XJ8//33uHDhQpl1/vXXX/H48WMUFxfj3r17SExMRLt27WBnZ4cWLVrgl19+Qfv27ZGcnIyk9CwUFCsw+3IeBBIdzN2wG+veWCHvpepemzt/Ic49S0ZLN3tcOHmkXN/F0nh4eODUqVNYvnw5rK2t8ebNm0rvC6h8S0ve82ZmZnB2dtZYBzs7O8TGxsLJyQkvX75kfffWrl2Lxo0bA1D15Q0bNiAxMRGXL1/Gy4fPIe+3AgolofDDcwCAtr07FLmf/ENFciMIxFJQEdclQyDRgdjQEoo/FvWUXqQjEgpga2GK31/dhVgshr+/P4YNG4bs7Gxs2LAB5ubmeP/+PY4dO4bAwECYmJhgxIgRWLVqFXx9fWFpaYmMjAxs2rQJpqamePv2LaysrBAQEMDWoW/fvqxvqLe3d4XPFn19faxYsQJDhgxBkyZN0K9fPxgZGeHOnTvIzc1FdHQ0hEIhfvrpJ3Ts2BFubm4IDg6GjY0N3r59i7i4OOjr67MhdjTRpUsX7Nu3Dz169EDnzp3x8uVLREZGwtXVlaMiNWTIEKSmpqJt27awtbVFQkICwsPD4e7urraIrbCwED4+PujduzeePHmCdevWwcvLC127dmXPKyIiAgMGDEDjxo0RGBgIMzMzvHr1CkeOHEGLFi2wZo1qpHj16tXw8vJC48aNERoailq1aiE+Ph5HjhxhF0V6eHgAUIXECgwMhJaWFvz9/csM9t+hQwf8/vvvmDhxIi5evIiLFy+y2ywsLNgFq/8GeIOS5x9JyanE/v37o3HjxggKCmJ9jRhKSuqJhALkf3yFwsQXkNdri6K0d2w+oY0bHl07Ap9Fx+DtVhMBtqopJk2r8JydnTkrEr+EPn364KeffsKQIUMwefJk+Pj4oGfPnggICPgs4zIpKQl5eXll1rukQZmQkAChUKg2vWVpaQlDQ0N2IUBlnPU/h9IrKRnDvUaNGmrpSqUSGRkZMDExwbNnz0BEZa6QLC3PZ2tryxq+hcUqf6rKLJioDMWZSciPvwWRrjEU2alIOxEJsYEFxs2YhylTpqjlz8zMxJEjR9C5c2fcuHFDzTcQUE3h3b17t8zYds+fP2djRgIqZR4AePnyJeRyOZydncutM+M6IJFI2D62cuVKBAcHo0+fPsjIyFBbmHN5tioQsyJHZUxp27tD274R8uNv4eyOtTgrFMO8dj1sXBcO/3atyj0+w/LlyxEaGor//Oc/yMvLQ8OGDSu1H4Ourq6a37SRkRHbb0syYcIEbN68GWPHjkVhYSHb11xdXeHp6Ynr168jNjYWKSkpMDc3R6NGjfCf/0zH0uf0x3mrjpO8f77myoi4fa6iRToKJWHh7P9gSOB1ZGVl4cmTJxgzZgzMzMwwduxYmJmZYfDgwcjMzMT69evZuJqAasU3w/Tp07FixQqkpaWhYcOGnGP26dOHjTxRckq4PEJCQmBubo6FCxdi7ty50NLSQt26dTmLx1q3bo3Lly9j7ty5WLNmDbKzs2FpaQlPT88KY4kGBQXhw4cPiIqKwvHjx+Hq6oqYmBjs3r2bo7Xev39/rF+/HuvWrUN6ejosLS3Rp08fzJo1S+25uGbNGmzfvh0zZsxAUVER+vbti9WrV3Paol+/frC2tsbChQuxZMkSFBQUwMbGBi1btkRwcDCbr2HDhrhy5QqmT5+OiIgI5Ofnw87ODr1792bzNGnSBHPnzkVkZCSOHTsGpVLJ3nuauHPnDgBg8eLFatu8vb15g5KH5++ERCJB165dsXDhQuTl5bErYktL6imUhOwHqhARaac3IO30BrWycp/8F5d05Dh38ckX1amskTtGwYNBR0cH58+fR1xcHI4cOYJjx44hNjYWbdu2xYkTJ/5fpNGqKyRGeees6TzKOrey0umP0E5KpRICgQC//vqrxryl/ZNK5pGIS7yMKhkqyth3OIx91cPmAEDqiUgAgOXA5Ug78xPynl+DeeBcBA8L0Nge+vr6rD+cvb29xlXgSqUS7du3LzMUkJOTE2rWrIkOHTrg4cOHePXqlcZ8JREIBLC0tFQL4TNgwABWe5w5tr6xKfQ6jIWCCKXFg0Q6+mx5FoFzUfD2MXKfX0P+y5v4+PQ2evUdgM1nHyLI24UdXXV3d8eBAwfU6uTs7Ixz586xf8+ePZt9+ZaEuWdevnzJWejm7u7Oqr6UxM7ODi9fvuSkubm54fp1VZDxoKAgjvEik8lgZGSkcYT06saruPR7CrSMrVHw6h7Me88CNIQNEmqVHrkXwrTLWLV8IIJIKMDXDibo4PUVnjx5gl9++QXHjh3Dr7/+ig8fPiAnJwcTJ05Ex44dYWVlhf79+5fpF9ugQQOMGTMGdevWVdtWu3ZtHDx4EN26dUP9+vXVtgcFBWlcRMf4LZaHu7s79u7dW24eTQgEAkyZMkXtY6tz586cv3v16sUG0K8ImUyGqKioMhceMpReHFgWbm5unJBLmvjPf/5T6TBx9IUh6f5J8AYlz7+CvLw8EBGysrKgo6ODNXHP1FRQiAg5D89BWrMB9Bp3Uisj478/I+fBWeg2aA+lripUyM+nrqpNwT55UrGxaWRkpHHVuabRE6FQCB8fH/j4+GD58uWYP38+pk2bhri4OLRr165KBh8jF8aEyiiv3nZ2dlAqlXj27BlnGikxMRHp6emws7MDUDlnfaD8c2Yc3qsDR0dHEBFq1aoFJyenKu1rbyKHxtb8DKM698kl5D2/CiOfoRDrm8LIZyjyXt5E2okI2K/8vIUxgOr8srOzK1z0YGdnh9OnTyM7O5tjRGvqn0ZGRhpjM5buj7naJshMS4WBVV2ItaQV1lVqUxdSm7qA90DkPDiL5MNLMW5RBLKV36NvA/Xp/vJgQs2kp6dzFlVpumeqE0dHRxw/fhypqalqLgrze9RHuxXnIDayAkAQG1pCy9jmi44nFgowv4fKwJPL5ejTpw/69OnDrt6fN081um1mZgY9PT0oFIpK9YX79++DiDjPi8o8q3h4qgs+bNC/mH+CHGBVYcJglCQ9PR179+5FjRo1YG5uXqakXsGbh1BkJEK3QTvI63qp/1xaIf/VPRRnpUCsawwtcwecObwHm+M+rfo7efIkHj58WGE9HR0dkZGRgbt377Jp79+/Vws7lJqaqrYvM53PhMphplIqExZJJBLBz88PBw4c4IxcPXr0CMePH+fkZVZBrly5kpO+fPlyAJ9GDXx9faGnp4cFCxYgPz+fk7fk17ejoyOuXLmCwsJCNu2XX37hhPKpTMijiujZsydEIhFmz57NvkCZfk5EWLNmTZn6unKpGDWNZWrpwj+MJ2VB5XxjlQW5SD21HhILR+h5dAEAiPVMQAW5yPv9Bo4e0hxeqixK6ir37t0bly9fVrtegKoPMH6DnTp1QnFxMUf3WaFQIDw8XG0/R0dHPH78GElJSWzanTt3OFJ2P//2Ck/l9QFSIuPSz2plkFIBZb7Kz02Rn6028qJl8cdHQ3ERlp54iqMPU9g6Vwbmw+X8+fNsGqP3/Wcxa9YsrF27FkSE2bNnq223NdLB7K5ukDl9DQiESL+4Q+28iQiKvMxyj5P8ywrkPlG19ZyubqhhLENKSgonj0QigaurK4gIRUVF7L28c+dO/Pjjj2pllryWnTp1wrt37zguP7m5uZyp8qpQXFyMiRMnokaNGhAKhZzV+Tw8ZVFtI5SVHUWJi4tD69atERERgTNnzuDq1at4/fo1Bg0aVOaL5uTJk5g9ezZu3rwJqVQKHx8fLF26VGOcv9K0bt2anVZhgmZbWVmhadOmGDhw4Bf5L+zYsQMfP37UqFbAUzUOHz7MTncVFRXh7t277EO0a9euaNCgAQCgY8eO5fovluyHFn3nQ9tOtV/WnRNIO7MRAJB+YTuU+TnQ/0o1rVOclYLs28egZWYHkBIfon+AIi8TApEWqDAX333TCfFjR0KZn42FCxdCKBSqTV0DQH5+PvT09CAWi9lp1tatW2PmzJnIzc1FREQEateujdu3b+Ps2bNo3bo15syZg/Pnz6Nz58548+YN5x7o2bMn7Ozs4OPjAwMDA0RGRkJPTw9yuRyenp4a/e8A1dThsWPH0LJlS4wYMQLFxcUIDw+Hvb09Xrx4wY4ANWzYEIMGDcL69euRnp4Ob29vXLt2DdHR0ejevTvrd1UZZ31A5Ui/Z88edOjQAb1798aLFy8QExPDGgrVhaOjI3788UdMmTKFNRqvX7+OSZMmYf/+/WjUqFG5+7dxNsfNUo8rsaEVhFI5sm79CoFEB0ItKSTWztAytFTbP+/Fb0i/uBOK7FSY9Zyqppyia2SKsLAwdOjQAXp6elU+vwkTJuDQoUPo0qULgoKC4OHhgZycHNy7dw979uxBfHw8TE1N4e/vjxYtWmDy5MmIj4+Hq6sr9u3bpzGo+ODBg7F8+XL4+fkhJCQEHz9+RGRkJNzc3JCZmYnXqbmYeegBtGvWh657B2Re3o3CxN+hU6sxBEIRitLeIffxRRi1C4W8rhdy7p1G1s0jkDk1h9jIClSQi6w7JyAQS1GU+hYA8OOJF6jj7MIuhjE2Nka9evXK9MX19fVFzZo1ERISggkTJkAkEmHTpk3sAoo/kwEDBmD16tV49uwZOnToAKVSiQsXLqBNmzYYNWoUkrO9Mf3xAKSfi0ZixkfoODWDUKKD4vRE5D69DF33DjDw7FnhcQx0tNCnSU32fC0tLdGiRQtYWFjg0aNHWLNmDTp37sz2m4kTJ2LPnj2YO3cukpOT4erqitTUVNy8eROnTp1iP0iHDh2KNWvWYODAgbhx4wasrKywbds2yGTqH0+VYdOmTViyZAnCwsLQuHFjNX/n/2UuXbqEEydOICwsjDOS/qVcu3YNW7ZswdWrV3H37l0UFxf/86bLq2u5+LZt2zi/9u3bEwC19A8fPhCRKuyDsbExdejQgcRicZlhYg4fPkxCoZC++uorWrVqFc2dO5dMTU3JxsamwhAFRKpwGba2tuzxIyMjafz48eTg4MCGZdAUSqAydO7cWWNomL8LeXl5VFRU9FdXg4gqDhvE6PJq+pUMf7JmzRpycnIiPT09EolEpKenR6ampmxf+zpkJpl1HUcmXcaR7ffbyG7yL2Tspzo2RGISG1mT3K0NASDD1kGckDFyt7YEgAQSHTL2HU76zb8hiMQEkRYJxRJydXWliIgIEovFJJPJOPUHQF999RUbDoYJa2Rubk4SiYScnZ0pJiaGDfPBhFs5ffo0devWjaytrUksFhMAql+/Pi1ZsoQ2bNhAgwYNIqFQSObm5uTi4sLmqSiE0Llz58jDw4MkEgk5ODhQZGQke0+WDF1RVFREs2fPplq1apGWlhbVqFGDpkyZwtE2Zjh06BB9/fXXpKOjQ/r6+tS0aVPauXMnJ8+yZcvIxsaGpFIptWjRgq5fv84JG5SXl0enTp0iALR7927OvmVpTTPhZEqHVtq7dy95eXkRANLS0qK6devSyJEj6eHDh5SXl0dKpZK8vb3Jzc2Ns9/TD5kkr+fDhnRhfma9ppOWaU2CUFRmCCG7yb+QrK7qmHqNu6htqzl+H+06coqEQqFaGJrS2NnZUefOnYlIFe6HqTORSn94ypQpVLt2bZJIJGRqakpff/01LV26lPO8SklJoQEDBpC+vj4ZGBjQgAED6NatWxr7SExMDDk4OJBEIiF3d3c6fvw4G0Kn/09XyGHqEfY8jDuMIollbRKIpSSQ6JCWmT3pe/Yim1FbVeFyglaRzNWbRPpmqvtDZkg6jk3YtrGb/As5TD1CflM2sP2wZL8vixs3bpCnpydJJBKqWbMmLV++XC28Tem2K0lZIari4uLYtJJhg5i+VVxcTEuWLKG6deuSRCIhMzMz6tixI924cYPdb+e1BLIKmEbatm4k0NImgZY2iU1sSa9xZ7IOjeKEDdIyrcn+7TD1COk3aEdSHRnnfREVFUWtWrUiExMTkkql5OjoSBMmTKCMjAw2j1KppISEBBoxYgTVqFGDtLS0yNLSknx8fGj9+vWcc09ISKCuXbuSTCYjU1NTGjNmDBvuqeT5V4Y+ffqQjY1Nlfb5X6E6tLw1MXPmTNLS0iIPDw9ycnKqdJi9vxMCoj/HBB41ahQ7laCJhIQEjtReQECAxhFKNzc3FBYW4sGDB2zQ6Tt37qBx48YICwvDsmXLyq1H69atkZycrBasVKFQYPTo0Vi3bh0mTpyIRYsWVfkcu3Tpgvv372ucWvtcGCWMf5uUX05OTpmr4L4Upq89/ZCJ9ivPc7Ypiwrwdl0wpNbOMP/mU/Dc5MNLkfPkMmyGb4QiMwkfosdCIJZAYuUEi34L2JHO3OfXkLRnDozaDcO17UtQ21wPixcvxqRJk3D8+HH4+vpCoVBALBZDIBAgNDQUkZGRSE5OhpmZGWbOnMlxOygrHVBNewYHB+O3337DV199xaaPGzcOy5cvx44dO9C3b1+NbVCZ9l26dCkmTJigtrjhn45AINDYnrm5uWWO0Az4Y7GFosSqE2VhPoSSiu+71BMRyLp5BHaTuQtCmMUW20I8q34S1Uh8fDxq1aqFzZs3a1x0UZpniVlq983noqltTo1thdrmVR+pZaA/JCnLkrH8EmbNmsW6TlSG0lEjFKVXLZWA2d6ytinyT4Xjt8sXq/Vd8WfStm1bfPz4scIg38XFxVAqlRxBiH8rzDP2z3qOJiYmQl9fHzo6OhXaT39b/ixLtToCWaekpBAAmjBhgto2Nzc3sra2rrBsTSMUDMXFxeTq6koymYwTvJpINeLauHFj0tbWJiMjI+rTpw+9evWKUy5KjaSV/PrMz8+nGTNmkKOjI0kkErK1taUJEyaojfwAoJEjR1JMTAy5urqSWCym/fv3s1/lFy5coO+//55MTU3JwMCAQkNDqaCggNLS0mjAgAFkaGhIhoaGNGHCBE7wVabskiMCzNf4s2fPaNCgQWRgYED6+voUFBREOTk5au1TURuUBXOcBw8eUN++fcnQ0JDc3d2rVC5z3a5fv07NmzcnbW1tsre3p4iICLXjBQcHq0YYDYxJINIiLTN7Muk8luwm/0Lm38z8Y7RpjGpUss1gMvIZSiJdYwJAMtfWGkdFS45OCSQ6JLV1oZkHVQF1i4qKqEGDBuTo6Eh5eXkUHx/Pjkwy7cgEdS7Z/i9fvtR4LCYPc83d3d1JJpORgYEBde3alQ2kywTsZoJNP3/+nDp27Ei6urrUrVs3Wr16NdWtW5fEYjEJBAISCARkaWlJS5YsoRkzZmg8doMGDUhHR4cMDAzIzs6OrKysSCKRkJ2dHU2ZMoUOHjxIXl5eJJPJSFdXl3R0dKhVq1Z0/PhxatiwIUmlUqpTpw61adOGbGxsSCKRkKWlJXXt2pXzBf/bb7+Rr68vASCRSET29vYUHBxcqT65du1acnV1JS0tLZLL5aStrU26urrk7+9Pr1+/Zu89pr8wX/fBwcGcfnL06FFq1aoV6erqqkZ6BQIybDuEtB08SCDRIYmtK8mcW5BIz5QgEKpGKgVCEugYkK57B7IN+5nk9Xw0tqNAokNCiSqIdM+ePTnHjY6OZkfRAZChoSFFRkZy8oSEhLCjtmPHjiWJREICgYC6d++uNhPTrFkz8vDw4KSVvKf09fUJAC1btkztXtHE2E2nSbdBexLKDAkiMWmZ1iSTjqM5wdvFxrYkNralGuP2sum2Y3aSSG5EUpu6VHPiwTLbhrlvFAoFrVixglxdXUkqlZK5uTmFhoZSamoqpz7M6OOxY8fIw8ODpFIprVixgh1tjI2NpR9//JEdCW/bti09e/aMU8b58+cpICCAatSowT5/w8LCKDc3l5OvrGDqpSldnqW1DXn6D6AW838l+1Kj1GY9p5HMwp5EWhKq4+xC+/bt44yKFhYWkpGREQUFBakdJyMjg6RSKY0bN46IPj0zSo82P3r0iL755hsyNTUlbW1tcnJyoqlTp3LyvHnzhoKDg9lZEldXV9q4cWO551nWMyouLo7dtmTJElqxYgU5ODiQUChkA3yfPn2afVYwz66HDx9qbO8nT57Qt99+S/r6+mRqakr/+c9/SKlU0qtXr6hr166kp6dHFhYWtHTp0gqvDRH3Perk5ERSqZQaN25M586d4+SLj4+n4cOHk5OTE2lra5OxsTEFBASojTYyz+KzZ8/S8OHDyczMjAwNDdn6l/69fPmSWrVqRQ0aNNBYPycnJ/L19a3UuRBVzX76O/G3NijfvXtHAGjGjBlq2xhlgPfv35dbdnkGJZFKlQIA/fLLL2zajz/+SAKBgPr06UPr1q2j2bNnk6mpKdnb21NaWhoRqRRT3N3dydTUlJ1OZ5RWFAoF+fr6kkwmo7CwMIqKiqJRo0aRWCzmKEMQqW4EFxcXMjMzo9mzZ9PatWvp1q1bHOOiQ4cOtHbtWhowYAABoIkTJ5KXlxf169eP1q1bR126dCEAFB0drVa2JoOyUaNG1LNnT1q3bh0NGTKELbMklWmDsmCO4+rqSt26daN169bR2rVrq1Sut7c3WVtbk7m5OY0aNYpWr17NTm+WfCjm5uaSkZERASCblgFk1G4YSW3dCAAZ+Qwlw1aqNmOmtbVMa5LY0PKPdAHJG/iSQctv2QeDbkM/Mukyjqy/+4l9QQhlBiQQS6nlolPsca9cuUJCoZB69OhBbm6q423YsIHdrsmgzM7OZo3DHj16sP3mzp07RPRJoaZmzZq0ePFitm1kMhkBYI2QQYMGsVNkgwYNosjISNaoNjMzIwDUrFkzat68OdWqVYsA0Lfffkt9+/YlALRixQrq0aMHASBPT09asmQJNW3alACQs7MzrV27lgYOHMi2SYcOHSg8PJwWLVpEIpGIhEIh6evr0+TJk2n58uVs/fr160c//fQTzZ8/n9q0acM+zBMTE8nIyIg19Pz9/WnatGnk4uJSYZ9ktrdr14695wUCAdWsWZO6d+9ODRo0YA1KS0tLMjMzo3bt2hGgUpNh2Lx5MwkEAqpXrx7NmzePPD09SSAUkkBLh+T1fMjYbyRp27uTjuNXJLGsTRAISGxsw/4r0NImiVUdsui3kLTtG7F9BQCJ9EzIsNVAGjxxLmukM2zcuFHV77S0qEOHDtSlSxd2+rdkP2YMSjc3N2rbti17r4tEIurduzebj/l4WbJkSZn3alhYGPuBU9G9+uHDB5IYmJFI34wMWn5Lxn4jSKe2J3v/sEpCA5cRBELSa9Lt09S/SysSiKXsdK/lgCVs25h0Gcf+Wi1RKS4NGTKExGIxDR06lCIjI2nSpEkkl8upSZMmnGl8Ozs7ql27NhkZGdHkyZMpMjKS4uLiWIOyUaNG5OHhQStWrKBZs2aRTCajpk2bcs7r+++/p06dOtH8+fMpKiqKQkJCSCQSUUBAACdfZQ3K8srLzi+i+2/T6WZCKkXt2EdCoZDq1atHy5cvp2nTppGBgQG5ublxBhwGDx5MhoaGVFBQwDlOdHQ0AZ/cPjQZlHfu3CF9fX0yMTGhKVOmUFRUFE2cOJHq16/Pua62trZUo0YNmjNnDkVERFDXrl3Z+78ssrOzadu2bVS3bl2Oq9iHDx/Yuri6upKDgwMtXLiQVqxYQQkJCXTy5EkSi8Xk5OTEeXYZGRlxjDWmvd3d3alv3760bt06Vl1p+fLl5OzsTMOHD6d169ZRixYtCICaUagJQKW8ZWpqSnPmzKFFixaRnZ0d6ejo0L1799h8u3fvpoYNG9KMGTNo/fr1NHXqVDIyMiI7OzvOoArz/nV1dSVvb28KDw+nhQsX0p07dzjPUaZ9srOzacOGDQSAczwiomvXrhHwSa2rMvAGZSmqw6BUKBRkaGhIPj4+nPTk5GSSy+UEgK5fv15u2RUZlPv37ycAtGrVKiKqmqxbWT6U27ZtI6FQSBcuXOCkR0ZGEgD673//y6YBIKFQSA8ePODkZTq0n58fZ+SxefPmJBAI6LvvvmPTiouLydbWluM7xJStyaAcPHgwJ1+PHj3IxMSE/bsqbaAJ5jh9+/blpH+OZF7JUZaCggJyd3cnc3Nz9gW0cuVK1vBhRgpqTjhAUpu6JJDoqF76AiHZfKd6sQukMrIdvZ01FGUurVhjEwDpNvDljDZYD41kt9UYs4Oy8z/5pI4aNYo1cDw9PTnnpMmgLC+diKhmzZoEgPbt20dJSUn0+vVrWrRoEWtYvHnzhog++ZtOnjyZ3bdbt27s/j/++COn3ICAABIIBDR58mR2tIExhhUKBUeCsaQPn1QqJeCTBCMRka2tLWvgERGlpaURANLX16dGjRqpnRPRp3uMkZCsbJ80NjYmiURCvr6+dPPmTQJAI0aMoDVrVHJ3mzZton79+rEGJWN0l/a50yQdybRhu8ChnJE4i29V7W3qP14luec9iAABmXQey6YzUowCiQ5JrJ2p5vh9tOaMaoSs5AewUqkkuVxOAoGAnj9/zp7bixcvSCAQkKGhIZvGGJQtWrQgpVLJjlR5eHiQSCRiZ1AWL15MAoGAlYbTdE8xL36hUFjhvTowKJhEusZkO2YH10/UpRUJpHLOiKR+828IAiFZfLuQTLtPVjM6y5KptJ/8C504rTIGGUlHBsbHr2Q6cy1LS1IyBqWLiwvHEFu1apXai7z0SCQR0YIFCzhtR1R5g7Ky5VVWrvX48eMEgA4fPswps1OnTuTg4MD+rcmgrIw8YEhICFlZWalJGDKSjZrOpySa3ptMXfT19dVGzZnnckmp0Tt37pBQKKSBAweyaUx7h4aGsmnM+0sgENDChQvZ9LS0NNLR0alQhpeI2Gd0SXsgISGBtLW1qUePHmyapvO+fPmymsHHPEO8vLyouLiYk78sH8r09HTS1tamSZMmcdJHjx5NcrmcsrOzKzwPhn+qQfm3DhskFAoxbNgwnD59GlOmTMGzZ89w48YN9O7dmw1NwgQJ/lyY+G1ZWVkAoCbrxvxKyrpVxO7du+Hi4oK6detyymjbti0AqJXh7e0NV1dXjWWFhIRwVi57enqCiBASEsKmiUQifPXVVxrjzGniu+++4/zdsmVLpKSkIDMzs9raQNNxqlquWCzmKC9IJBIMGzYMHz9+xI0bNwCo5AMZPzn6I59AJIaehz+oMA9FGYkQlFCxkDl9DZHMQJVPLAEVfwpxI7FyQvb908i8ug9F6R+Q//o+kg4uAoSqYAjKokLEp3wKKzNv3jxYWlpCT08PBw8erFSblMX79+/Zlaw9e/aEmZkZatSogUmTJkFbWxu6urqwseHGvxs+/FOwbUNDQ3z48AFCoZANUs0wbtw4EBEb1PrEiRNQKpWYMWMGhEIhR4KR6WsnT55kwxbt2bOHvVYCgQBSqZQNHK2jowOJRAIzMzPcunULHz58UDs3ZiWkpiDUDJr6ZGpqKgoLCxEWFoZjx44BAEaPHo2hQ4dCX18fR44c4URYkEqlHNULhvKkIzcu+g8W9qwPqVgILak2ch9fhEAqh8TWBYUpb6BlWgNMzxJIdJD/6lMYKCrMg2mLb7C4twdGtvkUn5Npwxs3biAnJwdNmjSBgYEB24b6+vpwdnZGenq6Wkidvn37QiAQQF9fHx07dkR8fDwUCgUbizE2NhbNmjVjV91quqd0dXWRlJQEZ2fncu9VIsKB/fugU7spQARFbgb706nVGFSQg8LEF2x+Q69+0DKtiZRfViD1RASkNepB76uuZZbPHgdA9I6fYWBgwEo6Mj8PDw/o6uqq1bNWrVpqkpQMwcHBHJ+9li1bAgDn+VfS3zInJwfJycn4+uuvQUS4detWhXUuTWXKY+RaBw0apFGutSRt27aFqakpYmNj2bS0tDScPHkSffr0KbMeSUlJOH/+PAYPHqy28prpd0SEvXv3wt/fH0TEaW8/Pz9kZGR8kdJXr169OCpOzHkHBQVx4ng2aNAA7du356hzMQwZMoT9P/P+Kv1eMzQ0hLOzc6Xfa82bN2dlEQGVEle3bt1w/PhxNipHyetYVFSElJQU1K5dG4aGhhrbZOjQoZUWlzAwMEC3bt2wc+dO1vdRoVAgNjYW3bt3/9PWEPyd+NsHNp8zZw6Sk5OxePFiLFy4EIAq3EJISAgiIyPVVDGqCqMfyoRpqKqsmyaePXuGR48elSmdVjqWYlnhX4CqydNVVke3dJlMQOG0tDTo6+tXSxsA6udV1XKtra3VbkImkHV8fDyaNWuGhIQEGBgYIDc3l1uWyR/toygCKYrYdLGhBft/Ki6EQPzpxaRbzwd5ciOkxW1CWtwmAIDcrQ20DK2Q+/QShBJtFBYrOUZTrVq1kJGRAQuLT+V+DiWDN69duxZOTk4Qi8WwsLBAVFQUVq1axVl4IxaLYWtry+4zadIk/Pzzz1AqlWjcuDF8fX3Rr18/tGjRgg1azvQPRnKReclpkmAsGRh93bp1WLduHae+TAw8qVSKRYsWsXrgHTp0QL9+/TBw4EBYWqpC7nh7e6NXr15snL+dO3fCzs4O/fr1Y8srq08CKkWVgwcPQigUwtHREWKxGA4ODkhISODIDNrY2GhcHFCWdCTThoE1hWjhaIoxP53EwSeXQAU5eBcRwsmbcmQFAJX0oJbBp/v654m90fIrzSFVmBfUtWvXynwWPHz4EF9//TX7t7W1Nfv/Pn36sAozaWlpePHiBW7cuMGJG/ol92pSUhIyMzKA28eQffuYxjzKPyQHAZUetUmnMewCNpPOYZUOFxf/4oVGSUeGL3kmlnx+Mbx69QozZszAoUOH1J6LmsIqVURlymPu4crItYrFYvTq1Qs7duxAQUEBpFIp9u3bh6KionINSsa4Kk8GNSkpCenp6WqSjSXRFM+3spS+Nsx5a5L8dHFxwfHjx9UWDWp6r2lra8PU1FQtvXS8zrLQ1O5OTk7Izc1FUlISLC0tkZeXhwULFmDz5s14+/YtZ9GLpn5RXj/UxMCBAxEbG4sLFy6gVatWOHXqFBITEzlSqf9m/vYGpUQiwU8//YR58+bh6dOnsLCwgJOTE/r166dRh7iqMKvYmHKqKuumCaVSifr167MBoktT2hgsb/ViVeTpSt4c5VHd0nZlUfq8qqvcqiCUygFSsoGHBWJVAGtSFEGZlwWR7qcvaoGWFOYB01Gc8RHFGR8hNjCH2MAcH7aNh1BmAKG2LiRiIaysrDjHKD1y+KU0bdqUs8pb00tbKpVyNG1dXFzg5eWF27dvw8vLC3v37sW6deswY8YM1tiriJLHUSpVmtcymQweHh6s/nP//v1hbm6O1atXs3nDwsKQn5+PKVOmQCKRYPr06ViwYAHOnDmDRo0aQSAQYM+ePbhy5QqaN2+OrKwsDB48GMuWLUPXrqoRruqQmKzqKuCSbWhtIMWDjRMhLMiESFsH1i17I6NIAEVeJrKu7oNe056QOTSGjZUFRE/O4Lc/yrAyLPuYTBu2a9cOkyZN4mzbt28fIiIi1Fahl2wHf39/SKVSFBQUgIiwa9cuCIVCfPPNN5xjfO49xdRP7tYG8vo+GvNIzOw5f+e/VBlFVFyI4rR3GuN0aoZgbm6O7du3a9xa2uD+nGdiyVGh9u3bIzU1FZMmTULdunUhl8vx9u1bBAUFseddWaq7PIbAwEBERUXh119/Rffu3bFr1y7UrVu3yprmpWHqU5Fk4+dSHavtqyLFWtn3WmX4/vvvsXnzZoSFhaF58+YwMDCAQCBAYGCgxutY1XP18/ODhYUFYmJi0KpVK8TExMDS0rJCpaN/C397g5LBwsKCHQVSKBQ4e/YsPD09v8gIUSgU2LFjB2QyGby8vABUTdatrK9zR0dH3LlzBz4+PtWmk/z/yZdI21Vnue/evVP7sn36VKWAw4RrsLOzw8WLFwEAAnya9i5KVenyapk7Iu/5NRQlxXPKLnj/HCAlJBYOarJ7jCEJAMr8bBR8eA6ZcwsIoJLuO3nyJJt33Lhx7NRwZSirPzAyh5p4/PgxTE1NK5wycXR0xNmzZ7F69WpIpVJWxs3HR2UsMCM5jOTiw4cP4e7urlGCkQlGnpubi6ZNm7IPRG1tbaSkpMDb25tzbGbqdsn6GKRnZKJvR28sWrwEP+/cweZp1qwZACA0NBROTk749ttvKyXJ+OTJE7aOL168QK1atfDy5Uu0a9euUtJylZGOvHfvHp4+fYq2bdvi3LlzeHQwAkqhFnbs/wWhffdhUqAPwkaEQi4V4/vv77AGZXllMopHaWlpai+UvXv3QigUlnv+crkczZs3x9mzZ6FUKhEbG4uWLVtyRjG/5F5lpP2UpISOvXuF+Qs/vkT6f3dCXr8dij6+RMqv4bAevAZC7ZL9Ur1/CwC4OtfBlQtn0aJFiz8l/E9JmGsZHR2NgQMHsukl79s/ozzmHq6M7CkAtGrVClZWVoiNjYWXlxfOnDmDadOmlVsXpr+UF86nKpKN1QFz3prOsbLPrupAU7s/ffoUMpmM/WDZs2cPBg0axAk3mJ+fX2k1J6B8EReRSIR+/fphy5YtWLRoEQ4cOFClafN/On9rH8qyWLp0Kd6/f49x48Z9dhlMHMpHjx5h9OjR0NfXB6Au61YSIuIMv8vlco3D5L1798bbt2+xYcMGtW15eXnIyamcvNtfRVXa4M8st7i4GFFRUezfhYWFiIqKgpmZGesr06lTJ3a6m5HUI6UCWTd+gUCiAz2PzhBq6yH7PtdHK/vWUQi0pNBxbFKu7F7auWhAqYR+k26oaSKDXCpGu3bt2J+RkRHE4sp/lzEjUqUfYFZWVuw0EOPPC6heHCdOnGBlEssiJSUFnTp1gkKhwJo1azgybqtWrYJAIEDjxo0BqAw7oVCIOXPmQKlUciQYmevi5+fHTh+X9mV79+4dGzP27stETNh6HivW/QSJuQMGxT7D6F/fo0AoweFbr+C9JA6TdlzC0w9caTrG2GJkBMtCS0sLq1evRocOHQAAq1evxsaNG5GRkYHOnTuryUZqojLSkcwDv2nTplAoFJg7dy5kEhEOxvwEALAxkkEqUl035uWoq6tbbplNmzaFXC7HzZs38eDBA3Z7YmIiduzYAU9PT/a5UxaMWtGRI0dw584dtenQL7lXRSIRevXqhdwnl1BY6oMLABS5n55tpChGypGVEOmawLhdKEw6h0GRk4bU09xnnOCPOJ6MRCMA1DSR4du+gWy7lqa4uLhKL/SKYK5lyfZg7oM/szwrKyu4u7sjOjqa814oS65VKBQiICAAhw8fxrZt21BcXFzudDegMhZbtWqFTZs2qakHlezLvXr1wt69ezUaniUlG6uDkudd8jpW9tlVXVy+fJnjVvD69WscPHgQvr6+7DUUiURq90l4eLhG5bOyqEgKd8CAAUhLS8OwYcOQnZ2N/v37V/FM/rn8ZSOUlZXai4mJwd69e9GqVSvo6uri1KlT2LVrF4YMGYJevXpV6lgZGRmIiYkBoBpxef78Ofbt24cXL14gMDCQ85ArLevWvXt36Onp4eXLl9i/fz9CQ0Mxfvx4AICHhwdiY2Pxww8/oEmTJtDV1YW/vz8GDBiAXbt24bvvvkNcXBxatGgBhUKBx48fY9euXTh+/DhnSvPvRlXa4M8s19raGosWLUJ8fDycnJwQGxuL27dvY/369axvWGhoKGbPno20tDQUXYpGdq4Osh9dRMGbhzDyGQqx3BCGrfoj9YRK77jg3RMk/7IcOQ/iYNhqIEQ6ehBKdCCUypFxKRY5j85Dy9gWYkMrFLx9gPyXt2DYagBkNs5o46TZ/6sk27ZtQ0JCAmvknj9/nu3XAwYMgJ2dHVxdXTXK0fXu3RtLly7F4MGDMXLkSOTl5SE8PBwGBgYVarL7+vrCwsICtWrVwtSpU/Hzzz/j4cOHMDc3x759+1gpwBkzZiAqKgr+/v7Yv38/vv76a3zzzTdo2rQp1q9fj/Pnz+P777/HtWvX2IVvP/zwAwIDA2FmZob09HRIpVJ89913WLb7LF6nZCHzt4MAKaFb2xNZN48i9+llKHPSIXNphYTUXDw4sRPLRx2Bk6dqUdqlS5fw888/Q19fH3Xq1MGvv/5a5nmNGDECq1atglKphIeHB9atWweBQAA7OzscOnSoUg77mqQjnzx5goKCAgQFBSE6Ohp169aFo6MjfvrpJzRp0gQLFixAVFQUu4hnx44dmDZtGlatWsV+zNSvXx+XL19GnTp1MGLECHYE+MCBA5g9ezaEQiHCw8MxePBgNGzYEN7e3jA0NERcXByysrI4LgtlwYzqRkREsIZCSb70Xl24cCH2Hz2BD1vHQbehH7RMa0KZl4XCxBfIj7+NGmEqTe+MS7EoTPwdFn3nQSiVQWJeC4Yt+iL9/DbI67aAjmMTAIDEUjVam3oyCtoOjSESitBm8EB4e7th2LBhWLBgAW7fvg1fX19oaWnh2bNn2L17N1atWoWAgIAK26MyMNdy/PjxePv2LfT19bF3795K+5h/SXkLFixA586d4eXlhcGDByM1NRXh4eFwc3Nj/fVL0qdPH4SHh2PmzJmoX78+O0NQHqtXr4aXlxcaN26M0NBQ1KpVC/Hx8Thy5Ahu374NQHVd4+Li4OnpiaFDh5Yp2VhdLFmyBB07dkTz5s0REhJSpWdXdVGvXj34+flh9OjRkEqlrN93SY32Ll26YNu2bTAwMICrqysuX76MU6dOwcTEpNLHYe7/adOmITAwEFpaWvD392cNzUaNGqFevXrs4lzmQ74iEhISsG3bNgAqKVkA7LvDzs7un+GH+WctH68uqb2rV69Sq1atyMjIiLS1talhw4YUGRmpFsS7LEoHINfV1aU6depQ//796cSJE2Xux8i6yeVyksvlrKzbkydP2DzZ2dnUr18/MjQ0VAsLUVhYSIsWLSI3NzeSSqVkZGREHh4eNHv2bI60FqAKyFqaqsrQMcGuS4IyQrSU3leTtFll20ATZR2nKuVqCmxuZ2dHa9asUSuPicFoZGyiCsxsZq8mm2fQ6o+4igIhiQ2tyMhnKNWcdJgjuyfSN/vUV0Riklg7k2n3yWyeZ4mZascuHV5DU8B75sfIn126dEmjHB1zHRo2bMjKG/r7+6sFB9Z0rRkZN2NjYxKJRGy8SAcHB1qyZAl7v8ydO5dsbGxIKBQSADbItKGhIRvLsaQE4/Hjx8nPz48MDAxIW1ubxGIxGZtbkZnfcJKY11LJ7knlJNQ1VsnRSeVq7cbI9In/aF+Jtg516dKFrl+/Xqk+uWbNGjZgu46ODmlra5NcLtcY2Lz0viUpKR2ppaVFQqGQIx358OFDateuHenq6pKuri6ZmpqyoZNsbW1p4sSJ9O7dOyouLqbvv/+ezMzMSCAQEAD2egGgXr16cY67c+dOMjc3Z/sBE4z79OnTbB4mbNDBgwc5+zKhclAiVJMmPvdeJSK6fO8F6TXurOr/QjGJ5EakbdeQjDuMUsWXDFpJEIpIz8OfKzM58SBJrOqQSNeYaoT9zKbpefiTUGZAgKptSt4369evJw8PD9LR0SE9PT2qX78+264MZckqMm1RWrJTU2idktfS1NSUhg4dSnfu3FHLV9mwQZUtj0h1LVxcXEgqlZKrq6taYPOSKJVKqlGjBkFDuK+yzo2I6P79+9SjRw8yNDQkbW1tcnZ2punTp3PyJCYm0siRIyuUbNREeWGDSsZALcmpU6eoRYsW5T67qvL+KqsemmDeozExMVSnTh2SSqXUqFEjNcnJtLQ0Cg4OJlNTU9LV1SU/Pz96/Pgx2dnZccITlfX+ZSj9HC39rFm8eDEBoPnz51dYd4aS93rpX+mQgH9X/jTpRR6eL6EsycyK0CSp96X8XST1/g6YWNoiT9eaI2P5OYz3dcKoNppXJvP8/8PfNzz/ZAQCAUaOHIk1a9b81VUBAKxatQpjx45FfHy82or2fzP/SB9KHp6ymN+jPsTCT07T2XdPIWFhFxS8V3fYrixioQDze9Sv0j6zZs2CQCBAcnLyZx/3r2Dbtm2oW7cutLS02PiRrVu3RuvWrfHzb6+QkVdUfgGVZOmJp4j97VXFGT+DoKCgv71WeXZ2NoYMGQJLS0sIBAJOPM2/gtL3TXl82D4ZH7ZPrjDf59w3PDz/dIgIGzduhLe39/+UMQnwBiVPOQgEgkr9zp49y+6zceNGuLi4QFtbG3Xq1EF4eLhaufv27UOfPn3g4OAAmUwGZ2dnjBs3rsqO+fv370fHjh1hamoKiUQCa2trjPsuCN9YVa2cipjT1Q01jGUVZ/yH8/jxYwQFBcHR0REbNmzgxLArKFZi5qEH5exddWYceoDXqbkVZ9TAu3fvMGvWLNZn7J/G/PnzsWXLFgwfPhzbtm37y/2jahjLMLurW7WWqem+2bFjR6UWUvHw/NPIycnBzp07MWzYMNy7dw9jx479q6v0/84/JmwQz/8/jIMww9atW3Hy5Em1dMaRPCoqCt999x169eqFH374ARcuXMDo0aORm5vLicMXGhoKa2tr9O/fHzVr1sS9e/ewZs0aHD16FDdv3qwwrAgRYfDgwdiyZQsaNWqEH374AZaWlnj//j3279+P3bv7Yezqn7Hv3ZfHtZzg64w+Tf43vjKZ8DSrVq3ihMI5ceIEgjZfw8dXmeXsXXWKlYSp++991pTou3fvMHv2bNjb27Mrxhk2bNjw2bEB/784c+YMmjVrhpkzv8x1oDoJbFITydkFWHriabn5LALVV2qXpqz7ZseOHbh///5fPiLLw1PdJCUloV+/fjA0NMTUqVPZGLv/S/AGJU+ZlA53cOXKFZw8eVJjGIS8vDxMmzYNnTt3xp49ewCoZKuUSiXmzp2L0NBQdhXsnj170Lp1a87+Hh4eGDRoELZv344hQ4ZwRj1Ls2zZMmzZsgVhYWFYvnw5Jy7YtGnTsG3bNjg710JTgSXCHpyu8nmLhAKIhQLM6er2P2NMAp/UM5ipboaEtAJcileFQbEdsUnjvlRcCIjEEAgqP+mhUBIuPE/G849ZqG2u93mV1kBllZz+Sj5+/Fim3GpFKJVKFBYWqslIVgej2tSBqa4UMw89QLGSNPpUlpQyLcn/6n3D89fzd1gKYm9v/7eox18JP+XNUy3ExcUhJSUFI0aM4KSPHDkSOTk5OHLkCJtW2pgEgB49egAAHj16VO5xGOmsunXrYunSpRqDzA4YMABNmzZFYJOamOirkgMjRRHSz/yE16v64dWyXvi490dOnD1A9ULMe3EdWbun4vXyAAxp64bOnTtzYggyPH78GL1794aZmRl0dHTg7OxcYVDihIQE1K5dG/Xq1UNiYmK5ed++fYuQkBBYW1tDKpWiVq1aGD58OBvKB1DJsH3zzTcwNjaGTCZDs2bNOO0MqEYdBQIBdu3ahXnz5sHW1hba2trw8fHB8+fP2Xz29vbsaJmZmRkEAgEb7qN9u7ZI3DGFzZufcBcJC7sg5+E5pJ3fhjdrBuLV0l6gglwk/7ICr5YFoDjjIz7uno1XywLwZs1AZN1Q6XgXfozHhx1T8WpZL7xZF4y8R+cQc+WTL2VqairGjx+P+vXrQ1dXl9W0ZkKMMefUpIkqTE1wcDDresHExtTkQ5mTk4Nx48ahRo0akEqlcHZ2xtKlS9VeAAKBAKNGjcKBAwdQr149SKVSuLm5sVriFfHx40eEhITAwsIC2traaNiwIaKjo9Wux8uXL3HkyBG27vHx8WWWydRp+/btcHNzg1QqZevz9u1bDB48GBYWFmxdN21SN/rz8/Mxa9YsODk5QVtbG1ZWVujZsycrSwmoDNWVK1diblBHJCzpgXfh/ZFybA1QwA13U9qHsvD1PSQs7ALr5Jton30GY/xV8Te7du2K169fs/lat26NI0eOICEhgT3vv7uvKw8PT+XhRyh5qoVbt24BgFp8TQ8PDwiFQty6davcAK+MPnZpLdfSXLx4EampqQgLC6uU+oCxripoucmd7cgTaMPUbxCS3r1B5m8HkXoiEmbdJ0EAVfBl47dXcHDPbPj5+aHz6CHIzc1FREQEvLy8cOvWLfbld/fuXbRs2RJaWloIDQ2Fvb09Xrx4gcOHD2PevHka6/HixQu0bdsWxsbGOHnyZLnn+e7dOzRt2hTp6ekIDQ1F3bp18fbtW+zZswe5ubmQSCRITEzE119/jdzcXIwePRomJiaIjo5G165dsWfPHtZAZ1i4cCGEQiHGjx+PjIwMLF68GN9++y2uXr0KQBXUfOvWrdi/fz8iIiKgq6vLxoJNzy3S+OWdcSkWEIqh37SnSi9d9MfjhJT4uHsWpDXcYNQmGDkPziL1ZCQEWtpIP78VcrfWkDk3R/atX/Hx0DIcdXXHrD/8937//XccOHAA33zzDWrVqoXExERERUXB29sbDx8+hLW1NVxcXDBnzhzMmDEDoaGhaNmyJQBwNLFLQkTo2rUr4uLiEBISAnd3dxw/fhwTJkzA27dvsWLFCk7+ixcvYt++fRgxYgT09PSwevVq9OrVC69evSo3Xl1eXh5at26N58+fY9SoUahVqxZ2796NoKAgpKenY8yYMXBxccG2bdswduxY2NrasuIMZWl9M5w5cwa7du3CqFGjYGpqCnt7eyQmJqJZs2aswWlmZoZff/0VISEhyMzMZKeVFQoFunTpgtOnTyMwMBBjxoxBVlYWTp48ifv377NKQsOGDcOWLVsQHByM0aNH4+XLlwgPX4OinDdwCFmON+mFKNkLmPumlq4FogFkXN6FCwIBJk2ahI8fP2LlypVo164dbt++DR0dHUybNg0ZGRl48+YN2+Z/htwqDw/PX8RfFrCI5x9HebFFR44cSSKRSOM2MzMzCgwMLLfskJAQEolE9PTp03LzrVq1igDQ/v37K1VnJp5Yu3bt2FiM2flFNHDoCBKJRHT5UQJl5xdRVlYWGRoa0tChQzn7f/jwgQwMDDjprVq1Ij09PUpISODkLRkbtWS8tUePHpG1tTU1adKEUlNTK6zzwIEDSSgUaoyBxhwjLCyMANCFCxfYbVlZWVSrVi2yt7cnhUJBRJ9im7m4uFBBQQGbl2nHe/fuaawzW2Z+EUlr1CNpjXps/EGLvvMJAIkNLanGuL2c2ITyej4EgAy9B7JpNcJ+JoFYSoCATLtNZNOth0YSADJo0Zey84uIiCg/P5+tO8PLly9JKpXSnDlz2LTffvtNY3w+IlKL+XfgwAGNcf4CAgJIIBDQ8+fP2TQAJJFIOGlMvMHw8HC1Y5Vk5cqVBIBiYmLYtMLCQmrevDnp6upSZuaneIxlxVrUBAASCoX04MEDTnpISAhZWVlRcnIyJz0wMJAMDAwoNzeXiIg2bdpEAGj58uVqZTP96cKFCwSAtm/fztl+7NgxNj07v4juv00nj2Yt6KvmLdhrxvQxGxsbzjnu2rWLANCqVavYtM6dO2uMx8jDw/PPh5/y5qkW8vLyWKm+0mhrayMvL6/MfXfs2IGNGzdi3LhxqFOn/NiEmZmqhSF6elXzuQsNDWWnx+VSMbp3bAeFQgFZYTrkUjFOnjyJ9PR09O3bF8nJyexPJBLB09MTcXEq6cakpCScP38egwcPVgsJoWn6/f79+/D29oa9vT1OnTrF+pGWhVKpxIEDB+Dv769RTYk5xtGjR9G0aVNWgx5QjfaEhoYiPj5eTeotODiYc32YUb2KlGYSUsqWCZXX82FlK0uj2/CTXKNQWxdiYxsIJNqQ1W3JpmuZ2EIolaM4/QPi/ziOVCplFWQUCgVSUlKgq6sLZ2dnjqxaVTh69ChEIhFGjx7NSR83bhyISE2pp127duyoHQA0aNAA+vr6FbbV0aNHYWlpib59+346Ry0tjB49GtnZ2Th37txn1R8AvL29OT6XRIS9e/fC398fRMTps35+fsjIyGDba+/evTA1NcX333+vVi7Tn3bv3g0DAwO0b9+eU5aHhwd0dXURFxcHuVQMN2sD6ErFkEvEkEu5E1wDBw7k3JcBAQGwsrLC0aNHP/u8eXh4/jnwU9481YKOjg7Hv68k+fn5Za7cvnDhAkJCQuDn51fmdHFJGO3jknrXlaG08ccYdox82rNnqjiVbdu2Lfe4jFFRr169Sh3X398fFhYWOH78eKWm95KSkpCZmVlh+QkJCfD0VF8dzay4T0hI4JRR0fmXRWFx2aulxYYWGtMFYglEMgNOmlAqg0jPRM3oFkjlUOZns8dhVpmvW7cOL1++5GjsVkUerSQJCQmwtrZW+wgp2VYl0RQ7zsjIqMK2SkhIQJ06ddQkFcs6TlWoVasW5++kpCSkp6dj/fr1nPBOJWEWWb148QLOzs7las4/e/YMGRkZMDfXLC/KlFUepT8GBQIBateuXa5/KA8Pz78H3qDkqRasrKygUCjw8eNHzkupsLAQKSkpsLa2Vtvnzp076Nq1K+rVq4c9e/aU+8JjqFu3LgDg3r176N69e6XrV5a/Jf3hG8iEmdm2bRssLS3V8lWmbpro1asXoqOjsX37dgwbNuyzyqgOKjr/spCIy57EEIg1j0ijjJXe5a0AZ44zf/58TJ8+HYMHD8bcuXNhbGwMoVCIsLCw/7dQQJ/bVn8mpT/ImLbo378/Bg0apHEfxge2MiiVSpibm2P79u0at1fk48nDw8PDG5Q81QITC/D69evo1KkTm379+nUolUq1WIEvXrxAhw4dYG5ujqNHj1baOd/LywtGRkbYuXMnpk6dWqmFOZWBmeI0NzdHu3btyszn4OAAAJWWhFyyZAnEYjG7wKNfv37l5jczM4O+vn6F5dvZ2eHJkydq6Y8fP2a3Vwf2JvJqKaeyx9mzZw/atGmDjRs3cranp6dzFjJpci8oCzs7O5w6dQpZWVmcUcrqbis7OzvcvXsXSqWSM0pZ3ccBVP1ET08PCoWi3P4KqPr21atXUVRUVGZIJUdHR5w6dQotWrSoMA5sWTCj/AxEhOfPn3MM26pcNx4enn8WvA8lT7XArGCOiIjgpEdEREAmk6Fz585s2ocPH+Dr6wuhUIjjx49XafRDJpNh0qRJePToESZNmqRx1CgmJgbXrl2rUv39/Pygr6+P+fPno6hIXV4wKSkJgOpF3qpVK2zatAmvXnGlAzXVRSAQYP369QgICMCgQYNw6NChcushFArRvXt3HD58GNevX1fbzhyjU6dOuHbtGi5fvsxuy8nJwfr162Fvb//ZMQ5LI5eKoa1VPUZ7WehIRKw/nkgkUmvH3bt34+3bt9x6yVUGaGXUlTp16gSFQqGm87tixQoIBAJ07NjxC2rPPc6HDx8QGxvLphUXFyM8PBy6urrw9vauluMAqnbq1asX9u7dq/Hjg+mvgGqUPDk5WaPOMdPWvXv3hkKhwNy56kHLi4uLK9XOW7du5bii7NmzB+/fv+e0r1wuR0ZGhqbdeXh4/uHwI5Q81YKOjg7mzp2LkSNH4ptvvoGfnx8uXLiAmJgYzJs3D8bGxmzeDh064Pfff8fEiRNx8eJFXLx4kd1mYWGB9u3bl3usCRMm4MGDB1i2bBni4uIQEBAAS0tLfPjwAQcOHMC1a9dw6dKlKtVfX18fERERGDBgABo3bozAwECYmZnh1atXOHLkCFq0aMG+kFevXg0vLy80btwYoaGhqFWrFuLj43HkyBGNUoBCoRAxMTHo3r07evfujaNHj5bpqwmopn1PnDgBb29vhIaGwsXFBe/fv8fu3btx8eJFGBoaYvLkydi5cyc6duyI0aNHw9jYGNHR0Xj58iX27t2r5sf3JRjKtJCY+edMNwsEgIn809R5ly5dMGfOHAQHB+Prr7/GvXv3sH37dnZkmMHR0RGGhoaIjIyEnp4e5HI5PD091XwNAZUfa5s2bTBt2jTEx8ejYcOGOHHiBA4ePIiwsDDOApwvITQ0FFFRUQgKCsKNGzdgb2+PPXv24L///S9WrlxZ5YVkFbFw4ULExcXB09MTQ4cOhaurK1JTU3Hz5k2cOnUKqampAFSLZbZu3YoffvgB165dQ8uWLZGTk4NTp05hxIgR6NatG7y9vTFs2DAsWLAAt2/fhq+vL7S0tPDs2TPs3r0bq1atQkBAQLn1MTY2hpeXF4KDg5GYmIiVK1eidu3aGDp0KJvHw8MDsbGx+OGHH9CkSRPo6urC39+/WtuFh4fnr4E3KHmqjREjRkBLSwvLli3DoUOHUKNGDaxYsQJjxozh5GOCVC9evFitDG9v7woNSqFQiK1bt6Jbt25Yv349li5diszMTHb0cPHixWjevHmV69+vXz9YW1tj4cKFWLJkCQoKCmBjY4OWLVsiODiYzdewYUNcuXIF06dPR0REBPLz82FnZ4fevXuXWbaWlhb27NmDjh07olu3bjh16pTGRTUAYGNjg6tXr2L69OnYvn07MjMzYWNjg44dO0ImU2kjW1hY4NKlS5g0aRLCw8ORn5+PBg0a4PDhw5zR4OrAQk8bHzLyq7VMBiLAxvDTFOvUqVORk5ODHTt2IDY2Fo0bN8aRI0cwefJkzn5aWlqIjo7GlClT8N1336G4uBibN2/WaFAKhUIcOnQIM2bMQGxsLDZv3gx7e3ssWbKEjQNZHejo6ODs2bOYPHkyoqOjkZmZCWdnZ2zevBlBQUHVdhwGCwsLXLt2DXPmzMG+ffuwbt06mJiYwM3NDYsWLWLziUQiHD16FPPmzcOOHTuwd+9emJiYwMvLC/Xr12fzRUZGwsPDA1FRUZg6dSrEYjHs7e3Rv39/tGjRosL6TJ06FXfv3sWCBQuQlZUFHx8frFu3ju2zgOoZcfv2bWzevBkrVqyAnZ0db1Dy8PxLENBf6WnOw8Pzj2DAxqu49HuKRim+z0UkFOBrB5PP0vLm+ftw9uxZtGnTBrt3765wFJOHh+ffC+9DycPDUyHze9SHWFi9CyrEQgHm96hfcUYeHh4enr89vEHJw8NTITWMZZj9hzxidTGnqxtqGMsqzsjDw8PD87eHNyh5eHgqRWCTmhjv61QtZU3wdUafJuoBxHl4eHh4/pnwPpQ8PDxV4uffXmHmoQcoVlKVfCpFQgHEQgHmdHXjjUkeHh6efxm8QcnDw1NlXqfmYur+e7jwPBkioaBcw5LZ3rK2Keb3qM9Pc/Pw8PD8C+ENSh4ens/mWWIWtl99hbinH/EqJRclHyYCADVNZGjjZI7+zWqitnn1xmHk4eHh4fn7wBuUPDw81UJOQTHiU3JQWKyERCyEvYmcVcDh4eHh4fl3wxuUPDw8PDw8PDw8XwS/ypuHh4eHh4eHh+eL4A1KHh4eHh4eHh6eL4I3KHl4eHh4eHh4eL4I3qDk4eHh4eHh4eH5IniDkoeHh4eHh4eH54vgDUoeHh4eHh4eHp4vgjcoeXh4eHh4eHh4vgjeoOTh4eHh4eHh4fkieIOSh4eHh4eHh4fni+ANSh4eHh4eHh4eni+CNyh5eHh4eHh4eHi+CN6g5OHh4eHh4eHh+SJ4g5KHh4eHh4eHh+eL4A1KHh4eHh4eHh6eL4I3KHl4eHh4eHh4eL4I3qDk4eHh4eHh4eH5IniDkoeHh4eHh4eH54v4P2mk/o5GSCJqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import networkx as nx\n",
    "import itertools as it\n",
    "G = nx.DiGraph()\n",
    "alphabet = set(list(it.chain.from_iterable([[a,b] for (a,b) in dfg[0]]))).union(dfg[1].keys()).union(dfg[2].keys())\n",
    "G.add_nodes_from(alphabet) # adding nodes\n",
    "nx.draw(G, with_labels = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb6db59a-b79c-4704-907d-e609c4bf686c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Adding Arcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bb81afc9-e98c-437f-99b2-e918a93cd3f2",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G.add_edges_from(dfg[0].keys())\n",
    "nx.draw(G, with_labels = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "029f339d-a843-4b78-932b-2304de057e8f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Degree of Vertices"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e6a236-3fb6-4fbc-b22b-6912f73056e4",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "The *indegree* of a vertex $v$, i.e., $deg^-(v)$, represents the number of *incoming arcs* of $v$ in $G$. ($deg^+(v)$ is defined symmetrically)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2d8ddbfb-cb55-4ad1-94aa-37c1e8ead821",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('T06 Determine necessity of stop advice', 14),\n",
       " ('T07-2 Draft intern advice aspect 2', 8),\n",
       " ('T02 Check confirmation of receipt', 8),\n",
       " ('T04 Determine confirmation of receipt', 7),\n",
       " ('T05 Print and send confirmation of receipt', 7),\n",
       " ('T08 Draft and send request for advice', 6),\n",
       " ('T07-1 Draft intern advice aspect 1', 5),\n",
       " ('T07-5 Draft intern advice aspect 5', 5),\n",
       " ('T10 Determine necessity to stop indication', 4),\n",
       " ('T03 Adjust confirmation of receipt', 4),\n",
       " ('T09-4 Process or receive external advice from party 4', 3),\n",
       " ('T07-3 Draft intern advice hold for aspect 3', 3),\n",
       " ('T09-1 Process or receive external advice from party 1', 3),\n",
       " ('T12 Check document X request unlicensed', 3),\n",
       " ('T07-4 Draft internal advice to hold for type 4', 3),\n",
       " ('T11 Create document X request unlicensed', 2),\n",
       " ('T15 Print document X request unlicensed', 2),\n",
       " ('T16 Report reasons to hold request', 2),\n",
       " ('T17 Check report Y to stop indication', 2),\n",
       " ('T14 Determine document X request unlicensed', 2),\n",
       " ('T18 Adjust report Y to stop indicition', 1),\n",
       " ('T09-2 Process or receive external advice from party 2', 1),\n",
       " ('T13 Adjust document X request unlicensed', 1),\n",
       " ('T09-3 Process or receive external advice from party 3', 1),\n",
       " ('T20 Print report Y to stop indication', 1),\n",
       " ('T19 Determine report Y to stop indication', 1),\n",
       " ('Confirmation of receipt', 0)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted([(n, i) for (n,i) in G.in_degree()], key=lambda t: t[1], reverse=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "539beaf7-a826-4954-8f7f-383bb7e4a9c3",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Dominator of a Graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bc7fb2b-bdac-47dd-94b2-dd488d0c94b1",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "A vertex $d$ dominates a vertex $v$ in a graph $G$ iff every path from some given *entry node* $s$ visits $d$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5b6ce4d3-5321-45af-8d2e-ca423c18fc1f",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Confirmation of receipt': 'Confirmation of receipt',\n",
       " 'T02 Check confirmation of receipt': 'Confirmation of receipt',\n",
       " 'T03 Adjust confirmation of receipt': 'Confirmation of receipt',\n",
       " 'T06 Determine necessity of stop advice': 'Confirmation of receipt',\n",
       " 'T04 Determine confirmation of receipt': 'Confirmation of receipt',\n",
       " 'T05 Print and send confirmation of receipt': 'Confirmation of receipt',\n",
       " 'T13 Adjust document X request unlicensed': 'T05 Print and send confirmation of receipt',\n",
       " 'T10 Determine necessity to stop indication': 'Confirmation of receipt',\n",
       " 'T16 Report reasons to hold request': 'Confirmation of receipt',\n",
       " 'T17 Check report Y to stop indication': 'T16 Report reasons to hold request',\n",
       " 'T19 Determine report Y to stop indication': 'T17 Check report Y to stop indication',\n",
       " 'T20 Print report Y to stop indication': 'T19 Determine report Y to stop indication',\n",
       " 'T18 Adjust report Y to stop indicition': 'T17 Check report Y to stop indication',\n",
       " 'T11 Create document X request unlicensed': 'Confirmation of receipt',\n",
       " 'T12 Check document X request unlicensed': 'Confirmation of receipt',\n",
       " 'T14 Determine document X request unlicensed': 'Confirmation of receipt',\n",
       " 'T15 Print document X request unlicensed': 'Confirmation of receipt',\n",
       " 'T07-2 Draft intern advice aspect 2': 'Confirmation of receipt',\n",
       " 'T07-1 Draft intern advice aspect 1': 'Confirmation of receipt',\n",
       " 'T08 Draft and send request for advice': 'Confirmation of receipt',\n",
       " 'T09-3 Process or receive external advice from party 3': 'T08 Draft and send request for advice',\n",
       " 'T09-1 Process or receive external advice from party 1': 'Confirmation of receipt',\n",
       " 'T07-3 Draft intern advice hold for aspect 3': 'Confirmation of receipt',\n",
       " 'T07-5 Draft intern advice aspect 5': 'Confirmation of receipt',\n",
       " 'T09-2 Process or receive external advice from party 2': 'T07-5 Draft intern advice aspect 5',\n",
       " 'T09-4 Process or receive external advice from party 4': 'Confirmation of receipt',\n",
       " 'T07-4 Draft internal advice to hold for type 4': 'Confirmation of receipt'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.immediate_dominators(G, 'Confirmation of receipt')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d2129ff-a777-4ddc-bf35-d89c66682c0a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Centrality of a Node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "06a4ce31-9907-4827-9a35-6889b5bdae86",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('T06 Determine necessity of stop advice', 1.0),\n",
       " ('T05 Print and send confirmation of receipt', 0.6538461538461539),\n",
       " ('T02 Check confirmation of receipt', 0.6153846153846154),\n",
       " ('T07-2 Draft intern advice aspect 2', 0.576923076923077),\n",
       " ('T04 Determine confirmation of receipt', 0.5),\n",
       " ('T08 Draft and send request for advice', 0.42307692307692313),\n",
       " ('T07-1 Draft intern advice aspect 1', 0.42307692307692313),\n",
       " ('T07-5 Draft intern advice aspect 5', 0.38461538461538464),\n",
       " ('T10 Determine necessity to stop indication', 0.38461538461538464),\n",
       " ('T07-3 Draft intern advice hold for aspect 3', 0.2692307692307693),\n",
       " ('T12 Check document X request unlicensed', 0.23076923076923078),\n",
       " ('T03 Adjust confirmation of receipt', 0.23076923076923078),\n",
       " ('T09-4 Process or receive external advice from party 4',\n",
       "  0.19230769230769232),\n",
       " ('T09-1 Process or receive external advice from party 1',\n",
       "  0.19230769230769232),\n",
       " ('T09-3 Process or receive external advice from party 3',\n",
       "  0.19230769230769232),\n",
       " ('T07-4 Draft internal advice to hold for type 4', 0.19230769230769232),\n",
       " ('T11 Create document X request unlicensed', 0.15384615384615385),\n",
       " ('T17 Check report Y to stop indication', 0.15384615384615385),\n",
       " ('T14 Determine document X request unlicensed', 0.15384615384615385),\n",
       " ('T16 Report reasons to hold request', 0.11538461538461539),\n",
       " ('T20 Print report Y to stop indication', 0.11538461538461539),\n",
       " ('T18 Adjust report Y to stop indicition', 0.07692307692307693),\n",
       " ('T15 Print document X request unlicensed', 0.07692307692307693),\n",
       " ('T09-2 Process or receive external advice from party 2',\n",
       "  0.07692307692307693),\n",
       " ('Confirmation of receipt', 0.07692307692307693),\n",
       " ('T13 Adjust document X request unlicensed', 0.07692307692307693),\n",
       " ('T19 Determine report Y to stop indication', 0.07692307692307693)]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(nx.degree_centrality(G).items(), key=lambda t: t[1], reverse=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5815fd2-8a95-4101-bffc-cb71082588a4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Discovering Process Models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2af23a8f-1f16-412f-95ea-470d6a36a375",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "### Discovering a BPMN Model (Raw Data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3394be65-091d-4630-9fa6-76b34a03d3d4",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bpmn_1 = pm4py.discover_bpmn_inductive(df)\n",
    "pm4py.view_bpmn(bpmn_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ff0740a-816f-44b0-8095-fe346508069f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Discovering a BPMN Model (Internal Filtering)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "69316b78-3ab3-45a7-aa7f-a35eb15296ee",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bpmn_2 = pm4py.discover_bpmn_inductive(df, noise_threshold=0.1)\n",
    "pm4py.view_bpmn(bpmn_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c6d0d8b-a956-478c-b133-9aeb7c4e4cf8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "## Checking Model Quality"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92afa9ca-74be-4bdd-a40e-4f20cecb19fc",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "### Converting the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "adb214be-70f3-4dd0-a614-f899a2705375",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pn, im, fm = pm4py.convert_to_petri_net(bpmn_2)\n",
    "pm4py.view_petri_net(pn, im, fm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b52da0ce-a32c-4237-8a98-46c98b6533b7",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Checking Behavioral Model Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cfd3c067-fb57-4582-ae8c-9d25815cd567",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input is ok.\n",
      "Petri Net is a workflow net.\n",
      "Every place is covered by s-components.\n",
      "There are no dead tasks.\n",
      "All tasks are live.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.check_soundness(pn, im, fm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "629ff72b-5568-4cf1-874e-905217eb8af3",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "Technically, the net should only be *easy sound*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03751cbc-b357-4e17-9ea7-dc96cc9ece53",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Let $N{=}(P,T,F)$ be a Petri net and let $i,o{\\in}\\mathcal{B}(P)$ be a corresponding *initial* and *final* marking."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69cd5e75-5935-4eb3-826c-0a2ffd27898b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$(N,i)$ is *easy sound* iff $o{\\in}\\mathcal{R}(N,i)$ (aka, the *final marking* $o$ should be reachable from initial marking $i$)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e12f963d-ce4e-4321-9fa9-a0ac4c265fa1",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Computing Quality Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e988c94-be16-4f79-af8b-6e5b7d21b129",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "#### Fitness"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a471ce11-fb54-46b5-a152-c5972e1e4663",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "The *fitness* $f$ of an event log $L$ w.r.t. a model $M$ is the fraction of log behavior that is described by the model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05ad6dc7-0084-4eb8-bf56-55b291f8eb30",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$f(L,M){=}1{\\implies}$ all behavior described by the event log is also described by the model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89ebe9e9-3b70-4063-b7f9-ff0c4c1d7a7a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$f(L,M){=}0{\\implies}$ none of the behavior described by the event log is also described by the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e2a45c67-9e64-4b08-bf04-2782687339de",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c46d3f5a6a8496c9120da70938fd37d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "replaying log with TBR, completed variants ::   0%|          | 0/116 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'perc_fit_traces': 91.77126917712691,\n",
       " 'average_trace_fitness': 0.9595219818436711,\n",
       " 'log_fitness': 0.9973799902304721,\n",
       " 'percentage_of_fitting_traces': 91.77126917712691}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.fitness_token_based_replay(log, pn, im, fm) # fast results; less accurate/explainable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "915be744-500b-4748-b30e-c5eb6db2354b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "60de52b94c2c477db6e1e929e8d30ec0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "aligning log, completed variants ::   0%|          | 0/116 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'percFitTraces': 91.77126917712691,\n",
       " 'averageFitness': 0.9729195722919578,\n",
       " 'percentage_of_fitting_traces': 91.77126917712691,\n",
       " 'average_trace_fitness': 0.9729195722919578,\n",
       " 'log_fitness': 0.9893740726376428}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.fitness_alignments(log, pn, im, fm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "934c0d92-3510-4df9-a3ba-347f7b132368",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Precision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13f895f3-fed6-42ac-bdf4-b0008b94c2e8",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "The *precision* $p$ of a model $M$ w.r.t. a log $L$, is the fraction of model behavior that is also described by the log."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f0c8d52-957e-4ddb-817e-22d17399ccdf",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$p(M,L){=}1{\\implies}$ all behavior described by the model is also described by the log"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78d1f67e-559f-41dc-904e-32647edf791a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "$p(M,L){=}0{\\implies}$ none of the behavior described by the model is also described by the log"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96483643-1c36-402c-8331-fe0553f509e9",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Often, when $p(M,L){\\approx}0$, the model describes a lot of behavior (or $|\\mathcal{L}(M)|{=}\\infty$)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a2829259-8ebf-4cfe-ac01-d4f66032ed7d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ea9bca5641e4f2494f441eea6e3562b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "replaying log with TBR, completed variants ::   0%|          | 0/458 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.2067348714612779"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.precision_token_based_replay(log, pn, im, fm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "152b3e97-d953-4e45-8cec-65938a9b0994",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bdfd31db2ed04eecac06884c9e472fa2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "computing precision with alignments, completed variants ::   0%|          | 0/458 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.2067348714612779"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.precision_alignments(log, pn, im, fm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bae1d5a-f046-40ff-ad13-cfcbd607fbe0",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Diagnostics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "754d035d-92cc-4f51-ac01-70b1680ae443",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "320953cb93204b818d3ab029825a86d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "aligning log, completed variants ::   0%|          | 0/116 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'alignment': [('Confirmation of receipt', 'Confirmation of receipt'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('T02 Check confirmation of receipt', 'T02 Check confirmation of receipt'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('T03 Adjust confirmation of receipt', 'T03 Adjust confirmation of receipt'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('T02 Check confirmation of receipt', 'T02 Check confirmation of receipt'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None)],\n",
       " 'cost': 19,\n",
       " 'visited_states': 28,\n",
       " 'queued_states': 61,\n",
       " 'traversed_arcs': 63,\n",
       " 'lp_solved': 4,\n",
       " 'fitness': 1.0,\n",
       " 'bwc': 60011}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alignments = pm4py.conformance_diagnostics_alignments(log, pn, im, fm)\n",
    "alignments[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "66b056c5-a3e7-47d5-8738-7055f2e2e818",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alignment': [('Confirmation of receipt', 'Confirmation of receipt'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', 'T06 Determine necessity of stop advice'),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None),\n",
       "  ('>>', None)],\n",
       " 'cost': 10011,\n",
       " 'visited_states': 13,\n",
       " 'queued_states': 19,\n",
       " 'traversed_arcs': 21,\n",
       " 'lp_solved': 3,\n",
       " 'fitness': 0.6666666666666667,\n",
       " 'bwc': 30011}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_fitting = list(filter(lambda a: a['fitness']<1.0, alignments))\n",
    "non_fitting[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "085e8084-8c55-4dd6-87ab-3ae4c01b656d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Reconstructing the Trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b3ac3ab0-872d-4095-a36d-b4a3242d6551",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Confirmation of receipt']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alignment = non_fitting[0]['alignment']\n",
    "trace = list(map(lambda m: m[0], filter(lambda m: m[0] !='>>', alignment)))\n",
    "trace"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bef4251-c73e-4c87-88cc-8263c0627cc3",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Reconstructing the Model Behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "608d5c9b-39d5-4b5a-9393-52ad5ab3db80",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Confirmation of receipt', 'T06 Determine necessity of stop advice']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace = list(map(lambda m: m[1], filter(lambda m: m[1] !='>>' and m[1] is not None, alignment)))\n",
    "trace"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a27f6c21-0820-4c3b-8d9e-75d6c8c3ef03",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "### Comparing Footprints"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d34ccc7-8365-4aec-b080-c23038bf3c5e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Recall: $a{>_{L}}b$, iff $\\exists{\\sigma{\\in}L}\\left(\\exists{1{\\leq}i{<}|\\sigma|}\\left(\\sigma(i){=}a{\\wedge}\\sigma(i{+}1){=}b\\right)\\right)$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "730aa421-0b30-42de-8aaa-c415d39ffe4a",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "We let $a{\\to_L}b$ iff $a{>_L}b$ and $b{\\not>_L}a$, we let $a{\\#}b$ iff $a{\\not>_L}b$ and $b{\\not>_L}a$, and, we let $a{||_L}b$ iff $a{>_L}b$ and $b{>_L}a$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e93e3d6-c376-4c03-a407-e1bbdf424afe",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "We can do the same thing for the model: assume $\\mathcal{L}(M){\\subseteq}\\Sigma^*$ represents the language of some model $M$. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c9c7cc0-4cc3-4789-b781-2e46259f0869",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "We let $a{>_{M}}b$, iff $\\exists{\\sigma{\\in}\\mathcal{L}(M)}\\left(\\exists{1{\\leq}i{<}|\\sigma|}\\left(\\sigma(i){=}a{\\wedge}\\sigma(i{+}1){=}b\\right)\\right)$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4bebc02-1d81-4842-9c6d-baadda8291bf",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Then, $a{\\to_M}b$, $a{\\#_L}b$, and $a{||_L}b$ are defined analogously "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9e74dd4e-3d6d-49ad-af40-5649b4368204",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pm4py.algo.discovery.footprints import algorithm as footprints_discovery\n",
    "process_tree = pm4py.discover_process_tree_inductive(df, noise_threshold=0.1)\n",
    "fp_log = footprints_discovery.apply(log, variant=footprints_discovery.Variants.ENTIRE_EVENT_LOG)\n",
    "fp_model = footprints_discovery.apply(process_tree, variant=footprints_discovery.Variants.PROCESS_TREE)\n",
    "from pm4py.visualization.footprints import visualizer as fp_visualizer\n",
    "gviz = fp_visualizer.apply(fp_log, fp_model)\n",
    "fp_visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5adcf3fb-9a73-4ed8-ae75-542ffbd8912e",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## Classification and Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd48b507-6e4e-41ca-8bf4-61dc1a138feb",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "### Machine Learning at the Case Level"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dbca504-c913-4343-ac2b-6c38fa9fcca8",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "#### Attribute Inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a0165dfa-860a-4f72-bac4-7fc556c1915c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['org:group',\n",
       " 'concept:instance',\n",
       " 'org:resource',\n",
       " 'concept:name',\n",
       " 'time:timestamp',\n",
       " 'lifecycle:transition',\n",
       " 'case:startdate',\n",
       " 'case:responsible',\n",
       " 'case:enddate_planned',\n",
       " 'case:department',\n",
       " 'case:group',\n",
       " 'case:concept:name',\n",
       " 'case:deadline',\n",
       " 'case:channel',\n",
       " 'case:enddate',\n",
       " 'start_timestamp']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.get_event_attributes(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "917abc90-1b2d-438f-a7a2-9c34d5a82408",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['case:startdate',\n",
       " 'case:responsible',\n",
       " 'case:enddate_planned',\n",
       " 'case:department',\n",
       " 'case:group',\n",
       " 'case:concept:name',\n",
       " 'case:deadline',\n",
       " 'case:channel',\n",
       " 'case:enddate']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm4py.get_trace_attributes(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97e24853-2ba0-4e80-9d67-d243c63d7594",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Creating a Feature Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "208ef28e-5b19-4d71-b9a5-b79928833953",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
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       "      trace:case:channel@UNDEFINED  trace:case:responsible@UNDEFINED  \\\n",
       "0                                1                                 1   \n",
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       "      trace:case:group@UNDEFINED  trace:case:department@UNDEFINED  \\\n",
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       "0                                              1   \n",
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       "...                                          ...   \n",
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       "      event:concept:name@T02 Check confirmation of receipt  \\\n",
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       "0                                             0   \n",
       "1                                             0   \n",
       "2                                             0   \n",
       "3                                             0   \n",
       "4                                             0   \n",
       "...                                         ...   \n",
       "1429                                          0   \n",
       "1430                                          0   \n",
       "1431                                          0   \n",
       "1432                                          0   \n",
       "1433                                          0   \n",
       "\n",
       "      succession:org:resource@admin3#admin1  \\\n",
       "0                                         0   \n",
       "1                                         0   \n",
       "2                                         0   \n",
       "3                                         0   \n",
       "4                                         0   \n",
       "...                                     ...   \n",
       "1429                                      0   \n",
       "1430                                      0   \n",
       "1431                                      0   \n",
       "1432                                      0   \n",
       "1433                                      0   \n",
       "\n",
       "      succession:org:resource@test#Resource26  \\\n",
       "0                                           0   \n",
       "1                                           0   \n",
       "2                                           0   \n",
       "3                                           0   \n",
       "4                                           0   \n",
       "...                                       ...   \n",
       "1429                                        0   \n",
       "1430                                        0   \n",
       "1431                                        0   \n",
       "1432                                        0   \n",
       "1433                                        0   \n",
       "\n",
       "      succession:org:resource@test#test  \n",
       "0                                     0  \n",
       "1                                     0  \n",
       "2                                     0  \n",
       "3                                     0  \n",
       "4                                     0  \n",
       "...                                 ...  \n",
       "1429                                  0  \n",
       "1430                                  0  \n",
       "1431                                  0  \n",
       "1432                                  0  \n",
       "1433                                  0  \n",
       "\n",
       "[1434 rows x 466 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pm4py.algo.transformation.log_to_features import algorithm as log_to_features\n",
    "ft, feature_names = log_to_features.apply(log, parameters={\"str_ev_attr\": [\"concept:name\", \"org:resource\"],\n",
    "                                                \"str_tr_attr\": [\"case:channel\", \"case:responsible\", \"case:group\", \"case:department\"],\n",
    "                                                \"num_ev_attr\": [], \"num_tr_attr\": [],\n",
    "                                                \"str_evsucc_attr\": [\"concept:name\", \"org:resource\"]})\n",
    "pd.DataFrame(ft, columns=feature_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26e2693c-13d2-4f2b-93b5-ca6f498e74d2",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Principal Component Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d2c4c4d5-7229-464f-963d-3257fde9bff0",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.708022</td>\n",
       "      <td>-0.098254</td>\n",
       "      <td>0.510475</td>\n",
       "      <td>-0.202320</td>\n",
       "      <td>-0.087188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.864585</td>\n",
       "      <td>0.224361</td>\n",
       "      <td>-0.652616</td>\n",
       "      <td>0.290643</td>\n",
       "      <td>0.361289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.587899</td>\n",
       "      <td>-0.536829</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.350070</td>\n",
       "      <td>-0.075767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.587899</td>\n",
       "      <td>-0.536829</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.350070</td>\n",
       "      <td>-0.075767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.630247</td>\n",
       "      <td>-0.552485</td>\n",
       "      <td>-0.177900</td>\n",
       "      <td>-0.420901</td>\n",
       "      <td>0.000310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>-0.587899</td>\n",
       "      <td>-0.536829</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.350070</td>\n",
       "      <td>-0.075767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>-0.587899</td>\n",
       "      <td>-0.536829</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.350070</td>\n",
       "      <td>-0.075767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>-0.587899</td>\n",
       "      <td>-0.536829</td>\n",
       "      <td>-0.071282</td>\n",
       "      <td>-0.350070</td>\n",
       "      <td>-0.075767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>-0.546977</td>\n",
       "      <td>-0.470138</td>\n",
       "      <td>-0.076281</td>\n",
       "      <td>-0.281238</td>\n",
       "      <td>-0.064669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>-0.564049</td>\n",
       "      <td>-0.462921</td>\n",
       "      <td>-0.057423</td>\n",
       "      <td>-0.353011</td>\n",
       "      <td>0.009570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1434 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4\n",
       "0     1.708022 -0.098254  0.510475 -0.202320 -0.087188\n",
       "1     1.864585  0.224361 -0.652616  0.290643  0.361289\n",
       "2    -0.587899 -0.536829 -0.071282 -0.350070 -0.075767\n",
       "3    -0.587899 -0.536829 -0.071282 -0.350070 -0.075767\n",
       "4    -0.630247 -0.552485 -0.177900 -0.420901  0.000310\n",
       "...        ...       ...       ...       ...       ...\n",
       "1429 -0.587899 -0.536829 -0.071282 -0.350070 -0.075767\n",
       "1430 -0.587899 -0.536829 -0.071282 -0.350070 -0.075767\n",
       "1431 -0.587899 -0.536829 -0.071282 -0.350070 -0.075767\n",
       "1432 -0.546977 -0.470138 -0.076281 -0.281238 -0.064669\n",
       "1433 -0.564049 -0.462921 -0.057423 -0.353011  0.009570\n",
       "\n",
       "[1434 rows x 5 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=5)\n",
    "pca_df = pd.DataFrame(pca.fit_transform(ft))\n",
    "pca_df.rename({c: str(c) for c in pca_df.columns}, axis='columns') # renaming the columns to string\n",
    "pca_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb82c0d-418e-4c9a-95c4-795842c7dd7b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Outlier Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9fd919ad-587b-4deb-a5fd-db72153d4505",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>scores</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>1.751406</td>\n",
       "      <td>-0.331821</td>\n",
       "      <td>0.794158</td>\n",
       "      <td>0.156213</td>\n",
       "      <td>0.504005</td>\n",
       "      <td>-0.117487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1.413179</td>\n",
       "      <td>-0.406050</td>\n",
       "      <td>0.839251</td>\n",
       "      <td>0.761958</td>\n",
       "      <td>0.555376</td>\n",
       "      <td>-0.108282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>1.752707</td>\n",
       "      <td>-0.389016</td>\n",
       "      <td>0.781480</td>\n",
       "      <td>0.208615</td>\n",
       "      <td>0.375662</td>\n",
       "      <td>-0.108206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>1.752707</td>\n",
       "      <td>-0.389016</td>\n",
       "      <td>0.781480</td>\n",
       "      <td>0.208615</td>\n",
       "      <td>0.375662</td>\n",
       "      <td>-0.108206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>-0.096639</td>\n",
       "      <td>1.483958</td>\n",
       "      <td>-0.754600</td>\n",
       "      <td>1.159447</td>\n",
       "      <td>-0.805189</td>\n",
       "      <td>-0.107012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>-0.558603</td>\n",
       "      <td>-0.457019</td>\n",
       "      <td>-0.059373</td>\n",
       "      <td>-0.369335</td>\n",
       "      <td>-0.042482</td>\n",
       "      <td>0.149078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>-0.558603</td>\n",
       "      <td>-0.457019</td>\n",
       "      <td>-0.059373</td>\n",
       "      <td>-0.369335</td>\n",
       "      <td>-0.042482</td>\n",
       "      <td>0.149078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>-0.558603</td>\n",
       "      <td>-0.457019</td>\n",
       "      <td>-0.059373</td>\n",
       "      <td>-0.369335</td>\n",
       "      <td>-0.042482</td>\n",
       "      <td>0.149078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>-0.558603</td>\n",
       "      <td>-0.457019</td>\n",
       "      <td>-0.059373</td>\n",
       "      <td>-0.369335</td>\n",
       "      <td>-0.042482</td>\n",
       "      <td>0.149078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>-0.558603</td>\n",
       "      <td>-0.457019</td>\n",
       "      <td>-0.059373</td>\n",
       "      <td>-0.369335</td>\n",
       "      <td>-0.042482</td>\n",
       "      <td>0.149078</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1434 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1         2         3         4    scores\n",
       "812   1.751406 -0.331821  0.794158  0.156213  0.504005 -0.117487\n",
       "40    1.413179 -0.406050  0.839251  0.761958  0.555376 -0.108282\n",
       "1164  1.752707 -0.389016  0.781480  0.208615  0.375662 -0.108206\n",
       "1093  1.752707 -0.389016  0.781480  0.208615  0.375662 -0.108206\n",
       "317  -0.096639  1.483958 -0.754600  1.159447 -0.805189 -0.107012\n",
       "...        ...       ...       ...       ...       ...       ...\n",
       "1087 -0.558603 -0.457019 -0.059373 -0.369335 -0.042482  0.149078\n",
       "1268 -0.558603 -0.457019 -0.059373 -0.369335 -0.042482  0.149078\n",
       "1068 -0.558603 -0.457019 -0.059373 -0.369335 -0.042482  0.149078\n",
       "1130 -0.558603 -0.457019 -0.059373 -0.369335 -0.042482  0.149078\n",
       "1203 -0.558603 -0.457019 -0.059373 -0.369335 -0.042482  0.149078\n",
       "\n",
       "[1434 rows x 6 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "model=IsolationForest()\n",
    "model.fit(pca_df)\n",
    "pca_df[\"scores\"] = model.decision_function(pca_df)\n",
    "pca_df.sort_values(\"scores\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db0e0829-4a8b-47e6-844b-d7b299d15b55",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Concept Drift Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e095b9ae-4a35-415e-8f49-ef5fa76bbda4",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pm4py.algo.transformation.log_to_features.util import locally_linear_embedding\n",
    "from pm4py.visualization.graphs import visualizer\n",
    "\n",
    "x, y = locally_linear_embedding.apply(df)\n",
    "gviz = visualizer.apply(x, y, variant=visualizer.Variants.DATES, parameters={\"title\": \"Locally Linear Embedding\", \"y_axis\": \"Intensity\"})\n",
    "visualizer.view(gviz)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01d19aa8-ae54-490f-a590-8de92f8c3068",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c13f8229-5981-46db-bafd-e7ce249732f5",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 2, 3, ..., 3, 3, 3])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "clustering = KMeans(n_clusters=4)\n",
    "# a number from \"0\" (first cluster) to \"3\" (last cluster) will be associated to every case of the log\n",
    "clustering.fit_predict(ft)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "147b3b8a-4fdd-401e-aec5-142095e49c78",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Decision Point Mining"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81f2a670-8b85-4490-ba7a-578d12906957",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Let $d$ be a decision point in a process model $M$ (in a Petri net, typically a place with multiple outgoing arcs)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "106fc623-4663-453c-bdfd-0c65bafe567b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "Are there any data attributes in the event data that indicate which \"direction\" the case flow will go?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "87d281ff-0d38-4e6e-bae4-483cc568f088",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c28fec492bdb4ef58a72b71cb25a74bc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "replaying log with TBR, completed variants ::   0%|          | 0/116 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>org:group_EMPTY</th>\n",
       "      <th>org:group_Group 4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <th>12</th>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    org:group_EMPTY  org:group_Group 4\n",
       "0                 0                  1\n",
       "1                 0                  1\n",
       "2                 0                  1\n",
       "3                 1                  0\n",
       "4                 0                  1\n",
       "5                 0                  1\n",
       "6                 0                  1\n",
       "7                 0                  1\n",
       "8                 0                  1\n",
       "9                 0                  1\n",
       "10                1                  0\n",
       "11                0                  1\n",
       "12                0                  1\n",
       "13                0                  1\n",
       "14                0                  1\n",
       "15                0                  1\n",
       "16                0                  1\n",
       "17                0                  1\n",
       "18                1                  0\n",
       "19                1                  0\n",
       "20                1                  0\n",
       "21                0                  1\n",
       "22                0                  1\n",
       "23                0                  1\n",
       "24                0                  1\n",
       "25                0                  1"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pm4py.algo.decision_mining import algorithm as dem\n",
    "pn, im, fm = pm4py.read_pnml('data/petri_net.pnml')\n",
    "ft = dem.apply(df, pn, im, fm, decision_point='exi_idb451aba5-9e46-4292-93eb-f9d651c0139b')\n",
    "ft[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2579b30f-9abc-45a8-8b74-a9d80a7a5478",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0\n",
       "1     0\n",
       "2     0\n",
       "3     0\n",
       "4     0\n",
       "5     0\n",
       "6     0\n",
       "7     0\n",
       "8     0\n",
       "9     0\n",
       "10    0\n",
       "11    0\n",
       "12    0\n",
       "13    0\n",
       "14    0\n",
       "15    0\n",
       "16    0\n",
       "17    1\n",
       "18    1\n",
       "19    1\n",
       "20    1\n",
       "21    0\n",
       "22    0\n",
       "23    1\n",
       "24    1\n",
       "25    0\n",
       "Name: Target, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ft[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a0784a5d-dfc1-4bc6-82b1-62cd04f60168",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0.75, 'org:group_Group 4 <= 0.5\\ngini = 0.355\\nsamples = 26\\nvalue = [20, 6]\\nclass = T13 Adjust document X request unlicensed'),\n",
       " Text(0.25, 0.25, 'gini = 0.48\\nsamples = 5\\nvalue = [2, 3]\\nclass = T11 Create document X request unlicensed'),\n",
       " Text(0.75, 0.25, 'gini = 0.245\\nsamples = 21\\nvalue = [18, 3]\\nclass = T13 Adjust document X request unlicensed')]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import tree\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf.fit(ft[0], ft[1])\n",
    "tree.plot_tree(clf, \n",
    "                   feature_names=list(ft[0].columns.values),  \n",
    "                   class_names=['T13 Adjust document X request unlicensed', 'T11 Create document X request unlicensed'],\n",
    "                   filled=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59a795a1-84b2-4598-8fef-94daae358959",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "#### Case Duration Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f9f6123e-5143-4991-b85a-b594d020afe1",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3811896.2769999504,\n",
       " 617.9240000247955,\n",
       " 239.11499977111816,\n",
       " 84.51800012588501,\n",
       " 720.2450001239777]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data, feature_names = log_to_features.apply(log, parameters={\"str_tr_attr\": [\"channel\", \"group\", \"responsible\", \"department\"], \"str_ev_attr\": [], \"num_tr_attr\": [], \"num_ev_attr\": [], \"str_evsucc_attr\": []})\n",
    "throughput_time = [y[-1][\"time:timestamp\"].timestamp() - y[0][\"time:timestamp\"].timestamp() for y in log]\n",
    "throughput_time[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "06f43b4a-6b40-46c4-8313-70ffd5735e74",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import random\n",
    "training_cases = set(random.sample([i for i in range(len(log))], 500))\n",
    "data_training = [data[i] for i in range(len(log)) if i in training_cases]\n",
    "throughput_time_training = [throughput_time[i] for i in range(len(log)) if i in training_cases]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "4345aa89-bb6c-4d21-8027-b010a45543a3",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsRegressor(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsRegressor</label><div class=\"sk-toggleable__content\"><pre>KNeighborsRegressor(n_neighbors=3)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KNeighborsRegressor(n_neighbors=3)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "regressor = KNeighborsRegressor(n_neighbors=3)\n",
    "regressor.fit(data_training, throughput_time_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "59b93c0c-9413-4cdd-99ef-4051a32309fd",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data_validation = [data[i] for i in range(len(log)) if i not in training_cases]\n",
    "throughput_time_validation = [throughput_time[i] for i in range(len(log)) if i not in training_cases]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "37bcd7d4-e767-424f-839c-d7b30dc14232",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "predicted_throughput_time = regressor.predict(data_validation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "0709bf4c-e11b-4586-b36d-dd407051dd50",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "case actual throughput= 3811896.2769999504  predicted throughput =  198447.95399999619\n",
      "case actual throughput= 617.9240000247955  predicted throughput =  31.95733332633972\n",
      "case actual throughput= 239.11499977111816  predicted throughput =  317.09166677792865\n",
      "case actual throughput= 84.51800012588501  predicted throughput =  317.09166677792865\n",
      "case actual throughput= 101.96599984169006  predicted throughput =  317.09166677792865\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    print(\"case actual throughput=\", throughput_time_validation[i], \" predicted throughput = \", predicted_throughput_time[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59492401-02a1-402e-93db-6abb7c65b8dc",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "## Reflections: Process Mining and ML - The Bigger Picture"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4f61f69-0129-4445-9a27-7d09bf71c010",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "![](img/pm_generic.png)"
   ]
  }
 ],
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